diff --git a/.github/workflows/nlu_test_flow.yaml b/.github/workflows/nlu_test_flow.yaml index 0d9df573..d232f089 100644 --- a/.github/workflows/nlu_test_flow.yaml +++ b/.github/workflows/nlu_test_flow.yaml @@ -23,7 +23,7 @@ jobs: run: | python -m pip install --upgrade pip pip install pypandoc sklearn - pip install wheel dataclasses pandas numpy pytest modin[ray] pyspark==3.0.1 spark-nlp==3.0.1 + pip install wheel dataclasses pandas numpy pytest modin[ray] pyspark==3.0.1 spark-nlp java -version if [ -f requirements.txt ]; then pip install -r requirements.txt; fi # ! echo 2 | update-alternatives --config java diff --git a/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/good_quality.mp4 b/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/good_quality.mp4 new file mode 100644 index 00000000..da93d8c7 Binary files /dev/null and b/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/good_quality.mp4 differ diff --git a/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/sentence_manifold_low_qual.gif b/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/sentence_manifold_low_qual.gif new file mode 100644 index 00000000..325b10b7 Binary files /dev/null and b/docs/assets/streamlit_docs_assets/gif/sentence_embedding_dimension_reduction/sentence_manifold_low_qual.gif differ diff --git a/docs/en/examples.md b/docs/en/examples.md index 92975bb9..f0350f4d 100644 --- a/docs/en/examples.md +++ b/docs/en/examples.md @@ -780,7 +780,7 @@ nlu.load('spell').predict('I liek pentut buttr ant jely') ```python -nlu.load('dep.untyped').predict('Untyped Dependencies represent a grammatical tree structure') +nlu.load('dep.untyped').predict('Untyped Dependencies represent a grammatical tree structure.md') ```
@@ -802,7 +802,7 @@ nlu.load('dep.untyped').predict('Untyped Dependencies represent a grammatical tr [Typed Dependency Parsing example](https://colab.research.google.com/drive/1KXUqcF8e-LU9cXnHE8ni8z758LuFPvY7?usp=sharing) ```python -nlu.load('dep').predict('Typed Dependencies represent a grammatical tree structure where every edge has a label') +nlu.load('dep').predict('Typed Dependencies represent a grammatical tree structure.md where every edge has a label') ```
diff --git a/docs/en/examples_healthcare.md b/docs/en/examples_healthcare.md index 8134e11d..298a81b6 100644 --- a/docs/en/examples_healthcare.md +++ b/docs/en/examples_healthcare.md @@ -193,6 +193,108 @@ df = nlu.load('de_identify').predict(data) See the [Models Hub for all avaiable De-Identification Models](https://nlp.johnsnowlabs.com/models?task=De-identification) +## Drug Normalizer +[Drug Normalizer tutorial notebook](https://github.com/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/drug_normalization/drug_norm.ipynb) + +Normalize raw text from clinical documents, e.g. scraped web pages or xml document. Removes all dirty characters from text following one or more input regex patterns. Can apply non wanted character removal which a specific policy. Can apply lower case normalization. + +**Parameters are** +- lowercase: whether to convert strings to lowercase. Default is False. +- `policy`: rule to remove patterns from text. Valid policy values are: `all` `abbreviations`, `dosages` +Defaults is `all`. `abbreviation` policy used to expend common drugs abbreviations, `dosages` policy used to convert drugs dosages and values to the standard form (see examples bellow). + +```python +data = ["Agnogenic one half cup","adalimumab 54.5 + 43.2 gm","aspirin 10 meq/ 5 ml oral sol","interferon alfa-2b 10 million unit ( 1 ml ) injec","Sodium Chloride/Potassium Chloride 13bag"] +nlu.load('norm_drugs').predict(data) +``` + + +| drug_norm | text | +|:-----------------------------------------------------|:--------------------------------------------------| +| Agnogenic 0.5 oral solution | Agnogenic one half cup | +| adalimumab 97700 mg | adalimumab 54.5 + 43.2 gm | +| aspirin 2 meq/ml oral solution | aspirin 10 meq/ 5 ml oral sol | +| interferon alfa - 2b 10000000 unt ( 1 ml ) injection | interferon alfa-2b 10 million unit ( 1 ml ) injec | +| Sodium Chloride / Potassium Chloride 13 bag | Sodium Chloride/Potassium Chloride 13bag | + + +## Rule based NER with Context Matcher +[Rule based NER with context matching tutorial notebook](https://github.com/JohnSnowLabs/nlu/blob/master/examples/colab/Training/rule_based_named_entity_recognition_and_resolution/rule_based_NER_and_resolution_with_context_matching.ipynb) +Define a rule based NER algorithm by providing Regex Patterns and resolution mappings. +The confidence value is computed using a heuristic approach based on how many matches it has. +A dictionary can be provided with setDictionary to map extracted entities to a unified representation. The first column of the dictionary file should be the representation with following columns the possible matches. + + +```python +import nlu +import json +# Define helper functions to write NER rules to file +"""Generate json with dict contexts at target path""" +def dump_dict_to_json_file(dict, path): + with open(path, 'w') as f: json.dump(dict, f) + +"""Dump raw text file """ +def dump_file_to_csv(data,path): + with open(path, 'w') as f:f.write(data) +sample_text = """A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and subsequent type two diabetes mellitus ( T2DM ), one prior episode of HTG-induced pancreatitis three years prior to presentation , associated with an acute hepatitis , and obesity with a body mass index ( BMI ) of 33.5 kg/m2 , presented with a one-week history of polyuria , polydipsia , poor appetite , and vomiting. Two weeks prior to presentation , she was treated with a five-day course of amoxicillin for a respiratory tract infection . She was on metformin , glipizide , and dapagliflozin for T2DM and atorvastatin and gemfibrozil for HTG . She had been on dapagliflozin for six months at the time of presentation . Physical examination on presentation was significant for dry oral mucosa ; significantly , her abdominal examination was benign with no tenderness , guarding , or rigidity . Pertinent laboratory findings on admission were : serum glucose 111 mg/dl , bicarbonate 18 mmol/l , anion gap 20 , creatinine 0.4 mg/dL , triglycerides 508 mg/dL , total cholesterol 122 mg/dL , glycated hemoglobin ( HbA1c ) 10% , and venous pH 7.27 . Serum lipase was normal at 43 U/L . Serum acetone levels could not be assessed as blood samples kept hemolyzing due to significant lipemia . The patient was initially admitted for starvation ketosis , as she reported poor oral intake for three days prior to admission . However , serum chemistry obtained six hours after presentation revealed her glucose was 186 mg/dL , the anion gap was still elevated at 21 , serum bicarbonate was 16 mmol/L , triglyceride level peaked at 2050 mg/dL , and lipase was 52 U/L . β-hydroxybutyrate level was obtained and found to be elevated at 5.29 mmol/L - the original sample was centrifuged and the chylomicron layer removed prior to analysis due to interference from turbidity caused by lipemia again . The patient was treated with an insulin drip for euDKA and HTG with a reduction in the anion gap to 13 and triglycerides to 1400 mg/dL , within 24 hours . Twenty days ago. Her euDKA was thought to be precipitated by her respiratory tract infection in the setting of SGLT2 inhibitor use . At birth the typical boy is growing slightly faster than the typical girl, but the velocities become equal at about seven months, and then the girl grows faster until four years. From then until adolescence no differences in velocity can be detected. 21-02-2020 21/04/2020 """ + +# Define Gender NER matching rules +gender_rules = { + "entity": "Gender", + "ruleScope": "sentence", + "completeMatchRegex": "true" } + +# Define dict data in csv format +gender_data = '''male,man,male,boy,gentleman,he,him +female,woman,female,girl,lady,old-lady,she,her +neutral,neutral''' + +# Dump configs to file +dump_dict_to_json_file(gender_data, 'gender.csv') +dump_dict_to_json_file(gender_rules, 'gender.json') +gender_NER_pipe = nlu.load('match.context') +gender_NER_pipe.print_info() +gender_NER_pipe['context_matcher'].setJsonPath('gender.json') +gender_NER_pipe['context_matcher'].setDictionary('gender.csv', options={"delimiter":","}) +gender_NER_pipe.predict(sample_text) +``` + +| context_match | context_match_confidence | +|:----------------|---------------------------:| +| female | 0.13 | +| she | 0.13 | +| she | 0.13 | +| she | 0.13 | +| she | 0.13 | +| boy | 0.13 | +| girl | 0.13 | +| girl | 0.13 | + +### Context Matcher Parameters +You can define the following parameters in your rules.json file to define the entities to be matched + +| Parameter | Type | Description| +|------------|-------|-----------| +| entity | `str `| The name of this rule | +| regex | `Optional[str] `| Regex Pattern to extract candidates | +| contextLength | `Optional[int] `| defines the maximum distance a prefix and suffix words can be away from the word to match,whereas context are words that must be immediately after or before the word to match | +| prefix | `Optional[List[str]] `| Words preceding the regex match, that are at most `contextLength` characters aways | +| regexPrefix | `Optional[str] `| RegexPattern of words preceding the regex match, that are at most `contextLength` characters aways | +| suffix | `Optional[List[str]] `| Words following the regex match, that are at most `contextLength` characters aways | +| regexSuffix | `Optional[str] `| RegexPattern of words following the regex match, that are at most `contextLength` distance aways | +| context | `Optional[List[str]] `| list of words that must be immediatly before/after a match | +| contextException | `Optional[List[str]] `| ?? List of words that may not be immediatly before/after a match | +| exceptionDistance | `Optional[int] `| Distance exceptions must be away from a match | +| regexContextException | `Optional[str] `| Regex Pattern of exceptions that may not be within `exceptionDistance` range of the match | +| matchScope | `Optional[str]`| Either `token` or `sub-token` to match on character basis | +| completeMatchRegex | `Optional[str]`| Wether to use complete or partial matching, either `"true"` or `"false"` | +| ruleScope | `str` | currently only `sentence` supported | + + + + + + ## Authorize access to licensed features and install healthcare dependencies You need a set of **credentials** to access the licensed healthcare features. [You can grab one here](https://www.johnsnowlabs.com/spark-nlp-try-free/) diff --git a/docs/en/streamlit_viz_examples.md b/docs/en/streamlit_viz_examples.md index 54911642..b4e2ad6c 100644 --- a/docs/en/streamlit_viz_examples.md +++ b/docs/en/streamlit_viz_examples.md @@ -348,7 +348,7 @@ Additionally, you can color the lower dimensional points with a label that has b ```python -nlu.load('bert',verbose=True).viz_streamlit_word_embed_manifold(default_texts=THE_MATRIX_ARCHITECT_SCRIPT.split('\n'),default_algos_to_apply=['TSNE'],MAX_DISPLAY_NUM=5) +nlu.load('bert',verbose=True).viz_streamlit_word_embed_manifold(default_texts=['I love NLU <3', 'I love streamlit <3'],default_algos_to_apply=['TSNE'],MAX_DISPLAY_NUM=5) ``` @@ -402,6 +402,7 @@ nlu.load('bert',verbose=True).viz_streamlit_word_embed_manifold(default_texts=TH - [FactorAnalysis](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.FactorAnalysis.html#sklearn.decomposition.FactorAnalysis) - [FastICA](https://scikit-learn.org/stable/modules/generated/fastica-function.html#sklearn.decomposition.fastica) - [KernelPCA](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.KernelPCA.html#sklearn.decomposition.KernelPCA) +- [Latent Dirichlet Allocation](https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.LatentDirichletAllocation.html) diff --git a/docs/en/training.md b/docs/en/training.md index 5df3d6c9..7836d791 100644 --- a/docs/en/training.md +++ b/docs/en/training.md @@ -121,6 +121,124 @@ fitted_pipe = nlu.load('bert train.ner').fit(dataset_path=train_path) ``` +# Chunk Entity Resolver Training +[Chunk Entity Resolver Training Tutorial Notebook]() +Named Entities are sub pieces in textual data which are labled with classes. +These classes and strings are still ambious though and it is not possible to group semantically identically entities withouth any definition of `terminology`. +With the `Chunk Resolver` you can train a state of the art deep learning architecture to map entities to their unique terminological representation. + +Train a chunk resolver on a dataset with columns named `y` , `_y` and `text`. `y` is a label, `_y` is an extra identifier label, `text` is the raw text + +```python +import pandas as pd +dataset = pd.DataFrame({ + 'text': ['The Tesla company is good to invest is', 'TSLA is good to invest','TESLA INC. we should buy','PUT ALL MONEY IN TSLA inc!!'], + 'y': ['23','23','23','23'] + '_y': ['TESLA','TESLA','TESLA','TESLA'], + +}) + + +trainable_pipe = nlu.load('train.resolve_chunks') +fitted_pipe = trainable_pipe.fit(dataset) +res = fitted_pipe.predict(dataset) +fitted_pipe.predict(["Peter told me to buy Tesla ", 'I have money to loose, is TSLA a good option?']) +``` + +| entity_resolution_confidence | entity_resolution_code | entity_resolution | document | +|:-------------------------------|:-------------------------|:--------------------|:----------------------------------------------| +| '1.0000' | '23] | 'TESLA' | Peter told me to buy Tesla | +| '1.0000' | '23] | 'TESLA' | I have money to loose, is TSLA a good option? | + + +### Train with default glove embeddings +```python +untrained_chunk_resolver = nlu.load('train.resolve_chunks') +trained_chunk_resolver = untrained_chunk_resolver.fit(df) +trained_chunk_resolver.predict(df) +``` + +### Train with custom embeddings +```python +# Use BIo GLove +untrained_chunk_resolver = nlu.load('en.embed.glove.biovec train.resolve_chunks') +trained_chunk_resolver = untrained_chunk_resolver.fit(df) +trained_chunk_resolver.predict(df) + ``` + + + +# Rule based NER with Context Matcher +[Rule based NER with context matching tutorial notebook](https://github.com/JohnSnowLabs/nlu/blob/master/examples/colab/Training/rule_based_named_entity_recognition_and_resolution/rule_based_NER_and_resolution_with_context_matching.ipynb) +Define a rule based NER algorithm by providing Regex Patterns and resolution mappings. +The confidence value is computed using a heuristic approach based on how many matches it has. +A dictionary can be provided with setDictionary to map extracted entities to a unified representation. The first column of the dictionary file should be the representation with following columns the possible matches. + + +```python +import nlu +import json +# Define helper functions to write NER rules to file +"""Generate json with dict contexts at target path""" +def dump_dict_to_json_file(dict, path): + with open(path, 'w') as f: json.dump(dict, f) + +"""Dump raw text file """ +def dump_file_to_csv(data,path): + with open(path, 'w') as f:f.write(data) +sample_text = """A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to presentation and subsequent type two diabetes mellitus ( T2DM ), one prior episode of HTG-induced pancreatitis three years prior to presentation , associated with an acute hepatitis , and obesity with a body mass index ( BMI ) of 33.5 kg/m2 , presented with a one-week history of polyuria , polydipsia , poor appetite , and vomiting. Two weeks prior to presentation , she was treated with a five-day course of amoxicillin for a respiratory tract infection . She was on metformin , glipizide , and dapagliflozin for T2DM and atorvastatin and gemfibrozil for HTG . She had been on dapagliflozin for six months at the time of presentation . Physical examination on presentation was significant for dry oral mucosa ; significantly , her abdominal examination was benign with no tenderness , guarding , or rigidity . Pertinent laboratory findings on admission were : serum glucose 111 mg/dl , bicarbonate 18 mmol/l , anion gap 20 , creatinine 0.4 mg/dL , triglycerides 508 mg/dL , total cholesterol 122 mg/dL , glycated hemoglobin ( HbA1c ) 10% , and venous pH 7.27 . Serum lipase was normal at 43 U/L . Serum acetone levels could not be assessed as blood samples kept hemolyzing due to significant lipemia . The patient was initially admitted for starvation ketosis , as she reported poor oral intake for three days prior to admission . However , serum chemistry obtained six hours after presentation revealed her glucose was 186 mg/dL , the anion gap was still elevated at 21 , serum bicarbonate was 16 mmol/L , triglyceride level peaked at 2050 mg/dL , and lipase was 52 U/L . β-hydroxybutyrate level was obtained and found to be elevated at 5.29 mmol/L - the original sample was centrifuged and the chylomicron layer removed prior to analysis due to interference from turbidity caused by lipemia again . The patient was treated with an insulin drip for euDKA and HTG with a reduction in the anion gap to 13 and triglycerides to 1400 mg/dL , within 24 hours . Twenty days ago. Her euDKA was thought to be precipitated by her respiratory tract infection in the setting of SGLT2 inhibitor use . At birth the typical boy is growing slightly faster than the typical girl, but the velocities become equal at about seven months, and then the girl grows faster until four years. From then until adolescence no differences in velocity can be detected. 21-02-2020 21/04/2020 """ + +# Define Gender NER matching rules +gender_rules = { + "entity": "Gender", + "ruleScope": "sentence", + "completeMatchRegex": "true" } + +# Define dict data in csv format +gender_data = '''male,man,male,boy,gentleman,he,him +female,woman,female,girl,lady,old-lady,she,her +neutral,neutral''' + +# Dump configs to file +dump_dict_to_json_file(gender_data, 'gender.csv') +dump_dict_to_json_file(gender_rules, 'gender.json') +gender_NER_pipe = nlu.load('match.context') +gender_NER_pipe.print_info() +gender_NER_pipe['context_matcher'].setJsonPath('gender.json') +gender_NER_pipe['context_matcher'].setDictionary('gender.csv', options={"delimiter":","}) +gender_NER_pipe.predict(sample_text) +``` + +| context_match | context_match_confidence | +| :------------ | -----------------------: | +| female | 0.13 | +| she | 0.13 | +| she | 0.13 | +| she | 0.13 | +| she | 0.13 | +| boy | 0.13 | +| girl | 0.13 | +| girl | 0.13 | + +### Context Matcher Parameters +You can define the following parameters in your rules.json file to define the entities to be matched + +| Parameter | Type | Description | +| --------------------- | ----------------------- | ------------------------------------------------------------ | +| entity | `str ` | The name of this rule | +| regex | `Optional[str] ` | Regex Pattern to extract candidates | +| contextLength | `Optional[int] ` | defines the maximum distance a prefix and suffix words can be away from the word to match,whereas context are words that must be immediately after or before the word to match | +| prefix | `Optional[List[str]] ` | Words preceding the regex match, that are at most `contextLength` characters aways | +| regexPrefix | `Optional[str] ` | RegexPattern of words preceding the regex match, that are at most `contextLength` characters aways | +| suffix | `Optional[List[str]] ` | Words following the regex match, that are at most `contextLength` characters aways | +| regexSuffix | `Optional[str] ` | RegexPattern of words following the regex match, that are at most `contextLength` distance aways | +| context | `Optional[List[str]] ` | list of words that must be immediatly before/after a match | +| contextException | `Optional[List[str]] ` | ?? List of words that may not be immediatly before/after a match | +| exceptionDistance | `Optional[int] ` | Distance exceptions must be away from a match | +| regexContextException | `Optional[str] ` | Regex Pattern of exceptions that may not be within `exceptionDistance` range of the match | +| matchScope | `Optional[str]` | Either `token` or `sub-token` to match on character basis | +| completeMatchRegex | `Optional[str]` | Wether to use complete or partial matching, either `"true"` or `"false"` | +| ruleScope | `str` | currently only `sentence` supported | # Saving a NLU pipeline to disk diff --git a/docs/index.md b/docs/index.md index 3fa1a3ce..cef5195a 100644 --- a/docs/index.md +++ b/docs/index.md @@ -690,7 +690,7 @@ nlu.load('spell').predict('I liek pentut buttr ant jely') ```python -nlu.load('dep.untyped').predict('Untyped Dependencies represent a grammatical tree structure') +nlu.load('dep.untyped').predict('Untyped Dependencies represent a grammatical tree structure.md') ```
@@ -714,7 +714,7 @@ nlu.load('dep.untyped').predict('Untyped Dependencies represent a grammatical tr [Typed Dependency Parsing example](https://colab.research.google.com/drive/1KXUqcF8e-LU9cXnHE8ni8z758LuFPvY7?usp=sharing) ```python -nlu.load('dep').predict('Typed Dependencies represent a grammatical tree structure where every edge has a label') +nlu.load('dep').predict('Typed Dependencies represent a grammatical tree structure.md where every edge has a label') ```
diff --git a/examples/colab/Training/binary_text_classification/NLU_training_negation_classifier_demo_biological_texts.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_negation_classifier_demo_biological_texts.ipynb deleted file mode 100644 index 74ae76b6..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_negation_classifier_demo_biological_texts.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_negation_classifier_demo_biological_texts.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_negation_classifier_demo_biological_texts.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class Biological Negation Classifer Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
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)\n","\n","\n","You can achieve these results or even better on this dataset with test data : \n","\n","
\n","\n","\n","![Screenshot 2021-02-25 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)\n","\n","\n","\n","\n","\n","\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620187471950,"user_tz":-120,"elapsed":121254,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4abf85d5-354d-4b91-dac8-96cf4fabc546"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:02:31-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 04:02:31 (36.7 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 72kB/s \n","\u001b[K |████████████████████████████████| 153kB 51.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 49.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Negation Bilogical Texts dataset \n","https://www.kaggle.com/ma7555/bioscope-corpus-negation-annotated\n","#Context\n","The BioScope corpus consists of medical and biological texts annotated for negation and their linguistic scope. This was done to allow a comparison between the development of systems for negation/hedge detection and scope resolution.\n","The corpus is publicly available for research purposes.\n","\n","You can use this corpus to fine-tune a BERT-like model for negation detection.\n","\n","This dataset was created in this format during the COVID-19 crisis as a training set for detecting negations regarding treatment of specific drugs in the released research papers.\n","\n","Creators of the original dataset: MTA-SZTE Research Group on Artificial Intelligence - RGAI\n","https://rgai.inf.u-szeged.hu/node/105\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620187472933,"user_tz":-120,"elapsed":122227,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c4e16951-2733-4f4f-c59b-a6b517dc3774"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/bioscope_abstract.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:04:31-- http://ckl-it.de/wp-content/uploads/2021/02/bioscope_abstract.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 802898 (784K) [text/csv]\n","Saving to: ‘bioscope_abstract.csv’\n","\n","bioscope_abstract.c 100%[===================>] 784.08K 1.21MB/s in 0.6s \n","\n","2021-05-05 04:04:32 (1.21 MB/s) - ‘bioscope_abstract.csv’ saved [802898/802898]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620187474073,"user_tz":-120,"elapsed":123361,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d0700a4a-7d4e-4fe9-8d96-84ecb1ef03ea"},"source":["import pandas as pd\n","train_path = '/content/bioscope_abstract.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","train_df = train_df.dropna()\n","train_df = train_df.sample(frac=1).reset_index(drop=True)\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
85The mAb failed to induce NF-kappa B/Rel nuclea...positive
937Because these induced gene products have NF-ka...negative
1707H2O2-induced NF-kappaB activation in Wurzburg ...positive
1029The carboxyl-terminal cytoplasmic domain of CD...negative
258Pretreatment with actinomycin D and cyclohexim...negative
.........
516The finding that dexamethasone has no effect o...positive
1870IL-4 secreted by activated T cells is a pleiot...negative
380In contrast to wild-type B cells, neither of t...positive
684The IL-12 nonresponsiveness of the Th2 clones ...positive
1830Synergism between two distinct elements of the...negative
\n","

1600 rows × 2 columns

\n","
"],"text/plain":[" text y\n","85 The mAb failed to induce NF-kappa B/Rel nuclea... positive\n","937 Because these induced gene products have NF-ka... negative\n","1707 H2O2-induced NF-kappaB activation in Wurzburg ... positive\n","1029 The carboxyl-terminal cytoplasmic domain of CD... negative\n","258 Pretreatment with actinomycin D and cyclohexim... negative\n","... ... ...\n","516 The finding that dexamethasone has no effect o... positive\n","1870 IL-4 secreted by activated T cells is a pleiot... negative\n","380 In contrast to wild-type B cells, neither of t... positive\n","684 The IL-12 nonresponsiveness of the Th2 clones ... positive\n","1830 Synergism between two distinct elements of the... negative\n","\n","[1600 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620188018837,"user_tz":-120,"elapsed":10641,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1d2af806-3dc3-4a6e-839b-892fc20497a2"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 24\n"," positive 0.52 1.00 0.68 26\n","\n"," accuracy 0.52 50\n"," macro avg 0.26 0.50 0.34 50\n","weighted avg 0.27 0.52 0.36 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ytexttrained_sentimentsentenceorigin_indexdocumentsentence_embedding_usetrained_sentiment_confidence
0positiveThe mAb failed to induce NF-kappa B/Rel nuclea...positive[The mAb failed to induce NF-kappa B/Rel nucle...85The mAb failed to induce NF-kappa B/Rel nuclea...[-0.021044651046395302, -0.012281016446650028,...0.718423
1negativeBecause these induced gene products have NF-ka...positive[Because these induced gene products have NF-k...937Because these induced gene products have NF-ka...[-0.018397482112050056, -0.0002952178183477372...0.656633
2positiveH2O2-induced NF-kappaB activation in Wurzburg ...positive[H2O2-induced NF-kappaB activation in Wurzburg...1707H2O2-induced NF-kappaB activation in Wurzburg ...[0.04317500814795494, 0.00023781821073498577, ...0.721148
3negativeThe carboxyl-terminal cytoplasmic domain of CD...positive[The carboxyl-terminal cytoplasmic domain of C...1029The carboxyl-terminal cytoplasmic domain of CD...[0.0399024672806263, 0.06178785115480423, -0.0...0.702527
4negativePretreatment with actinomycin D and cyclohexim...positive[Pretreatment with actinomycin D and cyclohexi...258Pretreatment with actinomycin D and cyclohexim...[0.03217654675245285, -0.031980931758880615, 0...0.716568
5positiveOn the other hand, phorbol ester-induced produ...positive[On the other hand, phorbol ester-induced prod...1839On the other hand, phorbol ester-induced produ...[0.05933626368641853, 0.06317632645368576, 0.0...0.712259
6positiveActivated Rac-1 could mimic activated p21ras t...positive[Activated Rac-1 could mimic activated p21ras ...1552Activated Rac-1 could mimic activated p21ras t...[0.012313981540501118, -0.05240459367632866, -...0.694476
7negativeAfter a 2-day incubation in LDL, the binding o...positive[After a 2-day incubation in LDL, the binding ...942After a 2-day incubation in LDL, the binding o...[0.01922391913831234, -0.05796779692173004, -0...0.673653
8negativeAs evidenced by electro mobility shift assay (...positive[As evidenced by electro mobility shift assay ...383As evidenced by electro mobility shift assay (...[0.004417878575623035, -0.020263247191905975, ...0.698439
9negativeMutations at the B2 site abolish this transcri...positive[Mutations at the B2 site abolish this transcr...1515Mutations at the B2 site abolish this transcri...[0.021449951454997063, 0.017173701897263527, -...0.679992
10positiveElectrophoretic mobility-shift assays of HUVEC...positive[Electrophoretic mobility-shift assays of HUVE...1313Electrophoretic mobility-shift assays of HUVEC...[0.008786042220890522, 0.03473477438092232, -0...0.750811
11positiveIn comparison to other activators of NF-kappa ...positive[In comparison to other activators of NF-kappa...1972In comparison to other activators of NF-kappa ...[0.05494653061032295, 0.05886928364634514, 0.0...0.707760
12negativeHere we show that the I alpha1 promoter contai...positive[Here we show that the I alpha1 promoter conta...1279Here we show that the I alpha1 promoter contai...[0.024258537217974663, 0.003928740043193102, 0...0.672414
13positiveThus these data suggest that the phorbol myris...positive[Thus these data suggest that the phorbol myri...1094Thus these data suggest that the phorbol myris...[0.04496181383728981, 0.006568090058863163, -0...0.738647
14positiveA 40-fold stimulation of chloramphenicol acety...positive[A 40-fold stimulation of chloramphenicol acet...1528A 40-fold stimulation of chloramphenicol acety...[0.02669776789844036, 0.0031935900915414095, 0...0.702648
15negativeThird, a coimmunoprecipitation assay showed th...positive[Third, a coimmunoprecipitation assay showed t...1195Third, a coimmunoprecipitation assay showed th...[0.03080531395971775, -0.01305992528796196, 0....0.627124
16negativePhosphorylation of Jak2 in tax transformed cel...positive[Phosphorylation of Jak2 in tax transformed ce...1725Phosphorylation of Jak2 in tax transformed cel...[0.05668512359261513, -0.014115522615611553, 0...0.666193
17positiveThis peptide potently inhibited NFAT activatio...positive[This peptide potently inhibited NFAT activati...1924This peptide potently inhibited NFAT activatio...[0.051138270646333694, 0.019551211968064308, 0...0.726400
18positiveOverexpression of Bcl-2 in tumor cells blocks ...positive[Overexpression of Bcl-2 in tumor cells blocks...527Overexpression of Bcl-2 in tumor cells blocks ...[0.029882941395044327, 0.031224790960550308, -...0.700843
19negativeNuclear factor kappa B (NF-kappa B) is a pleio...positive[Nuclear factor kappa B (NF-kappa B) is a plei...284Nuclear factor kappa B (NF-kappa B) is a pleio...[0.04925459995865822, 0.030116116628050804, -0...0.664960
20positiveAn NFAT oligonucleotide carrying mutations in ...positive[An NFAT oligonucleotide carrying mutations in...524An NFAT oligonucleotide carrying mutations in ...[0.014317388646304607, 0.01018354669213295, 0....0.684760
21negativeIn addition Spi-B as well as PU.1 were able to...positive[In addition Spi-B as well as PU.1 were able t...521In addition Spi-B as well as PU.1 were able to...[0.044076837599277496, -0.007634499575942755, ...0.632185
22positiveNuclear run-on assays demonstrate that : ( 1 )...positive[Nuclear run-on assays demonstrate that : ( 1 ...1064Nuclear run-on assays demonstrate that : ( 1 )...[0.03107193484902382, 0.020781097933650017, 0....0.722295
23positiveFinally, we conclude that this effect of CIITA...positive[Finally, we conclude that this effect of CIIT...1539Finally, we conclude that this effect of CIITA...[0.033310066908597946, -0.03267408534884453, 0...0.678016
24positiveWe found that ALD induce a transient activatio...positive[We found that ALD induce a transient activati...1994We found that ALD induce a transient activatio...[0.049336668103933334, -0.016328582540154457, ...0.725506
25positiveAFR behaves like ascorbate, while DHA and asco...positive[AFR behaves like ascorbate, while DHA and asc...203AFR behaves like ascorbate, while DHA and asco...[0.06031205505132675, 0.00172607006970793, 0.0...0.738096
26positiveIt has been shown recently that in wild-type C...positive[It has been shown recently that in wild-type ...428It has been shown recently that in wild-type C...[0.06434260308742523, 0.035497453063726425, -0...0.714807
27positiveOncogenic forms of NOTCH1 lacking either the p...positive[Oncogenic forms of NOTCH1 lacking either the ...112Oncogenic forms of NOTCH1 lacking either the p...[0.036650002002716064, -0.005419247783720493, ...0.724903
28positiveRhabdomyosarcomas do not contain mutations in ...positive[Rhabdomyosarcomas do not contain mutations in...1258Rhabdomyosarcomas do not contain mutations in ...[0.04726873338222504, -0.012257322669029236, -...0.685728
29negativeCharacterization of CD40 signaling determinant...positive[Characterization of CD40 signaling determinan...151Characterization of CD40 signaling determinant...[0.005249931011348963, -0.01369913388043642, 0...0.699257
30negativeThus, a component of LDL-enhanced endothelial ...positive[Thus, a component of LDL-enhanced endothelial...1669Thus, a component of LDL-enhanced endothelial ...[0.06682103872299194, -0.043387044221162796, -...0.651579
31positiveHowever, stimulation with MBP did not produce ...positive[However, stimulation with MBP did not produce...1627However, stimulation with MBP did not produce ...[0.07646981626749039, 0.05336544290184975, -0....0.723428
32negativeWe analyzed the activity of the enhancer, the ...positive[We analyzed the activity of the enhancer, the...1819We analyzed the activity of the enhancer, the ...[0.058565203100442886, 0.017934346571564674, 0...0.655187
33negativeDeath-inducing ligands (DILs) such as tumor ne...positive[Death-inducing ligands (DILs) such as tumor n...148Death-inducing ligands (DILs) such as tumor ne...[0.018583133816719055, 0.05835242569446564, 0....0.707814
34positiveUsing electrophoretic mobility shift assays, w...positive[Using electrophoretic mobility shift assays, ...857Using electrophoretic mobility shift assays, w...[0.01857064664363861, -1.7747517631505616e-05,...0.719099
35negativecAMP signaling inhibited Stat1 at several diff...positive[cAMP signaling inhibited Stat1 at several dif...285cAMP signaling inhibited Stat1 at several diff...[0.0070323762483894825, -0.036651283502578735,...0.661534
36positiveIn addition, JNK activation by PMA plus ionoph...positive[In addition, JNK activation by PMA plus ionop...36In addition, JNK activation by PMA plus ionoph...[0.04152128845453262, 0.014748011715710163, 0....0.734088
37negativeThe viral protein Tax induces the activation a...positive[The viral protein Tax induces the activation ...679The viral protein Tax induces the activation a...[0.06768079847097397, -0.028039786964654922, 0...0.682207
38negativeFurthermore, OFT-1 appeared to have approximat...positive[Furthermore, OFT-1 appeared to have approxima...1527Furthermore, OFT-1 appeared to have approximat...[0.07009289413690567, 0.03128473833203316, -0....0.687950
39negativeA principal objective of the present study was...positive[A principal objective of the present study wa...479A principal objective of the present study was...[0.017783455550670624, -0.026092059910297394, ...0.659265
40positiveWe conclude that downregulation of WT1 during ...positive[We conclude that downregulation of WT1 during...1561We conclude that downregulation of WT1 during ...[0.00441081915050745, 0.021023083478212357, -0...0.698446
41negativeIn these transfected CL-01 cells, CD40:CD40L e...positive[In these transfected CL-01 cells, CD40:CD40L ...1188In these transfected CL-01 cells, CD40:CD40L e...[0.010555184446275234, -0.005831445567309856, ...0.679171
42negativeRecent studies indicate that mutations in the ...positive[Recent studies indicate that mutations in the...667Recent studies indicate that mutations in the ...[0.05200810357928276, -0.0026498467195779085, ...0.651673
43negativeTo confirm the importance of the three cis-act...positive[To confirm the importance of the three cis-ac...734To confirm the importance of the three cis-act...[0.05337677150964737, -0.028393635526299477, 0...0.667999
44positiveNo significant difference was detected in the ...positive[No significant difference was detected in the...1805No significant difference was detected in the ...[0.05019189417362213, 0.01725945621728897, 0.0...0.748773
45positiveIn contrast, anti-CD3 and anti-CD28 stimulated...positive[In contrast, anti-CD3 and anti-CD28 stimulate...1473In contrast, anti-CD3 and anti-CD28 stimulated...[0.053164657205343246, 0.015389195643365383, 0...0.712844
46negativeIn this study we analyzed the effect of CD40 s...positive[In this study we analyzed the effect of CD40 ...418In this study we analyzed the effect of CD40 s...[0.016681713983416557, 0.06071694567799568, -0...0.657744
47positiveA dramatic increase in the intracellular level...positive[A dramatic increase in the intracellular leve...689A dramatic increase in the intracellular level...[0.032944243401288986, -0.005736679304391146, ...0.704365
48positiveQualitatively different effects were observed ...positive[Qualitatively different effects were observed...1228Qualitatively different effects were observed ...[0.06803048402070999, 0.039302267134189606, 0....0.734736
49negativeA third tyrosine within the amino-terminal reg...positive[A third tyrosine within the amino-terminal re...1899A third tyrosine within the amino-terminal reg...[0.08541002124547958, 0.0034846188500523567, 0...0.687449
\n","
"],"text/plain":[" y ... trained_sentiment_confidence\n","0 positive ... 0.718423\n","1 negative ... 0.656633\n","2 positive ... 0.721148\n","3 negative ... 0.702527\n","4 negative ... 0.716568\n","5 positive ... 0.712259\n","6 positive ... 0.694476\n","7 negative ... 0.673653\n","8 negative ... 0.698439\n","9 negative ... 0.679992\n","10 positive ... 0.750811\n","11 positive ... 0.707760\n","12 negative ... 0.672414\n","13 positive ... 0.738647\n","14 positive ... 0.702648\n","15 negative ... 0.627124\n","16 negative ... 0.666193\n","17 positive ... 0.726400\n","18 positive ... 0.700843\n","19 negative ... 0.664960\n","20 positive ... 0.684760\n","21 negative ... 0.632185\n","22 positive ... 0.722295\n","23 positive ... 0.678016\n","24 positive ... 0.725506\n","25 positive ... 0.738096\n","26 positive ... 0.714807\n","27 positive ... 0.724903\n","28 positive ... 0.685728\n","29 negative ... 0.699257\n","30 negative ... 0.651579\n","31 positive ... 0.723428\n","32 negative ... 0.655187\n","33 negative ... 0.707814\n","34 positive ... 0.719099\n","35 negative ... 0.661534\n","36 positive ... 0.734088\n","37 negative ... 0.682207\n","38 negative ... 0.687950\n","39 negative ... 0.659265\n","40 positive ... 0.698446\n","41 negative ... 0.679171\n","42 negative ... 0.651673\n","43 negative ... 0.667999\n","44 positive ... 0.748773\n","45 positive ... 0.712844\n","46 negative ... 0.657744\n","47 positive ... 0.704365\n","48 positive ... 0.734736\n","49 negative ... 0.687449\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620188242044,"user_tz":-120,"elapsed":1496,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a201bda6-d5e8-460d-d53d-af9416e5d519"},"source":["fitted_pipe.predict(\"The virus had a direct impact on the nervous system\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
trained_sentimentsentenceorigin_indexdocumentsentence_embedding_usetrained_sentiment_confidence
0positive[The virus had a direct impact on the nervous ...0The virus had a direct impact on the nervous s...[0.005800435319542885, 0.02561130002140999, -0...0.67287
\n","
"],"text/plain":[" trained_sentiment ... trained_sentiment_confidence\n","0 positive ... 0.67287\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620188242045,"user_tz":-120,"elapsed":1004,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9fc40e4e-8b18-45d7-d003-3be9a40c7481"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1ff4ede2) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1ff4ede2\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620188276333,"user_tz":-120,"elapsed":4993,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0ccd6fea-1606-44f8-8dd0-632fbb3bee1b"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 24\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.76 0.96 0.85 26\n","\n"," accuracy 0.50 50\n"," macro avg 0.25 0.32 0.28 50\n","weighted avg 0.39 0.50 0.44 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ytexttrained_sentimentsentenceorigin_indexdocumentsentence_embedding_usetrained_sentiment_confidence
0positiveThe mAb failed to induce NF-kappa B/Rel nuclea...positive[The mAb failed to induce NF-kappa B/Rel nucle...85The mAb failed to induce NF-kappa B/Rel nuclea...[-0.021044651046395302, -0.012281016446650028,...0.750314
1negativeBecause these induced gene products have NF-ka...neutral[Because these induced gene products have NF-k...937Because these induced gene products have NF-ka...[-0.018397482112050056, -0.0002952178183477372...0.524412
2positiveH2O2-induced NF-kappaB activation in Wurzburg ...positive[H2O2-induced NF-kappaB activation in Wurzburg...1707H2O2-induced NF-kappaB activation in Wurzburg ...[0.04317500814795494, 0.00023781821073498577, ...0.771501
3negativeThe carboxyl-terminal cytoplasmic domain of CD...positive[The carboxyl-terminal cytoplasmic domain of C...1029The carboxyl-terminal cytoplasmic domain of CD...[0.0399024672806263, 0.06178785115480423, -0.0...0.703551
4negativePretreatment with actinomycin D and cyclohexim...positive[Pretreatment with actinomycin D and cyclohexi...258Pretreatment with actinomycin D and cyclohexim...[0.03217654675245285, -0.031980931758880615, 0...0.695075
5positiveOn the other hand, phorbol ester-induced produ...positive[On the other hand, phorbol ester-induced prod...1839On the other hand, phorbol ester-induced produ...[0.05933626368641853, 0.06317632645368576, 0.0...0.776027
6positiveActivated Rac-1 could mimic activated p21ras t...positive[Activated Rac-1 could mimic activated p21ras ...1552Activated Rac-1 could mimic activated p21ras t...[0.012313981540501118, -0.05240459367632866, -...0.816325
7negativeAfter a 2-day incubation in LDL, the binding o...positive[After a 2-day incubation in LDL, the binding ...942After a 2-day incubation in LDL, the binding o...[0.01922391913831234, -0.05796779692173004, -0...0.645191
8negativeAs evidenced by electro mobility shift assay (...positive[As evidenced by electro mobility shift assay ...383As evidenced by electro mobility shift assay (...[0.004417878575623035, -0.020263247191905975, ...0.670496
9negativeMutations at the B2 site abolish this transcri...neutral[Mutations at the B2 site abolish this transcr...1515Mutations at the B2 site abolish this transcri...[0.021449951454997063, 0.017173701897263527, -...0.548251
10positiveElectrophoretic mobility-shift assays of HUVEC...positive[Electrophoretic mobility-shift assays of HUVE...1313Electrophoretic mobility-shift assays of HUVEC...[0.008786042220890522, 0.03473477438092232, -0...0.838780
11positiveIn comparison to other activators of NF-kappa ...positive[In comparison to other activators of NF-kappa...1972In comparison to other activators of NF-kappa ...[0.05494653061032295, 0.05886928364634514, 0.0...0.709446
12negativeHere we show that the I alpha1 promoter contai...neutral[Here we show that the I alpha1 promoter conta...1279Here we show that the I alpha1 promoter contai...[0.024258537217974663, 0.003928740043193102, 0...0.514196
13positiveThus these data suggest that the phorbol myris...positive[Thus these data suggest that the phorbol myri...1094Thus these data suggest that the phorbol myris...[0.04496181383728981, 0.006568090058863163, -0...0.803803
14positiveA 40-fold stimulation of chloramphenicol acety...positive[A 40-fold stimulation of chloramphenicol acet...1528A 40-fold stimulation of chloramphenicol acety...[0.02669776789844036, 0.0031935900915414095, 0...0.719408
15negativeThird, a coimmunoprecipitation assay showed th...neutral[Third, a coimmunoprecipitation assay showed t...1195Third, a coimmunoprecipitation assay showed th...[0.03080531395971775, -0.01305992528796196, 0....0.577207
16negativePhosphorylation of Jak2 in tax transformed cel...neutral[Phosphorylation of Jak2 in tax transformed ce...1725Phosphorylation of Jak2 in tax transformed cel...[0.05668512359261513, -0.014115522615611553, 0...0.535941
17positiveThis peptide potently inhibited NFAT activatio...positive[This peptide potently inhibited NFAT activati...1924This peptide potently inhibited NFAT activatio...[0.051138270646333694, 0.019551211968064308, 0...0.761979
18positiveOverexpression of Bcl-2 in tumor cells blocks ...positive[Overexpression of Bcl-2 in tumor cells blocks...527Overexpression of Bcl-2 in tumor cells blocks ...[0.029882941395044327, 0.031224790960550308, -...0.715134
19negativeNuclear factor kappa B (NF-kappa B) is a pleio...neutral[Nuclear factor kappa B (NF-kappa B) is a plei...284Nuclear factor kappa B (NF-kappa B) is a pleio...[0.04925459995865822, 0.030116116628050804, -0...0.522261
20positiveAn NFAT oligonucleotide carrying mutations in ...positive[An NFAT oligonucleotide carrying mutations in...524An NFAT oligonucleotide carrying mutations in ...[0.014317388646304607, 0.01018354669213295, 0....0.605652
21negativeIn addition Spi-B as well as PU.1 were able to...neutral[In addition Spi-B as well as PU.1 were able t...521In addition Spi-B as well as PU.1 were able to...[0.044076837599277496, -0.007634499575942755, ...0.559043
22positiveNuclear run-on assays demonstrate that : ( 1 )...positive[Nuclear run-on assays demonstrate that : ( 1 ...1064Nuclear run-on assays demonstrate that : ( 1 )...[0.03107193484902382, 0.020781097933650017, 0....0.723425
23positiveFinally, we conclude that this effect of CIITA...neutral[Finally, we conclude that this effect of CIIT...1539Finally, we conclude that this effect of CIITA...[0.033310066908597946, -0.03267408534884453, 0...0.566672
24positiveWe found that ALD induce a transient activatio...positive[We found that ALD induce a transient activati...1994We found that ALD induce a transient activatio...[0.049336668103933334, -0.016328582540154457, ...0.777087
25positiveAFR behaves like ascorbate, while DHA and asco...positive[AFR behaves like ascorbate, while DHA and asc...203AFR behaves like ascorbate, while DHA and asco...[0.06031205505132675, 0.00172607006970793, 0.0...0.827045
26positiveIt has been shown recently that in wild-type C...positive[It has been shown recently that in wild-type ...428It has been shown recently that in wild-type C...[0.06434260308742523, 0.035497453063726425, -0...0.763702
27positiveOncogenic forms of NOTCH1 lacking either the p...positive[Oncogenic forms of NOTCH1 lacking either the ...112Oncogenic forms of NOTCH1 lacking either the p...[0.036650002002716064, -0.005419247783720493, ...0.761244
28positiveRhabdomyosarcomas do not contain mutations in ...positive[Rhabdomyosarcomas do not contain mutations in...1258Rhabdomyosarcomas do not contain mutations in ...[0.04726873338222504, -0.012257322669029236, -...0.607541
29negativeCharacterization of CD40 signaling determinant...positive[Characterization of CD40 signaling determinan...151Characterization of CD40 signaling determinant...[0.005249931011348963, -0.01369913388043642, 0...0.617174
30negativeThus, a component of LDL-enhanced endothelial ...neutral[Thus, a component of LDL-enhanced endothelial...1669Thus, a component of LDL-enhanced endothelial ...[0.06682103872299194, -0.043387044221162796, -...0.532349
31positiveHowever, stimulation with MBP did not produce ...positive[However, stimulation with MBP did not produce...1627However, stimulation with MBP did not produce ...[0.07646981626749039, 0.05336544290184975, -0....0.803395
32negativeWe analyzed the activity of the enhancer, the ...neutral[We analyzed the activity of the enhancer, the...1819We analyzed the activity of the enhancer, the ...[0.058565203100442886, 0.017934346571564674, 0...0.525206
33negativeDeath-inducing ligands (DILs) such as tumor ne...positive[Death-inducing ligands (DILs) such as tumor n...148Death-inducing ligands (DILs) such as tumor ne...[0.018583133816719055, 0.05835242569446564, 0....0.721663
34positiveUsing electrophoretic mobility shift assays, w...positive[Using electrophoretic mobility shift assays, ...857Using electrophoretic mobility shift assays, w...[0.01857064664363861, -1.7747517631505616e-05,...0.762466
35negativecAMP signaling inhibited Stat1 at several diff...neutral[cAMP signaling inhibited Stat1 at several dif...285cAMP signaling inhibited Stat1 at several diff...[0.0070323762483894825, -0.036651283502578735,...0.517350
36positiveIn addition, JNK activation by PMA plus ionoph...positive[In addition, JNK activation by PMA plus ionop...36In addition, JNK activation by PMA plus ionoph...[0.04152128845453262, 0.014748011715710163, 0....0.800704
37negativeThe viral protein Tax induces the activation a...neutral[The viral protein Tax induces the activation ...679The viral protein Tax induces the activation a...[0.06768079847097397, -0.028039786964654922, 0...0.559131
38negativeFurthermore, OFT-1 appeared to have approximat...positive[Furthermore, OFT-1 appeared to have approxima...1527Furthermore, OFT-1 appeared to have approximat...[0.07009289413690567, 0.03128473833203316, -0....0.662930
39negativeA principal objective of the present study was...neutral[A principal objective of the present study wa...479A principal objective of the present study was...[0.017783455550670624, -0.026092059910297394, ...0.569664
40positiveWe conclude that downregulation of WT1 during ...positive[We conclude that downregulation of WT1 during...1561We conclude that downregulation of WT1 during ...[0.00441081915050745, 0.021023083478212357, -0...0.700463
41negativeIn these transfected CL-01 cells, CD40:CD40L e...neutral[In these transfected CL-01 cells, CD40:CD40L ...1188In these transfected CL-01 cells, CD40:CD40L e...[0.010555184446275234, -0.005831445567309856, ...0.548869
42negativeRecent studies indicate that mutations in the ...neutral[Recent studies indicate that mutations in the...667Recent studies indicate that mutations in the ...[0.05200810357928276, -0.0026498467195779085, ...0.535857
43negativeTo confirm the importance of the three cis-act...neutral[To confirm the importance of the three cis-ac...734To confirm the importance of the three cis-act...[0.05337677150964737, -0.028393635526299477, 0...0.538683
44positiveNo significant difference was detected in the ...positive[No significant difference was detected in the...1805No significant difference was detected in the ...[0.05019189417362213, 0.01725945621728897, 0.0...0.838974
45positiveIn contrast, anti-CD3 and anti-CD28 stimulated...positive[In contrast, anti-CD3 and anti-CD28 stimulate...1473In contrast, anti-CD3 and anti-CD28 stimulated...[0.053164657205343246, 0.015389195643365383, 0...0.727595
46negativeIn this study we analyzed the effect of CD40 s...neutral[In this study we analyzed the effect of CD40 ...418In this study we analyzed the effect of CD40 s...[0.016681713983416557, 0.06071694567799568, -0...0.515776
47positiveA dramatic increase in the intracellular level...positive[A dramatic increase in the intracellular leve...689A dramatic increase in the intracellular level...[0.032944243401288986, -0.005736679304391146, ...0.699241
48positiveQualitatively different effects were observed ...positive[Qualitatively different effects were observed...1228Qualitatively different effects were observed ...[0.06803048402070999, 0.039302267134189606, 0....0.795765
49negativeA third tyrosine within the amino-terminal reg...positive[A third tyrosine within the amino-terminal re...1899A third tyrosine within the amino-terminal reg...[0.08541002124547958, 0.0034846188500523567, 0...0.600163
\n","
"],"text/plain":[" y ... trained_sentiment_confidence\n","0 positive ... 0.750314\n","1 negative ... 0.524412\n","2 positive ... 0.771501\n","3 negative ... 0.703551\n","4 negative ... 0.695075\n","5 positive ... 0.776027\n","6 positive ... 0.816325\n","7 negative ... 0.645191\n","8 negative ... 0.670496\n","9 negative ... 0.548251\n","10 positive ... 0.838780\n","11 positive ... 0.709446\n","12 negative ... 0.514196\n","13 positive ... 0.803803\n","14 positive ... 0.719408\n","15 negative ... 0.577207\n","16 negative ... 0.535941\n","17 positive ... 0.761979\n","18 positive ... 0.715134\n","19 negative ... 0.522261\n","20 positive ... 0.605652\n","21 negative ... 0.559043\n","22 positive ... 0.723425\n","23 positive ... 0.566672\n","24 positive ... 0.777087\n","25 positive ... 0.827045\n","26 positive ... 0.763702\n","27 positive ... 0.761244\n","28 positive ... 0.607541\n","29 negative ... 0.617174\n","30 negative ... 0.532349\n","31 positive ... 0.803395\n","32 negative ... 0.525206\n","33 negative ... 0.721663\n","34 positive ... 0.762466\n","35 negative ... 0.517350\n","36 positive ... 0.800704\n","37 negative ... 0.559131\n","38 negative ... 0.662930\n","39 negative ... 0.569664\n","40 positive ... 0.700463\n","41 negative ... 0.548869\n","42 negative ... 0.535857\n","43 negative ... 0.538683\n","44 positive ... 0.838974\n","45 positive ... 0.727595\n","46 negative ... 0.515776\n","47 positive ... 0.699241\n","48 positive ... 0.795765\n","49 negative ... 0.600163\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620188276334,"user_tz":-120,"elapsed":4701,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b4d5e2b4-e0a5-4431-8ecd-6adf5f8a718c"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620189387010,"user_tz":-120,"elapsed":1115278,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6b006f1b-dc1b-454d-f65a-95d87fd62f07"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(120) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.95 0.86 0.90 791\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.91 0.92 0.92 809\n","\n"," accuracy 0.89 1600\n"," macro avg 0.62 0.59 0.61 1600\n","weighted avg 0.93 0.89 0.91 1600\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620189890877,"user_tz":-120,"elapsed":85461,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ce8e9318-9a86-4c78-d5de-cd73ba3de282"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.92 0.81 0.86 209\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.85 0.89 0.87 191\n","\n"," accuracy 0.85 400\n"," macro avg 0.59 0.57 0.58 400\n","weighted avg 0.89 0.85 0.86 400\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620190077725,"user_tz":-120,"elapsed":272045,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"35f50714-cad7-4123-d117-f6aea7095f79"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620190092860,"user_tz":-120,"elapsed":286890,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c891d7d9-52c8-456c-a354-0bcc81af43eb"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('The virus had a direct impact on the nervous system')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentiment_confidencesentencetextsentence_embedding_from_disksentimentdocumentorigin_index
0[0.9973864][The virus had a direct impact on the nervous ...The virus had a direct impact on the nervous s...[[0.19975340366363525, 0.40417489409446716, 0....[negative]The virus had a direct impact on the nervous s...8589934592
\n","
"],"text/plain":[" sentiment_confidence ... origin_index\n","0 [0.9973864] ... 8589934592\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620190092863,"user_tz":-120,"elapsed":286783,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9f4b2eb0-6144-4e6b-d6c6-c782ddd192eb"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3a4ced43) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3a4ced43\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"CtOuwWgAvqXw"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sarcasam_classifier_demo_news_headlines.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sarcasam_classifier_demo_news_headlines.ipynb deleted file mode 100644 index 75bce94f..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sarcasam_classifier_demo_news_headlines.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sarcasam_classifier_demo_news_headlines.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sarcasam_classifier_demo_news_headlines.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class News Headlines Sarcasam Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","
\n","\n","![img.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","![Screenshot 2021-02-25 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)\n","\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620187463238,"user_tz":-120,"elapsed":101354,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1ab394d0-dce6-49cd-939b-c96e47fde49b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:02:42-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.109.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 04:02:42 (33.7 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 68.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 79.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download News Headlines Sarcsam dataset \n","https://www.kaggle.com/rmisra/news-headlines-dataset-for-sarcasm-detection\n","#Context\n","Past studies in Sarcasm Detection mostly make use of Twitter datasets collected using hashtag based supervision but such datasets are noisy in terms of labels and language. Furthermore, many tweets are replies to other tweets and detecting sarcasm in these requires the availability of contextual tweets.\n","\n","To overcome the limitations related to noise in Twitter datasets, this News Headlines dataset for Sarcasm Detection is collected from two news website. TheOnion aims at producing sarcastic versions of current events and we collected all the headlines from News in Brief and News in Photos categories (which are sarcastic). We collect real (and non-sarcastic) news headlines from HuffPost.\n","\n","This new dataset has following advantages over the existing Twitter datasets:\n","\n","Since news headlines are written by professionals in a formal manner, there are no spelling mistakes and informal usage. This reduces the sparsity and also increases the chance of finding pre-trained embeddings.\n","\n","Furthermore, since the sole purpose of TheOnion is to publish sarcastic news, we get high-quality labels with much less noise as compared to Twitter datasets.\n","\n","Unlike tweets which are replies to other tweets, the news headlines we obtained are self-contained. This would help us in teasing apart the real sarcastic elements.\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620187463651,"user_tz":-120,"elapsed":101758,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4b81d821-074f-4409-ef50-7a401f6706be"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/Sarcasm_Headlines_Dataset_v2.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:04:22-- http://ckl-it.de/wp-content/uploads/2021/02/Sarcasm_Headlines_Dataset_v2.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 2381880 (2.3M) [text/csv]\n","Saving to: ‘Sarcasm_Headlines_Dataset_v2.csv’\n","\n","Sarcasm_Headlines_D 100%[===================>] 2.27M --.-KB/s in 0.1s \n","\n","2021-05-05 04:04:23 (15.7 MB/s) - ‘Sarcasm_Headlines_Dataset_v2.csv’ saved [2381880/2381880]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620187464360,"user_tz":-120,"elapsed":102461,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f3e8cdcc-271a-4fa6-e8c4-4aed44da42dc"},"source":["import pandas as pd\n","test_path = '/content/Sarcasm_Headlines_Dataset_v2.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
1463positivered cross installs blood drop-off bins for don...
9543positivepresident-elect edwards seen entering chinatow...
2930positivecrowd at trump rally realizes they've been cha...
644positivekerry captures bin laden one week too late
2390negative'new hampshire' episode 4: not just for old, w...
.........
9034negativedeputy interior secretary met with lobbyist fo...
6330negativeparents of kidnapped girls make desperate plea
7127negativeimage vs. substance in your self-made journey
7289positive'secretary clinton is a different person than ...
9077positivecnn producer on hunt for saddest-looking fuck ...
\n","

8000 rows × 2 columns

\n","
"],"text/plain":[" y text\n","1463 positive red cross installs blood drop-off bins for don...\n","9543 positive president-elect edwards seen entering chinatow...\n","2930 positive crowd at trump rally realizes they've been cha...\n","644 positive kerry captures bin laden one week too late\n","2390 negative 'new hampshire' episode 4: not just for old, w...\n","... ... ...\n","9034 negative deputy interior secretary met with lobbyist fo...\n","6330 negative parents of kidnapped girls make desperate plea\n","7127 negative image vs. substance in your self-made journey\n","7289 positive 'secretary clinton is a different person than ...\n","9077 positive cnn producer on hunt for saddest-looking fuck ...\n","\n","[8000 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620188373251,"user_tz":-120,"elapsed":10920,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0f669bc1-ee54-423d-81ff-d52fd9b53808"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 24\n"," neutral 0.00 0.00 0.00 0\n"," positive 1.00 0.23 0.38 26\n","\n"," accuracy 0.12 50\n"," macro avg 0.33 0.08 0.12 50\n","weighted avg 0.52 0.12 0.20 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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trained_sentimentdocumentsentence_embedding_usetexttrained_sentiment_confidencesentenceyorigin_index
0neutralred cross installs blood drop-off bins for don...[-0.07407097518444061, 0.020259270444512367, -...red cross installs blood drop-off bins for don...0.586574[red cross installs blood drop-off bins for do...positive1463
1neutralpresident-elect edwards seen entering chinatow...[0.07900547981262207, 0.06132232025265694, 0.0...president-elect edwards seen entering chinatow...0.539660[president-elect edwards seen entering chinato...positive9543
2positivecrowd at trump rally realizes they've been cha...[0.00032250594813376665, -0.022321783006191254...crowd at trump rally realizes they've been cha...0.624888[crowd at trump rally realizes they've been ch...positive2930
3neutralkerry captures bin laden one week too late[-0.004850792698562145, 0.017207739874720573, ...kerry captures bin laden one week too late0.594691[kerry captures bin laden one week too late]positive644
4neutral'new hampshire' episode 4: not just for old, w...[-0.04294964671134949, -0.07175017148256302, -...'new hampshire' episode 4: not just for old, w...0.546094['new hampshire' episode 4: not just for old, ...negative2390
5neutral12 indie spots in hong kong[-0.036156971007585526, -0.014244569465517998,...12 indie spots in hong kong0.509936[12 indie spots in hong kong]negative5450
6neutralformer refugee fights for her dream to abolish...[-0.0035593388602137566, 0.008986725471913815,...former refugee fights for her dream to abolish...0.578656[former refugee fights for her dream to abolis...negative7739
7neutralwatch out, sephora. h&m beauty is coming for you.[-0.02806154452264309, -0.04734545946121216, 0...watch out, sephora. h&m beauty is coming for you.0.503327[watch out, sephora., h&m beauty is coming for...negative4370
8neutralcomputer scientists say ai's underdeveloped et...[-0.007209080271422863, -0.01665995828807354, ...computer scientists say ai's underdeveloped et...0.564115[computer scientists say ai's underdeveloped e...positive9418
9neutralpast armageddon and on to zippori, one of isra...[-0.0013639864046126604, -0.05516374856233597,...past armageddon and on to zippori, one of isra...0.528413[past armageddon and on to zippori, one of isr...negative4357
10neutralobama caves to girl scout lobby, wears tiara i...[-0.019499918445944786, -0.01798412762582302, ...obama caves to girl scout lobby, wears tiara i...0.580572[obama caves to girl scout lobby, wears tiara ...negative2418
11neutralisrael passes law cementing itself as exclusiv...[0.05780275911092758, -0.04909253492951393, -0...israel passes law cementing itself as exclusiv...0.587168[israel passes law cementing itself as exclusi...positive7882
12positivelocal man's fear of snakes increases with each...[0.056381646543741226, -0.057368289679288864, ...local man's fear of snakes increases with each...0.611751[local man's fear of snakes increases with eac...positive6117
13neutralmedia ethics: whose standards?[0.0406915545463562, 0.03338606283068657, -0.0...media ethics: whose standards?0.522510[media ethics: whose standards?]negative7992
14neutralrare species of frog may hold cure to...ah, ne...[0.079066202044487, 0.021108830347657204, -0.0...rare species of frog may hold cure to...ah, ne...0.583740[rare species of frog may hold cure to., ..ah,...positive6445
15neutralpolice officers waving everyone over to take a...[-0.011674991808831692, -0.07644280791282654, ...police officers waving everyone over to take a...0.551790[police officers waving everyone over to take ...positive8222
16neutralnate berkus and jeremiah brent are married![0.03597276285290718, 0.05780172348022461, -0....nate berkus and jeremiah brent are married!0.521706[nate berkus and jeremiah brent are married!]negative3847
17neutralsummer camp hierarchy thrown into chaos after ...[-0.07574271410703659, 0.037431202828884125, 0...summer camp hierarchy thrown into chaos after ...0.547273[summer camp hierarchy thrown into chaos after...positive253
18neutraliraqi officer under saddam masterminded the ri...[0.02313143201172352, -0.05338258296251297, -0...iraqi officer under saddam masterminded the ri...0.570464[iraqi officer under saddam masterminded the r...negative2504
19neutralcop crashed cruiser into ditch after this owl ...[-0.0011760082561522722, -0.07277680933475494,...cop crashed cruiser into ditch after this owl ...0.539377[cop crashed cruiser into ditch after this owl...negative6992
20positivebush elected president of iraq[-0.02786075882613659, 0.044202402234077454, -...bush elected president of iraq0.607670[bush elected president of iraq]positive5882
21neutralsenate does equifax a favor as a former execut...[0.048467256128787994, -0.020521214231848717, ...senate does equifax a favor as a former execut...0.546467[senate does equifax a favor as a former execu...negative9721
22neutraltexan feels emotionally empty after chili cook...[-0.03747135400772095, 0.021678565070033073, -...texan feels emotionally empty after chili cook...0.593196[texan feels emotionally empty after chili coo...positive8362
23neutrallgbtq activists organizing massive dance prote...[0.03160602226853371, -0.031953465193510056, -...lgbtq activists organizing massive dance prote...0.582981[lgbtq activists organizing massive dance prot...negative1073
24neutralsamsung slashes profit forecast after pulling ...[0.06239231675863266, -0.03570358455181122, -0...samsung slashes profit forecast after pulling ...0.528766[samsung slashes profit forecast after pulling...negative7620
25neutralunpublished twain autobiography rails against ...[-0.030312832444906235, 0.06083317846059799, 0...unpublished twain autobiography rails against ...0.546941[unpublished twain autobiography rails against...positive6476
26neutralvegetarian begins sad, private routine of scan...[-0.07400622963905334, -0.04156332463026047, -...vegetarian begins sad, private routine of scan...0.557931[vegetarian begins sad, private routine of sca...positive6011
27neutraldown with cutesy cleaning supplies![-0.05738799646496773, 0.06619091331958771, -0...down with cutesy cleaning supplies!0.523498[down with cutesy cleaning supplies!]negative7466
28neutralhillary clinton sets personal single rep squat...[0.05143097788095474, 0.03707878664135933, -0....hillary clinton sets personal single rep squat...0.586224[hillary clinton sets personal single rep squa...positive2975
29neutraltraveling tips for families with special diet[-0.05301835760474205, -0.04789021238684654, -...traveling tips for families with special diet0.544159[traveling tips for families with special diet]negative9610
30neutraltearful biden carefully takes down blacklight ...[0.02181081660091877, -0.05245676264166832, 0....tearful biden carefully takes down blacklight ...0.578549[tearful biden carefully takes down blacklight...positive9186
31neutral8-year-old girl dies after drinking boiling wa...[-0.07436364144086838, -0.042152464389801025, ...8-year-old girl dies after drinking boiling wa...0.536114[8-year-old girl dies after drinking boiling w...negative5053
32neutralwoody harrelson applies to open a marijuana di...[0.0774756669998169, -0.06551078706979752, -0....woody harrelson applies to open a marijuana di...0.520218[woody harrelson applies to open a marijuana d...negative2457
33neutralinterview with elaine jung[-0.0419117696583271, -0.02243213728070259, 0....interview with elaine jung0.504458[interview with elaine jung]negative4830
34neutralhow your sleep changes with the moon[0.005925372242927551, 0.0024853269569575787, ...how your sleep changes with the moon0.505398[how your sleep changes with the moon]negative9055
35neutraldr. scholl's introduces new cartilage inserts ...[0.05181374028325081, 0.061040107160806656, -0...dr. scholl's introduces new cartilage inserts ...0.577065[dr. scholl's introduces new cartilage inserts...positive1651
36positivenation's dogs dangerously underpetted, say dogs[-0.01876039244234562, -0.03308898210525513, -...nation's dogs dangerously underpetted, say dogs0.600809[nation's dogs dangerously underpetted, say dogs]positive5842
37neutralsean bean's most memorable death wasn't 'lord ...[-0.013742960058152676, 0.05260717123746872, -...sean bean's most memorable death wasn't 'lord ...0.530136[sean bean's most memorable death wasn't 'lord...negative3328
38neutralwife too busy videotaping elk attack to save h...[-0.02963477373123169, -0.024700473994016647, ...wife too busy videotaping elk attack to save h...0.575398[wife too busy videotaping elk attack to save ...positive3869
39positiveobama, romney remain about equally powerful[0.046225905418395996, 0.020606394857168198, -...obama, romney remain about equally powerful0.609472[obama, romney remain about equally powerful]positive6087
40neutralman arriving late forced to use excuse he was ...[0.007267913315445185, 0.012945346534252167, -...man arriving late forced to use excuse he was ...0.545002[man arriving late forced to use excuse he was...positive6329
41neutralnews roundup for june 19, 2017[0.006106187589466572, -0.07620107382535934, -...news roundup for june 19, 20170.519457[news roundup for june 19, 2017]negative4470
42neutralreport: 1 in 5 air ducts contains person looki...[-0.03163425996899605, 0.012088724412024021, -...report: 1 in 5 air ducts contains person looki...0.572511[report: 1 in 5 air ducts contains person look...positive4423
43neutralarrested but innocent? the internet still thin...[0.0008291222620755434, -0.07605188339948654, ...arrested but innocent? the internet still thin...0.505108[arrested but innocent?, the internet still t...negative7363
44neutralthis desperate dad is trying to ward off the t...[-0.009455329738557339, -0.0632706880569458, -...this desperate dad is trying to ward off the t...0.539598[this desperate dad is trying to ward off the ...negative6400
45neutralin defense of the promposal[0.04038773849606514, 0.06097205728292465, -0....in defense of the promposal0.511992[in defense of the promposal]negative9190
46neutralreason man turning to religion later in life m...[0.024827271699905396, -0.00032991680200211704...reason man turning to religion later in life m...0.574382[reason man turning to religion later in life ...positive234
47neutralbunch of hick nobodies sue for toxic-waste exp...[0.02218099869787693, 0.0022194429766386747, 0...bunch of hick nobodies sue for toxic-waste exp...0.570060[bunch of hick nobodies sue for toxic-waste ex...positive5098
48neutralno one in family sure who trip to arboretum is...[-0.03585259988903999, 0.017737973481416702, -...no one in family sure who trip to arboretum is...0.573483[no one in family sure who trip to arboretum i...positive2552
49positivevoice coming from dnc sound system during sand...[-0.009395286440849304, -0.0020206505432724953...voice coming from dnc sound system during sand...0.602834[voice coming from dnc sound system during san...positive1449
\n","
"],"text/plain":[" trained_sentiment ... origin_index\n","0 neutral ... 1463\n","1 neutral ... 9543\n","2 positive ... 2930\n","3 neutral ... 644\n","4 neutral ... 2390\n","5 neutral ... 5450\n","6 neutral ... 7739\n","7 neutral ... 4370\n","8 neutral ... 9418\n","9 neutral ... 4357\n","10 neutral ... 2418\n","11 neutral ... 7882\n","12 positive ... 6117\n","13 neutral ... 7992\n","14 neutral ... 6445\n","15 neutral ... 8222\n","16 neutral ... 3847\n","17 neutral ... 253\n","18 neutral ... 2504\n","19 neutral ... 6992\n","20 positive ... 5882\n","21 neutral ... 9721\n","22 neutral ... 8362\n","23 neutral ... 1073\n","24 neutral ... 7620\n","25 neutral ... 6476\n","26 neutral ... 6011\n","27 neutral ... 7466\n","28 neutral ... 2975\n","29 neutral ... 9610\n","30 neutral ... 9186\n","31 neutral ... 5053\n","32 neutral ... 2457\n","33 neutral ... 4830\n","34 neutral ... 9055\n","35 neutral ... 1651\n","36 positive ... 5842\n","37 neutral ... 3328\n","38 neutral ... 3869\n","39 positive ... 6087\n","40 neutral ... 6329\n","41 neutral ... 4470\n","42 neutral ... 4423\n","43 neutral ... 7363\n","44 neutral ... 6400\n","45 neutral ... 9190\n","46 neutral ... 234\n","47 neutral ... 5098\n","48 neutral ... 2552\n","49 positive ... 1449\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620188373652,"user_tz":-120,"elapsed":10618,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3740cfa7-b6c4-41f0-eb9c-d4b101438602"},"source":["fitted_pipe.predict('Aliens are immortal!')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentimentdocumentsentence_embedding_usetrained_sentiment_confidencesentenceorigin_index
0neutralAliens are immortal![-0.0700131505727768, -0.06706050038337708, -0...0.549292[Aliens are immortal!]0
\n","
"],"text/plain":[" trained_sentiment document ... sentence origin_index\n","0 neutral Aliens are immortal! ... [Aliens are immortal!] 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620188373653,"user_tz":-120,"elapsed":10552,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e43b4908-42f7-46fb-d110-210ae33b8ff9"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@9b0d688) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@9b0d688\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620188376889,"user_tz":-120,"elapsed":13708,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"86a3b364-8312-4dc0-beb0-37293e3ce167"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 1.00 0.88 0.93 24\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.96 0.92 0.94 26\n","\n"," accuracy 0.90 50\n"," macro avg 0.65 0.60 0.62 50\n","weighted avg 0.98 0.90 0.94 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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trained_sentimentdocumentsentence_embedding_usetexttrained_sentiment_confidencesentenceyorigin_index
0positivered cross installs blood drop-off bins for don...[-0.07407097518444061, 0.020259270444512367, -...red cross installs blood drop-off bins for don...0.918347[red cross installs blood drop-off bins for do...positive1463
1neutralpresident-elect edwards seen entering chinatow...[0.07900547981262207, 0.06132232025265694, 0.0...president-elect edwards seen entering chinatow...0.591700[president-elect edwards seen entering chinato...positive9543
2positivecrowd at trump rally realizes they've been cha...[0.00032250594813376665, -0.022321783006191254...crowd at trump rally realizes they've been cha...0.963672[crowd at trump rally realizes they've been ch...positive2930
3positivekerry captures bin laden one week too late[-0.004850792698562145, 0.017207739874720573, ...kerry captures bin laden one week too late0.846780[kerry captures bin laden one week too late]positive644
4negative'new hampshire' episode 4: not just for old, w...[-0.04294964671134949, -0.07175017148256302, -...'new hampshire' episode 4: not just for old, w...0.888615['new hampshire' episode 4: not just for old, ...negative2390
5negative12 indie spots in hong kong[-0.036156971007585526, -0.014244569465517998,...12 indie spots in hong kong0.889380[12 indie spots in hong kong]negative5450
6neutralformer refugee fights for her dream to abolish...[-0.0035593388602137566, 0.008986725471913815,...former refugee fights for her dream to abolish...0.516011[former refugee fights for her dream to abolis...negative7739
7negativewatch out, sephora. h&m beauty is coming for you.[-0.02806154452264309, -0.04734545946121216, 0...watch out, sephora. h&m beauty is coming for you.0.904426[watch out, sephora., h&m beauty is coming for...negative4370
8positivecomputer scientists say ai's underdeveloped et...[-0.007209080271422863, -0.01665995828807354, ...computer scientists say ai's underdeveloped et...0.881709[computer scientists say ai's underdeveloped e...positive9418
9negativepast armageddon and on to zippori, one of isra...[-0.0013639864046126604, -0.05516374856233597,...past armageddon and on to zippori, one of isra...0.887740[past armageddon and on to zippori, one of isr...negative4357
10positiveobama caves to girl scout lobby, wears tiara i...[-0.019499918445944786, -0.01798412762582302, ...obama caves to girl scout lobby, wears tiara i...0.654486[obama caves to girl scout lobby, wears tiara ...negative2418
11positiveisrael passes law cementing itself as exclusiv...[0.05780275911092758, -0.04909253492951393, -0...israel passes law cementing itself as exclusiv...0.803852[israel passes law cementing itself as exclusi...positive7882
12positivelocal man's fear of snakes increases with each...[0.056381646543741226, -0.057368289679288864, ...local man's fear of snakes increases with each...0.973072[local man's fear of snakes increases with eac...positive6117
13negativemedia ethics: whose standards?[0.0406915545463562, 0.03338606283068657, -0.0...media ethics: whose standards?0.884770[media ethics: whose standards?]negative7992
14positiverare species of frog may hold cure to...ah, ne...[0.079066202044487, 0.021108830347657204, -0.0...rare species of frog may hold cure to...ah, ne...0.942009[rare species of frog may hold cure to., ..ah,...positive6445
15positivepolice officers waving everyone over to take a...[-0.011674991808831692, -0.07644280791282654, ...police officers waving everyone over to take a...0.616271[police officers waving everyone over to take ...positive8222
16negativenate berkus and jeremiah brent are married![0.03597276285290718, 0.05780172348022461, -0....nate berkus and jeremiah brent are married!0.904110[nate berkus and jeremiah brent are married!]negative3847
17neutralsummer camp hierarchy thrown into chaos after ...[-0.07574271410703659, 0.037431202828884125, 0...summer camp hierarchy thrown into chaos after ...0.586359[summer camp hierarchy thrown into chaos after...positive253
18negativeiraqi officer under saddam masterminded the ri...[0.02313143201172352, -0.05338258296251297, -0...iraqi officer under saddam masterminded the ri...0.712658[iraqi officer under saddam masterminded the r...negative2504
19negativecop crashed cruiser into ditch after this owl ...[-0.0011760082561522722, -0.07277680933475494,...cop crashed cruiser into ditch after this owl ...0.835989[cop crashed cruiser into ditch after this owl...negative6992
20positivebush elected president of iraq[-0.02786075882613659, 0.044202402234077454, -...bush elected president of iraq0.928596[bush elected president of iraq]positive5882
21negativesenate does equifax a favor as a former execut...[0.048467256128787994, -0.020521214231848717, ...senate does equifax a favor as a former execut...0.908127[senate does equifax a favor as a former execu...negative9721
22positivetexan feels emotionally empty after chili cook...[-0.03747135400772095, 0.021678565070033073, -...texan feels emotionally empty after chili cook...0.953778[texan feels emotionally empty after chili coo...positive8362
23neutrallgbtq activists organizing massive dance prote...[0.03160602226853371, -0.031953465193510056, -...lgbtq activists organizing massive dance prote...0.548180[lgbtq activists organizing massive dance prot...negative1073
24negativesamsung slashes profit forecast after pulling ...[0.06239231675863266, -0.03570358455181122, -0...samsung slashes profit forecast after pulling ...0.912397[samsung slashes profit forecast after pulling...negative7620
25positiveunpublished twain autobiography rails against ...[-0.030312832444906235, 0.06083317846059799, 0...unpublished twain autobiography rails against ...0.709892[unpublished twain autobiography rails against...positive6476
26positivevegetarian begins sad, private routine of scan...[-0.07400622963905334, -0.04156332463026047, -...vegetarian begins sad, private routine of scan...0.845192[vegetarian begins sad, private routine of sca...positive6011
27negativedown with cutesy cleaning supplies![-0.05738799646496773, 0.06619091331958771, -0...down with cutesy cleaning supplies!0.853556[down with cutesy cleaning supplies!]negative7466
28positivehillary clinton sets personal single rep squat...[0.05143097788095474, 0.03707878664135933, -0....hillary clinton sets personal single rep squat...0.908901[hillary clinton sets personal single rep squa...positive2975
29negativetraveling tips for families with special diet[-0.05301835760474205, -0.04789021238684654, -...traveling tips for families with special diet0.788320[traveling tips for families with special diet]negative9610
30positivetearful biden carefully takes down blacklight ...[0.02181081660091877, -0.05245676264166832, 0....tearful biden carefully takes down blacklight ...0.836097[tearful biden carefully takes down blacklight...positive9186
31negative8-year-old girl dies after drinking boiling wa...[-0.07436364144086838, -0.042152464389801025, ...8-year-old girl dies after drinking boiling wa...0.888045[8-year-old girl dies after drinking boiling w...negative5053
32negativewoody harrelson applies to open a marijuana di...[0.0774756669998169, -0.06551078706979752, -0....woody harrelson applies to open a marijuana di...0.916998[woody harrelson applies to open a marijuana d...negative2457
33negativeinterview with elaine jung[-0.0419117696583271, -0.02243213728070259, 0....interview with elaine jung0.909372[interview with elaine jung]negative4830
34negativehow your sleep changes with the moon[0.005925372242927551, 0.0024853269569575787, ...how your sleep changes with the moon0.908831[how your sleep changes with the moon]negative9055
35positivedr. scholl's introduces new cartilage inserts ...[0.05181374028325081, 0.061040107160806656, -0...dr. scholl's introduces new cartilage inserts ...0.901216[dr. scholl's introduces new cartilage inserts...positive1651
36positivenation's dogs dangerously underpetted, say dogs[-0.01876039244234562, -0.03308898210525513, -...nation's dogs dangerously underpetted, say dogs0.959039[nation's dogs dangerously underpetted, say dogs]positive5842
37negativesean bean's most memorable death wasn't 'lord ...[-0.013742960058152676, 0.05260717123746872, -...sean bean's most memorable death wasn't 'lord ...0.888762[sean bean's most memorable death wasn't 'lord...negative3328
38positivewife too busy videotaping elk attack to save h...[-0.02963477373123169, -0.024700473994016647, ...wife too busy videotaping elk attack to save h...0.892977[wife too busy videotaping elk attack to save ...positive3869
39positiveobama, romney remain about equally powerful[0.046225905418395996, 0.020606394857168198, -...obama, romney remain about equally powerful0.950219[obama, romney remain about equally powerful]positive6087
40positiveman arriving late forced to use excuse he was ...[0.007267913315445185, 0.012945346534252167, -...man arriving late forced to use excuse he was ...0.854663[man arriving late forced to use excuse he was...positive6329
41negativenews roundup for june 19, 2017[0.006106187589466572, -0.07620107382535934, -...news roundup for june 19, 20170.926237[news roundup for june 19, 2017]negative4470
42positivereport: 1 in 5 air ducts contains person looki...[-0.03163425996899605, 0.012088724412024021, -...report: 1 in 5 air ducts contains person looki...0.952198[report: 1 in 5 air ducts contains person look...positive4423
43negativearrested but innocent? the internet still thin...[0.0008291222620755434, -0.07605188339948654, ...arrested but innocent? the internet still thin...0.936171[arrested but innocent?, the internet still t...negative7363
44negativethis desperate dad is trying to ward off the t...[-0.009455329738557339, -0.0632706880569458, -...this desperate dad is trying to ward off the t...0.873377[this desperate dad is trying to ward off the ...negative6400
45negativein defense of the promposal[0.04038773849606514, 0.06097205728292465, -0....in defense of the promposal0.866386[in defense of the promposal]negative9190
46positivereason man turning to religion later in life m...[0.024827271699905396, -0.00032991680200211704...reason man turning to religion later in life m...0.901040[reason man turning to religion later in life ...positive234
47positivebunch of hick nobodies sue for toxic-waste exp...[0.02218099869787693, 0.0022194429766386747, 0...bunch of hick nobodies sue for toxic-waste exp...0.874898[bunch of hick nobodies sue for toxic-waste ex...positive5098
48positiveno one in family sure who trip to arboretum is...[-0.03585259988903999, 0.017737973481416702, -...no one in family sure who trip to arboretum is...0.859806[no one in family sure who trip to arboretum i...positive2552
49positivevoice coming from dnc sound system during sand...[-0.009395286440849304, -0.0020206505432724953...voice coming from dnc sound system during sand...0.943251[voice coming from dnc sound system during san...positive1449
\n","
"],"text/plain":[" trained_sentiment ... origin_index\n","0 positive ... 1463\n","1 neutral ... 9543\n","2 positive ... 2930\n","3 positive ... 644\n","4 negative ... 2390\n","5 negative ... 5450\n","6 neutral ... 7739\n","7 negative ... 4370\n","8 positive ... 9418\n","9 negative ... 4357\n","10 positive ... 2418\n","11 positive ... 7882\n","12 positive ... 6117\n","13 negative ... 7992\n","14 positive ... 6445\n","15 positive ... 8222\n","16 negative ... 3847\n","17 neutral ... 253\n","18 negative ... 2504\n","19 negative ... 6992\n","20 positive ... 5882\n","21 negative ... 9721\n","22 positive ... 8362\n","23 neutral ... 1073\n","24 negative ... 7620\n","25 positive ... 6476\n","26 positive ... 6011\n","27 negative ... 7466\n","28 positive ... 2975\n","29 negative ... 9610\n","30 positive ... 9186\n","31 negative ... 5053\n","32 negative ... 2457\n","33 negative ... 4830\n","34 negative ... 9055\n","35 positive ... 1651\n","36 positive ... 5842\n","37 negative ... 3328\n","38 positive ... 3869\n","39 positive ... 6087\n","40 positive ... 6329\n","41 negative ... 4470\n","42 positive ... 4423\n","43 negative ... 7363\n","44 negative ... 6400\n","45 negative ... 9190\n","46 positive ... 234\n","47 positive ... 5098\n","48 positive ... 2552\n","49 positive ... 1449\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"id":"nxWFzQOhjWC8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188377296,"user_tz":-120,"elapsed":14031,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"504a2809-2e9f-45b1-812d-4cd953323d9f"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"IKK_Ii_gjJfF","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620190483755,"user_tz":-120,"elapsed":2120443,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f6ff250f-0e4f-4425-a92e-18f08d6f1334"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(120) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.90 0.88 0.89 4023\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.90 0.88 0.89 3977\n","\n"," accuracy 0.88 8000\n"," macro avg 0.60 0.58 0.59 8000\n","weighted avg 0.90 0.88 0.89 8000\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620190639161,"user_tz":-120,"elapsed":2275776,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d7f7c06c-aae2-43fe-f7c6-34a9fc87482b"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.84 0.82 0.83 977\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.86 0.81 0.83 1023\n","\n"," accuracy 0.82 2000\n"," macro avg 0.57 0.55 0.56 2000\n","weighted avg 0.85 0.82 0.83 2000\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620190792311,"user_tz":-120,"elapsed":2428848,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5f8bc338-d089-4a82-e4b6-0eb286d14b0d"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620190810537,"user_tz":-120,"elapsed":2446986,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2ad4167d-9332-4880-d27b-6a1679256f41"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Aliens are immortal!')\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documenttextsentimentorigin_indexsentencesentiment_confidencesentence_embedding_from_disk
0Aliens are immortal!Aliens are immortal![negative]8589934592[Aliens are immortal!][0.9999138][[0.30930545926094055, 0.12947328388690948, 0....
\n","
"],"text/plain":[" document ... sentence_embedding_from_disk\n","0 Aliens are immortal! ... [[0.30930545926094055, 0.12947328388690948, 0....\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620190810538,"user_tz":-120,"elapsed":2446902,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4f7f8f8f-477e-430a-c17c-5b84c3ebe8fb"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@6cf015ef) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@6cf015ef\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"aq3RCRU4wHsv"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo.ipynb deleted file mode 100644 index 14749a8d..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo.ipynb)\n","\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620215193255,"user_tz":-120,"elapsed":126309,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ede615d6-a5e6-41a3-aa1e-1f0c3c841234"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 11:44:27-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.111.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 11:44:27 (1.49 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 58kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 18.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 52.9MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Stock Market Sentiment dataset \n","https://www.kaggle.com/yash612/stockmarket-sentiment-dataset"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620215194079,"user_tz":-120,"elapsed":127118,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f161f492-1d88-4652-aeb8-1a0f67e0272c"},"source":["! wget http://ckl-it.de/wp-content/uploads/2020/11/stock_data.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 11:46:32-- http://ckl-it.de/wp-content/uploads/2020/11/stock_data.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 479973 (469K) [text/csv]\n","Saving to: ‘stock_data.csv’\n","\n","stock_data.csv 100%[===================>] 468.72K 846KB/s in 0.6s \n","\n","2021-05-05 11:46:33 (846 KB/s) - ‘stock_data.csv’ saved [479973/479973]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uDGIOASY_fRj","executionInfo":{"status":"ok","timestamp":1620215245366,"user_tz":-120,"elapsed":178400,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fcf975df-6fe9-4a6a-f7fd-10439b2b541c"},"source":["import nlu\n","sentiment = nlu.load('sentiment')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"U0ENiuMc_kyb","executionInfo":{"status":"ok","timestamp":1620215255157,"user_tz":-120,"elapsed":188186,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b77e7958-75b4-4bf7-aff8-e416450b168a"},"source":["sentiment.predict(\"I'm very very not at all happy\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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tokensentimentsentenceorigin_indexspelldocumentsentiment_confidencetext
0[I'm, very, very, not, at, all, happy][positive][I'm very very not at all happy]8589934592[I'm, very, very, not, at, all, happy]I'm very very not at all happy[0.3043]I'm very very not at all happy
\n","
"],"text/plain":[" token ... text\n","0 [I'm, very, very, not, at, all, happy] ... I'm very very not at all happy\n","\n","[1 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":391},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620215255159,"user_tz":-120,"elapsed":188185,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"42f2b380-7742-49ee-f640-c62d4c969fce"},"source":["import pandas as pd\n","train_path = '/content/stock_data.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","train_df.columns=['text','y']\n","train_df.y = train_df.y.astype(str)\n","train_df.y = train_df.y.str.replace('-1','negative')\n","train_df.y = train_df.y.str.replace('1','positive')\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
0Kickers on my watchlist XIDE TIT SOQ PNK CPW B...positive
1user: AAP MOVIE. 55% return for the FEA/GEED i...positive
2user I'd be afraid to short AMZN - they are lo...positive
3MNTA Over 12.00positive
4OI Over 21.37positive
.........
5786Industry body CII said #discoms are likely to ...negative
5787#Gold prices slip below Rs 46,000 as #investor...negative
5788Workers at Bajaj Auto have agreed to a 10% wag...positive
5789#Sharemarket LIVE: Sensex off day’s high, up 6...positive
5790#Sensex, #Nifty climb off day's highs, still u...positive
\n","

5791 rows × 2 columns

\n","
"],"text/plain":[" text y\n","0 Kickers on my watchlist XIDE TIT SOQ PNK CPW B... positive\n","1 user: AAP MOVIE. 55% return for the FEA/GEED i... positive\n","2 user I'd be afraid to short AMZN - they are lo... positive\n","3 MNTA Over 12.00 positive\n","4 OI Over 21.37 positive\n","... ... ...\n","5786 Industry body CII said #discoms are likely to ... negative\n","5787 #Gold prices slip below Rs 46,000 as #investor... negative\n","5788 Workers at Bajaj Auto have agreed to a 10% wag... positive\n","5789 #Sharemarket LIVE: Sensex off day’s high, up 6... positive\n","5790 #Sensex, #Nifty climb off day's highs, still u... positive\n","\n","[5791 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":651},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620215420196,"user_tz":-120,"elapsed":353218,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0eea644b-5461-4347-b47e-c300e441be80"},"source":["from sklearn.metrics import classification_report\n","import nlu \n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df)\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.61 0.58 0.59 2106\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.79 0.71 0.75 3685\n","\n"," accuracy 0.66 5791\n"," macro avg 0.47 0.43 0.45 5791\n","weighted avg 0.73 0.66 0.69 5791\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexydocumenttrained_sentiment_confidencetexttrained_sentimentsentence_embedding_use
0[Kickers on my watchlist XIDE TIT SOQ PNK CPW ...0positiveKickers on my watchlist XIDE TIT SOQ PNK CPW B...0.985571Kickers on my watchlist XIDE TIT SOQ PNK CPW B...positive[0.006487144622951746, -0.042024899274110794, ...
1[user: AAP MOVIE. 55% return for the FEA/GEED ...1positiveuser: AAP MOVIE. 55% return for the FEA/GEED i...0.720251user: AAP MOVIE. 55% return for the FEA/GEED i...positive[0.04891366884112358, -0.07381151616573334, -0...
2[user I'd be afraid to short AMZN - they are l...2positiveuser I'd be afraid to short AMZN - they are lo...0.580390user I'd be afraid to short AMZN - they are lo...neutral[0.05556508153676987, -0.016491785645484924, 0...
3[MNTA Over 12.00]3positiveMNTA Over 12.000.941032MNTA Over 12.00positive[-0.010976563207805157, -0.029801178723573685,...
4[OI Over 21.37]4positiveOI Over 21.370.535012OI Over 21.37neutral[0.024849383160471916, 0.04679657891392708, -0...
...........................
5786[Industry body CII said #discoms are likely to...5786negativeIndustry body CII said #discoms are likely to ...0.939032Industry body CII said #discoms are likely to ...negative[0.020985640585422516, -0.03145354241132736, -...
5787[#Gold prices slip below Rs 46,000 as #investo...5787negative#Gold prices slip below Rs 46,000 as #investor...0.983991#Gold prices slip below Rs 46,000 as #investor...negative[0.05627664923667908, 0.012842322699725628, -0...
5788[Workers at Bajaj Auto have agreed to a 10% wa...5788positiveWorkers at Bajaj Auto have agreed to a 10% wag...0.918838Workers at Bajaj Auto have agreed to a 10% wag...negative[0.019935883581638336, -0.031780488789081573, ...
5789[#Sharemarket LIVE: Sensex off day’s high, up ...5789positive#Sharemarket LIVE: Sensex off day’s high, up 6...0.761864#Sharemarket LIVE: Sensex off day’s high, up 6...positive[0.0031773506198078394, -0.04296385496854782, ...
5790[#Sensex, #Nifty climb off day's highs, still ...5790positive#Sensex, #Nifty climb off day's highs, still u...0.904347#Sensex, #Nifty climb off day's highs, still u...positive[0.04823731631040573, -0.012027987278997898, -...
\n","

5791 rows × 8 columns

\n","
"],"text/plain":[" sentence ... sentence_embedding_use\n","0 [Kickers on my watchlist XIDE TIT SOQ PNK CPW ... ... [0.006487144622951746, -0.042024899274110794, ...\n","1 [user: AAP MOVIE. 55% return for the FEA/GEED ... ... [0.04891366884112358, -0.07381151616573334, -0...\n","2 [user I'd be afraid to short AMZN - they are l... ... [0.05556508153676987, -0.016491785645484924, 0...\n","3 [MNTA Over 12.00] ... [-0.010976563207805157, -0.029801178723573685,...\n","4 [OI Over 21.37] ... [0.024849383160471916, 0.04679657891392708, -0...\n","... ... ... ...\n","5786 [Industry body CII said #discoms are likely to... ... [0.020985640585422516, -0.03145354241132736, -...\n","5787 [#Gold prices slip below Rs 46,000 as #investo... ... [0.05627664923667908, 0.012842322699725628, -0...\n","5788 [Workers at Bajaj Auto have agreed to a 10% wa... ... [0.019935883581638336, -0.031780488789081573, ...\n","5789 [#Sharemarket LIVE: Sensex off day’s high, up ... ... [0.0031773506198078394, -0.04296385496854782, ...\n","5790 [#Sensex, #Nifty climb off day's highs, still ... ... [0.04823731631040573, -0.012027987278997898, -...\n","\n","[5791 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620215420883,"user_tz":-120,"elapsed":353902,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4ebad73c-0dc4-40cd-d173-a8134f269886"},"source":["fitted_pipe.predict(\"Bitcoin is going to the moon!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indexdocumenttrained_sentiment_confidencetrained_sentimentsentence_embedding_use
0[Bitcoin is going to the moon!]0Bitcoin is going to the moon!0.713436positive[0.06468033790588379, -0.040837567299604416, -...
\n","
"],"text/plain":[" sentence ... sentence_embedding_use\n","0 [Bitcoin is going to the moon!] ... [0.06468033790588379, -0.040837567299604416, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620215420884,"user_tz":-120,"elapsed":353900,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0a8cbe1d-a0be-47d9-e9d4-fac1f907b178"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4ae24199) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4ae24199\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":553},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620215480821,"user_tz":-120,"elapsed":413834,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a07fb934-0fcb-4213-f693-118b873437c5"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.83 0.38 0.52 2106\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.75 0.94 0.83 3685\n","\n"," accuracy 0.74 5791\n"," macro avg 0.53 0.44 0.45 5791\n","weighted avg 0.78 0.74 0.72 5791\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexydocumenttrained_sentiment_confidencetexttrained_sentimentsentence_embedding_use
0[Kickers on my watchlist XIDE TIT SOQ PNK CPW ...0positiveKickers on my watchlist XIDE TIT SOQ PNK CPW B...1.000000Kickers on my watchlist XIDE TIT SOQ PNK CPW B...positive[0.006487144622951746, -0.042024899274110794, ...
1[user: AAP MOVIE. 55% return for the FEA/GEED ...1positiveuser: AAP MOVIE. 55% return for the FEA/GEED i...0.934187user: AAP MOVIE. 55% return for the FEA/GEED i...positive[0.04891366884112358, -0.07381151616573334, -0...
2[user I'd be afraid to short AMZN - they are l...2positiveuser I'd be afraid to short AMZN - they are lo...0.625671user I'd be afraid to short AMZN - they are lo...negative[0.05556508153676987, -0.016491785645484924, 0...
3[MNTA Over 12.00]3positiveMNTA Over 12.000.999983MNTA Over 12.00positive[-0.010976563207805157, -0.029801178723573685,...
4[OI Over 21.37]4positiveOI Over 21.370.985523OI Over 21.37positive[0.024849383160471916, 0.04679657891392708, -0...
...........................
5786[Industry body CII said #discoms are likely to...5786negativeIndustry body CII said #discoms are likely to ...0.733400Industry body CII said #discoms are likely to ...negative[0.020985640585422516, -0.03145354241132736, -...
5787[#Gold prices slip below Rs 46,000 as #investo...5787negative#Gold prices slip below Rs 46,000 as #investor...0.967702#Gold prices slip below Rs 46,000 as #investor...negative[0.05627664923667908, 0.012842322699725628, -0...
5788[Workers at Bajaj Auto have agreed to a 10% wa...5788positiveWorkers at Bajaj Auto have agreed to a 10% wag...0.778937Workers at Bajaj Auto have agreed to a 10% wag...negative[0.019935883581638336, -0.031780488789081573, ...
5789[#Sharemarket LIVE: Sensex off day’s high, up ...5789positive#Sharemarket LIVE: Sensex off day’s high, up 6...0.999009#Sharemarket LIVE: Sensex off day’s high, up 6...positive[0.0031773506198078394, -0.04296385496854782, ...
5790[#Sensex, #Nifty climb off day's highs, still ...5790positive#Sensex, #Nifty climb off day's highs, still u...0.999243#Sensex, #Nifty climb off day's highs, still u...positive[0.04823731631040573, -0.012027987278997898, -...
\n","

5791 rows × 8 columns

\n","
"],"text/plain":[" sentence ... sentence_embedding_use\n","0 [Kickers on my watchlist XIDE TIT SOQ PNK CPW ... ... [0.006487144622951746, -0.042024899274110794, ...\n","1 [user: AAP MOVIE. 55% return for the FEA/GEED ... ... [0.04891366884112358, -0.07381151616573334, -0...\n","2 [user I'd be afraid to short AMZN - they are l... ... [0.05556508153676987, -0.016491785645484924, 0...\n","3 [MNTA Over 12.00] ... [-0.010976563207805157, -0.029801178723573685,...\n","4 [OI Over 21.37] ... [0.024849383160471916, 0.04679657891392708, -0...\n","... ... ... ...\n","5786 [Industry body CII said #discoms are likely to... ... [0.020985640585422516, -0.03145354241132736, -...\n","5787 [#Gold prices slip below Rs 46,000 as #investo... ... [0.05627664923667908, 0.012842322699725628, -0...\n","5788 [Workers at Bajaj Auto have agreed to a 10% wa... ... [0.019935883581638336, -0.031780488789081573, ...\n","5789 [#Sharemarket LIVE: Sensex off day’s high, up ... ... [0.0031773506198078394, -0.04296385496854782, ...\n","5790 [#Sensex, #Nifty climb off day's highs, still ... ... [0.04823731631040573, -0.012027987278997898, -...\n","\n","[5791 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620215481023,"user_tz":-120,"elapsed":414033,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"69e55a4f-67b2-48e2-a5f1-395f5486dc31"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":651},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620215663304,"user_tz":-120,"elapsed":596311,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"776428c8-8135-4f41-edfd-358ee5572e2f"},"source":["trainable_pipe = nlu.load('embed_sentence.bert train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(40) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.68 0.24 0.35 2106\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.72 0.84 0.77 3685\n","\n"," accuracy 0.62 5791\n"," macro avg 0.47 0.36 0.37 5791\n","weighted avg 0.71 0.62 0.62 5791\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexydocumenttrained_sentiment_confidencetrained_sentimenttextsentence_embedding_bert
0[Kickers on my watchlist XIDE TIT SOQ PNK CPW ...0positiveKickers on my watchlist XIDE TIT SOQ PNK CPW B...0.864774positiveKickers on my watchlist XIDE TIT SOQ PNK CPW B...[-0.9207566380500793, 0.21013399958610535, 0.1...
1[user: AAP MOVIE. 55% return for the FEA/GEED ...1positiveuser: AAP MOVIE. 55% return for the FEA/GEED i...0.648291positiveuser: AAP MOVIE. 55% return for the FEA/GEED i...[-0.43004706501960754, 0.5101228952407837, -0....
2[user I'd be afraid to short AMZN - they are l...2positiveuser I'd be afraid to short AMZN - they are lo...0.793143positiveuser I'd be afraid to short AMZN - they are lo...[0.3040030300617218, 0.22862930595874786, -0.5...
3[MNTA Over 12.00]3positiveMNTA Over 12.000.964940positiveMNTA Over 12.00[-1.8103482723236084, -0.4799136519432068, -0....
4[OI Over 21.37]4positiveOI Over 21.370.959243positiveOI Over 21.37[-2.4639298915863037, 0.3879586458206177, -0.6...
...........................
5786[Industry body CII said #discoms are likely to...5786negativeIndustry body CII said #discoms are likely to ...0.753365negativeIndustry body CII said #discoms are likely to ...[-0.09503882378339767, 0.6293947696685791, 0.0...
5787[#Gold prices slip below Rs 46,000 as #investo...5787negative#Gold prices slip below Rs 46,000 as #investor...0.724050negative#Gold prices slip below Rs 46,000 as #investor...[-0.12879370152950287, 0.28170245885849, 0.028...
5788[Workers at Bajaj Auto have agreed to a 10% wa...5788positiveWorkers at Bajaj Auto have agreed to a 10% wag...0.781417negativeWorkers at Bajaj Auto have agreed to a 10% wag...[-0.3395586907863617, 0.9124063849449158, -0.3...
5789[#Sharemarket LIVE: Sensex off day’s high, up ...5789positive#Sharemarket LIVE: Sensex off day’s high, up 6...0.520319neutral#Sharemarket LIVE: Sensex off day’s high, up 6...[-0.6081282496452332, 0.2732301652431488, 0.25...
5790[#Sensex, #Nifty climb off day's highs, still ...5790positive#Sensex, #Nifty climb off day's highs, still u...0.542672neutral#Sensex, #Nifty climb off day's highs, still u...[-0.4486270248889923, 0.43264666199684143, 0.0...
\n","

5791 rows × 8 columns

\n","
"],"text/plain":[" sentence ... sentence_embedding_bert\n","0 [Kickers on my watchlist XIDE TIT SOQ PNK CPW ... ... [-0.9207566380500793, 0.21013399958610535, 0.1...\n","1 [user: AAP MOVIE. 55% return for the FEA/GEED ... ... [-0.43004706501960754, 0.5101228952407837, -0....\n","2 [user I'd be afraid to short AMZN - they are l... ... [0.3040030300617218, 0.22862930595874786, -0.5...\n","3 [MNTA Over 12.00] ... [-1.8103482723236084, -0.4799136519432068, -0....\n","4 [OI Over 21.37] ... [-2.4639298915863037, 0.3879586458206177, -0.6...\n","... ... ... ...\n","5786 [Industry body CII said #discoms are likely to... ... [-0.09503882378339767, 0.6293947696685791, 0.0...\n","5787 [#Gold prices slip below Rs 46,000 as #investo... ... [-0.12879370152950287, 0.28170245885849, 0.028...\n","5788 [Workers at Bajaj Auto have agreed to a 10% wa... ... [-0.3395586907863617, 0.9124063849449158, -0.3...\n","5789 [#Sharemarket LIVE: Sensex off day’s high, up ... ... [-0.6081282496452332, 0.2732301652431488, 0.25...\n","5790 [#Sensex, #Nifty climb off day's highs, still ... ... [-0.4486270248889923, 0.43264666199684143, 0.0...\n","\n","[5791 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620215683754,"user_tz":-120,"elapsed":616758,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d32a77d0-d25b-414d-e849-d6fee69b169c"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":76},"executionInfo":{"status":"ok","timestamp":1620215688728,"user_tz":-120,"elapsed":621729,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d8ab883e-ae6e-442f-e92c-c2ce7147e3ee"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Tesla plans to invest 10M into the ML sector')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentimentsentenceorigin_indexdocumentsentence_embedding_from_disksentiment_confidencetext
0[positive][Tesla plans to invest 10M into the ML sector]8589934592Tesla plans to invest 10M into the ML sector[[-0.07111598551273346, 0.9532928466796875, -1...[0.9114534]Tesla plans to invest 10M into the ML sector
\n","
"],"text/plain":[" sentiment ... text\n","0 [positive] ... Tesla plans to invest 10M into the ML sector\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620215688730,"user_tz":-120,"elapsed":621726,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e5f153e0-cb42-4779-dfa2-ccefb4f1fba4"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@63c37ce4) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@63c37ce4\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L2_128'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L2_128'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L2_128'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L2_128'].setDimension(128) | Info: Number of embedding dimensions | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L2_128'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L2_128'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L2_128'].setStorageRef('sent_small_bert_L2_128') | Info: unique reference name for identification | Currently set to : sent_small_bert_L2_128\n",">>> pipe['sentiment_dl@sent_small_bert_L2_128'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L2_128'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L2_128'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L2_128'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L2_128'].setStorageRef('sent_small_bert_L2_128') | Info: unique reference name for identification | Currently set to : sent_small_bert_L2_128\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"73rQbUy-KLpb"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_IMDB.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_IMDB.ipynb deleted file mode 100644 index e74cce7e..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_IMDB.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_IMDB.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"],"toc_visible":true},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_IMDB.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class IMDB Movie sentiment classifier training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","
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)\n","\n","\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193225748,"user_tz":-120,"elapsed":116140,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9ac3d81e-7a53-4711-fa24-e7320fd99723"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:38:30-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 05:38:30 (63.2 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 67kB/s \n","\u001b[K |████████████████████████████████| 153kB 73.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 65.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download IMDB dataset\n","https://www.kaggle.com/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews\n","\n","IMDB dataset having 50K movie reviews for natural language processing or Text analytics.\n","This is a dataset for binary sentiment classification containing substantially more data than previous benchmark datasets. We provide a set of 25,000 highly polar movie reviews for training and 25,000 for testing. So, predict the number of positive and negative reviews using either classification or deep learning algorithms.\n","For more dataset information, please go through the following link,\n","http://ai.stanford.edu/~amaas/data/sentiment/"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620193226173,"user_tz":-120,"elapsed":116555,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"827e3c03-e794-491f-ef27-a5951ecfa716"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/IMDB-Dataset.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:40:25-- http://ckl-it.de/wp-content/uploads/2021/01/IMDB-Dataset.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 3288450 (3.1M) [text/csv]\n","Saving to: ‘IMDB-Dataset.csv’\n","\n","IMDB-Dataset.csv 100%[===================>] 3.14M 20.6MB/s in 0.2s \n","\n","2021-05-05 05:40:25 (20.6 MB/s) - ‘IMDB-Dataset.csv’ saved [3288450/3288450]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620193227021,"user_tz":-120,"elapsed":117397,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"91412e47-6ce0-4d25-b00d-e2238146895b"},"source":["import pandas as pd\n","train_path = '/content/IMDB-Dataset.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","columns=['text','y']\n","train_df = train_df[columns]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
1459Absolutely wonderful drama and Ros is top notc...positive
2428I was totally surprised just how good this mov...positive
2093This is a fine musical with a timeless score b...positive
2370Saw it yesterday night at the Midnight Slam of...negative
2064This show was Fabulous. It was intricate and w...positive
.........
353This film held my interest enough to watch it ...positive
2322After reading the other tepid reviews and comm...positive
1997This movie, despite its list of B, C, and D li...negative
1585One of the most magnificent movies ever made. ...positive
237This movie is not worth anything. I mean, if y...negative
\n","

2000 rows × 2 columns

\n","
"],"text/plain":[" text y\n","1459 Absolutely wonderful drama and Ros is top notc... positive\n","2428 I was totally surprised just how good this mov... positive\n","2093 This is a fine musical with a timeless score b... positive\n","2370 Saw it yesterday night at the Midnight Slam of... negative\n","2064 This show was Fabulous. It was intricate and w... positive\n","... ... ...\n","353 This film held my interest enough to watch it ... positive\n","2322 After reading the other tepid reviews and comm... positive\n","1997 This movie, despite its list of B, C, and D li... negative\n","1585 One of the most magnificent movies ever made. ... positive\n","237 This movie is not worth anything. I mean, if y... negative\n","\n","[2000 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620195366745,"user_tz":-120,"elapsed":11481,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f826ae3a-a84b-4aab-f612-edb38026ac36"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.82 0.88 0.85 26\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.85 0.71 0.77 24\n","\n"," accuracy 0.80 50\n"," macro avg 0.56 0.53 0.54 50\n","weighted avg 0.84 0.80 0.81 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetrained_sentiment_confidencetextdocumenttrained_sentimentsentenceyorigin_index
0[0.06351275742053986, 0.040804557502269745, -2...0.971989Absolutely wonderful drama and Ros is top notc...Absolutely wonderful drama and Ros is top notc...negative[Absolutely wonderful drama and Ros is top not...positive1459
1[0.06992700695991516, 0.0012252129381522536, -...0.972120I was totally surprised just how good this mov...I was totally surprised just how good this mov...positive[I was totally surprised just how good this mo...positive2428
2[0.052442848682403564, -0.017640504986047745, ...0.989897This is a fine musical with a timeless score b...This is a fine musical with a timeless score b...positive[This is a fine musical with a timeless score ...positive2093
3[0.04445473477244377, 0.018118631094694138, -0...0.999111Saw it yesterday night at the Midnight Slam of...Saw it yesterday night at the Midnight Slam of...negative[Saw it yesterday night at the Midnight Slam o...negative2370
4[0.01753336377441883, 0.05620148777961731, -0....0.954813This show was Fabulous. It was intricate and w...This show was Fabulous. It was intricate and w...positive[This show was Fabulous., It was intricate and...positive2064
5[0.02791544236242771, -0.028735769912600517, -...0.506074Jean Dujardin gets Connery's mannerisms down p...Jean Dujardin gets Connery's mannerisms down p...neutral[Jean Dujardin gets Connery's mannerisms down ...positive1988
6[0.06690913438796997, 0.03236781805753708, -0....0.982164This is a tongue in cheek movie from the very ...This is a tongue in cheek movie from the very ...positive[This is a tongue in cheek movie from the very...positive1483
7[0.05750656872987747, -0.059703629463911057, -...0.989845I have seen most, if not all of the Laurel & H...I have seen most, if not all of the Laurel & H...negative[I have seen most, if not all of the Laurel & ...negative207
8[-0.04340153560042381, -0.015529784373939037, ...0.991958Although there is melodrama at the center or r...Although there is melodrama at the center or r...positive[Although there is melodrama at the center or ...positive2030
9[-0.032444775104522705, -0.018744193017482758,...0.986264\"Hey Babu Riba\" is a film about a young woman,...\"Hey Babu Riba\" is a film about a young woman,...positive[\"Hey Babu Riba\" is a film about a young woman...positive397
10[0.04818158969283104, 0.006010068114846945, 0....0.991307I have to say the first I watched this film wa...I have to say the first I watched this film wa...negative[I have to say the first I watched this film w...negative1079
11[-0.011373912915587425, 0.033458177000284195, ...0.997292Well, there's no real plot to speak of, it's j...Well, there's no real plot to speak of, it's j...negative[Well, there's no real plot to speak of, it's ...negative308
12[0.059722382575273514, -0.04133075103163719, -...0.999755Why can't a movie be rated a zero? Or even a n...Why can't a movie be rated a zero? Or even a n...negative[Why can't a movie be rated a zero?, Or even a...negative175
13[-0.0024044793099164963, 0.01555465068668127, ...0.915433PREY <br /><br />Aspect ratio: 1.37:1<br /><br...PREY <br /><br />Aspect ratio: 1.37:1<br /><br...positive[PREY <br /><br />Aspect ratio: 1.37:1<br /><b...negative610
14[0.014560171402990818, 0.07181794941425323, 0....0.954957Don't bother trying to watch this terrible min...Don't bother trying to watch this terrible min...negative[Don't bother trying to watch this terrible mi...negative1516
15[0.047474540770053864, -0.01399887353181839, -...0.992878This is one of the most ridiculous westerns th...This is one of the most ridiculous westerns th...negative[This is one of the most ridiculous westerns t...negative1558
16[0.04194203019142151, 0.014816542156040668, -0...0.994948Please don't waste your time. This movie rehas...Please don't waste your time. This movie rehas...negative[Please don't waste your time., This movie reh...negative1691
17[-0.01830967515707016, 0.0020676907151937485, ...0.835862Nice character development in a pretty cool mi...Nice character development in a pretty cool mi...positive[Nice character development in a pretty cool m...positive227
18[-0.028767548501491547, -0.04782490059733391, ...0.994877The Elegant Documentary -<br /><br />Don't wat...The Elegant Documentary -<br /><br />Don't wat...positive[The Elegant Documentary -<br /><br />Don't wa...positive172
19[0.020619677379727364, -0.0368206612765789, -0...0.993641The script was VERY weak w/o enough character ...The script was VERY weak w/o enough character ...negative[The script was VERY weak w/o enough character...negative1687
20[0.025141961872577667, 0.03661772608757019, -0...0.972840Though structured totally different from the b...Though structured totally different from the b...positive[Though structured totally different from the ...positive2496
21[0.05255172401666641, 0.0014638856519013643, -...0.971560I am so excited that Greek is back! This seaso...I am so excited that Greek is back! This seaso...positive[I am so excited that Greek is back!, This sea...positive2162
22[0.05090215429663658, 0.04202255234122276, -0....0.986716Petter Mattei's \"Love in the Time of Money\" is...Petter Mattei's \"Love in the Time of Money\" is...positive[Petter Mattei's \"Love in the Time of Money\" i...positive4
23[0.028773412108421326, 0.025388378649950027, -...0.998700Most Lorne Michaels films seem to fail because...Most Lorne Michaels films seem to fail because...negative[Most Lorne Michaels films seem to fail becaus...negative654
24[0.0029449418652802706, -0.054734643548727036,...0.999298\"Revolt of the Zombies\" proves that having the...\"Revolt of the Zombies\" proves that having the...negative[\"Revolt of the Zombies\" proves that having th...negative126
25[0.045008499175310135, 0.06566429883241653, -0...0.760545Necessarily ridiculous film version the litera...Necessarily ridiculous film version the litera...positive[Necessarily ridiculous film version the liter...negative2316
26[0.03256276622414589, -0.041013315320014954, -...0.964842Supposedly a \"social commentary\" on racism and...Supposedly a \"social commentary\" on racism and...negative[Supposedly a \"social commentary\" on racism an...negative250
27[0.037413761019706726, -0.041003260761499405, ...0.996598I rented the DVD in a video store, as an alter...I rented the DVD in a video store, as an alter...negative[I rented the DVD in a video store, as an alte...negative644
28[-0.0654454156756401, 0.005620448384433985, -0...0.561247If you like original gut wrenching laughter yo...If you like original gut wrenching laughter yo...neutral[If you like original gut wrenching laughter y...positive9
29[0.027594028040766716, -0.024396954104304314, ...0.945314Doctor Mordrid is one of those rare films that...Doctor Mordrid is one of those rare films that...negative[Doctor Mordrid is one of those rare films tha...positive376
30[0.017458664253354073, 0.05214596167206764, -0...0.973781Back in 1982 a little film called MAKING LOVE ...Back in 1982 a little film called MAKING LOVE ...positive[Back in 1982 a little film called MAKING LOVE...positive746
31[0.04889684543013573, 0.029793666675686836, 0....0.9689981936 was the most prolific year for Astaire an...1936 was the most prolific year for Astaire an...positive[1936 was the most prolific year for Astaire a...positive2293
32[0.04028377681970596, 0.05781426653265953, -0....0.989890Tim Taylor is an abusive acholoic drug addict....Tim Taylor is an abusive acholoic drug addict....negative[Tim Taylor is an abusive acholoic drug addict...negative2398
33[0.033708442002534866, -0.06806037575006485, -...0.997308First of all yes I'm white, so I try to tread ...First of all yes I'm white, so I try to tread ...negative[First of all yes I'm white, so I try to tread...negative784
34[-0.05339590832591057, 0.03226976469159126, 0....0.971397I have to say that the events of 9/11 didn't h...I have to say that the events of 9/11 didn't h...positive[I have to say that the events of 9/11 didn't ...positive713
35[0.034553565084934235, -0.002318630227819085, ...0.999211This movie features Charlie Spradling dancing ...This movie features Charlie Spradling dancing ...negative[This movie features Charlie Spradling dancing...negative358
36[-0.03914014622569084, -0.04544996842741966, -...0.991993. . . and that is only if you like the sight o.... . . and that is only if you like the sight o...negative[. . . and that is only if you like the sight ...negative1377
37[-0.037124212831258774, 0.04466667398810387, -...0.890090An interesting movie with Jordana Brewster as ...An interesting movie with Jordana Brewster as ...positive[An interesting movie with Jordana Brewster as...positive1902
38[0.05217211693525314, -0.045366983860731125, -...0.998053Next to the slasher films of the 1970s and 80s...Next to the slasher films of the 1970s and 80s...negative[Next to the slasher films of the 1970s and 80...negative2028
39[0.054036945104599, -0.0035783019848167896, -0...0.994295I saw this movie in a theater while on vacatio...I saw this movie in a theater while on vacatio...negative[I saw this movie in a theater while on vacati...positive929
40[0.004495782777667046, 0.0002409428561804816, ...0.999238Did the first travesty actually make money? Th...Did the first travesty actually make money? Th...negative[Did the first travesty actually make money?, ...negative659
41[0.05336875841021538, 0.01685612089931965, -0....0.979532Jay Craven's criminally ignored film is a sobe...Jay Craven's criminally ignored film is a sobe...positive[Jay Craven's criminally ignored film is a sob...positive2286
42[0.06096196547150612, -0.018674220889806747, -...0.936765This is a great film with an amazing cast. Cri...This is a great film with an amazing cast. Cri...positive[This is a great film with an amazing cast. Cr...positive1198
43[-0.01874159276485443, -0.015269572846591473, ...0.945504I had a hard time staying awake for the two ho...I had a hard time staying awake for the two ho...positive[I had a hard time staying awake for the two h...negative468
44[0.0465228296816349, -0.03501952812075615, -0....0.980367Not the film to see if you want to be intellec...Not the film to see if you want to be intellec...negative[Not the film to see if you want to be intelle...positive1335
45[-0.022962188348174095, -0.05519339069724083, ...0.996134I bought this (it was only $3, ok?) under the ...I bought this (it was only $3, ok?) under the ...negative[I bought this (it was only $3, ok?) under the...negative1322
46[0.05667755752801895, -0.004784214776009321, 0...0.983472I saw it tonight and fell asleep in the movie....I saw it tonight and fell asleep in the movie....negative[I saw it tonight and fell asleep in the movie...negative2141
47[-0.045412369072437286, -0.010548366233706474,...0.998861The opening scene keeps me from rating at abso...The opening scene keeps me from rating at abso...negative[The opening scene keeps me from rating at abs...negative1065
48[0.005430039018392563, -0.021274806931614876, ...0.984353If you are a fan of Zorro, Indiana Jones, or a...If you are a fan of Zorro, Indiana Jones, or a...negative[If you are a fan of Zorro, Indiana Jones, or ...positive2103
49[-0.012310817837715149, 0.036387305706739426, ...0.960394Stan Laurel and Oliver Hardy are the most famo...Stan Laurel and Oliver Hardy are the most famo...negative[Stan Laurel and Oliver Hardy are the most fam...negative588
\n","
"],"text/plain":[" sentence_embedding_use ... origin_index\n","0 [0.06351275742053986, 0.040804557502269745, -2... ... 1459\n","1 [0.06992700695991516, 0.0012252129381522536, -... ... 2428\n","2 [0.052442848682403564, -0.017640504986047745, ... ... 2093\n","3 [0.04445473477244377, 0.018118631094694138, -0... ... 2370\n","4 [0.01753336377441883, 0.05620148777961731, -0.... ... 2064\n","5 [0.02791544236242771, -0.028735769912600517, -... ... 1988\n","6 [0.06690913438796997, 0.03236781805753708, -0.... ... 1483\n","7 [0.05750656872987747, -0.059703629463911057, -... ... 207\n","8 [-0.04340153560042381, -0.015529784373939037, ... ... 2030\n","9 [-0.032444775104522705, -0.018744193017482758,... ... 397\n","10 [0.04818158969283104, 0.006010068114846945, 0.... ... 1079\n","11 [-0.011373912915587425, 0.033458177000284195, ... ... 308\n","12 [0.059722382575273514, -0.04133075103163719, -... ... 175\n","13 [-0.0024044793099164963, 0.01555465068668127, ... ... 610\n","14 [0.014560171402990818, 0.07181794941425323, 0.... ... 1516\n","15 [0.047474540770053864, -0.01399887353181839, -... ... 1558\n","16 [0.04194203019142151, 0.014816542156040668, -0... ... 1691\n","17 [-0.01830967515707016, 0.0020676907151937485, ... ... 227\n","18 [-0.028767548501491547, -0.04782490059733391, ... ... 172\n","19 [0.020619677379727364, -0.0368206612765789, -0... ... 1687\n","20 [0.025141961872577667, 0.03661772608757019, -0... ... 2496\n","21 [0.05255172401666641, 0.0014638856519013643, -... ... 2162\n","22 [0.05090215429663658, 0.04202255234122276, -0.... ... 4\n","23 [0.028773412108421326, 0.025388378649950027, -... ... 654\n","24 [0.0029449418652802706, -0.054734643548727036,... ... 126\n","25 [0.045008499175310135, 0.06566429883241653, -0... ... 2316\n","26 [0.03256276622414589, -0.041013315320014954, -... ... 250\n","27 [0.037413761019706726, -0.041003260761499405, ... ... 644\n","28 [-0.0654454156756401, 0.005620448384433985, -0... ... 9\n","29 [0.027594028040766716, -0.024396954104304314, ... ... 376\n","30 [0.017458664253354073, 0.05214596167206764, -0... ... 746\n","31 [0.04889684543013573, 0.029793666675686836, 0.... ... 2293\n","32 [0.04028377681970596, 0.05781426653265953, -0.... ... 2398\n","33 [0.033708442002534866, -0.06806037575006485, -... ... 784\n","34 [-0.05339590832591057, 0.03226976469159126, 0.... ... 713\n","35 [0.034553565084934235, -0.002318630227819085, ... ... 358\n","36 [-0.03914014622569084, -0.04544996842741966, -... ... 1377\n","37 [-0.037124212831258774, 0.04466667398810387, -... ... 1902\n","38 [0.05217211693525314, -0.045366983860731125, -... ... 2028\n","39 [0.054036945104599, -0.0035783019848167896, -0... ... 929\n","40 [0.004495782777667046, 0.0002409428561804816, ... ... 659\n","41 [0.05336875841021538, 0.01685612089931965, -0.... ... 2286\n","42 [0.06096196547150612, -0.018674220889806747, -... ... 1198\n","43 [-0.01874159276485443, -0.015269572846591473, ... ... 468\n","44 [0.0465228296816349, -0.03501952812075615, -0.... ... 1335\n","45 [-0.022962188348174095, -0.05519339069724083, ... ... 1322\n","46 [0.05667755752801895, -0.004784214776009321, 0... ... 2141\n","47 [-0.045412369072437286, -0.010548366233706474,... ... 1065\n","48 [0.005430039018392563, -0.021274806931614876, ... ... 2103\n","49 [-0.012310817837715149, 0.036387305706739426, ... ... 588\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620195367250,"user_tz":-120,"elapsed":11297,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"42030190-589e-46f3-d227-e4a8eebc69a2"},"source":["fitted_pipe.predict('It was one of the best films i have ever watched in my entire life !!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetrained_sentiment_confidencedocumenttrained_sentimentsentenceorigin_index
0[-0.022810865193605423, 0.015739120543003082, ...0.833494It was one of the best films i have ever watch...negative[It was one of the best films i have ever watc...0
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"],"text/plain":[" sentence_embedding_use ... origin_index\n","0 [-0.022810865193605423, 0.015739120543003082, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620195367250,"user_tz":-120,"elapsed":11235,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"40bfeffd-ac62-4ddb-9bfb-dbc13a32ab76"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@260a728d) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@260a728d\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620195371203,"user_tz":-120,"elapsed":15108,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c558685c-7b89-42f6-f5d2-75bda38aebef"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.92 0.92 0.92 26\n"," neutral 0.00 0.00 0.00 0\n"," positive 1.00 0.75 0.86 24\n","\n"," accuracy 0.84 50\n"," macro avg 0.64 0.56 0.59 50\n","weighted avg 0.96 0.84 0.89 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetrained_sentiment_confidencetextdocumenttrained_sentimentsentenceyorigin_index
0[0.06351275742053986, 0.040804557502269745, -2...0.564160Absolutely wonderful drama and Ros is top notc...Absolutely wonderful drama and Ros is top notc...neutral[Absolutely wonderful drama and Ros is top not...positive1459
1[0.06992700695991516, 0.0012252129381522536, -...0.853955I was totally surprised just how good this mov...I was totally surprised just how good this mov...positive[I was totally surprised just how good this mo...positive2428
2[0.052442848682403564, -0.017640504986047745, ...0.866541This is a fine musical with a timeless score b...This is a fine musical with a timeless score b...positive[This is a fine musical with a timeless score ...positive2093
3[0.04445473477244377, 0.018118631094694138, -0...0.894689Saw it yesterday night at the Midnight Slam of...Saw it yesterday night at the Midnight Slam of...negative[Saw it yesterday night at the Midnight Slam o...negative2370
4[0.01753336377441883, 0.05620148777961731, -0....0.680551This show was Fabulous. It was intricate and w...This show was Fabulous. It was intricate and w...positive[This show was Fabulous., It was intricate and...positive2064
5[0.02791544236242771, -0.028735769912600517, -...0.566901Jean Dujardin gets Connery's mannerisms down p...Jean Dujardin gets Connery's mannerisms down p...neutral[Jean Dujardin gets Connery's mannerisms down ...positive1988
6[0.06690913438796997, 0.03236781805753708, -0....0.870670This is a tongue in cheek movie from the very ...This is a tongue in cheek movie from the very ...positive[This is a tongue in cheek movie from the very...positive1483
7[0.05750656872987747, -0.059703629463911057, -...0.811313I have seen most, if not all of the Laurel & H...I have seen most, if not all of the Laurel & H...negative[I have seen most, if not all of the Laurel & ...negative207
8[-0.04340153560042381, -0.015529784373939037, ...0.885475Although there is melodrama at the center or r...Although there is melodrama at the center or r...positive[Although there is melodrama at the center or ...positive2030
9[-0.032444775104522705, -0.018744193017482758,...0.880005\"Hey Babu Riba\" is a film about a young woman,...\"Hey Babu Riba\" is a film about a young woman,...positive[\"Hey Babu Riba\" is a film about a young woman...positive397
10[0.04818158969283104, 0.006010068114846945, 0....0.832985I have to say the first I watched this film wa...I have to say the first I watched this film wa...negative[I have to say the first I watched this film w...negative1079
11[-0.011373912915587425, 0.033458177000284195, ...0.881889Well, there's no real plot to speak of, it's j...Well, there's no real plot to speak of, it's j...negative[Well, there's no real plot to speak of, it's ...negative308
12[0.059722382575273514, -0.04133075103163719, -...0.939842Why can't a movie be rated a zero? Or even a n...Why can't a movie be rated a zero? Or even a n...negative[Why can't a movie be rated a zero?, Or even a...negative175
13[-0.0024044793099164963, 0.01555465068668127, ...0.566536PREY <br /><br />Aspect ratio: 1.37:1<br /><br...PREY <br /><br />Aspect ratio: 1.37:1<br /><br...neutral[PREY <br /><br />Aspect ratio: 1.37:1<br /><b...negative610
14[0.014560171402990818, 0.07181794941425323, 0....0.835540Don't bother trying to watch this terrible min...Don't bother trying to watch this terrible min...negative[Don't bother trying to watch this terrible mi...negative1516
15[0.047474540770053864, -0.01399887353181839, -...0.720724This is one of the most ridiculous westerns th...This is one of the most ridiculous westerns th...negative[This is one of the most ridiculous westerns t...negative1558
16[0.04194203019142151, 0.014816542156040668, -0...0.881261Please don't waste your time. This movie rehas...Please don't waste your time. This movie rehas...negative[Please don't waste your time., This movie reh...negative1691
17[-0.01830967515707016, 0.0020676907151937485, ...0.744092Nice character development in a pretty cool mi...Nice character development in a pretty cool mi...positive[Nice character development in a pretty cool m...positive227
18[-0.028767548501491547, -0.04782490059733391, ...0.875401The Elegant Documentary -<br /><br />Don't wat...The Elegant Documentary -<br /><br />Don't wat...positive[The Elegant Documentary -<br /><br />Don't wa...positive172
19[0.020619677379727364, -0.0368206612765789, -0...0.839296The script was VERY weak w/o enough character ...The script was VERY weak w/o enough character ...negative[The script was VERY weak w/o enough character...negative1687
20[0.025141961872577667, 0.03661772608757019, -0...0.849500Though structured totally different from the b...Though structured totally different from the b...positive[Though structured totally different from the ...positive2496
21[0.05255172401666641, 0.0014638856519013643, -...0.840122I am so excited that Greek is back! This seaso...I am so excited that Greek is back! This seaso...positive[I am so excited that Greek is back!, This sea...positive2162
22[0.05090215429663658, 0.04202255234122276, -0....0.874497Petter Mattei's \"Love in the Time of Money\" is...Petter Mattei's \"Love in the Time of Money\" is...positive[Petter Mattei's \"Love in the Time of Money\" i...positive4
23[0.028773412108421326, 0.025388378649950027, -...0.912337Most Lorne Michaels films seem to fail because...Most Lorne Michaels films seem to fail because...negative[Most Lorne Michaels films seem to fail becaus...negative654
24[0.0029449418652802706, -0.054734643548727036,...0.894369\"Revolt of the Zombies\" proves that having the...\"Revolt of the Zombies\" proves that having the...negative[\"Revolt of the Zombies\" proves that having th...negative126
25[0.045008499175310135, 0.06566429883241653, -0...0.562989Necessarily ridiculous film version the litera...Necessarily ridiculous film version the litera...neutral[Necessarily ridiculous film version the liter...negative2316
26[0.03256276622414589, -0.041013315320014954, -...0.753462Supposedly a \"social commentary\" on racism and...Supposedly a \"social commentary\" on racism and...negative[Supposedly a \"social commentary\" on racism an...negative250
27[0.037413761019706726, -0.041003260761499405, ...0.898136I rented the DVD in a video store, as an alter...I rented the DVD in a video store, as an alter...negative[I rented the DVD in a video store, as an alte...negative644
28[-0.0654454156756401, 0.005620448384433985, -0...0.765227If you like original gut wrenching laughter yo...If you like original gut wrenching laughter yo...positive[If you like original gut wrenching laughter y...positive9
29[0.027594028040766716, -0.024396954104304314, ...0.581867Doctor Mordrid is one of those rare films that...Doctor Mordrid is one of those rare films that...neutral[Doctor Mordrid is one of those rare films tha...positive376
30[0.017458664253354073, 0.05214596167206764, -0...0.814803Back in 1982 a little film called MAKING LOVE ...Back in 1982 a little film called MAKING LOVE ...positive[Back in 1982 a little film called MAKING LOVE...positive746
31[0.04889684543013573, 0.029793666675686836, 0....0.7119661936 was the most prolific year for Astaire an...1936 was the most prolific year for Astaire an...positive[1936 was the most prolific year for Astaire a...positive2293
32[0.04028377681970596, 0.05781426653265953, -0....0.823739Tim Taylor is an abusive acholoic drug addict....Tim Taylor is an abusive acholoic drug addict....negative[Tim Taylor is an abusive acholoic drug addict...negative2398
33[0.033708442002534866, -0.06806037575006485, -...0.880034First of all yes I'm white, so I try to tread ...First of all yes I'm white, so I try to tread ...negative[First of all yes I'm white, so I try to tread...negative784
34[-0.05339590832591057, 0.03226976469159126, 0....0.859471I have to say that the events of 9/11 didn't h...I have to say that the events of 9/11 didn't h...positive[I have to say that the events of 9/11 didn't ...positive713
35[0.034553565084934235, -0.002318630227819085, ...0.873029This movie features Charlie Spradling dancing ...This movie features Charlie Spradling dancing ...negative[This movie features Charlie Spradling dancing...negative358
36[-0.03914014622569084, -0.04544996842741966, -...0.919768. . . and that is only if you like the sight o.... . . and that is only if you like the sight o...negative[. . . and that is only if you like the sight ...negative1377
37[-0.037124212831258774, 0.04466667398810387, -...0.825637An interesting movie with Jordana Brewster as ...An interesting movie with Jordana Brewster as ...positive[An interesting movie with Jordana Brewster as...positive1902
38[0.05217211693525314, -0.045366983860731125, -...0.879427Next to the slasher films of the 1970s and 80s...Next to the slasher films of the 1970s and 80s...negative[Next to the slasher films of the 1970s and 80...negative2028
39[0.054036945104599, -0.0035783019848167896, -0...0.673891I saw this movie in a theater while on vacatio...I saw this movie in a theater while on vacatio...negative[I saw this movie in a theater while on vacati...positive929
40[0.004495782777667046, 0.0002409428561804816, ...0.870754Did the first travesty actually make money? Th...Did the first travesty actually make money? Th...negative[Did the first travesty actually make money?, ...negative659
41[0.05336875841021538, 0.01685612089931965, -0....0.839090Jay Craven's criminally ignored film is a sobe...Jay Craven's criminally ignored film is a sobe...positive[Jay Craven's criminally ignored film is a sob...positive2286
42[0.06096196547150612, -0.018674220889806747, -...0.880842This is a great film with an amazing cast. Cri...This is a great film with an amazing cast. Cri...positive[This is a great film with an amazing cast. Cr...positive1198
43[-0.01874159276485443, -0.015269572846591473, ...0.653215I had a hard time staying awake for the two ho...I had a hard time staying awake for the two ho...negative[I had a hard time staying awake for the two h...negative468
44[0.0465228296816349, -0.03501952812075615, -0....0.520477Not the film to see if you want to be intellec...Not the film to see if you want to be intellec...neutral[Not the film to see if you want to be intelle...positive1335
45[-0.022962188348174095, -0.05519339069724083, ...0.916282I bought this (it was only $3, ok?) under the ...I bought this (it was only $3, ok?) under the ...negative[I bought this (it was only $3, ok?) under the...negative1322
46[0.05667755752801895, -0.004784214776009321, 0...0.629980I saw it tonight and fell asleep in the movie....I saw it tonight and fell asleep in the movie....negative[I saw it tonight and fell asleep in the movie...negative2141
47[-0.045412369072437286, -0.010548366233706474,...0.944924The opening scene keeps me from rating at abso...The opening scene keeps me from rating at abso...negative[The opening scene keeps me from rating at abs...negative1065
48[0.005430039018392563, -0.021274806931614876, ...0.716253If you are a fan of Zorro, Indiana Jones, or a...If you are a fan of Zorro, Indiana Jones, or a...negative[If you are a fan of Zorro, Indiana Jones, or ...positive2103
49[-0.012310817837715149, 0.036387305706739426, ...0.831511Stan Laurel and Oliver Hardy are the most famo...Stan Laurel and Oliver Hardy are the most famo...negative[Stan Laurel and Oliver Hardy are the most fam...negative588
\n","
"],"text/plain":[" sentence_embedding_use ... origin_index\n","0 [0.06351275742053986, 0.040804557502269745, -2... ... 1459\n","1 [0.06992700695991516, 0.0012252129381522536, -... ... 2428\n","2 [0.052442848682403564, -0.017640504986047745, ... ... 2093\n","3 [0.04445473477244377, 0.018118631094694138, -0... ... 2370\n","4 [0.01753336377441883, 0.05620148777961731, -0.... ... 2064\n","5 [0.02791544236242771, -0.028735769912600517, -... ... 1988\n","6 [0.06690913438796997, 0.03236781805753708, -0.... ... 1483\n","7 [0.05750656872987747, -0.059703629463911057, -... ... 207\n","8 [-0.04340153560042381, -0.015529784373939037, ... ... 2030\n","9 [-0.032444775104522705, -0.018744193017482758,... ... 397\n","10 [0.04818158969283104, 0.006010068114846945, 0.... ... 1079\n","11 [-0.011373912915587425, 0.033458177000284195, ... ... 308\n","12 [0.059722382575273514, -0.04133075103163719, -... ... 175\n","13 [-0.0024044793099164963, 0.01555465068668127, ... ... 610\n","14 [0.014560171402990818, 0.07181794941425323, 0.... ... 1516\n","15 [0.047474540770053864, -0.01399887353181839, -... ... 1558\n","16 [0.04194203019142151, 0.014816542156040668, -0... ... 1691\n","17 [-0.01830967515707016, 0.0020676907151937485, ... ... 227\n","18 [-0.028767548501491547, -0.04782490059733391, ... ... 172\n","19 [0.020619677379727364, -0.0368206612765789, -0... ... 1687\n","20 [0.025141961872577667, 0.03661772608757019, -0... ... 2496\n","21 [0.05255172401666641, 0.0014638856519013643, -... ... 2162\n","22 [0.05090215429663658, 0.04202255234122276, -0.... ... 4\n","23 [0.028773412108421326, 0.025388378649950027, -... ... 654\n","24 [0.0029449418652802706, -0.054734643548727036,... ... 126\n","25 [0.045008499175310135, 0.06566429883241653, -0... ... 2316\n","26 [0.03256276622414589, -0.041013315320014954, -... ... 250\n","27 [0.037413761019706726, -0.041003260761499405, ... ... 644\n","28 [-0.0654454156756401, 0.005620448384433985, -0... ... 9\n","29 [0.027594028040766716, -0.024396954104304314, ... ... 376\n","30 [0.017458664253354073, 0.05214596167206764, -0... ... 746\n","31 [0.04889684543013573, 0.029793666675686836, 0.... ... 2293\n","32 [0.04028377681970596, 0.05781426653265953, -0.... ... 2398\n","33 [0.033708442002534866, -0.06806037575006485, -... ... 784\n","34 [-0.05339590832591057, 0.03226976469159126, 0.... ... 713\n","35 [0.034553565084934235, -0.002318630227819085, ... ... 358\n","36 [-0.03914014622569084, -0.04544996842741966, -... ... 1377\n","37 [-0.037124212831258774, 0.04466667398810387, -... ... 1902\n","38 [0.05217211693525314, -0.045366983860731125, -... ... 2028\n","39 [0.054036945104599, -0.0035783019848167896, -0... ... 929\n","40 [0.004495782777667046, 0.0002409428561804816, ... ... 659\n","41 [0.05336875841021538, 0.01685612089931965, -0.... ... 2286\n","42 [0.06096196547150612, -0.018674220889806747, -... ... 1198\n","43 [-0.01874159276485443, -0.015269572846591473, ... ... 468\n","44 [0.0465228296816349, -0.03501952812075615, -0.... ... 1335\n","45 [-0.022962188348174095, -0.05519339069724083, ... ... 1322\n","46 [0.05667755752801895, -0.004784214776009321, 0... ... 2141\n","47 [-0.045412369072437286, -0.010548366233706474,... ... 1065\n","48 [0.005430039018392563, -0.021274806931614876, ... ... 2103\n","49 [-0.012310817837715149, 0.036387305706739426, ... ... 588\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"id":"nxWFzQOhjWC8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620195371204,"user_tz":-120,"elapsed":15026,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"cfc1e505-40b8-4021-e75d-228cae3cfe4c"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620201627380,"user_tz":-120,"elapsed":6271143,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"40fc246a-ca8b-4b81-f02d-30a189cd26f2"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(120) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.87 0.77 0.82 988\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.85 0.83 0.84 1012\n","\n"," accuracy 0.80 2000\n"," macro avg 0.57 0.53 0.55 2000\n","weighted avg 0.86 0.80 0.83 2000\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620201800537,"user_tz":-120,"elapsed":6444231,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4cd26bf6-b452-4f97-d27e-125ba4adba24"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.85 0.75 0.80 246\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.84 0.81 0.83 254\n","\n"," accuracy 0.78 500\n"," macro avg 0.56 0.52 0.54 500\n","weighted avg 0.85 0.78 0.81 500\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620201947576,"user_tz":-120,"elapsed":6591195,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2722dd4c-b2c6-453c-9a76-b59de2034549"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620201958142,"user_tz":-120,"elapsed":6601685,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e7af7ac1-5347-4bf3-d23b-a1f65df85c97"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('It was one of the best films i have ever watched in my entire life !!')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentiment_confidencesentence_embedding_from_disktextdocumentsentenceorigin_indexsentiment
0[0.9986149, 0.9986149][[0.030373765155673027, 0.05577867478132248, 0...It was one of the best films i have ever watch...It was one of the best films i have ever watch...[It was one of the best films i have ever watc...8589934592[positive, positive]
\n","
"],"text/plain":[" sentiment_confidence ... sentiment\n","0 [0.9986149, 0.9986149] ... [positive, positive]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620201958143,"user_tz":-120,"elapsed":6601641,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5dfa5379-198e-4796-c27b-18f7c92a6ffa"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2350f35a) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2350f35a\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mtDcALorKHIx"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_apple_twitter.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_apple_twitter.ipynb deleted file mode 100644 index d8eca814..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_apple_twitter.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_apple_twitter.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"RIV-9vEqxTBB"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_apple_twitter.ipynb)\n","\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class Apple Tweets sentiment classifier training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfQAAACyCAYAAAC0oD1PAAAgAElEQVR4Ae2dO5YUybJF71SYB4OAGXSPgAn0BBgAMjo6Mipyr6shoyKi1lun3t30acPilxWZ6RF5Yq1qj/CPmfk2c7OohE7+85QrBEIgBEIgBELg8AT+c/gdZAMhEAIhEAIhEAJPKegJghAIgRAIgRA4AYEU9BM4MVsIgRAIgRAIgRT0xMCQBD59+vT06tWrJ7WXXt++fXt6/fr107t3755+/vx5qZis20BAnMVbvtNPx/7Hjx9Pb9++/TXn/fv3GzRcNvXr16+/9MmuW+i8zNKsCoHLCaSgX84uK69IIAX9inBvJFo+7Aq6q1dhvXZx5cVORX3qkg0q9HNzptam/zEI8LL6kl8yrk0qBf3ahCM/BB6UwCgFfc4OfnP/+PHj86c5KegPGqwrtp2CvgJSpoRACJyTwFwhZce3+A19yg599K9PENSu+S0em9M+JoEU9Mf0++F2TcL78uXLrz9n1J89K8lxMef79++//vyzztFcPrrkz1C733jqHD1z8RvT3PpOj3+0u/bPaOfsQIaYSDb2uK3YPEK7xj/sib3oz7HVV685LporXchQO8UEm5QIpy6tnVo/tWZNf92r29vF7UsLOutdT439OqfasWb8zZs3z+fSfSTOfvmY7Kl2+Nxr3nc+wFaKo/uePuawfu4Mam+KY7XiCf+658rE9YqBnvXjPuB8YAeyvWXONTlukZ2P3LfQOulcHSAFqQengtuLJHM8CdU59ZnDweHiwLqeKaQcItb6PNnitvlYvZdN+qlXtRV9zOVZXLCh7qfKvOfzkn/Yj+Zx6d59scY/YuEyYOJ9Ln/JT1P+QcYerWxbsoN94OstemE7t1ZjiqWOk3R1+jXXzxtzXI7k+pwa16yZs23LXtfOJZam9ss4501y6WMNXH2/dT9wdQZa73FdmSDXdeteeliHLT6HPuxby+KW81LQb0l7UF31AMhMHRx+G9Cz5vihUZ8OEwegzmerOhAcipp8mNO1HLouEXW2dDLU5/qZU5MC/b4f9Pvhpa+zCRn3ajsmvh+N16JW96P51cdL+5lLcp3OKq/zT53z0uc1dkzFhHRrvZK9/3gMwJE4r/bCaGpc8zVW/cM66deFjTyrD92yZ80ZfBZ0g/9ge90Tqhl3JvSxP/bGM2u1hnVdzLIOJopp95fk6JncpWfJ82f1Sa/bX+3DnpHaFPSRvHEnWxS4NZhJHhyEbo6by3xPetz74at6XIbf+6H0fu5lD/LnipAfftZOJT7tFVnolx4u+mBC/wjtkn+cF9xo2Y/aJf/AgLW0zgke6vOESL+3nX98fI/7NXYQv7DYqrdyIeYlZ00h6DiwDllLNjKOT7xFxtZ9vWQ+9mOHxwJjbhd9xBJMecYWrUGW/MWZZdzXrTnrWucykVPbal8dH+E5BX0EL9zZBh2YmsjrQejmuNl1vo9xv6ZgMJdDuSbByrZ6qJGjg+pJQ/1Ttrp96PdkQt8am9B/q3bJPxonCU7Z5Pvv5pDQnCd9zom1a3R2/mH9Xu0aOxQTiqE9fEucwGmOEXvsONR1SzZOxTU67tmyF2KQZxjJNvqIJTjyjP3OSv6qZ591GptiUmNdMrENPbWt9tXxEZ5T0Efwwp1t0IHxgk7g+mGrc6rJrJk7FBy0uTnIZe6aBDt1aCXLDz+yO1vRR/Koz1pL3xqb0HWrdsk/FAP219nF/qb8A7caF/oNrJOrvilZ6O/8w9he7Ro74LOXb+u+ZIM4TclXfx3XGj+XSzbinyXme3HdKqf6QYywFds9lohHreMSJy/g9VnzOrno0Xgn19egq2vXzuvW3qIvBf0WlAfXQbLRYeLHD5HM17Mnl25LfiiRo9aTWDdHh4RL976W+6U5rkP3rPPW7e/s8D13h54+14Xd927X+IeCMMVEe+i4OPvKVmP6gV2nQ/pqEnYbuHf/7MlTtnlCR3a3V2zxPTN/qu323Omr7JyJZNfxygM9c/E3tae5NVP7ekk/ZwWeaut+6hz5yWOpjncyKjPNqb7rmBCv7FFrOp8xTlttqnti3r3aFPR7kR9Ir4J7tMAcCE9MCYEQuAMBimctvm6KCnp9MfLxR7tPQX80jzf7TUFvoKQrBELgrgRS0LfjT0Hfzux0K1LQT+fSbCgEDk8gBX27C1PQtzPLihAIgRAIgRAYjkAK+nAuiUEhEAIhEAIhsJ1ACvp2ZlkRAiEQAiEQAsMRSEEfziUxKARCIARCIAS2E0hB384sK0IgBEIgBEJgOAIp6MO5JAaFQAiEQAiEwHYCKejbmWVFCIRACIRACAxHIAV9OJfEoBAIgRAIgRDYTiAFfTuzrAiBEAiBEAiB4QikoA/nkhgUAiEQAiEQAtsJpKBvZ5YVIRACIRACITAcgRT04VwSg0IgBEIgBEJgO4EU9O3MsiIEQiAEQiAEhiOQgj6cS2JQCIRACIRACGwnkIK+nVlWhEAIhEAIhMBwBFLQh3NJDAqBEAiBEAiB7QRS0Lczy4oQCIEQCIEQGI5ACvpwLolBIRACIRACIbCdQAr6dmZZEQIhEAIhEALDEUhBH84lMSgEQiAEQiAEthNIQd/OLCtCIARCIARCYDgCKejDuSQGhUAIhEAIhMB2Aino25llRQiEQAiEQAgMRyAFfTiXxKAQCIEQCIEQ2E4gBX07s00rPn369PTq1asntblCIARCIARC4FoEUtAvJPvz58+nd+/eLRbqFPQLAS8se//+/fOLkl6WXr9+/fTt27eFFb8PuwzJkT/lVy58rDF+tObMlziK50v2W2VI1tevX39h68brnF+TT3Tj8XZpzIojvlE7Jcd1vX379unHjx8nIrn/VsRHnGA7xazOGy0fpKBfGBsk+/zmfSHAFyzTIfIDJx9MJbYpNZLhBZyDygHFvzxLDoXorD6v+6tMplh6PzK8gFf/aM6bN28ueglzXUe63yNmxbTGeZV7ic+OxPEatnLW/VyLq+cH6eVlymP7Gva8RGYK+oX0uiC4UFSWbSDQFQx84cV3TuTUfK1HBonRDznrvG9Oz9HGppJYLSJz++qKTi3g9XlO3hnG9ohZcVDc+Yus+sTb+zyGz8DuXnuocUw+GLmYi9VhCjpAv3z58vzmxEcjJGAczzzGPdiZozWM09akVeeQxKt81qt1XXK8j9VAkLyqU/ZJr78ZVn2ug/08UiuOlYFYirVzW2KCf/Br5w/k4jv5pupe0nOU8e5lxWMPBkv7QQ6ckCF2XI9W0PeKWVgS57woEMOMr/UV/kj7OwEx9Pzc+fD3VffvOVxBV+ImYAlongloAlx4dU9y6Z6r45iDTD3r3vWqj8TlutRfL2xyeZpDv6+nj7k8+5y6n6rv7M/aPwkNH+j548eP//LzGg7wnXsZIMY0x4vSGvlHmgMLYo+Y//z58zNXj8E1+9J8MavnRmudKXPOzHbPmBU/sRI3Lzhw1R9lyGcaewS2a2LxkjliTJ7RenyoPANXtZyXS3RcY83hCronlpqEgK5Ez1XnyFGePOo467zt5lBM3B5fw323lrFqr4Kjvnx4UGndnDzknrmFmT6p8QOlfme3xICCpXX4siZIjaED7lt0LNkw0jj74xMw4o5+sVhzwRJOcPYzV+VQ4Ofm1DVHehY78XxpzOILfEN84hs4Mi5GrGHOkbjdy1a4erGmzzlqvOaMe9mM3tMVdH978nucI4eQbAShcwoHw9eT2AFH4nIHM+YtBwr9PoYejXXyCKJqR7XFZZ79Xqy0f09a2rNY1b4pFh1r+pDR+Y2+MxYe9l9jiz138dvx1Tw/X5qDz+Zk1HPZyT5qH/snttjHlpjVmm6++igqyifdXzbs1mFD2n8TEKt6BqbYc2a0ZpTrdAW9HpoKGofJafrhMDCPBOZOos8T0lpndmvRpVbFQT/dYZQNS/txWY9w7y9B7HetL5g/5RPn3flD6/EXss7Uam813hTztUDP7dkZMm+KN+NqO90+fuT7PWIWRuLkl8fpFOczs3UWL71X7HbFXHK7cwBvrRvlOlVB5+BMAcYBXpirI5jjMnQgOkevOSjIm9Ipm//888+nDx8+PCc1t2dpPz73ke7F3YuMfOXPsFC//FaLFC8A3o+fJFtXfVbf2f1R9wcDPwviAD+xrWOK83pWNKe+OD9D/t9/ujU+fob7tTELi6l4rhw7uR7X+HQq/5yB7R57IFdMcSLmPd513/lpD3sulXGqgi4IBLCSCj8OnQPDGG11FP1q9RchdEiqs0l4zHU9Omj0e0vBwGEESj2ojC/th3mP1jpf5+4cOKSe4BiHu/vGY0Dzqn81t8YA8s7S1nirTLRPZ9eN1zNW/bM0fhaWdR9rYhY2lRmyiGnitott1/MIMQubS9vunHd867wpH11qxx7rDlPQ99gsyaomZT1PFdQ99EZGCIRACIRACFybQAr6//78bsS3rWs7P/JDIARCIATOQ+ChCrrcVj+y0kcr3cdW53FxdhICIRACIfAIBB6uoD+CU7PHEAiBEAiBxyOQgv54Ps+OQyAEQiAETkggBf2ETs2WQiAEQiAEHo9ACvrj+Tw7DoEQCIEQOCGBFPQTOjVbCoEQCIEQeDwCKegD+9y/wCN/G39gR8W0EAiBEBiAQAr6hU6g2HbflHWhyNll0pP/ve4fRP5tWJd+KVD9XxjrFw5J2x56/rF6/Du+fIlvytL+t171G7W6uN1Dz1a77j1/j1haw20PPfdmNaL+NXF9b7tT0C/0QAr6heB2WKaE5V8EpMK8tajXNXzlphf1PfTssN2biaBYiI0uEpg4rL3qGs6JF/U99Ky1Z5R5e8TSGm576BmF2Uh2rInrEexNQb/QCyQqkt+FYlYvkx5PiqsXnmwiSc0LL75YW3g4nNV3Wg/jPfQcDb3vH9vFecvLkpj6y5bkVJZ76MG+I7R1/7J5a8xqzRK3vfQcgemtbVwT17e2qdN3qoKu5KNkQhLiY0NP/oIg5zCm1hN7l+zpkxzufT33nsgkU8Xh+/fvzzZpTpcYdUhZr9ZtcYchT4ngkS98LD9wiY3YUYzpn2qV+Oq/Gy25koEP99AzpX/EfgqMx5/HunisuRTP+uFCLrHN80v1IP8I7R6xtIbbHnqOwPMeNi7F9T1s6nSerqB7UtaGlThI0t0zSYsEU5+1hj5Pat0Bc8CSJ1u8iCsovOhojsvUvdZ4HzI119fS/2itc8AH4qJ/Ec/9PMdFfH2u/KLnz58///LXHnrmbBhtrMY4sSgmYiMeSxf+YC6/MfKvFYrzHnqW7BhtfI9YWsNtDz2jsRvBnjVxPYKdsuF0Bd0LqDboybseCpzgB4E5JCXNoc8LbXUysmi1fs4W5nnb6WHcbaTvEVs4fPny5V8vP+r3Ij3HhphQKx9prS6eVYj20DNnw2hjxJ646gWJl0f6YTRnt58JXpK0nn4v6C/RM2fDiGN7xBJ+mOO2h54R+d3bJuJXfKfi+t42ov8hC7p+C64/cwmMw7S1oC8VGH6Dqba4HhzFYVVwPfIlNuKFv2CxhQ/cq38km7499GDbEVqSlth6/HWxP7cfJTzJkD+4kK0+7l+qB9lHaPeIpTXc9tBzBJ73sHEpru9hU6fzIQu6J6wKhQTmCYk+X8cB83kuS/0UB+/nHpm+nj7Xw3zNq0WMsUdqKcbOaMkXlQ+cnb3m6NDqR9ceeqre0Z+19xpj4jwXx3VPXdyLpf+dhT30VL0jP+8VS0vc9tIzMst72bYmru9lm+t9qIKujetQzCUoioPm6SL5198okFUT4POi5s/u6adFrhcV6ez0aI3mTelC5qO01YfdYYOZeHbctMb/SESFy5+1fq2es3CnIBCTXYxqr5wRsWUuDFjD+WEuz5q3Vg8yz9CujSXFobh2OWoNt7V6zsD0lntYE9e3tGdK18MVdIFQ0OvQ+I8nJg4O4/y5lf9WKDk4mXl+CCXPnzsHaA5r1fKXh9BT7WBuLTyd7LP3uQ+nOMO3K+jiw7i4TjFdo+dMrGvMiVG9KNLi1o3XcyGG9Vqjp645+vOaWJor6Nr/Gm5r9Byd5T3sXxPX97DLdZ6qoPvGch8CIRACIRACj0QgBf2RvJ29hkAIhEAInJZACvppXZuNhUAIhEAIPBKBFPRH8nb2GgIhEAIhcFoCKeindW02FgIhEAIh8EgEUtAfydvZawiEQAiEwGkJpKCf1rXZWAiEQAiEwCMRSEF/JG9nryEQAiEQAqclkII+41q+oIEvepmZOjnEl5d0X8AxuSgDIRACIRACIbCRQAr6DLC5gs63ZS0V6hT0GcAvGMI3c9/ytiR+SYaPS8/UN9It6TnSeP0mMjHYelUZYjf1UszcR2Dr8TT1zYRLrPkmOTHtYp+8xPgjcF1itmbcfSN2HbfK/pKzscaWl8xJQb+QHgdnqaBfKD7LZgjoIPmBkw+2JkjJ8K+E1WFdklHXzJh4yCGKKzHNV11uSVzI8AI+5R/O0B9//PEvfx4S3oLRe8RsF6MuF57uL7H3s7JgZob/R0AMPT8orv0fGOJscFZGAZeCfqEnODyjOfTC7RxmWVcw8IUnsrkN1cPJXK2f86cS6pmTY01i4tIVEXh1bTd/irdYK2nq30o4M9c9Ylasxaty8pj0e3zD2dBYrvUEOpZ1dXde6pxbPx+moPNGxD+UwkdKNYlzeBjvfuvSwWC8+3jFx+t67PD13PthU0DQr7YeKOmosuX8GiRVn+u4dbCMoK87aPjL36jnbJ0rMDWekENinBpn3lFb9ieWXB57NX6ZU1vkEKfIqNw4p5Lb+bTKPfJzt7+tMav9w5I4hyE+6/Rondgz58gcb2U7MVxjturXOL6oY/d6PlxBV3EkOAloBbKu+qw+zfXCORX0nQMkzz9m8Tk4HVt8zO85hNjIGP2+nj7m8uxzdE+yRNYjtdo/hwgf6Fn/Ut1aLqzzA0vsIBummsOLWR1jzhlaYo3YU6t9f/78+Zmrx+Ca/Wo+3JDp68QV/hpf6zuXcZT7PWLW90pMel7TOD50X+FHWLuc3P+bAFwVt0tnvWP9b2n3eTpcQfdgFTI5gWBVWx1B8mYdAd4lmeqCaxZ06fKDruea2Oq45hBIa+yv+znDM0z0SY0OHhzUv6UowJGio7j566+/fosfZyYdNYn6+JHv4cEnYJwj+rX3NRfnDV/IP2LMGZWMGuf1eY2eI83ZO2bxjeSKrfuGF1Pimph2/kdidy9bxXTqrNcYv5eNnd5TFHQCXEFbAxf43k+SIej13F3XLugcPunHTj+cHFjs9HbK5m4fZ+rDd/icvYlV7WNsbasYcf51XeejOueoz+xNMeaxRUH3vrk9ah7FnHn4TG0nr1vD2jO07L/G59aY7earb6rwiB1+lQ251hOAW80H9NcYXy/5ujNPUdAp1mq5BxsOqI5hnMPWBfy1C7pswOZOV3eAsftRW38JgsGSj5k313b86/yuGNU5R35WLNaio3OxJXl1MevcOG/+cur3Vf+ReWL7XjFLrkCu2qW43eo/l/3I9x6zcCDPbDkPrL1Ve+iCrmD1t1OShVouJZg5B3SOY+3SYekSIGtp5+RrjnT8+eefTx8+fPjtZYREMPUygo5Ha8XdfTrlY/WrWCwVibWcq96zca8ciN0afyQ2sa1jU2fQz2nlpjXuzzp+hucaO1MxC7+Oh9ZUjlWus0KW2lzbCFSuxHznl22Srzv7cAXd3+Y7uAQx8+ocHQrGaD0p4TjGvPV5cgsJjzmuSwFBv7fq9wt99aAyhyTrMlwP8x6tdb5TPPB1V9AZE9eOPX5x7tV3Z2Re463GvPbsbLrxpTNYuWn+lA/r3CM/r4lZ2E3x8LhVbNbYXqPjyAyvYbvHM+e9nnX8wri33Rm4hp1rZB6uoI8Ebw3gzAmBEAiBEAiBWxBIQb8F5egIgRAIgRAIgSsTSEG/MuCID4EQCIEQCIFbEDhMQb8FjOgIgRAIgRAIgaMSSEE/qudidwiEQAiEQAgYgRR0g5HbEAiBEAiBEDgqgRT0o3oudodACIRACISAEUhBNxi5DYEQCIEQCIGjEkhBP6rnYncIhEAIhEAIGIEUdIOR2xAIgRAIgRA4KoEU9KN6LnaHQAiEQAiEgBFIQTcYuQ2BEAiBEAiBoxJIQT+q52J3CIRACIRACBiBFHSDkdsQCIEQCIEQOCqBFPSjei52h0AIhEAIhIARSEE3GLkNgRAIgRAIgaMSSEE/qudidwiEQAiEQAgYgRR0g5HbEAiBEAiBEDgqgRT0o3oudodACIRACISAEUhBNxi5DYEQCIEQCIGjEkhBP6rnYncIhEAIhEAIGIEUdIOR2xAIgRAIgRA4KoEU9KN6LnaHQAiEQAiEgBFIQTcYuQ2BEAiBEAiBoxJIQT+q52J3CIRACIRACBiBFHSDkdsQCIEQCIEQOCqBFPSjei52h0AIhEAIhIARSEE3GLkNgRAIgRAIgaMSSEE/qudidwiEwKEIvH///unVq1fPP69fv3769u3bZvu/fv36S4ZkzclB36dPnzbrebQFsMI/at+9e/f08+fPXyjkL/H2OfLHSFcK+kjeiC0hEAKnJKCC8fbt26cfP348709Fdq4YdxBUPOqaKpd1zH3z5s1TCjpUpltx1M/URTH3An6JD6fk79Wfgr4XycgJgRAIgYZAVwz0m59+A5wrIlWUCoi/FGhcBab26aVBfV++fHnWkYJeSf7+vFTQeUHyT1V0rxcm7/td8m17DlfQBd4/8uiCVX0+p350QsD7HN68GHO59NU5enZd9XD6mHTVcbmaw44tvIFz4Kds72TdNnSiLQRCYA0B5YladMkN9XzPySMPsYbc4blK65UbNEfz1dbxOR2POiZmczmVfIwf8cXcmnuwPFRBV2BSVAVL9yqE3ifAFMUOKIdgyhE4yg8Bfejh2Ys0cpmj1mUw7n2aIxne5zZrvO5FfQSVz819CITAmAR0vinCFAY9f/z48aKzrNylvFFzg3avPMNvjeiayi9j0rqPVTAV1ym2skwsmaNcPNp1qIJe4VFYAUvR5LnO17Mcx+HqxpHph4A+5PLsLwVLh6eO8+wyqj3McVs035/rmjyHQAiMRUDnVTlHH4GrGJBH1L/l5Zy8Q/7SeskjH9R8UZ/HojK2Ncqz/sIES/wlH4r9XP6+xw4PVdAp2Lwh0XJA/O10CqYcMOcEDg2HRHLoQw/PPqfqYw420rKGAOG5rudZOgmiNftjXdoQCIExCJD8KcRYpbNf+xjr2m6++ig8dXxtjul0PXof+VtMdXkehg1+VTvKdZiCXgELIH0AXVPwblHQOUj+4kAfAVKfpwLC96i1LnNqTfpDIATGIcAvIuQpWbb2/PsuutxFzvvvf//7/HLALw5d6/pdbu5/J1B9Vl+WtMJz8+8S7tNz6IKuAFfgEqgcEn6j7ZBqrtZQWOscZFA4cZrroW+tDOnQ3KqXPuyvtvCsefpzMf5sjP60IRACxyCgfOJ5SWfan9kF+akb0xp+G2d+lUu/WnKZ1uVaTwBu/ukJfvFc3fljvZbrzDxMQdf2BVBFkR/9pRJBd8iaR6FnnjtG47x9Ma7WZdRx/vcP5iwVdOnQXJcvm/RTD1edVw+sZKFP63OFQAgck4Dnpa5ga1fkg6nxmgNrbnMyFKaac3xO7v958fF83THDN8yb8tE9mR6qoN8T1D11U9AVULlCIARCIARCoCOQgt5RGaiPt+z8dj6QU2JKCIRACAxIIAV9QKfIJH4r18c7KeaDOilmhUAIhMBABFLQB3JGTAmBEAiBEAiBSwmkoF9KLutCIARCIARCYCACKegDOSOmhEAIhEAIhMClBFLQLyWXdSEQAiEQAiEwEIEU9IGcEVNCIARCIARC4FICKeiXksu6EAiBEAiBEBiIQAr6QM6IKesJ+Ldudd+ut1aSf/NWJ2cvPWvtufe8+i2JW/+XSf/fLflGLbXdN29VXd2ce/PYU/9LY6nygq9/4RTfW8GY2q0+3HPPR5HlvoFd/Ra+jr+zH2GvKegjeCE2bCKgw+dfu6hC0BXjOaEkvnpofc0eelze6PckLAorxXlLQWDNUqK7xGej85uzb49Ykn/m/j0HYtr9VX06Z+Mjj4mZc6ss4OhxPWIMp6BXz+V5aALdweoS2dImdBjnivleepbsGGlcCa0yUQLb8rK0pqCL7VxhGonJHrbsFUtL3GDPC5ls52x43x57OpuMpYLenYMlf9yD0RAFXbCUSPSPrejjjnqvoOQSeD4SUdsFqvp8jicpjen5+/fvz7/laV5NWBwCl9Hpwaapttrhb4Aaq3olpyZVkoHbonuXNaX/jP2KFf/tXHuEs/t5bu/4d86ne+iZs2G0sY4JBULxJh5rLtbMzRf3tb5ao3P0OXvF0poCwlmAv/JEPS+j87qHfeI0l1M5H7AkzufW3GMfwxR0ihQFTAf+77///tebvIKVQBUs3ddkI8BdoQQuAe9ztIYEg+PcUdiktWsv2ebzqwwCwufQxx55Zk5n21p7zjJPLKqv9KyXQQ7b0l7h+vnz518vdYoj5Gr9HnqW7BhpHCbEHmcLRsTgks3IEU9+nKvW62zxwxw/j0s6jja+VyyRQ2Cm1vMUXHxeN868tP8QECfnOhWP8iXzOCv/SLn/3TAFHYAKRj6O8/sOFckDsAQyz90aOQRdjGs+xUD3dVzz/FCybktLMZYcrirT7dCcbv91DbIepWX/+idtdbDwtfrx4RIL4sbn4x8S4B56luwYaRwm/FPBFGH6xeOSi/XIkwySJ75T3xb/XWLHPddcK5bId8QsHDkXsPc4vyeHI+kWU68D5AdYKnbF2dmPsL9DFXQCmDckWhJDVwAr5KXEIVk4zdcurfO5uucwYSOt5HCxH+kkYHwcGfQxZ7QgYj+3aDlIXiCkV4xq35Q9cCVumOe+30MPco/QEluKU+cyxWrLniTPk6Pit8bwHnq22HTLudeMJcU9+apjSF/lfcv9H1EX3Mi98iGc2Q9+VTvKdZiCXgELIH0AvXZBXyVI0fkAAAjLSURBVFswSI5+iOgjQAgAkltnO/vjZUCty0TGI7X+EsS+p9gyXtup+Z4c99BT9Y7+rNiqMd4lsq37cK5aq+eqp+O9Vc+o87u9TcXg1j24z6SHTzddDjnG+3I/T6D6rItZ8jP1Z17ibUYPXdAVqP4bBYekvkk5yppcfEz3OEmyuapz6Z9qscNlSK9sVeuXZP/5559PHz58+K1Yd0Hkax/1Xlzdx1M+hXktHuJWCxV+d/+s1XMWPxDnMOiYaK/EdxfPlUWVqXHkeiIU685PVd5Rn9fGkpiIq8f31J6ZC0e4ShdXx5+xtD0B4tvjsbLWSp0T/+Spl3bb3sMUdAAq2PnRX4QSdAIadApo5qh1x8gJS4eFg+Eyqg50TbUEADJkk35IlqwjeLrAYAwZtEv2I/vMrft4iodYi5n735kwDtfqG81do8dlHv2eAjDHxOOyMqvru7gWozpvykdH5+n2r4kl8kYX04zhm27OHrnLbX6Ee49n2Na4Foc1/O/Na4iCfm8Io+pXAqiJjuDTWK4QCIEQCIEQgEAKOiQGbLuCzm823RvkgFuISSEQAiEQAjcikIJ+I9CXqOk+PtNHQvroJ1cIhEAIhEAIOIEUdKeR+xAIgRAIgRA4KIEU9IM6LmaHQAiEQAiEgBNIQXcauQ+BEAiBEAiBgxJIQT+o42J2CIRACIRACDiBFHSnkfsQCIEQCIEQOCiBmxZ0/tZ294UIS/xYe4//XQvd+dvlS17KeAiEQAiEwL0InK6g88Urexb+FPR7hee0Xv/WralvI5te/f8ja2Uw7xFe6PieA74xS3vfelUZc/+rJXMvecnfate95xNH4nFpzNZvK6tyyH/4T+0lPrw3q1vrd9/Arn6pF7HKuNrRcsJNC/pLnERRXSrUBPTSvC22oHs0523Zw5nm6vB5AZCva2Jb2q9k+IGVb6sMkqe+YlhjZ/c/CYuzQ9xvKQjIcFZT/uGs/vHHH//y55Lvjji+R8x2Mepy4en+wh/49IjsbmGzmDm3qhOOa+K6rr3lcwr6CtokNnfmimWZcgUC3cHqEtmcasmY+lepSHzyuQq+2k7nnPyjjimh+UuO9tEVkbn9dfOneIu19OnfYPcXtDn5Rxzr4mdrzGrf4lU5iTd95CliWGvQ431HZHhtm5cK+pa4vratc/JnC7oCUf8SmAKlXhxGBYwuAZn6KIKgYrwmDWRXGZrPb00EK/8gC7K0Rhfj9HtLwKNHtvt4F+ydLXLqlqvqwVbJ0Bh7c5ma43xIBm6v7l2Wrz/7vScw9gpn58ZY184VmI4rPtjq/073qH2cUT8LfqbW7h05nDlkVK7OtPPpqJwusavb39aYlV5YEucwdJ8hF3+JO764xPZHWSNONUZ972vj2tfc4362oCuAVNAVOPVyALonyDSPQCOofK0Czucypn4PPK31gkcwq5ghV3rqb1qA9yBHh9qqB7k+v+6HOeh1eVP3musyYUIfMnmWHPrQwzNz2Ntc4E3Zc5Z+sSB+4KFnveh5/Mztl3XOEf8g29czhl987Cz3xBp7VKuz9vnz52euxODa/Wo+L6HI9LViD3+Nr/WdyzjK/R4x63sVN7H1/OjjxKvmwNjHc/87AZgSs1Nsl+L6d8m37Vks6DpoOnAkQQ62AOhewVOLqrag8S6YPLh9q3V+TTA8o19r6fOEUe10Hd18jbtN3X6m1rnspfvOLter9TWxdbbUNUt6zzbO/vUxrQ4fvlf/lqKATznAKuR//fXXr5cF50aCRJePneUeHuIqFrzY0C++ay7iHF+IWS0sNc7r8xo9R5qzd8ziG8kVW/cNfWKK7/DFkZjd21bVIy/qa+L63jZL/2xBZxMKEiU1/eUVJT0FioJKQUOyIzF6u6WgS4cHnmQ7UILTg5c+zeVym+mjZb7byD2HRLLcDq1lnetB5lTLGuTTuv2wk9zObmSwhjkd1yk7ztYvVmKJv9ifGNU+xta24gprX+N+8v4z3RNbYutxTgx639y+Na+eH3ymtpPXrZnTcbQx9l/jc2vMdvPVR57s2NL3yDnjkniBG/mgi1H8qnaUa7agy0iSnDamt3cVdG2Aj+KV7Lrf0Kc22AWl5qqfoqeWIEVOBax++hwoiQlHsH5qvo/rvttPp6eu82ds8ENEX7VLc/Qzp9e5uEzX+Sj3XXGdYruFScef9Z1Oxs7UKrZq0dHZqgV6bs/d+fbzI3kez/W+6p/TdZSxLn4uiVlyhe/b49bvfU63zsdz/zuB6rOluP5dwn16Fgu6NqIirqDQwdSB/PDhw/PB1zOBufYgXgqGpKD1XPR5QddYl5hYo7G5BIVM9PCsxFP1ILO2MJEuLsmTDOTSr8DRy5GY+nyNa+5arsh7hLb6UJw6n8J8iSGHt/oGloyv9T/rjtayTzgQ+zyzH+K7i2cxqmdF6+sLOrLUak3nP59z9Pu1MQu/jkfH0eXiL88j1adH53gL+4lvzxv4RS1X5w/G7tUuFnQ2wqEmaHyzANBB9h82T1D5mO79kKOnzql6eRYwbEEPEOlHVj0cCnjGaF2u2ysb//777+fCWvWgr2vrfqRTP65H62DnLJDHGDbS1v0w/5Fa9+EUD7EWM49VGDGm8S3sNV+6z3p57GuvNV61b4/LbrzG/pR/YKj5S3OYe+R2TczCboqHx20X2zX3aY5k5pom4PEsXlNxj2+YM+WjaU3XH1ks6Nc3YfpvxQtgl2xvYdMIOpQAajEi+M5cVEZgHxtCIARC4GgEhi7oKlojvgXdysldQec3qO43o1vZFT0hEAIhEALjERiioAtL/ShJH2vU307Hw3ddi7qPz8QlH6Fdl3ukh0AIhMARCQxT0I8ILzaHQAiEQAiEwCgEUtBH8UTsCIEQCIEQCIEXEEhBfwG8LA2BEAiBEAiBUQikoI/iidgRAiEQAiEQAi8gkIL+AnhZGgIhEAIhEAKjEEhBH8UTsSMEQiAEQiAEXkAgBf0F8LI0BEIgBEIgBEYhkII+iidiRwiEQAiEQAi8gMD/AeBGopxh7mM1AAAAAElFTkSuQmCC)\n","\n"]},{"cell_type":"code","metadata":{"id":"05-mAOF6ol-0","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620187468464,"user_tz":-120,"elapsed":103699,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c1058df3-e272-4d87-f61e-0589cfd22b84"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:02:45-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 04:02:45 (39.1 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download appple twitter Sentiment dataset \n","https://www.kaggle.com/seriousran/appletwittersentimenttexts\n","\n","this dataset contains tweets made towards apple and today we are going to train our model to predict whether the tweet contains sentiment!\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620187468785,"user_tz":-120,"elapsed":104015,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c6049d62-5149-4669-8f6e-8d4f0f0b7c63"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/apple-twitter-sentiment-texts.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:04:28-- http://ckl-it.de/wp-content/uploads/2021/01/apple-twitter-sentiment-texts.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 31678 (31K) [text/csv]\n","Saving to: ‘apple-twitter-sentiment-texts.csv’\n","\n","apple-twitter-senti 100%[===================>] 30.94K --.-KB/s in 0.1s \n","\n","2021-05-05 04:04:28 (250 KB/s) - ‘apple-twitter-sentiment-texts.csv’ saved [31678/31678]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620187470342,"user_tz":-120,"elapsed":105566,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dcd0fde1-7df8-462f-bf4f-85174437b1a8"},"source":["import pandas as pd\n","train_path = '/content/apple-twitter-sentiment-texts.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","columns=['text','y']\n","train_df = train_df[columns]\n","train_df = train_df[~train_df[\"y\"].isin([\"neuteral\"])]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
36Theyre not RT @Naivana_: You gotta be kidding ...negative
7Thank you @Apple for fixing the #Swift sourcek...positive
272Washed my earphones by accident, still works. ...positive
146@AppleOfficialll @apple I can't say enough abo...positive
237@OneRepublic @Apple So amazingpositive
.........
247Got to hear about the new patent by apple ... ...positive
157fuck you @applenegative
93#apple earns more #profit in on quarter than #...positive
165This is why I moved over to @Apple... http://t...positive
52I don't know what you're trying to do @apple b...negative
\n","

228 rows × 2 columns

\n","
"],"text/plain":[" text y\n","36 Theyre not RT @Naivana_: You gotta be kidding ... negative\n","7 Thank you @Apple for fixing the #Swift sourcek... positive\n","272 Washed my earphones by accident, still works. ... positive\n","146 @AppleOfficialll @apple I can't say enough abo... positive\n","237 @OneRepublic @Apple So amazing positive\n",".. ... ...\n","247 Got to hear about the new patent by apple ... ... positive\n","157 fuck you @apple negative\n","93 #apple earns more #profit in on quarter than #... positive\n","165 This is why I moved over to @Apple... http://t... positive\n","52 I don't know what you're trying to do @apple b... negative\n","\n","[228 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620188334902,"user_tz":-120,"elapsed":10389,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5fb3d813-68c4-4fc1-fd1a-d19b98dd828c"},"source":["from sklearn.metrics import classification_report\n","import nlu \n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 23.0\n"," neutral 0.00 0.00 0.00 0.0\n"," positive 0.00 0.00 0.00 27.0\n","\n"," accuracy 0.00 50.0\n"," macro avg 0.00 0.00 0.00 50.0\n","weighted avg 0.00 0.00 0.00 50.0\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textsentence_embedding_usesentenceyorigin_indexdocumenttrained_sentimenttrained_sentiment_confidence
0Theyre not RT @Naivana_: You gotta be kidding ...[0.053627125918865204, 0.03388773649930954, 0....[Theyre not RT @Naivana_:, You gotta be kiddi...negative36Theyre not RT @Naivana_: You gotta be kidding ...neutral0.519284
1Thank you @Apple for fixing the #Swift sourcek...[0.01400269940495491, 0.04662228375673294, 0.0...[Thank you @Apple for fixing the #Swift source...positive7Thank you @Apple for fixing the #Swift sourcek...neutral0.526175
2Washed my earphones by accident, still works. ...[0.028794147074222565, 0.060343481600284576, -...[Washed my earphones by accident, still works....positive272Washed my earphones by accident, still works. ...neutral0.546108
3@AppleOfficialll @apple I can't say enough abo...[0.04390808567404747, 0.0024722537491470575, -...[@AppleOfficialll @apple I can't say enough ab...positive146@AppleOfficialll @apple I can't say enough abo...neutral0.535401
4@OneRepublic @Apple So amazing[-0.0420607253909111, 0.05555792152881622, -0....[@OneRepublic @Apple So amazing]positive237@OneRepublic @Apple So amazingneutral0.562668
5The 10 biggest differences between #Mac and #P...[0.046186886727809906, 0.0493854284286499, 0.0...[The 10 biggest differences between #Mac and #...positive213The 10 biggest differences between #Mac and #P...neutral0.541398
6@SamJam Agreed--have to give props to @Apple f...[0.06067856401205063, -0.014465369284152985, -...[@SamJam Agreed--have to give props to @Apple ...positive77@SamJam Agreed--have to give props to @Apple f...neutral0.553645
7@OneRepublic @Apple that looks amazing, don't ...[0.016945000737905502, -0.019095521420240402, ...[@OneRepublic @Apple that looks amazing, don't...positive56@OneRepublic @Apple that looks amazing, don't ...neutral0.548541
8Finally! Brooklyn Is Getting Its Own #Apple St...[0.06617175042629242, -0.018538057804107666, -...[Finally!, Brooklyn Is Getting Its Own #Apple...positive234Finally! Brooklyn Is Getting Its Own #Apple St...neutral0.531661
9RT @ehsonakbary: THE WORLD'S FIRST MURDER VIA ...[0.07017797976732254, 0.03393903002142906, -0....[RT @ehsonakbary: THE WORLD'S FIRST MURDER VIA...negative103RT @ehsonakbary: THE WORLD'S FIRST MURDER VIA ...neutral0.541381
10@SwiftKey @Apple Oh In wish you guys would por...[0.04137858748435974, -0.03665991127490997, -0...[@SwiftKey @Apple Oh In wish you guys would po...negative208@SwiftKey @Apple Oh In wish you guys would por...neutral0.532717
11The king of the phablets! Apple's iPhone 6 plu...[0.07199912518262863, 0.0021514107938855886, -...[The king of the phablets!, Apple's iPhone 6 ...positive250The king of the phablets! Apple's iPhone 6 plu...neutral0.556155
12iPhone6 fell 2 ft. Screen shattered like it wa...[0.0498758926987648, 0.02919364534318447, -0.0...[iPhone6 fell 2 ft., Screen shattered like it ...negative263iPhone6 fell 2 ft. Screen shattered like it wa...neutral0.525769
13Shockingly, iMessage on the desktop is fucked ...[0.056961141526699066, -0.02297591045498848, -...[Shockingly, iMessage on the desktop is fucked...negative107Shockingly, iMessage on the desktop is fucked ...neutral0.515020
14Yeeaaayyy....awesome OS X Yosemite 10.10.1 roc...[0.03625739365816116, 0.0035043705720454454, -...[Yeeaaayyy., ., ., .awesome OS X Yosemite 10.1...positive285Yeeaaayyy....awesome OS X Yosemite 10.10.1 roc...neutral0.542655
15@OneRepublic @Apple Thanks for sharing pics. A...[0.020150689408183098, -0.03949593007564545, 0...[@OneRepublic @Apple Thanks for sharing pics.,...positive138@OneRepublic @Apple Thanks for sharing pics. A...neutral0.568121
16@apple @iBooks is awesome. Thank You![0.0218979399651289, 0.005902431905269623, -0....[@apple @iBooks is awesome., Thank You!]positive198@apple @iBooks is awesome. Thank You!neutral0.559235
17Why I Hate Apple - http://t.co/IbpyJXaOuW #AAP...[0.055701617151498795, 0.04886789247393608, -0...[Why I Hate Apple - http://t.co/IbpyJXaOuW #AA...negative109Why I Hate Apple - http://t.co/IbpyJXaOuW #AAP...neutral0.525435
18yo @Apple , why yall make it so hard to grip t...[0.07655678689479828, 0.0038530321326106787, -...[yo @Apple , why yall make it so hard to grip ...negative225yo @Apple , why yall make it so hard to grip t...neutral0.526321
19@apple Why is your NYC Grand Central store so ...[0.06858145445585251, 0.052669648081064224, 0....[@apple Why is your NYC Grand Central store so...negative131@apple Why is your NYC Grand Central store so ...neutral0.518131
20Love the @Apple is supporting #HourOfCode with...[0.01483983639627695, -0.00843955110758543, -0...[Love the @Apple is supporting #HourOfCode wit...positive219Love the @Apple is supporting #HourOfCode with...neutral0.543223
21Companies i admire : @3QDigital @vaynermedia @...[0.015711167827248573, 0.064913809299469, 0.01...[Companies i admire : @3QDigital @vaynermedia ...positive19Companies i admire : @3QDigital @vaynermedia @...neutral0.539861
22These Damn @Apple Commercials Are Getting Wors...[0.00820611510425806, 0.004215271212160587, -0...[These Damn @Apple Commercials Are Getting Wor...negative142These Damn @Apple Commercials Are Getting Wors...neutral0.513193
23Free s/o @apple for this nice iPad[0.05512142553925514, 0.011973769403994083, -0...[Free s/o @apple for this nice iPad]positive57Free s/o @apple for this nice iPadneutral0.543708
24if I tweet about NANDOS my phone puts it in ca...[0.021839885041117668, 0.07290177792310715, -0...[if I tweet about NANDOS my phone puts it in c...positive140if I tweet about NANDOS my phone puts it in ca...neutral0.538120
25RT @saigeist: the most offensive thing is the ...[0.043079257011413574, -0.045617833733558655, ...[RT @saigeist: the most offensive thing is the...negative178RT @saigeist: the most offensive thing is the ...neutral0.512527
26.@tim_cook That rage when dealing @Apple Geniu...[0.05030369386076927, 0.023012423887848854, -0...[., @tim_cook That rage when dealing @Apple Ge...negative96.@tim_cook That rage when dealing @Apple Geniu...neutral0.517721
27I hate my MacBook now. Fuck this update and fu...[0.04070044681429863, 0.02998330444097519, 0.0...[I hate my MacBook now., Fuck this update and...negative155I hate my MacBook now. Fuck this update and fu...neutral0.510436
28Kantar: iPhone 6 helps Apple gain share over A...[0.06512415409088135, -0.009421378374099731, -...[Kantar: iPhone 6 helps Apple gain share over ...positive41Kantar: iPhone 6 helps Apple gain share over A...neutral0.550157
29@tehhGOAT @Apple do you by accident have me bl...[-0.019428884610533714, 0.055587127804756165, ...[@tehhGOAT @Apple do you by accident have me b...negative17@tehhGOAT @Apple do you by accident have me bl...neutral0.506774
30@fullcircleone ThanX! Big @Apple ThanX goes 2 ...[0.0020813194569200277, -0.025028454139828682,...[@fullcircleone ThanX!, Big @Apple ThanX goes...positive194@fullcircleone ThanX! Big @Apple ThanX goes 2 ...neutral0.553299
31my phone keeps restarting on its own @apple do...[-0.0074605816043913364, 0.026783859357237816,...[my phone keeps restarting on its own @apple d...negative135my phone keeps restarting on its own @apple do...neutral0.513831
32my dad called now my musics arent playing jesu...[0.008138233795762062, -0.026052597910165787, ...[my dad called now my musics arent playing jes...negative187my dad called now my musics arent playing jesu...neutral0.519269
33@apple #greatservice thanks for helping me out...[0.02643176168203354, 0.015369059517979622, -0...[@apple #greatservice thanks for helping me ou...positive201@apple #greatservice thanks for helping me out...neutral0.540207
34@Apple fix addis' phone so we can text each ot...[0.041290853172540665, 0.037915393710136414, -...[@Apple fix addis' phone so we can text each o...negative261@Apple fix addis' phone so we can text each ot...neutral0.521058
35Sorry @samsung but I will be taking my smartph...[0.07281249761581421, 0.0376746729016304, 0.01...[Sorry @samsung but I will be taking my smartp...positive5Sorry @samsung but I will be taking my smartph...neutral0.554886
36@LittleWordBites @TravlandLeisure @Apple &gt;...[0.0581418015062809, -0.042348094284534454, -0...[@LittleWordBites @TravlandLeisure @Apple &gt;...positive195@LittleWordBites @TravlandLeisure @Apple &gt; ...neutral0.571530
37RT @_emilymahon: @nosheenh2oo9 @Apple this is ...[0.05870470777153969, 0.061276875436306, -0.02...[RT @_emilymahon: @nosheenh2oo9 @Apple this is...positive8RT @_emilymahon: @nosheenh2oo9 @Apple this is ...neutral0.546566
38@FaZeNikan @Apple lol iPhone,weak. Get on that...[0.07184943556785583, -0.025483926758170128, -...[@FaZeNikan @Apple lol iPhone,weak., Get on t...negative191@FaZeNikan @Apple lol iPhone,weak. Get on that...neutral0.526558
39RT @hsmoghul: My @apple autocorrect changes Mu...[0.031838081777095795, 0.009894482791423798, 0...[RT @hsmoghul:, My @apple autocorrect changes...positive149RT @hsmoghul: My @apple autocorrect changes Mu...neutral0.541348
40RT @_iamGambino: Thank you @Apple[0.018735762685537338, 0.07813401520252228, -0...[RT @_iamGambino: Thank you @Apple]positive212RT @_iamGambino: Thank you @Appleneutral0.538737
41@lanadelreystan KILL YOURSELF @apple[-0.018729694187641144, 0.05311402678489685, -...[@lanadelreystan KILL YOURSELF @apple]negative245@lanadelreystan KILL YOURSELF @appleneutral0.526904
42Great time had @Apple store on Friday. @Russel...[0.08689077943563461, 0.0028835677076131105, -...[Great time had @Apple store on Friday., @Rus...positive72Great time had @Apple store on Friday. @Russel...neutral0.557536
43@CharlesJMeyer @Apple @Appy_Geek Hasn't Apple ...[0.05127181485295296, 0.03388502821326256, -0....[@CharlesJMeyer @Apple @Appy_Geek Hasn't Apple...negative181@CharlesJMeyer @Apple @Appy_Geek Hasn't Apple ...neutral0.518989
44Left the hoos we 100% now got 50 iPhones are d...[0.009334878996014595, 0.06441717594861984, 0....[Left the hoos we 100% now got 50 iPhones are ...negative86Left the hoos we 100% now got 50 iPhones are d...neutral0.526055
45@apple why is it that your iPhone's alarm fail...[0.013754838146269321, 0.05925201624631882, -0...[@apple why is it that your iPhone's alarm fai...negative69@apple why is it that your iPhone's alarm fail...neutral0.515201
46Changing words that aren't even misspelled lik...[0.005594303365796804, 0.03357389196753502, -0...[Changing words that aren't even misspelled li...negative50Changing words that aren't even misspelled lik...neutral0.510925
47that yosemite update is so annoying i regret i...[0.011035434901714325, -0.046652231365442276, ...[that yosemite update is so annoying i regret ...negative159that yosemite update is so annoying i regret i...neutral0.512430
48Photo: Amazing customer service today @Apple. ...[0.0008898481610231102, 0.025655869394540787, ...[Photo: Amazing customer service today @Apple....positive256Photo: Amazing customer service today @Apple. ...neutral0.563457
49Awesome! @Apple invented peanut-butter-sandwic...[0.0439443401992321, 0.043788887560367584, -0....[Awesome!, @Apple invented peanut-butter-sandw...positive20Awesome! @Apple invented peanut-butter-sandwic...neutral0.547759
\n","
"],"text/plain":[" text ... trained_sentiment_confidence\n","0 Theyre not RT @Naivana_: You gotta be kidding ... ... 0.519284\n","1 Thank you @Apple for fixing the #Swift sourcek... ... 0.526175\n","2 Washed my earphones by accident, still works. ... ... 0.546108\n","3 @AppleOfficialll @apple I can't say enough abo... ... 0.535401\n","4 @OneRepublic @Apple So amazing ... 0.562668\n","5 The 10 biggest differences between #Mac and #P... ... 0.541398\n","6 @SamJam Agreed--have to give props to @Apple f... ... 0.553645\n","7 @OneRepublic @Apple that looks amazing, don't ... ... 0.548541\n","8 Finally! Brooklyn Is Getting Its Own #Apple St... ... 0.531661\n","9 RT @ehsonakbary: THE WORLD'S FIRST MURDER VIA ... ... 0.541381\n","10 @SwiftKey @Apple Oh In wish you guys would por... ... 0.532717\n","11 The king of the phablets! Apple's iPhone 6 plu... ... 0.556155\n","12 iPhone6 fell 2 ft. Screen shattered like it wa... ... 0.525769\n","13 Shockingly, iMessage on the desktop is fucked ... ... 0.515020\n","14 Yeeaaayyy....awesome OS X Yosemite 10.10.1 roc... ... 0.542655\n","15 @OneRepublic @Apple Thanks for sharing pics. A... ... 0.568121\n","16 @apple @iBooks is awesome. Thank You! ... 0.559235\n","17 Why I Hate Apple - http://t.co/IbpyJXaOuW #AAP... ... 0.525435\n","18 yo @Apple , why yall make it so hard to grip t... ... 0.526321\n","19 @apple Why is your NYC Grand Central store so ... ... 0.518131\n","20 Love the @Apple is supporting #HourOfCode with... ... 0.543223\n","21 Companies i admire : @3QDigital @vaynermedia @... ... 0.539861\n","22 These Damn @Apple Commercials Are Getting Wors... ... 0.513193\n","23 Free s/o @apple for this nice iPad ... 0.543708\n","24 if I tweet about NANDOS my phone puts it in ca... ... 0.538120\n","25 RT @saigeist: the most offensive thing is the ... ... 0.512527\n","26 .@tim_cook That rage when dealing @Apple Geniu... ... 0.517721\n","27 I hate my MacBook now. Fuck this update and fu... ... 0.510436\n","28 Kantar: iPhone 6 helps Apple gain share over A... ... 0.550157\n","29 @tehhGOAT @Apple do you by accident have me bl... ... 0.506774\n","30 @fullcircleone ThanX! Big @Apple ThanX goes 2 ... ... 0.553299\n","31 my phone keeps restarting on its own @apple do... ... 0.513831\n","32 my dad called now my musics arent playing jesu... ... 0.519269\n","33 @apple #greatservice thanks for helping me out... ... 0.540207\n","34 @Apple fix addis' phone so we can text each ot... ... 0.521058\n","35 Sorry @samsung but I will be taking my smartph... ... 0.554886\n","36 @LittleWordBites @TravlandLeisure @Apple >... ... 0.571530\n","37 RT @_emilymahon: @nosheenh2oo9 @Apple this is ... ... 0.546566\n","38 @FaZeNikan @Apple lol iPhone,weak. Get on that... ... 0.526558\n","39 RT @hsmoghul: My @apple autocorrect changes Mu... ... 0.541348\n","40 RT @_iamGambino: Thank you @Apple ... 0.538737\n","41 @lanadelreystan KILL YOURSELF @apple ... 0.526904\n","42 Great time had @Apple store on Friday. @Russel... ... 0.557536\n","43 @CharlesJMeyer @Apple @Appy_Geek Hasn't Apple ... ... 0.518989\n","44 Left the hoos we 100% now got 50 iPhones are d... ... 0.526055\n","45 @apple why is it that your iPhone's alarm fail... ... 0.515201\n","46 Changing words that aren't even misspelled lik... ... 0.510925\n","47 that yosemite update is so annoying i regret i... ... 0.512430\n","48 Photo: Amazing customer service today @Apple. ... ... 0.563457\n","49 Awesome! @Apple invented peanut-butter-sandwic... ... 0.547759\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["#4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"id":"qdCUg2MR0PD2","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620188335247,"user_tz":-120,"elapsed":10456,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"31d1c18f-b30b-4507-cd1c-4aa13c0bec6d"},"source":["fitted_pipe.predict('I hate the newest update')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_usesentenceorigin_indexdocumenttrained_sentimenttrained_sentiment_confidence
0[-0.023322951048612595, -0.04157407209277153, ...[I hate the newest update]0I hate the newest updateneutral0.509875
\n","
"],"text/plain":[" sentence_embedding_use ... trained_sentiment_confidence\n","0 [-0.023322951048612595, -0.04157407209277153, ... ... 0.509875\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["##5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"id":"UtsAUGTmOTms","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188335248,"user_tz":-120,"elapsed":10187,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f0702b13-6ac0-4a3d-87eb-57924a6760b1"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@41fb48fb) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@41fb48fb\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["##6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"id":"mptfvHx-MMMX","colab":{"base_uri":"https://localhost:8080/","height":759},"executionInfo":{"status":"ok","timestamp":1620188339611,"user_tz":-120,"elapsed":14279,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c580024a-2436-4b70-b7bb-c121cd3d6e80"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:100])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.94 0.94 0.94 47\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.98 0.91 0.94 53\n","\n"," accuracy 0.92 100\n"," macro avg 0.64 0.61 0.63 100\n","weighted avg 0.96 0.92 0.94 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textsentence_embedding_usesentenceyorigin_indexdocumenttrained_sentimenttrained_sentiment_confidence
0Theyre not RT @Naivana_: You gotta be kidding ...[0.053627125918865204, 0.03388773649930954, 0....[Theyre not RT @Naivana_:, You gotta be kiddi...negative36Theyre not RT @Naivana_: You gotta be kidding ...negative0.947914
1Thank you @Apple for fixing the #Swift sourcek...[0.01400269940495491, 0.04662228375673294, 0.0...[Thank you @Apple for fixing the #Swift source...positive7Thank you @Apple for fixing the #Swift sourcek...positive0.926184
2Washed my earphones by accident, still works. ...[0.028794147074222565, 0.060343481600284576, -...[Washed my earphones by accident, still works....positive272Washed my earphones by accident, still works. ...positive0.867718
3@AppleOfficialll @apple I can't say enough abo...[0.04390808567404747, 0.0024722537491470575, -...[@AppleOfficialll @apple I can't say enough ab...positive146@AppleOfficialll @apple I can't say enough abo...negative0.707370
4@OneRepublic @Apple So amazing[-0.0420607253909111, 0.05555792152881622, -0....[@OneRepublic @Apple So amazing]positive237@OneRepublic @Apple So amazingpositive0.989958
...........................
95Apple Inc. CEO Donates $291K To Pennsylvania S...[0.036090489476919174, 0.033749453723430634, -...[Apple Inc. CEO Donates $291K To Pennsylvania ...positive4Apple Inc. CEO Donates $291K To Pennsylvania S...neutral0.598268
96Photo: Yaaass. Shoutout to @apple.holidays and...[0.062088269740343094, -0.0338711179792881, -0...[Photo:, Yaaass., Shoutout to @apple., holiday...positive275Photo: Yaaass. Shoutout to @apple.holidays and...positive0.998650
97RT @hypebot: Steve Job's Deposition in #iPod L...[0.06204485893249512, 0.05829763785004616, -0....[RT @hypebot: Steve Job's Deposition in #iPod ...negative141RT @hypebot: Steve Job's Deposition in #iPod L...neutral0.581826
98@apple I have been on hold for 30 minutes than...[0.02501610852777958, 0.04794774204492569, -0....[@apple I have been on hold for 30 minutes tha...negative128@apple I have been on hold for 30 minutes than...negative0.933449
99Wow. Yall needa step it up @Apple RT @heynyla:...[0.027452174574136734, -0.004120523110032082, ...[Wow. Yall needa step it up @Apple RT @heynyla...negative1Wow. Yall needa step it up @Apple RT @heynyla:...negative0.729602
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" text ... trained_sentiment_confidence\n","0 Theyre not RT @Naivana_: You gotta be kidding ... ... 0.947914\n","1 Thank you @Apple for fixing the #Swift sourcek... ... 0.926184\n","2 Washed my earphones by accident, still works. ... ... 0.867718\n","3 @AppleOfficialll @apple I can't say enough abo... ... 0.707370\n","4 @OneRepublic @Apple So amazing ... 0.989958\n",".. ... ... ...\n","95 Apple Inc. CEO Donates $291K To Pennsylvania S... ... 0.598268\n","96 Photo: Yaaass. Shoutout to @apple.holidays and... ... 0.998650\n","97 RT @hypebot: Steve Job's Deposition in #iPod L... ... 0.581826\n","98 @apple I have been on hold for 30 minutes than... ... 0.933449\n","99 Wow. Yall needa step it up @Apple RT @heynyla:... ... 0.729602\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["#7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"id":"nxWFzQOhjWC8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188339931,"user_tz":-120,"elapsed":14332,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b6acf5d2-2f7e-4200-a6eb-24c9c4b05592"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188495786,"user_tz":-120,"elapsed":170049,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5043ddfe-4d7a-472d-c7b9-8cf34cc1bb06"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(110) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.97 0.83 0.90 114\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.88 0.93 0.90 114\n","\n"," accuracy 0.88 228\n"," macro avg 0.62 0.59 0.60 228\n","weighted avg 0.92 0.88 0.90 228\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188505405,"user_tz":-120,"elapsed":179404,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"35e0f9c4-8486-4b24-b00e-387c5f7af5dd"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.94 0.59 0.72 29\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.79 0.93 0.86 29\n","\n"," accuracy 0.76 58\n"," macro avg 0.58 0.51 0.53 58\n","weighted avg 0.87 0.76 0.79 58\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"id":"bZZpObLOtqo8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188675266,"user_tz":-120,"elapsed":348933,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"776368a9-02df-4524-e80d-b004a10c4306"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620188686839,"user_tz":-120,"elapsed":360106,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"32ac7000-0278-40e0-fcc2-5eef5cb56094"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('I hate the newest update')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textsentimentsentenceorigin_indexdocumentsentence_embedding_from_disksentiment_confidence
0I hate the newest update[negative][I hate the newest update]8589934592I hate the newest update[[-0.3084237277507782, -0.11030610650777817, 0...[0.67131346]
\n","
"],"text/plain":[" text ... sentiment_confidence\n","0 I hate the newest update ... [0.67131346]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188686840,"user_tz":-120,"elapsed":359738,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b7915040-d049-4447-c1aa-21dcb0eb27db"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3102445a) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3102445a\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"cbwS4bE0uT7d"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_covid_19.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_covid_19.ipynb deleted file mode 100644 index 9b222591..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_covid_19.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_covid_19.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_covid_19.ipynb)\n","\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class COVID-19 Sentiment Classifer Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","
\n","\n","![Screenshot 2021-02-25 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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFGnBCHavltY","executionInfo":{"status":"ok","timestamp":1620188963860,"user_tz":-120,"elapsed":108208,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0258b3b7-e331-4f13-8667-00f107198737"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:27:36-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 04:27:36 (35.7 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 64kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 24.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 59.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Coivd19 NLP Text Sentiemnt Classifcation dataset \n","https://www.kaggle.com/datatattle/covid-19-nlp-text-classification\n","#Context\n","\n","This is a Dataset made of tweets about coivid 19 "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620188965300,"user_tz":-120,"elapsed":109641,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2e5ecb0f-1fac-4dce-9275-e7a34ec3ff99"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/Corona_NLP_train.csv"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:29:23-- http://ckl-it.de/wp-content/uploads/2021/02/Corona_NLP_train.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 5293639 (5.0M) [text/csv]\n","Saving to: ‘Corona_NLP_train.csv’\n","\n","Corona_NLP_train.cs 100%[===================>] 5.05M 4.58MB/s in 1.1s \n","\n","2021-05-05 04:29:25 (4.58 MB/s) - ‘Corona_NLP_train.csv’ saved [5293639/5293639]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620188966112,"user_tz":-120,"elapsed":110448,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0946f3a9-aa1e-490d-9763-c34787c6f6b9"},"source":["import pandas as pd\n","train_path = '/content/Corona_NLP_train.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
4204When I was a kid I always wanted to go on the ...positive
5622The selfish morons who panic bought toilet rol...negative
6545Profitero studied keyword search patterns and ...positive
9049From listed funds to builders to landlords, @k...negative
8568Against the back drop of NHS workers, civil se...positive
.........
9513Crude prices could go negative while Alberta's...negative
5209Thank you so much to all of the amazing Health...positive
8606Crime in the COVID 19 era says a man s charged...negative
3066I need a sugar daddy fast! Cause this covid-19...positive
5140#auspol \\r\\r\\r\\n#StayAtHome\\r\\r\\r\\n#COVID?19\\r...negative
\n","

8000 rows × 2 columns

\n","
"],"text/plain":[" text y\n","4204 When I was a kid I always wanted to go on the ... positive\n","5622 The selfish morons who panic bought toilet rol... negative\n","6545 Profitero studied keyword search patterns and ... positive\n","9049 From listed funds to builders to landlords, @k... negative\n","8568 Against the back drop of NHS workers, civil se... positive\n","... ... ...\n","9513 Crude prices could go negative while Alberta's... negative\n","5209 Thank you so much to all of the amazing Health... positive\n","8606 Crime in the COVID 19 era says a man s charged... negative\n","3066 I need a sugar daddy fast! Cause this covid-19... positive\n","5140 #auspol \\r\\r\\r\\n#StayAtHome\\r\\r\\r\\n#COVID?19\\r... negative\n","\n","[8000 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620189094731,"user_tz":-120,"elapsed":239061,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"58819459-f54c-4139-82fa-1de8e437d848"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 19\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.65 1.00 0.78 31\n","\n"," accuracy 0.62 50\n"," macro avg 0.22 0.33 0.26 50\n","weighted avg 0.40 0.62 0.49 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetextyorigin_indexdocumenttrained_sentiment_confidencesentencetrained_sentiment
0[-0.07024706155061722, -0.047160204499959946, ...When I was a kid I always wanted to go on the ...positive4204When I was a kid I always wanted to go on the ...0.782395[When I was a kid I always wanted to go on the...positive
1[-0.012395520694553852, -0.020829271525144577,...The selfish morons who panic bought toilet rol...negative5622The selfish morons who panic bought toilet rol...0.628907[The selfish morons who panic bought toilet ro...positive
2[-0.02502020262181759, -0.08026497811079025, 0...Profitero studied keyword search patterns and ...positive6545Profitero studied keyword search patterns and ...0.716436[Profitero studied keyword search patterns and...positive
3[0.06621277332305908, 0.011142794042825699, -0...From listed funds to builders to landlords, @k...negative9049From listed funds to builders to landlords, @k...0.613169[From listed funds to builders to landlords, @...positive
4[-0.024583933874964714, 0.06747899204492569, 0...Against the back drop of NHS workers, civil se...positive8568Against the back drop of NHS workers, civil se...0.753840[Against the back drop of NHS workers, civil s...positive
5[-0.030639173462986946, 0.07562850415706635, -...\"Your going to lose people to the flu but you'...negative1645\"Your going to lose people to the flu but you'...0.642136[\"Your going to lose people to the flu but you...positive
6[0.020836224779486656, -0.06270623952150345, -...As the COVID 19 outbreak continues to spread f...negative4190As the COVID 19 outbreak continues to spread f...0.636920[As the COVID 19 outbreak continues to spread ...positive
7[0.04782669618725777, -0.0003077308356296271, ...We re tracking daily changes in economic uncer...negative1930We re tracking daily changes in economic uncer...0.618729[We re tracking daily changes in economic unce...positive
8[-0.04952622205018997, -0.024686245247721672, ...I'm slightly confused! All for social distanc...positive4717I'm slightly confused! All for social distanci...0.748444[I'm slightly confused!, All for social distan...positive
9[0.015434695407748222, -0.0009663645178079605,...The knock-on effects of COVID-19 are having a...positive3860The knock-on effects of COVID-19 are having a...0.778461[The knock-on effects of COVID-19 are having ...positive
10[0.01979624293744564, -0.006749877706170082, -...Praise #coronavirus! God Bless the little bug...positive7223Praise #coronavirus! God Bless the little bugs...0.820170[Praise #coronavirus!, God Bless the little bu...positive
11[0.06731504201889038, 0.06525817513465881, -0....For those that think #COVID—19 #Coronavirus ...positive1540For those that think #COVID—19 #Coronavirus i...0.854121[For those that think #COVID—19 #Coronavirus ...positive
12[-0.03877340257167816, -0.04483730345964432, -...Just managed to book a delivery with Sainsbury...negative1003Just managed to book a delivery with Sainsbury...0.658872[Just managed to book a delivery with Sainsbur...positive
13[0.012202774174511433, 0.04586584493517876, -0...Can’t get any in the supermarket but can rece...positive9630Can’t get any in the supermarket but can rece...0.777700[Can’t get any in the supermarket but can rec...positive
14[0.03157752379775047, -0.03581700101494789, -0...Scary. Gun sales up in #USA. Due to food short...negative9278Scary. Gun sales up in #USA. Due to food short...0.597093[Scary. Gun sales up in #USA., Due to food sho...neutral
15[0.07137540727853775, 0.004993322305381298, -0...VR headset companies, now is the time to slash...positive6960VR headset companies, now is the time to slash...0.786807[VR headset companies, now is the time to slas...positive
16[0.07225924730300903, 0.002497387118637562, 0....31% Can’t Pay the Rent: ‘It’s Only Going to...negative377131% Can’t Pay the Rent: ‘It’s Only Going to...0.643341[31% Can’t Pay the Rent: ‘It’s Only Going t...positive
17[0.04617633670568466, 0.03097780980169773, -0....COVID-19 is unprecedented. And to manage the c...negative2605COVID-19 is unprecedented. And to manage the c...0.652922[COVID-19 is unprecedented., And to manage the...positive
18[0.02162887528538704, -0.07251725345849991, -0...Even as government officials have appealed for...negative9976Even as government officials have appealed for...0.594582[Even as government officials have appealed fo...neutral
19[-0.004043699707835913, -0.05827523022890091, ...I'm just wondering where all these panic buyer...negative6191I'm just wondering where all these panic buyer...0.604813[I'm just wondering where all these panic buye...positive
20[-0.006520306225866079, 0.04672585800290108, -...To address the increased demand on our communi...positive4213To address the increased demand on our communi...0.754619[To address the increased demand on our commun...positive
21[0.09055875241756439, -0.03801679238677025, -0...Important phone conversation with @ReedHasting...positive4180Important phone conversation with @ReedHasting...0.824278[Important phone conversation with @ReedHastin...positive
22[0.06983352452516556, 0.045526593923568726, 0....@JeffreeStar hey,I hope you see this tweet,jus...positive4393@JeffreeStar hey,I hope you see this tweet,jus...0.712092[@JeffreeStar hey,I hope you see this tweet,ju...positive
23[0.010531553998589516, -0.041734274476766586, ...In addition to masks we re now also banning ha...positive7906In addition to masks we re now also banning ha...0.804328[In addition to masks we re now also banning h...positive
24[-0.0046012867242097855, -0.00663403794169426,...It'll make bump into April bumpier, drawing do...positive2178It'll make bump into April bumpier, drawing do...0.680699[It'll make bump into April bumpier, drawing d...positive
25[0.02057724818587303, 0.02416279725730419, -0....#ScamAlert! There are some awful folks out the...negative3000#ScamAlert! There are some awful folks out the...0.717378[#ScamAlert!, There are some awful folks out ...positive
26[-0.0029535864014178514, 0.06930557638406754, ...It's April and I'm on #ESA. So how has @GOVUK ...positive8967It's April and I'm on #ESA. So how has @GOVUK ...0.729225[It's April and I'm on #ESA., So how has @GOVU...positive
27[-0.022838125005364418, 0.035331811755895615, ...#THANKYOU times a million to all those on the ...positive8202#THANKYOU times a million to all those on the ...0.817317[#THANKYOU times a million to all those on the...positive
28[0.0058709485456347466, 0.007139457855373621, ...Online shopping doubles down during coronaviru...negative4932Online shopping doubles down during coronaviru...0.656595[Online shopping doubles down during coronavir...positive
29[0.038493022322654724, -0.04178141430020332, 0...Covid-19 is changing the world as we know it. ...positive525Covid-19 is changing the world as we know it. ...0.836061[Covid-19 is changing the world as we know it....positive
30[0.001453789067454636, 0.005407411605119705, -...The whole supermarket delivery model is broken...negative1389The whole supermarket delivery model is broken...0.656143[The whole supermarket delivery model is broke...positive
31[0.07007955759763718, 0.02776280976831913, -0....For brands interested in building long term eq...positive146For brands interested in building long term eq...0.717087[For brands interested in building long term e...positive
32[0.014691045507788658, 0.052066899836063385, 0...@masrour_barzani It is worth mentioning your e...positive2989@masrour_barzani It is worth mentioning your e...0.750604[@masrour_barzani It is worth mentioning your ...positive
33[0.02123432233929634, 0.052282460033893585, -0...When you realize health care workers grocery s...positive9206When you realize health care workers grocery s...0.808270[When you realize health care workers grocery ...positive
34[-0.016208922490477562, 0.041428711265325546, ...\"Sales of shelf-stable, fresh, and frozen seaf...positive5297\"Sales of shelf-stable, fresh, and frozen seaf...0.683432[\"Sales of shelf-stable, fresh, and frozen sea...positive
35[0.0038951593451201916, 0.012588057667016983, ...@HolidayInn @ChoiceHotels @OmniHotels all majo...positive7155@HolidayInn @ChoiceHotels @OmniHotels all majo...0.792782[@HolidayInn @ChoiceHotels @OmniHotels all maj...positive
36[0.027244137600064278, 0.058916911482810974, -...Some silver linings during this covid-19 crisi...negative3295Some silver linings during this covid-19 crisi...0.639766[Some silver linings during this covid-19 cris...positive
37[0.013577781617641449, 0.004573680926114321, 0...Ok people CAN WE STOP BUYING ALL THE HAND SANI...positive1259Ok people CAN WE STOP BUYING ALL THE HAND SANI...0.784130[Ok people CAN WE STOP BUYING ALL THE HAND SAN...positive
38[0.011083973571658134, -0.004668612964451313, ...Your well being is our top priority!\\r\\r\\r\\nWh...positive3510Your well being is our top priority! While oth...0.712732[Your well being is our top priority!, While o...positive
39[0.010227790102362633, 0.03293986618518829, 0....In #France, supermarket chains agree to a one-...positive9662In #France, supermarket chains agree to a one-...0.762242[In #France, supermarket chains agree to a one...positive
40[-0.03131600469350815, 0.054168395698070526, 0...In one week health care workers, truck drivers...positive8688In one week health care workers, truck drivers...0.787212[In one week health care workers, truck driver...positive
41[-0.01420750841498375, 0.031081417575478554, 0...Try your best to support local businesses duri...positive8111Try your best to support local businesses duri...0.765113[Try your best to support local businesses dur...positive
42[0.023995142430067062, -0.014616046100854874, ...Consumer Hero is wishing all businesses and co...positive6005Consumer Hero is wishing all businesses and co...0.732366[Consumer Hero is wishing all businesses and c...positive
43[0.03285776078701019, 0.007155246566981077, -0...The no longer hidden crisis in middle and poor...negative3965The no longer hidden crisis in middle and poor...0.626646[The no longer hidden crisis in middle and poo...positive
44[0.061222951859235764, 0.04071924835443497, -0...@osaeB @markets Two economic positives from CO...positive561@osaeB @markets Two economic positives from CO...0.702125[@osaeB @markets Two economic positives from C...positive
45[0.027163468301296234, -0.029017480090260506, ...Well the #Coronavirus food panic buying isn’t...negative8352Well the #Coronavirus food panic buying isn’t...0.610110[Well the #Coronavirus food panic buying isn’...positive
46[0.04085322096943855, 0.04066244512796402, -0....@Complex This is unacceptable! Where’s Peta? ...positive4370@Complex This is unacceptable! Where’s Peta? ...0.818300[@Complex This is unacceptable!, Where’s Peta...positive
47[0.06088094785809517, 0.02243555523455143, -0....STOP THE PANIC BUYING \\r\\r\\r\\nThere is no shor...negative8241STOP THE PANIC BUYING There is no shortage of ...0.603424[STOP THE PANIC BUYING There is no shortage of...positive
48[-0.05397384986281395, 0.04183822497725487, -0...We often rightly hear about the great work tha...positive5160We often rightly hear about the great work tha...0.831636[We often rightly hear about the great work th...positive
49[-0.009696043096482754, 0.09022427350282669, 0...In these tough and stressful times with 100 s ...negative5159In these tough and stressful times with 100 s ...0.751247[In these tough and stressful times with 100 s...positive
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"],"text/plain":[" sentence_embedding_use ... trained_sentiment\n","0 [-0.07024706155061722, -0.047160204499959946, ... ... positive\n","1 [-0.012395520694553852, -0.020829271525144577,... ... positive\n","2 [-0.02502020262181759, -0.08026497811079025, 0... ... positive\n","3 [0.06621277332305908, 0.011142794042825699, -0... ... positive\n","4 [-0.024583933874964714, 0.06747899204492569, 0... ... positive\n","5 [-0.030639173462986946, 0.07562850415706635, -... ... positive\n","6 [0.020836224779486656, -0.06270623952150345, -... ... positive\n","7 [0.04782669618725777, -0.0003077308356296271, ... ... positive\n","8 [-0.04952622205018997, -0.024686245247721672, ... ... positive\n","9 [0.015434695407748222, -0.0009663645178079605,... ... positive\n","10 [0.01979624293744564, -0.006749877706170082, -... ... positive\n","11 [0.06731504201889038, 0.06525817513465881, -0.... ... positive\n","12 [-0.03877340257167816, -0.04483730345964432, -... ... positive\n","13 [0.012202774174511433, 0.04586584493517876, -0... ... positive\n","14 [0.03157752379775047, -0.03581700101494789, -0... ... neutral\n","15 [0.07137540727853775, 0.004993322305381298, -0... ... positive\n","16 [0.07225924730300903, 0.002497387118637562, 0.... ... positive\n","17 [0.04617633670568466, 0.03097780980169773, -0.... ... positive\n","18 [0.02162887528538704, -0.07251725345849991, -0... ... neutral\n","19 [-0.004043699707835913, -0.05827523022890091, ... ... positive\n","20 [-0.006520306225866079, 0.04672585800290108, -... ... positive\n","21 [0.09055875241756439, -0.03801679238677025, -0... ... positive\n","22 [0.06983352452516556, 0.045526593923568726, 0.... ... positive\n","23 [0.010531553998589516, -0.041734274476766586, ... ... positive\n","24 [-0.0046012867242097855, -0.00663403794169426,... ... positive\n","25 [0.02057724818587303, 0.02416279725730419, -0.... ... positive\n","26 [-0.0029535864014178514, 0.06930557638406754, ... ... positive\n","27 [-0.022838125005364418, 0.035331811755895615, ... ... positive\n","28 [0.0058709485456347466, 0.007139457855373621, ... ... positive\n","29 [0.038493022322654724, -0.04178141430020332, 0... ... positive\n","30 [0.001453789067454636, 0.005407411605119705, -... ... positive\n","31 [0.07007955759763718, 0.02776280976831913, -0.... ... positive\n","32 [0.014691045507788658, 0.052066899836063385, 0... ... positive\n","33 [0.02123432233929634, 0.052282460033893585, -0... ... positive\n","34 [-0.016208922490477562, 0.041428711265325546, ... ... positive\n","35 [0.0038951593451201916, 0.012588057667016983, ... ... positive\n","36 [0.027244137600064278, 0.058916911482810974, -... ... positive\n","37 [0.013577781617641449, 0.004573680926114321, 0... ... positive\n","38 [0.011083973571658134, -0.004668612964451313, ... ... positive\n","39 [0.010227790102362633, 0.03293986618518829, 0.... ... positive\n","40 [-0.03131600469350815, 0.054168395698070526, 0... ... positive\n","41 [-0.01420750841498375, 0.031081417575478554, 0... ... positive\n","42 [0.023995142430067062, -0.014616046100854874, ... ... positive\n","43 [0.03285776078701019, 0.007155246566981077, -0... ... positive\n","44 [0.061222951859235764, 0.04071924835443497, -0... ... positive\n","45 [0.027163468301296234, -0.029017480090260506, ... ... positive\n","46 [0.04085322096943855, 0.04066244512796402, -0.... ... positive\n","47 [0.06088094785809517, 0.02243555523455143, -0.... ... positive\n","48 [-0.05397384986281395, 0.04183822497725487, -0... ... positive\n","49 [-0.009696043096482754, 0.09022427350282669, 0... ... positive\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620189095590,"user_tz":-120,"elapsed":239915,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"76211d7f-06a9-4d29-8d51-64593429993c"},"source":["fitted_pipe.predict(\"Everything is under control !\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_useorigin_indexdocumenttrained_sentiment_confidencesentencetrained_sentiment
0[0.027917474508285522, -0.06684374064207077, -...0Everything is under control !0.770841[Everything is under control !]positive
\n","
"],"text/plain":[" sentence_embedding_use ... trained_sentiment\n","0 [0.027917474508285522, -0.06684374064207077, -... ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620189095591,"user_tz":-120,"elapsed":239911,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7d9e3f28-7bdc-4a4f-e1cb-2329d5b26dd1"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@d4b5f4f) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@d4b5f4f\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["##6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620189100229,"user_tz":-120,"elapsed":244544,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b7a16d53-fde9-4d97-bb0e-ac3be96d722d"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 19\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.97 1.00 0.98 31\n","\n"," accuracy 0.62 50\n"," macro avg 0.32 0.33 0.33 50\n","weighted avg 0.60 0.62 0.61 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetextyorigin_indexdocumenttrained_sentiment_confidencesentencetrained_sentiment
0[-0.07024706155061722, -0.047160204499959946, ...When I was a kid I always wanted to go on the ...positive4204When I was a kid I always wanted to go on the ...0.978457[When I was a kid I always wanted to go on the...positive
1[-0.012395520694553852, -0.020829271525144577,...The selfish morons who panic bought toilet rol...negative5622The selfish morons who panic bought toilet rol...0.530837[The selfish morons who panic bought toilet ro...neutral
2[-0.02502020262181759, -0.08026497811079025, 0...Profitero studied keyword search patterns and ...positive6545Profitero studied keyword search patterns and ...0.845908[Profitero studied keyword search patterns and...positive
3[0.06621277332305908, 0.011142794042825699, -0...From listed funds to builders to landlords, @k...negative9049From listed funds to builders to landlords, @k...0.541567[From listed funds to builders to landlords, @...neutral
4[-0.024583933874964714, 0.06747899204492569, 0...Against the back drop of NHS workers, civil se...positive8568Against the back drop of NHS workers, civil se...0.961466[Against the back drop of NHS workers, civil s...positive
5[-0.030639173462986946, 0.07562850415706635, -...\"Your going to lose people to the flu but you'...negative1645\"Your going to lose people to the flu but you'...0.508357[\"Your going to lose people to the flu but you...neutral
6[0.020836224779486656, -0.06270623952150345, -...As the COVID 19 outbreak continues to spread f...negative4190As the COVID 19 outbreak continues to spread f...0.526309[As the COVID 19 outbreak continues to spread ...neutral
7[0.04782669618725777, -0.0003077308356296271, ...We re tracking daily changes in economic uncer...negative1930We re tracking daily changes in economic uncer...0.542942[We re tracking daily changes in economic unce...neutral
8[-0.04952622205018997, -0.024686245247721672, ...I'm slightly confused! All for social distanc...positive4717I'm slightly confused! All for social distanci...0.953167[I'm slightly confused!, All for social distan...positive
9[0.015434695407748222, -0.0009663645178079605,...The knock-on effects of COVID-19 are having a...positive3860The knock-on effects of COVID-19 are having a...0.974030[The knock-on effects of COVID-19 are having ...positive
10[0.01979624293744564, -0.006749877706170082, -...Praise #coronavirus! God Bless the little bug...positive7223Praise #coronavirus! God Bless the little bugs...0.983924[Praise #coronavirus!, God Bless the little bu...positive
11[0.06731504201889038, 0.06525817513465881, -0....For those that think #COVID—19 #Coronavirus ...positive1540For those that think #COVID—19 #Coronavirus i...0.994959[For those that think #COVID—19 #Coronavirus ...positive
12[-0.03877340257167816, -0.04483730345964432, -...Just managed to book a delivery with Sainsbury...negative1003Just managed to book a delivery with Sainsbury...0.519039[Just managed to book a delivery with Sainsbur...neutral
13[0.012202774174511433, 0.04586584493517876, -0...Can’t get any in the supermarket but can rece...positive9630Can’t get any in the supermarket but can rece...0.976869[Can’t get any in the supermarket but can rec...positive
14[0.03157752379775047, -0.03581700101494789, -0...Scary. Gun sales up in #USA. Due to food short...negative9278Scary. Gun sales up in #USA. Due to food short...0.534066[Scary. Gun sales up in #USA., Due to food sho...neutral
15[0.07137540727853775, 0.004993322305381298, -0...VR headset companies, now is the time to slash...positive6960VR headset companies, now is the time to slash...0.949657[VR headset companies, now is the time to slas...positive
16[0.07225924730300903, 0.002497387118637562, 0....31% Can’t Pay the Rent: ‘It’s Only Going to...negative377131% Can’t Pay the Rent: ‘It’s Only Going to...0.517149[31% Can’t Pay the Rent: ‘It’s Only Going t...neutral
17[0.04617633670568466, 0.03097780980169773, -0....COVID-19 is unprecedented. And to manage the c...negative2605COVID-19 is unprecedented. And to manage the c...0.502484[COVID-19 is unprecedented., And to manage the...neutral
18[0.02162887528538704, -0.07251725345849991, -0...Even as government officials have appealed for...negative9976Even as government officials have appealed for...0.543885[Even as government officials have appealed fo...neutral
19[-0.004043699707835913, -0.05827523022890091, ...I'm just wondering where all these panic buyer...negative6191I'm just wondering where all these panic buyer...0.528756[I'm just wondering where all these panic buye...neutral
20[-0.006520306225866079, 0.04672585800290108, -...To address the increased demand on our communi...positive4213To address the increased demand on our communi...0.955490[To address the increased demand on our commun...positive
21[0.09055875241756439, -0.03801679238677025, -0...Important phone conversation with @ReedHasting...positive4180Important phone conversation with @ReedHasting...0.983021[Important phone conversation with @ReedHastin...positive
22[0.06983352452516556, 0.045526593923568726, 0....@JeffreeStar hey,I hope you see this tweet,jus...positive4393@JeffreeStar hey,I hope you see this tweet,jus...0.886496[@JeffreeStar hey,I hope you see this tweet,ju...positive
23[0.010531553998589516, -0.041734274476766586, ...In addition to masks we re now also banning ha...positive7906In addition to masks we re now also banning ha...0.980952[In addition to masks we re now also banning h...positive
24[-0.0046012867242097855, -0.00663403794169426,...It'll make bump into April bumpier, drawing do...positive2178It'll make bump into April bumpier, drawing do...0.780364[It'll make bump into April bumpier, drawing d...positive
25[0.02057724818587303, 0.02416279725730419, -0....#ScamAlert! There are some awful folks out the...negative3000#ScamAlert! There are some awful folks out the...0.547257[#ScamAlert!, There are some awful folks out ...neutral
26[-0.0029535864014178514, 0.06930557638406754, ...It's April and I'm on #ESA. So how has @GOVUK ...positive8967It's April and I'm on #ESA. So how has @GOVUK ...0.844140[It's April and I'm on #ESA., So how has @GOVU...positive
27[-0.022838125005364418, 0.035331811755895615, ...#THANKYOU times a million to all those on the ...positive8202#THANKYOU times a million to all those on the ...0.984350[#THANKYOU times a million to all those on the...positive
28[0.0058709485456347466, 0.007139457855373621, ...Online shopping doubles down during coronaviru...negative4932Online shopping doubles down during coronaviru...0.517497[Online shopping doubles down during coronavir...neutral
29[0.038493022322654724, -0.04178141430020332, 0...Covid-19 is changing the world as we know it. ...positive525Covid-19 is changing the world as we know it. ...0.994486[Covid-19 is changing the world as we know it....positive
30[0.001453789067454636, 0.005407411605119705, -...The whole supermarket delivery model is broken...negative1389The whole supermarket delivery model is broken...0.505307[The whole supermarket delivery model is broke...neutral
31[0.07007955759763718, 0.02776280976831913, -0....For brands interested in building long term eq...positive146For brands interested in building long term eq...0.887487[For brands interested in building long term e...positive
32[0.014691045507788658, 0.052066899836063385, 0...@masrour_barzani It is worth mentioning your e...positive2989@masrour_barzani It is worth mentioning your e...0.946808[@masrour_barzani It is worth mentioning your ...positive
33[0.02123432233929634, 0.052282460033893585, -0...When you realize health care workers grocery s...positive9206When you realize health care workers grocery s...0.988752[When you realize health care workers grocery ...positive
34[-0.016208922490477562, 0.041428711265325546, ...\"Sales of shelf-stable, fresh, and frozen seaf...positive5297\"Sales of shelf-stable, fresh, and frozen seaf...0.841267[\"Sales of shelf-stable, fresh, and frozen sea...positive
35[0.0038951593451201916, 0.012588057667016983, ...@HolidayInn @ChoiceHotels @OmniHotels all majo...positive7155@HolidayInn @ChoiceHotels @OmniHotels all majo...0.972513[@HolidayInn @ChoiceHotels @OmniHotels all maj...positive
36[0.027244137600064278, 0.058916911482810974, -...Some silver linings during this covid-19 crisi...negative3295Some silver linings during this covid-19 crisi...0.500515[Some silver linings during this covid-19 cris...neutral
37[0.013577781617641449, 0.004573680926114321, 0...Ok people CAN WE STOP BUYING ALL THE HAND SANI...positive1259Ok people CAN WE STOP BUYING ALL THE HAND SANI...0.953883[Ok people CAN WE STOP BUYING ALL THE HAND SAN...positive
38[0.011083973571658134, -0.004668612964451313, ...Your well being is our top priority!\\r\\r\\r\\nWh...positive3510Your well being is our top priority! While oth...0.848192[Your well being is our top priority!, While o...positive
39[0.010227790102362633, 0.03293986618518829, 0....In #France, supermarket chains agree to a one-...positive9662In #France, supermarket chains agree to a one-...0.961013[In #France, supermarket chains agree to a one...positive
40[-0.03131600469350815, 0.054168395698070526, 0...In one week health care workers, truck drivers...positive8688In one week health care workers, truck drivers...0.983875[In one week health care workers, truck driver...positive
41[-0.01420750841498375, 0.031081417575478554, 0...Try your best to support local businesses duri...positive8111Try your best to support local businesses duri...0.963043[Try your best to support local businesses dur...positive
42[0.023995142430067062, -0.014616046100854874, ...Consumer Hero is wishing all businesses and co...positive6005Consumer Hero is wishing all businesses and co...0.903110[Consumer Hero is wishing all businesses and c...positive
43[0.03285776078701019, 0.007155246566981077, -0...The no longer hidden crisis in middle and poor...negative3965The no longer hidden crisis in middle and poor...0.530567[The no longer hidden crisis in middle and poo...neutral
44[0.061222951859235764, 0.04071924835443497, -0...@osaeB @markets Two economic positives from CO...positive561@osaeB @markets Two economic positives from CO...0.764335[@osaeB @markets Two economic positives from C...positive
45[0.027163468301296234, -0.029017480090260506, ...Well the #Coronavirus food panic buying isn’t...negative8352Well the #Coronavirus food panic buying isn’t...0.536124[Well the #Coronavirus food panic buying isn’...neutral
46[0.04085322096943855, 0.04066244512796402, -0....@Complex This is unacceptable! Where’s Peta? ...positive4370@Complex This is unacceptable! Where’s Peta? ...0.983527[@Complex This is unacceptable!, Where’s Peta...positive
47[0.06088094785809517, 0.02243555523455143, -0....STOP THE PANIC BUYING \\r\\r\\r\\nThere is no shor...negative8241STOP THE PANIC BUYING There is no shortage of ...0.538391[STOP THE PANIC BUYING There is no shortage of...neutral
48[-0.05397384986281395, 0.04183822497725487, -0...We often rightly hear about the great work tha...positive5160We often rightly hear about the great work tha...0.989714[We often rightly hear about the great work th...positive
49[-0.009696043096482754, 0.09022427350282669, 0...In these tough and stressful times with 100 s ...negative5159In these tough and stressful times with 100 s ...0.822190[In these tough and stressful times with 100 s...positive
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"],"text/plain":[" sentence_embedding_use ... trained_sentiment\n","0 [-0.07024706155061722, -0.047160204499959946, ... ... positive\n","1 [-0.012395520694553852, -0.020829271525144577,... ... neutral\n","2 [-0.02502020262181759, -0.08026497811079025, 0... ... positive\n","3 [0.06621277332305908, 0.011142794042825699, -0... ... neutral\n","4 [-0.024583933874964714, 0.06747899204492569, 0... ... positive\n","5 [-0.030639173462986946, 0.07562850415706635, -... ... neutral\n","6 [0.020836224779486656, -0.06270623952150345, -... ... neutral\n","7 [0.04782669618725777, -0.0003077308356296271, ... ... neutral\n","8 [-0.04952622205018997, -0.024686245247721672, ... ... positive\n","9 [0.015434695407748222, -0.0009663645178079605,... ... positive\n","10 [0.01979624293744564, -0.006749877706170082, -... ... positive\n","11 [0.06731504201889038, 0.06525817513465881, -0.... ... positive\n","12 [-0.03877340257167816, -0.04483730345964432, -... ... neutral\n","13 [0.012202774174511433, 0.04586584493517876, -0... ... positive\n","14 [0.03157752379775047, -0.03581700101494789, -0... ... neutral\n","15 [0.07137540727853775, 0.004993322305381298, -0... ... positive\n","16 [0.07225924730300903, 0.002497387118637562, 0.... ... neutral\n","17 [0.04617633670568466, 0.03097780980169773, -0.... ... neutral\n","18 [0.02162887528538704, -0.07251725345849991, -0... ... neutral\n","19 [-0.004043699707835913, -0.05827523022890091, ... ... neutral\n","20 [-0.006520306225866079, 0.04672585800290108, -... ... positive\n","21 [0.09055875241756439, -0.03801679238677025, -0... ... positive\n","22 [0.06983352452516556, 0.045526593923568726, 0.... ... positive\n","23 [0.010531553998589516, -0.041734274476766586, ... ... positive\n","24 [-0.0046012867242097855, -0.00663403794169426,... ... positive\n","25 [0.02057724818587303, 0.02416279725730419, -0.... ... neutral\n","26 [-0.0029535864014178514, 0.06930557638406754, ... ... positive\n","27 [-0.022838125005364418, 0.035331811755895615, ... ... positive\n","28 [0.0058709485456347466, 0.007139457855373621, ... ... neutral\n","29 [0.038493022322654724, -0.04178141430020332, 0... ... positive\n","30 [0.001453789067454636, 0.005407411605119705, -... ... neutral\n","31 [0.07007955759763718, 0.02776280976831913, -0.... ... positive\n","32 [0.014691045507788658, 0.052066899836063385, 0... ... positive\n","33 [0.02123432233929634, 0.052282460033893585, -0... ... positive\n","34 [-0.016208922490477562, 0.041428711265325546, ... ... positive\n","35 [0.0038951593451201916, 0.012588057667016983, ... ... positive\n","36 [0.027244137600064278, 0.058916911482810974, -... ... neutral\n","37 [0.013577781617641449, 0.004573680926114321, 0... ... positive\n","38 [0.011083973571658134, -0.004668612964451313, ... ... positive\n","39 [0.010227790102362633, 0.03293986618518829, 0.... ... positive\n","40 [-0.03131600469350815, 0.054168395698070526, 0... ... positive\n","41 [-0.01420750841498375, 0.031081417575478554, 0... ... positive\n","42 [0.023995142430067062, -0.014616046100854874, ... ... positive\n","43 [0.03285776078701019, 0.007155246566981077, -0... ... neutral\n","44 [0.061222951859235764, 0.04071924835443497, -0... ... positive\n","45 [0.027163468301296234, -0.029017480090260506, ... ... neutral\n","46 [0.04085322096943855, 0.04066244512796402, -0.... ... positive\n","47 [0.06088094785809517, 0.02243555523455143, -0.... ... neutral\n","48 [-0.05397384986281395, 0.04183822497725487, -0... ... positive\n","49 [-0.009696043096482754, 0.09022427350282669, 0... ... positive\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620189100230,"user_tz":-120,"elapsed":244540,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"04526125-5b61-4628-e7a4-9778daa6da8f"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620199760733,"user_tz":-120,"elapsed":6530,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bb105ac7-fef2-4e67-d5ae-c48d6dd7107c"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(120) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.89 0.86 0.87 3982\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.90 0.85 0.87 4018\n","\n"," accuracy 0.85 8000\n"," macro avg 0.60 0.57 0.58 8000\n","weighted avg 0.90 0.85 0.87 8000\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620200260263,"user_tz":-120,"elapsed":491614,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"eff0c644-2484-4180-8c2d-0295eca4d1c5"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.88 0.81 0.85 1018\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.86 0.85 0.85 982\n","\n"," accuracy 0.83 2000\n"," macro avg 0.58 0.55 0.57 2000\n","weighted avg 0.87 0.83 0.85 2000\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620200475138,"user_tz":-120,"elapsed":705445,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0223e739-965d-4882-cf48-ebc6d1fd45d4"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620200488257,"user_tz":-120,"elapsed":716709,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4347e200-966d-415b-d719-090e2e2efcd7"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Everything is under control !')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textsentimentorigin_indexdocumentsentiment_confidencesentence_embedding_from_disksentence
0Everything is under control ![negative]8589934592Everything is under control ![0.7562715][[0.3778035342693329, 0.29955393075942993, 0.1...[Everything is under control !]
\n","
"],"text/plain":[" text ... sentence\n","0 Everything is under control ! ... [Everything is under control !]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620200488259,"user_tz":-120,"elapsed":715702,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a1f2e70d-ac08-428c-9e05-0c83c78f2db6"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@551e1ab0) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@551e1ab0\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-S888rwObpEs"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_finanical_news.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_finanical_news.ipynb deleted file mode 100644 index 7385af06..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_finanical_news.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_finanical_news.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_finanical_news.ipynb)\n","\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class Finance News sentiment classifier training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191453470,"user_tz":-120,"elapsed":108117,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"128e625c-21cf-4c76-969d-d58ba57f0b9f"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:09:06-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 05:09:06 (1.82 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 64kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 50.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Finanical News Sentiment dataset \n","https://www.kaggle.com/ankurzing/sentiment-analysis-for-financial-news\n","\n","This dataset contains the sentiments for financial news headlines from the perspective of a retail investor. Further details about the dataset can be found in: Malo, P., Sinha, A., Takala, P., Korhonen, P. and Wallenius, J. (2014): “Good debt or bad debt: Detecting semantic orientations in economic texts.” Journal of the American Society for Information Science and Technology."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620191454511,"user_tz":-120,"elapsed":109150,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6b206aaa-ecb1-43a7-8d4a-1eae242989d4"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/all-data.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:10:53-- http://ckl-it.de/wp-content/uploads/2021/01/all-data.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 704799 (688K) [text/csv]\n","Saving to: ‘all-data.csv’\n","\n","all-data.csv 100%[===================>] 688.28K 1.22MB/s in 0.5s \n","\n","2021-05-05 05:10:54 (1.22 MB/s) - ‘all-data.csv’ saved [704799/704799]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620191455016,"user_tz":-120,"elapsed":109649,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a2eb3af1-eb9a-413f-ffb8-eedd69c82cd6"},"source":["import pandas as pd\n","train_path = '/content/all-data.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","columns=['text','y']\n","train_df = train_df[columns]\n","train_df = train_df[~train_df[\"y\"].isin([\"neutral\"])]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
951Finnish software developer Basware Oyj said on...positive
829Comptel , a vendor of dynamic Operations Suppo...positive
760Espoon kaupunki awarded contracts for personal...positive
770Net cash flow from operations is expected to r...positive
811The shopping center to be opened in St. Peters...positive
.........
12Finnish Talentum reports its operating profit ...positive
981The financial impact is estimated to be an ann...positive
4773`` I am extremely delighted with this project ...positive
4080Cost cutting measures , which have produced ar...positive
1944Paper maker Stora Enso Oyj said Friday it has ...positive
\n","

1573 rows × 2 columns

\n","
"],"text/plain":[" text y\n","951 Finnish software developer Basware Oyj said on... positive\n","829 Comptel , a vendor of dynamic Operations Suppo... positive\n","760 Espoon kaupunki awarded contracts for personal... positive\n","770 Net cash flow from operations is expected to r... positive\n","811 The shopping center to be opened in St. Peters... positive\n","... ... ...\n","12 Finnish Talentum reports its operating profit ... positive\n","981 The financial impact is estimated to be an ann... positive\n","4773 `` I am extremely delighted with this project ... positive\n","4080 Cost cutting measures , which have produced ar... positive\n","1944 Paper maker Stora Enso Oyj said Friday it has ... positive\n","\n","[1573 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620191586887,"user_tz":-120,"elapsed":241515,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"da31ed6e-519a-420d-9bdd-3dd95b8d0c78"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 14\n"," positive 0.72 1.00 0.84 36\n","\n"," accuracy 0.72 50\n"," macro avg 0.36 0.50 0.42 50\n","weighted avg 0.52 0.72 0.60 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidenceytextdocumenttrained_sentimentsentencesentence_embedding_use
09510.985986positiveFinnish software developer Basware Oyj said on...Finnish software developer Basware Oyj said on...positive[Finnish software developer Basware Oyj said o...[0.015306072309613228, -0.002737046219408512, ...
18290.989200positiveComptel , a vendor of dynamic Operations Suppo...Comptel , a vendor of dynamic Operations Suppo...positive[Comptel , a vendor of dynamic Operations Supp...[0.04115989804267883, -0.013678845949470997, -...
27600.968155positiveEspoon kaupunki awarded contracts for personal...Espoon kaupunki awarded contracts for personal...positive[Espoon kaupunki awarded contracts for persona...[0.050158627331256866, 0.011978656984865665, 0...
37700.983851positiveNet cash flow from operations is expected to r...Net cash flow from operations is expected to r...positive[Net cash flow from operations is expected to ...[0.06134718284010887, 0.020957626402378082, -0...
48110.974798positiveThe shopping center to be opened in St. Peters...The shopping center to be opened in St. Peters...positive[The shopping center to be opened in St. Peter...[0.030753908678889275, -0.009971680119633675, ...
544420.965111negativeCash flow from operations in January-December ...Cash flow from operations in January-December ...positive[Cash flow from operations in January-December...[0.05352102592587471, 0.06253479421138763, -0....
6250.984061positiveNordea Group 's operating profit increased in ...Nordea Group 's operating profit increased in ...positive[Nordea Group 's operating profit increased in...[0.0497022308409214, 0.023793146014213562, -0....
73780.989835positiveThe Finnish supplier of BSS-OSS and VAS for te...The Finnish supplier of BSS-OSS and VAS for te...positive[The Finnish supplier of BSS-OSS and VAS for t...[0.03325969725847244, -0.004926654975861311, -...
840960.973341positiveFollowing the transaction , Lundbeck has world...Following the transaction , Lundbeck has world...positive[Following the transaction , Lundbeck has worl...[0.07471615076065063, -0.04718644917011261, -0...
91690.981174positiveBoth operating profit and net sales for the th...Both operating profit and net sales for the th...positive[Both operating profit and net sales for the t...[0.03235051780939102, 0.03737620636820793, -0....
101450.985590positiveFinnish Okmetic that manufactures and processe...Finnish Okmetic that manufactures and processe...positive[Finnish Okmetic that manufactures and process...[0.05688846856355667, -0.01949388161301613, -0...
119410.966510positiveCargotec Germany GmbH has been awarded a contr...Cargotec Germany GmbH has been awarded a contr...positive[Cargotec Germany GmbH has been awarded a cont...[0.041768044233322144, -0.019827384501695633, ...
127000.984256positiveFor the current year , Raute expects its net s...For the current year , Raute expects its net s...positive[For the current year , Raute expects its net ...[0.07800783962011337, 0.009446296840906143, -0...
1344170.973687negativeOperating profit , excluding non-recurring ite...Operating profit , excluding non-recurring ite...positive[Operating profit , excluding non-recurring it...[0.038493648171424866, 0.03324933722615242, -0...
1440320.970608negativeOperating loss of the Pulp & Paper Machinery u...Operating loss of the Pulp & Paper Machinery u...positive[Operating loss of the Pulp & Paper Machinery ...[0.03237569332122803, 0.05145535245537758, -0....
153700.977541positiveThe airline has ordered nine Airbus A350-900 a...The airline has ordered nine Airbus A350-900 a...positive[The airline has ordered nine Airbus A350-900 ...[0.011570269241929054, 0.03636825457215309, -0...
1620030.981171positiveAirbus has 100 firm orders for the A350 and 89...Airbus has 100 firm orders for the A350 and 89...positive[Airbus has 100 firm orders for the A350 and 8...[0.038183026015758514, 0.03844863548874855, -0...
176100.973718positiveIn addition , Cramo and Peab have signed exclu...In addition , Cramo and Peab have signed exclu...positive[In addition , Cramo and Peab have signed excl...[0.0708921030163765, -0.003263903083279729, -0...
181070.974965positiveIn the fourth quarter of 2008 , net sales incr...In the fourth quarter of 2008 , net sales incr...positive[In the fourth quarter of 2008 , net sales inc...[0.05488097295165062, 0.057823579758405685, -0...
1916010.981420positiveTekla will implement the renewal in software v...Tekla will implement the renewal in software v...positive[Tekla will implement the renewal in software ...[0.007560136262327433, -0.07031573355197906, -...
2044600.977390positiveTechnical indicators for the stock are bullish...Technical indicators for the stock are bullish...positive[Technical indicators for the stock are bullis...[0.02970636636018753, -0.03946929797530174, -0...
2148420.978522negativeOperating profit fell to EUR 35.4 mn from EUR ...Operating profit fell to EUR 35.4 mn from EUR ...positive[Operating profit fell to EUR 35.4 mn from EUR...[0.04256516322493553, 0.04907069727778435, -0....
2218630.988105positiveThe Basware Connectivity services allow compan...The Basware Connectivity services allow compan...positive[The Basware Connectivity services allow compa...[0.029763543978333473, 0.010379478335380554, 0...
236480.982175positiveIn the first nine months of 2010 , the company...In the first nine months of 2010 , the company...positive[In the first nine months of 2010 , the compan...[0.01850833371281624, 0.04868901148438454, -0....
2439940.952864negativeReturn on investment ROI was 4.1 % compared to...Return on investment ROI was 4.1 % compared to...positive[Return on investment ROI was 4.1 % compared t...[0.0815257877111435, 0.05799625441431999, -0.0...
2546430.965377negativeRevenue for the quarter totaled 27.4 billion ,...Revenue for the quarter totaled 27.4 billion ,...positive[Revenue for the quarter totaled 27.4 billion ...[0.02374003455042839, 0.031523674726486206, -0...
26450.989241positiveThe agreement strengthens our long-term partne...The agreement strengthens our long-term partne...positive[The agreement strengthens our long-term partn...[0.06433788686990738, 0.027824176475405693, -0...
272760.976970positiveRuukki has signed a contract to deliver and in...Ruukki has signed a contract to deliver and in...positive[Ruukki has signed a contract to deliver and i...[0.07258088141679764, 0.018949447199702263, -0...
2843590.957311negativeThe total number of filling stations has been ...The total number of filling stations has been ...positive[The total number of filling stations has been...[-0.08472520112991333, 0.025925278663635254, -...
291310.961769positiveThe major breweries increased their domestic b...The major breweries increased their domestic b...positive[The major breweries increased their domestic ...[-0.006784140598028898, -0.0337284579873085, -...
303020.983410positiveThe transactions would increase earnings per s...The transactions would increase earnings per s...positive[The transactions would increase earnings per ...[0.03781255707144737, -0.05154890567064285, -0...
314200.951963negativeCompared with the FTSE 100 index , which rose ...Compared with the FTSE 100 index , which rose ...positive[Compared with the FTSE 100 index , which rose...[0.033254701644182205, 0.03514326363801956, -0...
3244100.957335negativeNordic banks have already had to write off siz...Nordic banks have already had to write off siz...positive[Nordic banks have already had to write off si...[0.059580087661743164, 0.029068391770124435, -...
3312130.955761positiveEmployees are also better prepared to answer c...Employees are also better prepared to answer c...positive[Employees are also better prepared to answer ...[-0.06203755363821983, 0.001560033531859517, -...
345940.975450positiveThe company recorded revenues of E658 .1 milli...The company recorded revenues of E658 .1 milli...positive[The company recorded revenues of E658 .1 mill...[-0.00406982097774744, 0.07419776916503906, -0...
357810.981393positiveThanksto improvements in demand and the adjust...Thanksto improvements in demand and the adjust...positive[Thanksto improvements in demand and the adjus...[0.06293173134326935, 0.018011141568422318, -0...
366460.971967positiveFor the first nine months of 2010 , Talvivaara...For the first nine months of 2010 , Talvivaara...positive[For the first nine months of 2010 , Talvivaar...[0.05364197865128517, 0.025862835347652435, -0...
37860.985699positiveThe acquisition will considerably increase Kem...The acquisition will considerably increase Kem...positive[The acquisition will considerably increase Ke...[0.07686954736709595, 0.008272827602922916, -0...
384080.983062positiveTo our members and partners , the use of IT wi...To our members and partners , the use of IT wi...positive[To our members and partners , the use of IT w...[0.03138357028365135, -0.008651087991893291, -...
3947360.933318negativeIn food trade , sales amounted to EUR320 .1 m ...In food trade , sales amounted to EUR320 .1 m ...positive[In food trade , sales amounted to EUR320 .1 m...[0.06947962194681168, 0.015812069177627563, -0...
40170.988272positiveIncap Contract Manufacturing Services Pvt Ltd ...Incap Contract Manufacturing Services Pvt Ltd ...positive[Incap Contract Manufacturing Services Pvt Ltd...[0.05365738272666931, -0.055247869342565536, -...
417410.980143positive` Our strategic cooperation with Rentakran bri...` Our strategic cooperation with Rentakran bri...positive[` Our strategic cooperation with Rentakran br...[0.020993076264858246, 0.004286216571927071, -...
421940.988024positiveFinnish messaging solutions developer Tecnomen...Finnish messaging solutions developer Tecnomen...positive[Finnish messaging solutions developer Tecnome...[-0.00443086214363575, -0.01589011400938034, -...
431840.954769positiveEBIT margin was up from 1.4 % to 5.1 % .EBIT margin was up from 1.4 % to 5.1 % .positive[EBIT margin was up from 1.4 % to 5.1 % .][0.04300238937139511, -0.08182621747255325, -0...
446620.981895positiveAccording to Sepp+Ænen , the new technology UM...According to Sepp+Ænen , the new technology UM...positive[According to Sepp+Ænen , the new technology U...[0.060580458492040634, 0.02758965454995632, -0...
4546570.985490negativeFinnish Scanfil , a systems supplier and contr...Finnish Scanfil , a systems supplier and contr...positive[Finnish Scanfil , a systems supplier and cont...[0.056254126131534576, 0.05756135284900665, -0...
4643970.970407negativeFrost sold shares for $ 19 million at $ 6.06-7...Frost sold shares for $ 19 million at $ 6.06-7...positive[Frost sold shares for $ 19 million at $ 6.06-...[0.07948038727045059, 0.01797480694949627, -0....
4742830.876012negativeThis is bad news for the barbeque season .This is bad news for the barbeque season .positive[This is bad news for the barbeque season .][0.033248767256736755, -0.0037416787818074226,...
48440.981696positiveSales increased due to growing market rates an...Sales increased due to growing market rates an...positive[Sales increased due to growing market rates a...[0.047733016312122345, 0.010620158165693283, 0...
4940360.971800negativeOperating loss totalled EUR 3.2 mn , compared ...Operating loss totalled EUR 3.2 mn , compared ...positive[Operating loss totalled EUR 3.2 mn , compared...[0.056506961584091187, 0.03850569948554039, -0...
\n","
"],"text/plain":[" origin_index ... sentence_embedding_use\n","0 951 ... [0.015306072309613228, -0.002737046219408512, ...\n","1 829 ... [0.04115989804267883, -0.013678845949470997, -...\n","2 760 ... [0.050158627331256866, 0.011978656984865665, 0...\n","3 770 ... [0.06134718284010887, 0.020957626402378082, -0...\n","4 811 ... [0.030753908678889275, -0.009971680119633675, ...\n","5 4442 ... [0.05352102592587471, 0.06253479421138763, -0....\n","6 25 ... [0.0497022308409214, 0.023793146014213562, -0....\n","7 378 ... [0.03325969725847244, -0.004926654975861311, -...\n","8 4096 ... [0.07471615076065063, -0.04718644917011261, -0...\n","9 169 ... [0.03235051780939102, 0.03737620636820793, -0....\n","10 145 ... [0.05688846856355667, -0.01949388161301613, -0...\n","11 941 ... [0.041768044233322144, -0.019827384501695633, ...\n","12 700 ... [0.07800783962011337, 0.009446296840906143, -0...\n","13 4417 ... [0.038493648171424866, 0.03324933722615242, -0...\n","14 4032 ... [0.03237569332122803, 0.05145535245537758, -0....\n","15 370 ... [0.011570269241929054, 0.03636825457215309, -0...\n","16 2003 ... [0.038183026015758514, 0.03844863548874855, -0...\n","17 610 ... [0.0708921030163765, -0.003263903083279729, -0...\n","18 107 ... [0.05488097295165062, 0.057823579758405685, -0...\n","19 1601 ... [0.007560136262327433, -0.07031573355197906, -...\n","20 4460 ... [0.02970636636018753, -0.03946929797530174, -0...\n","21 4842 ... [0.04256516322493553, 0.04907069727778435, -0....\n","22 1863 ... [0.029763543978333473, 0.010379478335380554, 0...\n","23 648 ... [0.01850833371281624, 0.04868901148438454, -0....\n","24 3994 ... [0.0815257877111435, 0.05799625441431999, -0.0...\n","25 4643 ... [0.02374003455042839, 0.031523674726486206, -0...\n","26 45 ... [0.06433788686990738, 0.027824176475405693, -0...\n","27 276 ... [0.07258088141679764, 0.018949447199702263, -0...\n","28 4359 ... [-0.08472520112991333, 0.025925278663635254, -...\n","29 131 ... [-0.006784140598028898, -0.0337284579873085, -...\n","30 302 ... [0.03781255707144737, -0.05154890567064285, -0...\n","31 420 ... [0.033254701644182205, 0.03514326363801956, -0...\n","32 4410 ... [0.059580087661743164, 0.029068391770124435, -...\n","33 1213 ... [-0.06203755363821983, 0.001560033531859517, -...\n","34 594 ... [-0.00406982097774744, 0.07419776916503906, -0...\n","35 781 ... [0.06293173134326935, 0.018011141568422318, -0...\n","36 646 ... [0.05364197865128517, 0.025862835347652435, -0...\n","37 86 ... [0.07686954736709595, 0.008272827602922916, -0...\n","38 408 ... [0.03138357028365135, -0.008651087991893291, -...\n","39 4736 ... [0.06947962194681168, 0.015812069177627563, -0...\n","40 17 ... [0.05365738272666931, -0.055247869342565536, -...\n","41 741 ... [0.020993076264858246, 0.004286216571927071, -...\n","42 194 ... [-0.00443086214363575, -0.01589011400938034, -...\n","43 184 ... [0.04300238937139511, -0.08182621747255325, -0...\n","44 662 ... [0.060580458492040634, 0.02758965454995632, -0...\n","45 4657 ... [0.056254126131534576, 0.05756135284900665, -0...\n","46 4397 ... [0.07948038727045059, 0.01797480694949627, -0....\n","47 4283 ... [0.033248767256736755, -0.0037416787818074226,...\n","48 44 ... [0.047733016312122345, 0.010620158165693283, 0...\n","49 4036 ... [0.056506961584091187, 0.03850569948554039, -0...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620191587668,"user_tz":-120,"elapsed":242291,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"06353129-c349-4f77-dfcf-efda0464c20e"},"source":["fitted_pipe.predict('According to the most recent update there has been a major decrese in the rate of oil')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencedocumenttrained_sentimentsentencesentence_embedding_use
000.94103According to the most recent update there has ...positive[According to the most recent update there has...[0.009911456145346165, 0.04162858799099922, -0...
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"],"text/plain":[" origin_index ... sentence_embedding_use\n","0 0 ... [0.009911456145346165, 0.04162858799099922, -0...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620191587670,"user_tz":-120,"elapsed":242288,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"75f6cff2-4c64-4eb3-a5a3-cf4d142940c8"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3933547a) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3933547a\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":759},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620191593284,"user_tz":-120,"elapsed":247897,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"eea9eda8-11d0-4568-c277-46105770062f"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:100])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 31\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.86 0.99 0.92 69\n","\n"," accuracy 0.68 100\n"," macro avg 0.29 0.33 0.31 100\n","weighted avg 0.59 0.68 0.63 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidenceytextdocumenttrained_sentimentsentencesentence_embedding_use
09510.999660positiveFinnish software developer Basware Oyj said on...Finnish software developer Basware Oyj said on...positive[Finnish software developer Basware Oyj said o...[0.015306072309613228, -0.002737046219408512, ...
18290.999917positiveComptel , a vendor of dynamic Operations Suppo...Comptel , a vendor of dynamic Operations Suppo...positive[Comptel , a vendor of dynamic Operations Supp...[0.04115989804267883, -0.013678845949470997, -...
27600.997053positiveEspoon kaupunki awarded contracts for personal...Espoon kaupunki awarded contracts for personal...positive[Espoon kaupunki awarded contracts for persona...[0.050158627331256866, 0.011978656984865665, 0...
37700.958511positiveNet cash flow from operations is expected to r...Net cash flow from operations is expected to r...positive[Net cash flow from operations is expected to ...[0.06134718284010887, 0.020957626402378082, -0...
48110.978840positiveThe shopping center to be opened in St. Peters...The shopping center to be opened in St. Peters...positive[The shopping center to be opened in St. Peter...[0.030753908678889275, -0.009971680119633675, ...
...........................
956890.897502positiveFinnish Sampo Bank , of Danish Danske Bank gro...Finnish Sampo Bank , of Danish Danske Bank gro...positive[Finnish Sampo Bank , of Danish Danske Bank gr...[0.06391362845897675, 0.028690673410892487, -0...
9619980.979267positiveTalentum expects that the net sales of its cor...Talentum expects that the net sales of its cor...positive[Talentum expects that the net sales of its co...[0.07739534974098206, 0.037561606615781784, -0...
9744580.997499positiveefficiency improvement measures 20 January 201...efficiency improvement measures 20 January 201...positive[efficiency improvement measures 20 January 20...[0.056025125086307526, 0.054798685014247894, -...
9844150.518980negativeOperating profit , excluding non-recurring ite...Operating profit , excluding non-recurring ite...neutral[Operating profit , excluding non-recurring it...[0.031145866960287094, 0.051556773483753204, -...
9947520.516453negativeOperating profit totaled EUR 9.4 mn , down fro...Operating profit totaled EUR 9.4 mn , down fro...neutral[Operating profit totaled EUR 9.4 mn , down fr...[0.04533316195011139, 0.06103566288948059, -0....
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" origin_index ... sentence_embedding_use\n","0 951 ... [0.015306072309613228, -0.002737046219408512, ...\n","1 829 ... [0.04115989804267883, -0.013678845949470997, -...\n","2 760 ... [0.050158627331256866, 0.011978656984865665, 0...\n","3 770 ... [0.06134718284010887, 0.020957626402378082, -0...\n","4 811 ... [0.030753908678889275, -0.009971680119633675, ...\n",".. ... ... ...\n","95 689 ... [0.06391362845897675, 0.028690673410892487, -0...\n","96 1998 ... [0.07739534974098206, 0.037561606615781784, -0...\n","97 4458 ... [0.056025125086307526, 0.054798685014247894, -...\n","98 4415 ... [0.031145866960287094, 0.051556773483753204, -...\n","99 4752 ... [0.04533316195011139, 0.06103566288948059, -0....\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["#7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"id":"nxWFzQOhjWC8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191593285,"user_tz":-120,"elapsed":247893,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c9c63c03-471b-4c63-bf5f-4bf1107c521b"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"IKK_Ii_gjJfF","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620192376887,"user_tz":-120,"elapsed":1031491,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3beccb4a-b2c7-437a-8725-753d99011c4e"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(70) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.87 0.84 0.86 488\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.96 0.92 0.94 1085\n","\n"," accuracy 0.90 1573\n"," macro avg 0.61 0.59 0.60 1573\n","weighted avg 0.94 0.90 0.92 1573\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620192438491,"user_tz":-120,"elapsed":1093091,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2ca09f36-0316-41af-9eba-61d6aeaf1f54"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.84 0.76 0.80 116\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.95 0.90 0.93 278\n","\n"," accuracy 0.86 394\n"," macro avg 0.60 0.55 0.57 394\n","weighted avg 0.92 0.86 0.89 394\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620192662123,"user_tz":-120,"elapsed":1316719,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a91b2529-2d79-400d-ce51-107c2afa2195"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":94},"executionInfo":{"status":"ok","timestamp":1620192674556,"user_tz":-120,"elapsed":1329148,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"864c1c25-cebd-4f7b-c5cd-06ff11db537b"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('According to the most recent update there has been a major decrese in the rate of oil')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentimentsentence_embedding_from_disktextsentiment_confidencedocumentsentence
08589934592[negative][[-0.021685948595404625, 0.13073018193244934, ...According to the most recent update there has ...[0.86657214]According to the most recent update there has ...[According to the most recent update there has...
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"],"text/plain":[" origin_index ... sentence\n","0 8589934592 ... [According to the most recent update there has...\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620192674557,"user_tz":-120,"elapsed":1329144,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"53e0a6b8-7742-4428-d203-cfa5c1c499b0"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@dcd6682) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@dcd6682\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_natural_disasters.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_natural_disasters.ipynb deleted file mode 100644 index 3eca1abb..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_natural_disasters.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_natural_disasters.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_natural_disasters.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class Natural Disasters Sentiment Classifer Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","\n","![Screenshot 2021-02-25 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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193265134,"user_tz":-120,"elapsed":142818,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"52bc1bd1-c902-4d24-b470-579f3f4ab6d2"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:38:43-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.108.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 05:38:43 (30.6 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 45.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 19.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 41.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Disaster Sentiment dataset \n","https://www.kaggle.com/vstepanenko/disaster-tweets\n","#Context\n","\n","The file contains over 11,000 tweets associated with disaster keywords like “crash”, “quarantine”, and “bush fires” as well as the location and keyword itself. The data structure was inherited from Disasters on social media\n","\n","The tweets were collected on Jan 14th, 2020.\n","\n","Some of the topics people were tweeting:\n","\n","The eruption of Taal Volcano in Batangas, Philippines\n","Coronavirus\n","Bushfires in Australia\n","Iran downing of the airplane flight PS752\n","Disclaimer: The dataset contains text that may be considered profane, vulgar, or offensive."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620193268178,"user_tz":-120,"elapsed":145852,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d989f5b9-0f5c-4afc-94d4-04eb3f7613a4"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/tweets.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:41:04-- http://ckl-it.de/wp-content/uploads/2021/02/tweets.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1207952 (1.2M) [text/csv]\n","Saving to: ‘tweets.csv’\n","\n","tweets.csv 100%[===================>] 1.15M 654KB/s in 1.8s \n","\n","2021-05-05 05:41:07 (654 KB/s) - ‘tweets.csv’ saved [1207952/1207952]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620193269115,"user_tz":-120,"elapsed":146783,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5f4be6e9-1900-4776-ee93-9ad537c2daf0"},"source":["import pandas as pd\n","train_path = '/content/tweets.csv'\n","\n","train_df = pd.read_csv(train_path,sep=\",\", encoding='latin-1')\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df.dropna()\n","positive = train_df[train_df['y']==(\"positive\")].iloc[:1500]\n","negative = train_df[train_df['y']==(\"negative\")].iloc[:1500]\n","positive = positive.append(negative, ignore_index = True)\n","positive = positive.sample(frac=1).reset_index(drop=True)\n","train_df = positive\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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Unnamed: 0idkeywordlocationtexttargety
23102375.06350.0heat%20waveChandigarh, IndiaBihar District Magistrate Issues Order to Clos...1.0positive
20441607.03937.0destroyedScotland, but like at the topYOU THERE, PACHIRISU PUNK, PREPARE TO BE DESTR...0.0negative
2473809.0272.0annihilatedUSAA devastating and thorough refutation of and N...0.0negative
1369152.03817.0desolateUnited States Air Forcebubby finally gonna help with desolate while i...0.0negative
1880305.04609.0earthquakeChileTemblor: mb 4.5 SOUTHEAST OF EASTER ISLAND: Ma...1.0positive
........................
15312759.0110.0aftershockNYCThe magnitude 5.9 quake in #PuertoRico this mo...1.0positive
903182.03256.0debrisRepublic of the PhilippinesHello everyone. Tito Sotto is wrong. Cloud see...0.0negative
2621287.04008.0destructionRecife, BrasilBear witness to his destruction. West Coast, #...0.0negative
12355131.02863.0curfewVehariKASHMIR STILL UNDER CURFEW 🔒🔗ðÂ...1.0positive
22641300.08294.0quarantinedÜT: 45.246915,-76.163963Chinese woman with mystery virus quarantined i...1.0positive
\n","

2400 rows × 7 columns

\n","
"],"text/plain":[" Unnamed: 0 id ... target y\n","2310 2375.0 6350.0 ... 1.0 positive\n","2044 1607.0 3937.0 ... 0.0 negative\n","2473 809.0 272.0 ... 0.0 negative\n","1369 152.0 3817.0 ... 0.0 negative\n","1880 305.0 4609.0 ... 1.0 positive\n","... ... ... ... ... ...\n","1531 2759.0 110.0 ... 1.0 positive\n","903 182.0 3256.0 ... 0.0 negative\n","2621 287.0 4008.0 ... 0.0 negative\n","1235 5131.0 2863.0 ... 1.0 positive\n","2264 1300.0 8294.0 ... 1.0 positive\n","\n","[2400 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620195355299,"user_tz":-120,"elapsed":13046,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"72a7378b-68c0-42ae-f41c-44d717e82f46"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 1.00 0.20 0.33 25\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.86 0.96 0.91 25\n","\n"," accuracy 0.58 50\n"," macro avg 0.62 0.39 0.41 50\n","weighted avg 0.93 0.58 0.62 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ytrained_sentimenttextsentenceidtargetdocumenttrained_sentiment_confidencekeywordorigin_indexsentence_embedding_useUnnamed: 0location
0positivepositiveBihar District Magistrate Issues Order to Clos...[Bihar District Magistrate Issues Order to Clo...6350.01.0Bihar District Magistrate Issues Order to Clos...0.714817heat%20wave2310[0.01817215047776699, -0.042255766689777374, -...2375.0Chandigarh, India
1negativenegativeYOU THERE, PACHIRISU PUNK, PREPARE TO BE DESTR...[YOU THERE, PACHIRISU PUNK, PREPARE TO BE DEST...3937.00.0YOU THERE, PACHIRISU PUNK, PREPARE TO BE DESTR...0.624722destroyed2044[0.01567729189991951, 0.00028937371098436415, ...1607.0Scotland, but like at the top
2negativeneutralA devastating and thorough refutation of and N...[A devastating and thorough refutation of and ...272.00.0A devastating and thorough refutation of and N...0.516126annihilated2473[0.030531354248523712, 0.018328234553337097, -...809.0USA
3negativenegativebubby finally gonna help with desolate while i...[bubby finally gonna help with desolate while ...3817.00.0bubby finally gonna help with desolate while i...0.635754desolate1369[-0.010298581793904305, -0.023482605814933777,...152.0United States Air Force
4positivepositiveTemblor: mb 4.5 SOUTHEAST OF EASTER ISLAND: Ma...[Temblor: mb 4.5 SOUTHEAST OF EASTER ISLAND:, ...4609.01.0Temblor: mb 4.5 SOUTHEAST OF EASTER ISLAND: Ma...0.688311earthquake1880[-0.07005153596401215, -0.042087431997060776, ...305.0Chile
5positivepositiveHuman body parts have been found in a bag on a...[Human body parts have been found in a bag on ...1333.01.0Human body parts have been found in a bag on a...0.672013body%20bag936[-0.01760876551270485, -0.07565091550350189, -...1765.0Dublin, Ireland
6negativeneutralJFC!!! Racist comment ! I guess all \"lazy\" may...[JFC!!!, Racist comment !, I guess all \"lazy\" ...1709.00.0JFC!!! Racist comment ! I guess all \"lazy\" may...0.577475buildings%20burning2032[0.023510590195655823, 0.002154689282178879, -...2141.0Southern OBX
7positivepositive14/17:27 EST Severe Thunderstorm Warning for p...[14/17:27 EST Severe Thunderstorm Warning for ...10191.01.014/17:27 EST Severe Thunderstorm Warning for p...0.727776thunderstorm647[-0.0552973710000515, 0.024097146466374397, -0...5108.0Queensland, Australia
8negativepositiveRoadworks are co-ordinated and approved by a g...[Roadworks are co-ordinated and approved by a ...4845.00.0Roadworks are co-ordinated and approved by a g...0.669093emergency%20services1081[-0.05318903550505638, 0.018101226538419724, -...2228.0Edinburgh
9positivepositiveIran Protests: 1,500 killed 5,000 Injured 7,00...[Iran Protests: 1,500 killed 5,000 Injured 7,0...6776.01.0Iran Protests: 1,500 killed 5,000 Injured 7,00...0.727720injured1759[0.03859921544790268, -0.010697060264647007, -...4651.0Ohio River Valley
10negativepositiveKwara State Governor, Mallam purchased Truck f...[Kwara State Governor, Mallam purchased Truck ...5632.00.0Kwara State Governor, Mallam purchased Truck f...0.653245fire%20truck1551[-0.013514711521565914, -0.004037567414343357,...2225.0Ilorin, Nigeria
11negativeneutralI’m wondering if framing these pictures t...[I’m wondering if framing these pictures ...5718.00.0I’m wondering if framing these pictures t...0.545631flattened237[0.03829433023929596, -0.08540338277816772, -0...2171.0ZellRepublik🌍
12negativeneutralTransparency makes everything better: individu...[Transparency makes everything better: individ...5503.00.0Transparency makes everything better: individu...0.597684fear593[0.0025042055640369654, 0.027974789962172508, ...1037.0North East England
13positiveneutralIf I didn't need my Crutch I would seriously w...[If I didn't need my Crutch I would seriously ...1280.01.0If I didn't need my Crutch I would seriously w...0.583970bloody914[0.043823741376399994, 0.057542573660612106, -...819.0Guildford
14negativepositiveImagine you get a phone call from the Israeli ...[Imagine you get a phone call from the Israeli...1552.00.0Imagine you get a phone call from the Israeli ...0.644661bombed596[-0.02263369970023632, -0.04711006581783295, -...2227.0Uganda, Nigeria
15negativepositive[Breaking] Nirbhaya Rape: Supreme Court dismis...[[Breaking] Nirbhaya Rape: Supreme Court dismi...3127.00.0[Breaking] Nirbhaya Rape: Supreme Court dismis...0.660057death2715[-0.014349669218063354, -0.07226337492465973, ...812.0India
16positivepositivethis storm is quite violent oh lord imagine ir...[this storm is quite violent oh lord imagine i...10739.01.0this storm is quite violent oh lord imagine ir...0.662823violent%20storm1010[-0.02750890888273716, 0.021164197474718094, -...5069.0ireland , 20
17negativeneutralYeah France is doing fantastic with all the mi...[Yeah France is doing fantastic with all the m...2347.00.0Yeah France is doing fantastic with all the mi...0.536393collapse2853[0.027280263602733612, 0.015566764399409294, -...399.0South Africa
18negativeneutralHe seems to be crumbling more rapidly now. The...[He seems to be crumbling more rapidly now., ...3350.00.0He seems to be crumbling more rapidly now. The...0.568037deluge1481[0.11189540475606918, -0.009536723606288433, 0...375.0Midwest Red State
19negativeneutral#coup 9/11 vs Cal Fires So is this an attack o...[#coup 9/11 vs Cal Fires So is this an attack ...1779.00.0#coup 9/11 vs Cal Fires So is this an attack o...0.583260buildings%20on%20fire429[-0.015312806703150272, 0.030779404565691948, ...2388.0OnFreedomRoad.com
20positivepositive6 months of videos of protesters smashing, bur...[6 months of videos of protesters smashing, bu...3599.01.06 months of videos of protesters smashing, bur...0.709840derail427[-0.02566157653927803, 0.009822700172662735, -...2900.0hk island, govt held, not K&NT
21positivepositiveMexican Border City on High Alert Over ‘S...[Mexican Border City on High Alert Over ‘...9696.01.0Mexican Border City on High Alert Over ‘S...0.687776suicide%20bomber2907[0.015122084878385067, -0.0711512491106987, -0...5733.0Colorado, USA
22negativeneutralAmazing light show or a battle for your health...[Amazing light show or a battle for your healt...3909.00.0Amazing light show or a battle for your health...0.530186destroy107[0.001234019990079105, -0.06394369900226593, 0...1805.0Brisbane, Queensland
23positivepositiveEmergency services called to a collision on th...[Emergency services called to a collision on t...4877.01.0Emergency services called to a collision on th...0.689470emergency%20services2844[-0.05413218215107918, -0.0021766768768429756,...2548.0United Kingdom
24positivepositiveHEADLINE: \"6.4 earthquake strikes Puerto Rico,...[HEADLINE: \"6.4 earthquake strikes Puerto Rico...9125.01.0HEADLINE: \"6.4 earthquake strikes Puerto Rico,...0.757030seismic1497[0.004592240322381258, -0.03824039548635483, -...6523.0Florida, USA
25negativenegative“You were like a breath of fresh air. ItÃ...[“You were like a breath of fresh air., I...4466.00.0“You were like a breath of fresh air. ItÃ...0.613734drowning1452[-0.03848513588309288, 0.07503059506416321, -0...2700.0Cairo
26negativeneutralThe arsonist turns up with a fire extinguisher...[The arsonist turns up with a fire extinguishe...510.00.0The arsonist turns up with a fire extinguisher...0.532903arsonist2801[-0.001973913051187992, -0.017796456813812256,...761.0NSW. Gumbaynggirr country.
27positivepositiveM7: all lanes have reopened inbound between J5...[M7:, all lanes have reopened inbound between ...2560.01.0M7: all lanes have reopened inbound between J5...0.689800collision1277[-0.04796949401497841, -0.07411075383424759, -...5460.0M50 Dublin
28positivepositiveHi Respected #Friends Hello #TweeterWorld #Nam...[Hi Respected #Friends Hello #TweeterWorld #Na...679.01.0Hi Respected #Friends Hello #TweeterWorld #Nam...0.642852avalanche2212[0.004341206979006529, 0.01691211760044098, 0....6874.0Another World♥️♦️♠ïÂ...
29negativeneutrali wouldn’t even be surprised if they some...[i wouldn’t even be surprised if they som...2284.00.0i wouldn’t even be surprised if they some...0.580780cliff%20fall311[-0.0520143061876297, 0.0450257770717144, -0.0...674.0she/they ⚢
30positivepositive3.5 magnitude earthquake recorded in Bulgan ai...[3.5 magnitude earthquake recorded in Bulgan a...4638.01.03.5 magnitude earthquake recorded in Bulgan ai...0.725532earthquake2961[-0.01304821576923132, -0.023747781291604042, ...6976.0Jigjidjav St, Ulaanbaatar
31positivepositiveTrumps Presidency =2024 Oil spill in Alaska ha...[Trumps Presidency =2024 Oil spill in Alaska h...7931.01.0Trumps Presidency =2024 Oil spill in Alaska ha...0.603689oil%20spill2644[-0.01266513578593731, 0.07648883014917374, -0...1905.0Kelowna, British Columbia
32positivepositiveA fire outbreak has razed down 39 shops, ravag...[A fire outbreak has razed down 39 shops, rava...8394.01.0A fire outbreak has razed down 39 shops, ravag...0.679642razed1982[0.061840321868658066, 0.020564774051308632, -...3117.0Abuja, Nigeria
33negativenegativeWhen technical brains speak to a raging debate...[When technical brains speak to a raging debat...221.00.0When technical brains speak to a raging debate...0.609269ambulance2063[0.02085897885262966, 0.03478141874074936, 0.0...1296.0Ghana
34positivepositiveA wildlife rehab center in South Carolina says...[A wildlife rehab center in South Carolina say...8617.01.0A wildlife rehab center in South Carolina says...0.654906rescuers221[0.05315405875444412, -0.013145094737410545, -...442.0California, USA
35negativeneutralhey you former russian spy electrocute me[hey you former russian spy electrocute me]4657.00.0hey you former russian spy electrocute me0.573599electrocute156[-0.019302884116768837, -0.0029615701641887426...504.0𝚙𝚋&𝚓 𝚑𝚘ð...
36negativeneutralJKP cop Devinder Singh's sordid saga vindicate...[JKP cop Devinder Singh's sordid saga vindicat...3018.00.0JKP cop Devinder Singh's sordid saga vindicate...0.588211danger1676[-0.020209699869155884, -0.05051594600081444, ...1889.0DELHI, KASHMIR
37negativeneutralTime will tell when I fall off a cliff or high...[Time will tell when I fall off a cliff or hig...2277.00.0Time will tell when I fall off a cliff or high...0.521615cliff%20fall505[0.008356968872249126, 0.07969766110181808, 0....1335.0Sydney, Australia
38positivepositiveJUST IN: An earthquake was felt in parts of CA...[JUST IN: An earthquake was felt in parts of C...4622.01.0JUST IN: An earthquake was felt in parts of CA...0.761350earthquake2858[0.03384742885828018, -0.022578943520784378, -...6461.0Pasig City
39negativenegativeThis tweet blew up and this is where people pr...[This tweet blew up and this is where people p...1029.00.0This tweet blew up and this is where people pr...0.602517blew%20up1090[0.056242309510707855, -0.023219745606184006, ...1686.0ENFP / 4w3
40negativeneutralWe thrown him as debris should be out of the h...[We thrown him as debris should be out of the ...3277.00.0We thrown him as debris should be out of the h...0.566319debris1729[0.07086315006017685, -0.04039449617266655, -0...169.0Lahore, Pakistan
41negativeneutral“Key compoNts I appreciate as a transport...[“Key compoNts I appreciate as a transpor...5424.00.0“Key compoNts I appreciate as a transport...0.505895fatalities329[0.06842903792858124, -0.02750425413250923, -0...2833.0California, USA
42positivepositive#childsafety | Local flu death of boy is one o...[#childsafety | Local flu death of boy is one ...3193.01.0#childsafety | Local flu death of boy is one o...0.702334deaths2469[-0.023012271150946617, 0.03902702406048775, -...2076.0Los Angeles, Ca
43positivepositiveA fire outbreak has razed down shops, ravaging...[A fire outbreak has razed down shops, ravagin...8413.01.0A fire outbreak has razed down shops, ravaging...0.718965razed833[0.05622481927275658, 0.0063430992886424065, 0...1372.0Abuja
44positivepositiveDeath toll in Pakistan mosque suicide bombing ...[Death toll in Pakistan mosque suicide bombing...9707.01.0Death toll in Pakistan mosque suicide bombing ...0.765301suicide%20bombing1440[-0.021320270374417305, -0.04400596395134926, ...1737.0Deutschland 🇩🇪
45positivepositivehttps://t.co/CggAt6G2TK Blocked drains, 13th J...[https://t.co/CggAt6G2TK Blocked drains, 13th ...8770.01.0https://t.co/CggAt6G2TK Blocked drains, 13th J...0.664557rubble1282[0.04071395844221115, -0.021260187029838562, -...5288.0Cymru
46negativeneutralUpdate at 18:15 Tuesday to do list - Sleep in ...[Update at 18:15 Tuesday to do list - Sleep in...2268.00.0Update at 18:15 Tuesday to do list - Sleep in ...0.582058cliff%20fall2768[0.04768536612391472, 0.009061871096491814, 0....528.0Plotskiville
47positivepositiveChina sinkhole: Six people killed in Xining as...[China sinkhole: Six people killed in Xining a...3236.01.0China sinkhole: Six people killed in Xining as...0.776652deaths2167[-0.03895467147231102, -0.053079184144735336, ...2861.0Queens, NY
48positivepositiveLawyer who gave aid to anti-CAA protestors ele...[Lawyer who gave aid to anti-CAA protestors el...4727.01.0Lawyer who gave aid to anti-CAA protestors ele...0.691819electrocuted408[-0.016440408304333687, -0.03521612286567688, ...2992.0Bengaluru, India
49positivepositiveA local veterinarian takes care of the horses ...[A local veterinarian takes care of the horses...5121.01.0A local veterinarian takes care of the horses ...0.613162evacuation2140[-0.06955872476100922, 0.06343398988246918, -0...1479.0Republic of the Philippines
\n","
"],"text/plain":[" y ... location\n","0 positive ... Chandigarh, India\n","1 negative ... Scotland, but like at the top\n","2 negative ... USA\n","3 negative ... United States Air Force\n","4 positive ... Chile\n","5 positive ... Dublin, Ireland\n","6 negative ... Southern OBX\n","7 positive ... Queensland, Australia\n","8 negative ... Edinburgh\n","9 positive ... Ohio River Valley\n","10 negative ... Ilorin, Nigeria\n","11 negative ... ZellRepublik🌍\n","12 negative ... North East England\n","13 positive ... Guildford\n","14 negative ... Uganda, Nigeria\n","15 negative ... India\n","16 positive ... ireland , 20\n","17 negative ... South Africa\n","18 negative ... Midwest Red State\n","19 negative ... OnFreedomRoad.com\n","20 positive ... hk island, govt held, not K&NT\n","21 positive ... Colorado, USA\n","22 negative ... Brisbane, Queensland\n","23 positive ... United Kingdom\n","24 positive ... Florida, USA\n","25 negative ... Cairo\n","26 negative ... NSW. Gumbaynggirr country.\n","27 positive ... M50 Dublin\n","28 positive ... Another World♥️♦️♠ïÂ...\n","29 negative ... she/they ⚢\n","30 positive ... Jigjidjav St, Ulaanbaatar\n","31 positive ... Kelowna, British Columbia\n","32 positive ... Abuja, Nigeria\n","33 negative ... Ghana\n","34 positive ... California, USA\n","35 negative ... 𝚙𝚋&𝚓 𝚑𝚘ð...\n","36 negative ... DELHI, KASHMIR\n","37 negative ... Sydney, Australia\n","38 positive ... Pasig City\n","39 negative ... ENFP / 4w3\n","40 negative ... Lahore, Pakistan\n","41 negative ... California, USA\n","42 positive ... Los Angeles, Ca\n","43 positive ... Abuja\n","44 positive ... Deutschland 🇩🇪\n","45 positive ... Cymru\n","46 negative ... Plotskiville\n","47 positive ... Queens, NY\n","48 positive ... Bengaluru, India\n","49 positive ... Republic of the Philippines\n","\n","[50 rows x 13 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620195355927,"user_tz":-120,"elapsed":13003,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"40252d3c-3637-4c1d-e499-da32fb741d2d"},"source":["fitted_pipe.predict(\"All the buildings in the capital were destroyed\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_sentiment_confidenceorigin_indextrained_sentimentsentence_embedding_usesentence
0All the buildings in the capital were destroyed0.6979480positive[0.01043090783059597, 0.06007970869541168, -0....[All the buildings in the capital were destroyed]
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"],"text/plain":[" document ... sentence\n","0 All the buildings in the capital were destroyed ... [All the buildings in the capital were destroyed]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620195355927,"user_tz":-120,"elapsed":12923,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3245d07d-0864-4e67-8b47-44378f110787"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@29bdbc21) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@29bdbc21\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620195360521,"user_tz":-120,"elapsed":17440,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"012313a9-d3a0-4c42-9b27-656e59001a1e"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.96 0.96 0.96 25\n"," neutral 0.00 0.00 0.00 0\n"," positive 1.00 0.96 0.98 25\n","\n"," accuracy 0.96 50\n"," macro avg 0.65 0.64 0.65 50\n","weighted avg 0.98 0.96 0.97 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ytrained_sentimenttextsentenceidtargetdocumenttrained_sentiment_confidencekeywordorigin_indexsentence_embedding_useUnnamed: 0location
0positivepositiveBihar District Magistrate Issues Order to Clos...[Bihar District Magistrate Issues Order to Clo...6350.01.0Bihar District Magistrate Issues Order to Clos...0.970833heat%20wave2310[0.01817215047776699, -0.042255766689777374, -...2375.0Chandigarh, India
1negativenegativeYOU THERE, PACHIRISU PUNK, PREPARE TO BE DESTR...[YOU THERE, PACHIRISU PUNK, PREPARE TO BE DEST...3937.00.0YOU THERE, PACHIRISU PUNK, PREPARE TO BE DESTR...0.982484destroyed2044[0.01567729189991951, 0.00028937371098436415, ...1607.0Scotland, but like at the top
2negativenegativeA devastating and thorough refutation of and N...[A devastating and thorough refutation of and ...272.00.0A devastating and thorough refutation of and N...0.969792annihilated2473[0.030531354248523712, 0.018328234553337097, -...809.0USA
3negativenegativebubby finally gonna help with desolate while i...[bubby finally gonna help with desolate while ...3817.00.0bubby finally gonna help with desolate while i...0.985924desolate1369[-0.010298581793904305, -0.023482605814933777,...152.0United States Air Force
4positivepositiveTemblor: mb 4.5 SOUTHEAST OF EASTER ISLAND: Ma...[Temblor: mb 4.5 SOUTHEAST OF EASTER ISLAND:, ...4609.01.0Temblor: mb 4.5 SOUTHEAST OF EASTER ISLAND: Ma...0.973546earthquake1880[-0.07005153596401215, -0.042087431997060776, ...305.0Chile
5positivepositiveHuman body parts have been found in a bag on a...[Human body parts have been found in a bag on ...1333.01.0Human body parts have been found in a bag on a...0.974148body%20bag936[-0.01760876551270485, -0.07565091550350189, -...1765.0Dublin, Ireland
6negativenegativeJFC!!! Racist comment ! I guess all \"lazy\" may...[JFC!!!, Racist comment !, I guess all \"lazy\" ...1709.00.0JFC!!! Racist comment ! I guess all \"lazy\" may...0.960352buildings%20burning2032[0.023510590195655823, 0.002154689282178879, -...2141.0Southern OBX
7positivepositive14/17:27 EST Severe Thunderstorm Warning for p...[14/17:27 EST Severe Thunderstorm Warning for ...10191.01.014/17:27 EST Severe Thunderstorm Warning for p...0.981230thunderstorm647[-0.0552973710000515, 0.024097146466374397, -0...5108.0Queensland, Australia
8negativenegativeRoadworks are co-ordinated and approved by a g...[Roadworks are co-ordinated and approved by a ...4845.00.0Roadworks are co-ordinated and approved by a g...0.755662emergency%20services1081[-0.05318903550505638, 0.018101226538419724, -...2228.0Edinburgh
9positivepositiveIran Protests: 1,500 killed 5,000 Injured 7,00...[Iran Protests: 1,500 killed 5,000 Injured 7,0...6776.01.0Iran Protests: 1,500 killed 5,000 Injured 7,00...0.982878injured1759[0.03859921544790268, -0.010697060264647007, -...4651.0Ohio River Valley
10negativenegativeKwara State Governor, Mallam purchased Truck f...[Kwara State Governor, Mallam purchased Truck ...5632.00.0Kwara State Governor, Mallam purchased Truck f...0.745413fire%20truck1551[-0.013514711521565914, -0.004037567414343357,...2225.0Ilorin, Nigeria
11negativenegativeI’m wondering if framing these pictures t...[I’m wondering if framing these pictures ...5718.00.0I’m wondering if framing these pictures t...0.951121flattened237[0.03829433023929596, -0.08540338277816772, -0...2171.0ZellRepublik🌍
12negativenegativeTransparency makes everything better: individu...[Transparency makes everything better: individ...5503.00.0Transparency makes everything better: individu...0.979479fear593[0.0025042055640369654, 0.027974789962172508, ...1037.0North East England
13positivenegativeIf I didn't need my Crutch I would seriously w...[If I didn't need my Crutch I would seriously ...1280.01.0If I didn't need my Crutch I would seriously w...0.620800bloody914[0.043823741376399994, 0.057542573660612106, -...819.0Guildford
14negativenegativeImagine you get a phone call from the Israeli ...[Imagine you get a phone call from the Israeli...1552.00.0Imagine you get a phone call from the Israeli ...0.894990bombed596[-0.02263369970023632, -0.04711006581783295, -...2227.0Uganda, Nigeria
15negativeneutral[Breaking] Nirbhaya Rape: Supreme Court dismis...[[Breaking] Nirbhaya Rape: Supreme Court dismi...3127.00.0[Breaking] Nirbhaya Rape: Supreme Court dismis...0.502236death2715[-0.014349669218063354, -0.07226337492465973, ...812.0India
16positivepositivethis storm is quite violent oh lord imagine ir...[this storm is quite violent oh lord imagine i...10739.01.0this storm is quite violent oh lord imagine ir...0.917719violent%20storm1010[-0.02750890888273716, 0.021164197474718094, -...5069.0ireland , 20
17negativenegativeYeah France is doing fantastic with all the mi...[Yeah France is doing fantastic with all the m...2347.00.0Yeah France is doing fantastic with all the mi...0.935926collapse2853[0.027280263602733612, 0.015566764399409294, -...399.0South Africa
18negativenegativeHe seems to be crumbling more rapidly now. The...[He seems to be crumbling more rapidly now., ...3350.00.0He seems to be crumbling more rapidly now. The...0.980057deluge1481[0.11189540475606918, -0.009536723606288433, 0...375.0Midwest Red State
19negativenegative#coup 9/11 vs Cal Fires So is this an attack o...[#coup 9/11 vs Cal Fires So is this an attack ...1779.00.0#coup 9/11 vs Cal Fires So is this an attack o...0.926649buildings%20on%20fire429[-0.015312806703150272, 0.030779404565691948, ...2388.0OnFreedomRoad.com
20positivepositive6 months of videos of protesters smashing, bur...[6 months of videos of protesters smashing, bu...3599.01.06 months of videos of protesters smashing, bur...0.905132derail427[-0.02566157653927803, 0.009822700172662735, -...2900.0hk island, govt held, not K&NT
21positivepositiveMexican Border City on High Alert Over ‘S...[Mexican Border City on High Alert Over ‘...9696.01.0Mexican Border City on High Alert Over ‘S...0.714104suicide%20bomber2907[0.015122084878385067, -0.0711512491106987, -0...5733.0Colorado, USA
22negativenegativeAmazing light show or a battle for your health...[Amazing light show or a battle for your healt...3909.00.0Amazing light show or a battle for your health...0.970722destroy107[0.001234019990079105, -0.06394369900226593, 0...1805.0Brisbane, Queensland
23positivepositiveEmergency services called to a collision on th...[Emergency services called to a collision on t...4877.01.0Emergency services called to a collision on th...0.953050emergency%20services2844[-0.05413218215107918, -0.0021766768768429756,...2548.0United Kingdom
24positivepositiveHEADLINE: \"6.4 earthquake strikes Puerto Rico,...[HEADLINE: \"6.4 earthquake strikes Puerto Rico...9125.01.0HEADLINE: \"6.4 earthquake strikes Puerto Rico,...0.992927seismic1497[0.004592240322381258, -0.03824039548635483, -...6523.0Florida, USA
25negativenegative“You were like a breath of fresh air. ItÃ...[“You were like a breath of fresh air., I...4466.00.0“You were like a breath of fresh air. ItÃ...0.984222drowning1452[-0.03848513588309288, 0.07503059506416321, -0...2700.0Cairo
26negativenegativeThe arsonist turns up with a fire extinguisher...[The arsonist turns up with a fire extinguishe...510.00.0The arsonist turns up with a fire extinguisher...0.971530arsonist2801[-0.001973913051187992, -0.017796456813812256,...761.0NSW. Gumbaynggirr country.
27positivepositiveM7: all lanes have reopened inbound between J5...[M7:, all lanes have reopened inbound between ...2560.01.0M7: all lanes have reopened inbound between J5...0.924938collision1277[-0.04796949401497841, -0.07411075383424759, -...5460.0M50 Dublin
28positivepositiveHi Respected #Friends Hello #TweeterWorld #Nam...[Hi Respected #Friends Hello #TweeterWorld #Na...679.01.0Hi Respected #Friends Hello #TweeterWorld #Nam...0.817334avalanche2212[0.004341206979006529, 0.01691211760044098, 0....6874.0Another World♥️♦️♠ïÂ...
29negativenegativei wouldn’t even be surprised if they some...[i wouldn’t even be surprised if they som...2284.00.0i wouldn’t even be surprised if they some...0.974524cliff%20fall311[-0.0520143061876297, 0.0450257770717144, -0.0...674.0she/they ⚢
30positivepositive3.5 magnitude earthquake recorded in Bulgan ai...[3.5 magnitude earthquake recorded in Bulgan a...4638.01.03.5 magnitude earthquake recorded in Bulgan ai...0.988485earthquake2961[-0.01304821576923132, -0.023747781291604042, ...6976.0Jigjidjav St, Ulaanbaatar
31positivepositiveTrumps Presidency =2024 Oil spill in Alaska ha...[Trumps Presidency =2024 Oil spill in Alaska h...7931.01.0Trumps Presidency =2024 Oil spill in Alaska ha...0.639585oil%20spill2644[-0.01266513578593731, 0.07648883014917374, -0...1905.0Kelowna, British Columbia
32positivepositiveA fire outbreak has razed down 39 shops, ravag...[A fire outbreak has razed down 39 shops, rava...8394.01.0A fire outbreak has razed down 39 shops, ravag...0.933097razed1982[0.061840321868658066, 0.020564774051308632, -...3117.0Abuja, Nigeria
33negativenegativeWhen technical brains speak to a raging debate...[When technical brains speak to a raging debat...221.00.0When technical brains speak to a raging debate...0.985238ambulance2063[0.02085897885262966, 0.03478141874074936, 0.0...1296.0Ghana
34positivepositiveA wildlife rehab center in South Carolina says...[A wildlife rehab center in South Carolina say...8617.01.0A wildlife rehab center in South Carolina says...0.941231rescuers221[0.05315405875444412, -0.013145094737410545, -...442.0California, USA
35negativenegativehey you former russian spy electrocute me[hey you former russian spy electrocute me]4657.00.0hey you former russian spy electrocute me0.983450electrocute156[-0.019302884116768837, -0.0029615701641887426...504.0𝚙𝚋&𝚓 𝚑𝚘ð...
36negativenegativeJKP cop Devinder Singh's sordid saga vindicate...[JKP cop Devinder Singh's sordid saga vindicat...3018.00.0JKP cop Devinder Singh's sordid saga vindicate...0.974994danger1676[-0.020209699869155884, -0.05051594600081444, ...1889.0DELHI, KASHMIR
37negativenegativeTime will tell when I fall off a cliff or high...[Time will tell when I fall off a cliff or hig...2277.00.0Time will tell when I fall off a cliff or high...0.960691cliff%20fall505[0.008356968872249126, 0.07969766110181808, 0....1335.0Sydney, Australia
38positivepositiveJUST IN: An earthquake was felt in parts of CA...[JUST IN: An earthquake was felt in parts of C...4622.01.0JUST IN: An earthquake was felt in parts of CA...0.995373earthquake2858[0.03384742885828018, -0.022578943520784378, -...6461.0Pasig City
39negativenegativeThis tweet blew up and this is where people pr...[This tweet blew up and this is where people p...1029.00.0This tweet blew up and this is where people pr...0.977069blew%20up1090[0.056242309510707855, -0.023219745606184006, ...1686.0ENFP / 4w3
40negativenegativeWe thrown him as debris should be out of the h...[We thrown him as debris should be out of the ...3277.00.0We thrown him as debris should be out of the h...0.972861debris1729[0.07086315006017685, -0.04039449617266655, -0...169.0Lahore, Pakistan
41negativenegative“Key compoNts I appreciate as a transport...[“Key compoNts I appreciate as a transpor...5424.00.0“Key compoNts I appreciate as a transport...0.978197fatalities329[0.06842903792858124, -0.02750425413250923, -0...2833.0California, USA
42positivepositive#childsafety | Local flu death of boy is one o...[#childsafety | Local flu death of boy is one ...3193.01.0#childsafety | Local flu death of boy is one o...0.983754deaths2469[-0.023012271150946617, 0.03902702406048775, -...2076.0Los Angeles, Ca
43positivepositiveA fire outbreak has razed down shops, ravaging...[A fire outbreak has razed down shops, ravagin...8413.01.0A fire outbreak has razed down shops, ravaging...0.979082razed833[0.05622481927275658, 0.0063430992886424065, 0...1372.0Abuja
44positivepositiveDeath toll in Pakistan mosque suicide bombing ...[Death toll in Pakistan mosque suicide bombing...9707.01.0Death toll in Pakistan mosque suicide bombing ...0.991969suicide%20bombing1440[-0.021320270374417305, -0.04400596395134926, ...1737.0Deutschland 🇩🇪
45positivepositivehttps://t.co/CggAt6G2TK Blocked drains, 13th J...[https://t.co/CggAt6G2TK Blocked drains, 13th ...8770.01.0https://t.co/CggAt6G2TK Blocked drains, 13th J...0.875209rubble1282[0.04071395844221115, -0.021260187029838562, -...5288.0Cymru
46negativenegativeUpdate at 18:15 Tuesday to do list - Sleep in ...[Update at 18:15 Tuesday to do list - Sleep in...2268.00.0Update at 18:15 Tuesday to do list - Sleep in ...0.935865cliff%20fall2768[0.04768536612391472, 0.009061871096491814, 0....528.0Plotskiville
47positivepositiveChina sinkhole: Six people killed in Xining as...[China sinkhole: Six people killed in Xining a...3236.01.0China sinkhole: Six people killed in Xining as...0.997117deaths2167[-0.03895467147231102, -0.053079184144735336, ...2861.0Queens, NY
48positivepositiveLawyer who gave aid to anti-CAA protestors ele...[Lawyer who gave aid to anti-CAA protestors el...4727.01.0Lawyer who gave aid to anti-CAA protestors ele...0.802344electrocuted408[-0.016440408304333687, -0.03521612286567688, ...2992.0Bengaluru, India
49positivepositiveA local veterinarian takes care of the horses ...[A local veterinarian takes care of the horses...5121.01.0A local veterinarian takes care of the horses ...0.800290evacuation2140[-0.06955872476100922, 0.06343398988246918, -0...1479.0Republic of the Philippines
\n","
"],"text/plain":[" y ... location\n","0 positive ... Chandigarh, India\n","1 negative ... Scotland, but like at the top\n","2 negative ... USA\n","3 negative ... United States Air Force\n","4 positive ... Chile\n","5 positive ... Dublin, Ireland\n","6 negative ... Southern OBX\n","7 positive ... Queensland, Australia\n","8 negative ... Edinburgh\n","9 positive ... Ohio River Valley\n","10 negative ... Ilorin, Nigeria\n","11 negative ... ZellRepublik🌍\n","12 negative ... North East England\n","13 positive ... Guildford\n","14 negative ... Uganda, Nigeria\n","15 negative ... India\n","16 positive ... ireland , 20\n","17 negative ... South Africa\n","18 negative ... Midwest Red State\n","19 negative ... OnFreedomRoad.com\n","20 positive ... hk island, govt held, not K&NT\n","21 positive ... Colorado, USA\n","22 negative ... Brisbane, Queensland\n","23 positive ... United Kingdom\n","24 positive ... Florida, USA\n","25 negative ... Cairo\n","26 negative ... NSW. Gumbaynggirr country.\n","27 positive ... M50 Dublin\n","28 positive ... Another World♥️♦️♠ïÂ...\n","29 negative ... she/they ⚢\n","30 positive ... Jigjidjav St, Ulaanbaatar\n","31 positive ... Kelowna, British Columbia\n","32 positive ... Abuja, Nigeria\n","33 negative ... Ghana\n","34 positive ... California, USA\n","35 negative ... 𝚙𝚋&𝚓 𝚑𝚘ð...\n","36 negative ... DELHI, KASHMIR\n","37 negative ... Sydney, Australia\n","38 positive ... Pasig City\n","39 negative ... ENFP / 4w3\n","40 negative ... Lahore, Pakistan\n","41 negative ... California, USA\n","42 positive ... Los Angeles, Ca\n","43 positive ... Abuja\n","44 positive ... Deutschland 🇩🇪\n","45 positive ... Cymru\n","46 negative ... Plotskiville\n","47 positive ... Queens, NY\n","48 positive ... Bengaluru, India\n","49 positive ... Republic of the Philippines\n","\n","[50 rows x 13 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620195360523,"user_tz":-120,"elapsed":17367,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a6f5b9b8-5045-4e08-8b35-82c76519b21a"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620197099679,"user_tz":-120,"elapsed":1756488,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3d7b9ee2-2fd2-4d3b-ce7b-124efcd30af1"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(120) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.87 0.82 0.85 1206\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.87 0.84 0.86 1194\n","\n"," accuracy 0.83 2400\n"," macro avg 0.58 0.56 0.57 2400\n","weighted avg 0.87 0.83 0.85 2400\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197219831,"user_tz":-120,"elapsed":1876555,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6725b153-10a5-43cc-fc81-b4e1ad6c235d"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.84 0.82 0.83 294\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.86 0.80 0.83 306\n","\n"," accuracy 0.81 600\n"," macro avg 0.56 0.54 0.55 600\n","weighted avg 0.85 0.81 0.83 600\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620197385034,"user_tz":-120,"elapsed":2041682,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"cd6b37e7-3b61-4489-975b-55303938873c"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":95},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620197397239,"user_tz":-120,"elapsed":2053806,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dd9ecdc5-e223-4474-cc4e-a847f818f556"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('All the buildings in the capital were destroyed')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
textsentimentdocumentorigin_indexsentiment_confidencesentencesentence_embedding_from_disk
0All the buildings in the capital were destroyed[positive]All the buildings in the capital were destroyed8589934592[0.99480504][All the buildings in the capital were destroyed][[-0.393466055393219, 0.33815130591392517, -0....
\n","
"],"text/plain":[" text ... sentence_embedding_from_disk\n","0 All the buildings in the capital were destroyed ... [[-0.393466055393219, 0.33815130591392517, -0....\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620197397239,"user_tz":-120,"elapsed":2051781,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5c3d3b1b-32f4-48f1-c69f-2b7344657eba"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@103a8839) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@103a8839\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"F_mfqyyyKGkV"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_reddit.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_reddit.ipynb deleted file mode 100644 index 0a451b56..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_reddit.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_reddit.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_reddit.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class Reddit comment sentiment classifier training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193274509,"user_tz":-120,"elapsed":122976,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f1d2ff21-6e64-4c99-fcae-ae5d060d0530"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:39:12-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 05:39:12 (39.8 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 64kB/s \n","\u001b[K |████████████████████████████████| 153kB 47.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 17.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 49.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Reddit Sentiment dataset \n","https://www.kaggle.com/cosmos98/twitter-and-reddit-sentimental-analysis-dataset\n","#Context\n","\n","This is was a Dataset Created as a part of the university Project On Sentimental Analysis On Multi-Source Social Media Platforms using PySpark."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620193275331,"user_tz":-120,"elapsed":123790,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b398d517-d3af-4205-83ac-7994eb80fffc"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/Reddit_Data.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:41:14-- http://ckl-it.de/wp-content/uploads/2021/01/Reddit_Data.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 153265 (150K) [text/csv]\n","Saving to: ‘Reddit_Data.csv’\n","\n","Reddit_Data.csv 100%[===================>] 149.67K 402KB/s in 0.4s \n","\n","2021-05-05 05:41:14 (402 KB/s) - ‘Reddit_Data.csv’ saved [153265/153265]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":406},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620193275333,"user_tz":-120,"elapsed":123787,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"34fa4591-c90f-4147-f536-038a9f383019"},"source":["import pandas as pd\n","train_path = '/content/Reddit_Data.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
0its true they had cut the power what douchebag...positive
1fuck giroud better finishing like this monthpositive
2looks shit now but still proud madepositive
3pelor the burning hate the best evil godnegative
4can ask what you with something this powerfulpositive
.........
595bangali desh bechne main sabse aagepositive
596national media channels were gaged not cover t...positive
597been following these threads from the beginni...negative
598pretty sure this sarcasm satire the news 1500...positive
599much would love for namo our next hard imagin...positive
\n","

600 rows × 2 columns

\n","
"],"text/plain":[" text y\n","0 its true they had cut the power what douchebag... positive\n","1 fuck giroud better finishing like this month positive\n","2 looks shit now but still proud made positive\n","3 pelor the burning hate the best evil god negative\n","4 can ask what you with something this powerful positive\n",".. ... ...\n","595 bangali desh bechne main sabse aage positive\n","596 national media channels were gaged not cover t... positive\n","597 been following these threads from the beginni... negative\n","598 pretty sure this sarcasm satire the news 1500... positive\n","599 much would love for namo our next hard imagin... positive\n","\n","[600 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620195831144,"user_tz":-120,"elapsed":11077,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"40e942ab-8923-4f23-acc6-e600cf4e7e16"},"source":["from sklearn.metrics import classification_report\n","import nlu \n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 24\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.72 1.00 0.84 26\n","\n"," accuracy 0.52 50\n"," macro avg 0.24 0.33 0.28 50\n","weighted avg 0.38 0.52 0.44 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indextextysentencesentence_embedding_usetrained_sentimenttrained_sentiment_confidencedocument
00its true they had cut the power what douchebag...positive[its true they had cut the power what doucheba...[0.033111296594142914, 0.053994592279195786, -...positive0.626655its true they had cut the power what douchebag...
11fuck giroud better finishing like this monthpositive[fuck giroud better finishing like this month][0.0678204670548439, 0.01411951333284378, -0.0...positive0.653644fuck giroud better finishing like this month
22looks shit now but still proud madepositive[looks shit now but still proud made][0.03247417137026787, -0.09844466298818588, -0...positive0.660186looks shit now but still proud made
33pelor the burning hate the best evil godnegative[pelor the burning hate the best evil god][0.04032062366604805, 0.07666622847318649, -0....neutral0.578461pelor the burning hate the best evil god
44can ask what you with something this powerfulpositive[can ask what you with something this powerful][0.015518003143370152, -0.05116305500268936, -...positive0.691478can ask what you with something this powerful
55aap’ shazia ilmi from puram constituency lag...negative[aap’ shazia ilmi from puram constituency la...[0.02478150464594364, -0.06508146971464157, -0...positive0.612378aap’ shazia ilmi from puram constituency lag...
66fuck yeahnegative[fuck yeah][0.046024102717638016, -0.02504798397421837, -...neutral0.586349fuck yeah
77honestly really surprised alice ranked that lo...positive[honestly really surprised alice ranked that l...[-0.035716041922569275, -0.04127982258796692, ...positive0.654837honestly really surprised alice ranked that lo...
88didn care about politics before now hatenegative[didn care about politics before now hate][-0.006816443987190723, 0.06221264228224754, -...neutral0.581450didn care about politics before now hate
99hard nips and goosebumpsnegative[hard nips and goosebumps][-0.02919699251651764, -0.030449824407696724, ...neutral0.580563hard nips and goosebumps
1010varadabhai ndtv trying too well dilute bjp tre...negative[varadabhai ndtv trying too well dilute bjp tr...[0.04727796092629433, -0.06792476028203964, -0...positive0.621601varadabhai ndtv trying too well dilute bjp tre...
1111old man has lost his mindpositive[old man has lost his mind][0.039657335728406906, -0.04277808964252472, -...positive0.639790old man has lost his mind
1212why this being downvoted you might ask both mo...negative[why this being downvoted you might ask both m...[0.06581216305494308, -0.06079106032848358, -0...positive0.629655why this being downvoted you might ask both mo...
1313hasnt changed all apolitical before simply do...positive[hasnt changed all apolitical before simply do...[0.03509754315018654, -0.004639611579477787, -...positive0.624468hasnt changed all apolitical before simply don...
1414for one campaign pretty much just snatched the...negative[for one campaign pretty much just snatched th...[0.017386479303240776, 0.0443551279604435, -0....positive0.618989for one campaign pretty much just snatched the...
1515vajpayee managed forge much broader coalition ...positive[vajpayee managed forge much broader coalition...[0.0372871570289135, -0.051079731434583664, -0...positive0.661443vajpayee managed forge much broader coalition ...
1616lol this only proves how desperate they are ge...positive[lol this only proves how desperate they are g...[0.05233633145689964, -0.03147873282432556, 0....positive0.615814lol this only proves how desperate they are ge...
1717dont hate aap but your questions are example ...negative[dont hate aap but your questions are example ...[0.026356501504778862, -0.04044199362397194, -...positive0.614039dont hate aap but your questions are example w...
1818what were the other policies you discussed not...negative[what were the other policies you discussed no...[-0.07521010935306549, 0.008543566800653934, 0...neutral0.581745what were the other policies you discussed not...
1919wow lots favorites this bracket haqua tsukushi...positive[wow lots favorites this bracket haqua tsukush...[-0.069316066801548, -0.015458517707884312, -0...positive0.663116wow lots favorites this bracket haqua tsukushi...
2020sorry know this isn what you asked just ventin...negative[sorry know this isn what you asked just venti...[0.016777774319052696, -0.05478339642286301, -...positive0.618847sorry know this isn what you asked just ventin...
2121coming out strongly against gujarat chief min...positive[coming out strongly against gujarat chief min...[0.06856724619865417, -0.019821861758828163, -...positive0.640057coming out strongly against gujarat chief mini...
2222there one tool bjp can use their manifesto whi...positive[there one tool bjp can use their manifesto wh...[0.057847339659929276, -0.05365725979208946, -...positive0.648467there one tool bjp can use their manifesto whi...
2323jakiro spotted the middle top maybepositive[jakiro spotted the middle top maybe][-0.011690961197018623, -0.024473996832966805,...positive0.678376jakiro spotted the middle top maybe
2424family mormon have never tried explain them t...positive[family mormon have never tried explain them t...[0.03987010195851326, -0.0009543427731841803, ...positive0.678150family mormon have never tried explain them th...
2525with these results would have grudgingly accep...negative[with these results would have grudgingly acce...[0.034668292850255966, -0.05392604321241379, -...positive0.632179with these results would have grudgingly accep...
2626tea partier expresses support for namo after ...negative[tea partier expresses support for namo after ...[0.032365716993808746, -0.056087080389261246, ...neutral0.587468tea partier expresses support for namo after e...
2727politically would stupid move take stand right...negative[politically would stupid move take stand righ...[-0.00040777752292342484, -0.01262842211872339...neutral0.593538politically would stupid move take stand right...
2828wtf whynegative[wtf why][0.025807170197367668, -0.07080958038568497, -...neutral0.584124wtf why
2929have actually seen lot users views change dur...positive[have actually seen lot users views change dur...[-0.009333955124020576, 0.01388698909431696, -...positive0.649225have actually seen lot users views change duri...
3030truth told there not insignificant percentage ...positive[truth told there not insignificant percentage...[0.03927519917488098, -0.05597652122378349, -0...positive0.649703truth told there not insignificant percentage ...
3131was anti bjp and neutral cong became anti bjp ...positive[was anti bjp and neutral cong became anti bjp...[0.03805134445428848, -0.030298737809062004, -...positive0.639704was anti bjp and neutral cong became anti bjp ...
3232most religions have dogmatic orthodox well eso...positive[most religions have dogmatic orthodox well es...[0.03939439728856087, -0.02040349319577217, -0...positive0.684981most religions have dogmatic orthodox well eso...
3333laureatte sen said christian schools are perfe...positive[laureatte sen said christian schools are perf...[0.05267934128642082, 0.05836360529065132, 0.0...positive0.647901laureatte sen said christian schools are perfe...
3434need stop watching the garbage that you watch...positive[need stop watching the garbage that you watch...[-0.012382612563669682, 0.01988200470805168, 0...positive0.653579need stop watching the garbage that you watch ...
3535gandhi mandela hitler mao plato chandragupt ma...negative[gandhi mandela hitler mao plato chandragupt m...[0.027552243322134018, 0.013075066730380058, 0...neutral0.593626gandhi mandela hitler mao plato chandragupt ma...
3636hate aap for the other thread points such the...negative[hate aap for the other thread points such the...[0.014617362059652805, -0.038017578423023224, ...positive0.618540hate aap for the other thread points such the ...
3737absolutely agree with you subsidies the worst ...negative[absolutely agree with you subsidies the worst...[0.0109744006767869, 0.0033110964577645063, -0...positive0.623482absolutely agree with you subsidies the worst ...
3838are you corrupt mind have you benefited throu...negative[are you corrupt mind have you benefited throu...[0.03834373503923416, -0.06521473079919815, -0...neutral0.599771are you corrupt mind have you benefited throug...
3939congress needs bogeyman modi without the bad g...positive[congress needs bogeyman modi without the bad ...[0.03138439729809761, -0.06221967190504074, -0...positive0.649323congress needs bogeyman modi without the bad g...
4040protip don type uppercase text all caps harder...negative[protip don type uppercase text all caps harde...[0.044019922614097595, 0.025341013446450233, 0...neutral0.567544protip don type uppercase text all caps harder...
4141brother trog very wrathful indeed but his wil...positive[brother trog very wrathful indeed but his wil...[-0.024625714868307114, 0.06193268671631813, 0...positive0.654243brother trog very wrathful indeed but his will...
4242start off saying that the craftsmanship this ...positive[start off saying that the craftsmanship this ...[0.05780624598264694, -0.06291750818490982, -0...positive0.707086start off saying that the craftsmanship this p...
4343have made request unban namoarmy hell moron h...negative[have made request unban namoarmy hell moron h...[0.015555822290480137, -0.012748800218105316, ...neutral0.578515have made request unban namoarmy hell moron ho...
4444child modi worked his father’ tea shop and ...negative[child modi worked his father’ tea shop and ...[0.05774841457605362, -0.05956699699163437, -0...positive0.608462child modi worked his father’ tea shop and y...
4545namo tea yuupea horrible rhyme knownegative[namo tea yuupea horrible rhyme know][0.025534288957715034, 0.004176765214651823, -...neutral0.576838namo tea yuupea horrible rhyme know
4646great agility from akpom cut back and bendpositive[great agility from akpom cut back and bend][0.06865684688091278, -0.02164856530725956, -0...positive0.676614great agility from akpom cut back and bend
4747from undecided pro aap they are not perfect bu...positive[from undecided pro aap they are not perfect b...[0.01590304635465145, -0.0683458000421524, -0....positive0.651092from undecided pro aap they are not perfect bu...
4848woah there don insane with pray mean you don w...negative[woah there don insane with pray mean you don ...[0.050547026097774506, -0.01725909113883972, 0...neutral0.573394woah there don insane with pray mean you don w...
4949porngress wont announce their candidate cuz th...positive[porngress wont announce their candidate cuz t...[0.05935536324977875, -0.051609162241220474, -...positive0.662533porngress wont announce their candidate cuz th...
\n","
"],"text/plain":[" origin_index ... document\n","0 0 ... its true they had cut the power what douchebag...\n","1 1 ... fuck giroud better finishing like this month\n","2 2 ... looks shit now but still proud made\n","3 3 ... pelor the burning hate the best evil god\n","4 4 ... can ask what you with something this powerful\n","5 5 ... aap’ shazia ilmi from puram constituency lag...\n","6 6 ... fuck yeah\n","7 7 ... honestly really surprised alice ranked that lo...\n","8 8 ... didn care about politics before now hate\n","9 9 ... hard nips and goosebumps\n","10 10 ... varadabhai ndtv trying too well dilute bjp tre...\n","11 11 ... old man has lost his mind\n","12 12 ... why this being downvoted you might ask both mo...\n","13 13 ... hasnt changed all apolitical before simply don...\n","14 14 ... for one campaign pretty much just snatched the...\n","15 15 ... vajpayee managed forge much broader coalition ...\n","16 16 ... lol this only proves how desperate they are ge...\n","17 17 ... dont hate aap but your questions are example w...\n","18 18 ... what were the other policies you discussed not...\n","19 19 ... wow lots favorites this bracket haqua tsukushi...\n","20 20 ... sorry know this isn what you asked just ventin...\n","21 21 ... coming out strongly against gujarat chief mini...\n","22 22 ... there one tool bjp can use their manifesto whi...\n","23 23 ... jakiro spotted the middle top maybe\n","24 24 ... family mormon have never tried explain them th...\n","25 25 ... with these results would have grudgingly accep...\n","26 26 ... tea partier expresses support for namo after e...\n","27 27 ... politically would stupid move take stand right...\n","28 28 ... wtf why\n","29 29 ... have actually seen lot users views change duri...\n","30 30 ... truth told there not insignificant percentage ...\n","31 31 ... was anti bjp and neutral cong became anti bjp ...\n","32 32 ... most religions have dogmatic orthodox well eso...\n","33 33 ... laureatte sen said christian schools are perfe...\n","34 34 ... need stop watching the garbage that you watch ...\n","35 35 ... gandhi mandela hitler mao plato chandragupt ma...\n","36 36 ... hate aap for the other thread points such the ...\n","37 37 ... absolutely agree with you subsidies the worst ...\n","38 38 ... are you corrupt mind have you benefited throug...\n","39 39 ... congress needs bogeyman modi without the bad g...\n","40 40 ... protip don type uppercase text all caps harder...\n","41 41 ... brother trog very wrathful indeed but his will...\n","42 42 ... start off saying that the craftsmanship this p...\n","43 43 ... have made request unban namoarmy hell moron ho...\n","44 44 ... child modi worked his father’ tea shop and y...\n","45 45 ... namo tea yuupea horrible rhyme know\n","46 46 ... great agility from akpom cut back and bend\n","47 47 ... from undecided pro aap they are not perfect bu...\n","48 48 ... woah there don insane with pray mean you don w...\n","49 49 ... porngress wont announce their candidate cuz th...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620195831996,"user_tz":-120,"elapsed":11264,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"68ed8568-654b-41bc-fa22-0ea363e1fb2d"},"source":["fitted_pipe.predict(\"Indian prime minister was assinated!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentencesentence_embedding_usetrained_sentimenttrained_sentiment_confidencedocument
00[Indian prime minister was assinated!][0.012644989416003227, -0.04661174491047859, -...positive0.6117Indian prime minister was assinated!
\n","
"],"text/plain":[" origin_index ... document\n","0 0 ... Indian prime minister was assinated!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620195831997,"user_tz":-120,"elapsed":11180,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"69dd4215-3f29-4231-9213-0fe956bc520f"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3350ae7a) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3350ae7a\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620195837227,"user_tz":-120,"elapsed":16321,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a46b8835-74db-4f5e-dd91-87d9277cb5b3"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 1.00 0.83 0.91 24\n"," neutral 0.00 0.00 0.00 0\n"," positive 1.00 1.00 1.00 26\n","\n"," accuracy 0.92 50\n"," macro avg 0.67 0.61 0.64 50\n","weighted avg 1.00 0.92 0.96 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indextextysentencesentence_embedding_usetrained_sentimenttrained_sentiment_confidencedocument
00its true they had cut the power what douchebag...positive[its true they had cut the power what doucheba...[0.033111296594142914, 0.053994592279195786, -...positive0.761194its true they had cut the power what douchebag...
11fuck giroud better finishing like this monthpositive[fuck giroud better finishing like this month][0.0678204670548439, 0.01411951333284378, -0.0...positive0.938677fuck giroud better finishing like this month
22looks shit now but still proud madepositive[looks shit now but still proud made][0.03247417137026787, -0.09844466298818588, -0...positive0.954937looks shit now but still proud made
33pelor the burning hate the best evil godnegative[pelor the burning hate the best evil god][0.04032062366604805, 0.07666622847318649, -0....negative0.810980pelor the burning hate the best evil god
44can ask what you with something this powerfulpositive[can ask what you with something this powerful][0.015518003143370152, -0.05116305500268936, -...positive0.956043can ask what you with something this powerful
55aap’ shazia ilmi from puram constituency lag...negative[aap’ shazia ilmi from puram constituency la...[0.02478150464594364, -0.06508146971464157, -0...negative0.708917aap’ shazia ilmi from puram constituency lag...
66fuck yeahnegative[fuck yeah][0.046024102717638016, -0.02504798397421837, -...negative0.731940fuck yeah
77honestly really surprised alice ranked that lo...positive[honestly really surprised alice ranked that l...[-0.035716041922569275, -0.04127982258796692, ...positive0.966494honestly really surprised alice ranked that lo...
88didn care about politics before now hatenegative[didn care about politics before now hate][-0.006816443987190723, 0.06221264228224754, -...negative0.672320didn care about politics before now hate
99hard nips and goosebumpsnegative[hard nips and goosebumps][-0.02919699251651764, -0.030449824407696724, ...negative0.604969hard nips and goosebumps
1010varadabhai ndtv trying too well dilute bjp tre...negative[varadabhai ndtv trying too well dilute bjp tr...[0.04727796092629433, -0.06792476028203964, -0...negative0.639880varadabhai ndtv trying too well dilute bjp tre...
1111old man has lost his mindpositive[old man has lost his mind][0.039657335728406906, -0.04277808964252472, -...positive0.929136old man has lost his mind
1212why this being downvoted you might ask both mo...negative[why this being downvoted you might ask both m...[0.06581216305494308, -0.06079106032848358, -0...neutral0.546161why this being downvoted you might ask both mo...
1313hasnt changed all apolitical before simply do...positive[hasnt changed all apolitical before simply do...[0.03509754315018654, -0.004639611579477787, -...positive0.883017hasnt changed all apolitical before simply don...
1414for one campaign pretty much just snatched the...negative[for one campaign pretty much just snatched th...[0.017386479303240776, 0.0443551279604435, -0....negative0.636396for one campaign pretty much just snatched the...
1515vajpayee managed forge much broader coalition ...positive[vajpayee managed forge much broader coalition...[0.0372871570289135, -0.051079731434583664, -0...positive0.848566vajpayee managed forge much broader coalition ...
1616lol this only proves how desperate they are ge...positive[lol this only proves how desperate they are g...[0.05233633145689964, -0.03147873282432556, 0....positive0.819890lol this only proves how desperate they are ge...
1717dont hate aap but your questions are example ...negative[dont hate aap but your questions are example ...[0.026356501504778862, -0.04044199362397194, -...negative0.724538dont hate aap but your questions are example w...
1818what were the other policies you discussed not...negative[what were the other policies you discussed no...[-0.07521010935306549, 0.008543566800653934, 0...negative0.732422what were the other policies you discussed not...
1919wow lots favorites this bracket haqua tsukushi...positive[wow lots favorites this bracket haqua tsukush...[-0.069316066801548, -0.015458517707884312, -0...positive0.971349wow lots favorites this bracket haqua tsukushi...
2020sorry know this isn what you asked just ventin...negative[sorry know this isn what you asked just venti...[0.016777774319052696, -0.05478339642286301, -...negative0.623325sorry know this isn what you asked just ventin...
2121coming out strongly against gujarat chief min...positive[coming out strongly against gujarat chief min...[0.06856724619865417, -0.019821861758828163, -...positive0.736283coming out strongly against gujarat chief mini...
2222there one tool bjp can use their manifesto whi...positive[there one tool bjp can use their manifesto wh...[0.057847339659929276, -0.05365725979208946, -...positive0.870023there one tool bjp can use their manifesto whi...
2323jakiro spotted the middle top maybepositive[jakiro spotted the middle top maybe][-0.011690961197018623, -0.024473996832966805,...positive0.965604jakiro spotted the middle top maybe
2424family mormon have never tried explain them t...positive[family mormon have never tried explain them t...[0.03987010195851326, -0.0009543427731841803, ...positive0.964053family mormon have never tried explain them th...
2525with these results would have grudgingly accep...negative[with these results would have grudgingly acce...[0.034668292850255966, -0.05392604321241379, -...neutral0.521401with these results would have grudgingly accep...
2626tea partier expresses support for namo after ...negative[tea partier expresses support for namo after ...[0.032365716993808746, -0.056087080389261246, ...negative0.837552tea partier expresses support for namo after e...
2727politically would stupid move take stand right...negative[politically would stupid move take stand righ...[-0.00040777752292342484, -0.01262842211872339...neutral0.541656politically would stupid move take stand right...
2828wtf whynegative[wtf why][0.025807170197367668, -0.07080958038568497, -...negative0.747054wtf why
2929have actually seen lot users views change dur...positive[have actually seen lot users views change dur...[-0.009333955124020576, 0.01388698909431696, -...positive0.818759have actually seen lot users views change duri...
3030truth told there not insignificant percentage ...positive[truth told there not insignificant percentage...[0.03927519917488098, -0.05597652122378349, -0...positive0.776765truth told there not insignificant percentage ...
3131was anti bjp and neutral cong became anti bjp ...positive[was anti bjp and neutral cong became anti bjp...[0.03805134445428848, -0.030298737809062004, -...positive0.630857was anti bjp and neutral cong became anti bjp ...
3232most religions have dogmatic orthodox well eso...positive[most religions have dogmatic orthodox well es...[0.03939439728856087, -0.02040349319577217, -0...positive0.972607most religions have dogmatic orthodox well eso...
3333laureatte sen said christian schools are perfe...positive[laureatte sen said christian schools are perf...[0.05267934128642082, 0.05836360529065132, 0.0...positive0.911020laureatte sen said christian schools are perfe...
3434need stop watching the garbage that you watch...positive[need stop watching the garbage that you watch...[-0.012382612563669682, 0.01988200470805168, 0...positive0.954440need stop watching the garbage that you watch ...
3535gandhi mandela hitler mao plato chandragupt ma...negative[gandhi mandela hitler mao plato chandragupt m...[0.027552243322134018, 0.013075066730380058, 0...negative0.767667gandhi mandela hitler mao plato chandragupt ma...
3636hate aap for the other thread points such the...negative[hate aap for the other thread points such the...[0.014617362059652805, -0.038017578423023224, ...negative0.690414hate aap for the other thread points such the ...
3737absolutely agree with you subsidies the worst ...negative[absolutely agree with you subsidies the worst...[0.0109744006767869, 0.0033110964577645063, -0...neutral0.581476absolutely agree with you subsidies the worst ...
3838are you corrupt mind have you benefited throu...negative[are you corrupt mind have you benefited throu...[0.03834373503923416, -0.06521473079919815, -0...negative0.783217are you corrupt mind have you benefited throug...
3939congress needs bogeyman modi without the bad g...positive[congress needs bogeyman modi without the bad ...[0.03138439729809761, -0.06221967190504074, -0...positive0.764358congress needs bogeyman modi without the bad g...
4040protip don type uppercase text all caps harder...negative[protip don type uppercase text all caps harde...[0.044019922614097595, 0.025341013446450233, 0...negative0.738550protip don type uppercase text all caps harder...
4141brother trog very wrathful indeed but his wil...positive[brother trog very wrathful indeed but his wil...[-0.024625714868307114, 0.06193268671631813, 0...positive0.923871brother trog very wrathful indeed but his will...
4242start off saying that the craftsmanship this ...positive[start off saying that the craftsmanship this ...[0.05780624598264694, -0.06291750818490982, -0...positive0.985073start off saying that the craftsmanship this p...
4343have made request unban namoarmy hell moron h...negative[have made request unban namoarmy hell moron h...[0.015555822290480137, -0.012748800218105316, ...negative0.796430have made request unban namoarmy hell moron ho...
4444child modi worked his father’ tea shop and ...negative[child modi worked his father’ tea shop and ...[0.05774841457605362, -0.05956699699163437, -0...negative0.709697child modi worked his father’ tea shop and y...
4545namo tea yuupea horrible rhyme knownegative[namo tea yuupea horrible rhyme know][0.025534288957715034, 0.004176765214651823, -...negative0.851523namo tea yuupea horrible rhyme know
4646great agility from akpom cut back and bendpositive[great agility from akpom cut back and bend][0.06865684688091278, -0.02164856530725956, -0...positive0.966416great agility from akpom cut back and bend
4747from undecided pro aap they are not perfect bu...positive[from undecided pro aap they are not perfect b...[0.01590304635465145, -0.0683458000421524, -0....positive0.891286from undecided pro aap they are not perfect bu...
4848woah there don insane with pray mean you don w...negative[woah there don insane with pray mean you don ...[0.050547026097774506, -0.01725909113883972, 0...negative0.798072woah there don insane with pray mean you don w...
4949porngress wont announce their candidate cuz th...positive[porngress wont announce their candidate cuz t...[0.05935536324977875, -0.051609162241220474, -...positive0.858500porngress wont announce their candidate cuz th...
\n","
"],"text/plain":[" origin_index ... document\n","0 0 ... its true they had cut the power what douchebag...\n","1 1 ... fuck giroud better finishing like this month\n","2 2 ... looks shit now but still proud made\n","3 3 ... pelor the burning hate the best evil god\n","4 4 ... can ask what you with something this powerful\n","5 5 ... aap’ shazia ilmi from puram constituency lag...\n","6 6 ... fuck yeah\n","7 7 ... honestly really surprised alice ranked that lo...\n","8 8 ... didn care about politics before now hate\n","9 9 ... hard nips and goosebumps\n","10 10 ... varadabhai ndtv trying too well dilute bjp tre...\n","11 11 ... old man has lost his mind\n","12 12 ... why this being downvoted you might ask both mo...\n","13 13 ... hasnt changed all apolitical before simply don...\n","14 14 ... for one campaign pretty much just snatched the...\n","15 15 ... vajpayee managed forge much broader coalition ...\n","16 16 ... lol this only proves how desperate they are ge...\n","17 17 ... dont hate aap but your questions are example w...\n","18 18 ... what were the other policies you discussed not...\n","19 19 ... wow lots favorites this bracket haqua tsukushi...\n","20 20 ... sorry know this isn what you asked just ventin...\n","21 21 ... coming out strongly against gujarat chief mini...\n","22 22 ... there one tool bjp can use their manifesto whi...\n","23 23 ... jakiro spotted the middle top maybe\n","24 24 ... family mormon have never tried explain them th...\n","25 25 ... with these results would have grudgingly accep...\n","26 26 ... tea partier expresses support for namo after e...\n","27 27 ... politically would stupid move take stand right...\n","28 28 ... wtf why\n","29 29 ... have actually seen lot users views change duri...\n","30 30 ... truth told there not insignificant percentage ...\n","31 31 ... was anti bjp and neutral cong became anti bjp ...\n","32 32 ... most religions have dogmatic orthodox well eso...\n","33 33 ... laureatte sen said christian schools are perfe...\n","34 34 ... need stop watching the garbage that you watch ...\n","35 35 ... gandhi mandela hitler mao plato chandragupt ma...\n","36 36 ... hate aap for the other thread points such the ...\n","37 37 ... absolutely agree with you subsidies the worst ...\n","38 38 ... are you corrupt mind have you benefited throug...\n","39 39 ... congress needs bogeyman modi without the bad g...\n","40 40 ... protip don type uppercase text all caps harder...\n","41 41 ... brother trog very wrathful indeed but his will...\n","42 42 ... start off saying that the craftsmanship this p...\n","43 43 ... have made request unban namoarmy hell moron ho...\n","44 44 ... child modi worked his father’ tea shop and y...\n","45 45 ... namo tea yuupea horrible rhyme know\n","46 46 ... great agility from akpom cut back and bend\n","47 47 ... from undecided pro aap they are not perfect bu...\n","48 48 ... woah there don insane with pray mean you don w...\n","49 49 ... porngress wont announce their candidate cuz th...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620195837230,"user_tz":-120,"elapsed":16237,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2e5d8344-8b95-40fc-b43e-04c0b4aaaa45"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620196320027,"user_tz":-120,"elapsed":499014,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4237cd32-fd39-444f-f6a9-9a6de947a62f"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(70) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.86 0.80 0.83 300\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.90 0.70 0.79 300\n","\n"," accuracy 0.75 600\n"," macro avg 0.59 0.50 0.54 600\n","weighted avg 0.88 0.75 0.81 600\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620196504424,"user_tz":-120,"elapsed":683325,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"798b31d7-cec2-48c8-ae29-7d4577ed9097"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620196519636,"user_tz":-120,"elapsed":698457,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"662503b6-694f-4990-e121-80f6a9f2dcae"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Indian prime minister was assinated')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextextsentence_embedding_from_disksentencesentiment_confidencesentimentdocument
08589934592Indian prime minister was assinated[[-0.09739551693201065, 0.23939256370067596, 0...[Indian prime minister was assinated][0.81195][negative]Indian prime minister was assinated
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"],"text/plain":[" origin_index ... document\n","0 8589934592 ... Indian prime minister was assinated\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620196519638,"user_tz":-120,"elapsed":698413,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"10c659fe-32a8-479b-e994-6827d8240a64"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2d9c5454) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2d9c5454\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"2LJTK79JKF9-"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_stock_market.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_stock_market.ipynb deleted file mode 100644 index ca953b92..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_stock_market.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_stock_market.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_stock_market.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class Demo Stock Market Sentiment Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","![img.png](data:image/png;base64,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)\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620214514012,"user_tz":-120,"elapsed":124849,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ef6ce0ba-22d9-46dc-f409-ed1c02167849"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 11:33:09-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 11:33:09 (53.5 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 70kB/s \n","\u001b[K |████████████████████████████████| 153kB 48.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 49.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Stock Market Sentiment dataset \n","https://www.kaggle.com/yash612/stockmarket-sentiment-dataset\n","#Context\n","\n","Gathered Stock news from Multiple twitter Handles regarding Economic news dividing into two parts : Negative and positive."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620214515441,"user_tz":-120,"elapsed":126265,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2bfba990-0ff7-4660-8ba5-8821eb540304"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/stock_data.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 11:35:13-- http://ckl-it.de/wp-content/uploads/2021/02/stock_data.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 758217 (740K) [text/csv]\n","Saving to: ‘stock_data.csv’\n","\n","stock_data.csv 100%[===================>] 740.45K 819KB/s in 0.9s \n","\n","2021-05-05 11:35:15 (819 KB/s) - ‘stock_data.csv’ saved [758217/758217]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":391},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620214516379,"user_tz":-120,"elapsed":127196,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9495fbc4-9641-44c5-bfbc-85b564fb7b12"},"source":["import pandas as pd\n","train_path = '/content/stock_data.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
3761P see what happened from October to Dec that s...negative
1428AAP Closed my short for positiveK Will short a...negative
3091AAP It may be wise to hold off on buying #AAP ...negative
620RT @DaveCBenoit: The banking system is not bui...negative
1611Sensex Slumps Over positive,000 Points From Da...negative
.........
1281The rodeo clown sent BK screaming into the S...negative
1895WMT breaking out of channel + All MAs are lini...positive
3458keep an eye on IDA presentation bout postive d...positive
3399DNDN Good place to lock in (some) profit at 7...positive
2303VVS breaking out of a flag setup. MACD cross-u...positive
\n","

3200 rows × 2 columns

\n","
"],"text/plain":[" text y\n","3761 P see what happened from October to Dec that s... negative\n","1428 AAP Closed my short for positiveK Will short a... negative\n","3091 AAP It may be wise to hold off on buying #AAP ... negative\n","620 RT @DaveCBenoit: The banking system is not bui... negative\n","1611 Sensex Slumps Over positive,000 Points From Da... negative\n","... ... ...\n","1281 The rodeo clown sent BK screaming into the S... negative\n","1895 WMT breaking out of channel + All MAs are lini... positive\n","3458 keep an eye on IDA presentation bout postive d... positive\n","3399 DNDN Good place to lock in (some) profit at 7... positive\n","2303 VVS breaking out of a flag setup. MACD cross-u... positive\n","\n","[3200 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620215080750,"user_tz":-120,"elapsed":569,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2c6c1232-26f2-4727-e184-f343eb0d699f"},"source":["import nlu \n","from sklearn.metrics import classification_report\n","\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.00 0.00 0.00 22\n"," neutral 0.00 0.00 0.00 0\n"," positive 1.00 0.11 0.19 28\n","\n"," accuracy 0.06 50\n"," macro avg 0.33 0.04 0.06 50\n","weighted avg 0.56 0.06 0.11 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ysentence_embedding_usetrained_sentiment_confidenceorigin_indextrained_sentimentdocumenttextsentence
0negative[-0.03631044551730156, -0.02809535153210163, -...0.5324203761neutralP see what happened from October to Dec that s...P see what happened from October to Dec that s...[P see what happened from October to Dec that ...
1negative[-0.019356619566679, 0.02282714657485485, 0.00...0.5286911428neutralAAP Closed my short for positiveK Will short a...AAP Closed my short for positiveK Will short a...[AAP Closed my short for positiveK Will short ...
2negative[0.03622237220406532, -0.06491724401712418, 0....0.5183083091neutralAAP It may be wise to hold off on buying #AAP ...AAP It may be wise to hold off on buying #AAP ...[AAP It may be wise to hold off on buying #AAP...
3negative[0.038874898105859756, 0.025729672983288765, -...0.538483620neutralRT @DaveCBenoit: The banking system is not bui...RT @DaveCBenoit: The banking system is not bui...[RT @DaveCBenoit:, The banking system is not ...
4negative[0.04230193793773651, -0.02588844671845436, -0...0.5263581611neutralSensex Slumps Over positive,000 Points From Da...Sensex Slumps Over positive,000 Points From Da...[Sensex Slumps Over positive,000 Points From D...
5negative[-0.000432533270213753, -0.009179827757179737,...0.530686876neutralSelling your home to a computer was supposed t...Selling your home to a computer was supposed t...[Selling your home to a computer was supposed ...
6positive[0.06600425392389297, -0.022004421800374985, -...0.5810161678neutraled Daily Triangle on HEO,..... pdating ong and...ed Daily Triangle on HEO,..... pdating ong an...[ed Daily Triangle on HEO,., .... pdating ong ...
7positive[-0.017160149291157722, -0.03617899864912033, ...0.549800482neutralP breaking out after expanding from Shark Patt...P breaking out after expanding from Shark Patt...[P breaking out after expanding from Shark Pat...
8positive[0.026538891717791557, -0.06604061275720596, -...0.5685792540neutralActing well above 26.positive9 flat base trigg...Acting well above 26.positive9 flat base trigg...[Acting well above 26.positive9 flat base trig...
9positive[0.08514805138111115, -0.024943925440311432, -...0.5240132183neutralCYBX broke out to all time highs accompained b...CYBX broke out to all time highs accompained b...[CYBX broke out to all time highs accompained ...
10positive[0.05149979144334793, -0.061731286346912384, -...0.5183143998neutralsolid day with MGM AAP SBX leading the way for...solid day with MGM AAP SBX leading the way for...[solid day with MGM AAP SBX leading the way fo...
11negative[0.03843201324343681, -0.0733688548207283, -0....0.51609119neutralAAP 465 is resistance and heading to 435 in th...AAP 465 is resistance and heading to 435 in th...[AAP 465 is resistance and heading to 435 in t...
12negative[0.02629232406616211, -0.014554189518094063, -...0.522850219neutralCO pointed out this wknd - huge Outside Day - ...CO pointed out this wknd - huge Outside Day - ...[CO pointed out this wknd - huge Outside Day -...
13positive[0.05966312810778618, -0.08997906744480133, -0...0.6118911041positiveVVS ong set up:VVS ong set up:[VVS ong set up:]
14positive[-0.003521521808579564, -0.011022194288671017,...0.5450922763neutralDDD come on 40! I got some calls at 0.positive...DDD come on 40! I got some calls at 0.positive...[DDD come on 40!, I got some calls at 0.posit...
15positive[0.07560215145349503, -0.009755599312484264, -...0.5360571683neutralWMB might fill this gap and reverse.WMB might fill this gap and reverse.[WMB might fill this gap and reverse.]
16negative[-0.0117484824731946, -0.007429660763591528, -...0.5360932565neutralHeard on the Street: Funeral providers would s...Heard on the Street: Funeral providers would s...[Heard on the Street: Funeral providers would ...
17positive[-0.03314466401934624, -0.04437091201543808, -...0.6207772065positiveuser welcome to the TK clubuser welcome to the TK club[user welcome to the TK club]
18positive[-0.018701869994401932, 0.03903575986623764, -...0.5894172308neutraled Weekly Triangle on DVAX,....Scaling Ped Weekly Triangle on DVAX,....Scaling P[ed Weekly Triangle on DVAX,., ., .., Scaling P]
19positive[-0.011695394292473793, 0.05609796568751335, -...0.5150303355neutralAAP What does Al Gore know that we don't?AAP What does Al Gore know that we don't?[AAP What does Al Gore know that we don't?]
20positive[0.04774581268429756, -0.03589113429188728, -0...0.5819802594neutraluser CSN, yesterday I bough at 25Kpositive.237...user CSN, yesterday I bough at 25Kpositive.237...[user CSN, yesterday I bough at 25Kpositive., ...
21positive[0.04126836359500885, -0.0008074558572843671, ...0.5546333099neutralFAO is deciding its direction #waitforitFAO is deciding its direction #waitforit[FAO is deciding its direction #waitforit]
22negative[0.017080938443541527, 0.021576160565018654, 0...0.5193002091neutralEN Take your profits and run. Nice run up,but ...EN Take your profits and run. Nice run up,but ...[EN Take your profits and run., Nice run up,bu...
23negative[0.04716206341981888, -0.021414492279291153, -...0.5340851819neutralGOOG reminds me so much of AAP in Sept bouncin...GOOG reminds me so much of AAP in Sept bounci...[GOOG reminds me so much of AAP in Sept bounci...
24positive[0.023834621533751488, -0.07077112793922424, -...0.5004513913neutralAAP doji being put in on 60 min after 7 down c...AAP doji being put in on 60 min after 7 down c...[AAP doji being put in on 60 min after 7 down ...
25negative[0.1026904433965683, 0.013861684128642082, -0....0.5103883117neutralJames Dinsmore attributes Bancroft Fundâ€â„...James Dinsmore attributes Bancroft Fundâ€â„...[James Dinsmore attributes Bancroft Fundâ€â...
26positive[0.006304154172539711, -0.0644269809126854, -0...0.518708695neutralSEV nicely green on red marketSEV nicely green on red market[SEV nicely green on red market]
27negative[0.06555721163749695, 0.023601243272423744, -0...0.5154422916neutralVS option trader closes out Feb 50C selling po...VS option trader closes out Feb 50C selling po...[VS option trader closes out Feb 50C selling p...
28positive[-0.0012494433904066682, -0.017743036150932312...0.596320692neutralAON Continuation on good volumeAON Continuation on good volume[AON Continuation on good volume]
29positive[0.04852033779025078, 0.00623974809423089, -0....0.513316475neutralWatch for SGY to break its downward trend line...Watch for SGY to break its downward trend line...[Watch for SGY to break its downward trend lin...
30positive[0.05204714462161064, 0.03000013716518879, -0....0.5568723159neutralSXC - breaking above key downward channel leve...SXC - breaking above key downward channel leve...[SXC - breaking above key downward channel lev...
31negative[0.053190235048532486, -0.023420613259077072, ...0.5245742102neutralGovernment May Slash Borrowing From Market In ...Government May Slash Borrowing From Market In ...[Government May Slash Borrowing From Market In...
32negative[0.013695711269974709, 0.031249094754457474, -...0.5019411689neutralCS - To those that doubted me; today is you're...CS - To those that doubted me; today is you're...[CS - To those that doubted me; today is you'r...
33positive[0.03522776812314987, -0.00036802110844291747,...0.5074912455neutralPAB has resistance from June to Sept but Over ...PAB has resistance from June to Sept but Over ...[PAB has resistance from June to Sept but Over...
34negative[-0.05846807360649109, -0.027525130659341812, ...0.5235262337neutralBAC anyone think this might slush and fall bel...BAC anyone think this might slush and fall bel...[BAC anyone think this might slush and fall be...
35positive[0.05771354213356972, -0.03869543969631195, -0...0.5037133529neutralwith little whips on pops and drops don't go a...with little whips on pops and drops don't go a...[with little whips on pops and drops don't go ...
36negative[-0.049992404878139496, -0.017947403714060783,...0.5362742076neutralGreen Weekly Triangle on CYTX,....pdatingGreen Weekly Triangle on CYTX,....pdating[Green Weekly Triangle on CYTX,., ...pdating]
37positive[0.006133062299340963, -0.05417517572641373, -...0.5463193012neutralreports next Wed. user: ATW: Barclays starts a...reports next Wed. user: ATW: Barclays starts ...[reports next Wed. user: ATW:, Barclays start...
38negative[0.041309256106615067, 0.02620919793844223, -0...0.5188533805neutralNKD target positive50 - positive2 points to be...NKD target positive50 - positive2 points to be...[NKD target positive50 - positive2 points to b...
39positive[0.0385039821267128, -0.040522705763578415, -0...0.5228533789neutralPositive GOOG earnings pushed NQ_F higher and ...Positive GOOG earnings pushed NQ_F higher and ...[Positive GOOG earnings pushed NQ_F higher and...
40positive[0.05128449201583862, -0.04454624652862549, -0...0.5520433625neutralSSQ pulling back as suspected. uckily sold nea...SSQ pulling back as suspected. uckily sold nea...[SSQ pulling back as suspected., uckily sold n...
41negative[0.018300753086805344, -0.04134758561849594, -...0.519100851neutralNKE potential short for many reasons. Check F ...NKE potential short for many reasons. Check F ...[NKE potential short for many reasons., Check ...
42negative[0.09244795143604279, 0.015826726332306862, -0...0.534414608neutralSupply-chain finance has become popular in rec...Supply-chain finance has become popular in rec...[Supply-chain finance has become popular in re...
43positive[0.042959753423929214, 0.004588234703987837, -...0.536310546neutralAEG Over 28.23AEG Over 28.23[AEG Over 28.23]
44negative[0.004285166040062904, -0.07630395889282227, -...0.5061021225neutralAAP Free-falling Now to 457AAP Free-falling Now to 457[AAP Free-falling Now to 457]
45positive[0.017030321061611176, -0.022644072771072388, ...0.5005681227neutralBAC positivepositive.75 to positivepositive.80...BAC positivepositive.75 to positivepositive.80...[BAC positivepositive., 75 to positivepositive...
46positive[0.030308598652482033, 0.02380680851638317, -0...0.5136423991neutralNVDA not working so far still holding though.NVDA not working so far still holding though.[NVDA not working so far still holding though.]
47negative[0.05175251513719559, 0.05424535647034645, -0....0.5129991467neutralCAT Once she loses 86.50 ookout Below!!! Strai...CAT Once she loses 86.50 ookout Below!!! Strai...[CAT Once she loses 86.50 ookout Below!, !!, S...
48positive[-0.022420072928071022, -0.06559137254953384, ...0.6001781000positiveMy setup alerts went bonkers today..One of man...My setup alerts went bonkers today..One of man...[My setup alerts went bonkers today., ., One o...
49positive[0.03310457989573479, -0.038539715111255646, -...0.554509282neutralSWHC Obama/Biden to speak tomorrow on gun cont...SWHC Obama/Biden to speak tomorrow on gun cont...[SWHC Obama/Biden to speak tomorrow on gun con...
\n","
"],"text/plain":[" y ... sentence\n","0 negative ... [P see what happened from October to Dec that ...\n","1 negative ... [AAP Closed my short for positiveK Will short ...\n","2 negative ... [AAP It may be wise to hold off on buying #AAP...\n","3 negative ... [RT @DaveCBenoit:, The banking system is not ...\n","4 negative ... [Sensex Slumps Over positive,000 Points From D...\n","5 negative ... [Selling your home to a computer was supposed ...\n","6 positive ... [ed Daily Triangle on HEO,., .... pdating ong ...\n","7 positive ... [P breaking out after expanding from Shark Pat...\n","8 positive ... [Acting well above 26.positive9 flat base trig...\n","9 positive ... [CYBX broke out to all time highs accompained ...\n","10 positive ... [solid day with MGM AAP SBX leading the way fo...\n","11 negative ... [AAP 465 is resistance and heading to 435 in t...\n","12 negative ... [CO pointed out this wknd - huge Outside Day -...\n","13 positive ... [VVS ong set up:]\n","14 positive ... [DDD come on 40!, I got some calls at 0.posit...\n","15 positive ... [WMB might fill this gap and reverse.]\n","16 negative ... [Heard on the Street: Funeral providers would ...\n","17 positive ... [user welcome to the TK club]\n","18 positive ... [ed Weekly Triangle on DVAX,., ., .., Scaling P]\n","19 positive ... [AAP What does Al Gore know that we don't?]\n","20 positive ... [user CSN, yesterday I bough at 25Kpositive., ...\n","21 positive ... [FAO is deciding its direction #waitforit]\n","22 negative ... [EN Take your profits and run., Nice run up,bu...\n","23 negative ... [GOOG reminds me so much of AAP in Sept bounci...\n","24 positive ... [AAP doji being put in on 60 min after 7 down ...\n","25 negative ... [James Dinsmore attributes Bancroft Fundâ€â...\n","26 positive ... [SEV nicely green on red market]\n","27 negative ... [VS option trader closes out Feb 50C selling p...\n","28 positive ... [AON Continuation on good volume]\n","29 positive ... [Watch for SGY to break its downward trend lin...\n","30 positive ... [SXC - breaking above key downward channel lev...\n","31 negative ... [Government May Slash Borrowing From Market In...\n","32 negative ... [CS - To those that doubted me; today is you'r...\n","33 positive ... [PAB has resistance from June to Sept but Over...\n","34 negative ... [BAC anyone think this might slush and fall be...\n","35 positive ... [with little whips on pops and drops don't go ...\n","36 negative ... [Green Weekly Triangle on CYTX,., ...pdating]\n","37 positive ... [reports next Wed. user: ATW:, Barclays start...\n","38 negative ... [NKD target positive50 - positive2 points to b...\n","39 positive ... [Positive GOOG earnings pushed NQ_F higher and...\n","40 positive ... [SSQ pulling back as suspected., uckily sold n...\n","41 negative ... [NKE potential short for many reasons., Check ...\n","42 negative ... [Supply-chain finance has become popular in re...\n","43 positive ... [AEG Over 28.23]\n","44 negative ... [AAP Free-falling Now to 457]\n","45 positive ... [BAC positivepositive., 75 to positivepositive...\n","46 positive ... [NVDA not working so far still holding though.]\n","47 negative ... [CAT Once she loses 86.50 ookout Below!, !!, S...\n","48 positive ... [My setup alerts went bonkers today., ., One o...\n","49 positive ... [SWHC Obama/Biden to speak tomorrow on gun con...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620215088558,"user_tz":-120,"elapsed":1570,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"54f6d037-8cbc-4273-8c9c-04e5599e76cf"},"source":["fitted_pipe.predict(\"Bitcoin dropped by 50 percent!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_usetrained_sentiment_confidenceorigin_indextrained_sentimentdocumentsentence
0[0.06509937345981598, -0.05708129703998566, -0...0.5020210neutralBitcoin dropped by 50 percent![Bitcoin dropped by 50 percent!]
\n","
"],"text/plain":[" sentence_embedding_use ... sentence\n","0 [0.06509937345981598, -0.05708129703998566, -0... ... [Bitcoin dropped by 50 percent!]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620215088559,"user_tz":-120,"elapsed":1284,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e6190008-9310-45be-f3ac-e47fc541a70f"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@45181116) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@45181116\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620215094052,"user_tz":-120,"elapsed":6547,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b0386b8b-b130-4d65-d972-1ecb8cefbe17"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 1.00 0.73 0.84 22\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.90 1.00 0.95 28\n","\n"," accuracy 0.88 50\n"," macro avg 0.63 0.58 0.60 50\n","weighted avg 0.95 0.88 0.90 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ysentence_embedding_usetrained_sentiment_confidenceorigin_indextrained_sentimentdocumenttextsentence
0negative[-0.03631044551730156, -0.02809535153210163, -...0.6731803761negativeP see what happened from October to Dec that s...P see what happened from October to Dec that s...[P see what happened from October to Dec that ...
1negative[-0.019356619566679, 0.02282714657485485, 0.00...0.6922761428negativeAAP Closed my short for positiveK Will short a...AAP Closed my short for positiveK Will short a...[AAP Closed my short for positiveK Will short ...
2negative[0.03622237220406532, -0.06491724401712418, 0....0.7049433091negativeAAP It may be wise to hold off on buying #AAP ...AAP It may be wise to hold off on buying #AAP ...[AAP It may be wise to hold off on buying #AAP...
3negative[0.038874898105859756, 0.025729672983288765, -...0.737828620negativeRT @DaveCBenoit: The banking system is not bui...RT @DaveCBenoit: The banking system is not bui...[RT @DaveCBenoit:, The banking system is not ...
4negative[0.04230193793773651, -0.02588844671845436, -0...0.6906601611negativeSensex Slumps Over positive,000 Points From Da...Sensex Slumps Over positive,000 Points From Da...[Sensex Slumps Over positive,000 Points From D...
5negative[-0.000432533270213753, -0.009179827757179737,...0.674662876negativeSelling your home to a computer was supposed t...Selling your home to a computer was supposed t...[Selling your home to a computer was supposed ...
6positive[0.06600425392389297, -0.022004421800374985, -...0.9834131678positiveed Daily Triangle on HEO,..... pdating ong and...ed Daily Triangle on HEO,..... pdating ong an...[ed Daily Triangle on HEO,., .... pdating ong ...
7positive[-0.017160149291157722, -0.03617899864912033, ...0.958774482positiveP breaking out after expanding from Shark Patt...P breaking out after expanding from Shark Patt...[P breaking out after expanding from Shark Pat...
8positive[0.026538891717791557, -0.06604061275720596, -...0.9457012540positiveActing well above 26.positive9 flat base trigg...Acting well above 26.positive9 flat base trigg...[Acting well above 26.positive9 flat base trig...
9positive[0.08514805138111115, -0.024943925440311432, -...0.8974082183positiveCYBX broke out to all time highs accompained b...CYBX broke out to all time highs accompained b...[CYBX broke out to all time highs accompained ...
10positive[0.05149979144334793, -0.061731286346912384, -...0.8397003998positivesolid day with MGM AAP SBX leading the way for...solid day with MGM AAP SBX leading the way for...[solid day with MGM AAP SBX leading the way fo...
11negative[0.03843201324343681, -0.0733688548207283, -0....0.64935919negativeAAP 465 is resistance and heading to 435 in th...AAP 465 is resistance and heading to 435 in th...[AAP 465 is resistance and heading to 435 in t...
12negative[0.02629232406616211, -0.014554189518094063, -...0.696317219negativeCO pointed out this wknd - huge Outside Day - ...CO pointed out this wknd - huge Outside Day - ...[CO pointed out this wknd - huge Outside Day -...
13positive[0.05966312810778618, -0.08997906744480133, -0...0.9940201041positiveVVS ong set up:VVS ong set up:[VVS ong set up:]
14positive[-0.003521521808579564, -0.011022194288671017,...0.8601492763positiveDDD come on 40! I got some calls at 0.positive...DDD come on 40! I got some calls at 0.positive...[DDD come on 40!, I got some calls at 0.posit...
15positive[0.07560215145349503, -0.009755599312484264, -...0.9619401683positiveWMB might fill this gap and reverse.WMB might fill this gap and reverse.[WMB might fill this gap and reverse.]
16negative[-0.0117484824731946, -0.007429660763591528, -...0.7038312565negativeHeard on the Street: Funeral providers would s...Heard on the Street: Funeral providers would s...[Heard on the Street: Funeral providers would ...
17positive[-0.03314466401934624, -0.04437091201543808, -...0.9941792065positiveuser welcome to the TK clubuser welcome to the TK club[user welcome to the TK club]
18positive[-0.018701869994401932, 0.03903575986623764, -...0.9915202308positiveed Weekly Triangle on DVAX,....Scaling Ped Weekly Triangle on DVAX,....Scaling P[ed Weekly Triangle on DVAX,., ., .., Scaling P]
19positive[-0.011695394292473793, 0.05609796568751335, -...0.7255993355positiveAAP What does Al Gore know that we don't?AAP What does Al Gore know that we don't?[AAP What does Al Gore know that we don't?]
20positive[0.04774581268429756, -0.03589113429188728, -0...0.9736692594positiveuser CSN, yesterday I bough at 25Kpositive.237...user CSN, yesterday I bough at 25Kpositive.237...[user CSN, yesterday I bough at 25Kpositive., ...
21positive[0.04126836359500885, -0.0008074558572843671, ...0.9860873099positiveFAO is deciding its direction #waitforitFAO is deciding its direction #waitforit[FAO is deciding its direction #waitforit]
22negative[0.017080938443541527, 0.021576160565018654, 0...0.6751472091negativeEN Take your profits and run. Nice run up,but ...EN Take your profits and run. Nice run up,but ...[EN Take your profits and run., Nice run up,bu...
23negative[0.04716206341981888, -0.021414492279291153, -...0.7596261819negativeGOOG reminds me so much of AAP in Sept bouncin...GOOG reminds me so much of AAP in Sept bounci...[GOOG reminds me so much of AAP in Sept bounci...
24positive[0.023834621533751488, -0.07077112793922424, -...0.6932933913positiveAAP doji being put in on 60 min after 7 down c...AAP doji being put in on 60 min after 7 down c...[AAP doji being put in on 60 min after 7 down ...
25negative[0.1026904433965683, 0.013861684128642082, -0....0.5872683117neutralJames Dinsmore attributes Bancroft Fundâ€â„...James Dinsmore attributes Bancroft Fundâ€â„...[James Dinsmore attributes Bancroft Fundâ€â...
26positive[0.006304154172539711, -0.0644269809126854, -0...0.875854695positiveSEV nicely green on red marketSEV nicely green on red market[SEV nicely green on red market]
27negative[0.06555721163749695, 0.023601243272423744, -0...0.6741482916negativeVS option trader closes out Feb 50C selling po...VS option trader closes out Feb 50C selling po...[VS option trader closes out Feb 50C selling p...
28positive[-0.0012494433904066682, -0.017743036150932312...0.984582692positiveAON Continuation on good volumeAON Continuation on good volume[AON Continuation on good volume]
29positive[0.04852033779025078, 0.00623974809423089, -0....0.778999475positiveWatch for SGY to break its downward trend line...Watch for SGY to break its downward trend line...[Watch for SGY to break its downward trend lin...
30positive[0.05204714462161064, 0.03000013716518879, -0....0.9838673159positiveSXC - breaking above key downward channel leve...SXC - breaking above key downward channel leve...[SXC - breaking above key downward channel lev...
31negative[0.053190235048532486, -0.023420613259077072, ...0.7254562102negativeGovernment May Slash Borrowing From Market In ...Government May Slash Borrowing From Market In ...[Government May Slash Borrowing From Market In...
32negative[0.013695711269974709, 0.031249094754457474, -...0.5771591689neutralCS - To those that doubted me; today is you're...CS - To those that doubted me; today is you're...[CS - To those that doubted me; today is you'r...
33positive[0.03522776812314987, -0.00036802110844291747,...0.7498482455positivePAB has resistance from June to Sept but Over ...PAB has resistance from June to Sept but Over ...[PAB has resistance from June to Sept but Over...
34negative[-0.05846807360649109, -0.027525130659341812, ...0.6835942337negativeBAC anyone think this might slush and fall bel...BAC anyone think this might slush and fall bel...[BAC anyone think this might slush and fall be...
35positive[0.05771354213356972, -0.03869543969631195, -0...0.7768923529positivewith little whips on pops and drops don't go a...with little whips on pops and drops don't go a...[with little whips on pops and drops don't go ...
36negative[-0.049992404878139496, -0.017947403714060783,...0.9157352076positiveGreen Weekly Triangle on CYTX,....pdatingGreen Weekly Triangle on CYTX,....pdating[Green Weekly Triangle on CYTX,., ...pdating]
37positive[0.006133062299340963, -0.05417517572641373, -...0.9254943012positivereports next Wed. user: ATW: Barclays starts a...reports next Wed. user: ATW: Barclays starts ...[reports next Wed. user: ATW:, Barclays start...
38negative[0.041309256106615067, 0.02620919793844223, -0...0.7255683805positiveNKD target positive50 - positive2 points to be...NKD target positive50 - positive2 points to be...[NKD target positive50 - positive2 points to b...
39positive[0.0385039821267128, -0.040522705763578415, -0...0.8798513789positivePositive GOOG earnings pushed NQ_F higher and ...Positive GOOG earnings pushed NQ_F higher and ...[Positive GOOG earnings pushed NQ_F higher and...
40positive[0.05128449201583862, -0.04454624652862549, -0...0.9641383625positiveSSQ pulling back as suspected. uckily sold nea...SSQ pulling back as suspected. uckily sold nea...[SSQ pulling back as suspected., uckily sold n...
41negative[0.018300753086805344, -0.04134758561849594, -...0.644012851positiveNKE potential short for many reasons. Check F ...NKE potential short for many reasons. Check F ...[NKE potential short for many reasons., Check ...
42negative[0.09244795143604279, 0.015826726332306862, -0...0.729759608negativeSupply-chain finance has become popular in rec...Supply-chain finance has become popular in rec...[Supply-chain finance has become popular in re...
43positive[0.042959753423929214, 0.004588234703987837, -...0.985379546positiveAEG Over 28.23AEG Over 28.23[AEG Over 28.23]
44negative[0.004285166040062904, -0.07630395889282227, -...0.6042511225negativeAAP Free-falling Now to 457AAP Free-falling Now to 457[AAP Free-falling Now to 457]
45positive[0.017030321061611176, -0.022644072771072388, ...0.8393841227positiveBAC positivepositive.75 to positivepositive.80...BAC positivepositive.75 to positivepositive.80...[BAC positivepositive., 75 to positivepositive...
46positive[0.030308598652482033, 0.02380680851638317, -0...0.8881663991positiveNVDA not working so far still holding though.NVDA not working so far still holding though.[NVDA not working so far still holding though.]
47negative[0.05175251513719559, 0.05424535647034645, -0....0.5692521467neutralCAT Once she loses 86.50 ookout Below!!! Strai...CAT Once she loses 86.50 ookout Below!!! Strai...[CAT Once she loses 86.50 ookout Below!, !!, S...
48positive[-0.022420072928071022, -0.06559137254953384, ...0.9863961000positiveMy setup alerts went bonkers today..One of man...My setup alerts went bonkers today..One of man...[My setup alerts went bonkers today., ., One o...
49positive[0.03310457989573479, -0.038539715111255646, -...0.925892282positiveSWHC Obama/Biden to speak tomorrow on gun cont...SWHC Obama/Biden to speak tomorrow on gun cont...[SWHC Obama/Biden to speak tomorrow on gun con...
\n","
"],"text/plain":[" y ... sentence\n","0 negative ... [P see what happened from October to Dec that ...\n","1 negative ... [AAP Closed my short for positiveK Will short ...\n","2 negative ... [AAP It may be wise to hold off on buying #AAP...\n","3 negative ... [RT @DaveCBenoit:, The banking system is not ...\n","4 negative ... [Sensex Slumps Over positive,000 Points From D...\n","5 negative ... [Selling your home to a computer was supposed ...\n","6 positive ... [ed Daily Triangle on HEO,., .... pdating ong ...\n","7 positive ... [P breaking out after expanding from Shark Pat...\n","8 positive ... [Acting well above 26.positive9 flat base trig...\n","9 positive ... [CYBX broke out to all time highs accompained ...\n","10 positive ... [solid day with MGM AAP SBX leading the way fo...\n","11 negative ... [AAP 465 is resistance and heading to 435 in t...\n","12 negative ... [CO pointed out this wknd - huge Outside Day -...\n","13 positive ... [VVS ong set up:]\n","14 positive ... [DDD come on 40!, I got some calls at 0.posit...\n","15 positive ... [WMB might fill this gap and reverse.]\n","16 negative ... [Heard on the Street: Funeral providers would ...\n","17 positive ... [user welcome to the TK club]\n","18 positive ... [ed Weekly Triangle on DVAX,., ., .., Scaling P]\n","19 positive ... [AAP What does Al Gore know that we don't?]\n","20 positive ... [user CSN, yesterday I bough at 25Kpositive., ...\n","21 positive ... [FAO is deciding its direction #waitforit]\n","22 negative ... [EN Take your profits and run., Nice run up,bu...\n","23 negative ... [GOOG reminds me so much of AAP in Sept bounci...\n","24 positive ... [AAP doji being put in on 60 min after 7 down ...\n","25 negative ... [James Dinsmore attributes Bancroft Fundâ€â...\n","26 positive ... [SEV nicely green on red market]\n","27 negative ... [VS option trader closes out Feb 50C selling p...\n","28 positive ... [AON Continuation on good volume]\n","29 positive ... [Watch for SGY to break its downward trend lin...\n","30 positive ... [SXC - breaking above key downward channel lev...\n","31 negative ... [Government May Slash Borrowing From Market In...\n","32 negative ... [CS - To those that doubted me; today is you'r...\n","33 positive ... [PAB has resistance from June to Sept but Over...\n","34 negative ... [BAC anyone think this might slush and fall be...\n","35 positive ... [with little whips on pops and drops don't go ...\n","36 negative ... [Green Weekly Triangle on CYTX,., ...pdating]\n","37 positive ... [reports next Wed. user: ATW:, Barclays start...\n","38 negative ... [NKD target positive50 - positive2 points to b...\n","39 positive ... [Positive GOOG earnings pushed NQ_F higher and...\n","40 positive ... [SSQ pulling back as suspected., uckily sold n...\n","41 negative ... [NKE potential short for many reasons., Check ...\n","42 negative ... [Supply-chain finance has become popular in re...\n","43 positive ... [AEG Over 28.23]\n","44 negative ... [AAP Free-falling Now to 457]\n","45 positive ... [BAC positivepositive., 75 to positivepositive...\n","46 positive ... [NVDA not working so far still holding though.]\n","47 negative ... [CAT Once she loses 86.50 ookout Below!, !!, S...\n","48 positive ... [My setup alerts went bonkers today., ., One o...\n","49 positive ... [SWHC Obama/Biden to speak tomorrow on gun con...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620215094053,"user_tz":-120,"elapsed":6283,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f410569a-7055-427d-c7dd-1388947b8f37"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620216889890,"user_tz":-120,"elapsed":1801997,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3ef316f8-15cb-47fa-e781-d26594a43df4"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(120) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.81 0.68 0.74 1586\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.80 0.73 0.76 1614\n","\n"," accuracy 0.71 3200\n"," macro avg 0.54 0.47 0.50 3200\n","weighted avg 0.80 0.71 0.75 3200\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620217006865,"user_tz":-120,"elapsed":1918670,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"41c4545d-ae7f-47e8-8d6a-19d1a555a10c"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.76 0.62 0.68 414\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.72 0.67 0.69 386\n","\n"," accuracy 0.64 800\n"," macro avg 0.49 0.43 0.46 800\n","weighted avg 0.74 0.64 0.69 800\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620217179981,"user_tz":-120,"elapsed":2091513,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0f025bcd-eab2-47ee-8440-0425138fea27"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620217194005,"user_tz":-120,"elapsed":2104313,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"004beb68-0b86-41b8-efb7-0c6382311f17"},"source":["hdd_pipe = nlu.load(path=\"./models/classifier_dl_trained\")\n","\n","preds = hdd_pipe.predict('Bitcoin dropped by 50 percent!!')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentimentsentence_embedding_from_disksentiment_confidencedocumenttextorigin_indexsentence
0[negative, negative][[0.17410096526145935, 0.14491602778434753, 0....[0.7221757, 0.7221757]Bitcoin dropped by 50 percent!!Bitcoin dropped by 50 percent!!8589934592[Bitcoin dropped by 50 percent!, !]
\n","
"],"text/plain":[" sentiment ... sentence\n","0 [negative, negative] ... [Bitcoin dropped by 50 percent!, !]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620217194006,"user_tz":-120,"elapsed":2104171,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"206b4d33-57de-4b00-a731-8182c4359e00"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@160b9ba) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@160b9ba\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-CdcbSd7WEpm"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_twitter.ipynb b/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_twitter.ipynb deleted file mode 100644 index f8dea6c0..00000000 --- a/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_twitter.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_sentiment_classifier_demo_twitter.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"],"history_visible":true},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/binary_text_classification/NLU_training_sentiment_classifier_demo_twitter.ipynb)\n","\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class twitter classifier training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620214509349,"user_tz":-120,"elapsed":123909,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"faee9bf7-4d8f-4a48-be35-6966ac6ebd02"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 11:33:05-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 11:33:06 (47.6 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 67kB/s \n","\u001b[K |████████████████████████████████| 153kB 44.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 54.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download twitter Sentiment dataset \n","https://www.kaggle.com/cosmos98/twitter-and-reddit-sentimental-analysis-dataset\n","#Context\n","\n","This is was a Dataset Created as a part of the university Project On Sentimental Analysis On Multi-Source Social Media Platforms using PySpark."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620214509351,"user_tz":-120,"elapsed":123894,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7beb4eab-22ec-4f40-d7bf-6460b1fe261d"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/Twitter_Data.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 11:35:08-- http://ckl-it.de/wp-content/uploads/2021/01/Twitter_Data.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 99657 (97K) [text/csv]\n","Saving to: ‘Twitter_Data.csv’\n","\n","Twitter_Data.csv 100%[===================>] 97.32K 310KB/s in 0.3s \n","\n","2021-05-05 11:35:08 (310 KB/s) - ‘Twitter_Data.csv’ saved [99657/99657]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":391},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620214509356,"user_tz":-120,"elapsed":123892,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5e36e540-7943-4bd4-85e2-956979503db7"},"source":["import pandas as pd\n","train_path = '/content/Twitter_Data.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","columns=['text','y']\n","train_df = train_df[columns]\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
0how narendra modi has almost killed the indian...negative
1you think was modi behind that accidentnegative
2kamal haasan takes chowkidar modi kamal haasan...negative
3connected name with surname not bcz religion c...negative
4anyone better than modi when nehruji expired s...positive
.........
595perception makes fool some call “foreign inv...negative
596when will see your tweet for justice for you a...negative
597haha congress going gaga over this after looti...positive
598this movie shows the life histiry narendra mod...negative
599modi left his year old wife and returned her r...positive
\n","

600 rows × 2 columns

\n","
"],"text/plain":[" text y\n","0 how narendra modi has almost killed the indian... negative\n","1 you think was modi behind that accident negative\n","2 kamal haasan takes chowkidar modi kamal haasan... negative\n","3 connected name with surname not bcz religion c... negative\n","4 anyone better than modi when nehruji expired s... positive\n",".. ... ...\n","595 perception makes fool some call “foreign inv... negative\n","596 when will see your tweet for justice for you a... negative\n","597 haha congress going gaga over this after looti... positive\n","598 this movie shows the life histiry narendra mod... negative\n","599 modi left his year old wife and returned her r... positive\n","\n","[600 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620214645691,"user_tz":-120,"elapsed":260221,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c3d16617-f157-4732-8139-86dc380efcca"},"source":["from sklearn.metrics import classification_report\n","import nlu \n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# by default the Universal Sentence Encoder (USE) Sentence embeddings are used for generation\n","trainable_pipe = nlu.load('train.sentiment')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.54 1.00 0.70 27\n"," positive 0.00 0.00 0.00 23\n","\n"," accuracy 0.54 50\n"," macro avg 0.27 0.50 0.35 50\n","weighted avg 0.29 0.54 0.38 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetrained_sentimentyorigin_indextexttrained_sentiment_confidencedocumentsentence
0[0.060062434524297714, -0.05557167902588844, -...negativenegative0how narendra modi has almost killed the indian...0.781124how narendra modi has almost killed the indian...[how narendra modi has almost killed the india...
1[0.05362718552350998, -0.004547705873847008, -...negativenegative1you think was modi behind that accident0.772585you think was modi behind that accident[you think was modi behind that accident]
2[0.07274721562862396, -0.061593908816576004, -...negativenegative2kamal haasan takes chowkidar modi kamal haasan...0.778565kamal haasan takes chowkidar modi kamal haasan...[kamal haasan takes chowkidar modi kamal haasa...
3[0.06106054410338402, -0.060213156044483185, -...negativenegative3connected name with surname not bcz religion c...0.732274connected name with surname not bcz religion c...[connected name with surname not bcz religion ...
4[0.0737471729516983, 0.006071774289011955, -0....negativepositive4anyone better than modi when nehruji expired s...0.783452anyone better than modi when nehruji expired s...[anyone better than modi when nehruji expired ...
5[0.05888386443257332, -0.0646616667509079, -0....negativenegative5\\r\\nmodiji wont tired crying foul\\r\\nmain chow...0.788001modiji wont tired crying foul main chowkidar h...[modiji wont tired crying foul main chowkidar ...
6[0.058948416262865067, -0.029682165011763573, ...negativenegative6poor chap modi hasn’ given him anything can ...0.781363poor chap modi hasn’ given him anything can ...[poor chap modi hasn’ given him anything can...
7[0.051331546157598495, -0.06789953261613846, -...negativenegative7green underwear missing ive been doubting isi ...0.767519green underwear missing ive been doubting isi ...[green underwear missing ive been doubting isi...
8[0.044129759073257446, -0.06111813709139824, -...negativepositive8congress years wasnt able complete one rafale ...0.754464congress years wasnt able complete one rafale ...[congress years wasnt able complete one rafale...
9[0.03665374591946602, -0.03695330768823624, -0...negativenegative9asked learn from how treat minority well does ...0.693848asked learn from how treat minority well does ...[asked learn from how treat minority well does...
10[0.07035735249519348, -0.06952506303787231, -0...negativenegative10stop bull shitting worry about criminal vivek ...0.785139stop bull shitting worry about criminal vivek ...[stop bull shitting worry about criminal vivek...
11[0.013958276249468327, -0.030759528279304504, ...negativepositive11drswamys timesnow last year debate nearly mill...0.731118drswamys timesnow last year debate nearly mill...[drswamys timesnow last year debate nearly mil...
12[0.026277026161551476, -0.06238812580704689, -...negativenegative12asshole bahujan radical marxist grow brain kno...0.784451asshole bahujan radical marxist grow brain kno...[asshole bahujan radical marxist grow brain kn...
13[0.07457270473241806, -0.058670494705438614, -...negativepositive13from selling dreams 2014 selling tshirts 2019 ...0.761034from selling dreams 2014 selling tshirts 2019 ...[from selling dreams 2014 selling tshirts 2019...
14[0.061704088002443314, -0.04553354158997536, -...negativepositive14very true sir thats why they are against modi ...0.772205very true sir thats why they are against modi ...[very true sir thats why they are against modi...
15[0.053420260548591614, -0.0038897113408893347,...negativenegative15they are giving jobs citizen india what you ar...0.769769they are giving jobs citizen india what you ar...[they are giving jobs citizen india what you a...
16[0.027197618037462234, -0.036435648798942566, ...negativenegative16congress has always attempted empower people g...0.762557congress has always attempted empower people g...[congress has always attempted empower people ...
17[0.06601184606552124, -0.020045213401317596, -...negativepositive17have never said that modi succeed yet even als...0.779734have never said that modi succeed yet even als...[have never said that modi succeed yet even al...
18[0.046943631023168564, -0.06800007820129395, -...negativepositive18\\r\\nthe foundation for new india 2022 has alre...0.755853the foundation for new india 2022 has already ...[the foundation for new india 2022 has already...
19[0.05615750327706337, -0.002462629694491625, -...negativenegative19only rahul gandhis politics love can defeat th...0.770993only rahul gandhis politics love can defeat th...[only rahul gandhis politics love can defeat t...
20[0.030352214351296425, -0.06195472553372383, 0...negativenegative20one step time navigating thru looteyns when ev...0.758632one step time navigating thru looteyns when ev...[one step time navigating thru looteyns when e...
21[0.07535804808139801, -0.05643236264586449, -0...negativenegative21why sir mam shabana azami hate much that have ...0.778967why sir mam shabana azami hate much that have ...[why sir mam shabana azami hate much that have...
22[0.05986170098185539, -0.0674145296216011, -0....negativenegative22modi will remain for next 510 years and till t...0.782218modi will remain for next 510 years and till t...[modi will remain for next 510 years and till ...
23[0.023959942162036896, -0.01397246215492487, -...negativepositive23pledge your first vote for modi0.753846pledge your first vote for modi[pledge your first vote for modi]
24[0.04451165348291397, -0.06473662704229355, -0...negativepositive24why need modi lead bjp government again 2019 j...0.775316why need modi lead bjp government again 2019 j...[why need modi lead bjp government again 2019 ...
25[0.06561190634965897, -0.0614917054772377, -0....negativenegative25raghuram rajan sent list high profile bank fra...0.791679raghuram rajan sent list high profile bank fra...[raghuram rajan sent list high profile bank fr...
26[0.05217093229293823, -0.05785880237817764, -0...negativenegative26modi govts slashing indias education budget cl...0.764641modi govts slashing indias education budget cl...[modi govts slashing indias education budget c...
27[0.04579754173755646, -0.051767487078905106, -...negativepositive27why are you hell bent manoj tiwari just her ph...0.748229why are you hell bent manoj tiwari just her ph...[why are you hell bent manoj tiwari just her p...
28[0.047987841069698334, -0.050984784960746765, ...negativenegative28know going into dirty details nehru family its...0.768564know going into dirty details nehru family its...[know going into dirty details nehru family it...
29[0.04509664326906204, -0.05019481107592583, -0...negativenegative29momota begum will let her state become total s...0.745878momota begum will let her state become total s...[momota begum will let her state become total ...
30[0.04315190762281418, -0.04578147828578949, -0...negativepositive30thanks anu sharma will vote and make sure peop...0.768158thanks anu sharma will vote and make sure peop...[thanks anu sharma will vote and make sure peo...
31[0.0144237345084548, -0.052222371101379395, -0...negativepositive31those who themselves dont know how many father...0.752480those who themselves dont know how many father...[those who themselves dont know how many fathe...
32[0.02492097206413746, -0.0531931146979332, -0....negativepositive32the star campaigner myth bjp lost more than as...0.785754the star campaigner myth bjp lost more than as...[the star campaigner myth bjp lost more than a...
33[0.040389616042375565, -0.06375984847545624, -...negativenegative33modi also live for few years only like you not...0.763549modi also live for few years only like you not...[modi also live for few years only like you no...
34[0.06742898374795914, -0.060488566756248474, -...negativepositive34narendra modi more brainy than all the drswamy...0.741321narendra modi more brainy than all the drswamy...[narendra modi more brainy than all the drswam...
35[0.06360629200935364, -0.06786973774433136, -0...negativenegative35have started calling chowkidaar narendra modi ...0.771774have started calling chowkidaar narendra modi ...[have started calling chowkidaar narendra modi...
36[0.024233123287558556, -0.05243394151329994, -...negativepositive36this the difference confident leaders call upo...0.758803this the difference confident leaders call upo...[this the difference confident leaders call up...
37[0.039280060678720474, -0.05146652087569237, -...negativenegative37jawans killed the border\\r\\ncrimes against wom...0.774826jawans killed the border crimes against women ...[jawans killed the border crimes against women...
38[0.05051109194755554, -0.0660049319267273, 0.0...negativenegative38tag this fast growing youtuber cared abt this ...0.789172tag this fast growing youtuber cared abt this ...[tag this fast growing youtuber cared abt this...
39[-0.010975896380841732, -0.059168506413698196,...negativepositive39think hindus should back off and let them suff...0.702905think hindus should back off and let them suff...[think hindus should back off and let them suf...
40[0.02310813218355179, -0.027600247412919998, -...negativepositive40yes cannot make any knee jerk moves drastic ac...0.664961yes cannot make any knee jerk moves drastic ac...[yes cannot make any knee jerk moves drastic a...
41[0.043231260031461716, -0.07101075351238251, -...negativenegative41why picked chairman the devious aadhaar isnt h...0.783011why picked chairman the devious aadhaar isnt h...[why picked chairman the devious aadhaar isnt ...
42[0.04160398617386818, -0.06572042405605316, -0...negativepositive42due automation and artificial intelligence fur...0.748431due automation and artificial intelligence fur...[due automation and artificial intelligence fu...
43[-0.00038854932063259184, -0.04599419981241226...negativepositive43weak state capacity exacerbated excessive acco...0.776327weak state capacity exacerbated excessive acco...[weak state capacity exacerbated excessive acc...
44[-0.02063656784594059, -0.07548005133867264, -...negativepositive44our narendra modi ordered indian air force tak...0.734817our narendra modi ordered indian air force tak...[our narendra modi ordered indian air force ta...
45[0.01779576577246189, -0.06789527088403702, -0...negativenegative45why vote modi dynasty visionary 3no high level...0.758230why vote modi dynasty visionary 3no high level...[why vote modi dynasty visionary 3no high leve...
46[0.065566785633564, -0.04119298234581947, -0.0...negativenegative46its modi chor corrupt maha thugbandhan janta w...0.783157its modi chor corrupt maha thugbandhan janta w...[its modi chor corrupt maha thugbandhan janta ...
47[0.03988223522901535, -0.04965453967452049, -0...negativepositive47before modis arrival 2014 all supported him fo...0.767342before modis arrival 2014 all supported him fo...[before modis arrival 2014 all supported him f...
48[0.010842484422028065, 0.01363383699208498, -0...negativepositive48think you forgot dollar india handled exceptio...0.767096think you forgot dollar india handled exceptio...[think you forgot dollar india handled excepti...
49[-0.01967957802116871, 0.05570048466324806, -0...negativepositive49tulsi gabbard rejected interviews with tyt but...0.677169tulsi gabbard rejected interviews with tyt but...[tulsi gabbard rejected interviews with tyt bu...
\n","
"],"text/plain":[" sentence_embedding_use ... sentence\n","0 [0.060062434524297714, -0.05557167902588844, -... ... [how narendra modi has almost killed the india...\n","1 [0.05362718552350998, -0.004547705873847008, -... ... [you think was modi behind that accident]\n","2 [0.07274721562862396, -0.061593908816576004, -... ... [kamal haasan takes chowkidar modi kamal haasa...\n","3 [0.06106054410338402, -0.060213156044483185, -... ... [connected name with surname not bcz religion ...\n","4 [0.0737471729516983, 0.006071774289011955, -0.... ... [anyone better than modi when nehruji expired ...\n","5 [0.05888386443257332, -0.0646616667509079, -0.... ... [modiji wont tired crying foul main chowkidar ...\n","6 [0.058948416262865067, -0.029682165011763573, ... ... [poor chap modi hasn’ given him anything can...\n","7 [0.051331546157598495, -0.06789953261613846, -... ... [green underwear missing ive been doubting isi...\n","8 [0.044129759073257446, -0.06111813709139824, -... ... [congress years wasnt able complete one rafale...\n","9 [0.03665374591946602, -0.03695330768823624, -0... ... [asked learn from how treat minority well does...\n","10 [0.07035735249519348, -0.06952506303787231, -0... ... [stop bull shitting worry about criminal vivek...\n","11 [0.013958276249468327, -0.030759528279304504, ... ... [drswamys timesnow last year debate nearly mil...\n","12 [0.026277026161551476, -0.06238812580704689, -... ... [asshole bahujan radical marxist grow brain kn...\n","13 [0.07457270473241806, -0.058670494705438614, -... ... [from selling dreams 2014 selling tshirts 2019...\n","14 [0.061704088002443314, -0.04553354158997536, -... ... [very true sir thats why they are against modi...\n","15 [0.053420260548591614, -0.0038897113408893347,... ... [they are giving jobs citizen india what you a...\n","16 [0.027197618037462234, -0.036435648798942566, ... ... [congress has always attempted empower people ...\n","17 [0.06601184606552124, -0.020045213401317596, -... ... [have never said that modi succeed yet even al...\n","18 [0.046943631023168564, -0.06800007820129395, -... ... [the foundation for new india 2022 has already...\n","19 [0.05615750327706337, -0.002462629694491625, -... ... [only rahul gandhis politics love can defeat t...\n","20 [0.030352214351296425, -0.06195472553372383, 0... ... [one step time navigating thru looteyns when e...\n","21 [0.07535804808139801, -0.05643236264586449, -0... ... [why sir mam shabana azami hate much that have...\n","22 [0.05986170098185539, -0.0674145296216011, -0.... ... [modi will remain for next 510 years and till ...\n","23 [0.023959942162036896, -0.01397246215492487, -... ... [pledge your first vote for modi]\n","24 [0.04451165348291397, -0.06473662704229355, -0... ... [why need modi lead bjp government again 2019 ...\n","25 [0.06561190634965897, -0.0614917054772377, -0.... ... [raghuram rajan sent list high profile bank fr...\n","26 [0.05217093229293823, -0.05785880237817764, -0... ... [modi govts slashing indias education budget c...\n","27 [0.04579754173755646, -0.051767487078905106, -... ... [why are you hell bent manoj tiwari just her p...\n","28 [0.047987841069698334, -0.050984784960746765, ... ... [know going into dirty details nehru family it...\n","29 [0.04509664326906204, -0.05019481107592583, -0... ... [momota begum will let her state become total ...\n","30 [0.04315190762281418, -0.04578147828578949, -0... ... [thanks anu sharma will vote and make sure peo...\n","31 [0.0144237345084548, -0.052222371101379395, -0... ... [those who themselves dont know how many fathe...\n","32 [0.02492097206413746, -0.0531931146979332, -0.... ... [the star campaigner myth bjp lost more than a...\n","33 [0.040389616042375565, -0.06375984847545624, -... ... [modi also live for few years only like you no...\n","34 [0.06742898374795914, -0.060488566756248474, -... ... [narendra modi more brainy than all the drswam...\n","35 [0.06360629200935364, -0.06786973774433136, -0... ... [have started calling chowkidaar narendra modi...\n","36 [0.024233123287558556, -0.05243394151329994, -... ... [this the difference confident leaders call up...\n","37 [0.039280060678720474, -0.05146652087569237, -... ... [jawans killed the border crimes against women...\n","38 [0.05051109194755554, -0.0660049319267273, 0.0... ... [tag this fast growing youtuber cared abt this...\n","39 [-0.010975896380841732, -0.059168506413698196,... ... [think hindus should back off and let them suf...\n","40 [0.02310813218355179, -0.027600247412919998, -... ... [yes cannot make any knee jerk moves drastic a...\n","41 [0.043231260031461716, -0.07101075351238251, -... ... [why picked chairman the devious aadhaar isnt ...\n","42 [0.04160398617386818, -0.06572042405605316, -0... ... [due automation and artificial intelligence fu...\n","43 [-0.00038854932063259184, -0.04599419981241226... ... [weak state capacity exacerbated excessive acc...\n","44 [-0.02063656784594059, -0.07548005133867264, -... ... [our narendra modi ordered indian air force ta...\n","45 [0.01779576577246189, -0.06789527088403702, -0... ... [why vote modi dynasty visionary 3no high leve...\n","46 [0.065566785633564, -0.04119298234581947, -0.0... ... [its modi chor corrupt maha thugbandhan janta ...\n","47 [0.03988223522901535, -0.04965453967452049, -0... ... [before modis arrival 2014 all supported him f...\n","48 [0.010842484422028065, 0.01363383699208498, -0... ... [think you forgot dollar india handled excepti...\n","49 [-0.01967957802116871, 0.05570048466324806, -0... ... [tulsi gabbard rejected interviews with tyt bu...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":76},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620214646472,"user_tz":-120,"elapsed":260997,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7fe8bbe8-421a-4231-971e-8527629b7bc8"},"source":["fitted_pipe.predict('the president of india just died')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_usetrained_sentimentorigin_indextrained_sentiment_confidencedocumentsentence
0[0.013345886953175068, -0.021778283640742302, ...negative00.722135the president of india just died[the president of india just died]
\n","
"],"text/plain":[" sentence_embedding_use ... sentence\n","0 [0.013345886953175068, -0.021778283640742302, ... ... [the president of india just died]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620214646475,"user_tz":-120,"elapsed":260995,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"47f312f8-22c4-432e-a7e0-e152aedf6585"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['sentiment_dl'] has settable params:\n","pipe['sentiment_dl'].setMaxEpochs(1) | Info: Maximum number of epochs to train | Currently set to : 1\n","pipe['sentiment_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['sentiment_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['sentiment_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['sentiment_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n","pipe['sentiment_dl'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3e286d29) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3e286d29\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620214651490,"user_tz":-120,"elapsed":266005,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d2862ef6-efc5-46b8-cf34-077b6ee3f4b5"},"source":["# Train longer!\n","trainable_pipe['sentiment_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.79 0.96 0.87 27\n"," neutral 0.00 0.00 0.00 0\n"," positive 1.00 0.09 0.16 23\n","\n"," accuracy 0.56 50\n"," macro avg 0.60 0.35 0.34 50\n","weighted avg 0.89 0.56 0.54 50\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_usetrained_sentimentyorigin_indextexttrained_sentiment_confidencedocumentsentence
0[0.060062434524297714, -0.05557167902588844, -...negativenegative0how narendra modi has almost killed the indian...0.689142how narendra modi has almost killed the indian...[how narendra modi has almost killed the india...
1[0.05362718552350998, -0.004547705873847008, -...negativenegative1you think was modi behind that accident0.689483you think was modi behind that accident[you think was modi behind that accident]
2[0.07274721562862396, -0.061593908816576004, -...negativenegative2kamal haasan takes chowkidar modi kamal haasan...0.707988kamal haasan takes chowkidar modi kamal haasan...[kamal haasan takes chowkidar modi kamal haasa...
3[0.06106054410338402, -0.060213156044483185, -...negativenegative3connected name with surname not bcz religion c...0.675382connected name with surname not bcz religion c...[connected name with surname not bcz religion ...
4[0.0737471729516983, 0.006071774289011955, -0....negativepositive4anyone better than modi when nehruji expired s...0.638730anyone better than modi when nehruji expired s...[anyone better than modi when nehruji expired ...
5[0.05888386443257332, -0.0646616667509079, -0....negativenegative5\\r\\nmodiji wont tired crying foul\\r\\nmain chow...0.723110modiji wont tired crying foul main chowkidar h...[modiji wont tired crying foul main chowkidar ...
6[0.058948416262865067, -0.029682165011763573, ...negativenegative6poor chap modi hasn’ given him anything can ...0.690602poor chap modi hasn’ given him anything can ...[poor chap modi hasn’ given him anything can...
7[0.051331546157598495, -0.06789953261613846, -...negativenegative7green underwear missing ive been doubting isi ...0.705077green underwear missing ive been doubting isi ...[green underwear missing ive been doubting isi...
8[0.044129759073257446, -0.06111813709139824, -...neutralpositive8congress years wasnt able complete one rafale ...0.561979congress years wasnt able complete one rafale ...[congress years wasnt able complete one rafale...
9[0.03665374591946602, -0.03695330768823624, -0...negativenegative9asked learn from how treat minority well does ...0.746584asked learn from how treat minority well does ...[asked learn from how treat minority well does...
10[0.07035735249519348, -0.06952506303787231, -0...negativenegative10stop bull shitting worry about criminal vivek ...0.768111stop bull shitting worry about criminal vivek ...[stop bull shitting worry about criminal vivek...
11[0.013958276249468327, -0.030759528279304504, ...neutralpositive11drswamys timesnow last year debate nearly mill...0.511294drswamys timesnow last year debate nearly mill...[drswamys timesnow last year debate nearly mil...
12[0.026277026161551476, -0.06238812580704689, -...negativenegative12asshole bahujan radical marxist grow brain kno...0.689268asshole bahujan radical marxist grow brain kno...[asshole bahujan radical marxist grow brain kn...
13[0.07457270473241806, -0.058670494705438614, -...negativepositive13from selling dreams 2014 selling tshirts 2019 ...0.641822from selling dreams 2014 selling tshirts 2019 ...[from selling dreams 2014 selling tshirts 2019...
14[0.061704088002443314, -0.04553354158997536, -...negativepositive14very true sir thats why they are against modi ...0.651230very true sir thats why they are against modi ...[very true sir thats why they are against modi...
15[0.053420260548591614, -0.0038897113408893347,...negativenegative15they are giving jobs citizen india what you ar...0.706768they are giving jobs citizen india what you ar...[they are giving jobs citizen india what you a...
16[0.027197618037462234, -0.036435648798942566, ...negativenegative16congress has always attempted empower people g...0.607062congress has always attempted empower people g...[congress has always attempted empower people ...
17[0.06601184606552124, -0.020045213401317596, -...negativepositive17have never said that modi succeed yet even als...0.628577have never said that modi succeed yet even als...[have never said that modi succeed yet even al...
18[0.046943631023168564, -0.06800007820129395, -...neutralpositive18\\r\\nthe foundation for new india 2022 has alre...0.547697the foundation for new india 2022 has already ...[the foundation for new india 2022 has already...
19[0.05615750327706337, -0.002462629694491625, -...negativenegative19only rahul gandhis politics love can defeat th...0.632572only rahul gandhis politics love can defeat th...[only rahul gandhis politics love can defeat t...
20[0.030352214351296425, -0.06195472553372383, 0...negativenegative20one step time navigating thru looteyns when ev...0.635106one step time navigating thru looteyns when ev...[one step time navigating thru looteyns when e...
21[0.07535804808139801, -0.05643236264586449, -0...negativenegative21why sir mam shabana azami hate much that have ...0.738669why sir mam shabana azami hate much that have ...[why sir mam shabana azami hate much that have...
22[0.05986170098185539, -0.0674145296216011, -0....negativenegative22modi will remain for next 510 years and till t...0.659078modi will remain for next 510 years and till t...[modi will remain for next 510 years and till ...
23[0.023959942162036896, -0.01397246215492487, -...neutralpositive23pledge your first vote for modi0.555447pledge your first vote for modi[pledge your first vote for modi]
24[0.04451165348291397, -0.06473662704229355, -0...neutralpositive24why need modi lead bjp government again 2019 j...0.578395why need modi lead bjp government again 2019 j...[why need modi lead bjp government again 2019 ...
25[0.06561190634965897, -0.0614917054772377, -0....negativenegative25raghuram rajan sent list high profile bank fra...0.706507raghuram rajan sent list high profile bank fra...[raghuram rajan sent list high profile bank fr...
26[0.05217093229293823, -0.05785880237817764, -0...negativenegative26modi govts slashing indias education budget cl...0.607360modi govts slashing indias education budget cl...[modi govts slashing indias education budget c...
27[0.04579754173755646, -0.051767487078905106, -...neutralpositive27why are you hell bent manoj tiwari just her ph...0.588993why are you hell bent manoj tiwari just her ph...[why are you hell bent manoj tiwari just her p...
28[0.047987841069698334, -0.050984784960746765, ...negativenegative28know going into dirty details nehru family its...0.753084know going into dirty details nehru family its...[know going into dirty details nehru family it...
29[0.04509664326906204, -0.05019481107592583, -0...negativenegative29momota begum will let her state become total s...0.615988momota begum will let her state become total s...[momota begum will let her state become total ...
30[0.04315190762281418, -0.04578147828578949, -0...neutralpositive30thanks anu sharma will vote and make sure peop...0.555271thanks anu sharma will vote and make sure peop...[thanks anu sharma will vote and make sure peo...
31[0.0144237345084548, -0.052222371101379395, -0...negativepositive31those who themselves dont know how many father...0.631877those who themselves dont know how many father...[those who themselves dont know how many fathe...
32[0.02492097206413746, -0.0531931146979332, -0....neutralpositive32the star campaigner myth bjp lost more than as...0.586682the star campaigner myth bjp lost more than as...[the star campaigner myth bjp lost more than a...
33[0.040389616042375565, -0.06375984847545624, -...neutralnegative33modi also live for few years only like you not...0.587196modi also live for few years only like you not...[modi also live for few years only like you no...
34[0.06742898374795914, -0.060488566756248474, -...neutralpositive34narendra modi more brainy than all the drswamy...0.533663narendra modi more brainy than all the drswamy...[narendra modi more brainy than all the drswam...
35[0.06360629200935364, -0.06786973774433136, -0...negativenegative35have started calling chowkidaar narendra modi ...0.672972have started calling chowkidaar narendra modi ...[have started calling chowkidaar narendra modi...
36[0.024233123287558556, -0.05243394151329994, -...neutralpositive36this the difference confident leaders call upo...0.510922this the difference confident leaders call upo...[this the difference confident leaders call up...
37[0.039280060678720474, -0.05146652087569237, -...negativenegative37jawans killed the border\\r\\ncrimes against wom...0.701794jawans killed the border crimes against women ...[jawans killed the border crimes against women...
38[0.05051109194755554, -0.0660049319267273, 0.0...negativenegative38tag this fast growing youtuber cared abt this ...0.714883tag this fast growing youtuber cared abt this ...[tag this fast growing youtuber cared abt this...
39[-0.010975896380841732, -0.059168506413698196,...neutralpositive39think hindus should back off and let them suff...0.553189think hindus should back off and let them suff...[think hindus should back off and let them suf...
40[0.02310813218355179, -0.027600247412919998, -...positivepositive40yes cannot make any knee jerk moves drastic ac...0.671809yes cannot make any knee jerk moves drastic ac...[yes cannot make any knee jerk moves drastic a...
41[0.043231260031461716, -0.07101075351238251, -...negativenegative41why picked chairman the devious aadhaar isnt h...0.709371why picked chairman the devious aadhaar isnt h...[why picked chairman the devious aadhaar isnt ...
42[0.04160398617386818, -0.06572042405605316, -0...neutralpositive42due automation and artificial intelligence fur...0.553482due automation and artificial intelligence fur...[due automation and artificial intelligence fu...
43[-0.00038854932063259184, -0.04599419981241226...negativepositive43weak state capacity exacerbated excessive acco...0.609747weak state capacity exacerbated excessive acco...[weak state capacity exacerbated excessive acc...
44[-0.02063656784594059, -0.07548005133867264, -...neutralpositive44our narendra modi ordered indian air force tak...0.513191our narendra modi ordered indian air force tak...[our narendra modi ordered indian air force ta...
45[0.01779576577246189, -0.06789527088403702, -0...negativenegative45why vote modi dynasty visionary 3no high level...0.635148why vote modi dynasty visionary 3no high level...[why vote modi dynasty visionary 3no high leve...
46[0.065566785633564, -0.04119298234581947, -0.0...negativenegative46its modi chor corrupt maha thugbandhan janta w...0.687171its modi chor corrupt maha thugbandhan janta w...[its modi chor corrupt maha thugbandhan janta ...
47[0.03988223522901535, -0.04965453967452049, -0...neutralpositive47before modis arrival 2014 all supported him fo...0.557571before modis arrival 2014 all supported him fo...[before modis arrival 2014 all supported him f...
48[0.010842484422028065, 0.01363383699208498, -0...negativepositive48think you forgot dollar india handled exceptio...0.615532think you forgot dollar india handled exceptio...[think you forgot dollar india handled excepti...
49[-0.01967957802116871, 0.05570048466324806, -0...positivepositive49tulsi gabbard rejected interviews with tyt but...0.604604tulsi gabbard rejected interviews with tyt but...[tulsi gabbard rejected interviews with tyt bu...
\n","
"],"text/plain":[" sentence_embedding_use ... sentence\n","0 [0.060062434524297714, -0.05557167902588844, -... ... [how narendra modi has almost killed the india...\n","1 [0.05362718552350998, -0.004547705873847008, -... ... [you think was modi behind that accident]\n","2 [0.07274721562862396, -0.061593908816576004, -... ... [kamal haasan takes chowkidar modi kamal haasa...\n","3 [0.06106054410338402, -0.060213156044483185, -... ... [connected name with surname not bcz religion ...\n","4 [0.0737471729516983, 0.006071774289011955, -0.... ... [anyone better than modi when nehruji expired ...\n","5 [0.05888386443257332, -0.0646616667509079, -0.... ... [modiji wont tired crying foul main chowkidar ...\n","6 [0.058948416262865067, -0.029682165011763573, ... ... [poor chap modi hasn’ given him anything can...\n","7 [0.051331546157598495, -0.06789953261613846, -... ... [green underwear missing ive been doubting isi...\n","8 [0.044129759073257446, -0.06111813709139824, -... ... [congress years wasnt able complete one rafale...\n","9 [0.03665374591946602, -0.03695330768823624, -0... ... [asked learn from how treat minority well does...\n","10 [0.07035735249519348, -0.06952506303787231, -0... ... [stop bull shitting worry about criminal vivek...\n","11 [0.013958276249468327, -0.030759528279304504, ... ... [drswamys timesnow last year debate nearly mil...\n","12 [0.026277026161551476, -0.06238812580704689, -... ... [asshole bahujan radical marxist grow brain kn...\n","13 [0.07457270473241806, -0.058670494705438614, -... ... [from selling dreams 2014 selling tshirts 2019...\n","14 [0.061704088002443314, -0.04553354158997536, -... ... [very true sir thats why they are against modi...\n","15 [0.053420260548591614, -0.0038897113408893347,... ... [they are giving jobs citizen india what you a...\n","16 [0.027197618037462234, -0.036435648798942566, ... ... [congress has always attempted empower people ...\n","17 [0.06601184606552124, -0.020045213401317596, -... ... [have never said that modi succeed yet even al...\n","18 [0.046943631023168564, -0.06800007820129395, -... ... [the foundation for new india 2022 has already...\n","19 [0.05615750327706337, -0.002462629694491625, -... ... [only rahul gandhis politics love can defeat t...\n","20 [0.030352214351296425, -0.06195472553372383, 0... ... [one step time navigating thru looteyns when e...\n","21 [0.07535804808139801, -0.05643236264586449, -0... ... [why sir mam shabana azami hate much that have...\n","22 [0.05986170098185539, -0.0674145296216011, -0.... ... [modi will remain for next 510 years and till ...\n","23 [0.023959942162036896, -0.01397246215492487, -... ... [pledge your first vote for modi]\n","24 [0.04451165348291397, -0.06473662704229355, -0... ... [why need modi lead bjp government again 2019 ...\n","25 [0.06561190634965897, -0.0614917054772377, -0.... ... [raghuram rajan sent list high profile bank fr...\n","26 [0.05217093229293823, -0.05785880237817764, -0... ... [modi govts slashing indias education budget c...\n","27 [0.04579754173755646, -0.051767487078905106, -... ... [why are you hell bent manoj tiwari just her p...\n","28 [0.047987841069698334, -0.050984784960746765, ... ... [know going into dirty details nehru family it...\n","29 [0.04509664326906204, -0.05019481107592583, -0... ... [momota begum will let her state become total ...\n","30 [0.04315190762281418, -0.04578147828578949, -0... ... [thanks anu sharma will vote and make sure peo...\n","31 [0.0144237345084548, -0.052222371101379395, -0... ... [those who themselves dont know how many fathe...\n","32 [0.02492097206413746, -0.0531931146979332, -0.... ... [the star campaigner myth bjp lost more than a...\n","33 [0.040389616042375565, -0.06375984847545624, -... ... [modi also live for few years only like you no...\n","34 [0.06742898374795914, -0.060488566756248474, -... ... [narendra modi more brainy than all the drswam...\n","35 [0.06360629200935364, -0.06786973774433136, -0... ... [have started calling chowkidaar narendra modi...\n","36 [0.024233123287558556, -0.05243394151329994, -... ... [this the difference confident leaders call up...\n","37 [0.039280060678720474, -0.05146652087569237, -... ... [jawans killed the border crimes against women...\n","38 [0.05051109194755554, -0.0660049319267273, 0.0... ... [tag this fast growing youtuber cared abt this...\n","39 [-0.010975896380841732, -0.059168506413698196,... ... [think hindus should back off and let them suf...\n","40 [0.02310813218355179, -0.027600247412919998, -... ... [yes cannot make any knee jerk moves drastic a...\n","41 [0.043231260031461716, -0.07101075351238251, -... ... [why picked chairman the devious aadhaar isnt ...\n","42 [0.04160398617386818, -0.06572042405605316, -0... ... [due automation and artificial intelligence fu...\n","43 [-0.00038854932063259184, -0.04599419981241226... ... [weak state capacity exacerbated excessive acc...\n","44 [-0.02063656784594059, -0.07548005133867264, -... ... [our narendra modi ordered indian air force ta...\n","45 [0.01779576577246189, -0.06789527088403702, -0... ... [why vote modi dynasty visionary 3no high leve...\n","46 [0.065566785633564, -0.04119298234581947, -0.0... ... [its modi chor corrupt maha thugbandhan janta ...\n","47 [0.03988223522901535, -0.04965453967452049, -0... ... [before modis arrival 2014 all supported him f...\n","48 [0.010842484422028065, 0.01363383699208498, -0... ... [think you forgot dollar india handled excepti...\n","49 [-0.01967957802116871, 0.05570048466324806, -0... ... [tulsi gabbard rejected interviews with tyt bu...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"status":"ok","timestamp":1620214651491,"user_tz":-120,"elapsed":266002,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"36b0db66-250d-499a-acce-976bd9e188e9"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620215021948,"user_tz":-120,"elapsed":636454,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8669ed6f-b02a-4b6a-b1f4-9dc850d2d384"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(100) \n","trainable_pipe['sentiment_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.78 0.67 0.72 300\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.86 0.56 0.67 300\n","\n"," accuracy 0.61 600\n"," macro avg 0.54 0.41 0.46 600\n","weighted avg 0.82 0.61 0.70 600\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620215202403,"user_tz":-120,"elapsed":816905,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3b42a600-3686-4fe9-a430-93647db780af"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":76},"executionInfo":{"status":"ok","timestamp":1620215216214,"user_tz":-120,"elapsed":830714,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fce06315-d677-491f-9a59-c276b6d23b62"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('the president of india just died')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentimentsentence_embedding_from_diskorigin_indextextsentiment_confidencedocumentsentence
0[positive][[0.009460609406232834, -0.07943306118249893, ...8589934592the president of india just died[0.8165338]the president of india just died[the president of india just died]
\n","
"],"text/plain":[" sentiment ... sentence\n","0 [positive] ... [the president of india just died]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620215216215,"user_tz":-120,"elapsed":830711,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d0978b3b-d8fd-4c14-e00b-7e5e34450ea7"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3c74a4cb) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3c74a4cb\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentiment_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo.ipynb b/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo.ipynb deleted file mode 100644 index 926303c8..00000000 --- a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_class_text_classifier_demo.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","
\n","\n","![image.png](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkMAAADzCAYAAACFbBLHAAAgAElEQVR4Ae2dPZYcN9JFv61oH1oEtYPhCrQBbkALaJu+fNp0ZcvVuHRlyu3vvOZc9etgIBNZP11Vma/O4SATGQgA9wUio4sa9v895xMCIRACIRACIRACBybwfwfee7YeAiEQAiEQAiEQAs8phhIEIRACIRACIRAChyaQYujQ8mfzIRACIRACIRACKYYSAyGwgcDff//9/Msvvzz/9NNPz3/88ceGkWNT+ZE/+ZX/fB6LwF9//fX8888/v2goHXWtvvrx2JHdJWOozrV2//vvv/+73qU1r/nJ8xDYC4EUQ3tRMvt4FwL+Qksx9C7IH2oSFRmjYsg3QgF8qRhy32vXFEJrc2OXIn2NaJ6/FwHy72+//XbxKVMMXRxpHIZACByVwL0XQ//888/zr7/++vJH192HQu3z588vdimGOkrpuwWBFEO3oJ45QyAEQmAjgXsvhtZeJvrrvY8fP778dS2FU4qhjUEQ86sRWIvfcybON0Pn0MvYswno5aFk++3bt5efQvlvKfTTa/3JVV+Nql8HQi22XbLm0GCjdvTXAiR9t9W6/DP734VozIw/2WkOn7PbM2vo9jNao/bpvmf+2oZ57qmFufbDtxXwqnvXuqtNFxfsD9/4GzFSzGGjdsmnfGtdI1/M7WvVmt/zQxzN/DUDcby259n1e0yK5VK8z2jJ+lyfbl9b8kbns4u12T1fy26Gj/ZdtWN/zp6zIJ+uUY1jYkc2dX7d1w9zLemDjdaKf+x9jXpOf9e6bV3H7H2KoVlSsbsKAT98JB0ORQ1wPxBLthxu2fPh8DKOfmzrXE9PT+1/BKtx8lETBf5Ga1/yR0Koa8Bnt3b6fI/sRcnCfcmmJkV833Pr+/H1i7/26Am469O+O52wVctHusleWvDRvc+Btr4WbGnls5uT57To5/55dumWdXcvEfq01/ohLpf2W8eM7jsttHfXgLGyrfoqFnSG+BAbvm76PPZljz/5ZD6YuG3Xh0+fhzXcqtUe1viw76odmvq+2aN8er/27LEMH9m539F6NNa5MY/PwXrk0/eErY/XnlhD7b+EFimGLkExPk4mwEEiSeFIidIPovp1APzAYKt+P5y69wPndrW/jsV2qdVa69qw5xDX/fC8a0kIdW2y5ZnWWT91Hcxd/bzni7eu8Zz70X7ohzEJknvm7Prp63gybqnt4tLtqyb+zK9vpcmW/RN7frZ8D7PX+Klx2Y2v2nY26hud8Y6rbGfyhrTr9jrqH63t2v3aT7fOOm9n12kB86oPscK54r7OjU/Nx0fX1Z+eVX0YW/Mp/dUHa/C5mPPcNsXQuQQz/iwCo5cHB1SHh093uHlGy2HhANOvts61ZOvj6nX148/xqeTbrcFtuR4dfD3vODCuPuO+zlsTEOPvvR3tp65b+6vJVDYd15Ft9Tm6X2O5FBvuc82P217ymviceZnAr778TlmP5tOZqC+36kv81uZjDzXO5at7NpM32GvH5VZaVTbca99iucap2zf7dB1G5wxbmMCWe9ajVn34xG5GH+ZgrPvsrvHdraGz39KXYmgLrdhenIAOTPci6w6oDsBaAmCckkX3x+fCtju0SxsdrZkxHHCff2kO7LuEsJSI6/rrPetZ8oHNPbaj/dS1iq2zrtfOdU07903irf50L6bdZ9b/rTRhTzMvE+Jy6cx17Ef21dZ1geWWMy5/9dPtb8Yn4zqt6RtpXtfwHvfED2vrmHf7RlNnPzpn1RZGXez4XCN/4lJ91DnW2NXxa/ZbnqcY2kIrthcnMHp5cNg9AfmBGy2Ew9Ilyjpm6dBWW78frdltuOawK2l1SUR22HiCYjxrdA48q4ywrXuvdoy/93a0n7pu7c+L3Prc72e1Y+6qyRrLWf9rfnzNl7zmfIxi0eciLrsXrdudci1OOhPV97lnHN38DMz4ZK8zXE7Z7zXHEEv1DHT7Zp8e1x0zrbfGSr1nT9Undq4BtnWuOha7UYvva+iUYmhEPf3vQmD08lD/KYlyy+HaYuswRmt2G79em2fp+dLhr4xqomENJEu1j/QZ7afuYdZO42ZtR8xG/axpNjbW/ODv0u1SPNW5iMt6DqvdqfcdqxkurMtf6KxB42eKAuy97YoHf37P1x23bj/Ev7OjT3r4h3751mcUO/Qzfos+S7a+Fq6ZK8UQRNLuhsBSQuRwsdnucPPMWxLDzIEZ2S79v7+6NTO//NV5SSp1P4xZSwgap5+ifTzr9r7RPNiqfaTPaD/dHsRcjGb22NkqyapfWugDM9cSHZbmkU19GXfrxf/Mervxp/ZteZkQl+cWQ5pTL1+1fPDtL2U9o78yVCz4/5sMfq4P8eJ98qn7mT0wvq6JNd9DKz6fPn364f/p2u0RRsQY+1P8+h7p91xCnLgdfc4XvSpf5nZb5vE+xvs8a5w1vsbH2piZ5/lmaIZSbK5GwF8wOqT6Mwp0HYJ66EYL4+Dik9YPImM7WxIINt068VnX1NlWfyQBfNS2rpPkgl3HiGTjSU3rZ2xdA3u713a0n9F62SeMaLt9V9uqoeaoOkoT1uQ+qx3zqnW/dU636/Qc7fOcfmK9xhc+1+Jyy0sLn2rh5nserUH2lWk3b+fTdWF+zeM60N+1o/1383fj36MPDZ3laH3OkRgTD7fvOMq3xvqnm1d2Ix07v1UfePt6fM7Rteac2f9ofNefYqijkr53I6ADxyF9t0kzUQiEQAiEwAsBipZa/FQ8FEOj4qfaP9p9iqFHU2xn600xtDNBs50QCIGHIpBi6LtcKYYeKmz3t9gUQ/vTNDsKgRB4HAIphr5rlWLocWJ2lytNMbRLWbOpEAiBByGQYui7UCmGHiRgs8wQCIEQCIEQCIHrEEgxdB2u8RoCIRACIRACIfAgBFIMPYhQWWYIhEAIhEAIhMB1CKQYug7XeA2BEAiBEAiBEHgQAimGHkSoLDMEQiAEQiAEQuA6BFIMXYdrvIZACIRACIRACDwIgRRDDyJUlhkCIRACIRACIXAdAimGrsM1XkMgBEIgBEIgBB6EQIqhBxEqywyBEAiBEAiBELgOgRRD1+EaryEQAiEQAiEQAg9CIMXQgwiVZYZACIRACIRACFyHQIqh63CN1xAIgRAIgRAIgQchkGLoQYTKMkMgBEIgBEIgBK5DIMXQdbjGawiEQAiEQAiEwIMQSDH0IEJlmSEQAiEQAiEQAtchkGLoOlzjNQRCIARCIARC4EEIpBh6EKGyzBAIgRAIgRAIgesQSDF0Ha7xGgIhEAIhEAIh8CAEUgw9iFBZZgiEQAiEQAiEwHUIpBi6Dtd4DYEQCIEQCIEQeBACKYYeRKgsMwRCIARCIARC4DoEUgxdh2u8hkAIhEAIhEAIPAiBFEMPIlSWGQIhEAIhEAIhcB0CKYauwzVeQyAEQiAEQiAEHoRAiqEHESrLDIEQCIEQCIEQuA6BFEPX4RqvIRACIRACIRACD0IgxdCDCJVlhkAIhEAIhEAIXIdAiqHrcI3XEAiBEAiBEAiBByGQYuhBhMoyQyAEQiAEQiAErkMgxdB1uP7g9Y8//nj+6aefnn/55Zfnv//++4fn6QiBEAiBEAiBELgNgd0XQ3/99dfzzz///FKIqBjhz6+//vr8zz//vBv1FEPvhvrmEymuFF/Emlrpf86ni+Pff/990SUxd4n5Fyd6sIf3oM9vv/32Jj7WtHwwxGctVz8s6odGzo/yt+L/nI/44k9t57PO6/bR5y19eM7+cE+8j+x5DvOR3Sl58O3Kx3eHKYY8mAn6EfAxrjwJgWUCxJYX2xQlHoPLXt4+JQF4QUWfkkj3YR0kFx/b2R+lDy630gfdfP6jsJ/ZJ3w8rnnxnhrDGl9zfeeT2Dj1nM7s79FtyGWfP39++YGvcu32xxjlos5eWtfzoL5asBIbHgf0ebx0a5jpO2QxJDAK+Ap7BlhsQmCJQJd4Za/D2iWCJV8865LFmk/m+/Lly8tPxJ5A8HvE9pb65GW7HnFdrPNNXn1hrnt7fvlPEnTuaoGDFpqPD33VludHb1V4fPz48YUpmqzlNJiKMzlJfXwoZmp+ot+16GJDfjq/+N/Sphj639evLpoD7ETRc4KBn7zVunD4UJ/bjA40Qn/79u3NV8Tq7z6zfr0qH1XmW/bTrSV93wkQE1Uz+sW/Hvo1doztks4oCaC5Wr9em2vvz2F5K32kRafj3rnP7o8cXPMo/af88Er+rprj0/vpq/PPrv9IdpyltXj2HOXXsCI/VeboRv/SfJ1f/G9pD1kMAbo7CN4nkNgiivo4NLWweXp6Gv7dNmLWMYileSmaFCCjudUvW08M+K6BqTXXF7D2o3X655T9+PhcfyewFCv6hkb6eBzNckNHH8tcNV7Rkn6SDTE1O+ce7WDmHOH1HvpIk9H53yPvrXvqYlWaffjw4Vn6KOdtjWNyo+dLrYsz5f6IBY+PrXs4ij1c6zvH91/1VPxXe5jXftmONHN9ONPkO59/6/VhiiEKDdqalBClQgV2J4D3rYEneOq8jNO8tXDpxrAeP8Ty0fXLZw0y5vOWsVv24+Nz/Z1A5UhMSSuua3zNsCMOFB/SCF+dtlXzmpBm5turzS31QUPpIw3JQ2pHOWGvOoz2VWNVeqkQUlu1G/no+hnLy5V56lnkXLk2upZ9Pm8JEM9dDpIlLJ1xzU14RA98cT7q+4g5pclaHsT3lvYwxZCDRSgOx0g89XOQuvGIMgMcIUeJrwuUbozWQdD4vOzJg0+2WmNn343dsh8fn+vvBDxW0INEyr3rs5UbekqnLo5IKswp/13f1nn3Yn9LfTjL9YwRF2tndC8aLO3DY1VaUQhpjGu35GP0zPlXDUZj1M+ZO+fcLvl/1GfwHMVt9z7r+tg/50Da6I/nMGxo0UR2XR7Ebmt7yGJIkOrhQowa9NUOwAQD4qmVSKMP9iPxukDpxsjO56zXdf0kGOxGwctc2Kld2s9on0fuJ1b015Di7Aea+DqFKX49dogD/KHfSH9fy1E1guM96SMtOKNH1wgO+n8qeSEkRmh3CiOdEc9nnEX/YXjpTOhMzdou+dnTM/JN9z4ZaSWOnT25DG0ZX23pX8qD5zA+bDHEgeDlUe+BigC8dOj3lsDQgcOfP9c1Ni6k23SB0o3ROmqQuJ+la5LN2sFm3qX9LM1z1GfEkLhxsGEB+9rP81GLFl3cKGbQkjjV3Et/ts4/Wtcj9t9SH/GSXp2OaLeUYx6R99Y1w4GY9vFi0/W7TXeNz8qWWOj0qH78nNVnR70nL3XvIrFeykF6xrhRXkQ3sdeH+Tq9LqXPYYshYHNIOBzAJ8gRFjv6a7sk1pqYeq55CRB8dz5HwcOYtXZ2fDf3mu8873UUl05feBFj3UEnLrtnM0lgVm/Wsvd2pMOoH+2UwGVTP1v0kc71jMufNDrlRV/X8uj3o5wz6td+4S99xLF+iP+avxnXnSv3sTS32x3tGi5dPI9YdGeM3Fe14/3MmVvSSzaXOD+HLIYQsh6EKhZC6aD5YZJwiITwiOd2PFM7mhObOvdoDH7WxJfdp0+fXr5eZg613Tyn7Md95vqVAIfW44OEXA+8RqGnYqzT1J97bOGzxvDrSr5fYdfNXW2PcL9VH+ylT5f4t+iDL4+Nru8IOoz22OVRxX13NuSD+JY+zhX/+KvjZVvzOmNo0baO5fmRW9h0Z2LERcyrPfp5P76lD3nL+07Jg6M1ef9hiiGB9T8OFCAOXLZ60fDv/lR73bs/XSPcyF+198PbBQrr6V543fz10JJofd7Ol9bb+av7YV9plwlU7lWXOhr2I21kT/J2LT1+qk/uSTbREiJvv00QzzV9YL/EG5s1fWpsyF765/NKgAIGlv6ifLX6fuU8RzHuNvhUW+05K26zpHldy97veR85H79eyl9iI5adllVv+RydydlzdooWuy+GToGSMSEQAiEQAiEQAschkGLoOFpnpyEQAiEQAiEQAg2BFEMNlHSFQAiEQAiEQAgch0CKoeNonZ2GQAiEQAiEQAg0BFIMNVDSFQIhEAIhEAIhcBwCKYaOo3V2GgIhEAIhEAIh0BBIMdRASVcIhEAIhEAIhMBxCKQYOo7W2WkIhEAIhEAIhEBDIMVQAyVdIRACIRACIRACxyGQYug4WmenIRACIRACIRACDYEUQw2U2S7/58m3/JP6/LPv9Z+Dn5330nZa++ifP7/0XPEXAiEQAiEQAvdG4DDFUP2dJt3vSNkqzqnFkNbiv8eF303lv+elXm8ptrbuI8XQVmLL9h4X6Hhu4dv9/p4aEzXGmZtWz/N5+8txYfMe+ox+R5bWULU8sk6V0yV+UBNftFa75rOepejzNiLhOXqPVg2d/RJLviiQfXcmq981Hd+uevlu98UQL6YqmqAq4PX8PT+81DqhtQ7W68XStden4LxkUF17vffsn8Pq+nHAl5LA0p66mKFvpsBh/lHMLc29t2e31Ie5T42DvWnR7aeLa/EavRw7H7VP42v+H/lkfj+/1d+R78klnz9/fvmBvnKFzSmxzhgKp5qv0MZz3khH1rGl3X0xhHgV7BZIl7TtDqb7TzHkNB7veqSvDvAocaztUmO75Dzj8xbxtLafWz6/pT4ke60hn55AF+vnxPCIOf2ajw990Qcib1sVIx8/fnwWJzQZ5bRTWJLPvnz50ha/l46Nt7t7ft59MaTA3vpThaBTnar1AyOACO02M8UW45YOG0HWvfxcPPbFGpbs1/YjX3wz5LZLPn0tuf5OAO1qvNAvrWbixHkytks6mqfr9/H8MLAUc26/52tY3kqfmfO/Z/5rexvxoZ8ctebHn3ffJug5Pj0WdFbWzpP7PvI1Z2nEC76zeYc8pdavYTzyR/8psYFv2t0XQxyGmRcRYKvAElQCdZ9OuM5OfbJdE40gWypEdIDdD2Pqumf3QzH04cOHf//bBcZ6shjtK/3fCRBrngDgqJ92pI8/m+WmMYpfH8tca/roeY2L2Xn3Zgcz5/ie+jCXz783xufsp8ul0kx5SedHOW+Uh0fzkhs9X8qWM+X+dFaW8u5ojiP2w3WUW7bEOrbksi4Our5zY6PqtvtiSBsmCfItCtArDB2QemiqTb3vRKo2uid4RnMzBrvRoWQvfog1tuuf3Q+JQa1/tNZRsLtdrr8TQAM4csilFddr+ncsiQkKInytaVPX0/k+Ul/lAcf30of5yEO09SwfSRPfqziICTyklwohtVU7H7d2zVhyO/P4WeSMqY98iD6jXLw2756fw2uUg7bEen3PoA9xII6171Kx4RodohhiwxwKgnx0GLCfaatIozGzdgTZ6ADqoHYBSPCxJ/xwP1qX+uWTROF2NUj9Wa5/JEB8iSd6cKC5n9HjR8/fezxJj+LDx0Y/p/H6A8O96KPVoek5cfF2l4975znSX3bakZ+tU3ZIPiT3i7t//Lk/49x2OdfHH+0aXlu4dLHumsNwre/SscG8hyqG2DRC6mAQ+AT91qTUCcc83srvzAuMtY1s5YcD3bWsf8t+xCDFkKt12jUJ++np6aVgVWzwQQ/ijf6ZFr8eE8TByB9jRs9n5t2bDUzuQR9nKy278+c2R7gml+r/qcQ3Quwb7fxM8Wyt1Rnocr0zJ++SP90n6zplbvezp2t4bSmGtH+PdXxU5h1v+i4dG67JIYshAeBwIQQvK+4d0tI1Ii0dFOaaeTERIP7i8/nlYyYAt+xHPj0xMJ9YzMyF/dFbmCvx1niYiZOO31I8SJ9ON/lZetbNc4S+e9LHeUer7zTIk11Mj3KUc+yu8VlzL7HgeVY6+D3+Rj54fsSWvLT1/eCxDtfuh3rvU+7E9pKxUXVLMWT/10oJtVXcmZfcbAEjcQiy7lDq+cx8iDy7n1GimR3PfGm/FyFdDC2xFH8d/k7zLmnDWT675EDi0PN83hIY6TDq12g9kz4dz1P08RWtnXe33fv1iMWoXzzgL32UG+uHfDlTDI3ytHx056zOdaR7NOly3YgDY7o852PQzPUcjR31u7/Z690XQ0pgDlVgAFgDnJdIFUuHpPoAcCccz9RyWLtE6nZcs7a6hvq8rp3n3s7uR/vr/GnNW4Ld5z7qdaf3Uoygt5J5p4E/94SOzy5OpFvn66ia+L636oO99OnOwin6sB7GRiuIvH5j77E+yk8axTkYFavkwMpYZ0RjfB609lzd9b2u9rhXxG53Jjoq2FcdOls0VesftHTNlmLDx85c774YEgQCX8HPHw94B4Vo2NUDI1vEchuuq9iyrX0+X71m/u4l57YKAuak7ebBHzZqPZjkcxRQYjQb7L62o1+TQGHe6eKM0HJJ89kYJmGM4tvnPer1Vn1gv8QUGzRXW+27vFFtjqqJ75sYhuVSDnIt68sTn26DT7WdfWdb8yV+j9Z27xLn6fnrnFhnbKfPltjYqs8hiqGtUC5lT/Ak4V2KaPyEQAiEQAiEwOUJpBi6PNN/PS5VuP8a5SIEQiAEQiAEQuCmBFIM3RR/Jg+BEAiBEAiBELg1gRRDt1Yg84dACIRACIRACNyUQIqhm+LP5CEQAiEQAiEQArcmkGLo1gpk/hAIgRAIgRAIgZsSSDF0U/yZPARCIARCIARC4NYEUgzdWoHMHwIhEAIhEAIhcFMCKYZuij+Th0AIhEAIhEAI3JpAiqFbK5D5QyAEQiAEQiAEbkogxdBN8WfyEAiBEAiBEAiBWxNIMXSiAt3vsLnHX7uRfwX7RIHPGMavYfHf29P9np0tU5zyO3nQfvR7mLbMvyfbW+rzKHnjlnpXRmu/229mrfz+P87kWq7Wc2zV5veTvaUMz9HvjasarrHEH3Zr+vgZ9t+J9naV2+5SDG3j9WLNi6kKppfPvR0aXojnvoxPwHTIISQBP6BocGpskChcQ/UtvSRYB8nFxx5SmP9tGi630Ie5PQ7o8/UcWZ8ut3bxP8uIl6a/tOnrmDN/92x2zj3bkcs+f/78LEbO1fdNXHus+3O/1nvUcxljlzQgJpTflux8nrXrFENrhJrnEm8UBI35TbsI3rwM30cGHdIuNk6NGRJDTSok9FqQs0vm+/Lly8tPuNH/O5lb6jOaW/3+MkDDI7aK2/pyI9Zr/wwfxX3HlqLHz8XorM3McwQbMfv48eOzOKFJl+vEYpZlp4PGSxcVOq4PjBlDQXZKXODL2xRDTmPiei0I3IUHBOIu/aSOPTZql16C1Z6gqP3uj+uRX553c/vecv0jAWKjFij0i2l3uH/09NrDwe/GdS8OjSTW1Pr1q9djXqHDrfTRvN2LOcXQ93gkb9XcRH/Hbi2S5at7YePT59JZ6WzX5jjic87SiFfHt+M00kf9ypejs6p3neZQy3uv87+lL8XQFlr/s0WoUSDgkoCQqG7LeB0+Pry09IwPfR4QBKF8+suVl6bbyg8+fC7807LOGlRPT0/P8pvPHAE0cA1hq29oFAP+bMZr55Nx8uVxpX7mIw5m9Mff3tuOJbzeQx+0QBvXq569vWvR7Q8+nquk2YcPH56lj4ohf9b5qH06I10RRR51LXQdHSrB/h5+Nf9gzblaynf4qMylA3/qM9dzNJ41bG1TDG0l9j97iUJB4kWJuyMgasAgIgex3rsPF1/92NYDTn8Nni7BuH9ddy+JapP7dQKVI/pLA67RfN3bdwt0rXqja40t+fc+7NQe/XMv+ihfSKeRtkfVqcYqhZDaqt0sI8bVvCj+6CBfaKH+mtvr2Nm592wHL881vl/ynb8j63sSH85X/PVHH7XuHy2ljz7d+JcHJ/5PiqETwTGsHhx/6RAQiMsYteojCBDZx2Jbn20NgJpg8Ost61SwEmj+PNdzBNBKDGGKptx3sTDjXeM8sehe83iy6LTu+mbm26PNrfWBKZpIT9eP50dt4aJWWukbIbX6uHZb+XD2/Px8/fr1Jf9yHsmrNQcyNjq9pQ6vLVx4V1bmvAfVzzPNpmv8Mx+2et71vV3ltrsUQ9t4Da05rP4TPAfJBcaBC+1JgOe0+KVI2RoAS76ZQy1+PWEwp9vlekwArfTXizrEYs+HWLgkU8UQyQH9aqzN6s8699zeUh9xJQZI8OqrL4g981/bG7Gq/zDWCyGNQzs/U2v+lp6jBedxdH7kg3Vdau6ldT3KM3h5LM+sXfmJdyQ+lMM+ffr0phCSL89vYs845vHxuj73k2LoXII2nsTGoeHA1RdUFXHpoNeDWMfa9O1lHd8alU7mUGFU115Mc2sE0FvciAEen6IDY7uWudCHGPJitruu6+p877UPZrfQR0ylVffyqHljr/zX9kUM15eexolR17/mc/S8O4/Shx8ufBzronDyZ0e95h3RxfMSEzF2HXWv86jWP5xV+rHrchp9nXbuc+06xdAaoQ3Pa1KrguKKfg4X9wiPnVrZeMARhLPCd4fe/Y+ut84z8nO0fmnoerH/Ub+eEzezmjLGkwrz1PZU/aufvdyPdBj1a9961iXsJSbS1PXhPHWxgf5HLlTFEkb1HIz6NYbcKX1m+Y381VyLvvLrWtJ/5BaGXTyPuDDG9R3lp1G/++78+fOt1ymGNhLT4ZOYav3DTw8uNAdVyZQPAtYgIiGq5UNAeB/jfR7su5Y1LNlrHl+j/LAfn7vzn763BODtPNFRbf2gp5L5TMJ1+85f9b80d7U9wv1WfbCXPvXMdryW9OmKKs7ZjO9uvr31wcPzjq5HZ4P4ni1W8d/xRms/u13f3pifsh/ivOPY+cO+01G83c8sc3wuvdu6tYz6UgyNyCz0I5YOoP+pL6eRnR82n8YPtvx2gXNKAHTr8GSjNeje96Lruh9fa67HBCrvTkcfDfvRoeY5+ozix31yTUxFS4i8/TZhdM5erde/GdqiT7XV/CPdfQ1HuqZgId79RVk5+FnrYpx8iS+1nR1+3R9jpFk+r9/cwaW2HsfkHbdZylt65rYzzNHW5z1HpxRD59BbGcvBWgqCFRd5HAIhEAIhEAIhcGUCKYauCDjF0BXhxnUIhEAIhEAIXIhAiqELgezcpBjqqKQvBOxDqvgAACAASURBVEIgBEIgBO6LQIqhK+qRYuiKcOM6BEIgBEIgBC5EIMXQhUDGTQiEQAiEQAiEwGMSSDH0mLpl1SEQAiEQAiEQAhcikGLoQiDjJgRCIARCIARC4DEJpBh6TN2y6hAIgRAIgRAIgQsRSDF0IZBxEwIhEAIhEAIh8JgEUgw9pm5ZdQiEQAiEQAiEwIUIpBi6EMh7dFP/6f+t/2y5/uXspX8K/x73nDWFQAiEQAiEwFYCKYa2Epu0598YGv2OlbXnk9NMmZ36O1xSDE3h/cEI3v67dpZ+H9IPDpqO2d/XRFz53KMYbKY5RNd76CP+HfdOn/y6nrdhVxmt/W6/t6P7u/qD4Yj5NWKjX9Fj98Jz9MNy1XA2H/nvNOtyZs2Do3N2Ct0UQ6dQmxhDMIwOHc+7hDnhfpMJBzzfDG3CdpIxujprDvipWpN4PDmor74kmLvaXTJhnATljgbB6JL6kKCdO31+/pnb44A+X88d4Xr3pXTcuvifXRi5z1/a9FXmnRbnnt3ZdT6KHTw+f/788guGnavvAZYe6/68u2YMhZOfJ9kTG95Pn5+zzvdMX4qhGUon2CDsSCREdGFPmGZqyOjwrw3W2kfBvjb2qM91+Dtmp7IkjmpSQdNRfMEfu25N2BypvbQ+YicN6ouVfuc+mlv9tbA9kia+144lMdwx9rHdtfJrx7bLvyN9Tj273XoeuU/MPn78+KychCYe3763Ud5ym3oN5y9fvrz8Bvv6buxiQz4YpznP+aQYOofewliCRUJ1n+4wEkBUxt1P9O632o+SBWNGz1mf1upz63oU7IxJ+0oAzlVz+sWzHvDX0f1VFydYap41TWUru+j4/G8Cv6Q+aNvxrdx1372YUwx9j2jymXj4h/6Ondt116MCB5/MhY6XjI1uPXvpg1cX99pj5bu2b+VF8qNfM25pvnrOGLO1TTG0ldikPeLxsqrBoZfchw8fXr76k0sCgMPpfX5A8UvRwsuVl6bbslTGsBb6aVlbHXupIGOevbdo4BrCVj/tKHH4sxkenU/GydcoGWGD9mt22O+57Vieq494SQedR9eWufxMcca9j/lHZ3PPetS9wYecpufiqDyp86NiyJ/V8d29NOmKKM4FWqCXa4g2p57dbj176YPfKK/AznmO9o4tWnRxoLHyNXPORvOs9acYWiN0xnOJS5JDYO455GoJLILBp6yHGdt6wOnHv/tYeiY7zdsF9ajffef6lUBNqBxyac91p/Grhx+v0K7qTTx1urkX7LbO6z72cn0NfcQGjUjUaN1pIx1kp5ZxVdu98N66D2JVrT6eI6t2s74ZV/Oi68Bc0oGXNxpqLVznDL1SJ3a7GJcVzBTr/gdtXz39+P6pcYAtc86cM8ZsaVMMbaG10VaHh0OoQ/bp06d//85VgpMEObBdoNRnBAR+Z5a0NIZn3UFX3yjYZ+Y9mg1aSWuSAZpy33Ge4aRxnlR0r3mW9GE9xNnMPHu2gcc19BE3+UWjpfNJspftkn571qLbG1zUSiv/5ty168Yu9XH20Ebt169fX3Iz59H9Y3+ps7u0tkd9xntjS/xyPmCuvbvmsOj6eKYWP9Jx6Zz5mJnrFEMzlE60kWgKlm/fvr0UQn/++eeLeBJbfwikJfH9kGoZBOGWIFgaw8H3AGW76mON9KUdE0Crp6enF27SlQ+cFROX+kifURwwnxKGr+NScz+in2vpg1/XQtqIveuNJn6mSOzd+XtExuesmTyo/6eSF0LyCeNLxTJaoA/+3+vsnsPpHsbyTvFYnlmX4pwfzvBRY584qFqj0do5m1lHZ5NiqKNyoT4dNAWLROW/wlefxFcfgYTIVXwtQ33+QiOAPCDWlrs0hqRQA1I+1cca1+bI87dfDVctq47n8lrSjWceN+fOt4fxS1xO1WfpbOn8kPjFb3SeKIhqzOyB+ZY9kAedGePFqOvn+da26n2N2Ni6pkeyJ+63vh/8TKC38tTSH2nFfN17z32ewzDF0Dn0VsZygPXXYxJMHwmrANJPIAjLQcTG3cqHB9xSUPg4v14aM3pGoPrc7jPXPQFp2DEb9csLL0Pioff8tpfYkk7+QU8lF9nk85bASIdRv0brmXiqrR/Obqed7HmBo0sXG+h/9GIIRpXlqF9awF/6zPIb+RvFwKi/xsKR7mHYxfOIA2OqvtVeOlY90bkb6+es+tpyn2JoC62NtojqwiKq+lxYEqK/wBjvfbMB5UtdG8M8avXRC1ZfU6uI2xLsPudRr9FXB5RP5Uu/WrRRPPDi9Of12u3RCxt/5jHD87SvL89ZfdBT+nRnYcQczf2Ma0758bnzQ8fbqISHx6+uR2cDzpXrW6+vd/jvtERr1wf/9ay9ejzmFXHfceyIYD/S0cd0zBkvnT02sPVz5r62XKcY2kJroy1C1QAgKVYBsZfg+lPHaXqCoo6tS8MOX7X1A6+xCjBsCHD1cV39535MgKQKz05HHw37kaY8x1/VDl81frCnHY1j/FHarfpwXpf4YQNrtZ191VJ2I92PokfdJwULLJdykGup+K+fLg92doxzf5p/7ewy7ghtxxKNahx3uag7Dx03xnY6zZ6zzu9aX4qhNUJ5HgIhEAIhEAIhsGsCKYZ2LW82FwIhEAIhEAIhsEYgxdAaoTwPgRAIgRAIgRDYNYEUQ7uWN5sLgRAIgRAIgRBYI5BiaI1QnodACIRACIRACOyaQIqhXcubzYVACIRACIRACKwRSDG0RijPQyAEQiAEQiAEdk0gxdCu5c3mQiAEQiAEQiAE1gikGFojlOchEAIhEAIhEAK7JpBiaNfyZnMhEAIhEAIhEAJrBFIMrRHK8xAIgRAIgRAIgV0TSDG0a3mzuRAIgRAIgRAIgTUCKYbWCOV5CIRACIRACITArgmkGNq1vNlcCIRACIRACITAGoEUQ2uE8jwEQiAEQiAEQmDXBFIM7VrebC4EQiAEQiAEQmCNQIqhNUJ5HgIhEAIhEAIhsGsCKYZ2LW82FwIhEAIhEAIhsEYgxdAaoTwPgRAIgRAIgRDYNYEUQ7uWN5sLgRAIgRAIgRBYI5BiaI1QnodACIRACIRACOyaQIqhXcubzYVACIRACIRACKwRSDG0RijPQyAEQiAEQiAEdk0gxdCu5c3mQiAEQiAEQiAE1gikGFojlOchEAIhEAIhEAK7JpBiaNfyZnMhEAIhEAIhEAJrBFIMrRHK8xAIgRAIgRAIgV0TSDG0a3mzuRAIgRAIgRAIgTUCKYbWCOV5CIRACIRACITArgmkGNq1vNlcCIRACIRACITAGoEUQ2uE8jwEQiAEQiAEQmDXBFIM7VrebC4EQiAEQiAEQmCNQIqhNUJ5HgIhEAIhEAIhsGsCKYZ2LW82FwIhEAIhEAIhsEYgxdAaoTwPgRAIgRB4NwJ///338y+//PL8008/vfz5+eefn//666+z5v/999//9Se/I5/XmPushd/pYOkhhmgkvcTOP//888/zr7/++q+NbP/44w83+ff6t99+e2PX+ZPxNfVJMfSvHLkIgRAIgRC4JQFesno58qGQGb1IsRu1Gl9frp1P+dcLW8/40Hfq3PjZU0vhssSEokXFkIoifWDpfNUvf25HXy1YrxEbLwv73/+kGHIauQ6BEAiBELgZge7FyDcM9YU5s0heyvUFTD9FF3Nw7767NfnzI12LYy0su/2P7MTSx1Pg1MKKftet0wHdTomNuu7DFEMCyVd6al2QCqXa6r77IBh+ayVbDxw+GOdCKxgYr358qq2BIj91jafuh7V0e1x6xl7ShkAIhMAlCJAvPS/KL/3kxy1zjXIYPsl73Ne5NZf6lvLrlvU8si2FR8fI94UdbHlGv7/TRt8WoRtzjfSh/5TYYF20hyiGJIoXFACsAT7qlyA+XvDUJ1ERS30ar7kkOveaowZFFVq2BIV8epWrsVXoS+6HAK0stCbtrc79srH8TwiEQAhcmAA50HOtcuWHDx+ev3z58pKL/NnM9OS3msfI3/gj99dcrTlkU8fPzL03G95bMBvtD7v6btQ7Rjqq5Rnc6/unvvc0pxdRmvvc2KjrP0QxVDet+y7AZ1/+CNgdHJ9rZNcFC2JXn/SrXfqcs59uDpJIXc/SGvIsBEIgBE4lUPMQLzu1Xc6cnYexFDTMU3Ob7rsXrsYxdnbOPdrxjlGr4kWs+KM+PvCuBY9sunei+uWHgkjjdM94+cWGeTSHimS1dT7WsbU9dDEk4MDd8vLXmJnD0QkvgTrxqthbhazjt+ynW2f1t3U9sQ+BEAiBLQQ85/jLTj66nLnFN/mQl7e/aN0PL2Ls9C39169fp/K9+9njNfpQtLBHmMHUteLdorH6cF8LUfrhjj1zMLfaS8cGcxyiGKqgAa4W6NhUkQDlrUS/ZTHEWn0fXJ+yH+2t7kkc/K/rfP+5DoEQCIFLE+CF9/nz539/6mcOXrDkN/pn2vqyJn/O5HD51/haAMzMuzcbse+YUWjyvkCrp6enF26uGezFlE/9Ro7xzvxascEa1O6+GAIsQrF54CIUIt17MXSN/YgJfhWksPCAhVvaEAiBELgGAXJQ98JVLur619aBz5rLyHH1vVD91Rd9fX6ke1jyzvS9671J8QJb/7IB2/rerffYMRfvY+67GDg1NpiLdvfF0Ah21++CAqhrEaYesGpLUCAozzVOgeLju/Vg7+3Iruuf3Q/+Za/koK+FCWyepQ2BEAiBaxIYFR6jfq2FHNu9ePWcvOi51setFUOMV3v0D6wrS/Tx99zo3VP7eRdWvrxj8ckcVa9R/ylaHaYYAqogIUA9QAhQgcu+iiV/dbyCRf0SiI/uvbDwuXXNZ/bQYXfp/Wgd+K6FGmtMGwIhEALXJEAO9tyo6+4bAa3Dc5bnRNaIvzpetmt5bsaGeY7Sdlp0fRROrglaqeVDn78jKXDq+xUtZ2ODOWbb3RdDAiF4AssfCQRYF0a2LgT2Dt/BIiR2Lih21Z8KrW/fvr0USO4XX3U9+PH2WvthrTVx+Ny5DoEQCIFrEiA3L+VV5uelK9tR7nQbfHb25GBs6g/FzHn0tr5/uveeGFXuo/dK1Vv8Z21Hc5+i0SGKoVPAHHEMxVCSwBHVz55DIARC4LgEUgwdV/sfds5PRqOfsH4YkI4QCIEQCIEQ2AGBFEM7EPESW+CrSv873kv4jY8QCIEQCIEQuHcCKYbuXaErr8///tf/G6YrTxv3IRACIRACIXA3BFIM3Y0UWUgIhEAIhEAIhMAtCKQYugX1zBkCIRACIRACIXA3BFIM3Y0UWUgIhEAIhEAIhMAtCKQYugX1zBkCIRACIRACIXA3BFIM3Y0UWUgIhEAIhEAIhMAtCKQYugX1zBkCIRACIRACIXA3BFIM3Y0UWUgIhEAIhEAIhMAtCKQYugX1zLlrAvxaE37HUfd7kLYC4B/FdJ+jfxeKXzCJ7chu6xr2Yn9LfWZ/X9NeWJ+yj2sw8n9PTedi9LuvrjH3KQzufUzNR93vCNtyzmrO6vyJyTX1STF071GX9T0UAQ6r/343fs3JqUUJicd/TQp9/i+Gd3PT53YPBfTCi4XHLfTp4oA+1/bCW34od11cU8icykjj68u184kWfk7pO3Xuh4I/uVgKlyUmW86Z/Pl51DLUVwvWa8SGbznFkNPIdQicSaBLvHKpw10T8uxUXbLofI7mVtKqiWV27r3ZjRhdWx9+StY89TPSt9od4b5jAbv6wpzhwUvZCxyNox89mIN7992tyZ8f6Xp0fiqDkZ1Yeh6kwKmFFf2uW6cDup0SG3XND1kMCZyA/ve//31p+WsIgdO1w2bDAslfG4xsRrYa6x+E0jr0x/26eIypNpd4Ma3tR89H83TPSA6+F67r/tlX2rcEOJiVF/3iqVjY8mHsKKa9X/N2ScHjdcvce7OF5S304Xx1+UF9ruPeuM/uZ8SI/lE+W/JP7FfN8Uk/99FnTJPz0zHyUdjBlmf0ex7k3Vh9ohv9I33oPyU2WBftwxZDAgoAQf/w4cPzp0+fnr99+/aSWICojeq5v4QAWBPQqF++fDxCaQ3uQ3YuNHOzTqBrPdWOZzPtzH5GQcYe5YMP+/E+9uIcsU/bE4CjM4P3ly9ffojL3suPvZ0WzOWa6drjEU+swdfFsyO1MHMOsLm2PszjesFeZ7XmCJ4dqSVn1Vyr3C59xMifzbDhBVz5cqbwF33WaXJ+YDYagd3MOYN7zVs6J66Z5qzvTM1zTmzU9T90MURicXDA5VndMPeC67DVL/FqH/beInb9KZx+goD7Gjwc0Dre59h6XfczmqMLqm7fsxy3rnPP9uiN/jAUc67X4rLjg5ZKBvKNr5pA0NbnqGM7/0fpu7U+0qVL6Mo5M3ln7zoRv2r1kV562amt2m1hwVgYM4+fE/mLPstUxU0M1Sr3KJb5g2boJrvZPIge5DONI9exImyY51KxgX+1D10MAUZBDEheFDXQfdO6rnB5aayN01gOF2JX39zrOeuij3bpGTZb2rofjdUcJAB8aX+1COvsZjniN+3buIAfMcr9THyNWEonkk/VkDHEJnaevDT+yB/YiAN6vLc+rqE0ko5fv3794ZweUSfPYf6yEwvX7hQ25HfOxegsRJ8xXfSp7zSYwdS1mj1n2KEP55LVMLfaS8cGcxyiGKqgAa4W6NjMvKxcbEB2rXzVwMFOgVMLFZ6ttazV98E1+5EP7AjSes887Mf3ToC7P+zT9gTg+PT09KK7sxux7z297cWvF0DSSpqj7dsRb+8Y7+t5a3GMOzjcmz7ScJQnjqHM910qPhXTnz9//vcbIfaPdqfEMLmMs8JZnM2/0edVn44ZhSb5Ca1mzxm5DG0Z72fiWrFBfKndfTEEWIRi88BFAA6IFwTY1hafHK76nPulQ6R5XGzGrLXMvbYf/GgebLXXbk5YUFCp7YIen2l7AsSQ+BFXWMK49vN81NZE43bSdkYnxeGMnfve4/U96rOk7x41WNoTua2L1VNjGJ81VxML5MbRuqLPKxlYdjnM32ewncmDo7zIXPKrD/eXjI3XnX2/2n0xNILd9bugFZTfI0w9YG6j624O9XPAELqOW7of+VzqVwD9+eefL0VRN6f61pLC0pry7JXAKIZG/RqpOFLi6DQgsXTP5LNLDq+ref12ULb5jP+JgyV99Ez6dAzP1Wd0bo+oFXmxxvqoX4zg37149Ry+NVczrs5VuTNe7dE/MKss0cfPx+g81X5yX+XLOxafzFH1GvWfotVhiiGgChIC1AOEABW47F0s7GpQVAEQqr6wtJbaV8eO7jmcM/uRD9agryw/fvz4UmFX3/LVfWNU7XK/ToCE4fqgmccQntBHsdjFhD/3eMNnjVX8qp2xcfsjXG/VB3vp052Rc/RRjMiv63oEDZb22OVW8enOhvwQ4+LoZ4458FfHz7CfsWGeo7SdFl0f58Y1QSu1fOjzs+Vnym3R0s9LNze+t7a7L4YERMB0WPgjgQDrsGXrQmDv8GXD2No/gs+hwt/SC2zkw/u37EfjsB/NS+CyPm89mH0NuR4TqDxrIq4j1/SRfY0haVS12TpvXcdR7rdygn3l7bywWTo7JH5sRufR/R7xmvwKJ39RVh6uZc3l2LoNPtVW++gDseWWfAXLkT6V+ygPVr3ld9Z2NPfyDvqnD1kM9VtJ7ykEKP66oCI5LL0ETpkzY0IgBEIgBELgngikGLonNW6wFqryruBZenaDpWbKEAiBEAiBELgKgRRDV8H6OE75KrP7Zoiv/uvXyY+zu6w0BEIgBEIgBNYJpBhaZ7R7C/6qjL8Dpu0KpN3DyAZDIARCIAQORyDF0OEkz4ZDIARCIARCIAScQIohp5HrEAiBEAiBEAiBwxFIMXQ4ybPhEAiBEAiBEAgBJ5BiyGnkOgRCIARCIARC4HAEUgwdTvJsOARCIARCIARCwAmkGHIauQ6BEAiBEAiBEDgcgbsthvjXj8/9v3fzDwfqnxC/l889rule2GQdIRACIRACIfDeBFIMFeIUYdf8hwZTDBXoO7vt/t2mc+OJmOHfgFI7KvD5xzKxHdntDPv0dm6pD//IKdqMfgfT9GZ2aHgNRvX3aY24X2PuHUr07+/nJI67Ly22nLOaszp/4nhNfe62GLpUAPESmX0hpBi6FPlj+uGw+i/hJKZmY7CSI4a9oKLPf41KNzd9blf9H+keHrfQp4sD+lzbI+lR99rFNYXMqYw0vr5cO59o4eeUvlPnrvvbwz2FyxKTLedM/vw8ipH6asF6jdhwPVIMOY3n55ffZKxqd0noMmTzLaL6odvsJAPukkCXeLVQHe6akGc30CWLzudobsVyTSyzc+/NbsTo2vrwU7LmqZ+RvtXuCPcdC9jVF+YMD17KNdfSjx7Mwb377tbkz490PTo/lcHITiw9D/IurO9b+l23Tgd0OyU26ppPLoa6hbnz+pxF87WaWt8oY9XnNkubBJjbc41vbHQv4Dz3lwMHg2ddiz/WObsf2bOG6rf6xPdMK77uzwNM4/Xc9+g+u2dLDGSfzzoBYqLyol961UO/5pWxVV+N0zzer/vuvBB/W+deW9ujPYflLfThfHVnXn2u46NxvdR6R4zoH+WzpfmJ/ao5PunnPvqMaXJ+OkY+CjvY8ox+z4O8k6tPdKN/pA/9p8QG66I9qxgaHWA2TWJmwdxrcjZbgbGw6oN+2g6ifDlon+c///nPmxeFbLv143fpxbFlPxKzCsXeEZo9zbZau6+P9fh+2EedA1vnznq8T+PEso6fXeMR7eDozOD95cuXl3jzZ7OMOi2YyzXTtccA/lnDKXPjYw8tzJwDbK6tD/O4XjDVWa05gmdHaslZntuk2YcPH56ljxj5sxk2vEcqX84U/qLPOk3OD8xGI7CbOWdwr3lL58Q105zdu/2c2KjrP7kY0kZ9A1o8xQ4ByMGvtixi1K/n+MAnY2jl2+dXfycCfdVPB1c+Rv3Mq3a07trP3Or3z6jfbbZea90ePCN+3f60Ph+ruQlSNNy6niPaV11hKOZcn8ITLSlO8VXjH219jjr2iLqw51vrI126hK6zV88faz5SS/yq1Ud66WWntmq3hQtjYcw8fk7kL/osUxU3MVSr3KNY5g+aoZvseO+Rr2TDtbNXv/yQzzRO94yXT2yY51Kx4Ts+uRjSogguNljvtRmSsW+eBdQN0q+WcbWIwUb+gEcfQe8Quz7Zj+Ye9TMH65rZjzNivNrRmtxm63W3bnFAE/xp3ZVpZ4em3T7xlfYtAdcVftJFH+7P4SmdSD5VQ1bCGrCT/lqDzoqfC+yP1MJGHNDjvfVxDaWRdPz69esP5/RIurBXz2HSikJIz1077Le05G3OxegsRJ8xVfSp712YwdS1mj1n2KEP55LVMLfaS8cGc5xcDLFhFvfp06dn/REQf1Y3yWa9rRvX4gjeUdIHDgJojF409eXPWtxOtoyvc4/6AbZlP5qzrkd+RmtijrV2aQ2+H+zYe71nHtbjL2qNkUbuD/u0PQE4Pj09vRQfzm7Evvf0the/fhaklfRB27cj3t4x3tfz1uIYd3C4N32kYX3BHEORt7tUfCqmP3/+/KYQkhXanRLD5DLOCmexy81vV/T9Lvp85yD2HbP6rkar2XNGLkNbxvuZuFZsuN4nF0MElALF/yhh//nnn/8GM6D8ResLGF0zzl8Abqs5vaDStcPDFrCy9w9wEYBno36es66Z/WjOLnhGa2KOpZaxlcto3VontrLpGDHWeXbrXlpXnr1++yOOYuofGNd+t+muiTc0dBtpO6PTKA7d1xGuyVn3pM+SvkfQxPdIbuti+tQYxmfN/8RCd658TdHnlQYsuxymXMS7BbYz52yUF5mL9yz3l4yN1519vzq5GCJIVMXrGyEtVn/01ab6AKNpHFRdwOge/12w8gxQIx/qB2I9DCMRRv0+x+x+Rr40XoFS1+RzjK5HPpf6FUAqUMWyY6a+jvNoDekfExjFxqhfnhQHiodOAxJL90w+u+Tgq2O8bPMZ56IlffRM+nQM4XuqPqNze0StyOuV5ahfjODfvXj1HL411zKuzlW5M17t0T8wqyzRx8/H6DzVfnJf5ct7G5/MUfUa9Z+i1cnFkCbTQhWEFD4srCZ2NlY3srRgfHVjlp5Vn8xdBRwFOYJ38+Ibn0s2su3WKWYaJ2Z1Tfhfalk3QSJbAqpLCKxBX1l+/PjxpTis/uULDeuz3G8jQPy4PmhWD7w8o4+06wobf+7xgs+lGJyx2ba7x7feqg/2nuecwjn6KEbk13V130e8Jrc6E113Z0N8iHFx9DMHO/zV8TPsZ2yY5yhtp0XXx7lxTdBKLR/6/P3jZ8pt0XI2Nphjtj2rGNKiahB2fVqMb1Bj+OPJfGSDrYMFDM+8dVjYeZ/WgwgOG2gIOfI5ux/ZVV9aB311Tcy/1mqcr01c2Ge3H+ydtc/Betwn187cx+R6TKDyrIm4jlzTR/bSAU1oqzZb563rOMr9Vk6wr7ydFzZoo7bak3OwGZ1H93vEa3IZnPxFWXm4ll3uk73b4FNttY8+lW5/T76C5Uifyn2UB6ve8jtrO5q7X/ly71nF0LLr6z0FcpdMEEptPusEKEC7oCI51KS+7jUWIRACIRACIfA4BB6yGOIl3RU8S88eR5b3WylVeVfwLD17vxVmphAIgRAIgRC4LoGHLIZ4SddvhviWY/QV23VRPqZ3vmXrvhniq38VmPmEQAiEQAiEwF4JPGQxJDF4ifP3lrS1QNqrcJfcF0UkDGm7AumS88ZXCIRACIRACNwDgYcthu4BXtYQAiEQAiEQAiHw+ARSDD2+htlBCIRACIRACITAGQRSDJ0BL0NDIARCIARCIAQen0CKocfXMDsIgRAIgRAIgRA4g0CKoTPgZWgIhEAIhEAIhMDjE0gx9PgaZgchEAIhEAIhEAJnEEgxdAa8DA2BEAiBEAiBEHh8AimGHl/D7CAEQiAEQiAEQuAMAimGzoCXoSEQAiEQAiEQAo9PIMXQmJwF7wAAAG5JREFU42uYHYRACIRACIRACJxBIMXQGfAyNARCIARCIARC4PEJpBh6fA2zgxAIgRAIgRAIgTMIpBg6A16GhkAIhEAIhEAIPD6BFEOPr2F2EAIhEAIhEAIhcAaBFENnwMvQEAiBEAiBEAiBxyfw//zgGJLHrOGSAAAAAElFTkSuQmCC)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188250696,"user_tz":-300,"elapsed":116328,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a6118c32-a060-48c5-c88d-a3570a26eaa3"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:15:34-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 04:15:35 (2.03 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 77kB/s \n","\u001b[K |████████████████████████████████| 153kB 57.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 63.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download news classification dataset"]},{"cell_type":"code","metadata":{"id":"OrVb5ZMvvrQD","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188253237,"user_tz":-300,"elapsed":118859,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bd001162-846a-4a25-eb66-8509ad8d21f8"},"source":["! wget https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/classifier-dl/news_Category/news_category_train.csv\n","! wget https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/classifier-dl/news_Category/news_category_test.csv"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:17:30-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/classifier-dl/news_Category/news_category_train.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.81.46\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.81.46|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 24032125 (23M) [text/csv]\n","Saving to: ‘news_category_train.csv’\n","\n","news_category_train 100%[===================>] 22.92M 17.6MB/s in 1.3s \n","\n","2021-05-05 04:17:31 (17.6 MB/s) - ‘news_category_train.csv’ saved [24032125/24032125]\n","\n","--2021-05-05 04:17:31-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/classifier-dl/news_Category/news_category_test.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.26.150\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.26.150|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1504408 (1.4M) [text/csv]\n","Saving to: ‘news_category_test.csv’\n","\n","news_category_test. 100%[===================>] 1.43M 2.78MB/s in 0.5s \n","\n","2021-05-05 04:17:32 (2.78 MB/s) - ‘news_category_test.csv’ saved [1504408/1504408]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"y4xSRWIhwT28","colab":{"base_uri":"https://localhost:8080/","height":411},"executionInfo":{"status":"ok","timestamp":1620188254598,"user_tz":-300,"elapsed":120212,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c1fab4a6-6d04-4ec2-c333-028560260aa3"},"source":["import pandas as pd\n","test_path = '/content/news_category_test.csv'\n","train_df = pd.read_csv(test_path)\n","train_df.columns=['y','text']\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
2233BusinessSteven Woghin, the former general counsel of C...
5970SportsThe US mens national team will look to extend ...
3706Sci/TechThe Federal Trade Commission formally announce...
6985WorldTOKYO (AP) Japan's economy barely grew duri...
750WorldNervous Republicans are urging President Bush...
.........
1537WorldThe United States piled pressure on Sudan Wed...
2196Sci/TechAsk Jeeves Search Engine Gets Slim and Persona...
553SportsSlumping Cleveland lost a three-run lead while...
3406BusinessAdvanced Micro Devices Inc. reported a third ...
3888Sci/TechA great white shark that was tagged with a da...
\n","

6080 rows × 2 columns

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"],"text/plain":[" y text\n","2233 Business Steven Woghin, the former general counsel of C...\n","5970 Sports The US mens national team will look to extend ...\n","3706 Sci/Tech The Federal Trade Commission formally announce...\n","6985 World TOKYO (AP) Japan's economy barely grew duri...\n","750 World Nervous Republicans are urging President Bush...\n","... ... ...\n","1537 World The United States piled pressure on Sudan Wed...\n","2196 Sci/Tech Ask Jeeves Search Engine Gets Slim and Persona...\n","553 Sports Slumping Cleveland lost a three-run lead while...\n","3406 Business Advanced Micro Devices Inc. reported a third ...\n","3888 Sci/Tech A great white shark that was tagged with a da...\n","\n","[6080 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","By default, the Universal Sentence Encoder Embeddings (USE) are beeing downloaded to provide embeddings for the classifier. You can use any of the 50+ other sentence Emeddings in NLU tough!\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"id":"3ZIPkRkWftBG","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620188442070,"user_tz":-300,"elapsed":307673,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"27f352ae-c42c-4685-ddab-34c897ad3a9b"},"source":["# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","fitted_pipe = nlu.load('train.classifier').fit(train_df)\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level = 'document')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documenttexttrained_classifier_confidence_confidenceorigin_indexsentenceytrained_classifiersentence_embedding_use
0Steven Woghin, the former general counsel of C...Steven Woghin, the former general counsel of C...0.9970402233[Steven Woghin, the former general counsel of ...BusinessBusiness[0.035635482519865036, -0.048168957233428955, ...
1The US mens national team will look to extend ...The US mens national team will look to extend ...1.0000005970[The US mens national team will look to extend...SportsSports[0.0012551577528938651, -0.04456636682152748, ...
2The Federal Trade Commission formally announce...The Federal Trade Commission formally announce...1.0000003706[The Federal Trade Commission formally announc...Sci/TechSci/Tech[0.010981663130223751, -0.059497587382793427, ...
3TOKYO (AP) Japan's economy barely grew during ...TOKYO (AP) Japan's economy barely grew duri...0.9999966985[TOKYO (AP) Japan's economy barely grew during...WorldBusiness[0.0031178640201687813, -0.0026406561955809593...
4Nervous Republicans are urging President Bush ...Nervous Republicans are urging President Bush...0.999992750[Nervous Republicans are urging President Bush...WorldWorld[-0.018046000972390175, -0.010878069326281548,...
...........................
6075The United States piled pressure on Sudan Wedn...The United States piled pressure on Sudan Wed...0.9999651537[The United States piled pressure on Sudan Wed...WorldWorld[-0.006876362022012472, 0.012149822898209095, ...
6076Ask Jeeves Search Engine Gets Slim and Persona...Ask Jeeves Search Engine Gets Slim and Persona...1.0000002196[Ask Jeeves Search Engine Gets Slim and Person...Sci/TechSci/Tech[-0.0036870003677904606, -0.04579205438494682,...
6077Slumping Cleveland lost a three-run lead while...Slumping Cleveland lost a three-run lead while...1.000000553[Slumping Cleveland lost a three-run lead whil...SportsSports[0.03003542684018612, 0.016059285029768944, -0...
6078Advanced Micro Devices Inc. reported a third q...Advanced Micro Devices Inc. reported a third ...0.9801163406[Advanced Micro Devices Inc. reported a third ...BusinessBusiness[0.051615066826343536, -0.005852526053786278, ...
6079A great white shark that was tagged with a dat...A great white shark that was tagged with a da...0.9999833888[A great white shark that was tagged with a da...Sci/TechSci/Tech[-0.01544636394828558, -0.04387373477220535, -...
\n","

6080 rows × 8 columns

\n","
"],"text/plain":[" document ... sentence_embedding_use\n","0 Steven Woghin, the former general counsel of C... ... [0.035635482519865036, -0.048168957233428955, ...\n","1 The US mens national team will look to extend ... ... [0.0012551577528938651, -0.04456636682152748, ...\n","2 The Federal Trade Commission formally announce... ... [0.010981663130223751, -0.059497587382793427, ...\n","3 TOKYO (AP) Japan's economy barely grew during ... ... [0.0031178640201687813, -0.0026406561955809593...\n","4 Nervous Republicans are urging President Bush ... ... [-0.018046000972390175, -0.010878069326281548,...\n","... ... ... ...\n","6075 The United States piled pressure on Sudan Wedn... ... [-0.006876362022012472, 0.012149822898209095, ...\n","6076 Ask Jeeves Search Engine Gets Slim and Persona... ... [-0.0036870003677904606, -0.04579205438494682,...\n","6077 Slumping Cleveland lost a three-run lead while... ... [0.03003542684018612, 0.016059285029768944, -0...\n","6078 Advanced Micro Devices Inc. reported a third q... ... [0.051615066826343536, -0.005852526053786278, ...\n","6079 A great white shark that was tagged with a dat... ... [-0.01544636394828558, -0.04387373477220535, -...\n","\n","[6080 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"DL_5aY9b3jSd"},"source":["# 4. Evaluate the model"]},{"cell_type":"code","metadata":{"id":"djtoZVKBw2WU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188442071,"user_tz":-300,"elapsed":307663,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4dac293f-5bc3-41cf-dc55-c80fa608d3ff"},"source":["from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," Business 0.85 0.80 0.82 1488\n"," Sci/Tech 0.82 0.88 0.85 1540\n"," Sports 0.95 0.97 0.96 1504\n"," World 0.90 0.87 0.89 1548\n","\n"," accuracy 0.88 6080\n"," macro avg 0.88 0.88 0.88 6080\n","weighted avg 0.88 0.88 0.88 6080\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"mhFKVN93o1ZO"},"source":["# 5. Lets try different Sentence Emebddings"]},{"cell_type":"code","metadata":{"id":"CzJd8omao0gt","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620188442073,"user_tz":-300,"elapsed":307659,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6596a98c-94aa-486f-e7ec-df7dd3dfff1c"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ABHLgirmG1n9","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191283243,"user_tz":-300,"elapsed":3148824,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"50149867-b85c-4f1a-ff9d-d0af0077524d"},"source":["# Load pipe with bert embeds\n","# using large embeddings can take a few hours..\n","# fitted_pipe = nlu.load('en.embed_sentence.bert_large_uncased train.classifier').fit(train_df)\n","fitted_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.classifier').fit(train_df)\n","\n","\n","# predict with the trained pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","print(classification_report(preds['y'], preds['trained_classifier']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," Business 0.84 0.86 0.85 1488\n"," Sci/Tech 0.87 0.85 0.86 1540\n"," Sports 0.94 0.98 0.96 1504\n"," World 0.92 0.88 0.90 1548\n","\n"," accuracy 0.89 6080\n"," macro avg 0.89 0.89 0.89 6080\n","weighted avg 0.89 0.89 0.89 6080\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 5 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191537907,"user_tz":-300,"elapsed":236219,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"645bfa57-4451-4878-dd85-b2f774a78092"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," Business 0.86 0.86 0.86 412\n"," Sci/Tech 0.87 0.86 0.87 360\n"," Sports 0.95 0.97 0.96 396\n"," World 0.90 0.89 0.90 352\n","\n"," accuracy 0.90 1520\n"," macro avg 0.90 0.90 0.90 1520\n","weighted avg 0.90 0.90 0.90 1520\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 6. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191735880,"user_tz":-300,"elapsed":434174,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bf2fab86-94d6-49a1-f2ad-783bc56ca450"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 7. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":95},"executionInfo":{"status":"ok","timestamp":1620191750307,"user_tz":-300,"elapsed":448594,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"86286c2a-4eb4-46e0-ddf4-7088b1c2375f"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Tesla plans to invest 10M into the ML sector')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documentfrom_diskfrom_disk_confidence_confidencetextorigin_indexsentence_embedding_from_disksentence
0Tesla plans to invest 10M into the ML sector[Business][0.6325806]Tesla plans to invest 10M into the ML sector8589934592[[0.15737193822860718, 0.2598555386066437, 0.8...[Tesla plans to invest 10M into the ML sector]
\n","
"],"text/plain":[" document ... sentence\n","0 Tesla plans to invest 10M into the ML sector ... [Tesla plans to invest 10M into the ML sector]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191750314,"user_tz":-300,"elapsed":448025,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b5f147f2-0da0-4d4d-d53e-8d10a9be5c7e"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@6934a3e6) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@6934a3e6\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['classifier_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['classifier_dl@sent_small_bert_L12_768'].setClasses(['World', 'Sci/Tech', 'Sports', 'Business']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['World', 'Sci/Tech', 'Sports', 'Business']\n","pipe['classifier_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_amazon.ipynb b/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_amazon.ipynb deleted file mode 100644 index 545db144..00000000 --- a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_amazon.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_class_text_classifier_demo_amazon.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_amazon.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","## 3 class Amazon Phone review classifier training]\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFGnBCHavltY","executionInfo":{"status":"ok","timestamp":1620192280562,"user_tz":-300,"elapsed":32996,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"05a6bebd-406d-467d-c575-5c1d63ae192b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:24:08-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 05:24:08 (1.82 MB/s) - written to stdout [1671/1671]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Amazon Unlocked mobile phones dataset \n","https://www.kaggle.com/PromptCloudHQ/amazon-reviews-unlocked-mobile-phones\n","\n","dataset with unlocked mobile phone reviews in 5 review classes\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620192281175,"user_tz":-300,"elapsed":31025,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"7d56a78e-05a5-45c8-8f5a-765834be24d2"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/Amazon_Unlocked_Mobile.csv"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:24:40-- http://ckl-it.de/wp-content/uploads/2021/01/Amazon_Unlocked_Mobile.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 452621 (442K) [text/csv]\n","Saving to: ‘Amazon_Unlocked_Mobile.csv.1’\n","\n","Amazon_Unlocked_Mob 100%[===================>] 442.01K 826KB/s in 0.5s \n","\n","2021-05-05 05:24:40 (826 KB/s) - ‘Amazon_Unlocked_Mobile.csv.1’ saved [452621/452621]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":411},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620192282089,"user_tz":-300,"elapsed":31580,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"612779a7-dcdc-420f-dda5-08842706f782"},"source":["import pandas as pd\n","test_path = '/content/Amazon_Unlocked_Mobile.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
42poorThe product delivery was fast. I received it 4...
62goodMy wife loves it, works great and easy to use.
411poorloved the phone. I've had it a month and last ...
197averageIt has missing part: Sim holder. I dont like t...
645averageDecent phone for the money, but if you are use...
.........
1147poorthe phone it is terrible ,got some pornovirus,...
277averagePhone worked great! Only issue was that it wou...
891poorThe phone worked very good the first month, th...
675averageI never used the phone. I ordered it and did n...
930goodExcellent phone functions recommend
\n","

1200 rows × 2 columns

\n","
"],"text/plain":[" y text\n","42 poor The product delivery was fast. I received it 4...\n","62 good My wife loves it, works great and easy to use.\n","411 poor loved the phone. I've had it a month and last ...\n","197 average It has missing part: Sim holder. I dont like t...\n","645 average Decent phone for the money, but if you are use...\n","... ... ...\n","1147 poor the phone it is terrible ,got some pornovirus,...\n","277 average Phone worked great! Only issue was that it wou...\n","891 poor The phone worked very good the first month, th...\n","675 average I never used the phone. I ordered it and did n...\n","930 good Excellent phone functions recommend\n","\n","[1200 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"elapsed":253326,"status":"ok","timestamp":1620190665634,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"49150117-7964-4577-bc0b-3aa9de2e8321"},"source":["# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","\n","trainable_pipe = nlu.load('train.classifier')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50] )\n","\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50] ,output_level='document')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indexydocumentsentencetrained_classifiertextsentence_embedding_usetrained_classifier_confidence_confidence
01045goodexcelente[excelente]goodexcelente[0.032463133335113525, -0.01719777286052704, -...0.688769
1501goodGood tanks[Good tanks]goodGood tanks[-0.04523428902029991, -0.0027615062426775694,...0.671200
2539poorMy charger does not work.I would like one that...[My charger does not work., I would like one t...averageMy charger does not work.I would like one that...[0.05880051478743553, 0.07787849009037018, -0....0.964706
31073poorPositive: Large screen is good for senior peop...[Positive: Large screen is good for senior peo...averagePositive: Large screen is good for senior peop...[0.06194938346743584, 0.046952128410339355, -0...0.896623
4191goodworks good for 3G and above. Simple to use. No...[works good for 3G and above., Simple to use.,...goodworks good for 3G and above. Simple to use. No...[0.07321183383464813, 0.023221753537654877, -0...0.657733
5237averageWell is a old model and they work just fine no...[Well is a old model and they work just fine n...averageWell is a old model and they work just fine no...[0.08121286332607269, 0.07176794856786728, -0....0.801204
61357poorPhone is cheap...only had it for 3-5 months n ...[Phone is cheap., ..only had it for 3-5 months...averagePhone is cheap...only had it for 3-5 months n ...[0.024805108085274696, 0.0025309964548796415, ...0.644998
7543goodthese work nice for the price and that is why ...[these work nice for the price and that is why...goodthese work nice for the price and that is why ...[0.02607562020421028, -0.0069553907960653305, ...0.733167
8947poorwas not what they say good luck getting it to ...[was not what they say good luck getting it to...goodwas not what they say good luck getting it to ...[-0.0032445385586470366, 0.02947022207081318, ...0.481921
91178goodJust what we needed for an older relative.[Just what we needed for an older relative.]goodJust what we needed for an older relative.[0.02692161314189434, -0.06281831860542297, -0...0.641099
10729goodJust got this phone and it is a great phone. I...[Just got this phone and it is a great phone.,...goodJust got this phone and it is a great phone. I...[0.056339796632528305, -0.030076347291469574, ...0.733164
11570goodReally nice, my daughter uses this everyday an...[Really nice, my daughter uses this everyday a...goodReally nice, my daughter uses this everyday an...[-0.018931539729237556, 0.0391848087310791, -0...0.679282
12466poorA TOTAL DISAPPOINTMENT, TEAM COMES IN CHINESE ...[A TOTAL DISAPPOINTMENT, TEAM COMES IN CHINESE...goodA TOTAL DISAPPOINTMENT, TEAM COMES IN CHINESE ...[0.038112103939056396, -0.061823394149541855, ...0.492642
1380averageIt's a decent for the price.. I've had this on...[It's a decent for the price., ., I've had thi...averageIt's a decent for the price.. I've had this on...[0.05056222155690193, 0.010562625713646412, -0...0.929107
141284averageI really liked the original Sparq cell phone b...[I really liked the original Sparq cell phone ...averageI really liked the original Sparq cell phone b...[0.04752641171216965, 0.005131922196596861, -0...0.963391
151414pooruseless and in Chinese[useless and in Chinese]gooduseless and in Chinese[0.05265609920024872, 0.021143877878785133, -0...0.592771
1629poorDidnt offer clear and concise instructions on ...[Didnt offer clear and concise instructions on...averageDidnt offer clear and concise instructions on ...[-0.022721262648701668, -0.026971762999892235,...0.989909
17424poorThe phone is amazing other than the worthless ...[The phone is amazing other than the worthless...goodThe phone is amazing other than the worthless ...[0.07116073369979858, -0.027407672256231308, -...0.568540
18250averageIt's ambidextrous gimmick sometimes screws up ...[It's ambidextrous gimmick sometimes screws up...averageIt's ambidextrous gimmick sometimes screws up ...[0.0757051557302475, 0.05544551461935043, -0.0...0.990839
191017pooronly 1 star because this phone looks good it s...[only 1 star because this phone looks good it ...goodonly 1 star because this phone looks good it s...[0.061529386788606644, -0.005719680339097977, ...0.527347
20629averageGood iPhone but not what i'm looking for[Good iPhone but not what i'm looking for]averageGood iPhone but not what i'm looking for[0.029704388231039047, -0.014912066049873829, ...0.616338
21313averageBy mistake, I bought a wrong iPhone. It can no...[By mistake, I bought a wrong iPhone., It can ...averageBy mistake, I bought a wrong iPhone. It can no...[0.012942199595272541, 0.06830665469169617, 0....0.847154
221344good The phone is an unlocked phone and the suppo...[ The phone is an unlocked phone and the supp...good The phone is an unlocked phone and the suppo...[0.05089927092194557, -0.04746871441602707, 0....0.687788
23577averageScreen quality is good. Overall, the phone is ...[Screen quality is good., Overall, the phone i...averageScreen quality is good. Overall, the phone is ...[0.050077296793460846, 0.004506402648985386, 0...0.897357
24687goodGood[Good]goodGood[0.02093948796391487, -0.02558555267751217, 0....0.620550
25845goodMy Dad loves it - works great with no confusin...[My Dad loves it - works great with no confusi...goodMy Dad loves it - works great with no confusin...[0.049614597111940384, -0.010910050012171268, ...0.615326
26625goodI purchased this phone as a gift and we were v...[I purchased this phone as a gift and we were ...goodI purchased this phone as a gift and we were v...[0.059720199555158615, -0.003761302912607789, ...0.617060
27952goodvery responsible seller and excellent product[very responsible seller and excellent product]goodvery responsible seller and excellent product[0.06642645597457886, -0.0896696224808693, -0....0.746512
281317poorit's not all good... it's basically a Chinese ...[it's not all good., .. it's basically a Chine...goodit's not all good... it's basically a Chinese ...[0.034627024084329605, 0.005761968903243542, -...0.602084
29159averageThe power button was broke even though shippin...[The power button was broke even though shippi...averageThe power button was broke even though shippin...[0.047238051891326904, 0.05953611060976982, -0...0.917319
30160averageVery nice phone! Just wish the screen was bigg...[Very nice phone!, Just wish the screen was b...averageVery nice phone! Just wish the screen was bigg...[0.045016467571258545, -0.0780835747718811, -0...0.678112
31720goodvery good phone.....u can go for it.....[very good phone., .., ..u can go for it., ....]goodvery good phone.....u can go for it.....[0.03792264685034752, -0.037515196949243546, -...0.673674
32550averageI've had this phone for a couple of days now; ...[I've had this phone for a couple of days now;...averageI've had this phone for a couple of days now; ...[0.050961945205926895, -0.052520379424095154, ...0.997278
33195goodI needed to replace my cellphone. My cellphone...[I needed to replace my cellphone., My cellpho...goodI needed to replace my cellphone. My cellphone...[0.05979858711361885, -0.028943181037902832, -...0.752725
34838averageThe phone is a good alternative to the IPhone ...[The phone is a good alternative to the IPhone...goodThe phone is a good alternative to the IPhone ...[0.03965594992041588, 0.014275088906288147, -0...0.555583
35256poorunfortunately phone did not open. so it dosen ...[unfortunately phone did not open., so it dose...averageunfortunately phone did not open. so it dosen ...[0.05303366482257843, -0.03875928372144699, -0...0.956713
36737goodvery good cell[very good cell]goodvery good cell[0.03370168060064316, -0.007878374308347702, 0...0.705309
371451goodExcelente[Excelente]goodExcelente[0.032463133335113525, -0.01719777286052704, -...0.688769
38149averageThe case was more beat up than expected. We ha...[The case was more beat up than expected., We ...averageThe case was more beat up than expected. We ha...[0.05264990031719208, 0.03365705534815788, -0....0.997753
39382goodThis is an amazing phone. I purchased the 6in ...[This is an amazing phone., I purchased the 6i...goodThis is an amazing phone. I purchased the 6in ...[0.04984811693429947, -0.012613500468432903, 0...0.717286
401041poorI am disappointed with The screen I love purpl...[I am disappointed with The screen I love purp...averageI am disappointed with The screen I love purpl...[-0.045780692249536514, -0.07789155095815659, ...0.990542
41835poorworst phone ever, gets hot while playing games...[worst phone ever, gets hot while playing game...averageworst phone ever, gets hot while playing games...[0.01746101677417755, -0.0010333916870877147, ...0.999289
421286goodIt's a nice phone for such a low price[It's a nice phone for such a low price]goodIt's a nice phone for such a low price[0.0707060918211937, 0.011986343190073967, -0....0.679445
43878averageWorks well except for the battery which doesn'...[Works well except for the battery which doesn...averageWorks well except for the battery which doesn'...[0.0558432899415493, 0.059432461857795715, -0....0.997743
44450averagePerfect for my husband. He calls and texts and...[Perfect for my husband., He calls and texts a...goodPerfect for my husband. He calls and texts and...[0.05822255462408066, 0.006592782214283943, -0...0.534327
45608averageBery good products[Bery good products]goodBery good products[0.07460196316242218, -0.01939500868320465, -0...0.702660
461040goodNice phone. Easy to read screen. I am a senior...[Nice phone., Easy to read screen., I am a sen...goodNice phone. Easy to read screen. I am a senior...[0.04795455560088158, 0.04623281955718994, 0.0...0.619675
471436poorVery slow and my provider said it is an old ph...[Very slow and my provider said it is an old p...averageVery slow and my provider said it is an old ph...[0.015130952000617981, 0.0005779814091511071, ...0.527912
48199goodI love it![I love it!]goodI love it![0.01370970718562603, -0.07495597004890442, -0...0.701215
49312goodEven the instruction book is better than any I...[Even the instruction book is better than any ...goodEven the instruction book is better than any I...[0.025209710001945496, 0.044519584625959396, 0...0.718504
\n","
"],"text/plain":[" origin_index ... trained_classifier_confidence_confidence\n","0 1045 ... 0.688769\n","1 501 ... 0.671200\n","2 539 ... 0.964706\n","3 1073 ... 0.896623\n","4 191 ... 0.657733\n","5 237 ... 0.801204\n","6 1357 ... 0.644998\n","7 543 ... 0.733167\n","8 947 ... 0.481921\n","9 1178 ... 0.641099\n","10 729 ... 0.733164\n","11 570 ... 0.679282\n","12 466 ... 0.492642\n","13 80 ... 0.929107\n","14 1284 ... 0.963391\n","15 1414 ... 0.592771\n","16 29 ... 0.989909\n","17 424 ... 0.568540\n","18 250 ... 0.990839\n","19 1017 ... 0.527347\n","20 629 ... 0.616338\n","21 313 ... 0.847154\n","22 1344 ... 0.687788\n","23 577 ... 0.897357\n","24 687 ... 0.620550\n","25 845 ... 0.615326\n","26 625 ... 0.617060\n","27 952 ... 0.746512\n","28 1317 ... 0.602084\n","29 159 ... 0.917319\n","30 160 ... 0.678112\n","31 720 ... 0.673674\n","32 550 ... 0.997278\n","33 195 ... 0.752725\n","34 838 ... 0.555583\n","35 256 ... 0.956713\n","36 737 ... 0.705309\n","37 1451 ... 0.688769\n","38 149 ... 0.997753\n","39 382 ... 0.717286\n","40 1041 ... 0.990542\n","41 835 ... 0.999289\n","42 1286 ... 0.679445\n","43 878 ... 0.997743\n","44 450 ... 0.534327\n","45 608 ... 0.702660\n","46 1040 ... 0.619675\n","47 1436 ... 0.527912\n","48 199 ... 0.701215\n","49 312 ... 0.718504\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"qdCUg2MR0PD2","executionInfo":{"elapsed":253944,"status":"ok","timestamp":1620190666255,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"9f968556-c44d-43a7-d0bf-771752741a02"},"source":["fitted_pipe.predict(\"It worked perfectly .\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexdocumentsentencetrained_classifiersentence_embedding_usetrained_classifier_confidence_confidence
00It worked perfectly .[It worked perfectly .]average[0.01656321808695793, 0.0024238349869847298, -...0.746443
\n","
"],"text/plain":[" origin_index ... trained_classifier_confidence_confidence\n","0 0 ... 0.746443\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"elapsed":253945,"status":"ok","timestamp":1620190666258,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"839a590f-91a6-4da7-e4cc-e88d11f19347"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['classifier_dl'] has settable params:\n","pipe['classifier_dl'].setMaxEpochs(3) | Info: Maximum number of epochs to train | Currently set to : 3\n","pipe['classifier_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['classifier_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['classifier_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['classifier_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1632a50d) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1632a50d\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":759},"id":"mptfvHx-MMMX","executionInfo":{"elapsed":266759,"status":"ok","timestamp":1620190679075,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"69f0c3de-c61d-45b5-fd3a-96c44d821f42"},"source":["# Train longer!\n","trainable_pipe['classifier_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:100])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.00 0.00 0.00 33\n"," good 0.65 0.97 0.78 36\n"," poor 0.57 0.84 0.68 31\n","\n"," accuracy 0.61 100\n"," macro avg 0.40 0.60 0.48 100\n","weighted avg 0.41 0.61 0.49 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indexydocumentsentencetrained_classifiertextsentence_embedding_usetrained_classifier_confidence_confidence
01045goodexcelente[excelente]goodexcelente[0.032463133335113525, -0.01719777286052704, -...0.981568
1501goodGood tanks[Good tanks]goodGood tanks[-0.04523428902029991, -0.0027615062426775694,...0.949588
2539poorMy charger does not work.I would like one that...[My charger does not work., I would like one t...poorMy charger does not work.I would like one that...[0.05880051478743553, 0.07787849009037018, -0....0.827465
31073poorPositive: Large screen is good for senior peop...[Positive: Large screen is good for senior peo...poorPositive: Large screen is good for senior peop...[0.06194938346743584, 0.046952128410339355, -0...0.659105
4191goodworks good for 3G and above. Simple to use. No...[works good for 3G and above., Simple to use.,...goodworks good for 3G and above. Simple to use. No...[0.07321183383464813, 0.023221753537654877, -0...0.833691
...........................
95276averageAverage phone with very buggy performance[Average phone with very buggy performance]poorAverage phone with very buggy performance[0.02227046899497509, -0.027068903669714928, -...0.652539
96984goodGreat simple to use phone for my mother. Big b...[Great simple to use phone for my mother., Big...goodGreat simple to use phone for my mother. Big b...[0.05902329087257385, 0.039018064737319946, 0....0.956777
971054goodMy husband loves it!! It is simple to use with...[My husband loves it!!, It is simple to use wi...goodMy husband loves it!! It is simple to use with...[0.05941574648022652, -0.00272793835029006, -0...0.960578
981153poorThis phone sucks the data is terrible if you h...[This phone sucks the data is terrible if you ...poorThis phone sucks the data is terrible if you h...[0.05509388446807861, 0.005729800555855036, -0...0.905695
99732averageThe phone arrived on time as indicated (That i...[The phone arrived on time as indicated (That ...poorThe phone arrived on time as indicated (That i...[0.022888457402586937, -0.02594594471156597, -...0.832351
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" origin_index ... trained_classifier_confidence_confidence\n","0 1045 ... 0.981568\n","1 501 ... 0.949588\n","2 539 ... 0.827465\n","3 1073 ... 0.659105\n","4 191 ... 0.833691\n",".. ... ... ...\n","95 276 ... 0.652539\n","96 984 ... 0.956777\n","97 1054 ... 0.960578\n","98 1153 ... 0.905695\n","99 732 ... 0.832351\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["#7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"elapsed":266753,"status":"ok","timestamp":1620190679077,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"5111811b-a8fa-4c3b-9e90-542712d069bd"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620196757175,"user_tz":-300,"elapsed":1376712,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1edbc0da-2aee-41f9-f079-f4d124b2ba47"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(90) \n","trainable_pipe['classifier_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","#preds\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.69 0.66 0.68 393\n"," good 0.80 0.85 0.82 415\n"," poor 0.77 0.76 0.76 392\n","\n"," accuracy 0.76 1200\n"," macro avg 0.75 0.76 0.75 1200\n","weighted avg 0.76 0.76 0.76 1200\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620196824778,"user_tz":-300,"elapsed":1440688,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a8ee67a1-bba9-457f-917d-3e9ccb968f2b"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.71 0.65 0.68 107\n"," good 0.77 0.86 0.81 85\n"," poor 0.77 0.76 0.77 108\n","\n"," accuracy 0.75 300\n"," macro avg 0.75 0.76 0.75 300\n","weighted avg 0.75 0.75 0.75 300\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197096185,"user_tz":-300,"elapsed":248696,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"97597b39-5d93-4dfc-8b4d-852dc625cf0c"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./model/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197114270,"user_tz":-300,"elapsed":257414,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"97c5da96-d94f-4d65-8f97-0074c3ba34fd"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('It worked perfectly.')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexfrom_disk_confidence_confidencetextsentence_embedding_from_diskfrom_diskdocumentsentence
08589934592[0.8648654]It worked perfectly.[[0.27597182989120483, 0.4924651086330414, 0.2...[good]It worked perfectly.[It worked perfectly.]
\n","
"],"text/plain":[" origin_index ... sentence\n","0 8589934592 ... [It worked perfectly.]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197114272,"user_tz":-300,"elapsed":257161,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"db2a6ebb-dc50-4d5e-b583-5b6fcde5b3f7"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@12a61521) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@12a61521\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['classifier_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['classifier_dl@sent_small_bert_L12_768'].setClasses(['average', 'poor', 'good']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['average', 'poor', 'good']\n","pipe['classifier_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"SShSTNXA_AJ2"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_hotel_reviews.ipynb b/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_hotel_reviews.ipynb deleted file mode 100644 index 611fdba3..00000000 --- a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_hotel_reviews.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_class_text_classifier_demo_hotel_reviews.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_hotel_reviews.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","## 3 class Tripadvisor Hotel review classifier training\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191227160,"user_tz":-300,"elapsed":116826,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"f2dc1e9c-3872-46ef-ccc3-9c6682cdf498"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:05:11-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 05:05:11 (1.65 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 72kB/s \n","\u001b[K |████████████████████████████████| 153kB 54.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 53.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download hotel reviews dataset \n","https://www.kaggle.com/andrewmvd/trip-advisor-hotel-reviews\n","\n","Hotels play a crucial role in traveling and with the increased access to information new pathways of selecting the best ones emerged.\n","With this dataset, consisting of 20k reviews crawled from Tripadvisor, you can explore what makes a great hotel and maybe even use this model in your travels!\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620191228830,"user_tz":-300,"elapsed":118485,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c370ca94-56e6-4b3a-e205-d38162a54d13"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/tripadvisor_hotel_reviews.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:07:06-- http://ckl-it.de/wp-content/uploads/2021/01/tripadvisor_hotel_reviews.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 5160790 (4.9M) [text/csv]\n","Saving to: ‘tripadvisor_hotel_reviews.csv’\n","\n","tripadvisor_hotel_r 100%[===================>] 4.92M 4.01MB/s in 1.2s \n","\n","2021-05-05 05:07:08 (4.01 MB/s) - ‘tripadvisor_hotel_reviews.csv’ saved [5160790/5160790]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620191230311,"user_tz":-300,"elapsed":119954,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"94899131-dea3-434a-f4b9-5110a8a48653"},"source":["import pandas as pd\n","test_path = '/content/tripadvisor_hotel_reviews.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
577averagedecent hotel decent price stayed 5 nights delu...
5746greatgood said previous posts small tasteful renova...
675greatgold floor best stayed gold floor club floor f...
4415poortruly awful, admit slightly sceptical arriving...
4099greatunion square jewel loved hotel ammenities loca...
.........
6318averageaverage read travellers wrote hotel prior leav...
3855greatplush comfortable stayed nights mark hopkins f...
1061averagegreat potential just want special thanks anima...
3060averagecentrally located hotel enjoyable stay stayed ...
5239averagedistinctly average stayed short trip hong kong...
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5241 rows × 2 columns

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"],"text/plain":[" y text\n","577 average decent hotel decent price stayed 5 nights delu...\n","5746 great good said previous posts small tasteful renova...\n","675 great gold floor best stayed gold floor club floor f...\n","4415 poor truly awful, admit slightly sceptical arriving...\n","4099 great union square jewel loved hotel ammenities loca...\n","... ... ...\n","6318 average average read travellers wrote hotel prior leav...\n","3855 great plush comfortable stayed nights mark hopkins f...\n","1061 average great potential just want special thanks anima...\n","3060 average centrally located hotel enjoyable stay stayed ...\n","5239 average distinctly average stayed short trip hong kong...\n","\n","[5241 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620191368058,"user_tz":-300,"elapsed":257686,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"4e41c7cc-b230-4cc6-a819-2b540d620b2b"},"source":["# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","\n","trainable_pipe = nlu.load('train.classifier')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50] )\n","\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50] ,output_level='document')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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trained_classifier_confidence_confidencetextysentencesentence_embedding_usedocumenttrained_classifierorigin_index
00.545426decent hotel decent price stayed 5 nights delu...average[decent hotel decent price stayed 5 nights del...[0.053218383342027664, 0.04507320374250412, 0....decent hotel decent price stayed 5 nights delu...poor577
10.697417good said previous posts small tasteful renova...great[good said previous posts small tasteful renov...[0.039876967668533325, 0.06624795496463776, -0...good said previous posts small tasteful renova...great5746
20.671591gold floor best stayed gold floor club floor f...great[gold floor best stayed gold floor club floor ...[0.0038577697705477476, 0.05996308475732803, -...gold floor best stayed gold floor club floor f...great675
30.969960truly awful, admit slightly sceptical arriving...poor[truly awful, admit slightly sceptical arrivin...[0.06336931884288788, 0.0006446511833928525, -...truly awful, admit slightly sceptical arriving...poor4415
40.668067union square jewel loved hotel ammenities loca...great[union square jewel loved hotel ammenities loc...[0.025744924321770668, 0.06057509407401085, 0....union square jewel loved hotel ammenities loca...great4099
50.516283affinia 50 great location room so-so affinia 5...average[affinia 50 great location room so-so affinia ...[0.06250237673521042, 0.009299570694565773, 0....affinia 50 great location room so-so affinia 5...poor2621
60.484881impressed stay travel area 3 x year business, ...poor[impressed stay travel area 3 x year business,...[0.05403365194797516, 0.05502327159047127, 0.0...impressed stay travel area 3 x year business, ...great2165
70.648219nothing memorable no complaints close train st...average[nothing memorable no complaints close train s...[0.03432552516460419, 0.05315956100821495, -0....nothing memorable no complaints close train st...great2522
80.561468not recomended chose hotel based recomendation...poor[not recomended chose hotel based recomendatio...[0.06976918131113052, 0.021174855530261993, -0...not recomended chose hotel based recomendation...poor5187
90.822802promising 2-day stay location couple weeks ear...average[promising 2-day stay location couple weeks ea...[0.05621741712093353, 0.025512538850307465, -0...promising 2-day stay location couple weeks ear...poor488
100.434855better thought, booked 2x queen bed 1x sofa be...average[better thought, booked 2x queen bed 1x sofa b...[0.06342098116874695, 0.02677888236939907, -0....better thought, booked 2x queen bed 1x sofa be...poor1944
110.639247gracious elegant husband recently spent nights...great[gracious elegant husband recently spent night...[0.05973555147647858, 0.056692928075790405, 0....gracious elegant husband recently spent nights...great4809
120.912950absoultely horrible family booked trip oct. 20...poor[absoultely horrible family booked trip oct., ...[-0.02683592215180397, 0.05384364351630211, 0....absoultely horrible family booked trip oct. 20...poor1825
130.607228helpful just returned night stay museum square...average[helpful just returned night stay museum squar...[0.04092474281787872, 0.047728583216667175, 0....helpful just returned night stay museum square...great1663
140.822926need refurbishment stayed 7 nights, hotel grea...poor[need refurbishment stayed 7 nights, hotel gre...[0.04403533786535263, 0.02540094219148159, 0.0...need refurbishment stayed 7 nights, hotel grea...poor1031
150.657127excellent choice great experience little bouti...great[excellent choice great experience little bout...[0.039970774203538895, 0.02647809125483036, 0....excellent choice great experience little bouti...great6332
160.508753agree previous comments partner just returned ...average[agree previous comments partner just returned...[-0.021695351228117943, 0.05956907197833061, 0...agree previous comments partner just returned ...poor4253
170.615702stayed hurricane katrina hit stayed best suite...great[stayed hurricane katrina hit stayed best suit...[0.023213421925902367, 0.06629981100559235, 0....stayed hurricane katrina hit stayed best suite...great2886
180.937799rating suspect, hotel sofitel june 6-7 power w...poor[rating suspect, hotel sofitel june 6-7 power ...[0.02413402684032917, 0.024369465187191963, 0....rating suspect, hotel sofitel june 6-7 power w...poor5804
190.960582star nightmare, stayed hotels boston ranging 2...poor[star nightmare, stayed hotels boston ranging ...[0.03687024489045143, 0.04627574235200882, -0....star nightmare, stayed hotels boston ranging 2...poor1390
200.629762bargain budget conscious stayed diamond palace...poor[bargain budget conscious stayed diamond palac...[0.011012056842446327, 0.03317748382687569, 0....bargain budget conscious stayed diamond palace...poor6193
210.687743different wonderful place wife took quick trip...great[different wonderful place wife took quick tri...[-0.01771906204521656, 0.04389231652021408, -0...different wonderful place wife took quick trip...great4466
220.626671pleasant stay, not sure hotel getting high rat...average[pleasant stay, not sure hotel getting high ra...[0.05981390178203583, 0.05227690935134888, 0.0...pleasant stay, not sure hotel getting high rat...great5947
230.622244great location friendly staff stayed hotel eas...great[great location friendly staff stayed hotel ea...[0.04760528728365898, 0.057427771389484406, -0...great location friendly staff stayed hotel eas...great5984
240.757443indifferent reviewing hotel 4.5 star rating ex...average[indifferent reviewing hotel 4.5 star rating e...[0.03320983797311783, 0.018339596688747406, -0...indifferent reviewing hotel 4.5 star rating ex...poor2922
250.674891overpriced trendy hotel clean did provide expe...poor[overpriced trendy hotel clean did provide exp...[0.06268326193094254, 0.05868948996067047, -0....overpriced trendy hotel clean did provide expe...poor2431
260.789453nasty little hotel, hated, two-star hotel pass...poor[nasty little hotel, hated, two-star hotel pas...[0.056497860699892044, 0.03789917752146721, -0...nasty little hotel, hated, two-star hotel pass...poor1330
270.917323not horrible not great booked room priority cl...poor[not horrible not great booked room priority c...[0.05109235644340515, -0.002740392927080393, 0...not horrible not great booked room priority cl...poor3133
280.402551great location right price capital hotel large...average[great location right price capital hotel larg...[0.032248347997665405, 0.03452647104859352, 0....great location right price capital hotel large...great5813
290.447795glitches nice wife decided long weekend includ...average[glitches nice wife decided long weekend inclu...[0.032219260931015015, 0.05903381109237671, 0....glitches nice wife decided long weekend includ...great6006
300.629044best location beach, husband traveled honolulu...great[best location beach, husband traveled honolul...[0.023886611685156822, 0.05207139998674393, 0....best location beach, husband traveled honolulu...great1979
310.655476maison st charles highly recommended husband s...great[maison st charles highly recommended husband ...[0.029143501073122025, 0.05877670273184776, 0....maison st charles highly recommended husband s...great702
320.657997loved maison st charles quality inn time new o...great[loved maison st charles quality inn time new ...[-0.004672225099056959, 0.05431671440601349, 0...loved maison st charles quality inn time new o...great3571
330.658032just ok mariott condado beach relatively par e...average[just ok mariott condado beach relatively par ...[-0.026672502979636192, 0.06595038622617722, -...just ok mariott condado beach relatively par e...great1821
340.728509intercontential hotel good expectations not ex...poor[intercontential hotel good expectations not e...[-0.011664708144962788, 0.06257296353578568, 0...intercontential hotel good expectations not ex...poor3312
350.382764great facilities service lacklustre good thing...average[great facilities service lacklustre good thin...[0.06111598387360573, 0.043490465730428696, -0...great facilities service lacklustre good thing...poor3012
360.961093terrible place stay family miami fl plus coupl...poor[terrible place stay family miami fl plus coup...[-0.05480073392391205, 0.04913101717829704, 0....terrible place stay family miami fl plus coupl...poor720
370.591355hated hilton times square location good broadw...poor[hated hilton times square location good broad...[0.029626626521348953, 0.06088785454630852, 0....hated hilton times square location good broadw...great826
380.917227bad choice, booked hotel hot wire called immed...poor[bad choice, booked hotel hot wire called imme...[0.04970594495534897, 0.02396448515355587, 0.0...bad choice, booked hotel hot wire called immed...poor5010
390.960052miss hotel great location doubts recommending ...poor[miss hotel great location doubts recommending...[0.059027474373579025, 0.022951629012823105, 0...miss hotel great location doubts recommending ...poor6127
400.616965not bad certainly nothing great group rooms co...average[not bad certainly nothing great group rooms c...[0.03939132019877434, 0.018286321312189102, 0....not bad certainly nothing great group rooms co...great584
410.965633hotels came n.o, jan 23-27 2005. standard jacu...poor[hotels came n.o, jan 23-27 2005. standard jac...[-0.03817267715930939, 0.014341816306114197, -...hotels came n.o, jan 23-27 2005. standard jacu...poor1037
420.504387ok better stayed hotel november took mum birth...average[ok better stayed hotel november took mum birt...[0.055742740631103516, 0.051377054303884506, 0...ok better stayed hotel november took mum birth...poor2375
430.3856323rd time stayed vintage park 8 years ago, kimp...great[3rd time stayed vintage park 8 years ago, kim...[0.05347459018230438, 0.05611817166209221, 0.0...3rd time stayed vintage park 8 years ago, kimp...poor3374
440.659771good bang buck winter 2003 hotel barcelo bavar...average[good bang buck winter 2003 hotel barcelo bava...[-0.02383992448449135, 0.053295351564884186, -...good bang buck winter 2003 hotel barcelo bavar...great3655
450.545162excellent local hotel chain did n't know expec...great[excellent local hotel chain did n't know expe...[0.04762573167681694, 0.0546991229057312, -0.0...excellent local hotel chain did n't know expec...great5079
460.950085outta fast, place complete dump, wish read rev...poor[outta fast, place complete dump, wish read re...[0.025958692654967308, 0.01543063297867775, -0...outta fast, place complete dump, wish read rev...poor2348
470.584074good location 5 girls stayed crest suite 1 bed...great[good location 5 girls stayed crest suite 1 be...[0.0578380823135376, 0.0559656023979187, 0.006...good location 5 girls stayed crest suite 1 bed...great5292
480.940189avoid just wanted say went hotel family 4. pla...poor[avoid just wanted say went hotel family 4. pl...[0.015874499455094337, 0.06213773414492607, -0...avoid just wanted say went hotel family 4. pla...poor1497
490.636614believe, awesome stay royal service, wife stay...great[believe, awesome stay royal service, wife sta...[-0.034960873425006866, 0.03390227630734444, -...believe, awesome stay royal service, wife stay...great3213
\n","
"],"text/plain":[" trained_classifier_confidence_confidence ... origin_index\n","0 0.545426 ... 577\n","1 0.697417 ... 5746\n","2 0.671591 ... 675\n","3 0.969960 ... 4415\n","4 0.668067 ... 4099\n","5 0.516283 ... 2621\n","6 0.484881 ... 2165\n","7 0.648219 ... 2522\n","8 0.561468 ... 5187\n","9 0.822802 ... 488\n","10 0.434855 ... 1944\n","11 0.639247 ... 4809\n","12 0.912950 ... 1825\n","13 0.607228 ... 1663\n","14 0.822926 ... 1031\n","15 0.657127 ... 6332\n","16 0.508753 ... 4253\n","17 0.615702 ... 2886\n","18 0.937799 ... 5804\n","19 0.960582 ... 1390\n","20 0.629762 ... 6193\n","21 0.687743 ... 4466\n","22 0.626671 ... 5947\n","23 0.622244 ... 5984\n","24 0.757443 ... 2922\n","25 0.674891 ... 2431\n","26 0.789453 ... 1330\n","27 0.917323 ... 3133\n","28 0.402551 ... 5813\n","29 0.447795 ... 6006\n","30 0.629044 ... 1979\n","31 0.655476 ... 702\n","32 0.657997 ... 3571\n","33 0.658032 ... 1821\n","34 0.728509 ... 3312\n","35 0.382764 ... 3012\n","36 0.961093 ... 720\n","37 0.591355 ... 826\n","38 0.917227 ... 5010\n","39 0.960052 ... 6127\n","40 0.616965 ... 584\n","41 0.965633 ... 1037\n","42 0.504387 ... 2375\n","43 0.385632 ... 3374\n","44 0.659771 ... 3655\n","45 0.545162 ... 5079\n","46 0.950085 ... 2348\n","47 0.584074 ... 5292\n","48 0.940189 ... 1497\n","49 0.636614 ... 3213\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["#4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"qdCUg2MR0PD2","executionInfo":{"status":"ok","timestamp":1620191368924,"user_tz":-300,"elapsed":258538,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5fe7ab38-19fd-469c-8d84-a5d31a4b86cf"},"source":["fitted_pipe.predict(\"It was a good experince!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_classifier_confidence_confidencesentencesentence_embedding_usedocumenttrained_classifierorigin_index
00.549657[It was a good experince!][0.034853726625442505, 0.018303068354725838, -...It was a good experince!great0
\n","
"],"text/plain":[" trained_classifier_confidence_confidence ... origin_index\n","0 0.549657 ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"status":"ok","timestamp":1620191368985,"user_tz":-300,"elapsed":258592,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"316005d7-a943-4c86-8921-1c403304f5bd"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['classifier_dl'] has settable params:\n","pipe['classifier_dl'].setMaxEpochs(3) | Info: Maximum number of epochs to train | Currently set to : 3\n","pipe['classifier_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['classifier_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['classifier_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['classifier_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@113937db) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@113937db\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["##5. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":759},"id":"mptfvHx-MMMX","executionInfo":{"status":"ok","timestamp":1620191380476,"user_tz":-300,"elapsed":270072,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"6d96e2b0-8c38-4495-9ad5-c8a0abeaa7b0"},"source":["# Train longer!\n","trainable_pipe['classifier_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:100])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.67 0.35 0.46 34\n"," great 0.73 0.94 0.82 34\n"," poor 0.66 0.78 0.71 32\n","\n"," accuracy 0.69 100\n"," macro avg 0.68 0.69 0.67 100\n","weighted avg 0.68 0.69 0.66 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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trained_classifier_confidence_confidencetextysentencesentence_embedding_usedocumenttrained_classifierorigin_index
00.590834decent hotel decent price stayed 5 nights delu...average[decent hotel decent price stayed 5 nights del...[0.053218383342027664, 0.04507320374250412, 0....decent hotel decent price stayed 5 nights delu...poor577
10.993803good said previous posts small tasteful renova...great[good said previous posts small tasteful renov...[0.039876967668533325, 0.06624795496463776, -0...good said previous posts small tasteful renova...great5746
20.981204gold floor best stayed gold floor club floor f...great[gold floor best stayed gold floor club floor ...[0.0038577697705477476, 0.05996308475732803, -...gold floor best stayed gold floor club floor f...great675
30.880106truly awful, admit slightly sceptical arriving...poor[truly awful, admit slightly sceptical arrivin...[0.06336931884288788, 0.0006446511833928525, -...truly awful, admit slightly sceptical arriving...poor4415
40.989036union square jewel loved hotel ammenities loca...great[union square jewel loved hotel ammenities loc...[0.025744924321770668, 0.06057509407401085, 0....union square jewel loved hotel ammenities loca...great4099
...........................
950.487027nice hotel needs little updating, good price, ...average[nice hotel needs little updating, good price,...[0.034561637789011, 0.05367675796151161, 0.012...nice hotel needs little updating, good price, ...great310
960.602283nice n't just returned stay macao feb 10-16/08...average[nice n't just returned stay macao feb 10-16/0...[-0.027111494913697243, 0.05856683477759361, 0...nice n't just returned stay macao feb 10-16/08...average5581
970.66203315-22, fiance went club carabela 15 22. 23 fia...average[15-22, fiance went club carabela 15 22. 23 fi...[-0.04782567545771599, 0.04917208105325699, 0....15-22, fiance went club carabela 15 22. 23 fia...average4554
980.876396quaint not rundown son decided celebrate gradu...poor[quaint not rundown son decided celebrate grad...[0.03745331987738609, 0.04204617813229561, -0....quaint not rundown son decided celebrate gradu...poor6498
990.740084overwhelming stay oct 19 26thnegatives arrival...average[overwhelming stay oct 19 26thnegatives arriva...[-0.0396517813205719, 0.017166994512081146, 0....overwhelming stay oct 19 26thnegatives arrival...poor5651
\n","

100 rows × 8 columns

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"],"text/plain":[" trained_classifier_confidence_confidence ... origin_index\n","0 0.590834 ... 577\n","1 0.993803 ... 5746\n","2 0.981204 ... 675\n","3 0.880106 ... 4415\n","4 0.989036 ... 4099\n",".. ... ... ...\n","95 0.487027 ... 310\n","96 0.602283 ... 5581\n","97 0.662033 ... 4554\n","98 0.876396 ... 6498\n","99 0.740084 ... 5651\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["#6. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"id":"nxWFzQOhjWC8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191380992,"user_tz":-300,"elapsed":270578,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"b7c7fdd6-b46c-4b82-9440-c7c2bcf87c64"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"IKK_Ii_gjJfF","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620201488264,"user_tz":-300,"elapsed":6142302,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d071f07a-afcf-454f-87b5-9ce4c0e8bf86"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(90) \n","trainable_pipe['classifier_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.67 0.61 0.64 1758\n"," great 0.77 0.84 0.80 1727\n"," poor 0.77 0.77 0.77 1756\n","\n"," accuracy 0.74 5241\n"," macro avg 0.74 0.74 0.74 5241\n","weighted avg 0.74 0.74 0.74 5241\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 7 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620201993037,"user_tz":-300,"elapsed":504888,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"8a4eedf0-5a5d-496a-c0fa-7968fa030f1c"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.61 0.65 0.63 426\n"," great 0.78 0.78 0.78 457\n"," poor 0.78 0.73 0.75 428\n","\n"," accuracy 0.72 1311\n"," macro avg 0.72 0.72 0.72 1311\n","weighted avg 0.72 0.72 0.72 1311\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 8. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620202238341,"user_tz":-300,"elapsed":245312,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5d08a028-29d1-48db-858d-74c162d89b69"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 9. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620202254043,"user_tz":-300,"elapsed":15721,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"a0c1f0d3-e6a8-4dd6-f926-284545527afd"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('It was a good experince!')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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from_disk_confidence_confidencetextsentencesentence_embedding_from_diskfrom_diskdocumentorigin_index
0[0.89922845]It was a good experince![It was a good experince!][[-0.1282019317150116, 0.30001381039619446, 0....[great]It was a good experince!8589934592
\n","
"],"text/plain":[" from_disk_confidence_confidence ... origin_index\n","0 [0.89922845] ... 8589934592\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620202254063,"user_tz":-300,"elapsed":63,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d39ac458-5cba-4e4d-b0f2-3b4b0c088c30"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@11f6140a) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@11f6140a\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['classifier_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['classifier_dl@sent_small_bert_L12_768'].setClasses(['average', 'great', 'poor']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['average', 'great', 'poor']\n","pipe['classifier_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_musical_instruments.ipynb b/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_musical_instruments.ipynb deleted file mode 100644 index df5eabce..00000000 --- a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_musical_instruments.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_class_text_classifier_demo_musical_instruments.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_musical_instruments.ipynb)\n","\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","## 4 class Amazon Musical Instruments review classifier training\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFGnBCHavltY","executionInfo":{"status":"ok","timestamp":1620190616877,"user_tz":-300,"elapsed":36961,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"54af3f90-c6c3-45ce-cb9f-ba8c06124414"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":1,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:56:20-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 04:56:20 (1.60 MB/s) - written to stdout [1671/1671]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download musical instruments classification dataset\n","\n","https://www.kaggle.com/eswarchandt/amazon-music-reviews\n","\n","dataset with products rated between 5 classes"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620190617767,"user_tz":-300,"elapsed":35618,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5bd3e397-592e-4790-983a-b5e9449132f6"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/Musical_instruments_reviews.csv"],"execution_count":2,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:56:56-- http://ckl-it.de/wp-content/uploads/2021/01/Musical_instruments_reviews.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 51708 (50K) [text/csv]\n","Saving to: ‘Musical_instruments_reviews.csv.1’\n","\n","Musical_instruments 100%[===================>] 50.50K 220KB/s in 0.2s \n","\n","2021-05-05 04:56:57 (220 KB/s) - ‘Musical_instruments_reviews.csv.1’ saved [51708/51708]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620190618447,"user_tz":-300,"elapsed":33313,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ce3a288d-579a-4cd6-910a-7da1b55e85ac"},"source":["import pandas as pd\n","test_path = '/content/Musical_instruments_reviews.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
11very poorI know many people love the design, but I find...
10goodWell made. Works as it should. However, seem t...
45very goodThe product does exactly as it should and is q...
25averageThis is a fine guitar, but it isn't amazing. ...
97averageThe problem with this pedal is that you have t...
.........
70very poorI might have done something wrong...I read in ...
31goodGood product at a good price. Have used it mul...
48averageDoe's not stay on to well, moves to much even ...
78very poorGo build your own. Build it to your specs and ...
39goodI've been using these for about 3 weeks now - ...
\n","

96 rows × 2 columns

\n","
"],"text/plain":[" y text\n","11 very poor I know many people love the design, but I find...\n","10 good Well made. Works as it should. However, seem t...\n","45 very good The product does exactly as it should and is q...\n","25 average This is a fine guitar, but it isn't amazing. ...\n","97 average The problem with this pedal is that you have t...\n",".. ... ...\n","70 very poor I might have done something wrong...I read in ...\n","31 good Good product at a good price. Have used it mul...\n","48 average Doe's not stay on to well, moves to much even ...\n","78 very poor Go build your own. Build it to your specs and ...\n","39 good I've been using these for about 3 weeks now - ...\n","\n","[96 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","By default, the Universal Sentence Encoder Embeddings (USE) are beeing downloaded to provide embeddings for the classifier. You can use any of the 50+ other sentence Emeddings in NLU tough!\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"elapsed":278961,"status":"ok","timestamp":1620189909399,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"},"user_tz":-300},"outputId":"a72a6d7e-b133-43fc-a6ce-b49185a1cba5"},"source":["# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","\n","trainable_pipe = nlu.load('train.classifier')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50] )\n","\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50],output_level='document' )\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_classifiertrained_classifier_confidence_confidencedocumenttextysentence_embedding_useorigin_index
0[Very good cable., Well made and it looks grea...very poor0.344603Very good cable. Well made and it looks great ...Very good cable. Well made and it looks great ...good[0.018388595432043076, -0.001244456390850246, ...76
1[I bought this hoping to use as intended, angl...very poor0.532565I bought this hoping to use as intended, angle...I bought this hoping to use as intended, angle...very poor[0.07512206584215164, 0.010702813044190407, -0...53
2[Hosa cable quality can be all over the place,...good0.413519Hosa cable quality can be all over the place, ...Hosa cable quality can be all over the place, ...good[0.05411579832434654, 0.04756820946931839, -0....112
3[wanted it just on looks alone., ., ., It is a...good0.350552wanted it just on looks alone...It is a nice l...wanted it just on looks alone...It is a nice l...very good[0.08269041031599045, 0.02812184765934944, -0....79
4[Well made., Works as it should., However, see...good0.453055Well made. Works as it should. However, seem t...Well made. Works as it should. However, seem t...good[0.07170691341161728, -0.012493303045630455, -...10
5[Nice solid cables, with excellent support at ...good0.435087Nice solid cables, with excellent support at t...Nice solid cables, with excellent support at t...very good[0.06005071476101875, 0.0279176477342844, -0.0...20
6[If you are not use to using a large sustainin...average0.627601If you are not use to using a large sustaining...If you are not use to using a large sustaining...average[0.06641201674938202, 0.07415173947811127, -0....83
7[The Hosa XLR cables are affordable and very h...good0.451387The Hosa XLR cables are affordable and very he...The Hosa XLR cables are affordable and very he...good[0.0650528222322464, -0.024019034579396248, -0...117
8[Not much to write about here, but it does exa...good0.375702Not much to write about here, but it does exac...Not much to write about here, but it does exac...very good[0.06030378118157387, 0.03140004724264145, -0....89
9[The primary job of this device is to block th...average0.445224The primary job of this device is to block the...The primary job of this device is to block the...very good[0.0768439993262291, 0.012965132482349873, -0....116
10[Only Lasted 2yr., I have a lot of cheaper cab...good0.370069Only Lasted 2yr. I have a lot of cheaper cable...Only Lasted 2yr. I have a lot of cheaper cabl...very poor[0.05348164588212967, 0.03492450341582298, -0....55
11[These cables are a little thin compared to ho...average0.581801These cables are a little thin compared to hos...These cables are a little thin compared to hos...average[0.05915072187781334, -0.03095736913383007, -0...3
12[This pedal has been around for a long time, a...average0.963964This pedal has been around for a long time, an...This pedal has been around for a long time, an...average[0.06582090258598328, 0.012904703617095947, -0...102
13[Fender cords look great and work just as well...average0.874885Fender cords look great and work just as well....Fender cords look great and work just as well....very good[0.018997572362422943, -0.012294900603592396, ...95
14[It just randomly pops off my bass, it's so sl...very poor0.731916It just randomly pops off my bass, it's so sli...It just randomly pops off my bass, it's so sli...very poor[0.018867170438170433, 0.05410968139767647, -0...115
15[the string work well but did not give the mel...average0.712628the string work well but did not give the mell...the string work well but did not give the mell...average[0.056391388177871704, 0.07034655660390854, -0...36
16[I've used a lot of cables and I always come b...good0.440745I've used a lot of cables and I always come ba...I've used a lot of cables and I always come ba...very good[0.07708822190761566, 0.016957569867372513, -0...108
17[Long story short, this string set has a stron...average0.767563Long story short, this string set has a strong...Long story short, this string set has a strong...very poor[0.06738117337226868, 0.05691230669617653, -0....88
18[Monster makes a wide array of cables, includi...average0.465245Monster makes a wide array of cables, includin...Monster makes a wide array of cables, includin...very good[0.06651592999696732, 0.0612233430147171, -0.0...59
19[...unbalanced guitar cable is notoriously noi...average0.511957...unbalanced guitar cable is notoriously nois......unbalanced guitar cable is notoriously nois...average[0.07284880429506302, 0.024346861988306046, 0....52
20[Nice windscreen protects my MXL mic and preve...average0.410393Nice windscreen protects my MXL mic and preven...Nice windscreen protects my MXL mic and preven...very good[0.07302771508693695, -0.04292221739888191, -0...14
21[I bought 6 of these XLR to 1/4&#34; adapters ...good0.436735I bought 6 of these XLR to 1/4&#34; adapters h...I bought 6 of these XLR to 1/4&#34; adapters h...good[0.049845140427351, -0.02525583654642105, -0.0...16
22[This Fender cable is the perfect length for m...good0.417587This Fender cable is the perfect length for me...This Fender cable is the perfect length for me...good[0.06648766994476318, 0.04505337029695511, -0....57
23[This L Jack is good enough to make connection...average0.330708This L Jack is good enough to make connections...This L Jack is good enough to make connections...good[0.08174190670251846, 0.07509452849626541, -0....46
24[These came stock on my Jackson Kelly KEXMG., ...average0.437556These came stock on my Jackson Kelly KEXMG. Al...These came stock on my Jackson Kelly KEXMG. Al...very poor[0.03714499622583389, 0.0533314123749733, -0.0...18
25[Good overall but pick ups are terrible - Migh...average0.922614Good overall but pick ups are terrible - Might...Good overall but pick ups are terrible - Might...average[0.07406474649906158, 0.007126895245164633, -0...56
26[These things are terrible., One wouldn't fit ...good0.348053These things are terrible. One wouldn't fit in...These things are terrible. One wouldn't fit in...very poor[0.05325164273381233, -0.036399971693754196, -...101
27[another item never received but i would not u...very poor0.638240another item never received but i would not us...another item never received but i would not us...very poor[0.024511804804205894, 0.055792637169361115, 0...26
28[wind screen is way too big its bulky and to m...very poor0.438548wind screen is way too big its bulky and to me...wind screen is way too big its bulky and to me...very poor[0.07763350009918213, 0.04169292375445366, -0....63
29[This is a fine guitar, but it isn't amazing.,...average0.988021This is a fine guitar, but it isn't amazing. M...This is a fine guitar, but it isn't amazing. ...average[0.05681991949677467, 0.055675093084573746, -0...25
30[I've been using these for about 3 weeks now -...average0.411459I've been using these for about 3 weeks now - ...I've been using these for about 3 weeks now - ...good[0.07338722050189972, 0.024855980649590492, 2....39
31[It's a good OD, but I thought it would be hig...average0.996302It's a good OD, but I thought it would be high...It's a good OD, but I thought it would be high...average[0.08331827074289322, -0.011826762929558754, -...80
32[This is a cheap piece of junk that does what ...average0.900313This is a cheap piece of junk that does what i...This is a cheap piece of junk that does what i...very poor[0.07090918719768524, -0.004987373482435942, 0...75
33[Works for practice ., .. it's a guitar instru...average0.785570Works for practice ... it's a guitar instrumen...Works for practice ... it's a guitar instrumen...average[0.08485165238380432, 0.0717940405011177, -0.0...93
34[Let me start by saying that I am a huge fan o...average0.950551Let me start by saying that I am a huge fan of...Let me start by saying that I am a huge fan of...average[0.06803068518638611, 0.03993965685367584, -0....62
35[Cant go wrong., Great quality on a budget pr...very poor0.331621Cant go wrong. Great quality on a budget price...Cant go wrong. Great quality on a budget price...good[0.07220637053251266, 0.020649369806051254, -0...33
36[this piece of plastic is just terrible., you'...average0.443282this piece of plastic is just terrible. you'd ...this piece of plastic is just terrible. you'd...very poor[0.07407913357019424, 0.07586841285228729, 0.0...104
37[It is a decent cable., It does its job, but i...average0.682894It is a decent cable. It does its job, but it ...It is a decent cable. It does its job, but it ...average[0.07582439482212067, 0.04041396453976631, -0....4
38[For the price, fantastic., They do feel light...average0.433290For the price, fantastic.They do feel light an...For the price, fantastic.They do feel light an...good[0.07524136453866959, 0.049453943967819214, -0...99
39[Just assembly for a try, only few rolls with ...very poor0.529660Just assembly for a try, only few rolls with m...Just assembly for a try, only few rolls with m...very poor[0.08081397414207458, 0.014145106077194214, -0...98
40[I know many people love the design, but I fin...very poor0.639893I know many people love the design, but I find...I know many people love the design, but I find...very poor[0.06185115873813629, 0.06986682116985321, -0....11
41[This cable seems like it will last me for a w...good0.449773This cable seems like it will last me for a wh...This cable seems like it will last me for a wh...good[0.08796018362045288, 0.015969790518283844, -0...42
42[So good that I bought another one., Love the ...good0.378669So good that I bought another one. Love the he...So good that I bought another one. Love the h...very good[0.05002278462052345, -0.013001631945371628, -...74
43[Good quality cable and sounds very good]good0.418967Good quality cable and sounds very goodGood quality cable and sounds very goodvery good[0.06367859989404678, -0.0017134330701082945, ...113
44[Back in the 1980's I bought a can of deoxit(n...average0.983325Back in the 1980's I bought a can of deoxit(no...Back in the 1980's I bought a can of deoxit(no...average[0.06321641802787781, 0.04852892830967903, 0.0...34
45[I bought this cord after returning a cheap on...good0.438915I bought this cord after returning a cheap one...I bought this cord after returning a cheap one...good[0.06954371929168701, 0.016654161736369133, -0...44
46[It's a cable, no frills, tangles pretty easy ...average0.506431It's a cable, no frills, tangles pretty easy a...It's a cable, no frills, tangles pretty easy a...average[0.07703661173582077, 0.024149607867002487, -0...118
47[I acknowledge that this is a minority opinion...average0.410722I acknowledge that this is a minority opinion ...I acknowledge that this is a minority opinion ...average[0.06933587044477463, 0.03066118247807026, -0....92
48[I got one of these a while back and being lik...average0.972998I got one of these a while back and being like...I got one of these a while back and being like...average[0.06218786910176277, 0.019702719524502754, -0...85
49[If you're like me, you probably bought this t...good0.444040If you're like me, you probably bought this to...If you're like me, you probably bought this to...good[0.08035349100828171, -0.013505871407687664, -...82
\n","
"],"text/plain":[" sentence ... origin_index\n","0 [Very good cable., Well made and it looks grea... ... 76\n","1 [I bought this hoping to use as intended, angl... ... 53\n","2 [Hosa cable quality can be all over the place,... ... 112\n","3 [wanted it just on looks alone., ., ., It is a... ... 79\n","4 [Well made., Works as it should., However, see... ... 10\n","5 [Nice solid cables, with excellent support at ... ... 20\n","6 [If you are not use to using a large sustainin... ... 83\n","7 [The Hosa XLR cables are affordable and very h... ... 117\n","8 [Not much to write about here, but it does exa... ... 89\n","9 [The primary job of this device is to block th... ... 116\n","10 [Only Lasted 2yr., I have a lot of cheaper cab... ... 55\n","11 [These cables are a little thin compared to ho... ... 3\n","12 [This pedal has been around for a long time, a... ... 102\n","13 [Fender cords look great and work just as well... ... 95\n","14 [It just randomly pops off my bass, it's so sl... ... 115\n","15 [the string work well but did not give the mel... ... 36\n","16 [I've used a lot of cables and I always come b... ... 108\n","17 [Long story short, this string set has a stron... ... 88\n","18 [Monster makes a wide array of cables, includi... ... 59\n","19 [...unbalanced guitar cable is notoriously noi... ... 52\n","20 [Nice windscreen protects my MXL mic and preve... ... 14\n","21 [I bought 6 of these XLR to 1/4" adapters ... ... 16\n","22 [This Fender cable is the perfect length for m... ... 57\n","23 [This L Jack is good enough to make connection... ... 46\n","24 [These came stock on my Jackson Kelly KEXMG., ... ... 18\n","25 [Good overall but pick ups are terrible - Migh... ... 56\n","26 [These things are terrible., One wouldn't fit ... ... 101\n","27 [another item never received but i would not u... ... 26\n","28 [wind screen is way too big its bulky and to m... ... 63\n","29 [This is a fine guitar, but it isn't amazing.,... ... 25\n","30 [I've been using these for about 3 weeks now -... ... 39\n","31 [It's a good OD, but I thought it would be hig... ... 80\n","32 [This is a cheap piece of junk that does what ... ... 75\n","33 [Works for practice ., .. it's a guitar instru... ... 93\n","34 [Let me start by saying that I am a huge fan o... ... 62\n","35 [Cant go wrong., Great quality on a budget pr... ... 33\n","36 [this piece of plastic is just terrible., you'... ... 104\n","37 [It is a decent cable., It does its job, but i... ... 4\n","38 [For the price, fantastic., They do feel light... ... 99\n","39 [Just assembly for a try, only few rolls with ... ... 98\n","40 [I know many people love the design, but I fin... ... 11\n","41 [This cable seems like it will last me for a w... ... 42\n","42 [So good that I bought another one., Love the ... ... 74\n","43 [Good quality cable and sounds very good] ... 113\n","44 [Back in the 1980's I bought a can of deoxit(n... ... 34\n","45 [I bought this cord after returning a cheap on... ... 44\n","46 [It's a cable, no frills, tangles pretty easy ... ... 118\n","47 [I acknowledge that this is a minority opinion... ... 92\n","48 [I got one of these a while back and being lik... ... 85\n","49 [If you're like me, you probably bought this t... ... 82\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"DL_5aY9b3jSd"},"source":["# 4. Evaluate the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"djtoZVKBw2WU","executionInfo":{"elapsed":278954,"status":"ok","timestamp":1620189909402,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"},"user_tz":-300},"outputId":"c284dc4c-a2d8-4b4e-b493-e474f22175ff"},"source":["from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.58 1.00 0.73 15\n"," good 0.50 0.62 0.55 13\n"," very good 0.00 0.00 0.00 10\n"," very poor 0.75 0.50 0.60 12\n","\n"," accuracy 0.58 50\n"," macro avg 0.46 0.53 0.47 50\n","weighted avg 0.48 0.58 0.51 50\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"mhFKVN93o1ZO"},"source":["# 5. Lets try different Sentence Emebddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CzJd8omao0gt","executionInfo":{"elapsed":278946,"status":"ok","timestamp":1620189909403,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"},"user_tz":-300},"outputId":"691c5ce0-ce36-4082-9de9-070508bcbe9e"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ABHLgirmG1n9","executionInfo":{"elapsed":483071,"status":"ok","timestamp":1620190113536,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"},"user_tz":-300},"outputId":"2c9fbc78-da3b-4c61-f6b2-bb876789cd7a"},"source":["# Load pipe with bert embeds\n","# using large embeddings can take a few hours..\n","# fitted_pipe = nlu.load('en.embed_sentence.bert_large_uncased train.classifier').fit(train_df)\n","fitted_pipe = nlu.load('en.embed_sentence.bert train.classifier').fit(train_df.iloc[:100])\n","\n","\n","# predict with the trained pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_bert_base_uncased download started this may take some time.\n","Approximate size to download 392.5 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.00 0.00 0.00 23\n"," good 0.00 0.00 0.00 25\n"," very good 0.00 0.00 0.00 22\n"," very poor 0.27 1.00 0.43 26\n","\n"," accuracy 0.27 96\n"," macro avg 0.07 0.25 0.11 96\n","weighted avg 0.07 0.27 0.12 96\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nbpdZGoZPslz","executionInfo":{"elapsed":507540,"status":"ok","timestamp":1620190138012,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"},"user_tz":-300},"outputId":"1680223b-0587-44b2-9d83-a1b87736129b"},"source":["# Load pipe with bert embeds\n","fitted_pipe = nlu.load('embed_sentence.bert train.classifier').fit(train_df.iloc[:100])\n","\n","# predict with the trained pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.24 1.00 0.39 23\n"," good 0.00 0.00 0.00 25\n"," very good 0.00 0.00 0.00 22\n"," very poor 0.00 0.00 0.00 26\n","\n"," accuracy 0.24 96\n"," macro avg 0.06 0.25 0.10 96\n","weighted avg 0.06 0.24 0.09 96\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wYV7ivdsQY8Z","executionInfo":{"status":"ok","timestamp":1620190883307,"user_tz":-300,"elapsed":291703,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"8ad7cc16-cfe2-4ebd-b16f-16755062ca0e"},"source":["from sklearn.metrics import classification_report\n","trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(90) \n","trainable_pipe['classifier_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","#preds"],"execution_count":4,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.26 1.00 0.41 25\n"," good 0.00 0.00 0.00 24\n"," very good 0.00 0.00 0.00 23\n"," very poor 0.00 0.00 0.00 24\n","\n"," accuracy 0.26 96\n"," macro avg 0.07 0.25 0.10 96\n","weighted avg 0.07 0.26 0.11 96\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 6. evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620190892875,"user_tz":-300,"elapsed":300897,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5dbda6ed-5884-4d26-ed5b-9f8d774558da"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":5,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.22 1.00 0.36 5\n"," good 0.00 0.00 0.00 6\n"," very good 0.00 0.00 0.00 7\n"," very poor 1.00 0.17 0.29 6\n","\n"," accuracy 0.25 24\n"," macro avg 0.30 0.29 0.16 24\n","weighted avg 0.30 0.25 0.15 24\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 7. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620191279090,"user_tz":-300,"elapsed":262699,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"71745bf2-b5be-41e2-e1b4-d3683e113b57"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Stored model in ./model/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 8. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620191295930,"user_tz":-300,"elapsed":206694,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"84cd50b8-77b5-44e2-ca60-efc36a592891"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('It was really good ')\n","preds"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textorigin_indexsentence_embedding_from_diskdocumentfrom_disk_confidence_confidencefrom_disksentence
0It was really good8589934592[[-0.03466350957751274, 0.33072206377983093, 0...It was really good[0.53862494][very poor][It was really good]
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"],"text/plain":[" text origin_index ... from_disk sentence\n","0 It was really good 8589934592 ... [very poor] [It was really good]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620191295931,"user_tz":-300,"elapsed":206555,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c92becb6-6751-47de-a500-d2d8a371d545"},"source":["hdd_pipe.print_info()"],"execution_count":9,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@6ee9116a) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@6ee9116a\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['classifier_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['classifier_dl@sent_small_bert_L12_768'].setClasses(['very good', 'very poor', 'average', 'good']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['very good', 'very poor', 'average', 'good']\n","pipe['classifier_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"iJBrKFd94n8y","executionInfo":{"status":"ok","timestamp":1620191295932,"user_tz":-300,"elapsed":206488,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}}},"source":[""],"execution_count":9,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_wine.ipynb b/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_wine.ipynb deleted file mode 100644 index a42c9f14..00000000 --- a/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_wine.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_class_text_classifier_demo_wine.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_class_text_classification/NLU_training_multi_class_text_classifier_demo_wine.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","## 4 class WineEnthusiast Wine review classifier training\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","You can achieve these results or even better on this dataset with training data:\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data:\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFGnBCHavltY","executionInfo":{"elapsed":32398,"status":"ok","timestamp":1620188669127,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"be856a07-ea44-4bfe-c741-1e6674ae24d6"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:23:57-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 04:23:57 (2.60 MB/s) - written to stdout [1671/1671]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download wine review dataset \n","https://www.kaggle.com/zynicide/wine-reviews\n","dataset with products between 5 review classes"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"elapsed":33566,"status":"ok","timestamp":1620188670320,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"eb56146a-5ff2-4da7-da31-1fa504f3659c"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/01/winemag-data_first150k.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 04:24:28-- http://ckl-it.de/wp-content/uploads/2021/01/winemag-data_first150k.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1447273 (1.4M) [text/csv]\n","Saving to: ‘winemag-data_first150k.csv.2’\n","\n","winemag-data_first1 100%[===================>] 1.38M 1.91MB/s in 0.7s \n","\n","2021-05-05 04:24:29 (1.91 MB/s) - ‘winemag-data_first150k.csv.2’ saved [1447273/1447273]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"elapsed":34170,"status":"ok","timestamp":1620188670949,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"cc9da822-9e17-4a08-bd28-a82a42c1bd2d"},"source":["import pandas as pd\n","test_path = '/content/winemag-data_first150k.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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1458goodFull of yellow fruits, ripe apples and soft ac...
378acceptableBarnyard aromas atop berry scents make for a n...
17very goodAn aromatic twist of passion fruit plays on th...
2456very goodWood smoke and black pepper aromas start this ...
2103bestTalk about magnetic aromas of bacon, tobacco a...
.........
1464acceptableThe flint soil of the vineyard shows in the st...
3942acceptableFruit-forward and simple, with the sugared tas...
1871very goodBryan Babcock makes plenty of more expensive P...
1945goodBerry and plum aromas are spicy and saucy, wit...
1219goodA kitchen-sink blend of nine different varieti...
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4048 rows × 2 columns

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"],"text/plain":[" y text\n","1458 good Full of yellow fruits, ripe apples and soft ac...\n","378 acceptable Barnyard aromas atop berry scents make for a n...\n","17 very good An aromatic twist of passion fruit plays on th...\n","2456 very good Wood smoke and black pepper aromas start this ...\n","2103 best Talk about magnetic aromas of bacon, tobacco a...\n","... ... ...\n","1464 acceptable The flint soil of the vineyard shows in the st...\n","3942 acceptable Fruit-forward and simple, with the sugared tas...\n","1871 very good Bryan Babcock makes plenty of more expensive P...\n","1945 good Berry and plum aromas are spicy and saucy, wit...\n","1219 good A kitchen-sink blend of nine different varieti...\n","\n","[4048 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"elapsed":132178,"status":"ok","timestamp":1620188768985,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"bc0a38f8-d374-48da-98d0-196505e56e66"},"source":["# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","\n","trainable_pipe = nlu.load('train.classifier')\n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:50] )\n","\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:50] ,output_level='document')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_useorigin_indextrained_classifier_confidence_confidencedocumentysentencetrained_classifiertext
0[0.026885146275162697, -0.06771063804626465, 0...14580.620346Full of yellow fruits, ripe apples and soft ac...good[Full of yellow fruits, ripe apples and soft a...goodFull of yellow fruits, ripe apples and soft ac...
1[0.04962018504738808, 0.0652838945388794, -0.0...3780.543338Barnyard aromas atop berry scents make for a n...acceptable[Barnyard aromas atop berry scents make for a ...goodBarnyard aromas atop berry scents make for a n...
2[0.017539022490382195, -0.010785154066979885, ...170.607028An aromatic twist of passion fruit plays on th...very good[An aromatic twist of passion fruit plays on t...goodAn aromatic twist of passion fruit plays on th...
3[0.016984855756163597, -0.010578665882349014, ...24560.602528Wood smoke and black pepper aromas start this ...very good[Wood smoke and black pepper aromas start this...goodWood smoke and black pepper aromas start this ...
4[0.02070983126759529, -0.05402781069278717, -0...21030.591057Talk about magnetic aromas of bacon, tobacco a...best[Talk about magnetic aromas of bacon, tobacco ...goodTalk about magnetic aromas of bacon, tobacco a...
5[-0.008546369150280952, -8.575373067287728e-05...34480.611285Smoky, oaky, charred flavors of savory plum an...good[Smoky, oaky, charred flavors of savory plum a...goodSmoky, oaky, charred flavors of savory plum an...
6[0.0020979971159249544, -0.059595026075839996,...15560.600705Made entirely with Nero d'Avola, this offers a...good[Made entirely with Nero d'Avola, this offers ...goodMade entirely with Nero d'Avola, this offers a...
7[0.03075247071683407, -0.05452873930335045, -0...34530.614901Remarkably strong cinnamon characterizes the n...good[Remarkably strong cinnamon characterizes the ...goodRemarkably strong cinnamon characterizes the n...
8[-0.005710848607122898, -0.054149989038705826,...37290.568524A sensational bottle at this price, it's ripe ...very good[A sensational bottle at this price, it's ripe...goodA sensational bottle at this price, it's ripe ...
9[0.028862619772553444, -0.05910215526819229, -...9960.605391Produced from 25-year-old vines, this is a fre...good[Produced from 25-year-old vines, this is a fr...goodProduced from 25-year-old vines, this is a fre...
10[0.020464830100536346, -0.06415539979934692, -...18670.566839Despite its power, this is so elegant, showing...best[Despite its power, this is so elegant, showin...goodDespite its power, this is so elegant, showing...
11[-0.005847534164786339, -0.040369633585214615,...18910.557577So incredibly thick and sweet it's almost chew...best[So incredibly thick and sweet it's almost che...goodSo incredibly thick and sweet it's almost chew...
12[0.005895282607525587, -0.02846178226172924, -...35420.567143By nature Albariño doesn't last long, and thi...acceptable[By nature Albariño doesn't last long, and th...goodBy nature Albariño doesn't last long, and thi...
13[0.053103938698768616, -0.031248200684785843, ...7560.628370Made entirely from Cabernet Franc, this opens ...good[Made entirely from Cabernet Franc, this opens...goodMade entirely from Cabernet Franc, this opens ...
14[0.04724583402276039, -0.05935594439506531, -0...14560.584150Peppery, herbal aromas are gritty and a touch ...acceptable[Peppery, herbal aromas are gritty and a touch...goodPeppery, herbal aromas are gritty and a touch ...
15[0.036762576550245285, -0.027270542457699776, ...4230.616689Wild berries, from elderberry to salmonberry t...good[Wild berries, from elderberry to salmonberry ...goodWild berries, from elderberry to salmonberry t...
16[-0.011491759680211544, -0.08527237921953201, ...17600.551139A serious, impressive wine produced from a sma...best[A serious, impressive wine produced from a sm...goodA serious, impressive wine produced from a sma...
17[-0.005252075847238302, -0.020571669563651085,...16710.575260Right out of the bottle, this 100% Syrah delig...very good[Right out of the bottle, this 100% Syrah deli...goodRight out of the bottle, this 100% Syrah delig...
18[-0.025395192205905914, -0.060151971876621246,...49980.578186Aromatic and lushly scented with rhubarb, stra...very good[Aromatic and lushly scented with rhubarb, str...goodAromatic and lushly scented with rhubarb, stra...
19[0.026585254818201065, -0.03247511386871338, 0...25610.602712A clean nose of citrus paves the way for flavo...acceptable[A clean nose of citrus paves the way for flav...goodA clean nose of citrus paves the way for flavo...
20[0.020379165187478065, -0.01716090366244316, -...39500.564268Ripe blackberry aromas are a touch malty and j...very good[Ripe blackberry aromas are a touch malty and ...goodRipe blackberry aromas are a touch malty and j...
21[-0.016609780490398407, -0.036731649190187454,...26990.604877Balanced toward the bold side, it's full-bodie...good[Balanced toward the bold side, it's full-bodi...goodBalanced toward the bold side, it's full-bodie...
22[-0.015338313765823841, -0.044104497879743576,...30780.581559Lifted notes of dried pear, dried chamomile fl...very good[Lifted notes of dried pear, dried chamomile f...goodLifted notes of dried pear, dried chamomile fl...
23[-0.03071591444313526, -0.038018349558115005, ...33330.570483With its sophisticated mix of mineral, acid an...very good[With its sophisticated mix of mineral, acid a...goodWith its sophisticated mix of mineral, acid an...
24[0.06536413729190826, -0.04731231555342674, -0...5500.503100This is really a spectacular wine. It's hard t...best[This is really a spectacular wine., It's hard...goodThis is really a spectacular wine. It's hard t...
25[0.03561289235949516, -0.03295084834098816, -0...36150.576032Bruce McGuire makes a strong case for the pote...very good[Bruce McGuire makes a strong case for the pot...goodBruce McGuire makes a strong case for the pote...
26[0.017156174406409264, -0.06948413699865341, -...14220.570740This firm, tannic wine is made from fruit sour...best[This firm, tannic wine is made from fruit sou...goodThis firm, tannic wine is made from fruit sour...
27[0.014733278192579746, 0.006120753940194845, -...28240.553367It's odd to find reductive elements on a white...acceptable[It's odd to find reductive elements on a whit...goodIt's odd to find reductive elements on a white...
28[-0.02304786629974842, -0.058774229139089584, ...49350.537677With the 2009 vintage, De Loach is at the top ...best[With the 2009 vintage, De Loach is at the top...goodWith the 2009 vintage, De Loach is at the top ...
29[0.06899003684520721, -0.043633416295051575, -...23650.603090This nose is rather closed but the firm palate...good[This nose is rather closed but the firm palat...goodThis nose is rather closed but the firm palate...
30[-0.035565443336963654, -0.04602222889661789, ...27540.619796Enticing wildflower, chopped herb and ripe orc...very good[Enticing wildflower, chopped herb and ripe or...goodEnticing wildflower, chopped herb and ripe orc...
31[-0.021357573568820953, -0.07660140097141266, ...9550.600876Fresh and juicy, this full-bodied while struct...good[Fresh and juicy, this full-bodied while struc...goodFresh and juicy, this full-bodied while struct...
32[-0.008119497448205948, -0.022551201283931732,...16320.606923The best of the winery's 2011 block reserves, ...good[The best of the winery's 2011 block reserves,...goodThe best of the winery's 2011 block reserves, ...
33[-0.010882342234253883, -0.06637204438447952, ...30250.584699A blend of fruit from three Rogue Valley sites...good[A blend of fruit from three Rogue Valley site...goodA blend of fruit from three Rogue Valley sites...
34[0.016116805374622345, -0.06279352307319641, -...37630.549124Exceeds even this producer's stunning beerenau...best[Exceeds even this producer's stunning beerena...goodExceeds even this producer's stunning beerenau...
35[0.0413261242210865, -0.027950072661042213, -0...6950.532788The palate opens slowly, offering an initial c...best[The palate opens slowly, offering an initial ...goodThe palate opens slowly, offering an initial c...
36[-0.04491781070828438, -0.016601886600255966, ...11960.597868This is pretty pale for a Tavel, with a copper...good[This is pretty pale for a Tavel, with a coppe...goodThis is pretty pale for a Tavel, with a copper...
37[0.04148593544960022, -0.005966056603938341, -...43380.559302From the producer's Yountville vineyard, as we...acceptable[From the producer's Yountville vineyard, as w...goodFrom the producer's Yountville vineyard, as we...
38[-0.044102396816015244, -0.021978359669446945,...35140.587864Fruit from the oldest blocks in this pioneerin...very good[Fruit from the oldest blocks in this pioneeri...goodFruit from the oldest blocks in this pioneerin...
39[-0.01988844946026802, -0.07353201508522034, -...25510.579697More people would crave Mourvèdre if it were ...very good[More people would crave Mourvèdre if it were...goodMore people would crave Mourvèdre if it were ...
40[0.03592630848288536, -0.0763244703412056, -0....47930.586441Seduction may be an odd word to use for a Malb...good[Seduction may be an odd word to use for a Mal...goodSeduction may be an odd word to use for a Malb...
41[-0.027629075571894646, -0.02934451773762703, ...29960.625336Oceanic aromas of grass, scallion, baby garlic...good[Oceanic aromas of grass, scallion, baby garli...goodOceanic aromas of grass, scallion, baby garlic...
42[0.017115404829382896, -0.032828159630298615, ...7060.581963As expected, the wine exhibits a dense black c...best[As expected, the wine exhibits a dense black ...goodAs expected, the wine exhibits a dense black c...
43[0.030317923054099083, -0.07067029923200607, 0...40330.606539A mix of ripe black fruits and dense tannins c...good[A mix of ripe black fruits and dense tannins ...goodA mix of ripe black fruits and dense tannins c...
44[-0.018614105880260468, -0.05517773702740669, ...15420.529212This lightly wood-aged wine, from an estate th...very good[This lightly wood-aged wine, from an estate t...goodThis lightly wood-aged wine, from an estate th...
45[0.01225570309907198, -0.03293222188949585, -0...29270.590190With tannins and new-wood flavors, this rich w...good[With tannins and new-wood flavors, this rich ...goodWith tannins and new-wood flavors, this rich w...
46[0.023177076131105423, -0.040385812520980835, ...32020.592817Plummy chocolate stars in this densely texture...good[Plummy chocolate stars in this densely textur...goodPlummy chocolate stars in this densely texture...
47[-0.0009934792760759592, -0.0660802349448204, ...31760.615645Cidery aromas vie with bready notes to give th...good[Cidery aromas vie with bready notes to give t...goodCidery aromas vie with bready notes to give th...
48[-0.055515553802251816, 0.007777589838951826, ...6460.594357Salted apples and white rocks are marred by me...acceptable[Salted apples and white rocks are marred by m...goodSalted apples and white rocks are marred by me...
49[0.03407430648803711, -0.06791502982378006, -0...39920.560114The minty aromas indicate new wood aging as we...very good[The minty aromas indicate new wood aging as w...goodThe minty aromas indicate new wood aging as we...
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"],"text/plain":[" sentence_embedding_use ... text\n","0 [0.026885146275162697, -0.06771063804626465, 0... ... Full of yellow fruits, ripe apples and soft ac...\n","1 [0.04962018504738808, 0.0652838945388794, -0.0... ... Barnyard aromas atop berry scents make for a n...\n","2 [0.017539022490382195, -0.010785154066979885, ... ... An aromatic twist of passion fruit plays on th...\n","3 [0.016984855756163597, -0.010578665882349014, ... ... Wood smoke and black pepper aromas start this ...\n","4 [0.02070983126759529, -0.05402781069278717, -0... ... Talk about magnetic aromas of bacon, tobacco a...\n","5 [-0.008546369150280952, -8.575373067287728e-05... ... Smoky, oaky, charred flavors of savory plum an...\n","6 [0.0020979971159249544, -0.059595026075839996,... ... Made entirely with Nero d'Avola, this offers a...\n","7 [0.03075247071683407, -0.05452873930335045, -0... ... Remarkably strong cinnamon characterizes the n...\n","8 [-0.005710848607122898, -0.054149989038705826,... ... A sensational bottle at this price, it's ripe ...\n","9 [0.028862619772553444, -0.05910215526819229, -... ... Produced from 25-year-old vines, this is a fre...\n","10 [0.020464830100536346, -0.06415539979934692, -... ... Despite its power, this is so elegant, showing...\n","11 [-0.005847534164786339, -0.040369633585214615,... ... So incredibly thick and sweet it's almost chew...\n","12 [0.005895282607525587, -0.02846178226172924, -... ... By nature Albariño doesn't last long, and thi...\n","13 [0.053103938698768616, -0.031248200684785843, ... ... Made entirely from Cabernet Franc, this opens ...\n","14 [0.04724583402276039, -0.05935594439506531, -0... ... Peppery, herbal aromas are gritty and a touch ...\n","15 [0.036762576550245285, -0.027270542457699776, ... ... Wild berries, from elderberry to salmonberry t...\n","16 [-0.011491759680211544, -0.08527237921953201, ... ... A serious, impressive wine produced from a sma...\n","17 [-0.005252075847238302, -0.020571669563651085,... ... Right out of the bottle, this 100% Syrah delig...\n","18 [-0.025395192205905914, -0.060151971876621246,... ... Aromatic and lushly scented with rhubarb, stra...\n","19 [0.026585254818201065, -0.03247511386871338, 0... ... A clean nose of citrus paves the way for flavo...\n","20 [0.020379165187478065, -0.01716090366244316, -... ... Ripe blackberry aromas are a touch malty and j...\n","21 [-0.016609780490398407, -0.036731649190187454,... ... Balanced toward the bold side, it's full-bodie...\n","22 [-0.015338313765823841, -0.044104497879743576,... ... Lifted notes of dried pear, dried chamomile fl...\n","23 [-0.03071591444313526, -0.038018349558115005, ... ... With its sophisticated mix of mineral, acid an...\n","24 [0.06536413729190826, -0.04731231555342674, -0... ... This is really a spectacular wine. It's hard t...\n","25 [0.03561289235949516, -0.03295084834098816, -0... ... Bruce McGuire makes a strong case for the pote...\n","26 [0.017156174406409264, -0.06948413699865341, -... ... This firm, tannic wine is made from fruit sour...\n","27 [0.014733278192579746, 0.006120753940194845, -... ... It's odd to find reductive elements on a white...\n","28 [-0.02304786629974842, -0.058774229139089584, ... ... With the 2009 vintage, De Loach is at the top ...\n","29 [0.06899003684520721, -0.043633416295051575, -... ... This nose is rather closed but the firm palate...\n","30 [-0.035565443336963654, -0.04602222889661789, ... ... Enticing wildflower, chopped herb and ripe orc...\n","31 [-0.021357573568820953, -0.07660140097141266, ... ... Fresh and juicy, this full-bodied while struct...\n","32 [-0.008119497448205948, -0.022551201283931732,... ... The best of the winery's 2011 block reserves, ...\n","33 [-0.010882342234253883, -0.06637204438447952, ... ... A blend of fruit from three Rogue Valley sites...\n","34 [0.016116805374622345, -0.06279352307319641, -... ... Exceeds even this producer's stunning beerenau...\n","35 [0.0413261242210865, -0.027950072661042213, -0... ... The palate opens slowly, offering an initial c...\n","36 [-0.04491781070828438, -0.016601886600255966, ... ... This is pretty pale for a Tavel, with a copper...\n","37 [0.04148593544960022, -0.005966056603938341, -... ... From the producer's Yountville vineyard, as we...\n","38 [-0.044102396816015244, -0.021978359669446945,... ... Fruit from the oldest blocks in this pioneerin...\n","39 [-0.01988844946026802, -0.07353201508522034, -... ... More people would crave Mourvèdre if it were ...\n","40 [0.03592630848288536, -0.0763244703412056, -0.... ... Seduction may be an odd word to use for a Malb...\n","41 [-0.027629075571894646, -0.02934451773762703, ... ... Oceanic aromas of grass, scallion, baby garlic...\n","42 [0.017115404829382896, -0.032828159630298615, ... ... As expected, the wine exhibits a dense black c...\n","43 [0.030317923054099083, -0.07067029923200607, 0... ... A mix of ripe black fruits and dense tannins c...\n","44 [-0.018614105880260468, -0.05517773702740669, ... ... This lightly wood-aged wine, from an estate th...\n","45 [0.01225570309907198, -0.03293222188949585, -0... ... With tannins and new-wood flavors, this rich w...\n","46 [0.023177076131105423, -0.040385812520980835, ... ... Plummy chocolate stars in this densely texture...\n","47 [-0.0009934792760759592, -0.0660802349448204, ... ... Cidery aromas vie with bready notes to give th...\n","48 [-0.055515553802251816, 0.007777589838951826, ... ... Salted apples and white rocks are marred by me...\n","49 [0.03407430648803711, -0.06791502982378006, -0... ... The minty aromas indicate new wood aging as we...\n","\n","[50 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"lVyOE2wV0fw_"},"source":["# 4. Test the fitted pipe on new example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"qdCUg2MR0PD2","executionInfo":{"elapsed":132735,"status":"ok","timestamp":1620188769564,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"c6e2d61a-5884-4739-cd8d-e47f51adee25"},"source":["fitted_pipe.predict('It was one of the best wines i ever tasted .')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_useorigin_indextrained_classifier_confidence_confidencedocumentsentencetrained_classifier
0[0.0249565988779068, 0.02628515101969242, -0.0...00.529498It was one of the best wines i ever tasted .[It was one of the best wines i ever tasted .]good
\n","
"],"text/plain":[" sentence_embedding_use ... trained_classifier\n","0 [0.0249565988779068, 0.02628515101969242, -0.0... ... good\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"xflpwrVjjBVD"},"source":["## 5. Configure pipe training parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UtsAUGTmOTms","executionInfo":{"elapsed":133127,"status":"ok","timestamp":1620188769982,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"b6e8a835-2cec-4ed9-d3f5-3ed1707e861f"},"source":["trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['classifier_dl'] has settable params:\n","pipe['classifier_dl'].setMaxEpochs(3) | Info: Maximum number of epochs to train | Currently set to : 3\n","pipe['classifier_dl'].setLr(0.005) | Info: Learning Rate | Currently set to : 0.005\n","pipe['classifier_dl'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['classifier_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['classifier_dl'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@587bdb2f) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@587bdb2f\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2GJdDNV9jEIe"},"source":["## 6. Retrain with new parameters"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":793},"id":"mptfvHx-MMMX","executionInfo":{"elapsed":146378,"status":"ok","timestamp":1620188783252,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"94fb762e-f58f-47a5-f016-50d3f21e3c3a"},"source":["# Train longer!\n","trainable_pipe['classifier_dl'].setMaxEpochs(5) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:100])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," acceptable 0.00 0.00 0.00 20\n"," best 0.00 0.00 0.00 20\n"," good 0.00 0.00 0.00 31\n"," very good 0.29 1.00 0.45 29\n","\n"," accuracy 0.29 100\n"," macro avg 0.07 0.25 0.11 100\n","weighted avg 0.08 0.29 0.13 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_useorigin_indextrained_classifier_confidence_confidencedocumentysentencetrained_classifiertext
0[0.026885146275162697, -0.06771063804626465, 0...14580.393935Full of yellow fruits, ripe apples and soft ac...good[Full of yellow fruits, ripe apples and soft a...very goodFull of yellow fruits, ripe apples and soft ac...
1[0.04962018504738808, 0.0652838945388794, -0.0...3780.395312Barnyard aromas atop berry scents make for a n...acceptable[Barnyard aromas atop berry scents make for a ...very goodBarnyard aromas atop berry scents make for a n...
2[0.017539022490382195, -0.010785154066979885, ...170.567956An aromatic twist of passion fruit plays on th...very good[An aromatic twist of passion fruit plays on t...very goodAn aromatic twist of passion fruit plays on th...
3[0.016984855756163597, -0.010578665882349014, ...24560.577995Wood smoke and black pepper aromas start this ...very good[Wood smoke and black pepper aromas start this...very goodWood smoke and black pepper aromas start this ...
4[0.02070983126759529, -0.05402781069278717, -0...21030.526734Talk about magnetic aromas of bacon, tobacco a...best[Talk about magnetic aromas of bacon, tobacco ...very goodTalk about magnetic aromas of bacon, tobacco a...
...........................
95[0.05499161034822464, -0.04508962109684944, -0...3920.437371This lightly aromatic wine offers notes of her...acceptable[This lightly aromatic wine offers notes of he...very goodThis lightly aromatic wine offers notes of her...
96[0.03258365020155907, -0.036026667803525925, -...13760.384945Brilliant aromatics here, just stupendously at...best[Brilliant aromatics here, just stupendously a...very goodBrilliant aromatics here, just stupendously at...
97[0.004543728660792112, -0.06775235384702682, -...31820.405291This sparkling wine is intense with startling ...acceptable[This sparkling wine is intense with startling...very goodThis sparkling wine is intense with startling ...
98[0.0255692508071661, 0.04986872524023056, -0.0...37090.456385The nose is like a veil of Golden Delicious ap...very good[The nose is like a veil of Golden Delicious a...very goodThe nose is like a veil of Golden Delicious ap...
99[-0.0047778417356312275, -0.05661110579967499,...43890.399565This wine is smooth and ripe, with soft tannin...good[This wine is smooth and ripe, with soft tanni...very goodThis wine is smooth and ripe, with soft tannin...
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" sentence_embedding_use ... text\n","0 [0.026885146275162697, -0.06771063804626465, 0... ... Full of yellow fruits, ripe apples and soft ac...\n","1 [0.04962018504738808, 0.0652838945388794, -0.0... ... Barnyard aromas atop berry scents make for a n...\n","2 [0.017539022490382195, -0.010785154066979885, ... ... An aromatic twist of passion fruit plays on th...\n","3 [0.016984855756163597, -0.010578665882349014, ... ... Wood smoke and black pepper aromas start this ...\n","4 [0.02070983126759529, -0.05402781069278717, -0... ... Talk about magnetic aromas of bacon, tobacco a...\n",".. ... ... ...\n","95 [0.05499161034822464, -0.04508962109684944, -0... ... This lightly aromatic wine offers notes of her...\n","96 [0.03258365020155907, -0.036026667803525925, -... ... Brilliant aromatics here, just stupendously at...\n","97 [0.004543728660792112, -0.06775235384702682, -... ... This sparkling wine is intense with startling ...\n","98 [0.0255692508071661, 0.04986872524023056, -0.0... ... The nose is like a veil of Golden Delicious ap...\n","99 [-0.0047778417356312275, -0.05661110579967499,... ... This wine is smooth and ripe, with soft tannin...\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"qFoT-s1MjTSS"},"source":["# 7. Try training with different Embeddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxWFzQOhjWC8","executionInfo":{"elapsed":146359,"status":"ok","timestamp":1620188783253,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"0991c8be-f22e-4d35-83be-6bcbe946d57e"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IKK_Ii_gjJfF","executionInfo":{"elapsed":4703913,"status":"ok","timestamp":1620193340823,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"},"user_tz":-300},"outputId":"feb3a543-d15e-4a21-d737-a6a33a18fdd3"},"source":["trainable_pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(90) \n","trainable_pipe['classifier_dl'].setLr(0.0005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","#preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," acceptable 0.88 0.51 0.65 1025\n"," best 0.64 0.97 0.77 1009\n"," good 0.47 0.30 0.37 1008\n"," very good 0.46 0.58 0.51 1006\n","\n"," accuracy 0.59 4048\n"," macro avg 0.61 0.59 0.57 4048\n","weighted avg 0.61 0.59 0.57 4048\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 8. evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"background_save":true},"id":"Fxx4yNkNVGFl","outputId":"88c09d44-b5d8-43fe-85fc-238bbaf593ab"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," acceptable 0.89 0.56 0.69 240\n"," best 0.65 0.95 0.77 256\n"," good 0.51 0.31 0.39 257\n"," very good 0.47 0.59 0.52 259\n","\n"," accuracy 0.60 1012\n"," macro avg 0.63 0.60 0.59 1012\n","weighted avg 0.62 0.60 0.59 1012\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 9. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193806428,"user_tz":-300,"elapsed":74729,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bb711e14-35b7-4773-f0d8-7211182d7b8b"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 10. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620193822974,"user_tz":-300,"elapsed":16558,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"76335160-560f-4c4d-8556-f3ef98622e23"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('It was one of the best wines i ever tasted .')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_from_diskfrom_disk_confidence_confidenceorigin_indexdocumentsentencefrom_disktext
0[[-0.0787801593542099, 0.1528548002243042, 0.1...[0.9994293]8589934592It was one of the best wines i ever tasted .[It was one of the best wines i ever tasted .][best]It was one of the best wines i ever tasted .
\n","
"],"text/plain":[" sentence_embedding_from_disk ... text\n","0 [[-0.0787801593542099, 0.1528548002243042, 0.1... ... It was one of the best wines i ever tasted .\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193822977,"user_tz":-300,"elapsed":39,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6752328e-cecd-4025-d11e-481e4b574ac3"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@5ea4fd4c) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@5ea4fd4c\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@sent_small_bert_L12_768'] has settable params:\n","pipe['bert_sentence@sent_small_bert_L12_768'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@sent_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@sent_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@sent_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['classifier_dl@sent_small_bert_L12_768'] has settable params:\n","pipe['classifier_dl@sent_small_bert_L12_768'].setClasses(['very good', 'acceptable', 'best', 'good']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['very good', 'acceptable', 'best', 'good']\n","pipe['classifier_dl@sent_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_label_text_classification/NLU_traing_multi_label_classifier_E2e.ipynb b/examples/colab/Training/multi_label_text_classification/NLU_traing_multi_label_classifier_E2e.ipynb deleted file mode 100644 index 4da08e1d..00000000 --- a/examples/colab/Training/multi_label_text_classification/NLU_traing_multi_label_classifier_E2e.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_traing_multi_label_classifier_E2e.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_label_text_classification/NLU_traing_multi_label_classifier_E2e.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier for multi label prediction\n","MultiClassifierDL is a Multi-label Text Classification. MultiClassifierDL uses a Bidirectional GRU with Convolution model that we have built inside TensorFlow and supports up to 100 classes. The input to MultiClassifierDL is Sentence Embeddings such as state-of-the-art UniversalSentenceEncoder, BertSentenceEmbeddings, or SentenceEmbeddings\n","\n","\n","\n","### Multi ClassifierDL (Multi-class Text Classification with multiple classes per sentence)\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#multiclassifierdl-multi-label-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY"},"source":["import os\n","! apt-get update -qq > /dev/null \n","# Install java\n","! apt-get install -y openjdk-8-jdk-headless -qq > /dev/null\n","os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n","os.environ[\"PATH\"] = os.environ[\"JAVA_HOME\"] + \"/bin:\" + os.environ[\"PATH\"]\n","! pip install nlu pyspark==2.4.7 > /dev/null \n","import nlu"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download E2E Challenge multi token label classification dataset\n","\n","http://www.macs.hw.ac.uk/InteractionLab/E2E/"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":586},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1609529840956,"user_tz":-60,"elapsed":160088,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"39519c61-f3a4-4369-f72a-1f0590d9bb2e"},"source":["import pandas as pd\n","!wget http://ckl-it.de/wp-content/uploads/2020/12/e2e.csv\n","test_path = '/content/e2e.csv'\n","train_df = pd.read_csv(test_path)\n","train_df = train_df.iloc[:3000]\n","train_df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-01-01 19:37:17-- http://ckl-it.de/wp-content/uploads/2020/12/e2e.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1322591 (1.3M) [text/csv]\n","Saving to: ‘e2e.csv’\n","\n","e2e.csv 100%[===================>] 1.26M 715KB/s in 1.8s \n","\n","2021-01-01 19:37:20 (715 KB/s) - ‘e2e.csv’ saved [1322591/1322591]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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Unnamed: 0ytextorigin_index
00name[Blue Spice],eatType[coffee shop],area[cit...A coffee shop in the city centre area called B...0
11name[Blue Spice],eatType[coffee shop],area[cit...Blue Spice is a coffee shop in city centre.1
22name[Blue Spice],eatType[coffee shop],area[riv...There is a coffee shop Blue Spice in the river...2
33name[Blue Spice],eatType[coffee shop],area[riv...At the riverside, there is a coffee shop calle...3
44name[Blue Spice],eatType[coffee shop],customer...The coffee shop Blue Spice is based near Crown...4
...............
29952995name[The Punter],eatType[restaurant],food[Indi...Near Express by Holiday Inn, in the riverside ...2995
29962996name[The Punter],eatType[restaurant],food[Indi...In the riverside area, near Express by Holiday...2996
29972997name[The Punter],eatType[restaurant],food[Indi...The Punter is a restaurant with Indian food in...2997
29982998name[The Punter],eatType[restaurant],food[Indi...The Punter is a low rated restaurant that serv...2998
29992999name[The Punter],eatType[restaurant],food[Indi...The Punter is a restaurant providing Indian fo...2999
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3000 rows × 4 columns

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"],"text/plain":[" Unnamed: 0 ... origin_index\n","0 0 ... 0\n","1 1 ... 1\n","2 2 ... 2\n","3 3 ... 3\n","4 4 ... 4\n","... ... ... ...\n","2995 2995 ... 2995\n","2996 2996 ... 2996\n","2997 2997 ... 2997\n","2998 2998 ... 2998\n","2999 2999 ... 2999\n","\n","[3000 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.multi_classifier')\n","\n","By default, the Universal Sentence Encoder Embeddings (USE) are beeing downloaded to provide embeddings for the classifier. You can use any of the 50+ other sentence Emeddings in NLU tough!\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":471},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1609522208492,"user_tz":-60,"elapsed":410284,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bda58bd4-d56e-471c-deea-37fe6e06af5e"},"source":["import nlu\n","# load a trainable pipeline by specifying the train prefix \n","unfitted_pipe = nlu.load('train.multi_classifier')\n","#configure epochs\n","unfitted_pipe['multi_classifier'].setMaxEpochs(25)\n","# fit it on a datset with label='y' and text columns. Labels seperated by ','\n","fitted_pipe = unfitted_pipe.fit(train_df[['y','text']], label_seperator=',')\n","\n","# predict with the trained pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df[['y','text']])\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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multi_classifier_classesmulti_classifier_confidencesdefault_name_embeddingsysentencetext
origin_index
0[near[Café Rouge], name[Blue Spice], near[Rain...[0.8555223, 0.99276984, 0.87128675, 0.9852337,...[0.026563657447695732, -0.058662936091423035, ...name[Blue Spice],eatType[coffee shop],area[cit...A coffee shop in the city centre area called B...A coffee shop in the city centre area called B...
1[near[Café Rouge], name[Blue Spice], near[Rain...[0.8142674, 0.99920505, 0.93413615, 0.98056525...[0.040952689945697784, -0.04276810586452484, -...name[Blue Spice],eatType[coffee shop],area[cit...Blue Spice is a coffee shop in city centre.Blue Spice is a coffee shop in city centre.
2[name[Blue Spice], near[Rainbow Vegetarian Caf...[0.9966337, 0.9044244, 0.904881, 0.56231284, 0...[0.03141527622938156, -0.05154882371425629, 0....name[Blue Spice],eatType[coffee shop],area[riv...There is a coffee shop Blue Spice in the river...There is a coffee shop Blue Spice in the river...
3[near[Café Rouge], name[Blue Spice], near[Rain...[0.5227911, 0.99917483, 0.9394022, 0.8839797, ...[0.03584946319460869, -0.036898739635944366, -...name[Blue Spice],eatType[coffee shop],area[riv...At the riverside, there is a coffee shop calle...At the riverside, there is a coffee shop calle...
4[near[Café Rouge], name[Blue Spice], near[Crow...[0.5985904, 0.7892299, 0.8222753, 0.9378743, 0...[0.0405426099896431, -0.0243277158588171, 0.00...name[Blue Spice],eatType[coffee shop],customer...The coffee shop Blue Spice is based near Crown...The coffee shop Blue Spice is based near Crown...
.....................
2998[near[Express by Holiday Inn], priceRange[high...[0.9999982, 0.8146039, 0.99978125, 0.8511795, ...[0.05956212058663368, 0.019028551876544952, -0...name[The Punter],eatType[restaurant],food[Indi...The Punter has a price range of less than £20,...The Punter is a low rated restaurant that serv...
2999[near[Express by Holiday Inn], food[Indian], c...[0.99992794, 0.99981034, 0.5099642, 0.9994041,...[0.04296032711863518, -0.0015949805965647101, ...name[The Punter],eatType[restaurant],food[Indi...The Punter is a restaurant providing Indian fo...The Punter is a restaurant providing Indian fo...
2999[near[Express by Holiday Inn], food[Indian], c...[0.99992794, 0.99981034, 0.5099642, 0.9994041,...[0.023289771750569344, 0.056861914694309235, -...name[The Punter],eatType[restaurant],food[Indi...It is located in the riverside.The Punter is a restaurant providing Indian fo...
2999[near[Express by Holiday Inn], food[Indian], c...[0.99992794, 0.99981034, 0.5099642, 0.9994041,...[0.033101629465818405, 0.06402800232172012, 0....name[The Punter],eatType[restaurant],food[Indi...It is near Express by Holiday Inn.The Punter is a restaurant providing Indian fo...
2999[near[Express by Holiday Inn], food[Indian], c...[0.99992794, 0.99981034, 0.5099642, 0.9994041,...[0.01677701249718666, 0.04876527190208435, -0....name[The Punter],eatType[restaurant],food[Indi...Its customer rating is low.The Punter is a restaurant providing Indian fo...
\n","

5266 rows × 6 columns

\n","
"],"text/plain":[" multi_classifier_classes ... text\n","origin_index ... \n","0 [near[Café Rouge], name[Blue Spice], near[Rain... ... A coffee shop in the city centre area called B...\n","1 [near[Café Rouge], name[Blue Spice], near[Rain... ... Blue Spice is a coffee shop in city centre.\n","2 [name[Blue Spice], near[Rainbow Vegetarian Caf... ... There is a coffee shop Blue Spice in the river...\n","3 [near[Café Rouge], name[Blue Spice], near[Rain... ... At the riverside, there is a coffee shop calle...\n","4 [near[Café Rouge], name[Blue Spice], near[Crow... ... The coffee shop Blue Spice is based near Crown...\n","... ... ... ...\n","2998 [near[Express by Holiday Inn], priceRange[high... ... The Punter is a low rated restaurant that serv...\n","2999 [near[Express by Holiday Inn], food[Indian], c... ... The Punter is a restaurant providing Indian fo...\n","2999 [near[Express by Holiday Inn], food[Indian], c... ... The Punter is a restaurant providing Indian fo...\n","2999 [near[Express by Holiday Inn], food[Indian], c... ... The Punter is a restaurant providing Indian fo...\n","2999 [near[Express by Holiday Inn], food[Indian], c... ... The Punter is a restaurant providing Indian fo...\n","\n","[5266 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"DL_5aY9b3jSd"},"source":["# 4. Evaluate the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0YDA2KunCeqQ","executionInfo":{"status":"ok","timestamp":1609522209572,"user_tz":-60,"elapsed":411343,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"37539c88-d18c-425d-a28d-4127dc9bbb99"},"source":["from sklearn.preprocessing import MultiLabelBinarizer\n","from sklearn.metrics import classification_report\n","from sklearn.metrics import f1_score\n","from sklearn.metrics import roc_auc_score\n","mlb = MultiLabelBinarizer()\n","mlb = mlb.fit(preds.y.str.split(','))\n","y_true = mlb.transform(preds['y'].str.split(','))\n","y_pred = mlb.transform(preds.multi_classifier_classes.str.join(',').str.split(','))\n","print(\"Classification report: \\n\", (classification_report(y_true, y_pred)))\n","print(\"F1 micro averaging:\",(f1_score(y_true, y_pred, average='micro')))\n","print(\"ROC: \",(roc_auc_score(y_true, y_pred, average=\"micro\")))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Classification report: \n"," precision recall f1-score support\n","\n"," 0 0.78 0.97 0.86 1700\n"," 1 0.95 0.83 0.89 2914\n"," 2 0.56 0.64 0.60 576\n"," 3 0.33 0.28 0.30 367\n"," 4 0.38 0.55 0.45 455\n"," 5 0.30 0.76 0.42 599\n"," 6 0.37 0.77 0.50 550\n"," 7 0.69 0.44 0.54 457\n"," 8 0.99 0.72 0.84 337\n"," 9 0.91 0.98 0.95 2211\n"," 10 0.89 0.99 0.94 2718\n"," 11 0.53 0.89 0.67 1914\n"," 12 0.88 0.79 0.84 3154\n"," 13 0.79 0.98 0.87 1087\n"," 14 0.69 0.97 0.81 1118\n"," 15 0.98 0.64 0.78 1077\n"," 16 0.82 0.96 0.88 671\n"," 17 0.71 1.00 0.83 323\n"," 18 0.57 0.65 0.61 130\n"," 19 0.96 0.80 0.87 186\n"," 20 0.77 0.99 0.87 366\n"," 21 0.57 0.20 0.30 40\n"," 22 0.36 0.10 0.15 42\n"," 23 0.00 0.00 0.00 4\n"," 24 0.97 0.97 0.97 322\n"," 25 0.99 0.83 0.91 338\n"," 26 0.00 0.00 0.00 6\n"," 27 0.00 0.00 0.00 34\n"," 28 0.94 0.99 0.96 1273\n"," 29 0.96 1.00 0.98 987\n"," 30 0.90 0.99 0.95 1140\n"," 31 0.74 0.85 0.79 186\n"," 32 0.45 0.98 0.62 528\n"," 33 0.91 0.97 0.93 662\n"," 34 0.90 0.60 0.72 116\n"," 35 0.67 0.09 0.16 22\n"," 36 0.58 0.98 0.73 484\n"," 37 0.88 0.77 0.82 601\n"," 38 0.94 0.97 0.96 711\n"," 39 0.99 0.96 0.97 620\n"," 40 0.96 0.99 0.98 526\n"," 41 0.98 1.00 0.99 1410\n"," 42 1.00 0.28 0.43 72\n"," 43 0.00 0.00 0.00 8\n"," 44 0.00 0.00 0.00 8\n"," 45 0.00 0.00 0.00 4\n"," 46 0.35 0.42 0.38 595\n"," 47 0.34 0.66 0.45 849\n"," 48 0.57 0.44 0.50 627\n"," 49 0.69 0.53 0.60 767\n"," 50 0.31 0.32 0.32 347\n"," 51 0.25 0.53 0.34 453\n","\n"," micro avg 0.73 0.84 0.78 36692\n"," macro avg 0.64 0.65 0.62 36692\n","weighted avg 0.78 0.84 0.80 36692\n"," samples avg 0.76 0.84 0.79 36692\n","\n","F1 micro averaging: 0.7831856729396004\n","ROC: 0.8980818453315285\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"mhFKVN93o1ZO"},"source":["# 5. Lets try different Sentence Emebddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CzJd8omao0gt","executionInfo":{"status":"ok","timestamp":1609522209573,"user_tz":-60,"elapsed":411328,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ce35ce12-fbc8-4e0f-c9a1-6feaf68da7b0"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0ofYHpu7sloS","executionInfo":{"status":"ok","timestamp":1609529895586,"user_tz":-60,"elapsed":54621,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"44154b28-c1db-4f58-bab1-7ac185fa40b8"},"source":["# You might need to restart your notebook to clear RAM, or you might run out of Memory when fitting\n","import nlu\n","pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.multi_classifier')\n","pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['en_embed_sentence_small_bert_L12_768'] has settable params:\n","pipe['en_embed_sentence_small_bert_L12_768'].setBatchSize(32) | Info: Batch size. Large values allows faster processing but requires more memory. | Currently set to : 32\n","pipe['en_embed_sentence_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['en_embed_sentence_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['en_embed_sentence_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['en_embed_sentence_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['en_embed_sentence_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['multi_classifier'] has settable params:\n","pipe['multi_classifier'].setMaxEpochs(2) | Info: Maximum number of epochs to train | Currently set to : 2\n","pipe['multi_classifier'].setLr(0.001) | Info: Learning Rate | Currently set to : 0.001\n","pipe['multi_classifier'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['multi_classifier'].setValidationSplit(0.0) | Info: Choose the proportion of training dataset to be validated against the model on each Epoch. The value should be between 0.0 and 1.0 and by default it is 0.0 and off. | Currently set to : 0.0\n","pipe['multi_classifier'].setThreshold(0.5) | Info: The minimum threshold for each label to be accepted. Default is 0.5 | Currently set to : 0.5\n","pipe['multi_classifier'].setRandomSeed(44) | Info: Random seed | Currently set to : 44\n","pipe['multi_classifier'].setShufflePerEpoch(False) | Info: whether to shuffle the training data on each Epoch | Currently set to : False\n","pipe['multi_classifier'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ABHLgirmG1n9","colab":{"base_uri":"https://localhost:8080/","height":417},"executionInfo":{"status":"ok","timestamp":1609531977887,"user_tz":-60,"elapsed":2136903,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d312277d-3826-46e2-c67e-4a10a7116c4f"},"source":["\n","# Load pipe with bert embeds and configure hyper parameters\n","# using large embeddings can take a few hours..\n","pipe['multi_classifier'].setMaxEpochs(100) \n","pipe['multi_classifier'].setLr(0.0005) \n","fitted_pipe = pipe.fit(train_df[['y','text']],label_seperator=',')\n","preds = fitted_pipe.predict(train_df)\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textmulti_classifier_classesUnnamed: 0documentymulti_classifier_confidencesen_embed_sentence_small_bert_L12_768_embeddings
origin_index
0A coffee shop in the city centre area called B...[name[Blue Spice], eatType[coffee shop], area[...0A coffee shop in the city centre area called B...name[Blue Spice],eatType[coffee shop],area[cit...[0.9740321, 0.99538183, 0.92562413][-0.1427491158246994, 0.5036071538925171, 0.07...
1Blue Spice is a coffee shop in city centre.[name[Blue Spice], eatType[coffee shop], area[...1Blue Spice is a coffee shop in city centre.name[Blue Spice],eatType[coffee shop],area[cit...[0.9950888, 0.9989519, 0.8684354][-0.20697341859340668, 0.5286431312561035, 0.2...
2There is a coffee shop Blue Spice in the river...[name[Blue Spice], eatType[coffee shop], area[...2There is a coffee shop Blue Spice in the river...name[Blue Spice],eatType[coffee shop],area[riv...[0.95310336, 0.9655487, 0.9785502][0.005826675333082676, 0.49930453300476074, -0...
3At the riverside, there is a coffee shop calle...[name[Blue Spice], eatType[coffee shop], area[...3At the riverside, there is a coffee shop calle...name[Blue Spice],eatType[coffee shop],area[riv...[0.8858954, 0.931189, 0.9990605][0.12191159278154373, 0.37966835498809814, 0.0...
4The coffee shop Blue Spice is based near Crown...[near[Crowne Plaza Hotel], customer rating[5 o...4The coffee shop Blue Spice is based near Crown...name[Blue Spice],eatType[coffee shop],customer...[0.99912286, 0.7930833, 0.9730882][-0.37350592017173767, 0.1885937601327896, 0.1...
........................
2995Near Express by Holiday Inn, in the riverside ...[near[Express by Holiday Inn], customer rating...2995Near Express by Holiday Inn, in the riverside ...name[The Punter],eatType[restaurant],food[Indi...[0.9476669, 0.9914391, 0.8395983, 0.98047745, ...[0.0485222227871418, 0.2381688505411148, 0.227...
2996In the riverside area, near Express by Holiday...[near[Express by Holiday Inn], food[Indian], c...2996In the riverside area, near Express by Holiday...name[The Punter],eatType[restaurant],food[Indi...[0.94435394, 0.6119035, 0.7891044, 0.9885667, ...[0.06879807263612747, 0.23580998182296753, 0.1...
2997The Punter is a restaurant with Indian food in...[near[Express by Holiday Inn], food[Indian], c...2997The Punter is a restaurant with Indian food in...name[The Punter],eatType[restaurant],food[Indi...[0.99509084, 0.9424925, 0.7625178, 0.9907007, ...[-0.12667560577392578, 0.22056235373020172, 0....
2998The Punter is a low rated restaurant that serv...[near[Express by Holiday Inn], food[Indian], c...2998The Punter is a low rated restaurant that serv...name[The Punter],eatType[restaurant],food[Indi...[0.99541605, 0.9715836, 0.87202764, 0.99880993...[-0.13057495653629303, 0.21937601268291473, 0....
2999The Punter is a restaurant providing Indian fo...[near[Express by Holiday Inn], food[Indian], c...2999The Punter is a restaurant providing Indian fo...name[The Punter],eatType[restaurant],food[Indi...[0.98941034, 0.99086845, 0.82358456, 0.985973,...[-0.10767646133899689, 0.2529870569705963, 0.2...
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3000 rows × 7 columns

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"],"text/plain":[" text ... en_embed_sentence_small_bert_L12_768_embeddings\n","origin_index ... \n","0 A coffee shop in the city centre area called B... ... [-0.1427491158246994, 0.5036071538925171, 0.07...\n","1 Blue Spice is a coffee shop in city centre. ... [-0.20697341859340668, 0.5286431312561035, 0.2...\n","2 There is a coffee shop Blue Spice in the river... ... [0.005826675333082676, 0.49930453300476074, -0...\n","3 At the riverside, there is a coffee shop calle... ... [0.12191159278154373, 0.37966835498809814, 0.0...\n","4 The coffee shop Blue Spice is based near Crown... ... [-0.37350592017173767, 0.1885937601327896, 0.1...\n","... ... ... ...\n","2995 Near Express by Holiday Inn, in the riverside ... ... [0.0485222227871418, 0.2381688505411148, 0.227...\n","2996 In the riverside area, near Express by Holiday... ... [0.06879807263612747, 0.23580998182296753, 0.1...\n","2997 The Punter is a restaurant with Indian food in... ... [-0.12667560577392578, 0.22056235373020172, 0....\n","2998 The Punter is a low rated restaurant that serv... ... [-0.13057495653629303, 0.21937601268291473, 0....\n","2999 The Punter is a restaurant providing Indian fo... ... [-0.10767646133899689, 0.2529870569705963, 0.2...\n","\n","[3000 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"E7ah2LM6tIhG","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1609531978935,"user_tz":-60,"elapsed":2137934,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2636e995-5ef1-4457-895e-adcdf34f40c1"},"source":["from sklearn.preprocessing import MultiLabelBinarizer\n","from sklearn.metrics import classification_report\n","from sklearn.metrics import f1_score\n","from sklearn.metrics import roc_auc_score\n","mlb = MultiLabelBinarizer()\n","mlb = mlb.fit(preds.y.str.split(','))\n","y_true = mlb.transform(preds['y'].str.split(','))\n","y_pred = mlb.transform(preds.multi_classifier_classes.str.join(',').str.split(','))\n","print(\"Classification report: \\n\", (classification_report(y_true, y_pred)))\n","print(\"F1 micro averaging:\",(f1_score(y_true, y_pred, average='micro')))\n","print(\"ROC: \",(roc_auc_score(y_true, y_pred, average=\"micro\")))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Classification report: \n"," precision recall f1-score support\n","\n"," 0 0.97 0.98 0.97 846\n"," 1 0.99 0.98 0.98 1642\n"," 2 0.93 0.70 0.80 300\n"," 3 0.90 0.56 0.69 209\n"," 4 0.91 0.72 0.81 246\n"," 5 0.91 0.79 0.85 333\n"," 6 0.95 0.84 0.90 288\n"," 7 0.91 0.82 0.86 260\n"," 8 0.99 0.99 0.99 267\n"," 9 1.00 0.99 0.99 1275\n"," 10 0.99 0.99 0.99 1458\n"," 11 0.96 0.90 0.93 976\n"," 12 0.95 0.97 0.96 1844\n"," 13 1.00 0.99 0.99 492\n"," 14 0.99 0.98 0.99 613\n"," 15 0.97 0.98 0.98 632\n"," 16 0.99 0.97 0.98 365\n"," 17 1.00 0.97 0.99 145\n"," 18 1.00 0.93 0.96 83\n"," 19 1.00 0.98 0.99 136\n"," 20 1.00 0.99 0.99 228\n"," 21 1.00 0.69 0.82 36\n"," 22 1.00 0.95 0.97 38\n"," 23 1.00 0.50 0.67 4\n"," 24 1.00 1.00 1.00 222\n"," 25 0.99 1.00 0.99 240\n"," 26 1.00 0.67 0.80 6\n"," 27 1.00 0.94 0.97 32\n"," 28 0.99 1.00 0.99 703\n"," 29 1.00 1.00 1.00 524\n"," 30 1.00 1.00 1.00 612\n"," 31 1.00 0.94 0.97 88\n"," 32 1.00 0.97 0.98 267\n"," 33 1.00 1.00 1.00 297\n"," 34 1.00 0.98 0.99 82\n"," 35 1.00 0.89 0.94 18\n"," 36 1.00 0.97 0.98 251\n"," 37 1.00 1.00 1.00 348\n"," 38 1.00 1.00 1.00 393\n"," 39 1.00 0.99 1.00 390\n"," 40 1.00 0.98 0.99 333\n"," 41 1.00 1.00 1.00 794\n"," 42 1.00 0.98 0.99 52\n"," 43 1.00 0.50 0.67 8\n"," 44 1.00 0.88 0.93 8\n"," 45 0.00 0.00 0.00 4\n"," 46 0.90 0.78 0.83 303\n"," 47 0.89 0.70 0.78 425\n"," 48 0.89 0.78 0.83 349\n"," 49 0.93 0.80 0.86 373\n"," 50 0.82 0.42 0.56 170\n"," 51 0.95 0.67 0.79 220\n","\n"," micro avg 0.98 0.94 0.95 20228\n"," macro avg 0.96 0.86 0.90 20228\n","weighted avg 0.97 0.94 0.95 20228\n"," samples avg 0.98 0.94 0.96 20228\n","\n","F1 micro averaging: 0.9549113112810033\n","ROC: 0.9659676982287029\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1609535641300,"user_tz":-60,"elapsed":243837,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"458863e7-50f4-4cfe-dfdd-1b3edde4e8d8"},"source":["stored_model_path = './models/multi_classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/multi_classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":103},"executionInfo":{"status":"ok","timestamp":1609535674624,"user_tz":-60,"elapsed":274401,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"589912b1-32b5-4333-fe84-46cf40658451"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Tesla plans to invest 10M into the ML sector')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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multi_classifier_classesdocumentmulti_classifier_confidencesen_embed_sentence_small_bert_L12_768_embeddings
origin_index
0[customer rating[high], customer rating[low], ...Tesla plans to invest 10M into the ML sector[0.9597453, 0.6497742, 0.986845, 0.5315694, 0....[0.15737222135066986, 0.2598555386066437, 0.85...
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"],"text/plain":[" multi_classifier_classes ... en_embed_sentence_small_bert_L12_768_embeddings\n","origin_index ... \n","0 [customer rating[high], customer rating[low], ... ... [0.15737222135066986, 0.2598555386066437, 0.85...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1609535674627,"user_tz":-60,"elapsed":273679,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"926c0a81-339a-49b8-e9ea-7f3ce049ca01"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['regex_tokenizer'] has settable params:\n","pipe['regex_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['regex_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['regex_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed length for each token | Currently set to : 99999\n","pipe['regex_tokenizer'].setMinLength(0) | Info: Set the minimum allowed length for each token | Currently set to : 0\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n",">>> pipe['glove'] has settable params:\n","pipe['glove'].setBatchSize(32) | Info: Batch size. Large values allows faster processing but requires more memory. | Currently set to : 32\n","pipe['glove'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['glove'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['glove'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['glove'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['glove'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['multi_classifier'] has settable params:\n","pipe['multi_classifier'].setThreshold(0.5) | Info: The minimum threshold for each label to be accepted. Default is 0.5 | Currently set to : 0.5\n","pipe['multi_classifier'].setClasses(['name[Clowns]', 'name[Cotto]', 'near[Burger King]', 'near[Crowne Plaza Hotel]', 'customer rating[high]', 'near[Avalon]', 'near[The Bakers]', 'near[Ranch]', 'eatType[restaurant]', 'near[All Bar One]', 'customer rating[low]', 'near[Café Sicilia]', 'food[Indian]', 'eatType[pub]', 'name[Green Man]', 'name[Strada]', 'eatType[coffee shop]', 'name[Loch Fyne]', 'customer rating[5 out of 5]', 'near[Express by Holiday Inn]', 'food[French]', 'name[The Mill]', 'food[Japanese]', 'name[The Plough]', 'name[Cocum]', 'name[The Phoenix]', 'priceRange[cheap]', 'near[Rainbow Vegetarian Café]', 'near[The Rice Boat]', 'customer rating[3 out of 5]', 'customer rating[1 out of 5]', 'name[The Cricketers]', 'area[riverside]', 'name[Blue Spice]', 'priceRange[£20-25]', 'priceRange[less than £20]', 'priceRange[moderate]', 'priceRange[high]', 'name[Giraffe]', 'customer rating[average]', 'food[Fast food]', 'near[Café Rouge]', 'area[city centre]', 'familyFriendly[no]', 'food[Chinese]', 'food[Italian]', 'near[Raja Indian Cuisine]', 'priceRange[more than £30]', 'name[The Punter]', 'food[English]', 'near[The Sorrento]', 'familyFriendly[yes]']) | Info: get the tags used to trained this NerDLModel | Currently set to : ['name[Clowns]', 'name[Cotto]', 'near[Burger King]', 'near[Crowne Plaza Hotel]', 'customer rating[high]', 'near[Avalon]', 'near[The Bakers]', 'near[Ranch]', 'eatType[restaurant]', 'near[All Bar One]', 'customer rating[low]', 'near[Café Sicilia]', 'food[Indian]', 'eatType[pub]', 'name[Green Man]', 'name[Strada]', 'eatType[coffee shop]', 'name[Loch Fyne]', 'customer rating[5 out of 5]', 'near[Express by Holiday Inn]', 'food[French]', 'name[The Mill]', 'food[Japanese]', 'name[The Plough]', 'name[Cocum]', 'name[The Phoenix]', 'priceRange[cheap]', 'near[Rainbow Vegetarian Café]', 'near[The Rice Boat]', 'customer rating[3 out of 5]', 'customer rating[1 out of 5]', 'name[The Cricketers]', 'area[riverside]', 'name[Blue Spice]', 'priceRange[£20-25]', 'priceRange[less than £20]', 'priceRange[moderate]', 'priceRange[high]', 'name[Giraffe]', 'customer rating[average]', 'food[Fast food]', 'near[Café Rouge]', 'area[city centre]', 'familyFriendly[no]', 'food[Chinese]', 'food[Italian]', 'near[Raja Indian Cuisine]', 'priceRange[more than £30]', 'name[The Punter]', 'food[English]', 'near[The Sorrento]', 'familyFriendly[yes]']\n","pipe['multi_classifier'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"M1LjAwJVJxun"},"source":[" "],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_label_text_classification/NLU_training_multi_token_label_text_classifier_stackoverflow_tags.ipynb b/examples/colab/Training/multi_label_text_classification/NLU_training_multi_token_label_text_classifier_stackoverflow_tags.ipynb deleted file mode 100644 index 0505a4cf..00000000 --- a/examples/colab/Training/multi_label_text_classification/NLU_training_multi_token_label_text_classifier_stackoverflow_tags.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_token_label_text_classifier_stackoverflow_tags.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_label_text_classification/NLU_training_multi_token_label_text_classifier_stackoverflow_tags.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier for sentences with multiple classes at the same time \n","MultiClassifierDL is a Multi-label Text Classification. MultiClassifierDL uses a Bidirectional GRU with Convolution model that we have built inside TensorFlow and supports up to 100 classes. The input to MultiClassifierDL is Sentence Embeddings such as state-of-the-art UniversalSentenceEncoder, BertSentenceEmbeddings, or SentenceEmbeddings\n","\n","\n","\n","### Multi ClassifierDL (Multi-class Text Classification with multiple classes per sentence)\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#multiclassifierdl-multi-label-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY"},"source":["import os\n","! apt-get update -qq > /dev/null \n","# Install java\n","! apt-get install -y openjdk-8-jdk-headless -qq > /dev/null\n","os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n","os.environ[\"PATH\"] = os.environ[\"JAVA_HOME\"] + \"/bin:\" + os.environ[\"PATH\"]\n","! pip install nlu > /dev/null pyspark==2.4.7\n","import nlu"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2 Download sample dataset 60k Stack Overflow Questions with Quality Rating\n","\n","\n","https://www.kaggle.com/imoore/60k-stack-overflow-questions-with-quality-rate"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"y4xSRWIhwT28","outputId":"f7ac934c-b18f-4ffd-d773-842c81b2a80a"},"source":["import pandas as pd\n","! wget -N https://ckl-it.de/wp-content/uploads/2020/11/60kstackoverflow.csv -P /tmp\n","test_path = '/tmp/60kstackoverflow.csv'\n","train_df = pd.read_csv(test_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-01-02 11:20:29-- https://ckl-it.de/wp-content/uploads/2020/11/60kstackoverflow.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 50356825 (48M) [text/csv]\n","Saving to: ‘/tmp/60kstackoverflow.csv’\n","\n","60kstackoverflow.cs 100%[===================>] 48.02M 2.57MB/s in 21s \n","\n","2021-01-02 11:20:51 (2.32 MB/s) - ‘/tmp/60kstackoverflow.csv’ saved [50356825/50356825]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gBxgVIB787wd"},"source":["# Split labels and clean them.\n","import pandas as pd\n","\n","train_df = pd.read_csv(test_path)\n","\n","f = lambda x : x.replace('<','').replace('>','')\n","g = lambda l : list(map(f,l))\n","train_df['y'] = train_df.Tags.str.split('><').map(g).str.join(',')\n","train_df['text'] = train_df['Title']\n","\n"," \n","# train_df = train_df.iloc[:50]"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":430},"id":"OfMCrNk-L_pq","outputId":"6ce7798d-ff2f-4b02-a066-67497ba0bdfa"},"source":["counts = train_df.explode('y').y.value_counts()\n","counts.iloc[0:100].plot.bar(figsize=(40,8), title='Distribution of Label Tags in Dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":4},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAACOAAAAJhCAYAAADinV3wAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdf9SnZV0n8PcnJiAVQWEiGdCxZPuxdSQbSbfaSsrCsWDPUbPcJKKlHx77YZ6cytR+7C62FavbZkuyhZo/kPJA4boaarW7qQ1qWmk14iAgP0YEFNQS/ewf32vyYXyGeR6uZ3geptfrnO957vu6rvu6P/f3e/8zc97nuqq7AwAAAAAAAAAA3DNfsN4FAAAAAAAAAADAfZkADgAAAAAAAAAATBDAAQAAAAAAAACACQI4AAAAAAAAAAAwQQAHAAAAAAAAAAAmCOAAAAAAAAAAAMAEARwAAABgzVTVb1fVL6zRXA+tqtur6rBx/taq+qG1mHvM97+q6qy1mm8V9/2VqvpIVd2whnNuraquqk335rUH076/PwAAAMBGJoADAAAArEhV7a6qT1bVx6vq1qr6f1X1I1X1z/+/0N0/0t2/vMK5vu3uxnT3h7r7Ad39mTWo/QVV9Yp95j+9uy+anXuVdTw0yU8n+aru/pJl+r+lqq69N2u6OyMAs/fz2fH77z1/2sG898zvP77Hzy6p9dqquriqHr2KOT7vnTkY7q37AAAAAAeXAA4AAACwGt/V3UcleViS85I8J8mFa32TjbYayxp6aJKbu/um9S5kJUYA5gHd/YAkH8ri99/b9vvrXd8BfHjUfVSSxyR5f5I/r6rT1rcsAAAA4FAkgAMAAACsWnff1t2XJfmeJGdV1VcnSVX9XlX9yjg+rqr+eKyW89Gq+vOq+oKqenkWQZQ/GquT/MySbZDOqaoPJXnzfrZG+rKqekdVfayqLq2qB497fd7KMXtX2amq70zyc0m+Z9zvr0b/P29pNep6blVdXVU3VdXLquro0be3jrOq6kNj+6if3993U1VHj+v3jPmeO+b/tiRvSnLCqOP3VvOdV9X2qnrXePZrquoFywz7war6cFVdX1XPXnLtF1TVjqr6QFXdPFaDefBq7r9PLadW1V+M3/b6qvrNqjp8Sf/jq+rvquq2qvqtqvrTJd/1I8b5beO7fM1+7nGX33/8Xr9cVf93rML0xqo67kC19sK13f28JC9N8sIl93jR+C4/VlVXVtU3jfb9vTNnV9X7xv2vqqofXjLXsu/76Duhqv5gvBMfrKofv7v7AAAAAPc9AjgAAADAPdbd70hybZJvWqb7p0ff5iTHZxE06O7+/tx1NZVfXXLNNyf5yiTfsZ9bPj3JDyZ5SJI7k7x4BTW+Icl/SvKacb9HLjPsB8bnW5N8aZIHJPnNfcZ8Y5IvT3JakudV1Vfu55b/LcnRY55vHjWf3d1/kuT0jJVZuvsHDlT7Pu4Ycx2TZHuSH62qM/cZ861JTk7y+CTPqc9t8/XMJGeOek5IckuS/77K+y/1mSQ/leS4JI/N4jv5sWQRRElySZKfTXJskr9L8m+WXPvLSd6Y5EFJTszi+1qp70tydpIvTnJ4kmff/fDP84dJHlVV9x/nf5nklCQPTvLKJK+tqiPv5p25KckTkzxw1HF+VT1q9C37vo8Qzh8l+askW7L4rn6yqr5jhe8mAAAAcB8ggAMAAADM+nAWAYZ9fTqLoMzDuvvT3f3n3d0HmOsF3X1Hd39yP/0v7+6/7u47kvxCkqdU1WH3vPR/9rQkv9HdV3X37VmER566z+o7v9jdn+zuv8oiTPF5YYlRy1OT/Gx3f7y7dyf59STfP1tgd7+1u9/b3Z/t7vckeVUWgZqlfnF8f+9N8rtJvne0/0iSnx8rwfxjkhckeVLdw62+uvvK7n5bd985nvF/LKnlCUn+prv/sLv3hqRuWHL5p7PYwuyE7v5Ud/+fVdz6d7v778f7cXEW4ZnV+HCSyiLElO5+RXffPJ7j15MckUXIalndfXl3f2CsqvOnWQSJ9obP9ve+PzrJ5u7+pe7+p+6+KsnvZPGeAAAAAIcIARwAAABg1pYkH12m/b8k2ZXkjWO7nh0rmOuaVfRfneQLs1iFZdYJY76lc2/KYiWTvZaGSD6RxSo5+zpu1LTvXFtmC6yqr6+qt4xtjG7LIlSz77Pv+/2cMI4fluR1Y3ukW5O8L4tVbI7PPVBV/2pst3RDVX0si1Vc9tZywtI6Rghl6fZgP5NFCOYdVfU3VfWDq7j1Sn6Du7MlSSe5dTzHs8eWUreN7+Xo3M37VFWnV9XbxhZTt2YRNto7fn/v+8Oy2Hbs1iXf/8/lHn73AAAAwMYkgAMAAADcY1X16CxCDZ+3islYAeanu/tLk3x3kmdV1Wl7u/cz5YFWyDlpyfFDs1h15CNZbM90vyV1HZbFVkArnffDWQQlls59Z5IbD3Ddvj6Sz63wsnSu61Y5z3JemeSyJCd199FJfjuLIMtS+34/Hx7H1yQ5vbuPWfI5srvvaV0vSfL+JCd39wOzCJTsreX6LLaWSpJUVS097+4buvs/dPcJSX44yW9V1SPuYR2r9e+SvLO776iqb8oiDPSUJA/q7mOS3LbkOe7yzlTVEUn+IMmvJTl+jH/93vF3875fk+SD+3z3R3X3E5a7DwAAAHDfJIADAAAArFpVPbCqnpjk1UleMbY82nfME6vqESOAcVsWK658dnTfmORL78Gt/31VfVVV3S/JLyW5pLs/k+TvkxxZVdur6guTPDeL7YT2ujHJ1qra3/+FvCrJT1XVw6vqAVms6PKasYXSio1aLk7yH6vqqKp6WJJnJXnFauapqiP3+VSSo5J8tLs/VVWnJvm+ZS79haq6X1X96yRnJ3nNaP/tUdPDxvybq+qM1dS0j6OSfCzJ7VX1FUl+dEnf5Um+pqrOHFtcPSPJlyx5tidX1d5Azi1ZBFA+m4OkFrZU1fOT/FAWYaG9z3Bnkj1JNlXV85I8cMml+74zh2fxTu1JcmdVnZ7k8Uvus7/3/R1JPl5Vz6mqL6qqw6rqq0d4bbn7AAAAAPdB/mEPAAAArMYfVdXHs1jV4+eT/EYWQY/lnJzkT5LcnuQvkvxWd79l9P3nJM8dW/I8exX3f3mS38tiK6Ijk/x4knT3bUl+LMlLs1ht5o7cdduj146/N1fVO5eZ93+Ouf8syQeTfCrJM1dR11LPHPe/KouVgV455l+pLUk+uc/ny7J4vl8a3//zsgj67OtPs9gG6Yokv9bdbxztL8pi9Zw3juvfluTrV/dYd/HsLAJAH0/yO/lc0Cfd/ZEkT07yq0luTvJVSXYm+ccx5NFJ3l5Vt4+afqK7r5qoZX9OGPe4PclfJvmaJN+y5Dv530nekEV46+osfvOlW3jd5Z3p7o9n8b5dnEVw6PtG/Xst+76PUNYTk5ySxbv1kSze06OXu89aPDgAAABw76vFNtwAAAAAsPbGyi7XJnnakgAWAAAAwCHFCjgAAAAArKmq+o6qOqaqjshiy6fKYtUdAAAAgEOSAA4AAAAAa+2xST6QxXZL35XkzO7+5PqWBAAAAHDw2IIKAAAAAAAAAAAmWAEHAAAAAAAAAAAmbFrvApLkuOOO661bt653GQAAAAAAAAAAsKwrr7zyI929ebm+DRHA2bp1a3bu3LneZQAAAAAAAAAAwLKq6ur99dmCCgAAAAAAAAAAJgjgAAAAAAAAAADABAEcAAAAAAAAAACYIIADAAAAAAAAAAATBHAAAAAAAAAAAGCCAA4AAAAAAAAAAEwQwAEAAAAAAAAAgAkCOAAAAAAAAAAAMEEABwAAAAAAAAAAJgjgAAAAAAAAAADABAEcAAAAAAAAAACYIIADAAAAAAAAAAATBHAAAAAAAAAAAGCCAA4AAAAAAAAAAEwQwAEAAAAAAAAAgAkrCuBU1U9V1d9U1V9X1auq6siqenhVvb2qdlXVa6rq8DH2iHG+a/RvPZgPAAAAAAAAAAAA6+mAAZyq2pLkx5Ns6+6vTnJYkqcmeWGS87v7EUluSXLOuOScJLeM9vPHOAAAAAAAAAAAOCStdAuqTUm+qKo2JblfkuuTPC7JJaP/oiRnjuMzxnlG/2lVVWtTLgAAAAAAAAAAbCwHDOB093VJfi3Jh7II3tyW5Mokt3b3nWPYtUm2jOMtSa4Z1945xh+777xVdW5V7ayqnXv27Jl9DgAAAAAAAAAAWBebDjSgqh6Uxao2D09ya5LXJvnO2Rt39wVJLkiSbdu29XJjtu64fMXz7T5v+2xJAAAAAAAAAACwaivZgurbknywu/d096eT/GGSb0hyzNiSKklOTHLdOL4uyUlJMvqPTnLzmlYNAAAAAAAAAAAbxEoCOB9K8piqul9VVZLTkvxtkrckedIYc1aSS8fxZeM8o//N3b3sCjcAAAAAAAAAAHBfd8AATne/PcklSd6Z5L3jmguSPCfJs6pqV5Jjk1w4LrkwybGj/VlJdhyEugEAAAAAAAAAYEPYdOAhSXc/P8nz92m+Ksmpy4z9VJInz5cGAAAAAAAAAAAb30q2oAIAAAAAAAAAAPZDAAcAAAAAAAAAACYI4AAAAAAAAAAAwAQBHAAAAAAAAAAAmCCAAwAAAAAAAAAAEwRwAAAAAAAAAABgggAOAAAAAAAAAABMEMABAAAAAAAAAIAJAjgAAAAAAAAAADBBAAcAAAAAAAAAACYI4AAAAAAAAAAAwAQBHAAAAAAAAAAAmCCAAwAAAAAAAAAAEwRwAAAAAAAAAABgwqb1LmA9bN1x+YrH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1334556906output FILE ,is this a fault?\\r\\nmy code here\\r\\n\\r\\n #include <stdi...<c++>2016-01-01 14:20:01LQ_EDITc++output FILE ,is this a fault?
2434560768Can I throw from class init() in Swift with co...<p>I'd like my class <em>init()</em> in Swift ...<swift>2016-01-01 22:42:24HQswiftCan I throw from class init() in Swift with co...
2534560942C# - Count a specific word in richTextBox1 and...<p>I'm not sure, if this question is unique, b...<c#>2016-01-01 23:06:53LQ_CLOSEc#C# - Count a specific word in richTextBox1 and...
3034562551c++ vector type function implemetationclass City\\r\\n {\\r\\n private:\\r\\n...<c++>2016-01-02 04:17:27LQ_EDITc++c++ vector type function implemetation
4834566364japanese and portuguese language cannot supportMy site Japanese supported. But Portuguese la...<php>2016-01-02 13:20:49LQ_EDITphpjapanese and portuguese language cannot support
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4499260458575MySQL how to query five tables in one SELECT<p>I have 5 tables as follows:</p>\\n\\n<ul>\\n<l...<mysql>2020-02-28 20:07:09LQ_CLOSEmysqlMySQL how to query five tables in one SELECT
4499360460748Copy value of list not reference<p>I have a list that i want to compare to aft...<python>2020-02-28 23:54:33LQ_CLOSEpythonCopy value of list not reference
4499460461193Weird question, but how do I make a python scr...<p>Before you get confused, I am going to comp...<python><python-3.x>2020-02-29 01:25:40LQ_CLOSEpython,python-3.xWeird question, but how do I make a python scr...
4499660461754Does Python execute code from the top or botto...<p>I am working on learning Python and was won...<python>2020-02-29 03:33:59LQ_CLOSEpythonDoes Python execute code from the top or botto...
4499860465318how to implement fill in the blank in Swift<p>\"I _____ any questions.\"</p>\\n\\n<p>I want t...<ios><swift>2020-02-29 12:50:43LQ_CLOSEios,swifthow to implement fill in the blank in Swift
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"],"text/plain":[" Id ... text\n","13 34556906 ... output FILE ,is this a fault?\n","24 34560768 ... Can I throw from class init() in Swift with co...\n","25 34560942 ... C# - Count a specific word in richTextBox1 and...\n","30 34562551 ... c++ vector type function implemetation\n","48 34566364 ... japanese and portuguese language cannot support\n","... ... ... ...\n","44992 60458575 ... MySQL how to query five tables in one SELECT\n","44993 60460748 ... Copy value of list not reference\n","44994 60461193 ... Weird question, but how do I make a python scr...\n","44996 60461754 ... Does Python execute code from the top or botto...\n","44998 60465318 ... how to implement fill in the blank in Swift\n","\n","[9968 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":653},"id":"e_z1IU-XT0a0","outputId":"dc80c79e-11a0-4e63-bd40-8d933dbbb6aa"},"source":["import nlu\n","# load a trainable pipeline by specifying the train prefix \n","\n","unfitted_pipe = nlu.load('train.multi_classifier')\n","#configure epochs\n","unfitted_pipe['multi_classifier'].setMaxEpochs(100)\n","unfitted_pipe['multi_classifier'].setLr(0.005) \n","# fit it on a datset with label='y' and text columns. Labels seperated by ','\n","fitted_pipe = unfitted_pipe.fit(train_df[['y','text']], label_seperator=',')\n","\n","# predict with the trained pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df[['y','text']])\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ytextmulti_classifier_confidencessentencedefault_name_embeddingsmulti_classifier_classes
origin_index
13c++output FILE ,is this a fault?[]output FILE ,is this a fault?[0.04620636999607086, -0.04046135023236275, -0...[]
24swiftCan I throw from class init() in Swift with co...[0.86285734, 0.98327714]Can I throw from class init() in Swift with co...[0.053270746022462845, -0.00784565694630146, -...[swift, c]
25c#C# - Count a specific word in richTextBox1 and...[0.64955217]C# - Count a specific word in richTextBox1 and...[-0.005682709161192179, -0.023547030985355377,...[regex]
30c++c++ vector type function implemetation[0.9755105, 0.77180904, 0.9789763]c++ vector type function implemetation[0.024628309532999992, -0.015623562969267368, ...[c++, python-3.x, python]
48phpjapanese and portuguese language cannot support[0.55255216]japanese and portuguese language cannot support[0.038325726985931396, -0.005848723463714123, ...[php]
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44992mysqlMySQL how to query five tables in one SELECT[0.6404308, 0.99544823]MySQL how to query five tables in one SELECT[0.006962132174521685, -0.03580842167139053, -...[sql, mysql]
44993pythonCopy value of list not reference[0.591653]Copy value of list not reference[0.025995030999183655, 0.001833591377362609, -...[javascript]
44994python,python-3.xWeird question, but how do I make a python scr...[0.7427199, 0.99999976, 0.70473063, 0.72811186...Weird question, but how do I make a python scr...[0.018493961542844772, -0.04660267382860184, -...[html, python, javascript, node.js, php]
44996pythonDoes Python execute code from the top or botto...[0.9977689, 0.794142]Does Python execute code from the top or botto...[0.01413149293512106, -0.02844131551682949, -0...[python, php]
44998ios,swifthow to implement fill in the blank in Swift[0.9999993]how to implement fill in the blank in Swift[0.019475314766168594, -0.022571099922060966, ...[swift]
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10944 rows × 6 columns

\n","
"],"text/plain":[" y ... multi_classifier_classes\n","origin_index ... \n","13 c++ ... []\n","24 swift ... [swift, c]\n","25 c# ... [regex]\n","30 c++ ... [c++, python-3.x, python]\n","48 php ... [php]\n","... ... ... ...\n","44992 mysql ... [sql, mysql]\n","44993 python ... [javascript]\n","44994 python,python-3.x ... [html, python, javascript, node.js, php]\n","44996 python ... [python, php]\n","44998 ios,swift ... [swift]\n","\n","[10944 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"DL_5aY9b3jSd"},"source":["# 4. Evaluate the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0YDA2KunCeqQ","outputId":"8f72b51d-8e4c-49e8-884e-af5b0fdfa1ac"},"source":["from sklearn.preprocessing import MultiLabelBinarizer\n","from sklearn.metrics import classification_report\n","from sklearn.metrics import f1_score\n","from sklearn.metrics import roc_auc_score\n","mlb = MultiLabelBinarizer()\n","mlb = mlb.fit(preds.y.str.split(','))\n","y_true = mlb.transform(preds['y'].str.split(','))\n","y_pred = mlb.transform(preds.multi_classifier_classes.str.join(',').str.split(','))\n","print(\"Classification report: \\n\", (classification_report(y_true, y_pred)))\n","print(\"F1 micro averaging:\",(f1_score(y_true, y_pred, average='micro')))\n","print(\"ROC: \",(roc_auc_score(y_true, y_pred, average=\"micro\")))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Classification report: \n"," precision recall f1-score support\n","\n"," 0 0.67 0.80 0.73 840\n"," 1 0.22 0.62 0.32 237\n"," 2 0.37 0.47 0.41 467\n"," 3 0.38 0.67 0.49 561\n"," 4 0.48 0.54 0.51 831\n"," 5 0.54 0.58 0.56 697\n"," 6 0.49 0.73 0.59 792\n"," 7 0.58 0.39 0.47 1352\n"," 8 0.20 0.18 0.19 158\n"," 9 0.49 0.77 0.60 1431\n"," 10 0.57 0.75 0.65 2343\n"," 11 0.36 0.56 0.43 833\n"," 12 0.34 0.24 0.28 300\n"," 13 0.51 0.74 0.60 539\n"," 14 0.19 0.28 0.23 106\n"," 15 0.63 0.67 0.65 1283\n"," 16 0.61 0.74 0.67 1402\n"," 17 0.21 0.25 0.23 411\n"," 18 0.38 0.47 0.42 261\n"," 19 0.90 0.10 0.19 183\n"," 20 0.56 0.75 0.64 451\n"," 21 0.56 0.73 0.63 485\n"," 22 0.45 0.60 0.51 340\n"," 23 0.34 0.13 0.19 220\n"," 24 0.53 0.73 0.61 268\n","\n"," micro avg 0.50 0.63 0.56 16791\n"," macro avg 0.46 0.54 0.47 16791\n","weighted avg 0.51 0.63 0.55 16791\n"," samples avg 0.54 0.65 0.55 16791\n","\n","F1 micro averaging: 0.5556585043017869\n","ROC: 0.7920968190895907\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"mhFKVN93o1ZO"},"source":["# 5. Lets try different Sentence Emebddings"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CzJd8omao0gt","outputId":"c3903ffc-ee61-47c1-87cf-bb1876436e25"},"source":["# We can use nlu.print_components(action='embed_sentence') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0ofYHpu7sloS","outputId":"ea715585-daa2-433d-d281-02b9e61222a4"},"source":["pipe = nlu.load('en.embed_sentence.small_bert_L12_768 train.multi_classifier')\n","pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L12_768 download started this may take some time.\n","Approximate size to download 392.9 MB\n","[OK!]\n","The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['en_embed_sentence_small_bert_L12_768'] has settable params:\n","pipe['en_embed_sentence_small_bert_L12_768'].setBatchSize(32) | Info: Batch size. Large values allows faster processing but requires more memory. | Currently set to : 32\n","pipe['en_embed_sentence_small_bert_L12_768'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['en_embed_sentence_small_bert_L12_768'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['en_embed_sentence_small_bert_L12_768'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['en_embed_sentence_small_bert_L12_768'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['en_embed_sentence_small_bert_L12_768'].setStorageRef('sent_small_bert_L12_768') | Info: unique reference name for identification | Currently set to : sent_small_bert_L12_768\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['multi_classifier'] has settable params:\n","pipe['multi_classifier'].setMaxEpochs(2) | Info: Maximum number of epochs to train | Currently set to : 2\n","pipe['multi_classifier'].setLr(0.001) | Info: Learning Rate | Currently set to : 0.001\n","pipe['multi_classifier'].setBatchSize(64) | Info: Batch size | Currently set to : 64\n","pipe['multi_classifier'].setValidationSplit(0.0) | Info: Choose the proportion of training dataset to be validated against the model on each Epoch. The value should be between 0.0 and 1.0 and by default it is 0.0 and off. | Currently set to : 0.0\n","pipe['multi_classifier'].setThreshold(0.5) | Info: The minimum threshold for each label to be accepted. Default is 0.5 | Currently set to : 0.5\n","pipe['multi_classifier'].setRandomSeed(44) | Info: Random seed | Currently set to : 44\n","pipe['multi_classifier'].setShufflePerEpoch(False) | Info: whether to shuffle the training data on each Epoch | Currently set to : False\n","pipe['multi_classifier'].setEnableOutputLogs(True) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : True\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":570},"id":"ABHLgirmG1n9","outputId":"60e9995e-080c-4213-cf03-c7baba89bd6a"},"source":["# Load pipe with bert embeds\n","# using large embeddings can take a few hours..\n","pipe['multi_classifier'].setMaxEpochs(120) \n","pipe['multi_classifier'].setLr(0.0005) \n","fitted_pipe = pipe.fit(train_df[['y','text']],label_seperator=',')\n","preds = fitted_pipe.predict(train_df[['y','text']])\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytextmulti_classifier_confidencesen_embed_sentence_small_bert_L12_768_embeddingsdocumentmulti_classifier_classes
origin_index
13c++output FILE ,is this a fault?[][-0.0598912313580513, 0.429191917181015, -0.25...output FILE ,is this a fault?[]
24swiftCan I throw from class init() in Swift with co...[0.61310124][-0.45358699560165405, 0.1986018270254135, -0....Can I throw from class init() in Swift with co...[java]
25c#C# - Count a specific word in richTextBox1 and...[0.8172003][-0.592096209526062, 0.0025841565802693367, -0...C# - Count a specific word in richTextBox1 and...[c#]
30c++c++ vector type function implemetation[0.98100495][-0.6645137071609497, 0.34700289368629456, 0.1...c++ vector type function implemetation[c++]
48phpjapanese and portuguese language cannot support[][-0.30820634961128235, 0.5732622742652893, 0.5...japanese and portuguese language cannot support[]
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44992mysqlMySQL how to query five tables in one SELECT[0.94582915][-0.6759300231933594, 0.1323285549879074, 0.56...MySQL how to query five tables in one SELECT[mysql]
44993pythonCopy value of list not reference[0.71518165][-0.7307966947555542, 0.3146328032016754, -0.5...Copy value of list not reference[python]
44994python,python-3.xWeird question, but how do I make a python scr...[0.9938545][-0.478365957736969, -0.015336859039962292, 0....Weird question, but how do I make a python scr...[python]
44996pythonDoes Python execute code from the top or botto...[0.998447][-0.7976136803627014, -0.17537403106689453, 0....Does Python execute code from the top or botto...[python]
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"],"text/plain":[" y ... multi_classifier_classes\n","origin_index ... \n","13 c++ ... []\n","24 swift ... [java]\n","25 c# ... [c#]\n","30 c++ ... [c++]\n","48 php ... []\n","... ... ... ...\n","44992 mysql ... [mysql]\n","44993 python ... [python]\n","44994 python,python-3.x ... [python]\n","44996 python ... [python]\n","44998 ios,swift ... [ios, swift]\n","\n","[9968 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"E7ah2LM6tIhG","outputId":"edaa6235-c8d2-474a-9cc1-331e0967086c"},"source":["from sklearn.preprocessing import MultiLabelBinarizer\n","from sklearn.metrics import classification_report\n","from sklearn.metrics import f1_score\n","from sklearn.metrics import roc_auc_score\n","mlb = MultiLabelBinarizer()\n","mlb = mlb.fit(preds.y.str.split(','))\n","y_true = mlb.transform(preds['y'].str.split(','))\n","y_pred = mlb.transform(preds.multi_classifier_classes.str.join(',').str.split(','))\n","print(\"Classification report: \\n\", (classification_report(y_true, y_pred)))\n","print(\"F1 micro averaging:\",(f1_score(y_true, y_pred, average='micro')))\n","print(\"ROC: \",(roc_auc_score(y_true, y_pred, average=\"micro\")))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Classification report: \n"," precision recall f1-score support\n","\n"," 0 0.96 0.67 0.79 738\n"," 1 0.95 0.71 0.82 228\n"," 2 0.70 0.53 0.60 440\n"," 3 0.91 0.63 0.75 508\n"," 4 0.95 0.57 0.71 733\n"," 5 0.91 0.58 0.71 621\n"," 6 0.88 0.70 0.78 736\n"," 7 0.81 0.65 0.72 1254\n"," 8 0.86 0.58 0.69 145\n"," 9 0.89 0.58 0.70 1288\n"," 10 0.87 0.73 0.80 2164\n"," 11 0.89 0.58 0.70 754\n"," 12 0.84 0.67 0.74 277\n"," 13 0.89 0.59 0.71 511\n"," 14 0.96 0.27 0.42 96\n"," 15 0.94 0.70 0.80 1193\n"," 16 0.93 0.70 0.80 1265\n"," 17 0.74 0.22 0.34 365\n"," 18 0.97 0.70 0.82 246\n"," 19 1.00 0.55 0.71 172\n"," 20 0.92 0.71 0.81 427\n"," 21 0.82 0.67 0.74 458\n"," 22 0.81 0.66 0.73 319\n"," 23 0.83 0.23 0.36 211\n"," 24 0.97 0.64 0.77 242\n","\n"," micro avg 0.89 0.64 0.74 15391\n"," macro avg 0.89 0.59 0.70 15391\n","weighted avg 0.89 0.64 0.73 15391\n"," samples avg 0.70 0.64 0.65 15391\n","\n","F1 micro averaging: 0.7401884721644023\n","ROC: 0.8150061228796474\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","outputId":"bbf99f56-d4b1-4440-ecb7-fe9d61935c62"},"source":["stored_model_path = './models/multi_classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/multi_classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Tesla plans to invest 10M into the ML sector')\n","preds"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"M1LjAwJVJxun"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_apple_twitter.ipynb b/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_apple_twitter.ipynb deleted file mode 100644 index f43ef731..00000000 --- a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_apple_twitter.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_multi_lingual_training_sentiment_classifier_demo_apple_twitter.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"RIV-9vEqxTBB"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_apple_twitter.ipynb)\n","\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class Apple Tweets Sentiment Classifier Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with test data :\n","\n","
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)"]},{"cell_type":"code","metadata":{"id":"05-mAOF6ol-0","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620195849229,"user_tz":-300,"elapsed":146589,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"05db6ea0-0d13-4f64-e84b-8039108710bd"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 06:21:47-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 06:21:47 (1.60 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 62kB/s \n","\u001b[K |████████████████████████████████| 153kB 33.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 16.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 37.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download appple twitter Sentiment dataset \n","https://www.kaggle.com/seriousran/appletwittersentimenttexts\n","\n","this dataset contains tweets made towards apple and today we are going to train our model to predict whether the tweet contains sentiment!\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620195850046,"user_tz":-300,"elapsed":147289,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0f73a43b-1d20-4238-8c91-6f4f74c19efe"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/apple-twitter-sentiment-texts_multi_lingual.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 06:24:08-- http://ckl-it.de/wp-content/uploads/2021/02/apple-twitter-sentiment-texts_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 48565 (47K) [text/csv]\n","Saving to: ‘apple-twitter-sentiment-texts_multi_lingual.csv’\n","\n","apple-twitter-senti 100%[===================>] 47.43K 237KB/s in 0.2s \n","\n","2021-05-05 06:24:09 (237 KB/s) - ‘apple-twitter-sentiment-texts_multi_lingual.csv’ saved [48565/48565]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620195851135,"user_tz":-300,"elapsed":148342,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"95f12040-2d70-4227-a925-4cb63206df77"},"source":["import pandas as pd\n","train_path = '/content/apple-twitter-sentiment-texts_multi_lingual.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","columns=['text','y']\n","train_df = train_df[columns]\n","train_df = train_df[~train_df[\"y\"].isin([\"neuteral\"])]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
233@Apple @iCloud Family in-app purchase approval...negative
120@apple#ipad #irig For the price to connect my...negative
240@Apple Stop liking man.negative
28fucking @apple are memer FAGGOTS http://t.co/w...negative
236RT @gxldblvnts: thanking @apple for the 'do no...positive
.........
51I love @AIRMILES! Between @chaptersindigo &amp...positive
210Take the stress out of looking for Christmas p...positive
98It would be nice if I could type more than one...negative
227Always so impressed with the customer service ...positive
104Goodbye graphics problems. Thank you @apple fo...positive
\n","

228 rows × 2 columns

\n","
"],"text/plain":[" text y\n","233 @Apple @iCloud Family in-app purchase approval... negative\n","120 @apple#ipad #irig For the price to connect my... negative\n","240 @Apple Stop liking man. negative\n","28 fucking @apple are memer FAGGOTS http://t.co/w... negative\n","236 RT @gxldblvnts: thanking @apple for the 'do no... positive\n",".. ... ...\n","51 I love @AIRMILES! Between @chaptersindigo &... positive\n","210 Take the stress out of looking for Christmas p... positive\n","98 It would be nice if I could type more than one... negative\n","227 Always so impressed with the customer service ... positive\n","104 Goodbye graphics problems. Thank you @apple fo... positive\n","\n","[228 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":844},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620196278269,"user_tz":-300,"elapsed":575445,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"741613cd-e446-4981-8925-c8bd58b1338a"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(60) \n","\n","trainable_pipe['sentiment_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.97 0.97 0.97 108\n"," positive 0.97 0.97 0.97 120\n","\n"," accuracy 0.97 228\n"," macro avg 0.97 0.97 0.97 228\n","weighted avg 0.97 0.97 0.97 228\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textorigin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumentytrained_sentiment
0@Apple @iCloud Family in-app purchase approval...2330.999632[@Apple @iCloud Family in-app purchase approva...[-0.005896878894418478, 0.00783093087375164, 0...@Apple @iCloud Family in-app purchase approval...negativenegative
1@apple#ipad #irig For the price to connect my...1200.998172[@apple#ipad #irig For the price to connect my...[-0.03121807612478733, 0.0023986243177205324, ...@apple#ipad #irig For the price to connect my ...negativenegative
2@Apple Stop liking man.2400.999984[@Apple Stop liking man.][-0.042748626321554184, 0.02048809453845024, 0...@Apple Stop liking man.negativenegative
3fucking @apple are memer FAGGOTS http://t.co/w...280.999970[fucking @apple are memer FAGGOTS http://t.co/...[0.011834759265184402, -0.05850285664200783, 0...fucking @apple are memer FAGGOTS http://t.co/w...negativenegative
4RT @gxldblvnts: thanking @apple for the 'do no...2360.999951[RT @gxldblvnts: thanking @apple for the 'do n...[-0.00759833725169301, -0.02228071726858616, 0...RT @gxldblvnts: thanking @apple for the 'do no...positivepositive
...........................
223I love @AIRMILES! Between @chaptersindigo &amp...510.999980[I love @AIRMILES!, Between @chaptersindigo &a...[-0.034336768090724945, -0.02440302073955536, ...I love @AIRMILES! Between @chaptersindigo &amp...positivepositive
224Take the stress out of looking for Christmas p...2100.999983[Take the stress out of looking for Christmas ...[-0.03665369004011154, -0.04174784570932388, -...Take the stress out of looking for Christmas p...positivepositive
225It would be nice if I could type more than one...980.995613[It would be nice if I could type more than on...[0.0202105101197958, -0.010581637732684612, -0...It would be nice if I could type more than one...negativenegative
226Always so impressed with the customer service ...2271.000000[Always so impressed with the customer service...[-0.05745420977473259, 0.03164859488606453, -0...Always so impressed with the customer service ...positivepositive
227Goodbye graphics problems. Thank you @apple fo...1040.999992[Goodbye graphics problems., Thank you @apple ...[-0.019405337050557137, -0.0494435578584671, -...Goodbye graphics problems. Thank you @apple fo...positivepositive
\n","

228 rows × 8 columns

\n","
"],"text/plain":[" text ... trained_sentiment\n","0 @Apple @iCloud Family in-app purchase approval... ... negative\n","1 @apple#ipad #irig For the price to connect my... ... negative\n","2 @Apple Stop liking man. ... negative\n","3 fucking @apple are memer FAGGOTS http://t.co/w... ... negative\n","4 RT @gxldblvnts: thanking @apple for the 'do no... ... positive\n",".. ... ... ...\n","223 I love @AIRMILES! Between @chaptersindigo &... ... positive\n","224 Take the stress out of looking for Christmas p... ... positive\n","225 It would be nice if I could type more than one... ... negative\n","226 Always so impressed with the customer service ... ... positive\n","227 Goodbye graphics problems. Thank you @apple fo... ... positive\n","\n","[228 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620196291463,"user_tz":-300,"elapsed":588621,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c93b24ba-3851-429b-d8a9-5dbdf5002c99"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.94 0.83 0.88 35\n"," positive 0.78 0.91 0.84 23\n","\n"," accuracy 0.86 58\n"," macro avg 0.86 0.87 0.86 58\n","weighted avg 0.87 0.86 0.86 58\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BD5OKO4Umc5U"},"source":["#4. Test Model on 20 languages!"]},{"cell_type":"code","metadata":{"id":"OQ72hP9unML7","colab":{"base_uri":"https://localhost:8080/","height":742},"executionInfo":{"status":"ok","timestamp":1620196315254,"user_tz":-300,"elapsed":612397,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"45606261-50e8-4e3d-8089-795317569504"},"source":["import pandas as pd\n","\n","train_df = pd.read_csv('/content/apple-twitter-sentiment-texts_multi_lingual.csv')\n","columns=['test_sentences','y']\n","train_df = train_df[columns]\n","train_df = train_df[~train_df[\"y\"].isin([\"neuteral\"])]\n","train_df\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.93 0.89 0.91 47\n"," positive 0.91 0.94 0.93 53\n","\n"," accuracy 0.92 100\n"," macro avg 0.92 0.92 0.92 100\n","weighted avg 0.92 0.92 0.92 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textorigin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumentytrained_sentiment
0@Apple, du skal sortere dine telefoner.00.808998[@Apple, du skal sortere dine telefoner.][-0.061579205095767975, -0.006414646748453379,...@Apple, du skal sortere dine telefoner.negativepositive
1వావ్. యాల్ నీడా స్టెప్ అప్ @ యాపిల్ ఆర్టి y హే...10.949447[వావ్. యాల్ నీడా స్టెప్ అప్ @ యాపిల్ ఆర్టి y హ...[-0.06188163533806801, -0.07130676507949829, -...వావ్. యాల్ నీడా స్టెప్ అప్ @ యాపిల్ ఆర్టి y హే...negativenegative
2আমি আশ্চর্য হয়েছি যে গতকাল # এএপএল-তে ফ্ল্যাশ...20.817636[আমি আশ্চর্য হয়েছি যে গতকাল # এএপএল-তে ফ্ল্যা...[-0.009524044580757618, -0.022813592106103897,...আমি আশ্চর্য হয়েছি যে গতকাল # এএপএল-তে ফ্ল্যাশ...negativenegative
3Uvědomili jsme si, že @apple vyrábí obrovské t...30.987724[Uvědomili jsme si, že @apple vyrábí obrovské ...[-0.05080719664692879, 0.035508085042238235, 0...Uvědomili jsme si, že @apple vyrábí obrovské t...negativepositive
4Apple Inc.'s administrerende direktør donerer ...41.000000[Apple Inc.'s administrerende direktør donerer...[-0.04884444922208786, -0.02654154971241951, 0...Apple Inc.'s administrerende direktør donerer ...positivepositive
...........................
95Təşəkkür edirəm @Apple İndi bir yerdə ünsiyyət...950.999454[Təşəkkür edirəm @Apple İndi bir yerdə ünsiyyə...[-0.03029252029955387, -0.0471813827753067, -0...Təşəkkür edirəm @Apple İndi bir yerdə ünsiyyət...positivepositive
96. @ tim_cook Die woede wanneer hulle @ Apple G...960.990521[. @ tim_cook Die woede wanneer hulle @ Apple ...[0.01344149000942707, -0.05397084355354309, -0.... @ tim_cook Die woede wanneer hulle @ Apple G...negativenegative
97ছদ্মবেশের ধরণটি হ'ল এই @ অ্যাপল @ অটোকোরেক্ট @...970.993052[ছদ্মবেশের ধরণটি হ'ল এই @ অ্যাপল @ অটোকোরেক্ট ...[-0.028785958886146545, -0.06805533170700073, ...ছদ্মবেশের ধরণটি হ'ল এই @ অ্যাপল @ অটোকোরেক্ট @...negativenegative
98Было бы неплохо, если бы я мог набрать более о...980.815481[Было бы неплохо, если бы я мог набрать более ...[0.0006764091667719185, -0.0028165546245872974...Было бы неплохо, если бы я мог набрать более о...negativepositive
99@OneRepublic @Apple Вы все готовы. #ColoradoLo...990.999987[@OneRepublic @Apple Вы все готовы., #Colorad...[-0.006210405845195055, -0.05371640995144844, ...@OneRepublic @Apple Вы все готовы. #ColoradoLo...positivepositive
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" text ... trained_sentiment\n","0 @Apple, du skal sortere dine telefoner. ... positive\n","1 వావ్. యాల్ నీడా స్టెప్ అప్ @ యాపిల్ ఆర్టి y హే... ... negative\n","2 আমি আশ্চর্য হয়েছি যে গতকাল # এএপএল-তে ফ্ল্যাশ... ... negative\n","3 Uvědomili jsme si, že @apple vyrábí obrovské t... ... positive\n","4 Apple Inc.'s administrerende direktør donerer ... ... positive\n",".. ... ... ...\n","95 Təşəkkür edirəm @Apple İndi bir yerdə ünsiyyət... ... positive\n","96 . @ tim_cook Die woede wanneer hulle @ Apple G... ... negative\n","97 ছদ্মবেশের ধরণটি হ'ল এই @ অ্যাপল @ অটোকোরেক্ট @... ... negative\n","98 Было бы неплохо, если бы я мог набрать более о... ... positive\n","99 @OneRepublic @Apple Вы все готовы. #ColoradoLo... ... positive\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"o0vu7PaWkcI7","executionInfo":{"status":"ok","timestamp":1620196316695,"user_tz":-300,"elapsed":613799,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"75a3fe2b-51e3-4626-deb0-1181785f03b7"},"source":["\n","fitted_pipe.predict(\"I hate the newest update!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999776[I hate the newest update!, !][-0.03925566002726555, -0.020373696461319923, ...I hate the newest update!!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1ykjRQhCtQ4w","executionInfo":{"status":"ok","timestamp":1620196317752,"user_tz":-300,"elapsed":614830,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0e7918ec-70fb-4b18-88d4-8f819a8f9086"},"source":["fitted_pipe.predict(\"I love the newest update!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999902[I love the newest update!, !][-0.03266981244087219, -0.03438195958733559, -...I love the newest update!!positive
\n","
"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"BbhgTSBGtTtJ","executionInfo":{"status":"ok","timestamp":1620196319098,"user_tz":-300,"elapsed":616150,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b1658345-95fc-43a7-ebdf-c2543e90fdd5"},"source":["# german for: 'I love the newest update!!'\n","fitted_pipe.predict(\"Ich liebe das neueste Update !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999718[Ich liebe das neueste Update !, !][-0.03806369751691818, -0.03677768632769585, -...Ich liebe das neueste Update !!positive
\n","
"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"ZaPYBxeL33pH","executionInfo":{"status":"ok","timestamp":1620196320112,"user_tz":-300,"elapsed":617139,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"deaf3626-a525-40d5-b169-86060a3aa708"},"source":["# german for: 'Apple is the worst company ever , I hate it !'\n","fitted_pipe.predict(\"Apple ist das schlechteste Unternehmen aller Zeiten, ich hasse es! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999974[Apple ist das schlechteste Unternehmen aller ...[-0.06440500915050507, 0.011019382625818253, -...Apple ist das schlechteste Unternehmen aller Z...negative
\n","
"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"kYSYqtoRtc-P","executionInfo":{"status":"ok","timestamp":1620196321594,"user_tz":-300,"elapsed":618596,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"046d9bb1-7c6b-491a-ea2b-42809da77ae0"},"source":["# Chinese for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"我讨厌最新的更新！ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999468[我讨厌最新的更新！][-0.0359969362616539, -0.03859588876366615, 0....我讨厌最新的更新！negative
\n","
"],"text/plain":[" origin_index trained_sentiment_confidence ... document trained_sentiment\n","0 0 0.999468 ... 我讨厌最新的更新！ negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"06v9SD-QtlBU","executionInfo":{"status":"ok","timestamp":1620196322995,"user_tz":-300,"elapsed":619951,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ca191395-4bd8-49dc-d1e5-0b9bbcf7a6e8"},"source":["# Chinese for: 'I love the newest update!!'\n","fitted_pipe.predict(\"我喜欢最新的更新！ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999998[我喜欢最新的更新！][-0.03270617872476578, -0.03804901987314224, -...我喜欢最新的更新！positive
\n","
"],"text/plain":[" origin_index trained_sentiment_confidence ... document trained_sentiment\n","0 0 0.999998 ... 我喜欢最新的更新！ positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VMPhbgw9twtf","executionInfo":{"status":"ok","timestamp":1620196324051,"user_tz":-300,"elapsed":620975,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"219493f4-5ff4-4a1f-c552-c68fbf315276"},"source":["\t\t\n","# Afrikaans for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"Ek haat die nuutste opdatering !! \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999861[Ek haat die nuutste opdatering !!][-0.043201908469200134, -0.023186631500720978,...Ek haat die nuutste opdatering !!negative
\n","
"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"zWgNTIdkumhX","executionInfo":{"status":"ok","timestamp":1620196325181,"user_tz":-300,"elapsed":622070,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"603bb80e-dd6f-4e2c-b961-a9ae77b2a769"},"source":["# Afrikaans for: 'I love the newest update!!'\n","fitted_pipe.predict(\"Ek is lief vir die nuutste opdatering !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999924[Ek is lief vir die nuutste opdatering !!][-0.03175487741827965, -0.03518300876021385, -...Ek is lief vir die nuutste opdatering !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"rSEPkC-Bwnpg"},"source":["# The model understands Vietnamese\n","![vi](https://www.worldometers.info/img/flags/small/tn_vm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"M6giDPK-wm2G","executionInfo":{"status":"ok","timestamp":1620196326148,"user_tz":-300,"elapsed":622989,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e453305f-6c5e-4d13-d100-27bd4d5ca198"},"source":["\n","# Vietnamese for: 'I love the newest update!!'\n","fitted_pipe.predict(\"Tôi yêu bản cập nhật mới nhất !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999969[Tôi yêu bản cập nhật mới nhất !, !][-0.00781381968408823, -0.0691518485546112, -0...Tôi yêu bản cập nhật mới nhất !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"benoJUN_4i3Q","executionInfo":{"status":"ok","timestamp":1620196326926,"user_tz":-300,"elapsed":623623,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4ee9d849-b894-497c-89df-5807cb84d64f"},"source":["\n","# Vietnamese for: 'Apple is the worst company ever , I hate it !'\n","fitted_pipe.predict(\"Apple là công ty tồi tệ nhất từ ​​trước đến nay, tôi ghét nó!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.99895[Apple là công ty tồi tệ nhất từ ​​trước đến n...[-0.06147113814949989, 0.03707527741789818, 0....Apple là công ty tồi tệ nhất từ ​​trước đến na...negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"IlkmAaMoxTuy"},"source":["# The model understands Japanese\n","![ja](https://www.worldometers.info/img/flags/small/tn_ja-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1IfJu3q8wwUt","executionInfo":{"status":"ok","timestamp":1620196328303,"user_tz":-300,"elapsed":624943,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d5e3a13a-66ca-4132-e134-8a1e2a1d5150"},"source":["# Japanese for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"私は最新のアップデートが嫌いです！ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999842[私は最新のアップデートが嫌いです！][-0.030076516792178154, -0.002390763023868203,...私は最新のアップデートが嫌いです！negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"h3k7_PFhxOve","executionInfo":{"status":"ok","timestamp":1620196329400,"user_tz":-300,"elapsed":626002,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3e5656fe-a282-42fb-b2e2-42eeb280453e"},"source":["\t\t\n","# Japanese for: 'I love the newest update!!'\n","fitted_pipe.predict(\"私は最新のアップデートが大好きです！ \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999998[私は最新のアップデートが大好きです！][-0.01563793420791626, -0.022478925064206123, ...私は最新のアップデートが大好きです！positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"GITfT7FK0CGv"},"source":["# The model understands Zulu\n","![zu](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DKnrkkXzzpd5","executionInfo":{"status":"ok","timestamp":1620196330165,"user_tz":-300,"elapsed":626739,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c971b040-8789-4694-e026-4d4a8970f7ce"},"source":["# Zulu for: 'I love the newest update!!'\n","fitted_pipe.predict(\"Ngiyasithanda isibuyekezo esisha !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999417[Ngiyasithanda isibuyekezo esisha !, !][-0.018757890909910202, -0.03155702352523804, ...Ngiyasithanda isibuyekezo esisha !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"HInPIW9A4rg2","executionInfo":{"status":"ok","timestamp":1620196331872,"user_tz":-300,"elapsed":628382,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"423bc521-5ca5-4d19-ab40-318022deae11"},"source":["# Zulu for: Apple is the worst company ever , I hate it !'\n","fitted_pipe.predict(\"I-Apple iyinkampani embi kunazo zonke ezake, ngiyayizonda!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999329[I-Apple iyinkampani embi kunazo zonke ezake, ...[-0.06040400266647339, 0.025964893400669098, 0...I-Apple iyinkampani embi kunazo zonke ezake, n...negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DRNnuEeQz2pd","executionInfo":{"status":"ok","timestamp":1620196332464,"user_tz":-300,"elapsed":628932,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"705430ec-7760-41b4-f58c-4893e717192c"},"source":["# Turkish for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"En yeni güncellemekten nefret ediyorum !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.99968[En yeni güncellemekten nefret ediyorum !, !][-0.006802674848586321, -0.03453182056546211, ...En yeni güncellemekten nefret ediyorum !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aOSsiK6J0jWs","executionInfo":{"status":"ok","timestamp":1620196333251,"user_tz":-300,"elapsed":629686,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b1d51bd6-0fbc-40ef-e9b1-0870ff795109"},"source":["# Turkish for: 'I love the newest update!!'\n","fitted_pipe.predict(\"En yeni güncellemeyi seviyorum !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999978[En yeni güncellemeyi seviyorum !, !][-0.013165195472538471, -0.04192955046892166, ...En yeni güncellemeyi seviyorum !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XQ5VCtxw0pc0","executionInfo":{"status":"ok","timestamp":1620196334671,"user_tz":-300,"elapsed":631080,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"141055ef-3e9c-47f5-ce8d-672e16a4e6b0"},"source":["# Hebrew for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"אני שונא את העדכון החדש ביותר! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999878[אני שונא את העדכון החדש ביותר!][-0.026791388168931007, -0.024923792108893394,...אני שונא את העדכון החדש ביותר!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"9w2ZHfns05A4","executionInfo":{"status":"ok","timestamp":1620196335414,"user_tz":-300,"elapsed":631792,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2c272b41-b214-4e0b-93ab-480c97e5782a"},"source":["# Hebrew for: 'I love the newest update!!'\n","fitted_pipe.predict(\"אני אוהב את העדכון החדש ביותר !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999993[אני אוהב את העדכון החדש ביותר !!][-0.025626346468925476, -0.03748653084039688, ...אני אוהב את העדכון החדש ביותר !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"-l-u6vrz1Obe","executionInfo":{"status":"ok","timestamp":1620196336805,"user_tz":-300,"elapsed":633162,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4589a96d-d564-4d10-b405-4835f29bacb8"},"source":["# Telugu for: 'I love the newest update!!'\n","fitted_pipe.predict(\"నేను సరికొత్త నవీకరణను ప్రేమిస్తున్నాను !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999994[నేను సరికొత్త నవీకరణను ప్రేమిస్తున్నాను !!][-0.035736482590436935, -0.04187411442399025, ...నేను సరికొత్త నవీకరణను ప్రేమిస్తున్నాను !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"uuR3Reqc5JbT","executionInfo":{"status":"ok","timestamp":1620196337878,"user_tz":-300,"elapsed":634167,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"20abd3ca-41d4-41ee-eb24-81830508234d"},"source":["# Telugu for: 'Apple is the worst company ever , I hate it !'\n","fitted_pipe.predict(\" ఆపిల్ ఎప్పుడూ చెత్త సంస్థ, నేను దానిని ద్వేషిస్తున్నాను! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999924[ఆపిల్ ఎప్పుడూ చెత్త సంస్థ, నేను దానిని ద్వేషి...[-0.06062706932425499, 0.014408073388040066, -...ఆపిల్ ఎప్పుడూ చెత్త సంస్థ, నేను దానిని ద్వేషిస...negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Ckyjl3YQ1VFn","executionInfo":{"status":"ok","timestamp":1620196338258,"user_tz":-300,"elapsed":634526,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b481f186-de5c-4137-bf6c-a79c472ce75b"},"source":["# Russian for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"Я ненавижу новейшее обновление !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999845[Я ненавижу новейшее обновление !!][-0.05251258984208107, -0.02137317694723606, -...Я ненавижу новейшее обновление !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"GIdWkfGv1gFz","executionInfo":{"status":"ok","timestamp":1620196339448,"user_tz":-300,"elapsed":635693,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"99c3f083-3768-45eb-d610-76b174068470"},"source":["\n","\n","# Russian for: 'I love the newest update!!'\n","fitted_pipe.predict(\"Я люблю новейшее обновление !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999972[Я люблю новейшее обновление !!][-0.04557504504919052, -0.0393301285803318, -0...Я люблю новейшее обновление !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"8R1j9mwz2Cm4"},"source":["# Model understands Urdu\n","![ur](https://www.worldometers.info/img/flags/small/tn_pk-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"j4zwvRV11pcG","executionInfo":{"status":"ok","timestamp":1620196340361,"user_tz":-300,"elapsed":636446,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"305928c8-765f-4db1-b295-831753b31590"},"source":["# Urdu for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"مجھے تازہ ترین اپ ڈیٹ سے نفرت ہے !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999563[مجھے تازہ ترین اپ ڈیٹ سے نفرت ہے !, !][-0.042040981352329254, -0.040164750069379807,...مجھے تازہ ترین اپ ڈیٹ سے نفرت ہے !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SxzTuK4b2UKV","executionInfo":{"status":"ok","timestamp":1620196341167,"user_tz":-300,"elapsed":637211,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c0a94c88-1c03-4b72-bf52-b5873e7bd1c0"},"source":["# Urdu for: 'I love the newest update!!'\n","fitted_pipe.predict(\"مجھے تازہ ترین تازہ کاری پسند ہے !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999973[مجھے تازہ ترین تازہ کاری پسند ہے !, !][-0.020344950258731842, -0.050028372555971146,...مجھے تازہ ترین تازہ کاری پسند ہے !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"RoNg-C3k1qcX"},"source":["# Model understands Hindi\n","![hi](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"QZ9RT5Wv1r1n","executionInfo":{"status":"ok","timestamp":1620196342298,"user_tz":-300,"elapsed":638319,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4e340e86-80a2-4a64-907f-e441ea3f47b8"},"source":["# hindi for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"मुझे नवीनतम अपडेट से नफरत है !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999722[मुझे नवीनतम अपडेट से नफरत है !, !][-0.045306481420993805, -0.038678351789712906,...मुझे नवीनतम अपडेट से नफरत है !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"quM-IL2i12-B","executionInfo":{"status":"ok","timestamp":1620196343281,"user_tz":-300,"elapsed":639281,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f7a9482d-f5d9-466c-c097-362381e28e81"},"source":["# hindi for: 'I love the newest update!!'\n","fitted_pipe.predict(\"मैं नवीनतम अद्यतन प्यार करता हूँ !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999919[मैं नवीनतम अद्यतन प्यार करता हूँ !!][-0.03802281618118286, -0.04779476672410965, -...मैं नवीनतम अद्यतन प्यार करता हूँ !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"R4ByHOZn35Lc"},"source":["# The model understands Tartar\n","![tt](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"2JrzusSQ18F5","executionInfo":{"status":"ok","timestamp":1620196344487,"user_tz":-300,"elapsed":640464,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bb6f1437-583f-4a0d-86a6-b88a9566744d"},"source":["# Tartar for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"Мин яңа яңартуны нәфрәт итәм !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999187[Мин яңа яңартуны нәфрәт итәм !!][-0.038122836500406265, -0.03321803733706474, ...Мин яңа яңартуны нәфрәт итәм !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"J06Xm_Ln4AYu","executionInfo":{"status":"ok","timestamp":1620196345259,"user_tz":-300,"elapsed":641162,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"955de65f-eccb-4833-e062-2986d9b447ab"},"source":["\n","# Tartar for: 'I love the newest update!!'\n","fitted_pipe.predict(\"Мин иң яңа яңартуны яратам !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999963[Мин иң яңа яңартуны яратам !!][-0.022450288757681847, -0.04027746245265007, ...Мин иң яңа яңартуны яратам !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"CUHcJZfJMplL","executionInfo":{"status":"ok","timestamp":1620196346393,"user_tz":-300,"elapsed":642236,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"12505238-b8eb-4473-c0f8-45667e45e929"},"source":["# French for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"Je déteste la nouvelle mise à jour !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999315[Je déteste la nouvelle mise à jour !!][-0.0480484776198864, -0.01981555111706257, -0...Je déteste la nouvelle mise à jour !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"57NY2XoTMplM","executionInfo":{"status":"ok","timestamp":1620196346761,"user_tz":-300,"elapsed":642536,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3f99ecf2-d112-40db-cb45-7adf7214d524"},"source":["# French for: 'I love the newest update!!'\n","fitted_pipe.predict(\"J'adore la dernière mise à jour !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999959[J'adore la dernière mise à jour !!][-0.03898211941123009, -0.04296712949872017, -...J'adore la dernière mise à jour !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"ICp_qoAhNq6Q","executionInfo":{"status":"ok","timestamp":1620196347725,"user_tz":-300,"elapsed":643302,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"fcffa441-5269-4b97-9b89-0c836fa4773d"},"source":["# Thai for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"ฉันเกลียดการอัปเดตใหม่ล่าสุด !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999806[ฉันเกลียดการอัปเดตใหม่ล่าสุด !!][-0.05030808597803116, -0.03610166534781456, -...ฉันเกลียดการอัปเดตใหม่ล่าสุด !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"gBp11S5GNq6S","executionInfo":{"status":"ok","timestamp":1620196348779,"user_tz":-300,"elapsed":644049,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c69d1e70-229c-460e-d4b5-38749d7e8a1d"},"source":["# Thai for: 'I love the newest update!!'\n","fitted_pipe.predict(\"โดนใจอัพเดทใหม่ล่าสุด !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999978[โดนใจอัพเดทใหม่ล่าสุด !!][-0.046895772218704224, -0.04769491031765938, ...โดนใจอัพเดทใหม่ล่าสุด !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Fxh1gasROElC","executionInfo":{"status":"ok","timestamp":1620196349749,"user_tz":-300,"elapsed":645001,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"dce681df-3d99-4ac2-a64b-d69ac2b66d77"},"source":["# Khmer for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"ខ្ញុំស្អប់ការអាប់ដេតថ្មីបំផុត !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.99968[ខ្ញុំស្អប់ការអាប់ដេតថ្មីបំផុត !!][-0.04094554856419563, -0.04082174971699715, -...ខ្ញុំស្អប់ការអាប់ដេតថ្មីបំផុត !!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SWbqMgAwOElC","executionInfo":{"status":"ok","timestamp":1620196350989,"user_tz":-300,"elapsed":646147,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b353b4a4-c82c-42fb-b0f8-59bd675c4f45"},"source":["# Khmer for: 'I love the newest update!!'\n","fitted_pipe.predict(\"ខ្ញុំចូលចិត្តការអាប់ដេតថ្មីបំផុត !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.99999[ខ្ញុំចូលចិត្តការអាប់ដេតថ្មីបំផុត !!][-0.03578546270728111, -0.035129521042108536, ...ខ្ញុំចូលចិត្តការអាប់ដេតថ្មីបំផុត !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"5h-pha_nPoBc","executionInfo":{"status":"ok","timestamp":1620196351778,"user_tz":-300,"elapsed":646791,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e00f667c-f8e0-42f6-a505-f1eb3a8e51e4"},"source":["\n","# Yiddish for: 'I love the newest update!!'\n","fitted_pipe.predict(\"איך ליבע דער נואַסט דערהייַנטיקן !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999994[איך ליבע דער נואַסט דערהייַנטיקן !!][-0.03009073995053768, -0.060998495668172836, ...איך ליבע דער נואַסט דערהייַנטיקן !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"YcM5k6Ce5Vpo","executionInfo":{"status":"ok","timestamp":1620196352473,"user_tz":-300,"elapsed":647349,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2dcb88d7-3359-4c93-d335-dc53ba5cadf7"},"source":["\n","# Yiddish for: 'Apple is the worst company ever , I hate it !'\n","fitted_pipe.predict(\"עפּל איז די ערגסט פירמע טאָמיד, איך האַס עס!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.717363[עפּל איז די ערגסט פירמע טאָמיד, איך האַס עס!][-0.0464082695543766, 0.007680143229663372, 0....עפּל איז די ערגסט פירמע טאָמיד, איך האַס עס!negative
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... negative\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DXz6fhJSaAHu","executionInfo":{"status":"ok","timestamp":1620196353410,"user_tz":-300,"elapsed":648267,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5505a0eb-a456-4642-aff0-e8dd2e522ecf"},"source":["\t\t\n","# Kygrgyz for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"Мен жаңы жаңыртууну жек көрөм !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999657[Мен жаңы жаңыртууну жек көрөм !!][-0.04081014543771744, -0.037187058478593826, ...Мен жаңы жаңыртууну жек көрөм !!negative
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999925[Мен жаңы жаңыртууну жакшы көрөм !!][-0.02940315194427967, -0.0417410284280777, -0...Мен жаңы жаңыртууну жакшы көрөм !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"JWDr_LoCdJFn","executionInfo":{"status":"ok","timestamp":1620196355541,"user_tz":-300,"elapsed":650204,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"22b8e435-44b5-463f-8aa5-005568b91f2d"},"source":["\t\t\n","# Tamil for: 'I hate the newest update!!'\n","fitted_pipe.predict(\"நான் புதிய புதுப்பிப்பை வெறுக்கிறேன் !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999217[நான் புதிய புதுப்பிப்பை வெறுக்கிறேன் !!][-0.04580855742096901, -0.03527894616127014, -...நான் புதிய புதுப்பிப்பை வெறுக்கிறேன் !!negative
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origin_indextrained_sentiment_confidencesentencesentence_embedding_labsedocumenttrained_sentiment
000.999528[நான் புதிய புதுப்பிப்பை விரும்புகிறேன் !!][-0.0359167717397213, -0.05217977613210678, -0...நான் புதிய புதுப்பிப்பை விரும்புகிறேன் !!positive
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"],"text/plain":[" origin_index ... trained_sentiment\n","0 0 ... positive\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"bZZpObLOtqo8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197205863,"user_tz":-300,"elapsed":1500368,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"39482b53-c621-44cd-aada-27e0e9fa5ab0"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197486850,"user_tz":-300,"elapsed":143939,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"9bd3f8e1-fcf7-4068-91d5-ef25eadd2ba6"},"source":["stored_model_path = './models/classifier_dl_trained' \n","hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('I hate the newest update')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentorigin_indextextsentimentsentiment_confidencesentence_embedding_from_disksentence
0I hate the newest update8589934592I hate the newest update[negative][0.9999902][[-0.04603002965450287, 0.03271652013063431, 0...[I hate the newest update]
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"],"text/plain":[" document ... sentence\n","0 I hate the newest update ... [I hate the newest update]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197486852,"user_tz":-300,"elapsed":143923,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6c1bbd08-44c4-4d23-d642-5976ae35e3d6"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@73da39db) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@73da39db\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['sentiment_dl@labse'] has settable params:\n","pipe['sentiment_dl@labse'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@labse'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@labse'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"wFDFEaHHSXmY"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_covid_19.ipynb b/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_covid_19.ipynb deleted file mode 100644 index d579a1ff..00000000 --- a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_covid_19.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_multi_lingual_training_sentiment_classifier_demo_covid_19.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_covid_19.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class COVID19 Sentiment Classifier Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with test data : \n","\n","
\n","\n","![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620202126248,"user_tz":-300,"elapsed":120586,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c9a0f715-e9a3-4783-cecc-2fa2f488da33"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:06:46-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 08:06:46 (56.0 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 75kB/s \n","\u001b[K |████████████████████████████████| 153kB 39.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 44.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Coivd19 NLP Text Sentiemnt Classifcation dataset \n","https://www.kaggle.com/datatattle/covid-19-nlp-text-classification\n","#Context\n","\n","This is a Dataset made of tweets about coivid 19 "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620202127432,"user_tz":-300,"elapsed":121752,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"09d92b54-16bc-4492-cf7f-5e779b92a033"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/Corona_NLP_train_multi_lingual.csv"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:08:46-- http://ckl-it.de/wp-content/uploads/2021/02/Corona_NLP_train_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 838005 (818K) [text/csv]\n","Saving to: ‘Corona_NLP_train_multi_lingual.csv’\n","\n","Corona_NLP_train_mu 100%[===================>] 818.36K 1.27MB/s in 0.6s \n","\n","2021-05-05 08:08:47 (1.27 MB/s) - ‘Corona_NLP_train_multi_lingual.csv’ saved [838005/838005]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620202128462,"user_tz":-300,"elapsed":122764,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e58c6886-6a03-488f-c9c6-f3e371e43369"},"source":["import pandas as pd\n","train_path = '/content/Corona_NLP_train_multi_lingual.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
555@udaygosalia2002 @FlyFrontier That's horrible ...negative
444That’s such an awesome idea! Through the #cor...positive
350https://t.co/UcxIQz49vU: Buying Choices: Effic...positive
383Thought the period of 'hamstering' was over in...positive
1053Online shopping is booming, but warehouse work...negative
.........
1493Northland residents urged not to panic after s...positive
1301“We can all now see that jobs that are never ...negative
141So many Canadians were extremely ill prepared ...negative
773The plummeting gas prices are due to a kind of...positive
152To me the unsung heroes of this #Covid_19 cris...positive
\n","

1200 rows × 2 columns

\n","
"],"text/plain":[" text y\n","555 @udaygosalia2002 @FlyFrontier That's horrible ... negative\n","444 That’s such an awesome idea! Through the #cor... positive\n","350 https://t.co/UcxIQz49vU: Buying Choices: Effic... positive\n","383 Thought the period of 'hamstering' was over in... positive\n","1053 Online shopping is booming, but warehouse work... negative\n","... ... ...\n","1493 Northland residents urged not to panic after s... positive\n","1301 “We can all now see that jobs that are never ... negative\n","141 So many Canadians were extremely ill prepared ... negative\n","773 The plummeting gas prices are due to a kind of... positive\n","152 To me the unsung heroes of this #Covid_19 cris... positive\n","\n","[1200 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":861},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620203623271,"user_tz":-300,"elapsed":1617557,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"78f56da2-804a-4a74-b879-9d4d33afc333"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(60) \n","trainable_pipe['sentiment_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","predsS"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.94 0.94 0.94 591\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.95 0.93 0.94 609\n","\n"," accuracy 0.94 1200\n"," macro avg 0.63 0.63 0.63 1200\n","weighted avg 0.94 0.94 0.94 1200\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textsentencetrained_sentimentorigin_indexysentence_embedding_labsetrained_sentiment_confidencedocument
0@udaygosalia2002 @FlyFrontier That's horrible ...[@udaygosalia2002 @FlyFrontier That's horrible...negative555negative[-0.009500819258391857, -0.0515713132917881, -...1.000000@udaygosalia2002 @FlyFrontier That's horrible ...
1That’s such an awesome idea! Through the #cor...[That’s such an awesome idea!, Through the #c...positive444positive[0.01753036119043827, -0.013980614952743053, 0...1.000000That’s such an awesome idea! Through the #cor...
2https://t.co/UcxIQz49vU: Buying Choices: Effic...[https://t.co/UcxIQz49vU: Buying Choices: Effi...positive350positive[0.026550117880105972, -0.009575911797583103, ...0.999927https://t.co/UcxIQz49vU: Buying Choices: Effic...
3Thought the period of 'hamstering' was over in...[Thought the period of 'hamstering' was over i...positive383positive[0.049093276262283325, -0.05199237912893295, -...0.967601Thought the period of 'hamstering' was over in...
4Online shopping is booming, but warehouse work...[Online shopping is booming, but warehouse wor...negative1053negative[-0.044845301657915115, -0.0010483426740393043...1.000000Online shopping is booming, but warehouse work...
...........................
1195Northland residents urged not to panic after s...[Northland residents urged not to panic after ...positive1493positive[-0.0108554782345891, -0.005432534962892532, 0...0.980916Northland residents urged not to panic after s...
1196“We can all now see that jobs that are never ...[“We can all now see that jobs that are never...negative1301negative[-0.002810274949297309, 0.019298763945698738, ...1.000000“We can all now see that jobs that are never ...
1197So many Canadians were extremely ill prepared ...[So many Canadians were extremely ill prepared...negative141negative[0.047991253435611725, -0.03192431479692459, -...1.000000So many Canadians were extremely ill prepared ...
1198The plummeting gas prices are due to a kind of...[The plummeting gas prices are due to a kind o...negative773positive[-0.009237667545676231, -0.05268627777695656, ...1.000000The plummeting gas prices are due to a kind of...
1199To me the unsung heroes of this #Covid_19 cris...[To me the unsung heroes of this #Covid_19 cri...positive152positive[-0.04374924674630165, 0.028920631855726242, 0...0.999916To me the unsung heroes of this #Covid_19 cris...
\n","

1200 rows × 8 columns

\n","
"],"text/plain":[" text ... document\n","0 @udaygosalia2002 @FlyFrontier That's horrible ... ... @udaygosalia2002 @FlyFrontier That's horrible ...\n","1 That’s such an awesome idea! Through the #cor... ... That’s such an awesome idea! Through the #cor...\n","2 https://t.co/UcxIQz49vU: Buying Choices: Effic... ... https://t.co/UcxIQz49vU: Buying Choices: Effic...\n","3 Thought the period of 'hamstering' was over in... ... Thought the period of 'hamstering' was over in...\n","4 Online shopping is booming, but warehouse work... ... Online shopping is booming, but warehouse work...\n","... ... ... ...\n","1195 Northland residents urged not to panic after s... ... Northland residents urged not to panic after s...\n","1196 “We can all now see that jobs that are never ... ... “We can all now see that jobs that are never ...\n","1197 So many Canadians were extremely ill prepared ... ... So many Canadians were extremely ill prepared ...\n","1198 The plummeting gas prices are due to a kind of... ... The plummeting gas prices are due to a kind of...\n","1199 To me the unsung heroes of this #Covid_19 cris... ... To me the unsung heroes of this #Covid_19 cris...\n","\n","[1200 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620203699292,"user_tz":-300,"elapsed":1693565,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"76a1b9bd-8add-43f1-f48d-65d23314c352"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.92 0.88 0.90 154\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.88 0.90 0.89 146\n","\n"," accuracy 0.89 300\n"," macro avg 0.60 0.59 0.60 300\n","weighted avg 0.90 0.89 0.89 300\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BD5OKO4Umc5U"},"source":["# 4. Test Model on 20 languages!"]},{"cell_type":"code","metadata":{"id":"OQ72hP9unML7","colab":{"base_uri":"https://localhost:8080/","height":793},"executionInfo":{"status":"ok","timestamp":1620203728331,"user_tz":-300,"elapsed":1722597,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d9e9580d-02dd-4ad8-d004-89741f14c78b"},"source":["train_df = pd.read_csv(\"/content/Corona_NLP_train_multi_lingual.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.93 0.86 0.89 44\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.91 0.93 0.92 56\n","\n"," accuracy 0.90 100\n"," macro avg 0.61 0.60 0.60 100\n","weighted avg 0.92 0.90 0.91 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textsentencetrained_sentimentorigin_indexysentence_embedding_labsetrained_sentiment_confidencedocument
0#Cheerios Hersteller @GeneralMills hat am Mitt...[#Cheerios Hersteller @GeneralMills hat am Mit...positive0positive[0.009235107339918613, -0.05358916521072388, 0...0.999428#Cheerios Hersteller @GeneralMills hat am Mitt...
1ต้องไปเยี่ยมชมเมื่อเช้านี้ซึ่งพวกเขาได้เปลี่ยน...[ต้องไปเยี่ยมชมเมื่อเช้านี้ซึ่งพวกเขาได้เปลี่ย...positive1positive[-0.0758102685213089, 0.023602206259965897, -0...1.000000ต้องไปเยี่ยมชมเมื่อเช้านี้ซึ่งพวกเขาได้เปลี่ยน...
2मुझे पहली बार Covid-19 के लक्षण होने के कारण ए...[मुझे पहली बार Covid-19 के लक्षण होने के कारण ...negative2negative[0.0010585618438199162, 0.014147249981760979, ...0.999945मुझे पहली बार Covid-19 के लक्षण होने के कारण ए...
3公元前2周的封锁期间更有可能死于饥饿，由于恐慌的买家，我们没有食物了。 ＃新冠病毒[公元前2周的封锁期间更有可能死于饥饿，由于恐慌的买家，我们没有食物了。 ＃新冠病毒]negative3negative[-0.01255110278725624, 0.034000057727098465, 0...1.000000公元前2周的封锁期间更有可能死于饥饿，由于恐慌的买家，我们没有食物了。 ＃新冠病毒
4Don't move around unnecessary \\r\\r\\r\\nStay at...[Don't move around unnecessary Stay at home., ...positive4positive[-0.02680176869034767, -0.006846072152256966, ...1.000000Don't move around unnecessary Stay at home. Us...
...........................
95Киберкылмышты жөнөкөйлөштүрүү максатында COVID...[Киберкылмышты жөнөкөйлөштүрүү максатында COVI...negative95negative[-0.016219787299633026, -0.07136883586645126, ...0.999979Киберкылмышты жөнөкөйлөштүрүү максатында COVID...
96Ich bin alles dafür, die Kurve zu glätten und ...[Ich bin alles dafür, die Kurve zu glätten und...negative96negative[-0.054645996540784836, -0.028411103412508965,...1.000000Ich bin alles dafür, die Kurve zu glätten und ...
97איר זוכט צו רעדן צו עמעצער וואָס אַרבעט אין אַ...[איר זוכט צו רעדן צו עמעצער וואָס אַרבעט אין א...positive97positive[-0.0533565990626812, -0.020032547414302826, -...1.000000איר זוכט צו רעדן צו עמעצער וואָס אַרבעט אין אַ...
98Comment les bureaux de poste gèrent le boom de...[Comment les bureaux de poste gèrent le boom d...positive98positive[-0.01647104136645794, -0.004591754637658596, ...0.999770Comment les bureaux de poste gèrent le boom de...
99Acabo de ver un artículo que dice que las pers...[Acabo de ver un artículo que dice que las per...positive99positive[-0.03019009903073311, 0.0009937069844454527, ...0.999859Acabo de ver un artículo que dice que las pers...
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100 rows × 8 columns

\n","
"],"text/plain":[" text ... document\n","0 #Cheerios Hersteller @GeneralMills hat am Mitt... ... #Cheerios Hersteller @GeneralMills hat am Mitt...\n","1 ต้องไปเยี่ยมชมเมื่อเช้านี้ซึ่งพวกเขาได้เปลี่ยน... ... ต้องไปเยี่ยมชมเมื่อเช้านี้ซึ่งพวกเขาได้เปลี่ยน...\n","2 मुझे पहली बार Covid-19 के लक्षण होने के कारण ए... ... मुझे पहली बार Covid-19 के लक्षण होने के कारण ए...\n","3 公元前2周的封锁期间更有可能死于饥饿，由于恐慌的买家，我们没有食物了。 ＃新冠病毒 ... 公元前2周的封锁期间更有可能死于饥饿，由于恐慌的买家，我们没有食物了。 ＃新冠病毒\n","4 Don't move around unnecessary \\r\\r\\r\\nStay at... ... Don't move around unnecessary Stay at home. Us...\n",".. ... ... ...\n","95 Киберкылмышты жөнөкөйлөштүрүү максатында COVID... ... Киберкылмышты жөнөкөйлөштүрүү максатында COVID...\n","96 Ich bin alles dafür, die Kurve zu glätten und ... ... Ich bin alles dafür, die Kurve zu glätten und ...\n","97 איר זוכט צו רעדן צו עמעצער וואָס אַרבעט אין אַ... ... איר זוכט צו רעדן צו עמעצער וואָס אַרבעט אין אַ...\n","98 Comment les bureaux de poste gèrent le boom de... ... Comment les bureaux de poste gèrent le boom de...\n","99 Acabo de ver un artículo que dice que las pers... ... Acabo de ver un artículo que dice que las pers...\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dzaaZrI4tVWc","executionInfo":{"status":"ok","timestamp":1620203731681,"user_tz":-300,"elapsed":1725929,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"7a6737c3-fabb-4c41-cc28-353af7a1240e"},"source":["# german for: '5000 people died because of COVID19 Today!!'\n","fitted_pipe.predict(\"5000 Menschen starben heute an COVID 19 !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[5000 Menschen starben heute an COVID 19 !!]negative0[-0.026059195399284363, -0.023131363093852997,...0.9999895000 Menschen starben heute an COVID 19 !!
\n","
"],"text/plain":[" sentence ... document\n","0 [5000 Menschen starben heute an COVID 19 !!] ... 5000 Menschen starben heute an COVID 19 !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"BbhgTSBGtTtJ","executionInfo":{"status":"ok","timestamp":1620203732295,"user_tz":-300,"elapsed":1726533,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d267ccba-2928-49ce-cb09-02008bf0ec46"},"source":["# german for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"Wir haben endlich ein Heilmittel gegen COVID gefunden !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Wir haben endlich ein Heilmittel gegen COVID ...positive0[-0.01908278465270996, -0.04215678572654724, -...0.755457Wir haben endlich ein Heilmittel gegen COVID g...
\n","
"],"text/plain":[" sentence ... document\n","0 [Wir haben endlich ein Heilmittel gegen COVID ... ... Wir haben endlich ein Heilmittel gegen COVID g...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"kYSYqtoRtc-P","executionInfo":{"status":"ok","timestamp":1620203733795,"user_tz":-300,"elapsed":1728022,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b36af752-e279-4999-832e-70a0a8844a76"},"source":["# Chinese for: '5000 people died because of COVID19 Today!!'\n","fitted_pipe.predict(\"5000人因今天的Covid 19人死了！ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[5000人因今天的Covid 19人死了！]negative0[-0.00861808005720377, -0.013505449518561363, ...0.9999035000人因今天的Covid 19人死了！
\n","
"],"text/plain":[" sentence ... document\n","0 [5000人因今天的Covid 19人死了！] ... 5000人因今天的Covid 19人死了！\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"06v9SD-QtlBU","executionInfo":{"status":"ok","timestamp":1620203734968,"user_tz":-300,"elapsed":1729187,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b5633db1-82b3-4109-8b7e-28f2b4f90718"},"source":["# Chinese for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"我们终于找到了治愈COVID的方法！ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[我们终于找到了治愈COVID的方法！]positive0[-0.01916874386370182, -0.0637722760438919, -0...0.990226我们终于找到了治愈COVID的方法！
\n","
"],"text/plain":[" sentence ... document\n","0 [我们终于找到了治愈COVID的方法！] ... 我们终于找到了治愈COVID的方法！\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DRNnuEeQz2pd","executionInfo":{"status":"ok","timestamp":1620203743114,"user_tz":-300,"elapsed":1737268,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0a57fdc4-1ce2-4408-dd24-fdab00fe945c"},"source":["# Turkish for: '5000 people died because of COVID19 Today!!'\n","fitted_pipe.predict(\"Bugün Covid 19 yüzünden 5000 kişi öldü !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Bugün Covid 19 yüzünden 5000 kişi öldü !, !]negative0[-0.019384179264307022, -0.01711968146264553, ...0.999918Bugün Covid 19 yüzünden 5000 kişi öldü !!
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"],"text/plain":[" sentence ... document\n","0 [Bugün Covid 19 yüzünden 5000 kişi öldü !, !] ... Bugün Covid 19 yüzünden 5000 kişi öldü !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aOSsiK6J0jWs","executionInfo":{"status":"ok","timestamp":1620203744278,"user_tz":-300,"elapsed":1738424,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"84ef5ca2-a6a8-4a5d-d2d0-b4d8c04fbc97"},"source":["# Turkish for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"Sonunda COVID'e bir tedavi bulduk !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Sonunda COVID'e bir tedavi bulduk !, !]positive0[-0.02832956612110138, -0.05583051219582558, -...0.83334Sonunda COVID'e bir tedavi bulduk !!
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"],"text/plain":[" sentence ... document\n","0 [Sonunda COVID'e bir tedavi bulduk !, !] ... Sonunda COVID'e bir tedavi bulduk !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XQ5VCtxw0pc0","executionInfo":{"status":"ok","timestamp":1620203744885,"user_tz":-300,"elapsed":1739025,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4540851c-64fb-41a7-8df1-bc2f77500939"},"source":["# Hebrew for: '5000 people died because of COVID19 Today!!'\n","fitted_pipe.predict(\"Bugün Covid 19 yüzünden 5000 kişi öldü !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Bugün Covid 19 yüzünden 5000 kişi öldü !, !]negative0[-0.019384179264307022, -0.01711968146264553, ...0.999918Bugün Covid 19 yüzünden 5000 kişi öldü !!
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"],"text/plain":[" sentence ... document\n","0 [Bugün Covid 19 yüzünden 5000 kişi öldü !, !] ... Bugün Covid 19 yüzünden 5000 kişi öldü !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"9w2ZHfns05A4","executionInfo":{"status":"ok","timestamp":1620203746112,"user_tz":-300,"elapsed":1740244,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0f1ff8a7-858a-49f9-9909-9de93a152a32"},"source":["# Hebrew for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"סוף סוף מצאנו תרופה ל- COVID !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[סוף סוף מצאנו תרופה ל- COVID !!]positive0[-0.038195837289094925, -0.05654338747262955, ...0.795063סוף סוף מצאנו תרופה ל- COVID !!
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[COVID 19 की वजह से 5000 लोग मारे गए !, !]negative0[-0.013016731478273869, -0.03924949839711189, ...0.999977COVID 19 की वजह से 5000 लोग मारे गए !!
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[COVID 19 аркасында 5000 кеше үлде Бүген !!]negative0[-0.02741607092320919, -0.032239750027656555, ...0.999982COVID 19 аркасында 5000 кеше үлде Бүген !!
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"],"text/plain":[" sentence ... document\n","0 [COVID 19 аркасында 5000 кеше үлде Бүген !!] ... COVID 19 аркасында 5000 кеше үлде Бүген !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"J06Xm_Ln4AYu","executionInfo":{"status":"ok","timestamp":1620203754331,"user_tz":-300,"elapsed":1748404,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ed2b4351-7c88-41a5-bc62-59b9f7ec0fbc"},"source":["\t\n","# Tartar for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"Ниһаять, без COVID өчен дәвалау таптык !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Ниһаять, без COVID өчен дәвалау таптык !!]positive0[-0.04030879586935043, -0.05435317009687424, -...0.99665Ниһаять, без COVID өчен дәвалау таптык !!
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
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"],"text/plain":[" sentence ... document\n","0 [5000 personnes sont mortes à cause du COVID 1... ... 5000 personnes sont mortes à cause du COVID 19...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"57NY2XoTMplM","executionInfo":{"status":"ok","timestamp":1620203756242,"user_tz":-300,"elapsed":1750304,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"58429410-71cb-441a-e96f-f34d566b4230"},"source":["# French for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"Nous avons finalement trouvé un remède à Covid !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Nous avons finalement trouvé un remède à Covi...positive0[-0.03685027360916138, -0.04665076732635498, -...0.746119Nous avons finalement trouvé un remède à Covid !!
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"],"text/plain":[" sentence ... document\n","0 [Nous avons finalement trouvé un remède à Covi... ... Nous avons finalement trouvé un remède à Covid !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SWbqMgAwOElC","executionInfo":{"status":"ok","timestamp":1620203758297,"user_tz":-300,"elapsed":1752342,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c7fd53a1-d40a-48ea-d3aa-e684e2b398b2"},"source":["# Khmer for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"ទីបំផុតយើងបានរកឃើញការព្យាបាលដើម្បី covid !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[ទីបំផុតយើងបានរកឃើញការព្យាបាលដើម្បី covid !, !]positive0[-0.029317181557416916, -0.054831378161907196,...0.997803ទីបំផុតយើងបានរកឃើញការព្យាបាលដើម្បី covid !!
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"],"text/plain":[" sentence ... document\n","0 [ទីបំផុតយើងបានរកឃើញការព្យាបាលដើម្បី covid !, !] ... ទីបំផុតយើងបានរកឃើញការព្យាបាលដើម្បី covid !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"beoCtm4xQf2P","executionInfo":{"status":"ok","timestamp":1620203758861,"user_tz":-300,"elapsed":1752900,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c942e4f9-f308-47b6-a9f4-6e6f3feb028f"},"source":["# Khmer for: 'Many people faced depression because of the virus '\n","fitted_pipe.predict(\"មនុស្សជាច្រើនប្រឈមនឹងជំងឺធ្លាក់ទឹកចិត្តដោយសារតែវីរុស\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[COVID 19дун айынан 5000 адам каза болду !!]negative0[-0.019092926755547523, -0.039794765412807465,...0.99999COVID 19дун айынан 5000 адам каза болду !!
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"],"text/plain":[" sentence ... document\n","0 [COVID 19дун айынан 5000 адам каза болду !!] ... COVID 19дун айынан 5000 адам каза болду !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"lh_ZSHlPaAHv","executionInfo":{"status":"ok","timestamp":1620203761857,"user_tz":-300,"elapsed":1755876,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5266f397-a6da-40f4-fe83-2e8b3b440984"},"source":["# Kygrgyz for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"Акыры, ковидди айыктырдык !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[Акыры, ковидди айыктырдык !!]positive0[-0.03051360882818699, -0.06864563375711441, -...0.95901Акыры, ковидди айыктырдык !!
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"],"text/plain":[" sentence ... document\n","0 [Акыры, ковидди айыктырдык !!] ... Акыры, ковидди айыктырдык !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"JWDr_LoCdJFn","executionInfo":{"status":"ok","timestamp":1620203762948,"user_tz":-300,"elapsed":1756961,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2391eedc-ebdd-4cef-c3c6-b373fa181092"},"source":["# Tamil for: '5000 people died because of COVID19 Today!!'\n","fitted_pipe.predict(\"5000 பேர் இன்று Covid 19 இன்று இறந்தனர் !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[5000 பேர் இன்று Covid 19 இன்று இறந்தனர் !!]negative0[-0.025186121463775635, -0.024766698479652405,...0.9998455000 பேர் இன்று Covid 19 இன்று இறந்தனர் !!
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"],"text/plain":[" sentence ... document\n","0 [5000 பேர் இன்று Covid 19 இன்று இறந்தனர் !!] ... 5000 பேர் இன்று Covid 19 இன்று இறந்தனர் !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Q6C0BmTtdJFp","executionInfo":{"status":"ok","timestamp":1620203763681,"user_tz":-300,"elapsed":1757690,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a4e6ae24-3b97-484e-bb1a-aada7194d2f0"},"source":["# Tamil for: 'We finally found a cure to COVID!!'\n","fitted_pipe.predict(\"COVID க்கு ஒரு தீர்வைக் கண்டுபிடித்தோம் !! \")\n","\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentencetrained_sentimentorigin_indexsentence_embedding_labsetrained_sentiment_confidencedocument
0[COVID க்கு ஒரு தீர்வைக் கண்டுபிடித்தோம் !!]positive0[-0.025669310241937637, -0.055228717625141144,...0.938791COVID க்கு ஒரு தீர்வைக் கண்டுபிடித்தோம் !!
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"],"text/plain":[" sentence ... document\n","0 [COVID க்கு ஒரு தீர்வைக் கண்டுபிடித்தோம் !!] ... COVID க்கு ஒரு தீர்வைக் கண்டுபிடித்தோம் !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620204830508,"user_tz":-300,"elapsed":2824512,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c651a7e8-e5b1-4301-c8c0-27b3cb80e2ff"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620205118429,"user_tz":-300,"elapsed":143057,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0f59858c-1558-4fc2-a0e4-1ced092d19c6"},"source":["stored_model_path = './models/classifier_dl_trained' \n","hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Everything is under control !')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttextsentence_embedding_from_disksentiment_confidenceorigin_indexsentimentsentence
0Everything is under control !Everything is under control ![[-0.028107844293117523, -0.06088888645172119,...[0.99999535]8589934592[positive][Everything is under control !]
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"],"text/plain":[" document ... sentence\n","0 Everything is under control ! ... [Everything is under control !]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UqXHHH-TQTuu","executionInfo":{"status":"ok","timestamp":1620205246123,"user_tz":-300,"elapsed":1036,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c5c78a95-5c5a-4a68-b9a7-560dd63d27fc"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3651e736) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@3651e736\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['sentiment_dl@labse'] has settable params:\n","pipe['sentiment_dl@labse'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@labse'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@labse'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"SVEOEnXdwhIz"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_reddit.ipynb b/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_reddit.ipynb deleted file mode 100644 index 76224b4c..00000000 --- a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_reddit.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_multi_lingual_training_sentiment_classifier_demo_reddit.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_reddit.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 class Reddit comments sentiment classifier training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
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2lYw5+uFcWvxkk1Zb5YYN/JiS7X33dD6l1xgz919PmNJ/Srb67a2c0ivMbmvRKXvcdjXjsx06aY6rntYQCIEQCIEQuIxAkuZlvNI7BEIgBELgxASSNE9s/KgeAiEQAiFwGYEkzct4pXcIhEAIhMCJCSRpntj4UT0EQiAEQuAyAkmal/FK7xAIgRAIgRMTSNI8sfGjegiEQAiEwGUEkjQneOmzf63PBU4MfWrmw/b++c2eMekTAiEQAiGwTQJJmhN2GUuafAB66FdOJDZJUyT6Sv+Qc+vD9kNS/EP6+jIISn1DEOM4V9u1N0FD89+z/lpmzkNcKGGpb8Tyes6PcgO4BjP5QOVav2RD/c5WOvO6/7ztkn1/D4ZJmjOo9yTNGeJPN5Tg4huG4FM3Vy8UBX02Iwely0I2f3s/lmSGP/uPUlc2da7avpfrqsccP6vM8DP3qzrXXhgtvc4xxpXRWN+l13WNvF0nTZ4CCYRA5w6YO2EPjADxOxjdRTuosXZv842gp8+xu3A2k9bkiYC5q5O06uocrOXIR01y6FoD0iX6M1ZvAcQS7jq8XXV7K5dmho+5n1cetO3dD9dmVhkdwc+qH1x6DYMPHz48vb2oY5e2R5W/xvXukyYJSUmpGqAmJyVXjMjR69BDwaRnfKtPK4j7HFWPVv81nOGeMtHRf9FEOrdudHrW6cGrymZ8q65H7pb6VB3mMKuyqp4tP6599nBd9VyaGTFGPqt9PHYjsgdmc9dIbCNp8kCjBw3dfC1pj7nr7B2/+6TpgRallXzksDKOgHgwJRDwNOhPIOrnpWR6Hec9gWSoj8tkrTgVfSW33pl5/7qOI1xr81zzg8pV/xZz7O7Bi/O9//+5JZlN+Zfvm8p7T9e3YMYc3MiTIOB69qPuNfan4u6S9rgV50MmTe5o/v777+dXtw6zbn7dGeLg9dWuxg0FlFZw1hiVQ328nnNPkr4m3ZlRsvajHh5odBOjGx9d9+oOp8rK5cPy4eHhyd7U7/VwncToGmaSIxmVB/459v86a/8tX0tXfED6LskMmboZ01xDcWXLnJZcW425yFadGM21x5LrnZJ1yKSJQbQR/E6vVeeAGNdy8DWSptbCJkO+r5O61jp8rUc7Fw/nwIaqbxKm9O4N8PVGZUruFtuXYgbzMX9jX/B3hGNNZkOyeepUgj4Cw0t1wL+q/3BN/RCzS/f9pWua0/9QSZNAqMd+oGAU/f9OrnFcv67ghoJHy+iM1V3S2IZgTTgAfeuBXP1Gp7dLLu1nOtBXd+nozXUN5rJxrRenngCPjKM8Oc1lJl8b8uEjsZKPrMVMCcATBFzdp7WGM5XVh+p1jz22xGv3SVP/74DHe3/EF2QMorbqvN5GH0+o2gAaq9I3BHOwKdTm8qvsKp+xClhVprdJNuVQYJOuRyidWysxsuHg3GobC1Au1+18dmb4XoslXLQHWv65d27uDy39x/xsjJn2tPatx4S9M5uz/qE4KZlT9lC/LZS7T5pbfozfgoGzhhAIgRAIgeUIJGkuxzKSQiAEQiAEDk4gSfPgBo56IRACIRACyxHYddJcDkMkhUAIhEAIhMA0gSTNaUbpEQIhEAIhEAJPBJI04wghEAIhEAIh0EkgSbMTVLqFQAiEQAiEQJJmfCAEQiAEQiAEOgkkaXaCSrcQCIEQCIEQSNKMD4RACIRACIRAJ4EkzU5Q6RYCIRACIRACSZrxgRAIgRAIgRDoJJCk2Qkq3UIgBEIgBEIgSTM+EAIhEAIhEAKdBJI0O0GlWwiEQAiEQAgkacYHQiAEQiAEQqCTQJJmJ6h0C4EQCIEQCIEkzfhACIRACIRACHQSSNLsBJVuIRACIRACIZCkGR8IgRAIgRAIgU4CSZqdoNItBEIgBEIgBJI04wMhEAIhEAIh0EkgSbMTVLqFQAiEQAiEQJJmfCAEQiAEQiAEOgkkaXaCSrcQCIEQCIEQSNKMD4RACJyOwNevXx9fvXr19Pf27dvHX79+dTH4+PHj8ziNp/z27duL8d6P8zMcP378eHz9+vVjS1/n8f79+8ffv3+/QHKtPV4IudFFkuaNQGeaEAiBbRAgwXmiJKC3AnnPakkUb968eaTkIBkgq5U4euTttQ9JD70/fPjwL93hLR4tPkva4xb8dp80uUNkA+iuT8YRPBlJ7b5Z6FPHa/NonN9B4hiSzyZ59+7d48+fP5/n11jN7XdP3IFpY6kd2VoXJf055ICsQUerTm0pQyAE+ghoX2uvMaomvj5J/+uFHMUEajxBXCJnz33h9+nTpycVYOE8Wnp5LFvaHq35lq7bfdL88uXL86sVJUAlOhlkyIjq7xtIgDVWsqj3DYKjkAiVDCVL/Wl/eHiQuH8lQvpp7HOn/5/UTay1tNZZx+Y6BEJgmAD7lJtd9hiH9i03rdq7w6NftlRZtBJrSCB+I3+p3Jez7Ovq0qRZGc6xx61I7T5pVlAYTckFZ61Plt6ffvXpUO1KVO7wraTp7T635Khkk7JZcQrJ1jrVx0uX5WO9T85DIAQuI6Ag/f3796e9r2Tp+61XoscDxmhfe8whPgzdHPfOs6d+cORv6CCWwUNxc0l7DM25dP3ukybw/RXn1GtOBzhmYG0AGZdxvkmmEpnG+9q0mXQ35bJ9XZzTpoTOvGMJto7NdQiEQJuA9p6SJb20V8f2Y5UmOT6mJadVV2Ud6XospoqZxzLVzbXHLRnuOmnWuxbAYTQZxRNPCyr9hu6KWs7u/aeSJnKV9Jjb+7dk1/XhTDyZckfM/1xnfI4QCIF5BLT3FCOQpr12yR5jvO9vrcrjD3Waz5Or+h6xRP9WTFVyrG3iM9cet2S5+6Tp/3INx/QnTRnKDeJw2ST+qsDbqjElW0b3JOjjdO7OI1l60qQPa/JrjfOSPuin/8nubTkPgRC4jgD7yl+Zcl0ToGJDrWdGxZVWIqTO93W9vm7F+xnlcU+rFi/FTtWr7LGH+m6h3HXSBCCG0CtQHJynMoygQwZTH3do+mhzqN03ibdR//nz5+e7qKmk6WORzVj9P02tjXVqXkpft6+ttTklI2UIhMDlBHzv+Z6XJO3fVhsxp1WvsS67xhv1OVJZY6ximpKk81Abpcc17zPGdgvcdp80twBxrTVMJea15o3cEAiBEAiBNoEkzTaXu9fqlS53YDlCIARCIAS2QSBJcxt2eF6FkiWvL/R647kxJyEQAiEQAnclkKR5V/yZPARCIARCYE8EkjT3ZK2sNQRCIARC4K4EkjTvij+Th0AIhEAI7IlAkuaerJW1hkAIhEAI3JVAkuZd8WfyEAiBEAiBPRFI0tyTtU6wVv+Q86UfDPcvuuBfH/u3vvBBav9g9ZH+ZfK1zFofSm99sBxWzvIIbrgWM//X72f7F/D6QojW3vK92fKxa+1xD19M0rwH9czZJFC/coyN1tpgzcH//3Yo/5aRoX4KbGzUvR9zmJE04UvZOpRU+TYr/7rKVt891a3JDJ+SX4mfrvfE6NK1oiO+lB+hvpTcwv1xboyAMbjT5fcpKT2QyjH1FFHvchQg1e5PL8hHFl+Kjtx6Z1hl+7w9quJImtfv1OumRVat012bxlP62nvm31Mf2ckDDAwuCdbYHo49B319rp4xW+szlxn+jU9Ttg6+8xgbXGqHlqyt1K3NrOqJn9WYVPvs/Rr/0Pdj9+irBIst5trjHuw2/aRJACRZUGIMksbPnz9f/IjsnB+hlnwlIw8O1Zi67t0AyBr6EWolYw/wOJJkay4Fdfp50r2Ho6w9J0zm/jgw/Jzp0JrrXEP9tl5f9ZBfac9MrZ/+Y0lT431fqG6v5a2YiQ8+qX2tuiOXPfp60pxrj3uw3HzS1NMdxgB2hVyhqR/1BFAlxNpP7Z6MlKwY1xpL8Khfut6S26qrY2uS9J//qkEKndGjJyG05t5Dnew658eBsb0/meumQ/pzrXb67v2Yy0x+JSa+F5xN9Udv29v5rZjBhf06xHRv3HrXy74a21v4EkwUy+bao3ddS/bbfdIEvja9SgVLSiXdFjTGDrW32mria8lUnRKw1kTpCdxlcU7SZAyHgpn0YC0+VnMcqZTOcEJfDjHU9SX6Sp4Y1rFTvlH7b/FaOi7FDM6tII9/XvKafIustKZbMvPkoPmPXo4lTbH3Pam6pXz4Fnx3nTTZzNUxMZqMQhAYSorAHWunrSaqVt2QkViHz+1JkjGeEFiv1uxtOJL+mPvIh3g4BzaUv7K9VH/3hTq22qO27+F6aWZDvI+UNG/BTHHJfXkP/rTEGoeSppIj7X4sbQ+Xvdb57pOm3wGTWEgyclYZStcVIv09sXl7Hdsyrvev5+48GluTMOvSb3Qyn46xdanPEUt4+JMO19U+Cki1vvKAocuq7W6f2ran6yWZwaTF9UhJE9uuyUz+yRxnPFr7SrGUttbRY4/WuHvV7TppAg1D6GmMDc9rTndYGUx9PHFNJac6dsjoLeNp82je1o9QS36VqySrsSpZ79EPbCd9hwI4ybC2iaXGup1h5nLpU5nvmavrVrmgl3yxtuFP4tVi4nLVb+xGZE8MXbfKZQ4zj0dHYzZk37r3pLf2mLNWG6XHM+/TssfQ3Peo33TSvAeQLczZSubU1USwhbVmDSEQAiFwJgJJmhu0Nndd9W6Lu7Zat8GlZ0khEAIhcGgCSZobNG/r9WwS5gYNlSWFQAicjkCS5ulMHoVDIARCIASuJZCkeS25jAuBEAiBEDgdgSTN05k8CodACIRACFxLIEnzWnIZFwIhEAIhcDoCm0ma+pyOf3Znyhp8PmjON8ZMya/t/AtW1pkjBEIgBELgnAQOnzT5YPe1X7JeXSJJsxJZ/lo3T3z4+ZLPpXKz5R+c1rk+YM1KOVf9kf418rXMnIe4UNYbV+/nPJe3/u0krsGs9a/e4XmUL4SYso6+RKPlI+5Drb13rT2m1rRG+2aS5jXK9TxpJmleQ/Y+Y+oXOLDRWhusZ3UKYGxGDkqXhezW5u6RvaU+SzJjr/jXUorhETi5zdZk5vNwXueq7Ue51v7iG9mqv8BAdS2fqozo63t1a4xmJ00UVGCScgIDDI76NUve39tad2Terrth9VPS1I9T0y7YrXGtuz7WIrn1yUZ6qJ3S1y59h0qXrTXTtzpJq053bT53Xd/QvHusF2vnW4P4JXr5zZJ8Qf6IHG+/RO6W+i7NDPYKbugJL7/eku7XrmVtZnVdrfhY++z9mr2UH6G+wIp1ozFUjsmm07mCYSuAMUYJEAP4gdNp49JG8lHwkywlE12rHTljwZF+Gktf1qiky7XPrWvpwfXYwbz5EeoxQi/bqv1lS24a3J4vRw1febCqshnVqhuWts2WqsMcZlUWGsOQYMge0c3bNbbYEr2q59LMXNex2OP9jnReY2ZLN4+zS9qjNdcadbOfNNlEgOJQoHIQOI7/ViT9gKYxUsrHeB0bVhu1lYDrPwTSGiRjzHHpK9n09zW0xlXZmqOnrPKcAXrBiD4clP6ajHU5h5759tZH7Of8CLV0rqypx3b86eDcn/5Vv6dySWbujzDQXvObSvZKmP3jIZXZPy3/O5sTL6qsvVzXfVbXzd6sDz7E8CX2fZ1rrevZSRMIBPw///zzKSh9+fLlKfnwxMamZqPpLtVLD2AopwCAPB3auOpLW00m1yZNyfY1ca6gwFz1HxBdsgla8j0AuXzO/cYCFvRlU3LA0MeKz5FK6YwNdCMjhrru1be1cV0+c/AWQD7aK3dr/VwnMbqGmeRIBnq25LTqtsZkaj3Sda6fSY4z87lrrPK2I5+39p70FTPFNepVN9cemuMW5eykidIEH4IQMEiaOJKSAOf+ynNIKeTUBEhfjABQ/VXgdUxNbJ6cfO6pANAaV2W7vHpOX9e7yvP50cn1Upt0doeq8xzlWjo7hyGfGNO5N1jRTz46Jm/LbUsxg7n7qnSu/q75hhKFxm25lA5z/WyImXSHHX9nO4b0VnKsTJayxy05L5Y0+b1IAhHO5OAEy520pWArQNZEU8e1xjC3z6X5WxudfkNPcHUcfUleLruux6+dgRyjzlaUwK8AAAI8SURBVIWs/Aj1P9TgoSd9armuwRyfoE+tlxTnrrpaIsPfWNT2PV3PZVb93HVnz7jP1mvvu6fzNZnB4Uj+daldW/tPPkZb6+ixR2vcvepmJ00lBAUxBTVA6BC01pMTG9HrOffACejaLtnInXrSZA0+h8umDVkuX3rUcayDvppbug2V4iDZ+RHqIVIv690ebgv1EtdWG3au9tU4l+uJQO17Ll23FpcxZvh1a4x4uOwjcXO9Wvpfy0zxcChBiOuRylZ8J+6JgbNWPKRkv+rwPi17qN8WytlJc00lcNz6/xWpO8pTwhA7nKk6DnVHClpDuqc+BEIgBLZMYNNJs5UouCM5evJAx5o0p54ItuxkWVsIhEAIHIXAppMmkEkW/kh/9ISJznrF43rXJHoUB4weIRACIbAnAptPmnuCmbWGQAiEQAgcm0CS5rHtG+1CIARCIAQWJJCkuSDMiAqBEAiBEDg2gSTNY9s32oVACIRACCxIIElzQZgRFQIhEAIhcGwCSZrHtm+0C4EQCIEQWJBAkuaCMCMqBEIgBELg2ASSNI9t32gXAiEQAiGwIIEkzQVhRlQIhEAIhMCxCSRpHtu+0S4EQiAEQmBBAkmaC8KMqBAIgRAIgWMTSNI8tn2jXQiEQAiEwIIEkjQXhBlRIRACIRACxyaQpHls+0a7EAiBEAiBBQkkaS4IM6JCIARCIASOTSBJ89j2jXYhEAIhEAILEkjSXBBmRIVACIRACBybQJLmse0b7UIgBEIgBBYk8F+EVKkBQwdUAwAAAABJRU5ErkJggg==)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620202060181,"user_tz":-300,"elapsed":115170,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"99ce15aa-7eec-4c6c-8dd8-d6206ed07954"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:05:45-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 08:05:45 (31.4 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 66kB/s \n","\u001b[K |████████████████████████████████| 153kB 33.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Reddit Sentiment dataset \n","https://www.kaggle.com/cosmos98/twitter-and-reddit-sentimental-analysis-dataset\n","#Context\n","\n","This is was a Dataset Created as a part of the university Project On Sentimental Analysis On Multi-Source Social Media Platforms using PySpark."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620202061148,"user_tz":-300,"elapsed":116120,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"52a1546e-3754-4a78-f04e-6902510b4a56"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/Reddit_Data_multi_lingual.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:07:39-- http://ckl-it.de/wp-content/uploads/2021/02/Reddit_Data_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 193200 (189K) [text/csv]\n","Saving to: ‘Reddit_Data_multi_lingual.csv’\n","\n","Reddit_Data_multi_l 100%[===================>] 188.67K 505KB/s in 0.4s \n","\n","2021-05-05 08:07:40 (505 KB/s) - ‘Reddit_Data_multi_lingual.csv’ saved [193200/193200]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620202061743,"user_tz":-300,"elapsed":116696,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f7ee1f9f-309e-42a5-baad-254d471d27ee"},"source":["import pandas as pd\n","train_path = '/content/Reddit_Data_multi_lingual.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
363regardless the opposition all girouds goals ha...positive
346lost count the amount times possible debris h...negative
254true india needs top universities and not fdi...positive
102hishammuddin sounding super tired today edit s...negative
212these two observations will help you understan...negative
.........
522holy shit what you for livingnegative
466jizzed hard just readingnegative
378who will moderate the debate and which channel...positive
366was pro congress long time ago long time befo...negative
238does that mean you guys are leaving india yaynegative
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480 rows × 2 columns

\n","
"],"text/plain":[" text y\n","363 regardless the opposition all girouds goals ha... positive\n","346 lost count the amount times possible debris h... negative\n","254 true india needs top universities and not fdi... positive\n","102 hishammuddin sounding super tired today edit s... negative\n","212 these two observations will help you understan... negative\n",".. ... ...\n","522 holy shit what you for living negative\n","466 jizzed hard just reading negative\n","378 who will moderate the debate and which channel... positive\n","366 was pro congress long time ago long time befo... negative\n","238 does that mean you guys are leaving india yay negative\n","\n","[480 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":844},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620202564226,"user_tz":-300,"elapsed":619161,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ab472698-fd23-4188-f48c-cf83cb702cb5"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(60) \n","trainable_pipe['sentiment_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.97 0.98 0.98 240\n"," positive 0.98 0.97 0.97 240\n","\n"," accuracy 0.97 480\n"," macro avg 0.98 0.97 0.97 480\n","weighted avg 0.98 0.97 0.97 480\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textorigin_indexsentence_embedding_labseydocumenttrained_sentiment_confidencetrained_sentimentsentence
0regardless the opposition all girouds goals ha...363[0.016946014016866684, -0.04248768463730812, 0...positiveregardless the opposition all girouds goals ha...0.999915positive[regardless the opposition all girouds goals h...
1lost count the amount times possible debris h...346[-0.0054521397687494755, 0.033800169825553894,...negativelost count the amount times possible debris ha...0.999966negative[lost count the amount times possible debris h...
2true india needs top universities and not fdi...254[-0.026513056829571724, 0.022836964577436447, ...positivetrue india needs top universities and not fdi ...0.999881positive[true india needs top universities and not fdi...
3hishammuddin sounding super tired today edit s...102[-0.024292560294270515, 0.001604165299795568, ...negativehishammuddin sounding super tired today edit s...0.999243negative[hishammuddin sounding super tired today edit ...
4these two observations will help you understan...212[0.01662716642022133, 0.009799161925911903, 0....negativethese two observations will help you understan...0.992540negative[these two observations will help you understa...
...........................
475holy shit what you for living522[0.009813179261982441, -0.07502918690443039, 0...negativeholy shit what you for living0.999532negative[holy shit what you for living]
476jizzed hard just reading466[0.021288076415657997, -0.032137248665094376, ...negativejizzed hard just reading0.999912negative[jizzed hard just reading]
477who will moderate the debate and which channel...378[0.02036549150943756, 0.0054930429905653, -0.0...positivewho will moderate the debate and which channel...0.998263positive[who will moderate the debate and which channe...
478was pro congress long time ago long time befo...366[4.2188377847196534e-05, 0.005828899797052145,...negativewas pro congress long time ago long time befor...0.998717negative[was pro congress long time ago long time befo...
479does that mean you guys are leaving india yay238[0.004341824445873499, -0.024586506187915802, ...negativedoes that mean you guys are leaving india yay0.999851negative[does that mean you guys are leaving india yay]
\n","

480 rows × 8 columns

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"],"text/plain":[" text ... sentence\n","0 regardless the opposition all girouds goals ha... ... [regardless the opposition all girouds goals h...\n","1 lost count the amount times possible debris h... ... [lost count the amount times possible debris h...\n","2 true india needs top universities and not fdi... ... [true india needs top universities and not fdi...\n","3 hishammuddin sounding super tired today edit s... ... [hishammuddin sounding super tired today edit ...\n","4 these two observations will help you understan... ... [these two observations will help you understa...\n",".. ... ... ...\n","475 holy shit what you for living ... [holy shit what you for living]\n","476 jizzed hard just reading ... [jizzed hard just reading]\n","477 who will moderate the debate and which channel... ... [who will moderate the debate and which channe...\n","478 was pro congress long time ago long time befo... ... [was pro congress long time ago long time befo...\n","479 does that mean you guys are leaving india yay ... [does that mean you guys are leaving india yay]\n","\n","[480 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620202588231,"user_tz":-300,"elapsed":643159,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"8c0c8d1d-add3-4c3b-cf49-3a4827e0a8f8"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.79 0.75 0.77 60\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.79 0.77 0.78 60\n","\n"," accuracy 0.76 120\n"," macro avg 0.53 0.51 0.52 120\n","weighted avg 0.79 0.76 0.77 120\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BD5OKO4Umc5U"},"source":["#4. Test Model with 20 languages!"]},{"cell_type":"code","metadata":{"id":"OQ72hP9unML7","colab":{"base_uri":"https://localhost:8080/","height":759},"executionInfo":{"status":"ok","timestamp":1620202610653,"user_tz":-300,"elapsed":665574,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3c13a8e2-a7fa-42ff-f622-583ca3ea8b9d"},"source":["train_df = pd.read_csv(\"Reddit_Data_multi_lingual.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.81 0.81 0.81 48\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.82 0.81 0.82 52\n","\n"," accuracy 0.81 100\n"," macro avg 0.55 0.54 0.54 100\n","weighted avg 0.82 0.81 0.81 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textorigin_indexsentence_embedding_labseydocumenttrained_sentiment_confidencetrained_sentimentsentence
0je pravda, že přerušili moc, jaký kongres douc...0[0.047071367502212524, -0.023074660450220108, ...positiveje pravda, že přerušili moc, jaký kongres douc...0.999991positive[je pravda, že přerušili moc, jaký kongres dou...
1今月のようにジルーをより良く仕上げる1[-0.01690051332116127, -0.02084467001259327, -...positive今月のようにジルーをより良く仕上げる0.999995positive[今月のようにジルーをより良く仕上げる]
2נראה חרא עכשיו אבל עדיין גאה2[-0.02598223276436329, -0.02113635465502739, -...positiveנראה חרא עכשיו אבל עדיין גאה0.978773positive[נראה חרא עכשיו אבל עדיין גאה]
3פלור הבוער שונא את האל הרע הטוב ביותר3[-0.044415801763534546, -0.01080454234033823, ...negativeפלור הבוער שונא את האל הרע הטוב ביותר0.999930negative[פלור הבוער שונא את האל הרע הטוב ביותר]
4पूछ सकते हैं कि आप इस शक्तिशाली चीज़ के साथ क्...4[0.040694039314985275, -0.02741238661110401, 0...positiveपूछ सकते हैं कि आप इस शक्तिशाली चीज़ के साथ क्...0.980074positive[पूछ सकते हैं कि आप इस शक्तिशाली चीज़ के साथ क...
...........................
95这并不奇怪95[0.026199784129858017, -0.0617312416434288, -0...positive这并不奇怪0.997505positive[这并不奇怪]
96এই পোস্টটি বিধি লঙ্ঘন করে সর্বশেষে আপনার ছাগল ...96[0.03437668830156326, -0.033291902393102646, -...negativeএই পোস্টটি বিধি লঙ্ঘন করে সর্বশেষে আপনার ছাগল ...0.999943negative[এই পোস্টটি বিধি লঙ্ঘন করে সর্বশেষে আপনার ছাগল...
97سنا ہے براہ راست لائن نریندر مودی ہے جو کسی بھ...97[-0.0582120455801487, 0.05610273778438568, 0.0...positiveسنا ہے براہ راست لائن نریندر مودی ہے جو کسی بھ...0.999853positive[سنا ہے براہ راست لائن نریندر مودی ہے جو کسی ب...
98allah lanet olsun bu şərhlərə hindistandan çox...98[-0.02142353542149067, 0.011710312217473984, -...negativeallah lanet olsun bu şərhlərə hindistandan çox...0.972011positive[allah lanet olsun bu şərhlərə hindistandan ço...
99อัห์มดาบาดมีโอกาสที่จะกลายเป็นเมืองรถไฟใต้ดินท...99[0.003569604828953743, 0.017301399260759354, -...positiveอัห์มดาบาดมีโอกาสที่จะกลายเป็นเมืองรถไฟใต้ดินท...0.999819positive[อัห์มดาบาดมีโอกาสที่จะกลายเป็นเมืองรถไฟใต้ดิน...
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" text ... sentence\n","0 je pravda, že přerušili moc, jaký kongres douc... ... [je pravda, že přerušili moc, jaký kongres dou...\n","1 今月のようにジルーをより良く仕上げる ... [今月のようにジルーをより良く仕上げる]\n","2 נראה חרא עכשיו אבל עדיין גאה ... [נראה חרא עכשיו אבל עדיין גאה]\n","3 פלור הבוער שונא את האל הרע הטוב ביותר ... [פלור הבוער שונא את האל הרע הטוב ביותר]\n","4 पूछ सकते हैं कि आप इस शक्तिशाली चीज़ के साथ क्... ... [पूछ सकते हैं कि आप इस शक्तिशाली चीज़ के साथ क...\n",".. ... ... ...\n","95 这并不奇怪 ... [这并不奇怪]\n","96 এই পোস্টটি বিধি লঙ্ঘন করে সর্বশেষে আপনার ছাগল ... ... [এই পোস্টটি বিধি লঙ্ঘন করে সর্বশেষে আপনার ছাগল...\n","97 سنا ہے براہ راست لائن نریندر مودی ہے جو کسی بھ... ... [سنا ہے براہ راست لائن نریندر مودی ہے جو کسی ب...\n","98 allah lanet olsun bu şərhlərə hindistandan çox... ... [allah lanet olsun bu şərhlərə hindistandan ço...\n","99 อัห์มดาบาดมีโอกาสที่จะกลายเป็นเมืองรถไฟใต้ดินท... ... [อัห์มดาบาดมีโอกาสที่จะกลายเป็นเมืองรถไฟใต้ดิน...\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"o0vu7PaWkcI7","executionInfo":{"status":"ok","timestamp":1620202612106,"user_tz":-300,"elapsed":667020,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"83b39dee-e5bf-4037-f355-c87b32d619ae"},"source":["fitted_pipe.predict(\"I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away... \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.023606013506650925, -0.02828284353017807, ...I am depressed because of my recent break up a...0.999837negative[I am depressed because of my recent break up ...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [I am depressed because of my recent break up ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1ykjRQhCtQ4w","executionInfo":{"status":"ok","timestamp":1620202613609,"user_tz":-300,"elapsed":668514,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b90ac718-5b5b-4334-8f8c-c06312b9f923"},"source":["fitted_pipe.predict(\"The love of my life proposed me , I feel like the happiest person alive!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.0050350213423371315, 0.022905258461833, -0...The love of my life proposed me , I feel like ...0.999997positive[The love of my life proposed me , I feel like...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [The love of my life proposed me , I feel like...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dzaaZrI4tVWc","executionInfo":{"status":"ok","timestamp":1620202614500,"user_tz":-300,"elapsed":669398,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3b22dcbf-bd9e-416a-db54-a8862ba2dd9d"},"source":["# German for:'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"Die Liebe meines Lebens schlug mich vor, ich fühle mich wie die glücklichste Person am Leben!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[0.006932601798325777, -0.008974265307188034, ...Die Liebe meines Lebens schlug mich vor, ich f...0.999992positive[Die Liebe meines Lebens schlug mich vor, ich ...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Die Liebe meines Lebens schlug mich vor, ich ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"BbhgTSBGtTtJ","executionInfo":{"status":"ok","timestamp":1620202615621,"user_tz":-300,"elapsed":670514,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"62299b8b-83e7-4dc3-81a4-9f5007a47024"},"source":["# German for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Ich bin wegen meiner kürzlichen Trennung depressiv und verbringe meine ganze Zeit damit zu weinen. Ich möchte, dass die Schmerzen verschwinden ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.04037578031420708, -0.019928034394979477, ...Ich bin wegen meiner kürzlichen Trennung depre...0.999968negative[Ich bin wegen meiner kürzlichen Trennung depr...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Ich bin wegen meiner kürzlichen Trennung depr...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"kYSYqtoRtc-P","executionInfo":{"status":"ok","timestamp":1620202616139,"user_tz":-300,"elapsed":671022,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ac2f9602-4983-44f2-c91b-360938c72845"},"source":["\n","# Chinese for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"由于最近的分手，我感到沮丧，我花了所有的时间哭泣，我希望痛苦能够消失... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.04107382893562317, -0.04438788816332817, 0...由于最近的分手，我感到沮丧，我花了所有的时间哭泣，我希望痛苦能够消失...0.999859negative[由于最近的分手，我感到沮丧，我花了所有的时间哭泣，我希望痛苦能够消失., ..]
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [由于最近的分手，我感到沮丧，我花了所有的时间哭泣，我希望痛苦能够消失., ..]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"06v9SD-QtlBU","executionInfo":{"status":"ok","timestamp":1620202617533,"user_tz":-300,"elapsed":672409,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2fc34b26-a698-4526-a3d5-183ed34d17d2"},"source":["# Chinese for : \"The love of my life proposed me , I feel like the happiest person alive!\"\n","fitted_pipe.predict(\"我一生的爱向我提出了我，我感觉自己是最幸福的人！\")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.025317609310150146, -0.04454464837908745, ...我一生的爱向我提出了我，我感觉自己是最幸福的人！0.999999positive[我一生的爱向我提出了我，我感觉自己是最幸福的人！]
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [我一生的爱向我提出了我，我感觉自己是最幸福的人！]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VMPhbgw9twtf","executionInfo":{"status":"ok","timestamp":1620202618119,"user_tz":-300,"elapsed":672985,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3fd472f3-82f1-4d75-ed3d-a858600ddeca"},"source":["# Afrikaans for 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"Die liefde van my lewe het my voorgestel, ek voel soos die gelukkigste persoon wat lewendig is!\")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.017393874004483223, 0.005962136201560497, ...Die liefde van my lewe het my voorgestel, ek v...1.0positive[Die liefde van my lewe het my voorgestel, ek ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Die liefde van my lewe het my voorgestel, ek ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"zWgNTIdkumhX","executionInfo":{"status":"ok","timestamp":1620202619781,"user_tz":-300,"elapsed":674637,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5ad4ba58-3460-4af1-defe-80a0dfba2782"},"source":["# Afrikaans for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Ek is depressief as gevolg van my onlangse breuk en ek spandeer al my tyd om te huil, ek wil hê dat die pyn moet verdwyn ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.042933885008096695, -0.0334482416510582, 0...Ek is depressief as gevolg van my onlangse bre...0.999771negative[Ek is depressief as gevolg van my onlangse br...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Ek is depressief as gevolg van my onlangse br...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"rSEPkC-Bwnpg"},"source":["# The model understands Vietnamese\n","![vi](https://www.worldometers.info/img/flags/small/tn_vm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"wCcTS5gIu511","executionInfo":{"status":"ok","timestamp":1620202620213,"user_tz":-300,"elapsed":675061,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"71a93eee-b909-4c1e-f7d0-f1a496171bc1"},"source":["# Vietnamese for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('Tình yêu của đời tôi đề xuất tôi, tôi cảm thấy như người hạnh phúc nhất còn sống!')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.03576832264661789, -0.017268849536776543, ...Tình yêu của đời tôi đề xuất tôi, tôi cảm thấy...0.999889positive[Tình yêu của đời tôi đề xuất tôi, tôi cảm thấ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Tình yêu của đời tôi đề xuất tôi, tôi cảm thấ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"lpQmMRA59REb","executionInfo":{"status":"ok","timestamp":1620202621694,"user_tz":-300,"elapsed":676532,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"99eae0ce-ebc7-4709-efd8-c4d91cecb967"},"source":["# Vietnamese for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Tôi chán nản vì cuộc chia tay gần đây và tôi dành toàn bộ thời gian để khóc, tôi muốn nỗi đau qua đi ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.009116670116782188, -0.007585291285067797,...Tôi chán nản vì cuộc chia tay gần đây và tôi d...0.99989negative[Tôi chán nản vì cuộc chia tay gần đây và tôi ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Tôi chán nản vì cuộc chia tay gần đây và tôi ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"IlkmAaMoxTuy"},"source":["# The model understands Japanese\n","![ja](https://www.worldometers.info/img/flags/small/tn_ja-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"1IfJu3q8wwUt","executionInfo":{"status":"ok","timestamp":1620202622270,"user_tz":-300,"elapsed":677098,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6b526a54-20ce-42e0-fdcd-68cb2f52ef4d"},"source":["\n","# Japanese for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('私の人生の愛は私を提案しました、私は生きている最も幸せな人のように感じます！')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.011561010964214802, 0.00965394638478756, -...私の人生の愛は私を提案しました、私は生きている最も幸せな人のように感じます！1.0positive[私の人生の愛は私を提案しました、私は生きている最も幸せな人のように感じます！]
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [私の人生の愛は私を提案しました、私は生きている最も幸せな人のように感じます！]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"h3k7_PFhxOve","executionInfo":{"status":"ok","timestamp":1620202622854,"user_tz":-300,"elapsed":677668,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"55eca2a6-cacf-47f0-b078-60fedb82907a"},"source":["# Japanese for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"私は最近の別れのために落ち込んでいて、私はずっと泣いて過ごしています、私は痛みを取り除きたいです... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.03512014076113701, -0.03604918718338013, 0...私は最近の別れのために落ち込んでいて、私はずっと泣いて過ごしています、私は痛みを取り除きたい...0.999896negative[私は最近の別れのために落ち込んでいて、私はずっと泣いて過ごしています、私は痛みを取り除きた...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [私は最近の別れのために落ち込んでいて、私はずっと泣いて過ごしています、私は痛みを取り除きた...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"GITfT7FK0CGv"},"source":["# The model understands Zulu\n","![zu](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"6uelDwq4xdWv","executionInfo":{"status":"ok","timestamp":1620202624064,"user_tz":-300,"elapsed":678847,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bcbaa257-b1de-4d12-c711-19a0b684dfc8"},"source":["# Zulu for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('Uthando lwempilo yami lungihlongosile, ngizwa sengathi umuntu ojabule kunabo bonke ephila!')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.011278740130364895, -0.005037062801420689,...Uthando lwempilo yami lungihlongosile, ngizwa ...0.999999positive[Uthando lwempilo yami lungihlongosile, ngizwa...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Uthando lwempilo yami lungihlongosile, ngizwa...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VS5JE0tC9W-h","executionInfo":{"status":"ok","timestamp":1620202624980,"user_tz":-300,"elapsed":679742,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"8e15b20e-7cac-4b07-be83-8b2ed9e2cd1a"},"source":["# Zulu for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Ngicindezelekile ngenxa yokuhlukana kwami kwakamuva futhi ngichitha sonke isikhathi sami ngikhala, ngifuna ubuhlungu buphele ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.013925889506936073, -0.032107651233673096,...Ngicindezelekile ngenxa yokuhlukana kwami kwak...0.999893negative[Ngicindezelekile ngenxa yokuhlukana kwami kwa...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Ngicindezelekile ngenxa yokuhlukana kwami kwa...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aOSsiK6J0jWs","executionInfo":{"status":"ok","timestamp":1620202625775,"user_tz":-300,"elapsed":680528,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c12cc91a-bf6b-42bf-ae32-a74b990482f2"},"source":["# Turkish for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('Hayatımın aşkı bana teklif etti, yaşayan en mutlu insan gibi hissediyorum! ')\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[0.0015444883611053228, 0.017139634117484093, ...Hayatımın aşkı bana teklif etti, yaşayan en mu...0.999999positive[Hayatımın aşkı bana teklif etti, yaşayan en m...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Hayatımın aşkı bana teklif etti, yaşayan en m...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"RFsJ9tZs9aCX","executionInfo":{"status":"ok","timestamp":1620202626744,"user_tz":-300,"elapsed":681490,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"da2a67ab-b755-4304-865d-cc33b5700dac"},"source":["# Turkish for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Son ayrılığımdan dolayı depresyondayım ve tüm zamanımı ağlayarak geçiriyorum, acının gitmesini istiyorum ... \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.04846595600247383, -0.041023433208465576, ...Son ayrılığımdan dolayı depresyondayım ve tüm ...0.999948negative[Son ayrılığımdan dolayı depresyondayım ve tüm...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Son ayrılığımdan dolayı depresyondayım ve tüm...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XQ5VCtxw0pc0","executionInfo":{"status":"ok","timestamp":1620202627823,"user_tz":-300,"elapsed":682559,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0a2dc574-968d-4aef-ebeb-e49fb6d0d84e"},"source":["# Hebrew for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"אני בדיכאון בגלל הפרידה האחרונה שלי ואני מבלה את כל זמני בבכי, אני רוצה שהכאב ייעלם ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.04138200357556343, -0.05670207366347313, 0...אני בדיכאון בגלל הפרידה האחרונה שלי ואני מבלה ...0.999874negative[אני בדיכאון בגלל הפרידה האחרונה שלי ואני מבלה...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [אני בדיכאון בגלל הפרידה האחרונה שלי ואני מבלה...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"9w2ZHfns05A4","executionInfo":{"status":"ok","timestamp":1620202628408,"user_tz":-300,"elapsed":683127,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c260eef9-11ad-46e1-bd89-000a3a1613c3"},"source":["# Hebrew for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('אהבת חיי הציעה אותי, אני מרגישה כמו האדם המאושר ביותר בחיים!')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.021271945908665657, -0.02133464813232422, ...אהבת חיי הציעה אותי, אני מרגישה כמו האדם המאוש...1.0positive[אהבת חיי הציעה אותי, אני מרגישה כמו האדם המאו...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [אהבת חיי הציעה אותי, אני מרגישה כמו האדם המאו...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Kc5n1bzv1BJT","executionInfo":{"status":"ok","timestamp":1620202628966,"user_tz":-300,"elapsed":683598,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"af2c9d3e-518b-4084-ceb5-f37cb8d2ada8"},"source":["# Telugu for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('నా జీవితం యొక్క ప్రేమ నన్ను ప్రతిపాదించింది, సజీవంగా ఉన్న వ్యక్తిగా నేను భావిస్తున్నాను!' )"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.011076044291257858, -0.022865094244480133,...నా జీవితం యొక్క ప్రేమ నన్ను ప్రతిపాదించింది, స...0.999512positive[నా జీవితం యొక్క ప్రేమ నన్ను ప్రతిపాదించింది, ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [నా జీవితం యొక్క ప్రేమ నన్ను ప్రతిపాదించింది, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"-l-u6vrz1Obe","executionInfo":{"status":"ok","timestamp":1620202630256,"user_tz":-300,"elapsed":684869,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"8c425592-091d-4f36-822c-b90fe76b847c"},"source":["\n","# Telugu for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"నా ఇటీవలి విడిపోవడం వల్ల నేను నిరాశకు గురయ్యాను మరియు నా సమయాన్ని ఏడుస్తూనే ఉన్నాను, నొప్పి పోవాలని నేను కోరుకుంటున్నాను ... \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.025107204914093018, -0.03688901290297508, ...నా ఇటీవలి విడిపోవడం వల్ల నేను నిరాశకు గురయ్యాన...0.999736negative[నా ఇటీవలి విడిపోవడం వల్ల నేను నిరాశకు గురయ్యా...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [నా ఇటీవలి విడిపోవడం వల్ల నేను నిరాశకు గురయ్యా...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Ckyjl3YQ1VFn","executionInfo":{"status":"ok","timestamp":1620202630819,"user_tz":-300,"elapsed":685423,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5878f2d1-006e-42df-8fc9-39d82474d560"},"source":["# Russian for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Я в депрессии из-за моего недавнего разрыва, и я все время плачу, я хочу, чтобы боль ушла ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.042304884642362595, -0.020287370309233665,...Я в депрессии из-за моего недавнего разрыва, и...0.999906negative[Я в депрессии из-за моего недавнего разрыва, ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Я в депрессии из-за моего недавнего разрыва, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"GIdWkfGv1gFz","executionInfo":{"status":"ok","timestamp":1620202631985,"user_tz":-300,"elapsed":686577,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"cb9c336c-84b8-4e70-b9af-21d88622e4d5"},"source":["# Russian for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('Этот фильм был отличным!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.03249521926045418, -0.04056306555867195, -...Этот фильм был отличным!1.0positive[Этот фильм был отличным!]
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Этот фильм был отличным!]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"8R1j9mwz2Cm4"},"source":["# Model understands Urdu\n","![ur](https://www.worldometers.info/img/flags/small/tn_pk-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"j4zwvRV11pcG","executionInfo":{"status":"ok","timestamp":1620202632557,"user_tz":-300,"elapsed":687124,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"611124b9-5779-4bab-ad6e-b089823771a3"},"source":["# Urdu for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"میں حالیہ بریک اپ کی وجہ سے افسردہ ہوں اور میں اپنا سارا وقت روتے ہوئے گزارتا ہوں ، میں چاہتا ہوں کہ درد دور ہو ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.0319853238761425, -0.042503755539655685, 0...میں حالیہ بریک اپ کی وجہ سے افسردہ ہوں اور میں...0.999827negative[میں حالیہ بریک اپ کی وجہ سے افسردہ ہوں اور می...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [میں حالیہ بریک اپ کی وجہ سے افسردہ ہوں اور می...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SxzTuK4b2UKV","executionInfo":{"status":"ok","timestamp":1620202633073,"user_tz":-300,"elapsed":687625,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3aeceb9c-b387-4522-ac26-d44aa0f04b62"},"source":["# Urdu for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('میری زندگی کی محبت نے مجھے پیش کیا، مجھے سب سے خوشگوار شخص زندہ لگتا ہے!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.014539830386638641, -0.022852826863527298,...میری زندگی کی محبت نے مجھے پیش کیا، مجھے سب سے...0.999996positive[میری زندگی کی محبت نے مجھے پیش کیا، مجھے سب س...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [میری زندگی کی محبت نے مجھے پیش کیا، مجھے سب س...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"RoNg-C3k1qcX"},"source":["# Model understands Hindi\n","![hi](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"QZ9RT5Wv1r1n","executionInfo":{"status":"ok","timestamp":1620202634150,"user_tz":-300,"elapsed":688689,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3d890e16-306f-4f17-a134-072702818df8"},"source":["# Hindi for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('मेरे जीवन के प्यार ने मुझे प्रस्तावित किया, मुझे लगता है कि सबसे खुश व्यक्ति जीवित है!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.007552082184702158, 0.003644779557362199, ...मेरे जीवन के प्यार ने मुझे प्रस्तावित किया, मु...0.999995positive[मेरे जीवन के प्यार ने मुझे प्रस्तावित किया, म...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [मेरे जीवन के प्यार ने मुझे प्रस्तावित किया, म...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"quM-IL2i12-B","executionInfo":{"status":"ok","timestamp":1620202634732,"user_tz":-300,"elapsed":689259,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4ee626e0-d134-49bf-9def-da2eba44ec98"},"source":["# Hindi for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"मेरे हालिया ब्रेक अप के कारण मैं उदास हूं और मैं अपना सारा समय रोने में बिताता हूं, मैं चाहता हूं कि दर्द दूर हो जाए ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.033875059336423874, -0.03928769379854202, ...मेरे हालिया ब्रेक अप के कारण मैं उदास हूं और म...0.999579negative[मेरे हालिया ब्रेक अप के कारण मैं उदास हूं और ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [मेरे हालिया ब्रेक अप के कारण मैं उदास हूं और ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"R4ByHOZn35Lc"},"source":["# The model understands Tartar\n","![tt](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"2JrzusSQ18F5","executionInfo":{"status":"ok","timestamp":1620202636130,"user_tz":-300,"elapsed":690641,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"9ca5745a-5d4d-491f-f901-f3ccae8318e4"},"source":["# Tartar for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Соңгы аерылышуым аркасында мин депрессияләнәм һәм бөтен вакытымны елыйм, авыртуның китүен телим ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.04341091588139534, -0.04436178505420685, 0...Соңгы аерылышуым аркасында мин депрессияләнәм ...0.999768negative[Соңгы аерылышуым аркасында мин депрессияләнәм...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Соңгы аерылышуым аркасында мин депрессияләнәм...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"J06Xm_Ln4AYu","executionInfo":{"status":"ok","timestamp":1620202636718,"user_tz":-300,"elapsed":691220,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"11e6167e-2cde-4984-a3ee-3b932406a391"},"source":["# Tartar for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict('Тормышымның мәхәббәте миңа тәкъдим итте, мин үземне иң бәхетле кеше кебек хис итәм!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.0025619822554290295, -0.02031664550304413,...Тормышымның мәхәббәте миңа тәкъдим итте, мин ү...0.999999positive[Тормышымның мәхәббәте миңа тәкъдим итте, мин ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Тормышымның мәхәббәте миңа тәкъдим итте, мин ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"CUHcJZfJMplL","executionInfo":{"status":"ok","timestamp":1620202637079,"user_tz":-300,"elapsed":691550,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a66b71f9-296a-4b4f-d45a-56bfd3e91711"},"source":["# French for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Je suis déprimé à cause de ma récente rupture et je passe tout mon temps à pleurer, je veux que la douleur disparaisse ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.026194952428340912, -0.031189769506454468,...Je suis déprimé à cause de ma récente rupture ...0.999835negative[Je suis déprimé à cause de ma récente rupture...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Je suis déprimé à cause de ma récente rupture...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"57NY2XoTMplM","executionInfo":{"status":"ok","timestamp":1620202638450,"user_tz":-300,"elapsed":692915,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2d8c3012-02b6-4b1d-93dd-f93983c95f3a"},"source":["# French for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"L'amour de ma vie m'a proposé, je me sens comme la personne la plus heureuse en vie!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.018955670297145844, -0.024394378066062927,...L'amour de ma vie m'a proposé, je me sens comm...1.0positive[L'amour de ma vie m'a proposé, je me sens com...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [L'amour de ma vie m'a proposé, je me sens com...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"gBp11S5GNq6S","executionInfo":{"status":"ok","timestamp":1620202638827,"user_tz":-300,"elapsed":693282,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"151ef2f2-dfdc-495c-fc41-36b0af49dcf3"},"source":["# Thai for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"ความรักในชีวิตของฉันเสนอให้ฉันฉันรู้สึกเหมือนคนที่มีความสุขที่สุดที่มีชีวิตอยู่!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.031056925654411316, -0.042199380695819855,...ความรักในชีวิตของฉันเสนอให้ฉันฉันรู้สึกเหมือนค...0.999998positive[ความรักในชีวิตของฉันเสนอให้ฉันฉันรู้สึกเหมือน...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [ความรักในชีวิตของฉันเสนอให้ฉันฉันรู้สึกเหมือน...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"uvlK8HEZ92qr","executionInfo":{"status":"ok","timestamp":1620202640192,"user_tz":-300,"elapsed":694642,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"54b6a661-f4b0-42f7-8a6a-650686b7050e"},"source":["# Thai for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"ฉันรู้สึกหดหู่ใจเพราะเพิ่งเลิกกันและฉันใช้เวลาร้องไห้ตลอดเวลาฉันอยากให้ความเจ็บปวดหายไป ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.01441363524645567, -0.05407707020640373, 0...ฉันรู้สึกหดหู่ใจเพราะเพิ่งเลิกกันและฉันใช้เวลา...0.999793negative[ฉันรู้สึกหดหู่ใจเพราะเพิ่งเลิกกันและฉันใช้เวล...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [ฉันรู้สึกหดหู่ใจเพราะเพิ่งเลิกกันและฉันใช้เวล...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SWbqMgAwOElC","executionInfo":{"status":"ok","timestamp":1620202640791,"user_tz":-300,"elapsed":695235,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"cb1384e8-1ce8-4630-db91-a0e0250f4c71"},"source":["# Khmer for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"សេចក្តីស្រឡាញ់នៃជីវិតរបស់ខ្ញុំបានស្នើខ្ញុំខ្ញុំមានអារម្មណ៍ថាដូចជាមនុស្សដែលសប្បាយរីករាយបំផុតនៅរស់! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[0.002843152964487672, -0.021134117618203163, ...សេចក្តីស្រឡាញ់នៃជីវិតរបស់ខ្ញុំបានស្នើខ្ញុំខ្ញុ...0.999999positive[សេចក្តីស្រឡាញ់នៃជីវិតរបស់ខ្ញុំបានស្នើខ្ញុំខ្ញ...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [សេចក្តីស្រឡាញ់នៃជីវិតរបស់ខ្ញុំបានស្នើខ្ញុំខ្ញ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"YAKYMOJD95Ep","executionInfo":{"status":"ok","timestamp":1620202641730,"user_tz":-300,"elapsed":696166,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"dbf8b746-338b-4770-8ca8-00cede0282d1"},"source":["# Khmer for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"ខ្ញុំក្រៀមក្រំណាស់ដោយសារតែការបែកបាក់ថ្មីៗនេះហើយខ្ញុំចំណាយពេលវេលាយំអស់មួយជីវិតខ្ញុំចង់អោយការឈឺចាប់បាត់ទៅវិញ ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.024856086820364, -0.05315130203962326, -0....ខ្ញុំក្រៀមក្រំណាស់ដោយសារតែការបែកបាក់ថ្មីៗនេះហើ...0.999944negative[ខ្ញុំក្រៀមក្រំណាស់ដោយសារតែការបែកបាក់ថ្មីៗនេះហ...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [ខ្ញុំក្រៀមក្រំណាស់ដោយសារតែការបែកបាក់ថ្មីៗនេះហ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"5h-pha_nPoBc","executionInfo":{"status":"ok","timestamp":1620202642173,"user_tz":-300,"elapsed":696601,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e35a883e-3f0f-48d6-cbed-d4c3198ec0d1"},"source":["# Yiddish for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"די ליבע פון מיין לעבן פארגעלייגט מיר, איך פילן ווי די כאַפּיאַסט מענטש לעבעדיק!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.019913051277399063, 0.015512099489569664, ...די ליבע פון מיין לעבן פארגעלייגט מיר, איך פילן...0.999998positive[די ליבע פון מיין לעבן פארגעלייגט מיר, איך פיל...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [די ליבע פון מיין לעבן פארגעלייגט מיר, איך פיל...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"yNRa1bWt97rg","executionInfo":{"status":"ok","timestamp":1620202643046,"user_tz":-300,"elapsed":697465,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c1be6a46-0f3c-404e-d284-daa0a244aa84"},"source":["# Yiddish for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"איך בין דערשלאָגן ווייַל פון מיין לעצטנס ברעכן זיך און איך פאַרברענגען אַלע מיין צייט וויינען, איך ווילן די ווייטיק וועט גיין אַוועק ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.02142149768769741, -0.04973936453461647, 0...איך בין דערשלאָגן ווייַל פון מיין לעצטנס ברעכן...0.999752negative[איך בין דערשלאָגן ווייַל פון מיין לעצטנס ברעכ...
\n","
"],"text/plain":[" origin_index ... sentence\n","0 0 ... [איך בין דערשלאָגן ווייַל פון מיין לעצטנס ברעכ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"lh_ZSHlPaAHv","executionInfo":{"status":"ok","timestamp":1620202643577,"user_tz":-300,"elapsed":697989,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"cd32af06-598a-416b-ceaa-571a5e8eeccc"},"source":["# Kygrgyz for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"Менин жашоомдун сүйүүсү мени сунуш кылды, мен өзүмдү бактылуу адамдай сезип жатам!|\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.030747268348932266, -0.025966504588723183,...Менин жашоомдун сүйүүсү мени сунуш кылды, мен ...0.999741positive[Менин жашоомдун сүйүүсү мени сунуш кылды, мен...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Менин жашоомдун сүйүүсү мени сунуш кылды, мен...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"2kfUZ33P9-hX","executionInfo":{"status":"ok","timestamp":1620202644330,"user_tz":-300,"elapsed":698733,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"8f4bd029-27da-4e10-a797-f404ac30c448"},"source":["\n","# Kygrgyz for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"Менин акыркы ажырашуумдан улам депрессияга кабылып, бардык убактымды ыйлап өткөрөм, азаптын басылышын каалайм ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.04204171150922775, -0.022934677079319954, ...Менин акыркы ажырашуумдан улам депрессияга каб...0.999795negative[Менин акыркы ажырашуумдан улам депрессияга ка...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [Менин акыркы ажырашуумдан улам депрессияга ка...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"JWDr_LoCdJFn","executionInfo":{"status":"ok","timestamp":1620202645336,"user_tz":-300,"elapsed":699734,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b75e1667-223b-4d7a-d22e-85e556c26af7"},"source":["# Tamil for: 'I am depressed because of my recent break up and I spend all my time crying, I want the pain to go away...'\n","fitted_pipe.predict(\"நான் சமீபத்தில் பிரிந்ததால் மனச்சோர்வடைந்து, என் நேரத்தை அழுதபடி செலவிடுகிறேன், வலி நீங்க வேண்டும் என்று நான் விரும்புகிறேன் ... \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.02321743592619896, -0.03598147630691528, 0...நான் சமீபத்தில் பிரிந்ததால் மனச்சோர்வடைந்து, எ...0.999127negative[நான் சமீபத்தில் பிரிந்ததால் மனச்சோர்வடைந்து, ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [நான் சமீபத்தில் பிரிந்ததால் மனச்சோர்வடைந்து, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Q6C0BmTtdJFp","executionInfo":{"status":"ok","timestamp":1620202646105,"user_tz":-300,"elapsed":700498,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b9d5e5d9-454b-4e7a-b9ed-aa007d153ab8"},"source":["# Tamil for : 'The love of my life proposed me , I feel like the happiest person alive!'\n","fitted_pipe.predict(\"என் வாழ்க்கையின் அன்பு என்னை முன்மொழிந்தது, உயிருடன் இருக்கும் மகிழ்ச்சியான நபராக நான் உணர்கிறேன்! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_labsedocumenttrained_sentiment_confidencetrained_sentimentsentence
00[-0.0001591779146110639, -0.012185914441943169...என் வாழ்க்கையின் அன்பு என்னை முன்மொழிந்தது, உய...0.999979positive[என் வாழ்க்கையின் அன்பு என்னை முன்மொழிந்தது, உ...
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"],"text/plain":[" origin_index ... sentence\n","0 0 ... [என் வாழ்க்கையின் அன்பு என்னை முன்மொழிந்தது, உ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620203401449,"user_tz":-300,"elapsed":1455834,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1c18be45-35a1-44fa-fe92-6f33966a145f"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620203683025,"user_tz":-300,"elapsed":128872,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c90432d6-9183-49c2-865a-8dd53bf11584"},"source":["import nlu\n","stored_model_path = './models/classifier_dl_trained' \n","hdd_pipe = nlu.load(path=stored_model_path)\n","preds = hdd_pipe.predict('It was one of the best films i have ever watched in my entire life !!')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textsentencesentimentdocumentorigin_indexsentiment_confidencesentence_embedding_from_disk
0It was one of the best films i have ever watch...[It was one of the best films i have ever watc...[positive, positive]It was one of the best films i have ever watch...8589934592[0.9999969, 0.9999969][[0.016216373071074486, 0.02273012138903141, -...
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"],"text/plain":[" text ... sentence_embedding_from_disk\n","0 It was one of the best films i have ever watch... ... [[0.016216373071074486, 0.02273012138903141, -...\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UqXHHH-TQTuu","executionInfo":{"status":"ok","timestamp":1620204016789,"user_tz":-300,"elapsed":959,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c45e062e-ff9e-4fb4-9bc2-53356dbeec89"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1dde65a2) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1dde65a2\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['sentiment_dl@labse'] has settable params:\n","pipe['sentiment_dl@labse'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@labse'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@labse'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"xdgt0jiIr1A2"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_stock_market.ipynb b/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_stock_market.ipynb deleted file mode 100644 index b98ed03c..00000000 --- a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_stock_market.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_multi_lingual_training_sentiment_classifier_demo_stock_market.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_stock_market.ipynb)\n","\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class Stock Market Sentiment Classifier Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with test data : \n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620202089264,"user_tz":-300,"elapsed":114121,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"19e81539-28da-4236-ca10-e0c23e1253ea"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:06:15-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 08:06:15 (33.4 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 72kB/s \n","\u001b[K |████████████████████████████████| 153kB 41.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 43.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Stock Market Sentiment dataset \n","https://www.kaggle.com/yash612/stockmarket-sentiment-dataset\n","#Context\n","\n","Gathered Stock news from Multiple twitter Handles regarding Economic news dividing into two parts : Negative and positive."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620202090504,"user_tz":-300,"elapsed":115338,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f96cb8a6-5f89-4048-8694-546ca83c7f17"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/stock_data_multi_lingual.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:08:09-- http://ckl-it.de/wp-content/uploads/2021/02/stock_data_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 564444 (551K) [text/csv]\n","Saving to: ‘stock_data_multi_lingual.csv’\n","\n","stock_data_multi_li 100%[===================>] 551.21K 879KB/s in 0.6s \n","\n","2021-05-05 08:08:10 (879 KB/s) - ‘stock_data_multi_lingual.csv’ saved [564444/564444]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620202091050,"user_tz":-300,"elapsed":115861,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"16e5bd58-4352-4439-f243-de1fb29c9213"},"source":["import pandas as pd\n","train_path = '/content/stock_data_multi_lingual.csv'\n","\n","train_df = pd.read_csv(train_path)\n","# the text data to use for classification should be in a column named 'text'\n","columns=['text','y']\n","train_df = train_df[columns]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
5571Rupee Edges Higher To 75.51 Against Dollar\\nht...negative
3475AAP Is Still Coolpositive
4429user: AKAM insiders buying heavily these leve...positive
4681well no complaints at this point regarding the...positive
2582SGY broke down its 50EMA & trendline support o...negative
.........
5704Gold Futures Drop Over 2% To Rs 39,354 Per 10 ...negative
2191SQNM a Continuation - wil take it over the top...positive
1980BAC ot of buying on last minute !!!positive
1582Jeff Bezo's the wizard...it's all about Gross ...negative
988BAC anyone think this might slush and fall bel...negative
\n","

4632 rows × 2 columns

\n","
"],"text/plain":[" text y\n","5571 Rupee Edges Higher To 75.51 Against Dollar\\nht... negative\n","3475 AAP Is Still Cool positive\n","4429 user: AKAM insiders buying heavily these leve... positive\n","4681 well no complaints at this point regarding the... positive\n","2582 SGY broke down its 50EMA & trendline support o... negative\n","... ... ...\n","5704 Gold Futures Drop Over 2% To Rs 39,354 Per 10 ... negative\n","2191 SQNM a Continuation - wil take it over the top... positive\n","1980 BAC ot of buying on last minute !!! positive\n","1582 Jeff Bezo's the wizard...it's all about Gross ... negative\n","988 BAC anyone think this might slush and fall bel... negative\n","\n","[4632 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":861},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620204658116,"user_tz":-300,"elapsed":2682905,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"47789158-bb85-4078-9ca2-64d4455b020c"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(60) \n","trainable_pipe['sentiment_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.92 0.82 0.87 1672\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.91 0.96 0.93 2960\n","\n"," accuracy 0.91 4632\n"," macro avg 0.61 0.59 0.60 4632\n","weighted avg 0.91 0.91 0.91 4632\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexytexttrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Rupee Edges Higher To 75.51 Against Dollar ht...5571negativeRupee Edges Higher To 75.51 Against Dollar\\nht...1.000000negative[-0.03053501807153225, 0.042389560490846634, -...Rupee Edges Higher To 75.51 Against Dollar htt...
1[AAP Is Still Cool]3475positiveAAP Is Still Cool0.999996positive[-0.034850019961595535, -0.044849760830402374,...AAP Is Still Cool
2[user:, AKAM insiders buying heavily these le...4429positiveuser: AKAM insiders buying heavily these leve...1.000000positive[0.006040376145392656, -0.014217519201338291, ...user: AKAM insiders buying heavily these levels
3[well no complaints at this point regarding th...4681positivewell no complaints at this point regarding the...1.000000positive[-0.02124304696917534, -0.01161095593124628, -...well no complaints at this point regarding the...
4[SGY broke down its 50EMA & trendline support ...2582negativeSGY broke down its 50EMA & trendline support o...0.999996negative[-0.0251691285520792, 0.05739616975188255, -0....SGY broke down its 50EMA & trendline support o...
...........................
4627[Gold Futures Drop Over 2% To Rs 39,354 Per 10...5704negativeGold Futures Drop Over 2% To Rs 39,354 Per 10 ...0.999668negative[-0.05454382300376892, -0.007509403396397829, ...Gold Futures Drop Over 2% To Rs 39,354 Per 10 ...
4628[SQNM a Continuation - wil take it over the to...2191positiveSQNM a Continuation - wil take it over the top...1.000000positive[0.04926764965057373, 0.04899105057120323, 0.0...SQNM a Continuation - wil take it over the top...
4629[BAC ot of buying on last minute !, !!]1980positiveBAC ot of buying on last minute !!!1.000000positive[-0.02965172566473484, -0.02375778928399086, 0...BAC ot of buying on last minute !!!
4630[Jeff Bezo's the wizard., ..it's all about Gro...1582negativeJeff Bezo's the wizard...it's all about Gross ...0.999998negative[-0.04103326052427292, -0.013734265230596066, ...Jeff Bezo's the wizard...it's all about Gross ...
4631[BAC anyone think this might slush and fall be...988negativeBAC anyone think this might slush and fall bel...0.999999negative[-0.05278955399990082, 0.015668092295527458, 0...BAC anyone think this might slush and fall bel...
\n","

4632 rows × 8 columns

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"],"text/plain":[" sentence ... document\n","0 [Rupee Edges Higher To 75.51 Against Dollar ht... ... Rupee Edges Higher To 75.51 Against Dollar htt...\n","1 [AAP Is Still Cool] ... AAP Is Still Cool\n","2 [user:, AKAM insiders buying heavily these le... ... user: AKAM insiders buying heavily these levels\n","3 [well no complaints at this point regarding th... ... well no complaints at this point regarding the...\n","4 [SGY broke down its 50EMA & trendline support ... ... SGY broke down its 50EMA & trendline support o...\n","... ... ... ...\n","4627 [Gold Futures Drop Over 2% To Rs 39,354 Per 10... ... Gold Futures Drop Over 2% To Rs 39,354 Per 10 ...\n","4628 [SQNM a Continuation - wil take it over the to... ... SQNM a Continuation - wil take it over the top...\n","4629 [BAC ot of buying on last minute !, !!] ... BAC ot of buying on last minute !!!\n","4630 [Jeff Bezo's the wizard., ..it's all about Gro... ... Jeff Bezo's the wizard...it's all about Gross ...\n","4631 [BAC anyone think this might slush and fall be... ... BAC anyone think this might slush and fall bel...\n","\n","[4632 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620204828990,"user_tz":-300,"elapsed":2853766,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6cd168da-21da-485d-bbe0-8929ae5b33a4"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.72 0.59 0.65 434\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.78 0.85 0.81 725\n","\n"," accuracy 0.75 1159\n"," macro avg 0.50 0.48 0.49 1159\n","weighted avg 0.76 0.75 0.75 1159\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BD5OKO4Umc5U"},"source":["# 4. Test Model on 20 languages!"]},{"cell_type":"code","metadata":{"id":"OQ72hP9unML7","colab":{"base_uri":"https://localhost:8080/","height":759},"executionInfo":{"status":"ok","timestamp":1620204845711,"user_tz":-300,"elapsed":2870481,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3ce6fc97-2617-4a4b-84b0-f694bb704a3c"},"source":["train_df = pd.read_csv(\"/content/stock_data_multi_lingual.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.35 0.62 0.44 13\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.95 0.80 0.87 87\n","\n"," accuracy 0.78 100\n"," macro avg 0.43 0.47 0.44 100\n","weighted avg 0.87 0.78 0.81 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexytexttrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[İzləmə siyahımdakı Kickers XIDE TIT SOQ PNK C...0positiveİzləmə siyahımdakı Kickers XIDE TIT SOQ PNK CP...0.586977neutral[-0.0005844525876455009, 0.012249358929693699,...İzləmə siyahımdakı Kickers XIDE TIT SOQ PNK CP...
1[उपयोगकर्ता: AAP MOVIE। वर्ष के लिए FEA / GEED...1positiveउपयोगकर्ता: AAP MOVIE। वर्ष के लिए FEA / GEED ...1.000000positive[-0.027744855731725693, -0.034640125930309296,...उपयोगकर्ता: AAP MOVIE। वर्ष के लिए FEA / GEED ...
2[משתמש אני מפחד לקצר את AMZN - הם נראים כמו מו...2positiveמשתמש אני מפחד לקצר את AMZN - הם נראים כמו מונ...0.999755negative[-0.029554689303040504, -0.0026017462369054556...משתמש אני מפחד לקצר את AMZN - הם נראים כמו מונ...
3[12.00 से अधिक MNTA]3positive12.00 से अधिक MNTA1.000000positive[-0.03708072751760483, 0.054913319647312164, 0...12.00 से अधिक MNTA
4[OI 21.37ден жогору]4positiveOI 21.37ден жогору1.000000positive[-0.043793801218271255, 0.03190923109650612, -...OI 21.37ден жогору
...........................
95[NG nhod - kyk na die weeklikse - teiken vorig...95positiveNG nhod - kyk na die weeklikse - teiken vorige...0.999998positive[-0.03982162103056908, -0.07269033044576645, -...NG nhod - kyk na die weeklikse - teiken vorige...
96[NG nhod - ¿qué ves? consulte el semanario - o...96positiveNG nhod - ¿qué ves? consulte el semanario - ob...1.000000positive[-0.04516294226050377, -0.04459897428750992, 0...NG nhod - ¿qué ves? consulte el semanario - ob...
97[এআইজি আমেরিকান ইন্টারন্যাশনাল গ্রুপ অপশন ট্রে...97negativeএআইজি আমেরিকান ইন্টারন্যাশনাল গ্রুপ অপশন ট্রেড...0.932880negative[-0.0716203823685646, -0.00996206421405077, -0...এআইজি আমেরিকান ইন্টারন্যাশনাল গ্রুপ অপশন ট্রেড...
98[P out balance +.32]98positiveP out balance +.321.000000positive[-0.0412631593644619, -0.0414082333445549, -0....P out balance +.32
99[VNG ซื้อเทียบกับขาย?]99positiveVNG ซื้อเทียบกับขาย?1.000000positive[-0.038816627115011215, 0.04581355303525925, -...VNG ซื้อเทียบกับขาย?
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" sentence ... document\n","0 [İzləmə siyahımdakı Kickers XIDE TIT SOQ PNK C... ... İzləmə siyahımdakı Kickers XIDE TIT SOQ PNK CP...\n","1 [उपयोगकर्ता: AAP MOVIE। वर्ष के लिए FEA / GEED... ... उपयोगकर्ता: AAP MOVIE। वर्ष के लिए FEA / GEED ...\n","2 [משתמש אני מפחד לקצר את AMZN - הם נראים כמו מו... ... משתמש אני מפחד לקצר את AMZN - הם נראים כמו מונ...\n","3 [12.00 से अधिक MNTA] ... 12.00 से अधिक MNTA\n","4 [OI 21.37ден жогору] ... OI 21.37ден жогору\n",".. ... ... ...\n","95 [NG nhod - kyk na die weeklikse - teiken vorig... ... NG nhod - kyk na die weeklikse - teiken vorige...\n","96 [NG nhod - ¿qué ves? consulte el semanario - o... ... NG nhod - ¿qué ves? consulte el semanario - ob...\n","97 [এআইজি আমেরিকান ইন্টারন্যাশনাল গ্রুপ অপশন ট্রে... ... এআইজি আমেরিকান ইন্টারন্যাশনাল গ্রুপ অপশন ট্রেড...\n","98 [P out balance +.32] ... P out balance +.32\n","99 [VNG ซื้อเทียบกับขาย?] ... VNG ซื้อเทียบกับขาย?\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"o0vu7PaWkcI7","executionInfo":{"status":"ok","timestamp":1620204846415,"user_tz":-300,"elapsed":2871176,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"7b6b47f7-39bf-4af7-f5a5-c6c592d3fd5e"},"source":["fitted_pipe.predict(\"Bitcoin dropped by 50 percent !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin dropped by 50 percent !, !!]00.999995negative[-0.05163608863949776, -0.029772670939564705, ...Bitcoin dropped by 50 percent !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin dropped by 50 percent !, !!] ... Bitcoin dropped by 50 percent !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1ykjRQhCtQ4w","executionInfo":{"status":"ok","timestamp":1620204847415,"user_tz":-300,"elapsed":2872169,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"fb8e35dd-2dcb-4d68-fb92-213fc1bde95d"},"source":["fitted_pipe.predict(\"Bitcoin went up by 50 percent !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin went up by 50 percent !, !!]01.0positive[-0.028688747435808182, -0.026630541309714317,...Bitcoin went up by 50 percent !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin went up by 50 percent !, !!] ... Bitcoin went up by 50 percent !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dzaaZrI4tVWc","executionInfo":{"status":"ok","timestamp":1620204848517,"user_tz":-300,"elapsed":2873266,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"884204ac-af7c-41ad-caba-6cc4ab0daa78"},"source":["# German for:'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin stieg um 50 Prozent auf !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin stieg um 50 Prozent auf !!!]01.0positive[-0.038156550377607346, -0.024729670956730843,...Bitcoin stieg um 50 Prozent auf !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin stieg um 50 Prozent auf !!!] ... Bitcoin stieg um 50 Prozent auf !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"BbhgTSBGtTtJ","executionInfo":{"status":"ok","timestamp":1620204849519,"user_tz":-300,"elapsed":2874263,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6ea6ee4f-27d7-4282-99cb-b68207577558"},"source":["# German for: 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin fiel um 50 Prozent !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin fiel um 50 Prozent !, !!]00.999989negative[-0.05688922852277756, -0.02544567361474037, -...Bitcoin fiel um 50 Prozent !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin fiel um 50 Prozent !, !!] ... Bitcoin fiel um 50 Prozent !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"kYSYqtoRtc-P","executionInfo":{"status":"ok","timestamp":1620204850369,"user_tz":-300,"elapsed":2875107,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bc3edc3e-4295-462b-83b5-4850d5d8a751"},"source":["# Chinese for: \"Bitcoin dropped by 50 percent !!!\"\n","fitted_pipe.predict(\"比特币下跌了50％!!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[比特币下跌了50％!, !!]01.0negative[-0.07537588477134705, -0.027679994702339172, ...比特币下跌了50％!!!
\n","
"],"text/plain":[" sentence ... document\n","0 [比特币下跌了50％!, !!] ... 比特币下跌了50％!!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"06v9SD-QtlBU","executionInfo":{"status":"ok","timestamp":1620204851535,"user_tz":-300,"elapsed":2876267,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"636b4438-8a71-4ba2-b6e3-25490282c4e2"},"source":["# Chinese for : \"Bitcoin went up by 50 percent !!!\"\n","fitted_pipe.predict(\"比特币上涨了50％！\")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[比特币上涨了50％！]01.0positive[-0.04113336279988289, -0.00941209401935339, -...比特币上涨了50％！
\n","
"],"text/plain":[" sentence ... document\n","0 [比特币上涨了50％！] ... 比特币上涨了50％！\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VMPhbgw9twtf","executionInfo":{"status":"ok","timestamp":1620204851985,"user_tz":-300,"elapsed":2876712,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a14811bb-3acc-4264-9c5c-5cf561721d29"},"source":["# Afrikaans for 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin het met 50 persent toegeneem !!!\")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin het met 50 persent toegeneem !, !!]01.0positive[-0.03586146607995033, -0.03901935741305351, -...Bitcoin het met 50 persent toegeneem !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin het met 50 persent toegeneem !, !!] ... Bitcoin het met 50 persent toegeneem !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"zWgNTIdkumhX","executionInfo":{"status":"ok","timestamp":1620204853421,"user_tz":-300,"elapsed":2878142,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b5a7dccc-8e18-40f3-b772-b328093fe6ec"},"source":["# Afrikaans for :'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin het met 50 persent gedaal !!! |')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin het met 50 persent gedaal !!! |]00.930014negative[-0.05142543464899063, -0.03921075910329819, -...Bitcoin het met 50 persent gedaal !!! |
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin het met 50 persent gedaal !!! |] ... Bitcoin het met 50 persent gedaal !!! |\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"rSEPkC-Bwnpg"},"source":["# The model understands Vietnamese\n","![vi](https://www.worldometers.info/img/flags/small/tn_vm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"wCcTS5gIu511","executionInfo":{"status":"ok","timestamp":1620204853991,"user_tz":-300,"elapsed":2878701,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"dd406ee5-9431-4151-cb25-eea4a7cb5967"},"source":["# Vietnamese for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin đã tăng 50% !!! ')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin đã tăng 50% !, !!]01.0positive[-0.035115890204906464, -0.053469520062208176,...Bitcoin đã tăng 50% !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin đã tăng 50% !, !!] ... Bitcoin đã tăng 50% !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"3Y-kLeGp5uc0","executionInfo":{"status":"ok","timestamp":1620204854787,"user_tz":-300,"elapsed":2879490,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d8d97343-2368-4e50-9f87-754ad79eff72"},"source":["# Vietnamese for : 'Bitcoin droppedy by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin giảm 50% !!! ')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin giảm 50% !, !!]00.912477positive[-0.013879671692848206, -0.05431622639298439, ...Bitcoin giảm 50% !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin giảm 50% !, !!] ... Bitcoin giảm 50% !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"IlkmAaMoxTuy"},"source":["# The model understands Japanese\n","![ja](https://www.worldometers.info/img/flags/small/tn_ja-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1IfJu3q8wwUt","executionInfo":{"status":"ok","timestamp":1620204855820,"user_tz":-300,"elapsed":2880518,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c71a8ddd-26df-4b28-9b94-d79285aca4d0"},"source":["\n","# Japanese for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('ビットコインは50％上昇しました!!! ')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[ビットコインは50％上昇しました!!!]01.0positive[-0.04407081380486488, -0.013696372509002686, ...ビットコインは50％上昇しました!!!
\n","
"],"text/plain":[" sentence ... document\n","0 [ビットコインは50％上昇しました!!!] ... ビットコインは50％上昇しました!!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"h3k7_PFhxOve","executionInfo":{"status":"ok","timestamp":1620204856723,"user_tz":-300,"elapsed":2881415,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4420c8bc-01aa-4bb7-bfc5-4218478f828d"},"source":["\n","# Japanese for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Bitcoinは50％減少しました!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoinは50％減少しました!]00.999988negative[-0.05689822509884834, -0.04127806797623634, -...Bitcoinは50％減少しました!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoinは50％減少しました!] ... Bitcoinは50％減少しました!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"GITfT7FK0CGv"},"source":["# The model understands Zulu\n","![zu](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"6uelDwq4xdWv","executionInfo":{"status":"ok","timestamp":1620204857545,"user_tz":-300,"elapsed":2882230,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"8a968f5d-0e42-4c26-8981-28b8edcd7198"},"source":["# Zulu for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('I-Bitcoin inyuke ngamaphesenti ama-50 !!!')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[I-Bitcoin inyuke ngamaphesenti ama-50 !!!]00.999993positive[-0.04226835444569588, -0.029177606105804443, ...I-Bitcoin inyuke ngamaphesenti ama-50 !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [I-Bitcoin inyuke ngamaphesenti ama-50 !!!] ... I-Bitcoin inyuke ngamaphesenti ama-50 !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"NY_D-USEBeFe","executionInfo":{"status":"ok","timestamp":1620204858547,"user_tz":-300,"elapsed":2883226,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"83f5b821-fc09-43cd-a2e2-e9df34b78352"},"source":["# Zulu for : 'The whole crypto system crashed!!! '\n","fitted_pipe.predict('Lonke uhlelo lwe-crypto luphahlazeka !!!')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Lonke uhlelo lwe-crypto luphahlazeka !, !!]00.994109negative[0.014095810241997242, -0.0629298985004425, -0...Lonke uhlelo lwe-crypto luphahlazeka !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Lonke uhlelo lwe-crypto luphahlazeka !, !!] ... Lonke uhlelo lwe-crypto luphahlazeka !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DRNnuEeQz2pd","executionInfo":{"status":"ok","timestamp":1620204859432,"user_tz":-300,"elapsed":2884106,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"539d80f1-61e1-4d26-b411-0a5319d5869e"},"source":["# Turkish for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin yüzde 50 düştü !!! ')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin yüzde 50 düştü !, !, !]00.984235positive[-0.02441188506782055, -0.04112468659877777, -...Bitcoin yüzde 50 düştü !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin yüzde 50 düştü !, !, !] ... Bitcoin yüzde 50 düştü !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aOSsiK6J0jWs","executionInfo":{"status":"ok","timestamp":1620204859976,"user_tz":-300,"elapsed":2884642,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a7982174-5286-494c-b5a0-89095facf623"},"source":["# Turkish for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin yüzde 50 arttı !!!')\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin yüzde 50 arttı !, !!]01.0positive[-0.02950628288090229, -0.022814499214291573, ...Bitcoin yüzde 50 arttı !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin yüzde 50 arttı !, !!] ... Bitcoin yüzde 50 arttı !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XQ5VCtxw0pc0","executionInfo":{"status":"ok","timestamp":1620204861244,"user_tz":-300,"elapsed":2885906,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"529a0ee9-19b3-4e86-a5fc-695941b6e13f"},"source":["# Hebrew for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin ירד ב -50% !!! ')\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin ירד ב -50% !, !!]00.999994negative[-0.058318834751844406, -0.04578540101647377, ...Bitcoin ירד ב -50% !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin ירד ב -50% !, !!] ... Bitcoin ירד ב -50% !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"9w2ZHfns05A4","executionInfo":{"status":"ok","timestamp":1620204861767,"user_tz":-300,"elapsed":2886424,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c539033f-24a3-4e34-c127-d137658f1315"},"source":["# Hebrew for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin עלה ב -50% !!! ')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin עלה ב -50% !, !!]01.0positive[-0.03875327855348587, -0.04096429422497749, -...Bitcoin עלה ב -50% !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin עלה ב -50% !, !!] ... Bitcoin עלה ב -50% !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Kc5n1bzv1BJT","executionInfo":{"status":"ok","timestamp":1620204862983,"user_tz":-300,"elapsed":2887633,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1cbcaf6e-dbda-48d9-d58a-3bf888b4bcac"},"source":["# Telugu for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('బిట్\\u200cకాయిన్ 50 శాతం పెరిగింది !!!' )"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[బిట్‌కాయిన్ 50 శాతం పెరిగింది !!!]01.0positive[-0.04653506726026535, 0.020184172317385674, -...బిట్‌కాయిన్ 50 శాతం పెరిగింది !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [బిట్‌కాయిన్ 50 శాతం పెరిగింది !!!] ... బిట్‌కాయిన్ 50 శాతం పెరిగింది !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"-l-u6vrz1Obe","executionInfo":{"status":"ok","timestamp":1620204863397,"user_tz":-300,"elapsed":2888040,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0c8c1acf-3752-43c2-b9bb-53ed598b9d0d"},"source":["# Telgu for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('బిట్\\u200cకాయిన్ 50 శాతం పడిపోయింది !!! ')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[బిట్‌కాయిన్ 50 శాతం పడిపోయింది !!!]00.999995negative[-0.07144764810800552, 0.00431971438229084, -0...బిట్‌కాయిన్ 50 శాతం పడిపోయింది !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [బిట్‌కాయిన్ 50 శాతం పడిపోయింది !!!] ... బిట్‌కాయిన్ 50 శాతం పడిపోయింది !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Ckyjl3YQ1VFn","executionInfo":{"status":"ok","timestamp":1620204863722,"user_tz":-300,"elapsed":2888355,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5a33f302-995c-4357-f80f-c3adec65f23b"},"source":["# Russian for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Биткойн упал на 50 процентов !!! ')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Биткойн упал на 50 процентов !!!]00.999988negative[-0.05514693260192871, -0.025273755192756653, ...Биткойн упал на 50 процентов !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Биткойн упал на 50 процентов !!!] ... Биткойн упал на 50 процентов !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"GIdWkfGv1gFz","executionInfo":{"status":"ok","timestamp":1620204864709,"user_tz":-300,"elapsed":2889336,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"04798c4e-1524-4219-a424-d8a6aef7ca2a"},"source":["# Russian for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('Биткойн поднялся на 50 процентов !!!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Биткойн поднялся на 50 процентов !!!]01.0positive[-0.0347013957798481, -0.01663934625685215, -0...Биткойн поднялся на 50 процентов !!!
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"],"text/plain":[" sentence ... document\n","0 [Биткойн поднялся на 50 процентов !!!] ... Биткойн поднялся на 50 процентов !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"8R1j9mwz2Cm4"},"source":["# Model understands Urdu\n","![ur](https://www.worldometers.info/img/flags/small/tn_pk-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"j4zwvRV11pcG","executionInfo":{"status":"ok","timestamp":1620204865516,"user_tz":-300,"elapsed":2890134,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b5809ecd-d35e-40c9-c5a9-38b707db8a04"},"source":["# Urdu for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin 50 فیصد کی طرف سے گرا دیا !!!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin 50 فیصد کی طرف سے گرا دیا !!!]00.999564negative[-0.042979832738637924, -0.042187534272670746,...Bitcoin 50 فیصد کی طرف سے گرا دیا !!!
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"],"text/plain":[" sentence ... document\n","0 [Bitcoin 50 فیصد کی طرف سے گرا دیا !!!] ... Bitcoin 50 فیصد کی طرف سے گرا دیا !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"_EwpYn_hBpzt","executionInfo":{"status":"ok","timestamp":1620204865962,"user_tz":-300,"elapsed":2890572,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4e79bc75-5aa6-4f31-b0c6-8e23caa7a92d"},"source":["# Urdu for : 'TDollar rates skyrocketed!!'\n","fitted_pipe.predict('ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!!]00.615615positive[-0.06762911379337311, -0.02299044094979763, -...ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!!
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"],"text/plain":[" sentence ... document\n","0 [ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!!] ... ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"RoNg-C3k1qcX"},"source":["# Model understands Hindi\n","![hi](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"QZ9RT5Wv1r1n","executionInfo":{"status":"ok","timestamp":1620204867391,"user_tz":-300,"elapsed":2891993,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f189db28-78b8-4860-9aff-c5c463d3683f"},"source":["# Hindi for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('बिटकॉइन 50 प्रतिशत चढ़ गया !!! ')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[बिटकॉइन 50 प्रतिशत चढ़ गया !!!]01.0positive[-0.03370286896824837, -0.027637438848614693, ...बिटकॉइन 50 प्रतिशत चढ़ गया !!!
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"],"text/plain":[" sentence ... document\n","0 [बिटकॉइन 50 प्रतिशत चढ़ गया !!!] ... बिटकॉइन 50 प्रतिशत चढ़ गया !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"quM-IL2i12-B","executionInfo":{"status":"ok","timestamp":1620204868130,"user_tz":-300,"elapsed":2892727,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1efc705b-2631-4038-a539-9342296987d0"},"source":["# Hindi for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('बिटकॉइन में 50 प्रतिशत की गिरावट !!!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[बिटकॉइन में 50 प्रतिशत की गिरावट !!!]00.999983negative[-0.056788038462400436, -0.045364461839199066,...बिटकॉइन में 50 प्रतिशत की गिरावट !!!
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"],"text/plain":[" sentence ... document\n","0 [बिटकॉइन में 50 प्रतिशत की गिरावट !!!] ... बिटकॉइन में 50 प्रतिशत की गिरावट !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"R4ByHOZn35Lc"},"source":["# The model understands Tartar\n","![tt](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"2JrzusSQ18F5","executionInfo":{"status":"ok","timestamp":1620204869238,"user_tz":-300,"elapsed":2893830,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"46084c37-33f9-47c2-e2da-46abf957bedf"},"source":["# Tartar for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict('Bitcoin 50 процентка төште !!!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin 50 процентка төште !!!]00.99712negative[-0.046695344150066376, -0.045206207782030106,...Bitcoin 50 процентка төште !!!
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"],"text/plain":[" sentence ... document\n","0 [Bitcoin 50 процентка төште !!!] ... Bitcoin 50 процентка төште !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"J06Xm_Ln4AYu","executionInfo":{"status":"ok","timestamp":1620204870025,"user_tz":-300,"elapsed":2894612,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"32c93cbb-cf58-45ca-b911-594ec7639b25"},"source":["# Tartar for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict('Биткойн 50 процентка артты !!!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Биткойн 50 процентка артты !!!]01.0positive[-0.015944570302963257, -0.024691367521882057,...Биткойн 50 процентка артты !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Биткойн 50 процентка артты !!!] ... Биткойн 50 процентка артты !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"CUHcJZfJMplL","executionInfo":{"status":"ok","timestamp":1620204870028,"user_tz":-300,"elapsed":2894605,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f741335f-56eb-4083-9f74-a0f5c7ec177e"},"source":["# French for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin a chuté de 50% !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin a chuté de 50% !, !!]00.999993negative[-0.05751340091228485, -0.055390965193510056, ...Bitcoin a chuté de 50% !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin a chuté de 50% !, !!] ... Bitcoin a chuté de 50% !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"57NY2XoTMplM","executionInfo":{"status":"ok","timestamp":1620204870622,"user_tz":-300,"elapsed":2895194,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2f15d469-5c73-4b89-a8e6-164f8018e2a0"},"source":["# French for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"Le Bitcoin a augmenté de 50% !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Le Bitcoin a augmenté de 50% !, !!]01.0positive[-0.036176975816488266, -0.03910718113183975, ...Le Bitcoin a augmenté de 50% !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Le Bitcoin a augmenté de 50% !, !!] ... Le Bitcoin a augmenté de 50% !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"gBp11S5GNq6S","executionInfo":{"status":"ok","timestamp":1620204871161,"user_tz":-300,"elapsed":2895726,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0921469b-ddb9-4f90-84b8-2166499c38eb"},"source":["# Thai for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin เพิ่มขึ้น 50 เปอร์เซ็นต์ !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin เพิ่มขึ้น 50 เปอร์เซ็นต์ !!!]01.0positive[-0.0362008698284626, -0.02767593413591385, -0...Bitcoin เพิ่มขึ้น 50 เปอร์เซ็นต์ !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin เพิ่มขึ้น 50 เปอร์เซ็นต์ !!!] ... Bitcoin เพิ่มขึ้น 50 เปอร์เซ็นต์ !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Fxh1gasROElC","executionInfo":{"status":"ok","timestamp":1620204872032,"user_tz":-300,"elapsed":2896592,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4861d19e-8dda-4bb1-b9c2-3fc73e6219bd"},"source":["# Thai for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin ลดลง 50 เปอร์เซ็นต์ !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin ลดลง 50 เปอร์เซ็นต์ !!!]00.99993negative[-0.05988080054521561, -0.04294697195291519, -...Bitcoin ลดลง 50 เปอร์เซ็นต์ !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin ลดลง 50 เปอร์เซ็นต์ !!!] ... Bitcoin ลดลง 50 เปอร์เซ็นต์ !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Mv0KkUxo7Lh_","executionInfo":{"status":"ok","timestamp":1620204872543,"user_tz":-300,"elapsed":2897098,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"928cecc5-9e0a-4438-ffb7-1f88cb6dd210"},"source":["# Khmer for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin បានធ្លាក់ចុះ 50 ភាគរយ !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin បានធ្លាក់ចុះ 50 ភាគរយ !!!]00.999976negative[-0.057029254734516144, -0.042525384575128555,...Bitcoin បានធ្លាក់ចុះ 50 ភាគរយ !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin បានធ្លាក់ចុះ 50 ភាគរយ !!!] ... Bitcoin បានធ្លាក់ចុះ 50 ភាគរយ !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SWbqMgAwOElC","executionInfo":{"status":"ok","timestamp":1620204873221,"user_tz":-300,"elapsed":2897769,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1aa07a23-f0cd-40d9-a9b2-e34a32af3f4b"},"source":["# Khmer for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin បានកើនឡើង 50 ភាគរយ !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin បានកើនឡើង 50 ភាគរយ !!!]01.0positive[-0.0398690328001976, -0.03344428539276123, -0...Bitcoin បានកើនឡើង 50 ភាគរយ !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin បានកើនឡើង 50 ភាគរយ !!!] ... Bitcoin បានកើនឡើង 50 ភាគរយ !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"sZlmLhajPoBb","executionInfo":{"status":"ok","timestamp":1620204873753,"user_tz":-300,"elapsed":2898296,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b379f5c5-f85b-4fcf-8769-7d41c81135b8"},"source":["# Yiddish for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"ביטקאָין דראַפּט דורך 50 פּראָצענט !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[ביטקאָין דראַפּט דורך 50 פּראָצענט !!!]00.999989negative[-0.05685275420546532, -0.04757662117481232, -...ביטקאָין דראַפּט דורך 50 פּראָצענט !!!
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"],"text/plain":[" sentence ... document\n","0 [ביטקאָין דראַפּט דורך 50 פּראָצענט !!!] ... ביטקאָין דראַפּט דורך 50 פּראָצענט !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"5h-pha_nPoBc","executionInfo":{"status":"ok","timestamp":1620204875147,"user_tz":-300,"elapsed":2899687,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a8aad03f-19fa-430f-b1aa-4053990641af"},"source":["# Yiddish for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"ביטקאָין איז אַרויף מיט 50 פּראָצענט !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[ביטקאָין איז אַרויף מיט 50 פּראָצענט !!!]01.0positive[-0.04943440482020378, -0.05143021047115326, -...ביטקאָין איז אַרויף מיט 50 פּראָצענט !!!
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"],"text/plain":[" sentence ... document\n","0 [ביטקאָין איז אַרויף מיט 50 פּראָצענט !!!] ... ביטקאָין איז אַרויף מיט 50 פּראָצענט !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DXz6fhJSaAHu","executionInfo":{"status":"ok","timestamp":1620204875696,"user_tz":-300,"elapsed":2900229,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"7399213b-dac2-4025-945b-8d8ee778c266"},"source":["# Kygrgyz for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin 50 пайызга төмөндөдү !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin 50 пайызга төмөндөдү !!!]00.99996negative[-0.0606391467154026, -0.020774153992533684, -...Bitcoin 50 пайызга төмөндөдү !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin 50 пайызга төмөндөдү !!!] ... Bitcoin 50 пайызга төмөндөдү !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"lh_ZSHlPaAHv","executionInfo":{"status":"ok","timestamp":1620204876020,"user_tz":-300,"elapsed":2900548,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"7748fda1-aac9-47df-a24c-2248eb102336"},"source":["# Kygrgyz for : 'Bitcoin went up by 50 percent !!!'\n","fitted_pipe.predict(\"Bitcoin 50 пайызга көтөрүлдү !!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[Bitcoin 50 пайызга көтөрүлдү !!!]00.999998positive[-0.031883276998996735, -0.009198011830449104,...Bitcoin 50 пайызга көтөрүлдү !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [Bitcoin 50 пайызга көтөрүлдү !!!] ... Bitcoin 50 пайызга көтөрүлдү !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"JWDr_LoCdJFn","executionInfo":{"status":"ok","timestamp":1620204877114,"user_tz":-300,"elapsed":2901637,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ffbaa262-cb4c-4ac8-a87b-dc8776100a5a"},"source":["# Tamil for : 'Bitcoin dropped by 50 percent !!!'\n","fitted_pipe.predict(\"பிட்காயின் 50 சதவீதம் குறைந்தது !!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[பிட்காயின் 50 சதவீதம் குறைந்தது !!!]00.999997negative[-0.06173097714781761, -0.034972332417964935, ...பிட்காயின் 50 சதவீதம் குறைந்தது !!!
\n","
"],"text/plain":[" sentence ... document\n","0 [பிட்காயின் 50 சதவீதம் குறைந்தது !!!] ... பிட்காயின் 50 சதவீதம் குறைந்தது !!!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"J8dGo9wLCFSa","executionInfo":{"status":"ok","timestamp":1620204877495,"user_tz":-300,"elapsed":2902012,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"09ecd623-1fb3-4f79-a784-feb110037c61"},"source":["# Tamil for : 'Dollar rates skyrocketed!!'\n","fitted_pipe.predict(\"ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentenceorigin_indextrained_sentiment_confidencetrained_sentimentsentence_embedding_labsedocument
0[ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!]01.0positive[-0.06327779591083527, -0.029234550893306732, ...ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!
\n","
"],"text/plain":[" sentence ... document\n","0 [ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!] ... ڈالر کے نرخ آسمان چھائے ہوئے ہیں !!\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620205654008,"user_tz":-300,"elapsed":3678520,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f76c419d-e144-44d7-a9c5-2dbc67b69d2c"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620206095082,"user_tz":-300,"elapsed":136895,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5f0bacad-9c51-4ca0-90d3-614260033d6e"},"source":["stored_model_path = './models/classifier_dl_trained' \n","\n","hdd_pipe = nlu.load(path=\"./models/classifier_dl_trained\")\n","\n","preds = hdd_pipe.predict('Bitcoin dropped by 50 percent!!')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentimentsentenceorigin_indexsentiment_confidencetextsentence_embedding_from_diskdocument
0[negative, negative][Bitcoin dropped by 50 percent!, !]8589934592[0.9999988, 0.9999988]Bitcoin dropped by 50 percent!![[-0.049401186406612396, -0.02522580698132515,...Bitcoin dropped by 50 percent!!
\n","
"],"text/plain":[" sentiment ... document\n","0 [negative, negative] ... Bitcoin dropped by 50 percent!!\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"e0CVlkk9v6Qi","executionInfo":{"status":"ok","timestamp":1620206095084,"user_tz":-300,"elapsed":136873,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e5d12349-cbe9-4f02-8266-490dd9ff9344"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1b8112d8) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@1b8112d8\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['sentiment_dl@labse'] has settable params:\n","pipe['sentiment_dl@labse'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@labse'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@labse'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"dxr5nnv8zPLz"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_twitter.ipynb b/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_twitter.ipynb deleted file mode 100644 index 394348dc..00000000 --- a/examples/colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_twitter.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_multi_lingual_training_sentiment_classifier_demo_twitter.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/Training/multi_lingual/binary_text_classification/NLU_multi_lingual_training_sentiment_classifier_demo_twitter.ipynb)\n","\n","# Training a Sentiment Analysis Classifier with NLU \n","## 2 Class Twitter Sentiment Classifier Training\n","With the [SentimentDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#sentimentdl-multi-class-sentiment-analysis-annotator) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","* List item\n","* List item\n","\n","\n","You can achieve these results or even better on this dataset with training data : \n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","You can achieve these results or even better on this dataset with test data : \n","\n","
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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFGnBCHavltY","executionInfo":{"status":"ok","timestamp":1620202068188,"user_tz":-300,"elapsed":106986,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"54e36062-3758-4478-9353-614909af18c6"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:06:01-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 08:06:02 (1.81 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 48.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 49.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download twitter Sentiment dataset \n","https://www.kaggle.com/cosmos98/twitter-and-reddit-sentimental-analysis-dataset\n","#Context\n","\n","This is was a Dataset Created as a part of the university Project On Sentimental Analysis On Multi-Source Social Media Platforms using PySpark."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620202068746,"user_tz":-300,"elapsed":107458,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"4598d263-965a-47f3-9fc6-a3869e7b4318"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/twitter_data_multi_lang.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 08:07:47-- http://ckl-it.de/wp-content/uploads/2021/02/twitter_data_multi_lang.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 125908 (123K) [text/csv]\n","Saving to: ‘twitter_data_multi_lang.csv’\n","\n","twitter_data_multi_ 100%[===================>] 122.96K 357KB/s in 0.3s \n","\n","2021-05-05 08:07:48 (357 KB/s) - ‘twitter_data_multi_lang.csv’ saved [125908/125908]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620202069157,"user_tz":-300,"elapsed":107840,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"b98f130f-2334-4472-e9d5-585b3e4f0417"},"source":["import pandas as pd\n","train_path = '/content/twitter_data_multi_lang.csv'\n","\n","train_df = pd.read_csv(train_path)\n","train_df.test_sentences = train_df.test_sentences.astype(str)\n","# the text data to use for classification should be in a column named 'text'\n","# the label column must have name 'y' name be of type str\n","train_df= train_df[[\"text\",\"y\"]]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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texty
261narender modi think the candidate who standing...negative
250you forgot one more cruel incident happened ka...negative
55modi the countryhe worked chaiwala not chowkid...negative
105india wants leader who has vision success buil...positive
532wrong assumptions made letter\\r\\nbeing modi fa...negative
.........
168this hindutva terrorism enjoys the tacit suppo...positive
80modis opposition trying defame him they not wa...negative
560modi has crippled economy destroyed jobs far f...positive
383and hope hindustan will over take all other co...negative
133why not ask them vote for modern india modi wh...negative
\n","

480 rows × 2 columns

\n","
"],"text/plain":[" text y\n","261 narender modi think the candidate who standing... negative\n","250 you forgot one more cruel incident happened ka... negative\n","55 modi the countryhe worked chaiwala not chowkid... negative\n","105 india wants leader who has vision success buil... positive\n","532 wrong assumptions made letter\\r\\nbeing modi fa... negative\n",".. ... ...\n","168 this hindutva terrorism enjoys the tacit suppo... positive\n","80 modis opposition trying defame him they not wa... negative\n","560 modi has crippled economy destroyed jobs far f... positive\n","383 and hope hindustan will over take all other co... negative\n","133 why not ask them vote for modern india modi wh... negative\n","\n","[480 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.sentiment')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":844},"id":"IKK_Ii_gjJfF","executionInfo":{"status":"ok","timestamp":1620202522330,"user_tz":-300,"elapsed":560988,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5db3cc9e-7808-46d0-9f4e-934e1a3650ee"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.sentiment')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['sentiment_dl'].setMaxEpochs(60) \n","trainable_pipe['sentiment_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," negative 0.93 0.97 0.95 233\n"," positive 0.97 0.94 0.95 247\n","\n"," accuracy 0.95 480\n"," macro avg 0.95 0.95 0.95 480\n","weighted avg 0.95 0.95 0.95 480\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indexytrained_sentimenttextsentencesentence_embedding_labse
00.997279narender modi think the candidate who standing...261negativenegativenarender modi think the candidate who standing...[narender modi think the candidate who standin...[-0.07268679887056351, 0.06004006788134575, 0....
10.999994you forgot one more cruel incident happened ka...250negativenegativeyou forgot one more cruel incident happened ka...[you forgot one more cruel incident happened k...[0.07269874960184097, -0.027332717552781105, -...
20.999994modi the countryhe worked chaiwala not chowkid...55negativenegativemodi the countryhe worked chaiwala not chowkid...[modi the countryhe worked chaiwala not chowki...[0.016793066635727882, -0.021795757114887238, ...
31.000000india wants leader who has vision success buil...105positivepositiveindia wants leader who has vision success buil...[india wants leader who has vision success bui...[-0.049463558942079544, 0.04899046570062637, 0...
40.999807wrong assumptions made letter being modi fan d...532negativenegativewrong assumptions made letter\\r\\nbeing modi fa...[wrong assumptions made letter being modi fan ...[0.02427481859922409, 0.03929490968585014, -0....
...........................
4750.999200this hindutva terrorism enjoys the tacit suppo...168positivepositivethis hindutva terrorism enjoys the tacit suppo...[this hindutva terrorism enjoys the tacit supp...[0.05460929870605469, -0.00930434837937355, 0....
4760.999818modis opposition trying defame him they not wa...80negativenegativemodis opposition trying defame him they not wa...[modis opposition trying defame him they not w...[-0.06659215688705444, 0.01988210715353489, 0....
4770.999971modi has crippled economy destroyed jobs far f...560positivenegativemodi has crippled economy destroyed jobs far f...[modi has crippled economy destroyed jobs far ...[-0.0314302034676075, 0.027095980942249298, -0...
4781.000000and hope hindustan will over take all other co...383negativepositiveand hope hindustan will over take all other co...[and hope hindustan will over take all other c...[0.048234350979328156, -0.037638068199157715, ...
4790.998324why not ask them vote for modern india modi wh...133negativenegativewhy not ask them vote for modern india modi wh...[why not ask them vote for modern india modi w...[-0.03812406584620476, 0.07693956047296524, -0...
\n","

480 rows × 8 columns

\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.997279 ... [-0.07268679887056351, 0.06004006788134575, 0....\n","1 0.999994 ... [0.07269874960184097, -0.027332717552781105, -...\n","2 0.999994 ... [0.016793066635727882, -0.021795757114887238, ...\n","3 1.000000 ... [-0.049463558942079544, 0.04899046570062637, 0...\n","4 0.999807 ... [0.02427481859922409, 0.03929490968585014, -0....\n",".. ... ... ...\n","475 0.999200 ... [0.05460929870605469, -0.00930434837937355, 0....\n","476 0.999818 ... [-0.06659215688705444, 0.01988210715353489, 0....\n","477 0.999971 ... [-0.0314302034676075, 0.027095980942249298, -0...\n","478 1.000000 ... [0.048234350979328156, -0.037638068199157715, ...\n","479 0.998324 ... [-0.03812406584620476, 0.07693956047296524, -0...\n","\n","[480 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620202543579,"user_tz":-300,"elapsed":582223,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9f534cb3-736b-4d2f-f465-df0ccec6716b"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.75 0.70 0.72 67\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.65 0.68 0.67 53\n","\n"," accuracy 0.69 120\n"," macro avg 0.47 0.46 0.46 120\n","weighted avg 0.71 0.69 0.70 120\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BD5OKO4Umc5U"},"source":["# 4. Test Model on 20 languages!"]},{"cell_type":"code","metadata":{"id":"OQ72hP9unML7","colab":{"base_uri":"https://localhost:8080/","height":776},"executionInfo":{"status":"ok","timestamp":1620202562769,"user_tz":-300,"elapsed":601405,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"409a40af-dff1-4910-8136-c74f09527aa5"},"source":["train_df = pd.read_csv(\"/content/twitter_data_multi_lang.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_sentiment']))\n","\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," negative 0.83 0.82 0.82 49\n"," neutral 0.00 0.00 0.00 0\n"," positive 0.85 0.80 0.83 51\n","\n"," accuracy 0.81 100\n"," macro avg 0.56 0.54 0.55 100\n","weighted avg 0.84 0.81 0.83 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indexytrained_sentimenttextsentencesentence_embedding_labse
00.999401how narendra modi has almost killed the indian...0negativenegativehow narendra modi has almost killed the indian...[how narendra modi has almost killed the india...[-0.05593567714095116, 0.050420816987752914, -...
10.995770تعتقد أنه كان مودي وراء هذا الحادث1negativenegativeتعتقد أنه كان مودي وراء هذا الحادث[تعتقد أنه كان مودي وراء هذا الحادث][0.007358793169260025, -0.0520767867565155, 0....
20.998129カマル・ハサーンがチョウキダール・モディを連れて行くカマル・ハサーン・モディの金持ちが貧しい...2negativenegativeカマル・ハサーンがチョウキダール・モディを連れて行くカマル・ハサーン・モディの金持ちが貧しい...[カマル・ハサーンがチョウキダール・モディを連れて行くカマル・ハサーン・モディの金持ちが貧し...[-0.012155424803495407, -0.02065391279757023, ...
30.998547связанное имя с фамилией, а не bcz религия, св...3negativenegativeсвязанное имя с фамилией, а не bcz религия, св...[связанное имя с фамилией, а не bcz религия, с...[-0.006620907690376043, 0.02574392780661583, -...
41.000000kdokoli lepší než modi, když nehruji vypršela,...4positivepositivekdokoli lepší než modi, když nehruji vypršela,...[kdokoli lepší než modi, když nehruji vypršela...[-0.04917769134044647, 0.017523039132356644, -...
...........................
950.999987lol qui va épouser son hippopotame tous les ho...95positivepositivelol qui va épouser son hippopotame tous les ho...[lol qui va épouser son hippopotame tous les h...[-0.01001912634819746, -0.031715311110019684, ...
960.999994拉贾斯坦邦州长卡莉安·辛格·阿里加3月23日全都是bjp工人，希望bjp胜利，希望莫迪再次成...96positivepositive拉贾斯坦邦州长卡莉安·辛格·阿里加3月23日全都是bjp工人，希望bjp胜利，希望莫迪再次成...[拉贾斯坦邦州长卡莉安·辛格·阿里加3月23日全都是bjp工人，希望bjp胜利，希望莫迪再次...[0.009000560268759727, -0.021888386458158493, ...
970.979382మోడీ భక్తులు రాహుల్ గురించి అబద్ధాలు చెబుతున్న...97positivepositiveమోడీ భక్తులు రాహుల్ గురించి అబద్ధాలు చెబుతున్న...[మోడీ భక్తులు రాహుల్ గురించి అబద్ధాలు చెబుతున్...[-0.05518203601241112, -0.0041709886863827705,...
980.882261lol neha, je to jako dát hlavu zabít těm, kteř...98positivepositivelol neha, je to jako dát hlavu zabít těm, kteř...[lol neha, je to jako dát hlavu zabít těm, kte...[-0.019701892510056496, -0.01936856471002102, ...
990.999997por favor venda nuestro bosque por favor haga ...99positivepositivepor favor venda nuestro bosque por favor haga ...[por favor venda nuestro bosque por favor haga...[-0.039666254073381424, -0.0194801464676857, -...
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999401 ... [-0.05593567714095116, 0.050420816987752914, -...\n","1 0.995770 ... [0.007358793169260025, -0.0520767867565155, 0....\n","2 0.998129 ... [-0.012155424803495407, -0.02065391279757023, ...\n","3 0.998547 ... [-0.006620907690376043, 0.02574392780661583, -...\n","4 1.000000 ... [-0.04917769134044647, 0.017523039132356644, -...\n",".. ... ... ...\n","95 0.999987 ... [-0.01001912634819746, -0.031715311110019684, ...\n","96 0.999994 ... [0.009000560268759727, -0.021888386458158493, ...\n","97 0.979382 ... [-0.05518203601241112, -0.0041709886863827705,...\n","98 0.882261 ... [-0.019701892510056496, -0.01936856471002102, ...\n","99 0.999997 ... [-0.039666254073381424, -0.0194801464676857, -...\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"o0vu7PaWkcI7","executionInfo":{"status":"ok","timestamp":1620202564814,"user_tz":-300,"elapsed":603442,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c5dd75ba-92bc-45b9-f6da-e44f6a90b35e"},"source":["fitted_pipe.predict(\"Congress's new policies made many people sad \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.971534Congress's new policies made many people sad0negative[Congress's new policies made many people sad][0.004380704369395971, -0.00210917298682034, -...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.971534 ... [0.004380704369395971, -0.00210917298682034, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1ykjRQhCtQ4w","executionInfo":{"status":"ok","timestamp":1620202564816,"user_tz":-300,"elapsed":603426,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"1bfa4d52-54a2-43e3-99ed-b054129c8b41"},"source":["fitted_pipe.predict(\"Congress's new policies made many people happy \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999984Congress's new policies made many people happy0positive[Congress's new policies made many people happy][0.025979558005928993, -0.007445275783538818, ...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999984 ... [0.025979558005928993, -0.007445275783538818, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dzaaZrI4tVWc","executionInfo":{"status":"ok","timestamp":1620202566199,"user_tz":-300,"elapsed":604799,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"7a0eeb2c-0d28-4bfa-fe8b-a5827afe89f1"},"source":["# German for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"Die neue Politik des Kongresses machte viele Menschen arm, traurig und depressiv \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.779711Die neue Politik des Kongresses machte viele M...0negative[Die neue Politik des Kongresses machte viele ...[-0.02746928110718727, 0.015148899517953396, -...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.779711 ... [-0.02746928110718727, 0.015148899517953396, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"BbhgTSBGtTtJ","executionInfo":{"status":"ok","timestamp":1620202566201,"user_tz":-300,"elapsed":604792,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9f0c244c-834a-4b01-8d60-df278e60de56"},"source":["# German for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"Die neue Politik des Kongresses machte viele Menschen glücklich \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999974Die neue Politik des Kongresses machte viele M...0positive[Die neue Politik des Kongresses machte viele ...[0.008141197264194489, -0.009829358197748661, ...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999974 ... [0.008141197264194489, -0.009829358197748661, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"kYSYqtoRtc-P","executionInfo":{"status":"ok","timestamp":1620202567220,"user_tz":-300,"elapsed":605804,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"45ea8add-578f-4c7a-bf50-f5649f2b3bbe"},"source":["# Chinese for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"国会的新政策使许多人感到高兴 \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999998国会的新政策使许多人感到高兴0positive[国会的新政策使许多人感到高兴][0.009464389644563198, -0.012016313150525093, ...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999998 ... [0.009464389644563198, -0.012016313150525093, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"06v9SD-QtlBU","executionInfo":{"status":"ok","timestamp":1620202567221,"user_tz":-300,"elapsed":605796,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"0e1f7d04-90d5-4765-a4d4-09d88e7ff62b"},"source":["# Chinese for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"国会的新政策使许多人变得贫穷，悲伤和沮丧 \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.998916国会的新政策使许多人变得贫穷，悲伤和沮丧0negative[国会的新政策使许多人变得贫穷，悲伤和沮丧][-0.05506608635187149, -0.002640362363308668, ...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.998916 ... [-0.05506608635187149, -0.002640362363308668, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VMPhbgw9twtf","executionInfo":{"status":"ok","timestamp":1620202568514,"user_tz":-300,"elapsed":607077,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"54ce4a9a-52dc-477c-8195-3fb28a321074"},"source":["# Afrikaans for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"Die Kongres se nuwe beleid het baie mense arm, hartseer en depressief gemaak \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.720446Die Kongres se nuwe beleid het baie mense arm,...0negative[Die Kongres se nuwe beleid het baie mense arm...[-0.023684442043304443, 0.0034083062782883644,...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.720446 ... [-0.023684442043304443, 0.0034083062782883644,...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"zWgNTIdkumhX","executionInfo":{"status":"ok","timestamp":1620202569943,"user_tz":-300,"elapsed":608497,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"7f7ccf28-2d4d-487d-9205-1c469d23275b"},"source":["# Afrikaans for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"Die Kongres se nuwe beleid het baie mense gelukkig gemaak \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999999Die Kongres se nuwe beleid het baie mense gelu...0positive[Die Kongres se nuwe beleid het baie mense gel...[0.005836560856550932, -0.02982638217508793, -...
\n","
"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999999 ... [0.005836560856550932, -0.02982638217508793, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"IlkmAaMoxTuy"},"source":["# The model understands Japanese\n","![ja](https://www.worldometers.info/img/flags/small/tn_ja-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"1IfJu3q8wwUt","executionInfo":{"status":"ok","timestamp":1620202569947,"user_tz":-300,"elapsed":608494,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"e1be5a26-606f-4bda-8494-ce0f58aabf14"},"source":["# Japanese for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"議会の新しい政策は多くの人々を貧しく、悲しくそして落ち込んだものにしました \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.993153議会の新しい政策は多くの人々を貧しく、悲しくそして落ち込んだものにしました0negative[議会の新しい政策は多くの人々を貧しく、悲しくそして落ち込んだものにしました][-0.04006955772638321, 0.0033476136159151793, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.993153 ... [-0.04006955772638321, 0.0033476136159151793, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"h3k7_PFhxOve","executionInfo":{"status":"ok","timestamp":1620202570964,"user_tz":-300,"elapsed":609500,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"76551d94-8d73-4904-9636-e1495852e33d"},"source":["\n","\t\t\n","# Japanese for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"議会の新しい政策は多くの人々を幸せにしました \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999996議会の新しい政策は多くの人々を幸せにしました0positive[議会の新しい政策は多くの人々を幸せにしました][-0.017957264557480812, -0.015919487923383713,...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999996 ... [-0.017957264557480812, -0.015919487923383713,...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DRNnuEeQz2pd","executionInfo":{"status":"ok","timestamp":1620202571532,"user_tz":-300,"elapsed":610061,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"515337da-dcec-4345-f112-cd35e644c79e"},"source":["# Turkish for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"Kongrenin yeni politikaları birçok insanı fakir, hüzünlü ve depresif hale getirdi \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.995125Kongrenin yeni politikaları birçok insanı faki...0negative[Kongrenin yeni politikaları birçok insanı fak...[-0.02755207195878029, 0.012688503600656986, -...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.995125 ... [-0.02755207195878029, 0.012688503600656986, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aOSsiK6J0jWs","executionInfo":{"status":"ok","timestamp":1620202572302,"user_tz":-300,"elapsed":610810,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"45f525b8-617b-4469-d61e-df03469b8734"},"source":["# Turkish for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"Kongrenin yeni politikaları birçok insanı mutlu etti \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999997Kongrenin yeni politikaları birçok insanı mutl...0positive[Kongrenin yeni politikaları birçok insanı mut...[0.019367843866348267, -0.0063224597834050655,...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999997 ... [0.019367843866348267, -0.0063224597834050655,...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XQ5VCtxw0pc0","executionInfo":{"status":"ok","timestamp":1620202573308,"user_tz":-300,"elapsed":611804,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"e9a8ce71-dbad-46b6-e556-f51b2c7ef208"},"source":["# Hebrew for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"המדיניות החדשה של הקונגרס גרמה לאנשים רבים להיות עניים, עצובים ומדוכאים \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.994727המדיניות החדשה של הקונגרס גרמה לאנשים רבים להי...0negative[המדיניות החדשה של הקונגרס גרמה לאנשים רבים לה...[-0.03273192420601845, -0.016592275351285934, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.994727 ... [-0.03273192420601845, -0.016592275351285934, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"9w2ZHfns05A4","executionInfo":{"status":"ok","timestamp":1620202574066,"user_tz":-300,"elapsed":612547,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"cb13aabf-b93c-4fa1-e729-af42f241366b"},"source":["# Hebrew for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"המדיניות החדשה של הקונגרס שימחה אנשים רבים \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999977המדיניות החדשה של הקונגרס שימחה אנשים רבים0positive[המדיניות החדשה של הקונגרס שימחה אנשים רבים][0.0014839837094768882, -0.01997891254723072, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999977 ... [0.0014839837094768882, -0.01997891254723072, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Kc5n1bzv1BJT","executionInfo":{"status":"ok","timestamp":1620202574942,"user_tz":-300,"elapsed":613408,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"3a47d3cd-1748-4725-d6b2-329c6b3b8664"},"source":["# Telugu for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"కాంగ్రెస్ కొత్త విధానాలు చాలా మందిని పేదలుగా, విచారంగా, నిరాశకు గురి చేశాయి \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.994245కాంగ్రెస్ కొత్త విధానాలు చాలా మందిని పేదలుగా, ...0negative[కాంగ్రెస్ కొత్త విధానాలు చాలా మందిని పేదలుగా,...[-0.02907465025782585, -0.02225475199520588, -...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.994245 ... [-0.02907465025782585, -0.02225475199520588, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"-l-u6vrz1Obe","executionInfo":{"status":"ok","timestamp":1620202575499,"user_tz":-300,"elapsed":613956,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"24fcaacc-949f-4243-d9ba-02537d895c71"},"source":["# Telugu for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"కాంగ్రెస్ కొత్త విధానాలు చాలా మందికి సంతోషాన్నిచ్చాయి \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
01.0కాంగ్రెస్ కొత్త విధానాలు చాలా మందికి సంతోషాన్న...0positive[కాంగ్రెస్ కొత్త విధానాలు చాలా మందికి సంతోషాన్...[0.003831395646557212, -0.034895412623882294, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 1.0 ... [0.003831395646557212, -0.034895412623882294, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Ckyjl3YQ1VFn","executionInfo":{"status":"ok","timestamp":1620202576540,"user_tz":-300,"elapsed":614990,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"45003fc1-6c5e-4ca2-9ffa-762379c6e612"},"source":["# Russian for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"Новая политика Конгресса сделала многих людей бедными, грустными и подавленными \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.997476Новая политика Конгресса сделала многих людей ...0negative[Новая политика Конгресса сделала многих людей...[-0.029941784217953682, 0.016272399574518204, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.997476 ... [-0.029941784217953682, 0.016272399574518204, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"GIdWkfGv1gFz","executionInfo":{"status":"ok","timestamp":1620202577054,"user_tz":-300,"elapsed":615494,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ab04d8b1-3682-4a20-87bb-e0cb1ff12446"},"source":["\n","\t\t\n","# Russian for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"Новая политика Конгресса порадовала многих людей \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999979Новая политика Конгресса порадовала многих людей0positive[Новая политика Конгресса порадовала многих лю...[-0.002074694959446788, 0.014204198494553566, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999979 ... [-0.002074694959446788, 0.014204198494553566, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"8R1j9mwz2Cm4"},"source":["# Model understands Urdu\n","![ur](https://www.worldometers.info/img/flags/small/tn_pk-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"j4zwvRV11pcG","executionInfo":{"status":"ok","timestamp":1620202577597,"user_tz":-300,"elapsed":616025,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9e08445b-75e1-4d68-b34b-98a6c90d7201"},"source":["\n","\t\t\n","# Urdu for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"کانگریس کی نئی پالیسیوں نے بہت سارے لوگوں کو غریب ، افسردہ اور افسردہ کردیا \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999625کانگریس کی نئی پالیسیوں نے بہت سارے لوگوں کو غ...0negative[کانگریس کی نئی پالیسیوں نے بہت سارے لوگوں کو ...[-0.032778408378362656, -0.01915016397833824, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999625 ... [-0.032778408378362656, -0.01915016397833824, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SxzTuK4b2UKV","executionInfo":{"status":"ok","timestamp":1620202578836,"user_tz":-300,"elapsed":617254,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"cb327854-4b6d-4179-964b-db657342db20"},"source":["# Urdu for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"کانگریس کی نئی پالیسیوں نے بہت سارے لوگوں کو خوش کیا \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.995908کانگریس کی نئی پالیسیوں نے بہت سارے لوگوں کو خ...0positive[کانگریس کی نئی پالیسیوں نے بہت سارے لوگوں کو ...[0.0033543300814926624, -0.0338786281645298, -...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.995908 ... [0.0033543300814926624, -0.0338786281645298, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"RoNg-C3k1qcX"},"source":["# Model understands Hindi\n","![hi](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"QZ9RT5Wv1r1n","executionInfo":{"status":"ok","timestamp":1620202579420,"user_tz":-300,"elapsed":617832,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"17e2dba5-3371-40dd-b831-9148fa4c7007"},"source":["# hindi for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"कांग्रेस की नई नीतियों ने कई लोगों को गरीब, दुखी और उदास बना दिया \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.995045कांग्रेस की नई नीतियों ने कई लोगों को गरीब, दु...0negative[कांग्रेस की नई नीतियों ने कई लोगों को गरीब, द...[-0.030935177579522133, -0.011918646283447742,...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.995045 ... [-0.030935177579522133, -0.011918646283447742,...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"quM-IL2i12-B","executionInfo":{"status":"ok","timestamp":1620202580321,"user_tz":-300,"elapsed":618728,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"4ef407db-efe4-4ef8-e2b6-2eeb63ab775e"},"source":["# hindi for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"कांग्रेस की नई नीतियों ने कई लोगों को खुश किया \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999983कांग्रेस की नई नीतियों ने कई लोगों को खुश किया0positive[कांग्रेस की नई नीतियों ने कई लोगों को खुश किया][0.005392681807279587, -0.024082284420728683, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999983 ... [0.005392681807279587, -0.024082284420728683, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"CUHcJZfJMplL","executionInfo":{"status":"ok","timestamp":1620202582298,"user_tz":-300,"elapsed":620676,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"41c1b052-da38-40be-860a-b006f2f9df6e"},"source":["\t\t\n","# French for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"Les nouvelles politiques du Congrès ont rendu de nombreuses personnes pauvres, tristes et déprimées \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.995686Les nouvelles politiques du Congrès ont rendu ...0negative[Les nouvelles politiques du Congrès ont rendu...[-0.017834002152085304, 0.011118772439658642, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.995686 ... [-0.017834002152085304, 0.011118772439658642, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"57NY2XoTMplM","executionInfo":{"status":"ok","timestamp":1620202582866,"user_tz":-300,"elapsed":621235,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"4fa2fd7c-9697-4b60-c270-b0c2e644b020"},"source":["# French for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"Les nouvelles politiques du Congrès ont rendu de nombreuses personnes heureuses \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999999Les nouvelles politiques du Congrès ont rendu ...0positive[Les nouvelles politiques du Congrès ont rendu...[0.019515689462423325, -0.010051749646663666, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999999 ... [0.019515689462423325, -0.010051749646663666, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"gBp11S5GNq6S","executionInfo":{"status":"ok","timestamp":1620202584197,"user_tz":-300,"elapsed":622559,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"878c5149-214e-427a-d206-325ad89d6e2c"},"source":["\t\t\n","# Thai for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"นโยบายใหม่ของสภาคองเกรสทำให้หลายคนยากจนเศร้าและหดหู่ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.727099นโยบายใหม่ของสภาคองเกรสทำให้หลายคนยากจนเศร้าแล...0positive[นโยบายใหม่ของสภาคองเกรสทำให้หลายคนยากจนเศร้าแ...[4.369320549812983e-07, -0.002880594925954938,...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.727099 ... [4.369320549812983e-07, -0.002880594925954938,...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"KgatiiyuZumz","executionInfo":{"status":"ok","timestamp":1620202584199,"user_tz":-300,"elapsed":622549,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"89c4d1ab-b36b-4e97-a414-1d07866c3304"},"source":["# Thai for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"นโยบายใหม่ของสภาคองเกรสทำให้หลายคนพอใจ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999999นโยบายใหม่ของสภาคองเกรสทำให้หลายคนพอใจ0positive[นโยบายใหม่ของสภาคองเกรสทำให้หลายคนพอใจ][0.012098133563995361, 0.006513903383165598, -...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999999 ... [0.012098133563995361, 0.006513903383165598, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Fxh1gasROElC","executionInfo":{"status":"ok","timestamp":1620202585353,"user_tz":-300,"elapsed":623695,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9c517c18-1b44-45a5-8941-a1c21c21a454"},"source":["# Khmer for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"គោលនយោបាយថ្មីរបស់សភាបានធ្វើឱ្យប្រជាជនជាច្រើនក្រីក្រក្រៀមក្រំនិងធ្លាក់ទឹកចិត្ត \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.987534គោលនយោបាយថ្មីរបស់សភាបានធ្វើឱ្យប្រជាជនជាច្រើនក្...0negative[គោលនយោបាយថ្មីរបស់សភាបានធ្វើឱ្យប្រជាជនជាច្រើនក...[-0.045212410390377045, 0.010355290956795216, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.987534 ... [-0.045212410390377045, 0.010355290956795216, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SWbqMgAwOElC","executionInfo":{"status":"ok","timestamp":1620202586047,"user_tz":-300,"elapsed":624382,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"922c462d-f20b-4501-dbcf-6368801b889f"},"source":["# Khmer for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"គោលនយោបាយថ្មីរបស់សភាបានធ្វើឱ្យមនុស្សជាច្រើនសប្បាយរីករាយ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999997គោលនយោបាយថ្មីរបស់សភាបានធ្វើឱ្យមនុស្សជាច្រើនសប្...0positive[គោលនយោបាយថ្មីរបស់សភាបានធ្វើឱ្យមនុស្សជាច្រើនសប...[-0.025576695799827576, -0.020313698798418045,...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999997 ... [-0.025576695799827576, -0.020313698798418045,...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"sZlmLhajPoBb","executionInfo":{"status":"ok","timestamp":1620202586621,"user_tz":-300,"elapsed":624922,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"3715ec9a-21a3-4375-a8cb-7ea846674419"},"source":["\t\t\n","# Yiddish for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"קאָנגרעס ס נייַ פּאַלאַסיז געמאכט פילע מענטשן נעבעך, טרויעריק און דערשלאָגן \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.972501קאָנגרעס ס נייַ פּאַלאַסיז געמאכט פילע מענטשן ...0positive[קאָנגרעס ס נייַ פּאַלאַסיז געמאכט פילע מענטשן...[-0.007056341972202063, -0.0033368950244039297...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.972501 ... [-0.007056341972202063, -0.0033368950244039297...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"5h-pha_nPoBc","executionInfo":{"status":"ok","timestamp":1620202587337,"user_tz":-300,"elapsed":625626,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"a8a486c3-0557-4be3-b6a0-57d6daf6a218"},"source":["# Yiddish for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"קאָנגרעס ס נייַ פּאַלאַסיז געמאכט פילע מענטשן צופרידן \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999997קאָנגרעס ס נייַ פּאַלאַסיז געמאכט פילע מענטשן ...0positive[קאָנגרעס ס נייַ פּאַלאַסיז געמאכט פילע מענטשן...[0.002619848819449544, -0.018449869006872177, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999997 ... [0.002619848819449544, -0.018449869006872177, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DXz6fhJSaAHu","executionInfo":{"status":"ok","timestamp":1620202587920,"user_tz":-300,"elapsed":626067,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"7b409dc7-7ec0-47c4-b42a-24e24b67c830"},"source":["# Kygrgyz for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"Конгресстин жаңы саясаты көптөгөн адамдарды жакыр, кайгыга чөгүп, көңүл чөгөттү \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.987505Конгресстин жаңы саясаты көптөгөн адамдарды жа...0negative[Конгресстин жаңы саясаты көптөгөн адамдарды ж...[-0.0002846009156201035, -0.002948872279375791...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.987505 ... [-0.0002846009156201035, -0.002948872279375791...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"lh_ZSHlPaAHv","executionInfo":{"status":"ok","timestamp":1620202588449,"user_tz":-300,"elapsed":626583,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5fc6a691-eb12-4cd2-e24c-6391ce070614"},"source":["# Kygrgyz for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"Конгресстин жаңы саясаты көпчүлүктү кубандырды \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999999Конгресстин жаңы саясаты көпчүлүктү кубандырды0positive[Конгресстин жаңы саясаты көпчүлүктү кубандырды][0.018544858321547508, -0.003260228084400296, ...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999999 ... [0.018544858321547508, -0.003260228084400296, ...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"JWDr_LoCdJFn","executionInfo":{"status":"ok","timestamp":1620202589857,"user_tz":-300,"elapsed":627966,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9eb05327-e956-4fb5-a5ee-62dc31e5b372"},"source":["# Tamil for: 'Congress's newest polices made many people poor, sad and depressed '\n","fitted_pipe.predict(\"காங்கிரசின் புதிய கொள்கைகள் பலரை ஏழைகளாகவும், சோகமாகவும், மனச்சோர்வடையச் செய்தன \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.974183காங்கிரசின் புதிய கொள்கைகள் பலரை ஏழைகளாகவும், ...0negative[காங்கிரசின் புதிய கொள்கைகள் பலரை ஏழைகளாகவும்,...[-0.006572885904461145, -0.0003982966300100088...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.974183 ... [-0.006572885904461145, -0.0003982966300100088...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"Q6C0BmTtdJFp","executionInfo":{"status":"ok","timestamp":1620202590214,"user_tz":-300,"elapsed":628312,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"02b09df5-298a-48f4-af0a-ba7bbf241971"},"source":["# Tamil for: 'Congress's newest polices made many people happy '\n","fitted_pipe.predict(\"காங்கிரசின் புதிய கொள்கைகள் பலரை மகிழ்ச்சியடையச் செய்தன \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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trained_sentiment_confidencedocumentorigin_indextrained_sentimentsentencesentence_embedding_labse
00.999997காங்கிரசின் புதிய கொள்கைகள் பலரை மகிழ்ச்சியடைய...0positive[காங்கிரசின் புதிய கொள்கைகள் பலரை மகிழ்ச்சியடை...[0.018834874033927917, -0.01959705911576748, -...
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"],"text/plain":[" trained_sentiment_confidence ... sentence_embedding_labse\n","0 0.999997 ... [0.018834874033927917, -0.01959705911576748, -...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eLex095goHwm","executionInfo":{"status":"ok","timestamp":1620203583379,"user_tz":-300,"elapsed":1621468,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"bcc02088-1c38-4c16-d115-80708a73636c"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SO4uz45MoRgp","executionInfo":{"status":"ok","timestamp":1620204133344,"user_tz":-300,"elapsed":124905,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"2f75322c-c669-4956-e4ed-0388960ada0b"},"source":["stored_model_path = './models/classifier_dl_trained' \n","hdd_pipe = nlu.load(path=stored_model_path)\n","preds = hdd_pipe.predict('I am extremly depressed and down cause of school and just feel like ending my life...')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentiment_confidencesentencesentence_embedding_from_diskdocumentsentimenttext
08589934592[0.9989802, 0.9989802][I am extremly depressed and down cause of sch...[[-0.029913833364844322, -0.03314201161265373,...I am extremly depressed and down cause of scho...[negative, negative]I am extremly depressed and down cause of scho...
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"],"text/plain":[" origin_index ... text\n","0 8589934592 ... I am extremly depressed and down cause of scho...\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"btTWUdsDNhfx","executionInfo":{"status":"ok","timestamp":1620204215401,"user_tz":-300,"elapsed":823,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"108b339c-4dea-4586-de63-8e424e41e9f6"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2a835f76) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2a835f76\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['sentiment_dl@labse'] has settable params:\n","pipe['sentiment_dl@labse'].setThreshold(0.6) | Info: The minimum threshold for the final result otheriwse it will be neutral | Currently set to : 0.6\n","pipe['sentiment_dl@labse'].setThresholdLabel('neutral') | Info: In case the score is less than threshold, what should be the label. Default is neutral. | Currently set to : neutral\n","pipe['sentiment_dl@labse'].setClasses(['positive', 'negative']) | Info: get the tags used to trained this SentimentDLModel | Currently set to : ['positive', 'negative']\n","pipe['sentiment_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"l_SDhKMysljL"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo.ipynb b/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo.ipynb deleted file mode 100644 index e44c13dd..00000000 --- a/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_lingual_multi_class_text_classifier_demo.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo.ipynb)\n","\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data :\n","\n","![image.png](data:image/png;base64,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)\n","\n","
\n","\n","\n","You can achieve these results or even better on this dataset with test data :\n","\n","
\n","\n","![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620195847576,"user_tz":-300,"elapsed":127308,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ed595633-2079-469a-f097-9ca9183fc24b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 06:22:01-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 06:22:02 (1.63 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 68kB/s \n","\u001b[K |████████████████████████████████| 153kB 49.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 15.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 54.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download news classification dataset"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620195849627,"user_tz":-300,"elapsed":129273,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"2b74892b-d5da-4393-e5e9-276107260486"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/news_category_test_multi_lingual.csv"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 06:24:07-- http://ckl-it.de/wp-content/uploads/2021/02/news_category_test_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1592801 (1.5M) [text/csv]\n","Saving to: ‘news_category_test_multi_lingual.csv’\n","\n","news_category_test_ 100%[===================>] 1.52M 1.45MB/s in 1.0s \n","\n","2021-05-05 06:24:08 (1.45 MB/s) - ‘news_category_test_multi_lingual.csv’ saved [1592801/1592801]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620195850528,"user_tz":-300,"elapsed":130140,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"80ace5e3-deb4-4da1-dd2a-34a4ff9b7c98"},"source":["import pandas as pd\n","test_path = '/content/news_category_test_multi_lingual.csv'\n","train_df = pd.read_csv(test_path)\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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Unnamed: 0ytexttest_sentences
61716171SportsLeBron James scored 25 points, Jeff McInnis a...
45404540Sportsyear old Miss Peru has been crowned Miss World...
17761776SportsThe message board in Canada #39;s dressing roo...
71737173BusinessMumbai: Singapore Technologies Telemedia and T...
69396939SportsSyracuse coach Jim Boeheim, while watching tap...
...............
28702870SportsCLEVELAND Indians righthander Kyle Denney was ...
56105610WorldAn Italian prosecutor asked a court on Frida...
68386838Sci/TechOne of the hottest holiday gifts this year is ...
22262226WorldPresident Bush went before a skeptical hall of...
25592559WorldPakistan says it has dealt a major blow to al-...
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6080 rows × 4 columns

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"],"text/plain":[" Unnamed: 0 ... test_sentences\n","6171 6171 ... \n","4540 4540 ... \n","1776 1776 ... \n","7173 7173 ... \n","6939 6939 ... \n","... ... ... ...\n","2870 2870 ... \n","5610 5610 ... \n","6838 6838 ... \n","2226 2226 ... \n","2559 2559 ... \n","\n","[6080 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","By default, the Universal Sentence Encoder Embeddings (USE) are beeing downloaded to provide embeddings for the classifier. You can use any of the 50+ other sentence Emeddings in NLU tough!\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"id":"3ZIPkRkWftBG","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620197164105,"user_tz":-300,"elapsed":1443608,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c4004705-d784-4d1e-d608-ab87e99ec308"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(60) \n","trainable_pipe['classifier_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df.iloc[:1500])\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df.iloc[:1500],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," Business 0.87 0.90 0.89 384\n"," Sci/Tech 0.90 0.91 0.90 351\n"," Sports 0.95 0.97 0.96 376\n"," World 0.96 0.90 0.93 389\n","\n"," accuracy 0.92 1500\n"," macro avg 0.92 0.92 0.92 1500\n","weighted avg 0.92 0.92 0.92 1500\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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ytrained_classifiertest_sentencestextsentenceorigin_indexdocumentsentence_embedding_labseUnnamed: 0trained_classifier_confidence_confidence
0SportsSportsLeBron James scored 25 points, Jeff McInnis a...[LeBron James scored 25 points, Jeff McInnis a...6171LeBron James scored 25 points, Jeff McInnis ad...[-0.028670351952314377, 0.002140851691365242, ...61711.000000
1SportsSportsyear old Miss Peru has been crowned Miss World...[year old Miss Peru has been crowned Miss Worl...4540year old Miss Peru has been crowned Miss World...[0.024964714422822, -0.005680068861693144, 0.0...45400.994070
2SportsSportsThe message board in Canada #39;s dressing roo...[The message board in Canada #39;s dressing ro...1776The message board in Canada #39;s dressing roo...[0.036584075540304184, 0.04450026899576187, -0...17761.000000
3BusinessBusinessMumbai: Singapore Technologies Telemedia and T...[Mumbai: Singapore Technologies Telemedia and ...7173Mumbai: Singapore Technologies Telemedia and T...[-0.04297986626625061, -0.0017465378623455763,...71730.986490
4SportsSportsSyracuse coach Jim Boeheim, while watching tap...[Syracuse coach Jim Boeheim, while watching ta...6939Syracuse coach Jim Boeheim, while watching tap...[-0.020442135632038116, 0.004873048048466444, ...69391.000000
.................................
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1496Sci/TechSci/TechWebshots users offer their photos of Bill Gate...[Webshots users offer their photos of Bill Gat...4257Webshots users offer their photos of Bill Gate...[0.029549693688750267, 0.0014347410760819912, ...42570.998830
1497Sci/TechSci/TechThe two companies say they will jointly develo...[The two companies say they will jointly devel...2910The two companies say they will jointly develo...[-0.035613108426332474, -0.029767965897917747,...29101.000000
1498WorldWorldPeruvian authorities on Monday launched an o...[Peruvian authorities on Monday launched an of...6626Peruvian authorities on Monday launched an off...[0.030554521828889847, 0.014035936444997787, 0...66261.000000
1499WorldWorldBritain's Tony Blair flew to Khartoum on Wedn...[Britain's Tony Blair flew to Khartoum on Wedn...3233Britain's Tony Blair flew to Khartoum on Wedne...[0.011163398623466492, -0.03577205538749695, 0...32331.000000
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1500 rows × 10 columns

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"],"text/plain":[" y ... trained_classifier_confidence_confidence\n","0 Sports ... 1.000000\n","1 Sports ... 0.994070\n","2 Sports ... 1.000000\n","3 Business ... 0.986490\n","4 Sports ... 1.000000\n","... ... ... ...\n","1495 Sci/Tech ... 0.994347\n","1496 Sci/Tech ... 0.998830\n","1497 Sci/Tech ... 1.000000\n","1498 World ... 1.000000\n","1499 World ... 1.000000\n","\n","[1500 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"id":"Fxx4yNkNVGFl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620197483940,"user_tz":-300,"elapsed":1763436,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"60b586d0-51db-434a-a84f-195443d6a9a5"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," Business 0.80 0.79 0.80 381\n"," Sci/Tech 0.80 0.83 0.81 384\n"," Sports 0.89 0.95 0.92 375\n"," World 0.89 0.81 0.85 380\n","\n"," accuracy 0.84 1520\n"," macro avg 0.85 0.85 0.84 1520\n","weighted avg 0.85 0.84 0.84 1520\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BD5OKO4Umc5U"},"source":["# 4. Test Model with 20 languages!"]},{"cell_type":"code","metadata":{"id":"OQ72hP9unML7","colab":{"base_uri":"https://localhost:8080/","height":776},"executionInfo":{"status":"ok","timestamp":1620197513218,"user_tz":-300,"elapsed":1792703,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"2f12e36a-dd91-4a01-d85c-bee5004193dc"},"source":["train_df = pd.read_csv(\"news_category_test_multi_lingual.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," Business 0.62 0.83 0.71 12\n"," Sci/Tech 0.91 0.78 0.84 37\n"," Sports 0.71 0.95 0.82 21\n"," World 0.88 0.70 0.78 30\n","\n"," accuracy 0.80 100\n"," macro avg 0.78 0.82 0.79 100\n","weighted avg 0.82 0.80 0.80 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexydocumentsentence_embedding_labsetrained_classifiertexttrained_classifier_confidence_confidence
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2[Une société fondée par un chercheur en chimie...2Sci/TechUne société fondée par un chercheur en chimie ...[-0.04712514951825142, -0.025509435683488846, ...Sci/TechUne société fondée par un chercheur en chimie ...0.999993
3[সবেমাত্র ভোর যখন মাইক ফিৎসপ্যাট্রিক রঙিন মানচ...3Sci/Techসবেমাত্র ভোর যখন মাইক ফিৎসপ্যাট্রিক রঙিন মানচি...[-0.046090301126241684, -0.05127095431089401, ...Sci/Techসবেমাত্র ভোর যখন মাইক ফিৎসপ্যাট্রিক রঙিন মানচি...0.999484
4[Көньяк Калифорниянең томанга каршы көрәш аген...4Sci/TechКөньяк Калифорниянең томанга каршы көрәш агент...[-0.02939724549651146, -0.04042039066553116, -...Sci/TechКөньяк Калифорниянең томанга каршы көрәш агент...0.682823
...........................
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [టర్నర్ నెవాల్ వద్ద కార్మికులకు ప్రాతినిధ్యం వ... ... 0.995227\n","1 [Торонто, Канада # 36; 10 миллион Ансари X пре... ... 0.965024\n","2 [Une société fondée par un chercheur en chimie... ... 0.999993\n","3 [সবেমাত্র ভোর যখন মাইক ফিৎসপ্যাট্রিক রঙিন মানচ... ... 0.999484\n","4 [Көньяк Калифорниянең томанга каршы көрәш аген... ... 0.682823\n",".. ... ... ...\n","95 [ఫుట్‌బాల్ అసోసియేషన్ ప్రతిష్టను దెబ్బతీసిన కు... ... 1.000000\n","96 [Hücumçu Emile Heskey, Çərşənbə # 39-un Çərşən... ... 1.000000\n","97 [Staples Inc. & lt; A HREF = \"http://www., inv... ... 1.000000\n","98 [គណៈប្រតិភូនៃប្រទេសអ៊ីរ៉ាក់ត្រូវបានពន្យារពេលដោ... ... 0.999755\n","99 [امریکی صارفین کی قیمتوں میں جولائی میں پہلی ب... ... 0.999998\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"id":"o0vu7PaWkcI7","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197514386,"user_tz":-300,"elapsed":1793858,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"71269801-f7f5-475e-84c7-09cd471c6b18"},"source":["fitted_pipe.predict(\"There have been a great increase in businesses over the last decade \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[There have been a great increase in businesse...0There have been a great increase in businesses...[0.012169234454631805, -0.002660348080098629, ...Business0.999809
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [There have been a great increase in businesse... ... 0.999809\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"1ykjRQhCtQ4w","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197515551,"user_tz":-300,"elapsed":1795019,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9b6314ff-1ff8-4912-8e0c-6d257bde5633"},"source":["fitted_pipe.predict(\"Science has advanced rapidly over the last century \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Science has advanced rapidly over the last ce...0Science has advanced rapidly over the last cen...[0.022739632055163383, -0.034671563655138016, ...Sci/Tech0.999993
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Science has advanced rapidly over the last ce... ... 0.999993\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"id":"dzaaZrI4tVWc","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620197516557,"user_tz":-300,"elapsed":1795978,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d848eab5-e763-46c6-8a8a-584960fca3f2"},"source":["# German for: 'Businesses are the best way of making profit'\n","fitted_pipe.predict(\"Unternehmen sind der beste Weg, um Gewinn zu erzielen\")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Unternehmen sind der beste Weg, um Gewinn zu ...0Unternehmen sind der beste Weg, um Gewinn zu e...[-0.048822492361068726, -0.007162907160818577,...Business0.999662
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Unternehmen sind der beste Weg, um Gewinn zu ... ... 0.999662\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"BbhgTSBGtTtJ","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197517522,"user_tz":-300,"elapsed":1796939,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d144c6e7-2949-4f82-97c1-713c9d4986cc"},"source":["# German for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Die Wissenschaft hat im letzten Jahrhundert rasante Fortschritte gemacht \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Die Wissenschaft hat im letzten Jahrhundert r...0Die Wissenschaft hat im letzten Jahrhundert ra...[0.035708051174879074, -0.04514779895544052, -...Sci/Tech0.999872
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Die Wissenschaft hat im letzten Jahrhundert r... ... 0.999872\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"id":"kYSYqtoRtc-P","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197518854,"user_tz":-300,"elapsed":1798198,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"0ad35189-387e-4a9b-9e3a-c10632d3e491"},"source":["# Chinese for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"在过去的十年中，业务有了很大的增长 \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[在过去的十年中，业务有了很大的增长]0在过去的十年中，业务有了很大的增长[0.0071435291320085526, -0.0031970362178981304...Business0.998403
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [在过去的十年中，业务有了很大的增长] ... 0.998403\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"06v9SD-QtlBU","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197519426,"user_tz":-300,"elapsed":1798767,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ea98f01b-6d68-47ac-94fd-33bdc3611f7e"},"source":["# Chinese for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"在上个世纪，科学发展迅速 \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[在上个世纪，科学发展迅速]0在上个世纪，科学发展迅速[0.018992088735103607, -0.05363348498940468, -...Sci/Tech0.999965
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [在上个世纪，科学发展迅速] ... 0.999965\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"id":"VMPhbgw9twtf","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197520330,"user_tz":-300,"elapsed":1799668,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"2aee9017-96a9-4343-fa95-a9dc396baa93"},"source":["# Afrikaans for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"Daar het die afgelope dekade 'n groot toename in besighede plaasgevind \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Daar het die afgelope dekade 'n groot toename...0Daar het die afgelope dekade 'n groot toename ...[0.028091425076127052, -0.01651562750339508, -...Business0.999667
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Daar het die afgelope dekade 'n groot toename... ... 0.999667\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"zWgNTIdkumhX","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197521279,"user_tz":-300,"elapsed":1800610,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"52f6d92e-ddfc-40ec-a98b-a1d8bd25f5e2"},"source":["# Afrikaans for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Die wetenskap het die afgelope eeu vinnig gevorder \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Die wetenskap het die afgelope eeu vinnig gev...0Die wetenskap het die afgelope eeu vinnig gevo...[0.026470882818102837, -0.04339250922203064, -...Sci/Tech0.999957
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Die wetenskap het die afgelope eeu vinnig gev... ... 0.999957\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"rSEPkC-Bwnpg"},"source":["# The model understands Vietnamese\n","![vi](https://www.worldometers.info/img/flags/small/tn_vm-flag.gif)"]},{"cell_type":"code","metadata":{"id":"7ksJosuTOYpE","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197522133,"user_tz":-300,"elapsed":1801460,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"3d7881e4-3a07-4d98-90d2-bcffc2813cd2"},"source":["# Vietnamese for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"Đã có sự gia tăng đáng kể trong các doanh nghiệp trong thập kỷ qua \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Đã có sự gia tăng đáng kể trong các doanh ngh...0Đã có sự gia tăng đáng kể trong các doanh nghi...[0.0025938497856259346, -0.03647598996758461, ...Business0.990353
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Đã có sự gia tăng đáng kể trong các doanh ngh... ... 0.990353\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"VfG3UaCTEZB_","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197523269,"user_tz":-300,"elapsed":1802591,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"38e3a860-2b5f-4892-9d1f-7b4fc4db775f"},"source":["# Vietnamese for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Khoa học đã phát triển nhanh chóng trong thế kỷ qua \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Khoa học đã phát triển nhanh chóng trong thế ...0Khoa học đã phát triển nhanh chóng trong thế k...[0.006926487199962139, -0.05958796292543411, -...Sci/Tech0.999156
\n","
"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Khoa học đã phát triển nhanh chóng trong thế ... ... 0.999156\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"IlkmAaMoxTuy"},"source":["# The model understands Japanese\n","![ja](https://www.worldometers.info/img/flags/small/tn_ja-flag.gif)\n"]},{"cell_type":"code","metadata":{"id":"1IfJu3q8wwUt","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197523837,"user_tz":-300,"elapsed":1803156,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"2e3d3d37-f53a-4ea4-881e-b4006a7576a2"},"source":["# Japanese for: 'Businesses are the best way of making profit'\n","fitted_pipe.predict(\"ビジネスは利益を上げるための最良の方法です\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[ビジネスは利益を上げるための最良の方法です]0ビジネスは利益を上げるための最良の方法です[-0.029112379997968674, -0.022607864812016487,...Business0.999007
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [ビジネスは利益を上げるための最良の方法です] ... 0.999007\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"-RjXWbFIPvIs","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197524793,"user_tz":-300,"elapsed":1804105,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"f53d6d52-e8af-4198-87aa-552b04b19c5d"},"source":["# Japanese for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"科学は前世紀にわたって急速に進歩しました \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[科学は前世紀にわたって急速に進歩しました]0科学は前世紀にわたって急速に進歩しました[0.019697299227118492, -0.043922919780015945, ...Sci/Tech0.999981
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [科学は前世紀にわたって急速に進歩しました] ... 0.999981\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"GITfT7FK0CGv"},"source":["# The model understands Zulu\n","![zu](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"id":"ifRhs6e7OcR3","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197525357,"user_tz":-300,"elapsed":1804645,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"638310b0-2976-4ec5-f4c2-1331569e3d4e"},"source":["# Zulu for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"Kube nokwanda okukhulu emabhizinisini kule minyaka eyishumi edlule \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Kube nokwanda okukhulu emabhizinisini kule mi...0Kube nokwanda okukhulu emabhizinisini kule min...[0.011455180123448372, -0.01975909061729908, -...Business0.998063
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Kube nokwanda okukhulu emabhizinisini kule mi... ... 0.998063\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"6uelDwq4xdWv","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197526413,"user_tz":-300,"elapsed":1805695,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"57ec65a4-41e7-4c6c-c126-733915f52c38"},"source":["# Zulu for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Isayensi ithuthuke ngokushesha ngekhulu leminyaka elidlule \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Isayensi ithuthuke ngokushesha ngekhulu lemin...0Isayensi ithuthuke ngokushesha ngekhulu leminy...[0.0330704040825367, -0.044426657259464264, -0...Sci/Tech0.999993
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Isayensi ithuthuke ngokushesha ngekhulu lemin... ... 0.999993\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"id":"DRNnuEeQz2pd","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197526996,"user_tz":-300,"elapsed":1806273,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5f77024b-daac-404b-c8e6-86ff343a162b"},"source":["# Turkish for: 'Businesses are the best way of making profit'\n","fitted_pipe.predict(\"İşletmeler kar elde etmenin en iyi yoludur \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[İşletmeler kar elde etmenin en iyi yoludur]0İşletmeler kar elde etmenin en iyi yoludur[-0.02334517240524292, 0.000546906900126487, -...World0.778869
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [İşletmeler kar elde etmenin en iyi yoludur] ... 0.778869\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"id":"aOSsiK6J0jWs","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197528015,"user_tz":-300,"elapsed":1807289,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"351e95ec-5b7b-4d02-d4c4-f69612e5e171"},"source":["# Turkish for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Bilim, geçen yüzyılda hızla ilerledi \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Bilim, geçen yüzyılda hızla ilerledi]0Bilim, geçen yüzyılda hızla ilerledi[0.01670285128057003, -0.050043195486068726, -...Sci/Tech0.999952
\n","
"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Bilim, geçen yüzyılda hızla ilerledi] ... 0.999952\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"id":"XQ5VCtxw0pc0","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197528577,"user_tz":-300,"elapsed":1807847,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c4ebb377-dc49-47d3-cf7a-95cbf1f51bdb"},"source":["# Hebrew for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"חלה עלייה גדולה בעסקים בעשור האחרון \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[חלה עלייה גדולה בעסקים בעשור האחרון]0חלה עלייה גדולה בעסקים בעשור האחרון[0.03062829189002514, -0.02228061482310295, -0...Business0.99995
\n","
"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [חלה עלייה גדולה בעסקים בעשור האחרון] ... 0.99995\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"id":"9w2ZHfns05A4","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197529362,"user_tz":-300,"elapsed":1808629,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"44abcf8e-e408-4f40-9406-ede613c24ed6"},"source":["# Hebrew for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"המדע התקדם במהירות במהלך המאה האחרונה \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[המדע התקדם במהירות במהלך המאה האחרונה]0המדע התקדם במהירות במהלך המאה האחרונה[-0.0030932666268199682, -0.05540183186531067,...Sci/Tech0.999996
\n","
"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [המדע התקדם במהירות במהלך המאה האחרונה] ... 0.999996\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"id":"Kc5n1bzv1BJT","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620197530739,"user_tz":-300,"elapsed":1810001,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"156cd14f-54ce-4bca-edb7-63b6ef6bb781"},"source":["# Telugu for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"గత దశాబ్దంలో వ్యాపారాలలో గొప్ప పెరుగుదల ఉంది \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[గత దశాబ్దంలో వ్యాపారాలలో గొప్ప పెరుగుదల ఉంది]0గత దశాబ్దంలో వ్యాపారాలలో గొప్ప పెరుగుదల ఉంది[0.005267495755106211, -0.022807631641626358, ...Business0.999976
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [గత దశాబ్దంలో వ్యాపారాలలో గొప్ప పెరుగుదల ఉంది] ... 0.999976\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"id":"-l-u6vrz1Obe","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197530740,"user_tz":-300,"elapsed":1809994,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"2b33d38c-62df-42d2-b8ce-a1fb09ee0d16"},"source":["# Telugu for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"గత శతాబ్దంలో సైన్స్ వేగంగా అభివృద్ధి చెందింది \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[గత శతాబ్దంలో సైన్స్ వేగంగా అభివృద్ధి చెందింది]0గత శతాబ్దంలో సైన్స్ వేగంగా అభివృద్ధి చెందింది[-0.015292854979634285, -0.03326154127717018, ...Sci/Tech0.999914
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [గత శతాబ్దంలో సైన్స్ వేగంగా అభివృద్ధి చెందింది] ... 0.999914\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"id":"Ckyjl3YQ1VFn","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197532046,"user_tz":-300,"elapsed":1811291,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"490fc79d-f508-446b-ad11-51e47e604fb4"},"source":["# Russian for: 'Businesses are the best way of making profit'\n","fitted_pipe.predict(\"Бизнес - лучший способ получения прибыли\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Бизнес - лучший способ получения прибыли]0Бизнес - лучший способ получения прибыли[-0.016973992809653282, -0.024397604167461395,...Business0.999864
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Бизнес - лучший способ получения прибыли] ... 0.999864\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"id":"GIdWkfGv1gFz","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620197532616,"user_tz":-300,"elapsed":1811857,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c028edae-42b5-40d2-dd69-099b202016ec"},"source":["# Russian for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Наука стремительно развивалась за последнее столетие \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Наука стремительно развивалась за последнее с...0Наука стремительно развивалась за последнее ст...[0.013989578001201153, -0.0456346794962883, -0...Sci/Tech0.999994
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Наука стремительно развивалась за последнее с... ... 0.999994\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"8R1j9mwz2Cm4"},"source":["# Model understands Urdu\n","![ur](https://www.worldometers.info/img/flags/small/tn_pk-flag.gif)"]},{"cell_type":"code","metadata":{"id":"j4zwvRV11pcG","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197533481,"user_tz":-300,"elapsed":1812710,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"335470f5-4a73-4391-ac4d-32668d723ea0"},"source":["# Urdu for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"پچھلے ایک دہائی کے دوران کاروباروں میں زبردست اضافہ ہوا ہے \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[پچھلے ایک دہائی کے دوران کاروباروں میں زبردست...0پچھلے ایک دہائی کے دوران کاروباروں میں زبردست ...[-0.004565518815070391, -0.008193258196115494,...Business0.999983
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [پچھلے ایک دہائی کے دوران کاروباروں میں زبردست... ... 0.999983\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"id":"SxzTuK4b2UKV","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197534080,"user_tz":-300,"elapsed":1813306,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"6ecb7a1c-4c42-415f-a0f0-63e7fece5b8f"},"source":["# Urdu for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"سائنس گذشتہ صدی کے دوران تیزی سے ترقی کرچکی ہے \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[سائنس گذشتہ صدی کے دوران تیزی سے ترقی کرچکی ہے]0سائنس گذشتہ صدی کے دوران تیزی سے ترقی کرچکی ہے[-0.013339939527213573, -0.026210565119981766,...Sci/Tech0.984679
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [سائنس گذشتہ صدی کے دوران تیزی سے ترقی کرچکی ہے] ... 0.984679\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"RoNg-C3k1qcX"},"source":["# Model understands Hindi\n","![hi](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"id":"QZ9RT5Wv1r1n","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197534954,"user_tz":-300,"elapsed":1814173,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"e2b82257-d3dc-4c25-8360-299f76a2c927"},"source":["# hindi for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"पिछले दशक में व्यवसायों में बहुत वृद्धि हुई है \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[पिछले दशक में व्यवसायों में बहुत वृद्धि हुई है]0पिछले दशक में व्यवसायों में बहुत वृद्धि हुई है[-0.003939628601074219, -0.029372189193964005,...Business0.999962
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [पिछले दशक में व्यवसायों में बहुत वृद्धि हुई है] ... 0.999962\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"id":"quM-IL2i12-B","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197536135,"user_tz":-300,"elapsed":1815347,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"4471f6ea-7286-4c7c-b9ce-ba545039c9d4"},"source":["\t\t\n","# hindi for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"विज्ञान पिछली सदी में तेजी से आगे बढ़ा है \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[विज्ञान पिछली सदी में तेजी से आगे बढ़ा है]0विज्ञान पिछली सदी में तेजी से आगे बढ़ा है[-0.0006327558076009154, -0.04775548726320267,...Sci/Tech0.999993
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [विज्ञान पिछली सदी में तेजी से आगे बढ़ा है] ... 0.999993\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"R4ByHOZn35Lc"},"source":["# The model understands Tartar\n","![tt](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)"]},{"cell_type":"code","metadata":{"id":"2JrzusSQ18F5","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197536699,"user_tz":-300,"elapsed":1815907,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"03b0d1d4-c29d-4015-d0c2-bed8d6ecd862"},"source":["# Tartar for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"Соңгы ун елда бизнеста зур үсеш булды \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Соңгы ун елда бизнеста зур үсеш булды]0Соңгы ун елда бизнеста зур үсеш булды[0.023730726912617683, -0.02879853919148445, -...Business0.934704
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Соңгы ун елда бизнеста зур үсеш булды] ... 0.934704\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"id":"J06Xm_Ln4AYu","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197537548,"user_tz":-300,"elapsed":1816753,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ec4be7d1-e6b2-40a4-8b88-f9d8021277cb"},"source":["# Tartar for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Соңгы гасырда фән тиз үсә \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Соңгы гасырда фән тиз үсә]0Соңгы гасырда фән тиз үсә[0.021184425801038742, -0.046850692480802536, ...Sci/Tech0.999991
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Соңгы гасырда фән тиз үсә] ... 0.999991\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"id":"CUHcJZfJMplL","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197538136,"user_tz":-300,"elapsed":1817338,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"6247ab60-e61c-490c-faaf-a44ec7127f3e"},"source":["# French for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"Il y a eu une forte augmentation des entreprises au cours de la dernière décennie \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Il y a eu une forte augmentation des entrepri...0Il y a eu une forte augmentation des entrepris...[0.007794354110956192, -0.012789416126906872, ...Business0.999989
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Il y a eu une forte augmentation des entrepri... ... 0.999989\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"id":"57NY2XoTMplM","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197539065,"user_tz":-300,"elapsed":1818260,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"6f131b62-8a18-4757-fe98-e4be5df19a3e"},"source":["# French for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"La science a progressé rapidement au cours du siècle dernier \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[La science a progressé rapidement au cours du...0La science a progressé rapidement au cours du ...[0.012393303215503693, -0.04608025774359703, -...Sci/Tech0.999996
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [La science a progressé rapidement au cours du... ... 0.999996\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"id":"gBp11S5GNq6S","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197539659,"user_tz":-300,"elapsed":1818850,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"79cee46e-1920-4c15-c14c-cc175f24f8e4"},"source":["\t\t\n","# Thai for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"มีธุรกิจเพิ่มขึ้นอย่างมากในช่วงทศวรรษที่ผ่านมา \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[มีธุรกิจเพิ่มขึ้นอย่างมากในช่วงทศวรรษที่ผ่านมา]0มีธุรกิจเพิ่มขึ้นอย่างมากในช่วงทศวรรษที่ผ่านมา[0.008413499221205711, -0.024852054193615913, ...Business0.991779
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [มีธุรกิจเพิ่มขึ้นอย่างมากในช่วงทศวรรษที่ผ่านมา] ... 0.991779\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"id":"R6nKI7C3QKa3","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197540533,"user_tz":-300,"elapsed":1819712,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"21a225d5-c5a4-46ea-d8f7-17e7c391d173"},"source":["# Thai for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"วิทยาศาสตร์ก้าวหน้าอย่างรวดเร็วในช่วงศตวรรษที่ผ่านมา \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[วิทยาศาสตร์ก้าวหน้าอย่างรวดเร็วในช่วงศตวรรษที...0วิทยาศาสตร์ก้าวหน้าอย่างรวดเร็วในช่วงศตวรรษที่...[0.007343569304794073, -0.04965794086456299, -...Sci/Tech0.999949
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [วิทยาศาสตร์ก้าวหน้าอย่างรวดเร็วในช่วงศตวรรษที... ... 0.999949\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"id":"SWbqMgAwOElC","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197541542,"user_tz":-300,"elapsed":1820712,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"a8376e8f-1d80-43ac-db55-4afe447cdbf5"},"source":["# Khmer for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"មានការរីកចម្រើនយ៉ាងខ្លាំងនៅក្នុងអាជីវកម្មក្នុងរយៈពេលមួយទសវត្សចុងក្រោយនេះ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[មានការរីកចម្រើនយ៉ាងខ្លាំងនៅក្នុងអាជីវកម្មក្នុ...0មានការរីកចម្រើនយ៉ាងខ្លាំងនៅក្នុងអាជីវកម្មក្នុង...[0.025004420429468155, -0.037305913865566254, ...Business0.967588
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [មានការរីកចម្រើនយ៉ាងខ្លាំងនៅក្នុងអាជីវកម្មក្នុ... ... 0.967588\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"id":"beoCtm4xQf2P","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620197541894,"user_tz":-300,"elapsed":1821049,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5e03f1bb-e2e2-4df8-d835-7b131a931aa2"},"source":["\t\t\n","# Khmer for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"វិទ្យាសាស្ត្របានជឿនលឿនយ៉ាងលឿនក្នុងរយៈពេលមួយសតវត្សចុងក្រោយនេះ \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[វិទ្យាសាស្ត្របានជឿនលឿនយ៉ាងលឿនក្នុងរយៈពេលមួយសត...0វិទ្យាសាស្ត្របានជឿនលឿនយ៉ាងលឿនក្នុងរយៈពេលមួយសតវ...[0.00846723560243845, -0.05188147351145744, -0...Sci/Tech0.999939
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [វិទ្យាសាស្ត្របានជឿនលឿនយ៉ាងលឿនក្នុងរយៈពេលមួយសត... ... 0.999939\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"id":"sZlmLhajPoBb","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197542690,"user_tz":-300,"elapsed":1821827,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d781e4d8-ae66-4e51-b9f8-bd28ee03ec7c"},"source":["\n","# Yiddish for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"די לעצטע יאָרצענדלינג איז געווען אַ גרויס פאַרגרעסערן אין געשעפטן \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[די לעצטע יאָרצענדלינג איז געווען אַ גרויס פאַ...0די לעצטע יאָרצענדלינג איז געווען אַ גרויס פאַר...[0.0017608355265110731, -0.03173188120126724, ...Business0.999986
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [די לעצטע יאָרצענדלינג איז געווען אַ גרויס פאַ... ... 0.999986\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"id":"5h-pha_nPoBc","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197543635,"user_tz":-300,"elapsed":1822744,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"44adf300-29ba-49e9-d279-a402c16622ef"},"source":["# Yiddish for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"וויסנשאַפֿט איז ראַפּאַדלי אַוואַנסירטע איבער די לעצטע יאָרהונדערט \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[וויסנשאַפֿט איז ראַפּאַדלי אַוואַנסירטע איבער...0וויסנשאַפֿט איז ראַפּאַדלי אַוואַנסירטע איבער ...[-0.020669342949986458, -0.055476754903793335,...Sci/Tech0.99999
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [וויסנשאַפֿט איז ראַפּאַדלי אַוואַנסירטע איבער... ... 0.99999\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"id":"DXz6fhJSaAHu","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197544172,"user_tz":-300,"elapsed":1823265,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"e04b33fd-e642-4af1-ba93-a4720e47f744"},"source":["# Kygrgyz for: 'Businesses are the best way of making profit'\n","fitted_pipe.predict(\"Бизнес - бул киреше табуунун эң мыкты жолу \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Бизнес - бул киреше табуунун эң мыкты жолу]0Бизнес - бул киреше табуунун эң мыкты жолу[-0.02840232476592064, -0.02759084478020668, -...Business0.99997
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Бизнес - бул киреше табуунун эң мыкты жолу] ... 0.99997\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"id":"lh_ZSHlPaAHv","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620197544517,"user_tz":-300,"elapsed":1823598,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"bdd76b58-7246-4de0-f7b6-bdeb2dad47bd"},"source":["# Kygrgyz for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"Илим акыркы кылымда тездик менен өнүккөн \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[Илим акыркы кылымда тездик менен өнүккөн]0Илим акыркы кылымда тездик менен өнүккөн[0.025420306250452995, -0.044107209891080856, ...Sci/Tech0.999989
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [Илим акыркы кылымда тездик менен өнүккөн] ... 0.999989\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"id":"JWDr_LoCdJFn","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620197545323,"user_tz":-300,"elapsed":1824394,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"daf468d4-1e74-427a-918c-d526a0570e1e"},"source":["# Tamil for: 'There have been a great increase in businesses over the last decade'\n","fitted_pipe.predict(\"கடந்த தசாப்தத்தில் வணிகங்களில் பெரும் அதிகரிப்பு ஏற்பட்டுள்ளது \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[கடந்த தசாப்தத்தில் வணிகங்களில் பெரும் அதிகரிப...0கடந்த தசாப்தத்தில் வணிகங்களில் பெரும் அதிகரிப்...[0.00573153980076313, -0.03077314794063568, -0...Business0.99997
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [கடந்த தசாப்தத்தில் வணிகங்களில் பெரும் அதிகரிப... ... 0.99997\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"code","metadata":{"id":"Q6C0BmTtdJFp","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620197546099,"user_tz":-300,"elapsed":1825152,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"cf5ca785-5493-448a-d6f3-39b425ad95ff"},"source":["\t\t\n","# Tamil for: 'Science has advanced rapidly over the last century'\n","fitted_pipe.predict(\"கடந்த நூற்றாண்டில் அறிவியல் வேகமாக முன்னேறியுள்ளது \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceorigin_indexdocumentsentence_embedding_labsetrained_classifiertrained_classifier_confidence_confidence
0[கடந்த நூற்றாண்டில் அறிவியல் வேகமாக முன்னேறியு...0கடந்த நூற்றாண்டில் அறிவியல் வேகமாக முன்னேறியுள...[0.00972939282655716, -0.04586024209856987, -0...Sci/Tech0.999998
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"],"text/plain":[" sentence ... trained_classifier_confidence_confidence\n","0 [கடந்த நூற்றாண்டில் அறிவியல் வேகமாக முன்னேறியு... ... 0.999998\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620198319579,"user_tz":-300,"elapsed":2598620,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"69c875c5-a49b-456e-e11d-fe897b214ab0"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620198578228,"user_tz":-300,"elapsed":137070,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d356f0ea-880f-4dd6-e8a7-2cb80cc356ff"},"source":["stored_model_path = './models/classifier_dl_trained'\n","hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Tesla plans to invest 10M into the ML sector')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
from_diskorigin_indexsentence_embedding_from_diskdocumentfrom_disk_confidence_confidencesentencetext
0[Business]8589934592[[0.02070710062980652, -0.031539998948574066, ...Tesla plans to invest 10M into the ML sector[0.93137294][Tesla plans to invest 10M into the ML sector]Tesla plans to invest 10M into the ML sector
\n","
"],"text/plain":[" from_disk ... text\n","0 [Business] ... Tesla plans to invest 10M into the ML sector\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_amazon.ipynb b/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_amazon.ipynb deleted file mode 100644 index 0b5185ad..00000000 --- a/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_amazon.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_lingual_multi_class_text_classifier_demo_amazon.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_amazon.ipynb)\n","\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","## 3 class Amazon Phone review classifier training]\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","\n","You can achieve these results or even better on this dataset with training data :\n","\n","
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)\n","\n","\n","\n","You can achieve these results or even better on this dataset with test data :\n","\n","
\n","\n","![image.png](data:image/png;base64,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1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFGnBCHavltY","executionInfo":{"status":"ok","timestamp":1620206587860,"user_tz":-300,"elapsed":34820,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f6325653-98eb-43e7-8621-b624faaca59b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":3,"outputs":[{"output_type":"stream","text":["--2021-05-05 09:22:33-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.108.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 09:22:33 (28.5 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download Amazon Unlocked mobile phones dataset \n","https://www.kaggle.com/PromptCloudHQ/amazon-reviews-unlocked-mobile-phones\n","\n","dataset with unlocked mobile phone reviews in 5 review classes\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620206589024,"user_tz":-300,"elapsed":35970,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"094fa652-e925-4360-80c2-fd54b806284e"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/Amazon_Unlocked_Mobile_multi_lingual.csv"],"execution_count":4,"outputs":[{"output_type":"stream","text":["--2021-05-05 09:23:07-- http://ckl-it.de/wp-content/uploads/2021/02/Amazon_Unlocked_Mobile_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 511871 (500K) [text/csv]\n","Saving to: ‘Amazon_Unlocked_Mobile_multi_lingual.csv.1’\n","\n","Amazon_Unlocked_Mob 100%[===================>] 499.87K 810KB/s in 0.6s \n","\n","2021-05-05 09:23:08 (810 KB/s) - ‘Amazon_Unlocked_Mobile_multi_lingual.csv.1’ saved [511871/511871]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620206589583,"user_tz":-300,"elapsed":36515,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e7079afb-8f0a-41d4-8a77-560b175ca7e6"},"source":["import pandas as pd\n","test_path = '/content/Amazon_Unlocked_Mobile_multi_lingual.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
1266goodThis is like the 5th cellphone for my dad in l...
121poorI bought this phone to give as a gift to a fri...
528goodnice phone, nice up grade from my pantach revu...
151goodVer Good!
892goodexcellent product in perfect condition
.........
1490averageSo far so good. Needed a stopgap for my old Ne...
894averageGood phone overall. Excellent speakers and ver...
314goodI love it, the only problem is the camera its ...
53averageThe battery goes down to quick, takes a while ...
739averageI\"m giving this phone a 3 because there seems ...
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1200 rows × 2 columns

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"],"text/plain":[" y text\n","1266 good This is like the 5th cellphone for my dad in l...\n","121 poor I bought this phone to give as a gift to a fri...\n","528 good nice phone, nice up grade from my pantach revu...\n","151 good Ver Good!\n","892 good excellent product in perfect condition\n","... ... ...\n","1490 average So far so good. Needed a stopgap for my old Ne...\n","894 average Good phone overall. Excellent speakers and ver...\n","314 good I love it, the only problem is the camera its ...\n","53 average The battery goes down to quick, takes a while ...\n","739 average I\"m giving this phone a 3 because there seems ...\n","\n","[1200 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":861},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620208183255,"user_tz":-300,"elapsed":41782,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1d50fa2f-bd42-41f8-dd24-5e170ec8366c"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(60) \n","trainable_pipe['classifier_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","preds"],"execution_count":6,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.78 0.84 0.81 390\n"," good 0.87 0.91 0.89 414\n"," poor 0.92 0.81 0.86 396\n","\n"," accuracy 0.85 1200\n"," macro avg 0.86 0.85 0.85 1200\n","weighted avg 0.86 0.85 0.85 1200\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsetextsentencey
0This is like the 5th cellphone for my dad in l...good12660.990780[-0.04503230005502701, -0.0068597435019910336,...This is like the 5th cellphone for my dad in l...[This is like the 5th cellphone for my dad in ...good
1I bought this phone to give as a gift to a fri...poor1210.995079[-0.053808409720659256, 0.043268490582704544, ...I bought this phone to give as a gift to a fri...[I bought this phone to give as a gift to a fr...poor
2nice phone, nice up grade from my pantach revu...good5281.000000[-0.031718023121356964, 0.05311667174100876, -...nice phone, nice up grade from my pantach revu...[nice phone, nice up grade from my pantach rev...good
3Ver Good!good1510.999916[0.004338219296187162, -0.05601995438337326, -...Ver Good![Ver Good!]good
4excellent product in perfect conditiongood8920.999986[-0.045638032257556915, 0.013802768662571907, ...excellent product in perfect condition[excellent product in perfect condition]good
...........................
1195So far so good. Needed a stopgap for my old Ne...average14900.997774[-0.03902469947934151, 0.03762187063694, -0.01...So far so good. Needed a stopgap for my old Ne...[So far so good., Needed a stopgap for my old ...average
1196Good phone overall. Excellent speakers and ver...average8940.999868[-0.0373789444565773, -0.011103338561952114, -...Good phone overall. Excellent speakers and ver...[Good phone overall., Excellent speakers and v...average
1197I love it, the only problem is the camera its ...average3140.999975[0.0009155190782621503, -0.04911276325583458, ...I love it, the only problem is the camera its ...[I love it, the only problem is the camera its...good
1198The battery goes down to quick, takes a while ...poor530.535710[-0.06607282906770706, 0.012522447854280472, -...The battery goes down to quick, takes a while ...[The battery goes down to quick, takes a while...average
1199I\"m giving this phone a 3 because there seems ...average7391.000000[-0.04678669199347496, -0.02481876127421856, -...I\"m giving this phone a 3 because there seems ...[I\"m giving this phone a 3 because there seems...average
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"],"text/plain":[" document ... y\n","0 This is like the 5th cellphone for my dad in l... ... good\n","1 I bought this phone to give as a gift to a fri... ... poor\n","2 nice phone, nice up grade from my pantach revu... ... good\n","3 Ver Good! ... good\n","4 excellent product in perfect condition ... good\n","... ... ... ...\n","1195 So far so good. Needed a stopgap for my old Ne... ... average\n","1196 Good phone overall. Excellent speakers and ver... ... average\n","1197 I love it, the only problem is the camera its ... ... good\n","1198 The battery goes down to quick, takes a while ... ... average\n","1199 I\"m giving this phone a 3 because there seems ... ... average\n","\n","[1200 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620208254188,"user_tz":-300,"elapsed":70962,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5188c09f-0fdc-417a-fb64-0edfb8b57b37"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":7,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.68 0.75 0.71 110\n"," good 0.76 0.80 0.78 86\n"," poor 0.79 0.67 0.73 104\n","\n"," accuracy 0.74 300\n"," macro avg 0.74 0.74 0.74 300\n","weighted avg 0.74 0.74 0.74 300\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"yUkk_L8MGcRg"},"source":["#4. Test Model with 20 languages!"]},{"cell_type":"code","metadata":{"id":"q2s6nsZZGcRm","colab":{"base_uri":"https://localhost:8080/","height":759},"executionInfo":{"status":"ok","timestamp":1620208282713,"user_tz":-300,"elapsed":28530,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e797e94f-d83c-494e-ba0d-d7887543b42b"},"source":["train_df = pd.read_csv(\"Amazon_Unlocked_Mobile_multi_lingual.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","preds"],"execution_count":8,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.65 0.90 0.75 29\n"," good 0.85 0.88 0.86 32\n"," poor 1.00 0.69 0.82 39\n","\n"," accuracy 0.81 100\n"," macro avg 0.83 0.82 0.81 100\n","weighted avg 0.85 0.81 0.81 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsetextsentencey
0Alındı, onu yandırdı, işləmədi. Geri açıldı, b...poor00.999992[0.023933352902531624, 0.03197602182626724, -0...Alındı, onu yandırdı, işləmədi. Geri açıldı, b...[Alındı, onu yandırdı, işləmədi., Geri açıldı,...poor
1דערווייַל עס איז 2014, די 3gs איז דיסקאַנטיניו...average11.000000[-0.019562795758247375, -0.03646012768149376, ...דערווייַל עס איז 2014, די 3gs איז דיסקאַנטיניו...[דערווייַל עס איז 2014, די 3gs איז דיסקאַנטיני...average
2100% recommendedgood20.999967[0.022297078743577003, -0.038920555263757706, ...100% recommended[100% recommended]good
3Đó là một chiếc điện thoại tốt nhưng nếu bạn s...good30.999701[0.023473074659705162, -0.056649111211299896, ...Đó là một chiếc điện thoại tốt nhưng nếu bạn s...[Đó là một chiếc điện thoại tốt nhưng nếu bạn ...average
4វាល្អដែលទូរស័ព្ទនេះមានប្រព័ន្ធ LTE ហើយវាដំណើរក...average41.000000[-0.04908803477883339, 0.006140733137726784, -...វាល្អដែលទូរស័ព្ទនេះមានប្រព័ន្ធ LTE ហើយវាដំណើរក...[វាល្អដែលទូរស័ព្ទនេះមានប្រព័ន្ធ LTE ហើយវាដំណើរ...average
...........................
95העלא, מיר געקויפט צוויי פאָנעס און זיי געקומען...average950.994167[-0.05593854561448097, 0.04983929917216301, -0...העלא, מיר געקויפט צוויי פאָנעס און זיי געקומען...[העלא, מיר געקויפט צוויי פאָנעס און זיי געקומע...poor
96Uitstekendgood961.000000[0.017209608107805252, 0.013231031596660614, -...Uitstekend[Uitstekend]good
97پروڈکٹ اچھی ہے لیکن انگریزی زبان میں اب بھی چی...average970.999992[-0.0447855070233345, 0.03711877763271332, -0....پروڈکٹ اچھی ہے لیکن انگریزی زبان میں اب بھی چی...[پروڈکٹ اچھی ہے لیکن انگریزی زبان میں اب بھی چ...poor
98Veronderstel om 'n splinternuwe ontsluitfoon t...poor980.999984[-0.0475904643535614, 0.04630507901310921, -0....Veronderstel om 'n splinternuwe ontsluitfoon t...[Veronderstel om 'n splinternuwe ontsluitfoon ...poor
99خلل بسيط ومزعج للغاية عند إرسال الرسائل النصية...average990.943725[-0.027637170627713203, 0.0048340680077672005,...خلل بسيط ومزعج للغاية عند إرسال الرسائل النصية...[خلل بسيط ومزعج للغاية عند إرسال الرسائل النصي...average
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100 rows × 8 columns

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"],"text/plain":[" document ... y\n","0 Alındı, onu yandırdı, işləmədi. Geri açıldı, b... ... poor\n","1 דערווייַל עס איז 2014, די 3gs איז דיסקאַנטיניו... ... average\n","2 100% recommended ... good\n","3 Đó là một chiếc điện thoại tốt nhưng nếu bạn s... ... average\n","4 វាល្អដែលទូរស័ព្ទនេះមានប្រព័ន្ធ LTE ហើយវាដំណើរក... ... average\n",".. ... ... ...\n","95 העלא, מיר געקויפט צוויי פאָנעס און זיי געקומען... ... poor\n","96 Uitstekend ... good\n","97 پروڈکٹ اچھی ہے لیکن انگریزی زبان میں اب بھی چی... ... poor\n","98 Veronderstel om 'n splinternuwe ontsluitfoon t... ... poor\n","99 خلل بسيط ومزعج للغاية عند إرسال الرسائل النصية... ... average\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"id":"o0vu7PaWkcI7","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208284226,"user_tz":-300,"elapsed":1537,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f2326b4b-a210-4515-d10e-cf965b17af12"},"source":["fitted_pipe.predict(\"It was like brand new \")"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0It was like brand newgood00.971137[0.02449253760278225, -0.003671379294246435, -...[It was like brand new]
\n","
"],"text/plain":[" document ... sentence\n","0 It was like brand new ... [It was like brand new]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"1ykjRQhCtQ4w","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208285058,"user_tz":-300,"elapsed":843,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"99fc430e-7de4-44e5-d002-5b1f60d8137c"},"source":["fitted_pipe.predict(\"It stopped working on the first day \")\n"],"execution_count":10,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0It stopped working on the first daypoor00.999895[-0.0048237149603664875, 0.020508447661995888,...[It stopped working on the first day]
\n","
"],"text/plain":[" document ... sentence\n","0 It stopped working on the first day ... [It stopped working on the first day]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"id":"dzaaZrI4tVWc","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208286338,"user_tz":-300,"elapsed":1290,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a122f086-37e9-4273-9f36-d5742d05b42e"},"source":["# German for: 'It worked perfectly '\n","fitted_pipe.predict(\"Es hat perfekt funktioniert\")"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Es hat perfekt funktioniertgood00.998511[-0.005111832171678543, -0.048203449696302414,...[Es hat perfekt funktioniert]
\n","
"],"text/plain":[" document ... sentence\n","0 Es hat perfekt funktioniert ... [Es hat perfekt funktioniert]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"BbhgTSBGtTtJ","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208287189,"user_tz":-300,"elapsed":862,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2454f205-eb8c-488a-9883-d555e4ab9849"},"source":["# German for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"Am ersten Tag hörte es auf zu arbeiten \")"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Am ersten Tag hörte es auf zu arbeitenpoor00.999722[0.02086009830236435, -0.011390610598027706, 0...[Am ersten Tag hörte es auf zu arbeiten]
\n","
"],"text/plain":[" document ... sentence\n","0 Am ersten Tag hörte es auf zu arbeiten ... [Am ersten Tag hörte es auf zu arbeiten]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"id":"kYSYqtoRtc-P","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208288045,"user_tz":-300,"elapsed":867,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"df22eb72-fe4f-4c33-e42b-355393886cb7"},"source":["# Chinese for: 'It was like brand new'\n","fitted_pipe.predict(\"就像全新 \")"],"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0就像全新good00.999759[-0.018629543483257294, -0.023574186488986015,...[就像全新]
\n","
"],"text/plain":[" document ... sentence\n","0 就像全新 ... [就像全新]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"06v9SD-QtlBU","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208288891,"user_tz":-300,"elapsed":853,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"40291b56-9ab4-4283-a895-f561cda66d88"},"source":["# Chinese for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"第一天停止工作 \")\n","\t\t"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0第一天停止工作poor00.99838[-0.0022839070297777653, 0.01226264052093029, ...[第一天停止工作]
\n","
"],"text/plain":[" document ... sentence\n","0 第一天停止工作 ... [第一天停止工作]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"id":"VMPhbgw9twtf","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208290261,"user_tz":-300,"elapsed":1378,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0c85cc35-f3f0-4406-be49-220f754de617"},"source":["\n","# Afrikaans for: 'It worked perfectly '\n","fitted_pipe.predict(\"Dit het perfek gewerk\")"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Dit het perfek gewerkgood00.997483[-0.001879673101939261, -0.043611448258161545,...[Dit het perfek gewerk]
\n","
"],"text/plain":[" document ... sentence\n","0 Dit het perfek gewerk ... [Dit het perfek gewerk]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"zWgNTIdkumhX","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208290606,"user_tz":-300,"elapsed":353,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"89c5e830-650e-47a6-a2a6-f31ccea2a77f"},"source":["# Afrikaans for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"Dit het op die eerste dag opgehou werk \")"],"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Dit het op die eerste dag opgehou werkpoor00.999799[0.00801782961934805, -0.01342733483761549, -0...[Dit het op die eerste dag opgehou werk]
\n","
"],"text/plain":[" document ... sentence\n","0 Dit het op die eerste dag opgehou werk ... [Dit het op die eerste dag opgehou werk]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"GITfT7FK0CGv"},"source":["# The model understands Zulu\n","![zu](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"id":"ifRhs6e7OcR3","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208291786,"user_tz":-300,"elapsed":1194,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2282c562-dd97-4784-f2ee-8114ad955dae"},"source":["# Zulu for: 'It worked perfectly '\n","fitted_pipe.predict(\"Kusebenze ngokuphelele\")"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Kusebenze ngokuphelelegood00.675412[0.010045904666185379, -0.05170843377709389, -...[Kusebenze ngokuphelele]
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"],"text/plain":[" document ... sentence\n","0 Kusebenze ngokuphelele ... [Kusebenze ngokuphelele]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"6uelDwq4xdWv","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208292579,"user_tz":-300,"elapsed":801,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4ed1017b-42b9-4635-eb61-52aa29987da0"},"source":["# Zulu for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"Iyeke ukusebenza ngosuku lokuqala \")"],"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Iyeke ukusebenza ngosuku lokuqalapoor00.9992[0.004491243977099657, 0.018703386187553406, 0...[Iyeke ukusebenza ngosuku lokuqala]
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"],"text/plain":[" document ... sentence\n","0 Iyeke ukusebenza ngosuku lokuqala ... [Iyeke ukusebenza ngosuku lokuqala]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"id":"DRNnuEeQz2pd","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208293097,"user_tz":-300,"elapsed":528,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0d9ba936-54c4-41d8-a9b2-4f4cd18a6b7d"},"source":["\n","# Turkish for: 'It It worked perfectly '\n","fitted_pipe.predict(\"Mükemmel çalıştı\")\n","\t\t"],"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Mükemmel çalıştıgood00.999996[0.06036874279379845, 0.0009111528052017093, -...[Mükemmel çalıştı]
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"],"text/plain":[" document ... sentence\n","0 Mükemmel çalıştı ... [Mükemmel çalıştı]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"id":"aOSsiK6J0jWs","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208294444,"user_tz":-300,"elapsed":790,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"20619d0e-c9ba-4862-c953-7247b747d87a"},"source":["\n","# Turkish for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"İlk gün çalışmayı bıraktı \")"],"execution_count":20,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0İlk gün çalışmayı bıraktıpoor00.998341[0.050941046327352524, 0.020712943747639656, 0...[İlk gün çalışmayı bıraktı]
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"],"text/plain":[" document ... sentence\n","0 İlk gün çalışmayı bıraktı ... [İlk gün çalışmayı bıraktı]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"id":"XQ5VCtxw0pc0","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208295262,"user_tz":-300,"elapsed":830,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c12a5cd4-2c49-4807-bfcb-56232c7c7c90"},"source":["# Hebrew for: 'It worked perfectly '\n","fitted_pipe.predict(\"זה עבד בצורה מושלמת\")"],"execution_count":21,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0זה עבד בצורה מושלמתgood00.888842[-0.01338683720678091, -0.054987359791994095, ...[זה עבד בצורה מושלמת]
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"],"text/plain":[" document ... sentence\n","0 זה עבד בצורה מושלמת ... [זה עבד בצורה מושלמת]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"id":"9w2ZHfns05A4","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208296285,"user_tz":-300,"elapsed":1030,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"229daf7b-d6bc-4819-c228-fb75068e6239"},"source":["\t\t\n","# Hebrew for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"זה הפסיק לעבוד ביום הראשון \")"],"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0זה הפסיק לעבוד ביום הראשוןpoor00.999894[-0.013081019744277, -0.02689044550061226, -0....[זה הפסיק לעבוד ביום הראשון]
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"],"text/plain":[" document ... sentence\n","0 זה הפסיק לעבוד ביום הראשון ... [זה הפסיק לעבוד ביום הראשון]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"id":"Kc5n1bzv1BJT","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208297143,"user_tz":-300,"elapsed":865,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6e51fe15-e745-4c7a-f996-f38b04f993e7"},"source":["\t\t\n","# Telugu for: 'It was like brand new'\n","fitted_pipe.predict(\"ఇది సరికొత్తది \")\n","\t\t"],"execution_count":23,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0ఇది సరికొత్తదిgood00.99935[0.020253609865903854, -0.045859843492507935, ...[ఇది సరికొత్తది]
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"],"text/plain":[" document ... sentence\n","0 ఇది సరికొత్తది ... [ఇది సరికొత్తది]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"id":"-l-u6vrz1Obe","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208297504,"user_tz":-300,"elapsed":374,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1119d43e-fb8a-4588-b515-6e57690ba3cb"},"source":["\n","# Telugu for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"ఇది మొదటి రోజు పనిచేయడం మానేసింది \")"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0ఇది మొదటి రోజు పనిచేయడం మానేసిందిpoor00.999886[0.00022219969832804054, -0.01876474916934967,...[ఇది మొదటి రోజు పనిచేయడం మానేసింది]
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"],"text/plain":[" document ... sentence\n","0 ఇది మొదటి రోజు పనిచేయడం మానేసింది ... [ఇది మొదటి రోజు పనిచేయడం మానేసింది]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"id":"Ckyjl3YQ1VFn","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208298684,"user_tz":-300,"elapsed":1191,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1c3b0bde-17c4-483b-9ee6-54f20af2ee9f"},"source":["\t\t\n","# Russian for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"Перестал работать в первый же день \")\n","\t\t"],"execution_count":25,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Перестал работать в первый же деньpoor00.999956[-0.040550969541072845, 0.023711256682872772, ...[Перестал работать в первый же день]
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"],"text/plain":[" document ... sentence\n","0 Перестал работать в первый же день ... [Перестал работать в первый же день]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"id":"GIdWkfGv1gFz","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208299374,"user_tz":-300,"elapsed":706,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5276251f-bd2d-4503-9af9-bddf41340558"},"source":["# Russian for: 'It worked perfectly '\n","fitted_pipe.predict(\"Это сработало отлично\")\n"],"execution_count":26,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Это сработало отличноgood00.992138[0.008218108676373959, -0.05058329924941063, -...[Это сработало отлично]
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"],"text/plain":[" document ... sentence\n","0 Это сработало отлично ... [Это сработало отлично]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"id":"CUHcJZfJMplL","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208304798,"user_tz":-300,"elapsed":562,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e3b7057e-3ee0-4c1f-9a71-58f2caab31bf"},"source":["# French for: 'It was the best ever !!'\n","fitted_pipe.predict(\"C'était la meilleure chose que je n'ai jamais faite !!\")"],"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0C'était la meilleure chose que je n'ai jamais ...good00.789434[0.027519920840859413, -0.04782726615667343, -...[C'était la meilleure chose que je n'ai jamais...
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"],"text/plain":[" document ... sentence\n","0 C'était la meilleure chose que je n'ai jamais ... ... [C'était la meilleure chose que je n'ai jamais...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"id":"57NY2XoTMplM","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208305800,"user_tz":-300,"elapsed":1014,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5865f7da-7bfc-4f4e-ca1e-8366f10441bf"},"source":["\t\t\n","# French for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"Il a cessé de fonctionner le premier jour \")"],"execution_count":34,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Il a cessé de fonctionner le premier jourpoor00.99996[-0.02747691236436367, -0.006572246551513672, ...[Il a cessé de fonctionner le premier jour]
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"],"text/plain":[" document ... sentence\n","0 Il a cessé de fonctionner le premier jour ... [Il a cessé de fonctionner le premier jour]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"id":"gBp11S5GNq6S","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208306839,"user_tz":-300,"elapsed":1046,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2f8d6182-9714-4b8e-8290-7751654f680f"},"source":["# Thai for: 'It was the best ever !!'\n","fitted_pipe.predict(\"มันดีที่สุดเท่าที่เคยมีมา !!\")"],"execution_count":35,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0มันดีที่สุดเท่าที่เคยมีมา !!good00.9783[-0.00953330472111702, -0.05253228917717934, -...[มันดีที่สุดเท่าที่เคยมีมา !!]
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"],"text/plain":[" document ... sentence\n","0 มันดีที่สุดเท่าที่เคยมีมา !! ... [มันดีที่สุดเท่าที่เคยมีมา !!]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"id":"R6nKI7C3QKa3","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208307547,"user_tz":-300,"elapsed":714,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"89d73606-66a5-4a1c-ea7d-f5dfcf93d8be"},"source":["# Thai for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"มันหยุดทำงานในวันแรก \")\n","\t\t"],"execution_count":36,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0มันหยุดทำงานในวันแรกpoor00.999704[-0.02828541025519371, -0.025081545114517212, ...[มันหยุดทำงานในวันแรก]
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"],"text/plain":[" document ... sentence\n","0 มันหยุดทำงานในวันแรก ... [มันหยุดทำงานในวันแรก]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"id":"SWbqMgAwOElC","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208307858,"user_tz":-300,"elapsed":357,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2b9cb7bf-7280-4e50-946f-7d27d735249b"},"source":["\n","# Khmer for: 'It was like brand new'\n","fitted_pipe.predict(\"វាដូចជាម៉ាកថ្មី \")"],"execution_count":37,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0វាដូចជាម៉ាកថ្មីgood00.998938[-0.013914491981267929, 0.01159849762916565, -...[វាដូចជាម៉ាកថ្មី]
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"],"text/plain":[" document ... sentence\n","0 វាដូចជាម៉ាកថ្មី ... [វាដូចជាម៉ាកថ្មី]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"id":"beoCtm4xQf2P","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208308862,"user_tz":-300,"elapsed":1021,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c2c9f684-ef2d-4bb3-bc16-7afdda19fe30"},"source":["\t\t\n","# Khmer for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"វាឈប់ធ្វើការនៅថ្ងៃដំបូង \")"],"execution_count":38,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0វាឈប់ធ្វើការនៅថ្ងៃដំបូងpoor00.999504[-0.012111755087971687, -0.02565937303006649, ...[វាឈប់ធ្វើការនៅថ្ងៃដំបូង]
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"],"text/plain":[" document ... sentence\n","0 វាឈប់ធ្វើការនៅថ្ងៃដំបូង ... [វាឈប់ធ្វើការនៅថ្ងៃដំបូង]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"id":"sZlmLhajPoBb","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208309622,"user_tz":-300,"elapsed":769,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b2b134e1-906c-4595-8015-c793c8132b77"},"source":["# Yiddish for: 'It was the best ever !!'\n","fitted_pipe.predict(\"עס איז געווען דער בעסטער טאָמיד !!\")\n","\t\t"],"execution_count":39,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0עס איז געווען דער בעסטער טאָמיד !!good00.958143[0.01722853071987629, -0.04829197749495506, -0...[עס איז געווען דער בעסטער טאָמיד !!]
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"],"text/plain":[" document ... sentence\n","0 עס איז געווען דער בעסטער טאָמיד !! ... [עס איז געווען דער בעסטער טאָמיד !!]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"id":"5h-pha_nPoBc","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208310486,"user_tz":-300,"elapsed":885,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c21dae04-2852-41d3-e0b9-0838ebbe5c7e"},"source":["# Yiddish for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"אויף דער ערשטער טאָג עס סטאַפּט ארבעטן \")"],"execution_count":40,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0אויף דער ערשטער טאָג עס סטאַפּט ארבעטןpoor00.99991[-0.03324505686759949, -0.020611954852938652, ...[אויף דער ערשטער טאָג עס סטאַפּט ארבעטן]
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"],"text/plain":[" document ... sentence\n","0 אויף דער ערשטער טאָג עס סטאַפּט ארבעטן ... [אויף דער ערשטער טאָג עס סטאַפּט ארבעטן]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"id":"DXz6fhJSaAHu","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208310848,"user_tz":-300,"elapsed":369,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e6a9ef09-b37d-4da8-e0ba-afb4cc8a8b17"},"source":["\t\t\n","# Kygrgyz for: 'It was the best ever !!'\n","fitted_pipe.predict(\"Бул эң мыкты болду !!\")\n","\t\t"],"execution_count":41,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Бул эң мыкты болду !!average00.989246[0.03657503426074982, -0.0562313050031662, -0....[Бул эң мыкты болду !!]
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"],"text/plain":[" document ... sentence\n","0 Бул эң мыкты болду !! ... [Бул эң мыкты болду !!]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"id":"lh_ZSHlPaAHv","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208311821,"user_tz":-300,"elapsed":990,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1ffda076-5f2c-4d2a-afa5-af7579807139"},"source":["\n","# Kygrgyz for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"Биринчи күнү эле иштебей калды \")"],"execution_count":42,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0Биринчи күнү эле иштебей калдыpoor00.999909[0.012193242087960243, 0.014580711722373962, -...[Биринчи күнү эле иштебей калды]
\n","
"],"text/plain":[" document ... sentence\n","0 Биринчи күнү эле иштебей калды ... [Биринчи күнү эле иштебей калды]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"DGMVMKaTdJFj"},"source":["# The Model understands Tamil\n","![ta](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)"]},{"cell_type":"code","metadata":{"id":"JWDr_LoCdJFn","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208312526,"user_tz":-300,"elapsed":716,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"645d21ae-34e6-4ff3-83f4-4d7a2c731370"},"source":["# Tamil for: 'It was the best ever !!'\n","fitted_pipe.predict(\"இது எப்போதும் சிறந்தது !! \")"],"execution_count":43,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0இது எப்போதும் சிறந்தது !!good00.829614[-0.03039463423192501, -0.058778341859579086, ...[இது எப்போதும் சிறந்தது !!]
\n","
"],"text/plain":[" document ... sentence\n","0 இது எப்போதும் சிறந்தது !! ... [இது எப்போதும் சிறந்தது !!]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"id":"Q6C0BmTtdJFp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620208312877,"user_tz":-300,"elapsed":366,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0c8b2a5b-63e2-4088-ebe4-90550f71f9c8"},"source":["\t\t\n","# Tamil for: 'It stopped working on the first day'\n","fitted_pipe.predict(\"இது முதல் நாளில் வேலை செய்வதை நிறுத்தியது \")"],"execution_count":44,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documenttrained_classifierorigin_indextrained_classifier_confidence_confidencesentence_embedding_labsesentence
0இது முதல் நாளில் வேலை செய்வதை நிறுத்தியதுpoor00.999642[0.022033903747797012, -0.00905965268611908, 0...[இது முதல் நாளில் வேலை செய்வதை நிறுத்தியது]
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"],"text/plain":[" document ... sentence\n","0 இது முதல் நாளில் வேலை செய்வதை நிறுத்தியது ... [இது முதல் நாளில் வேலை செய்வதை நிறுத்தியது]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620209227950,"user_tz":-300,"elapsed":47226,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"68751c51-9c5a-403e-87f6-84fee139f186"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":46,"outputs":[{"output_type":"stream","text":["Stored model in ./model/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620209417898,"user_tz":-300,"elapsed":133849,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ad55bee4-6794-4df2-bc97-a951f09688cc"},"source":["stored_model_path = './models/classifier_dl_trained'\n","hdd_pipe = nlu.load(path=stored_model_path)\n","preds = hdd_pipe.predict('It worked perfectly.')\n","preds"],"execution_count":1,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_from_diskorigin_indextextfrom_disk_confidence_confidencesentencedocumentfrom_disk
0[[0.006914880592375994, -0.04569805786013603, ...8589934592It worked perfectly.[0.7951465][It worked perfectly.]It worked perfectly.[average]
\n","
"],"text/plain":[" sentence_embedding_from_disk ... from_disk\n","0 [[0.006914880592375994, -0.04569805786013603, ... ... [average]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620209419447,"user_tz":-300,"elapsed":1537,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5ede73d9-5999-4b86-ebda-9f0464cedb00"},"source":["hdd_pipe.print_info()"],"execution_count":2,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@5bb59739) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@5bb59739\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['classifier_dl@labse'] has settable params:\n","pipe['classifier_dl@labse'].setClasses(['average', 'poor', 'good']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['average', 'poor', 'good']\n","pipe['classifier_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"EY3jdCj41bJC","executionInfo":{"status":"aborted","timestamp":1620208313836,"user_tz":-300,"elapsed":16,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}}},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_hotel_reviews.ipynb b/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_hotel_reviews.ipynb deleted file mode 100644 index 82e389a2..00000000 --- a/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_hotel_reviews.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_multi_lingual_multi_class_text_classifier_demo_hotel_reviews.ipynb","provenance":[],"collapsed_sections":["zkufh760uvF3"]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/multi_lingual/multi_class_text_classification/NLU_training_multi_lingual_multi_class_text_classifier_demo_hotel_reviews.ipynb)\n","\n","\n","\n","# Training a Deep Learning Classifier with NLU \n","## ClassifierDL (Multi-class Text Classification)\n","## 3 class Tripadvisor Hotel review classifier training\n","With the [ClassifierDL model](https://nlp.johnsnowlabs.com/docs/en/annotators#classifierdl-multi-class-text-classification) from Spark NLP you can achieve State Of the Art results on any multi class text classification problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n","You can achieve these results or even better on this dataset with training data :\n","\n","
\n","\n","![image.png](data:image/png;base64,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)\n","\n","\n","You can achieve these results or even better on this dataset with test data :\n","\n","
\n","\n","\n","![image.png](data:image/png;base64,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)"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dTyEf8lNWMi7","executionInfo":{"status":"ok","timestamp":1620195568586,"user_tz":-300,"elapsed":116506,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9c394263-780b-4e46-9b97-406bd3a67225"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 06:17:34-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 06:17:34 (33.3 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 68kB/s \n","\u001b[K |████████████████████████████████| 153kB 40.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 18.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 37.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download hotel reviews dataset \n","https://www.kaggle.com/andrewmvd/trip-advisor-hotel-reviews\n","\n","Hotels play a crucial role in traveling and with the increased access to information new pathways of selecting the best ones emerged.\n","With this dataset, consisting of 20k reviews crawled from Tripadvisor, you can explore what makes a great hotel and maybe even use this model in your travels!\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620195570511,"user_tz":-300,"elapsed":118409,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"a9ccf638-b1d8-40e6-d4d5-59bc7bc923c3"},"source":["! wget http://ckl-it.de/wp-content/uploads/2021/02/tripadvisor_hotel_reviews_multi_lingual.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 06:19:28-- http://ckl-it.de/wp-content/uploads/2021/02/tripadvisor_hotel_reviews_multi_lingual.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 5332717 (5.1M) [text/csv]\n","Saving to: ‘tripadvisor_hotel_reviews_multi_lingual.csv’\n","\n","tripadvisor_hotel_r 100%[===================>] 5.08M 3.76MB/s in 1.4s \n","\n","2021-05-05 06:19:30 (3.76 MB/s) - ‘tripadvisor_hotel_reviews_multi_lingual.csv’ saved [5332717/5332717]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"id":"y4xSRWIhwT28","executionInfo":{"status":"ok","timestamp":1620195571230,"user_tz":-300,"elapsed":119050,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ed564426-69ae-4fed-b76f-13e3db7bc103"},"source":["import pandas as pd\n","test_path = '/content/tripadvisor_hotel_reviews_multi_lingual.csv'\n","train_df = pd.read_csv(test_path,sep=\",\")\n","cols = [\"y\",\"text\"]\n","train_df = train_df[cols]\n","from sklearn.model_selection import train_test_split\n","train_df = train_df.iloc[:1500]\n","train_df, test_df = train_test_split(train_df, test_size=0.2)\n","train_df\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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ytext
819greatwonderful weekend fairmont copley plaza enjoye...
338greatnice stayed silver cloud pre-cruise, impressed...
556greatbest deal town n't mind shabby lobby moore hot...
1057greatgreat experience just got rio mar yesterday mi...
400poorhospital stayed 2 weeks got sick stomach upset...
.........
1410greatgreat time westin rio mar, know like reading r...
1283poordifferent used stayed el san juan total 5 time...
1133averagemodern hilton good location stay area pretty r...
1207averagenothing spectacular chosen weekend getaway bui...
486averageavoid summer, stayed intercity times wrote fav...
\n","

1200 rows × 2 columns

\n","
"],"text/plain":[" y text\n","819 great wonderful weekend fairmont copley plaza enjoye...\n","338 great nice stayed silver cloud pre-cruise, impressed...\n","556 great best deal town n't mind shabby lobby moore hot...\n","1057 great great experience just got rio mar yesterday mi...\n","400 poor hospital stayed 2 weeks got sick stomach upset...\n","... ... ...\n","1410 great great time westin rio mar, know like reading r...\n","1283 poor different used stayed el san juan total 5 time...\n","1133 average modern hilton good location stay area pretty r...\n","1207 average nothing spectacular chosen weekend getaway bui...\n","486 average avoid summer, stayed intercity times wrote fav...\n","\n","[1200 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.classifier')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620198160598,"user_tz":-300,"elapsed":2708392,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"6352b01c-81ce-4d7c-851e-231b12fecd36"},"source":["trainable_pipe = nlu.load('xx.embed_sentence.labse train.classifier')\n","# We need to train longer and user smaller LR for NON-USE based sentence embeddings usually\n","# We could tune the hyperparameters further with hyperparameter tuning methods like gridsearch\n","# Also longer training gives more accuracy\n","trainable_pipe['classifier_dl'].setMaxEpochs(60) \n","trainable_pipe['classifier_dl'].setLr(0.005) \n","fitted_pipe = trainable_pipe.fit(train_df)\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict(train_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","from sklearn.metrics import classification_report\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["labse download started this may take some time.\n","Approximate size to download 1.7 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"," precision recall f1-score support\n","\n"," average 0.75 0.78 0.77 396\n"," great 0.86 0.91 0.88 391\n"," poor 0.88 0.79 0.83 413\n","\n"," accuracy 0.83 1200\n"," macro avg 0.83 0.83 0.83 1200\n","weighted avg 0.83 0.83 0.83 1200\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceyorigin_indextext
0[0.042161960154771805, 0.0009784834692254663, ...greatwonderful weekend fairmont copley plaza enjoye...[wonderful weekend fairmont copley plaza enjoy...0.999989great819wonderful weekend fairmont copley plaza enjoye...
1[0.028560785576701164, 0.076837457716465, -0.0...greatnice stayed silver cloud pre-cruise, impressed...[nice stayed silver cloud pre-cruise, impresse...0.999971great338nice stayed silver cloud pre-cruise, impressed...
2[-0.04284599423408508, 0.031210748478770256, -...poorbest deal town n't mind shabby lobby moore hot...[best deal town n't mind shabby lobby moore ho...0.651085great556best deal town n't mind shabby lobby moore hot...
3[-0.0364091582596302, 0.006750240921974182, 0....greatgreat experience just got rio mar yesterday mi...[great experience just got rio mar yesterday m...0.998592great1057great experience just got rio mar yesterday mi...
4[-0.01341036893427372, 0.01906048320233822, 0....poorhospital stayed 2 weeks got sick stomach upset...[hospital stayed 2 weeks got sick stomach upse...0.999999poor400hospital stayed 2 weeks got sick stomach upset...
...........................
1195[-0.07303472608327866, -0.0014495996292680502,...greatgreat time westin rio mar, know like reading r...[great time westin rio mar, know like reading ...0.999355great1410great time westin rio mar, know like reading r...
1196[-0.04543023928999901, 0.040597811341285706, -...poordifferent used stayed el san juan total 5 time...[different used stayed el san juan total 5 tim...0.999191poor1283different used stayed el san juan total 5 time...
1197[-0.020267890766263008, 0.05014576390385628, -...averagemodern hilton good location stay area pretty r...[modern hilton good location stay area pretty ...0.999984average1133modern hilton good location stay area pretty r...
1198[-0.019527727738022804, 0.05594026297330856, -...averagenothing spectacular chosen weekend getaway bui...[nothing spectacular chosen weekend getaway bu...0.998562average1207nothing spectacular chosen weekend getaway bui...
1199[-0.013655068352818489, -0.007150351535528898,...averageavoid summer, stayed intercity times wrote fav...[avoid summer, stayed intercity times wrote fa...0.952325average486avoid summer, stayed intercity times wrote fav...
\n","

1200 rows × 8 columns

\n","
"],"text/plain":[" sentence_embedding_labse ... text\n","0 [0.042161960154771805, 0.0009784834692254663, ... ... wonderful weekend fairmont copley plaza enjoye...\n","1 [0.028560785576701164, 0.076837457716465, -0.0... ... nice stayed silver cloud pre-cruise, impressed...\n","2 [-0.04284599423408508, 0.031210748478770256, -... ... best deal town n't mind shabby lobby moore hot...\n","3 [-0.0364091582596302, 0.006750240921974182, 0.... ... great experience just got rio mar yesterday mi...\n","4 [-0.01341036893427372, 0.01906048320233822, 0.... ... hospital stayed 2 weeks got sick stomach upset...\n","... ... ... ...\n","1195 [-0.07303472608327866, -0.0014495996292680502,... ... great time westin rio mar, know like reading r...\n","1196 [-0.04543023928999901, 0.040597811341285706, -... ... different used stayed el san juan total 5 time...\n","1197 [-0.020267890766263008, 0.05014576390385628, -... ... modern hilton good location stay area pretty r...\n","1198 [-0.019527727738022804, 0.05594026297330856, -... ... nothing spectacular chosen weekend getaway bui...\n","1199 [-0.013655068352818489, -0.007150351535528898,... ... avoid summer, stayed intercity times wrote fav...\n","\n","[1200 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_1jxw3GnVGlI"},"source":["# 3.1 evaluate on Test Data"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Fxx4yNkNVGFl","executionInfo":{"status":"ok","timestamp":1620198282249,"user_tz":-300,"elapsed":2830029,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5ae17df4-2e52-413a-b381-1192861af2d2"},"source":["preds = fitted_pipe.predict(test_df,output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.53 0.56 0.54 98\n"," great 0.75 0.77 0.76 103\n"," poor 0.72 0.66 0.69 99\n","\n"," accuracy 0.66 300\n"," macro avg 0.67 0.66 0.66 300\n","weighted avg 0.67 0.66 0.66 300\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"yUkk_L8MGcRg"},"source":["#4. Test Model with 20 languages!"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":980},"id":"q2s6nsZZGcRm","executionInfo":{"status":"ok","timestamp":1620198329116,"user_tz":-300,"elapsed":2876883,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"389e674f-fe0f-4740-f47a-5c27bc22e02a"},"source":["train_df = pd.read_csv(\"tripadvisor_hotel_reviews_multi_lingual.csv\")\n","preds = fitted_pipe.predict(train_df[[\"test_sentences\",\"y\"]].iloc[:100],output_level='document')\n","\n","#sentence detector that is part of the pipe generates sone NaNs. lets drop them first\n","preds.dropna(inplace=True)\n","print(classification_report(preds['y'], preds['trained_classifier']))\n","\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":[" precision recall f1-score support\n","\n"," average 0.41 0.55 0.47 33\n"," great 0.66 0.66 0.66 35\n"," poor 0.81 0.53 0.64 32\n","\n"," accuracy 0.58 100\n"," macro avg 0.63 0.58 0.59 100\n","weighted avg 0.62 0.58 0.59 100\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceyorigin_indextext
0[-0.013124360702931881, -0.010088308714330196,...averageTolles Hotel 5 Nächte Ende August 2005. Reserv...[Tolles Hotel 5 Nächte Ende August 2005., Rese...0.993889great0Tolles Hotel 5 Nächte Ende August 2005. Reserv...
1[0.021132875233888626, 0.06491417437791824, -0...averageதூண்டில் மற்றும் சுவிட்ச் அறை விகிதங்கள், ஏற்ற...[தூண்டில் மற்றும் சுவிட்ச் அறை விகிதங்கள், ஏற்...0.884120poor1தூண்டில் மற்றும் சுவிட்ச் அறை விகிதங்கள், ஏற்ற...
2[-0.014877039939165115, 0.08078614622354507, -...averageបន្ទប់ឆែកល្អចូលចិត្តសណ្ឋាគារទីតាំងល្អមិត្តភាព។...[បន្ទប់ឆែកល្អចូលចិត្តសណ្ឋាគារទីតាំងល្អមិត្តភាព...0.999971average2បន្ទប់ឆែកល្អចូលចិត្តសណ្ឋាគារទីតាំងល្អមិត្តភាព។...
3[-0.051047880202531815, 0.04952175170183182, -...greatbeste Lage Wert Eigenschaften Waikiki Kopf Hot...[beste Lage Wert Eigenschaften Waikiki Kopf Ho...0.995766great3beste Lage Wert Eigenschaften Waikiki Kopf Hot...
4[-0.04287628456950188, 0.011480937711894512, -...poorbotel not recommended little disappointed hone...[botel not recommended little disappointed hon...0.999344poor4botel not recommended little disappointed hone...
...........................
95[-0.0008096122182905674, 0.03655293583869934, ...averageموقع رائع قضى 7 أيام في نزل القلعة في بداية ال...[موقع رائع قضى 7 أيام في نزل القلعة في بداية ا...0.998497great95موقع رائع قضى 7 أيام في نزل القلعة في بداية ال...
96[-0.005492118652909994, 0.05503822863101959, -...greatsuper emplacement les lits durs ont vraiment a...[super emplacement les lits durs ont vraiment ...0.999948average96super emplacement les lits durs ont vraiment a...
97[0.009459477849304676, 0.006773392669856548, -...averageทำเลที่ตั้งดีเยี่ยมโรงแรมที่สมบูรณ์แบบตรงกลางน...[ทำเลที่ตั้งดีเยี่ยมโรงแรมที่สมบูรณ์แบบตรงกลาง...0.986078great97ทำเลที่ตั้งดีเยี่ยมโรงแรมที่สมบูรณ์แบบตรงกลางน...
98[-0.06341180950403214, 0.03327464684844017, -0...averagegerade anfangen, Glanz zu verlieren, blieb Kan...[gerade anfangen, Glanz zu verlieren, blieb Ka...0.793590great98gerade anfangen, Glanz zu verlieren, blieb Kan...
99[0.02874639444053173, -0.009642799384891987, -...poorbittersweet यादें शानदार अतीत में हाल ही में र...[bittersweet यादें शानदार अतीत में हाल ही में ...0.999651poor99bittersweet यादें शानदार अतीत में हाल ही में र...
\n","

100 rows × 8 columns

\n","
"],"text/plain":[" sentence_embedding_labse ... text\n","0 [-0.013124360702931881, -0.010088308714330196,... ... Tolles Hotel 5 Nächte Ende August 2005. Reserv...\n","1 [0.021132875233888626, 0.06491417437791824, -0... ... தூண்டில் மற்றும் சுவிட்ச் அறை விகிதங்கள், ஏற்ற...\n","2 [-0.014877039939165115, 0.08078614622354507, -... ... បន្ទប់ឆែកល្អចូលចិត្តសណ្ឋាគារទីតាំងល្អមិត្តភាព។...\n","3 [-0.051047880202531815, 0.04952175170183182, -... ... beste Lage Wert Eigenschaften Waikiki Kopf Hot...\n","4 [-0.04287628456950188, 0.011480937711894512, -... ... botel not recommended little disappointed hone...\n",".. ... ... ...\n","95 [-0.0008096122182905674, 0.03655293583869934, ... ... موقع رائع قضى 7 أيام في نزل القلعة في بداية ال...\n","96 [-0.005492118652909994, 0.05503822863101959, -... ... super emplacement les lits durs ont vraiment a...\n","97 [0.009459477849304676, 0.006773392669856548, -... ... ทำเลที่ตั้งดีเยี่ยมโรงแรมที่สมบูรณ์แบบตรงกลางน...\n","98 [-0.06341180950403214, 0.03327464684844017, -0... ... gerade anfangen, Glanz zu verlieren, blieb Kan...\n","99 [0.02874639444053173, -0.009642799384891987, -... ... bittersweet यादें शानदार अतीत में हाल ही में र...\n","\n","[100 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"RjtuNUcvuJTT"},"source":["# The Model understands Englsih\n","![en](https://www.worldometers.info/img/flags/small/tn_nz-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"o0vu7PaWkcI7","executionInfo":{"status":"ok","timestamp":1620198331127,"user_tz":-300,"elapsed":2878867,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"b9a0a2fb-0f1b-402f-e45c-8532767633d7"},"source":["fitted_pipe.predict(\"It was the best stay of my life, I loved it!! \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.025105198845267296, -0.0444340780377388, -0...greatIt was the best stay of my life, I loved it!![It was the best stay of my life, I loved it!, !]0.9995190
\n","
"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.025105198845267296, -0.0444340780377388, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1ykjRQhCtQ4w","executionInfo":{"status":"ok","timestamp":1620198332354,"user_tz":-300,"elapsed":2880072,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"b9b37106-be3b-4bc2-ad8d-984ec72be447"},"source":["fitted_pipe.predict(\"It was the worst stay of my life, I hated it!! \")\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.02957884594798088, -0.042081158608198166, -...poorIt was the worst stay of my life, I hated it!![It was the worst stay of my life, I hated it!...0.9975140
\n","
"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.02957884594798088, -0.042081158608198166, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"vohym-XbuNHn"},"source":["# The Model understands German\n","![de](https://www.worldometers.info/img/flags/small/tn_gm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dzaaZrI4tVWc","executionInfo":{"status":"ok","timestamp":1620198332759,"user_tz":-300,"elapsed":2880425,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"bd46e5c1-d196-42f5-f714-8d6abe96d7cc"},"source":["# German for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Es war der beste Aufenthalt meines Lebens, ich habe es geliebt !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.025617901235818863, -0.050006747245788574, ...greatEs war der beste Aufenthalt meines Lebens, ich...[Es war der beste Aufenthalt meines Lebens, ic...0.9997320
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.025617901235818863, -0.050006747245788574, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"BbhgTSBGtTtJ","executionInfo":{"status":"ok","timestamp":1620198333653,"user_tz":-300,"elapsed":2881288,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"7e47b6b4-ae79-4638-bff1-f3ce7c6cafdb"},"source":["\t\t\n","# German for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"Es war der schlimmste Aufenthalt meines Lebens, ich hasste es !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.022492462769150734, -0.05308641120791435, -...poorEs war der schlimmste Aufenthalt meines Lebens...[Es war der schlimmste Aufenthalt meines Leben...0.9739550
\n","
"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.022492462769150734, -0.05308641120791435, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"a1JbtmWquQwj"},"source":["# The Model understands Chinese\n","![zh](https://www.worldometers.info/img/flags/small/tn_ch-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"kYSYqtoRtc-P","executionInfo":{"status":"ok","timestamp":1620198334808,"user_tz":-300,"elapsed":2882416,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"03cb7d9c-7e27-4a88-9fa9-c9166b0b2d75"},"source":["# Chinese for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"这是我一生中最美好的时光，我喜欢它！！ \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.011552233248949051, -0.06316248327493668, -...great这是我一生中最美好的时光，我喜欢它！！[这是我一生中最美好的时光，我喜欢它！！]0.9999650
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.011552233248949051, -0.06316248327493668, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"06v9SD-QtlBU","executionInfo":{"status":"ok","timestamp":1620198335872,"user_tz":-300,"elapsed":2883457,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"f0933f0f-0efe-446e-ffb3-45189853d5e9"},"source":["# Chinese for: 'It was awful!! '\n","fitted_pipe.predict(\"太糟糕了!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[-0.025874070823192596, -0.0665956661105156, -...poor太糟糕了!![太糟糕了!!]0.9996210
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.025874070823192596, -0.0665956661105156, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"9h7CvN4uu9Pb"},"source":["# Model understands Afrikaans\n","\n","![af](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VMPhbgw9twtf","executionInfo":{"status":"ok","timestamp":1620198337259,"user_tz":-300,"elapsed":2884820,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"16a873e7-bf3f-4d4e-f28f-a488b7df7e00"},"source":["\t\t\n","# Afrikaans for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Dit was die beste verblyf in my lewe, ek was mal daaroor !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.027523020282387733, -0.034727904945611954, ...greatDit was die beste verblyf in my lewe, ek was m...[Dit was die beste verblyf in my lewe, ek was ...0.9994580
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.027523020282387733, -0.034727904945611954, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"zWgNTIdkumhX","executionInfo":{"status":"ok","timestamp":1620198338526,"user_tz":-300,"elapsed":2886068,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ea6ff455-cb57-45db-dc5a-7dd349c4e9b7"},"source":["# Afrikaans for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"Dit was die slegste verblyf in my lewe, ek het dit gehaat !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.020533405244350433, -0.044794000685214996, ...poorDit was die slegste verblyf in my lewe, ek het...[Dit was die slegste verblyf in my lewe, ek he...0.9943970
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.020533405244350433, -0.044794000685214996, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"rSEPkC-Bwnpg"},"source":["# The model understands Vietnamese\n","![vi](https://www.worldometers.info/img/flags/small/tn_vm-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"7ksJosuTOYpE","executionInfo":{"status":"ok","timestamp":1620198339068,"user_tz":-300,"elapsed":2886589,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"c866d07f-87ab-4d52-f1b1-34e30a478dfe"},"source":["# Vietnamese for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Đó là kỳ nghỉ tuyệt vời nhất trong đời tôi, tôi yêu nó !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.022074803709983826, -0.06135039031505585, -...greatĐó là kỳ nghỉ tuyệt vời nhất trong đời tôi, tô...[Đó là kỳ nghỉ tuyệt vời nhất trong đời tôi, t...0.9876560
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.022074803709983826, -0.06135039031505585, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"VfG3UaCTEZB_","executionInfo":{"status":"ok","timestamp":1620198339753,"user_tz":-300,"elapsed":2887259,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"93baa7bb-1c57-462f-dcc9-82ef2aac03f2"},"source":["# Vietnamese for: 'It was awful!! '\n","fitted_pipe.predict(\"Nó quá tệ!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[-0.011885211803019047, -0.06412354856729507, ...poorNó quá tệ!![Nó quá tệ!, !]0.9997690
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.011885211803019047, -0.06412354856729507, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"IlkmAaMoxTuy"},"source":["# The model understands Japanese\n","![ja](https://www.worldometers.info/img/flags/small/tn_ja-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"1IfJu3q8wwUt","executionInfo":{"status":"ok","timestamp":1620198340855,"user_tz":-300,"elapsed":2888342,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"b651a4da-8344-44bb-a076-9c287a65aa89"},"source":["# Japanese for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"それは私の人生で最高の滞在でした、私はそれを愛していました!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.03218996152281761, -0.045211367309093475, -...greatそれは私の人生で最高の滞在でした、私はそれを愛していました!![それは私の人生で最高の滞在でした、私はそれを愛していました!!]0.9999460
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.03218996152281761, -0.045211367309093475, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"-RjXWbFIPvIs","executionInfo":{"status":"ok","timestamp":1620198341788,"user_tz":-300,"elapsed":2889260,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"176a9c53-165c-46e8-bf12-4347064b298e"},"source":["# Japanese for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"人生最悪の滞在でした、嫌いでした!! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.0015585105866193771, -0.04200108349323273, ...poor人生最悪の滞在でした、嫌いでした!![人生最悪の滞在でした、嫌いでした!!]0.9998950
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.0015585105866193771, -0.04200108349323273, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"GITfT7FK0CGv"},"source":["# The model understands Zulu\n","![zu](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"ifRhs6e7OcR3","executionInfo":{"status":"ok","timestamp":1620198342364,"user_tz":-300,"elapsed":2889821,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"e00114d7-4b8d-4ef1-d2ba-93fa0a2cbcf5"},"source":["# Zulu for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Kwakungukuhlala okuhle kakhulu empilweni yami, ngangikuthanda !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.020903216674923897, -0.05406734347343445, -...greatKwakungukuhlala okuhle kakhulu empilweni yami,...[Kwakungukuhlala okuhle kakhulu empilweni yami...0.9998160
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.020903216674923897, -0.05406734347343445, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"6uelDwq4xdWv","executionInfo":{"status":"ok","timestamp":1620198343127,"user_tz":-300,"elapsed":2890569,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d503e624-8998-446e-d50d-96250c5de876"},"source":["# Zulu for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"Kwakuwukuhlala okubi kakhulu empilweni yami, ngangikuzonda !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.012615696527063847, -0.05433850735425949, -...poorKwakuwukuhlala okubi kakhulu empilweni yami, n...[Kwakuwukuhlala okubi kakhulu empilweni yami, ...0.9981030
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.012615696527063847, -0.05433850735425949, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"VGVvzl_30a0T"},"source":["# The Model understands Turkish\n","![tr](https://www.worldometers.info/img/flags/small/tn_tu-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"DRNnuEeQz2pd","executionInfo":{"status":"ok","timestamp":1620198344168,"user_tz":-300,"elapsed":2891594,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d6472c75-d880-4400-f766-6f16df786e56"},"source":["\n","# Turkish for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Hayatımın en iyi kalışıydı, onu sevdim! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.01813078671693802, -0.01860048621892929, -0...greatHayatımın en iyi kalışıydı, onu sevdim![Hayatımın en iyi kalışıydı, onu sevdim!]0.9997770
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.01813078671693802, -0.01860048621892929, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"aOSsiK6J0jWs","executionInfo":{"status":"ok","timestamp":1620198345052,"user_tz":-300,"elapsed":2892459,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"dba6c1dc-5efe-4756-c067-55b0e9c45c0f"},"source":["# Turkish for: 'It was awful!! '\n","fitted_pipe.predict(\"Berbattı!!\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.00401829881593585, -0.05757148563861847, -0...poorBerbattı!![Berbattı!!]0.9991840
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.00401829881593585, -0.05757148563861847, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"803qL2gt0vlb"},"source":["# The Model understands Hebrew\n","![he](https://www.worldometers.info/img/flags/small/tn_sf-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XQ5VCtxw0pc0","executionInfo":{"status":"ok","timestamp":1620198345808,"user_tz":-300,"elapsed":2893201,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"f113bd48-aff7-471d-d792-d98f207442b6"},"source":["\t\t\n","# Hebrew for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"זה היה השהייה הכי טובה בחיי, אהבתי את זה !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.021775638684630394, -0.041435129940509796, ...greatזה היה השהייה הכי טובה בחיי, אהבתי את זה !![זה היה השהייה הכי טובה בחיי, אהבתי את זה !, !]0.9998860
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.021775638684630394, -0.041435129940509796, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"9w2ZHfns05A4","executionInfo":{"status":"ok","timestamp":1620198346343,"user_tz":-300,"elapsed":2893722,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"5c48f33a-3123-4f1b-9558-d4f775f41795"},"source":["# Hebrew for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"זה היה השהייה הגרועה בחיי, שנאתי את זה !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.02067272923886776, -0.04731830209493637, -0...poorזה היה השהייה הגרועה בחיי, שנאתי את זה !![זה היה השהייה הגרועה בחיי, שנאתי את זה !, !]0.9943780
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.02067272923886776, -0.04731830209493637, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"SDlpd33H1HIX"},"source":["# The Model understands Telugu\n","![te](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"Kc5n1bzv1BJT","executionInfo":{"status":"ok","timestamp":1620198347793,"user_tz":-300,"elapsed":2895149,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"f220ad9c-7148-466e-86f9-ada2c63c432d"},"source":["# Telugu for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"ఇది నా జీవితంలో ఉత్తమమైన కాలం, నేను దానిని ఇష్టపడ్డాను !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.018417486920952797, -0.05317000299692154, -...greatఇది నా జీవితంలో ఉత్తమమైన కాలం, నేను దానిని ఇష్...[ఇది నా జీవితంలో ఉత్తమమైన కాలం, నేను దానిని ఇష...0.9997680
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.018417486920952797, -0.05317000299692154, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"-l-u6vrz1Obe","executionInfo":{"status":"ok","timestamp":1620198348624,"user_tz":-300,"elapsed":2895964,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"ac93039e-bc03-44c8-c68a-33232a908cad"},"source":["\t\t\n","# Telugu for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"ఇది నా జీవితంలో చెత్తగా ఉంది, నేను అసహ్యించుకున్నాను !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.0009551368420943618, -0.055933333933353424... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"nziBUe8t1Zwn"},"source":["# Model understands Russian\n","![ru](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"Ckyjl3YQ1VFn","executionInfo":{"status":"ok","timestamp":1620198349365,"user_tz":-300,"elapsed":2896690,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"dc8a0ec9-45b1-4b57-e99d-d93dc973c9fd"},"source":["# Russian for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Это был лучший отдых в моей жизни, мне очень понравилось !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.024515425786376, -0.038578882813453674, -0....greatЭто был лучший отдых в моей жизни, мне очень п...[Это был лучший отдых в моей жизни, мне очень ...0.9999330
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.024515425786376, -0.038578882813453674, -0.... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"GIdWkfGv1gFz","executionInfo":{"status":"ok","timestamp":1620198350023,"user_tz":-300,"elapsed":2897334,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"20d306a4-a129-4254-f790-783bcb5f096d"},"source":["# Russian for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"Это было худшее пребывание в моей жизни, я ненавидел его !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[-0.006281793583184481, -0.03218899294734001, ...poorЭто было худшее пребывание в моей жизни, я нен...[Это было худшее пребывание в моей жизни, я не...0.999090
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.006281793583184481, -0.03218899294734001, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"8R1j9mwz2Cm4"},"source":["# Model understands Urdu\n","![ur](https://www.worldometers.info/img/flags/small/tn_pk-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"j4zwvRV11pcG","executionInfo":{"status":"ok","timestamp":1620198350894,"user_tz":-300,"elapsed":2898189,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"abd208d6-a177-43be-8cf5-10a9c519054a"},"source":["\t\t\n","# Urdu for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"یہ میری زندگی کا بہترین قیام تھا ، مجھے اس سے پیار تھا !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.016523491591215134, -0.043619364500045776, ...greatیہ میری زندگی کا بہترین قیام تھا ، مجھے اس سے ...[یہ میری زندگی کا بہترین قیام تھا ، مجھے اس سے...0.999060
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.016523491591215134, -0.043619364500045776, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SxzTuK4b2UKV","executionInfo":{"status":"ok","timestamp":1620198352126,"user_tz":-300,"elapsed":2899401,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"d86aa2c7-5b93-4c26-d88c-c0f78c6d20b3"},"source":["\n","# Urdu for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"یہ میری زندگی کا بدترین قیام تھا ، مجھے اس سے نفرت تھی !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.010332365520298481, -0.032978493720293045, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"RoNg-C3k1qcX"},"source":["# Model understands Hindi\n","![hi](https://www.worldometers.info/img/flags/small/tn_in-flag.gif)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"QZ9RT5Wv1r1n","executionInfo":{"status":"ok","timestamp":1620198352904,"user_tz":-300,"elapsed":2900164,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"da03d122-ea78-49be-f32a-d13881ade6c6"},"source":["\n","\t\t\n","# hindi for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"यह मेरे जीवन का सबसे अच्छा प्रवास था, मुझे यह पसंद था !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.02085619606077671, -0.03468615561723709, -0...greatयह मेरे जीवन का सबसे अच्छा प्रवास था, मुझे यह ...[यह मेरे जीवन का सबसे अच्छा प्रवास था, मुझे यह...0.9995760
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.02085619606077671, -0.03468615561723709, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"quM-IL2i12-B","executionInfo":{"status":"ok","timestamp":1620198353928,"user_tz":-300,"elapsed":2901160,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"e9441983-11d1-40ef-a3fb-9226090f1286"},"source":["\t\t\n","# hindi for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"यह मेरे जीवन का सबसे बुरा पड़ाव था, मुझे इससे नफरत थी !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.016908325254917145, -0.031606487929821014, ...poorयह मेरे जीवन का सबसे बुरा पड़ाव था, मुझे इससे ...[यह मेरे जीवन का सबसे बुरा पड़ाव था, मुझे इससे...0.9978180
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.016908325254917145, -0.031606487929821014, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"R4ByHOZn35Lc"},"source":["# The model understands Tartar\n","![tt](https://www.worldometers.info/img/flags/small/tn_rs-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"2JrzusSQ18F5","executionInfo":{"status":"ok","timestamp":1620198354440,"user_tz":-300,"elapsed":2901648,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"b6dbc736-7f45-4f3f-a6e9-f8670e104cee"},"source":["# Tartar for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Бу минем тормышымның иң яхшы торышы иде, мин аны яраттым !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.03618491441011429, -0.039926089346408844, -...greatБу минем тормышымның иң яхшы торышы иде, мин а...[Бу минем тормышымның иң яхшы торышы иде, мин ...0.9988280
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.03618491441011429, -0.039926089346408844, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"J06Xm_Ln4AYu","executionInfo":{"status":"ok","timestamp":1620198355266,"user_tz":-300,"elapsed":2902464,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"41025457-6042-43d2-a59d-7f5bf8473b0d"},"source":["# Tartar for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"Бу минем тормышымның иң начар торышы иде, мин аны нәфрәт иттем !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.02321663685142994, -0.029130201786756516, -...poorБу минем тормышымның иң начар торышы иде, мин ...[Бу минем тормышымның иң начар торышы иде, мин...0.9973590
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.02321663685142994, -0.029130201786756516, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"HKj5yWwwMplH"},"source":["# The Model understands French\n","![fr](https://www.worldometers.info/img/flags/small/tn_fr-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"CUHcJZfJMplL","executionInfo":{"status":"ok","timestamp":1620198356607,"user_tz":-300,"elapsed":2903761,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"fb255bf5-95c1-4294-d356-d29b9fa01a6f"},"source":["# French for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"C'était le meilleur séjour de ma vie, j'ai adoré !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.01606627181172371, -0.04228140786290169, -0...greatC'était le meilleur séjour de ma vie, j'ai ado...[C'était le meilleur séjour de ma vie, j'ai ad...0.9999630
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.01606627181172371, -0.04228140786290169, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"57NY2XoTMplM","executionInfo":{"status":"ok","timestamp":1620198357772,"user_tz":-300,"elapsed":2904893,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"a3438d73-be2b-4062-a530-9c24e50552c1"},"source":["# French for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"C'était le pire séjour de ma vie, je l'ai détesté !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.01693568006157875, -0.04099532589316368, -0...poorC'était le pire séjour de ma vie, je l'ai déte...[C'était le pire séjour de ma vie, je l'ai dét...0.9933910
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.01693568006157875, -0.04099532589316368, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"jD2TBgT0Nq6F"},"source":["# The Model understands Thai\n","![th](https://www.worldometers.info/img/flags/small/tn_th-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"gBp11S5GNq6S","executionInfo":{"status":"ok","timestamp":1620198358335,"user_tz":-300,"elapsed":2905437,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"9923f5b0-b87b-4a8d-f724-40686380863f"},"source":["\t\t\n","# Thai for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"เป็นการพักที่ดีที่สุดในชีวิตฉันชอบมาก !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[-0.009586114436388016, -0.03715920448303223, ...greatเป็นการพักที่ดีที่สุดในชีวิตฉันชอบมาก !![เป็นการพักที่ดีที่สุดในชีวิตฉันชอบมาก !!]0.999770
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.009586114436388016, -0.03715920448303223, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"code","metadata":{"id":"R6nKI7C3QKa3","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620198359199,"user_tz":-300,"elapsed":2906273,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"7182a070-f20d-4fcf-8f41-e81e8bddeefa"},"source":["\t\t\n","# Thai for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"เป็นการพักที่แย่ที่สุดในชีวิตฉันเกลียดมัน !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[-0.017850901931524277, -0.04203420504927635, ...poorเป็นการพักที่แย่ที่สุดในชีวิตฉันเกลียดมัน !![เป็นการพักที่แย่ที่สุดในชีวิตฉันเกลียดมัน !!]0.9959320
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.017850901931524277, -0.04203420504927635, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"mLItI4KZOElB"},"source":["# The Model understands Khmer\n","![km](https://www.worldometers.info/img/flags/small/tn_cb-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SWbqMgAwOElC","executionInfo":{"status":"ok","timestamp":1620198359905,"user_tz":-300,"elapsed":2906957,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"4237cadb-40f2-447c-c4a5-2d4deb1d2e26"},"source":["# Khmer for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"វាជាការស្នាក់នៅដ៏ល្អបំផុតក្នុងជីវិតខ្ញុំស្រឡាញ់វាណាស់ !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.005058396607637405, -0.05372818931937218, -...greatវាជាការស្នាក់នៅដ៏ល្អបំផុតក្នុងជីវិតខ្ញុំស្រឡាញ...[វាជាការស្នាក់នៅដ៏ល្អបំផុតក្នុងជីវិតខ្ញុំស្រឡា...0.9991390
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.005058396607637405, -0.05372818931937218, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"beoCtm4xQf2P","executionInfo":{"status":"ok","timestamp":1620198360466,"user_tz":-300,"elapsed":2907497,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"283ec20e-a215-4472-9365-c7c48736114c"},"source":["# Khmer for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"វាជាការស្នាក់នៅដ៏អាក្រក់បំផុតក្នុងជីវិតខ្ញុំស្អប់វាណាស់ !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[-0.01400111336261034, -0.046681344509124756, ...poorវាជាការស្នាក់នៅដ៏អាក្រក់បំផុតក្នុងជីវិតខ្ញុំស្...[វាជាការស្នាក់នៅដ៏អាក្រក់បំផុតក្នុងជីវិតខ្ញុំស...0.9993320
\n","
"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [-0.01400111336261034, -0.046681344509124756, ... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"lvE-LbNiPoBT"},"source":["# The Model understands Yiddish\n","![yi](https://www.worldometers.info/img/flags/small/tn_pl-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"sZlmLhajPoBb","executionInfo":{"status":"ok","timestamp":1620198361579,"user_tz":-300,"elapsed":2908595,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"27cfc11e-7e79-42b3-c39d-1992ca0855f9"},"source":["\t\t\n","# Yiddish for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"דאָס איז געווען דער בעסטער בלייַבן פון מיין לעבן, איך ליב געהאט עס !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.01637679524719715, -0.04827779904007912, -0...greatדאָס איז געווען דער בעסטער בלייַבן פון מיין לע...[דאָס איז געווען דער בעסטער בלייַבן פון מיין ל...0.9985730
\n","
"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.01637679524719715, -0.04827779904007912, -0... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"5h-pha_nPoBc","executionInfo":{"status":"ok","timestamp":1620198362114,"user_tz":-300,"elapsed":2909105,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"7b459f77-1a83-4dbe-dc60-8aaee2eca6a8"},"source":["# Yiddish for: 'It was awful!! '\n","fitted_pipe.predict(\"עס איז געווען שרעקלעך !! \")\n","\t\t"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.00014696447760798037, -0.05793645977973938,...poorעס איז געווען שרעקלעך !![עס איז געווען שרעקלעך !!]0.9959810
\n","
"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.00014696447760798037, -0.05793645977973938,... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"XSz4WzScaAHj"},"source":["# The Model understands Kygrgyz\n","![ky](https://www.worldometers.info/img/flags/small/tn_kg-flag.gif)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"DXz6fhJSaAHu","executionInfo":{"status":"ok","timestamp":1620198362814,"user_tz":-300,"elapsed":2909788,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"862885ed-dc41-4120-acad-b98752927b28"},"source":["\n","# Kygrgyz for: 'It was the best stay of my life, I loved it!!'\n","fitted_pipe.predict(\"Бул менин жашоомдогу эң жакшы жашоо болду, мен аны жакшы көрчүмүн !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.03286881372332573, -0.046127691864967346, -...greatБул менин жашоомдогу эң жакшы жашоо болду, мен...[Бул менин жашоомдогу эң жакшы жашоо болду, ме...0.998920
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.03286881372332573, -0.046127691864967346, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":97},"id":"lh_ZSHlPaAHv","executionInfo":{"status":"ok","timestamp":1620198363774,"user_tz":-300,"elapsed":2910734,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"25d6c89e-4e7f-4c80-c109-5fd10b2ec646"},"source":["# Kygrgyz for: 'It was the worst stay of my life, I hated it!!'\n","fitted_pipe.predict(\"Бул менин жашоомдогу эң жаман калуу болду, мен аны жек көрдүм !! \")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_labsetrained_classifierdocumentsentencetrained_classifier_confidence_confidenceorigin_index
0[0.023127034306526184, -0.04409907013177872, -...poorБул менин жашоомдогу эң жаман калуу болду, мен...[Бул менин жашоомдогу эң жаман калуу болду, ме...0.9985810
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"],"text/plain":[" sentence_embedding_labse ... origin_index\n","0 [0.023127034306526184, -0.04409907013177872, -... ... 0\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620199174424,"user_tz":-300,"elapsed":3721344,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"51d06cab-b03f-4958-ace7-a18747ab13a4"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":80},"executionInfo":{"status":"ok","timestamp":1620199461885,"user_tz":-300,"elapsed":128907,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"56d69686-c2e0-4c0c-8577-c5811ad855ab"},"source":["stored_model_path = './models/classifier_dl_trained' \n","hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('It was a good experince!')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_from_diskfrom_disk_confidence_confidencesentencetextorigin_indexfrom_diskdocument
0[[0.059547893702983856, -0.039290569722652435,...[0.99978][It was a good experince!]It was a good experince!8589934592[great]It was a good experince!
\n","
"],"text/plain":[" sentence_embedding_from_disk ... document\n","0 [[0.059547893702983856, -0.039290569722652435,... ... It was a good experince!\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620199462950,"user_tz":-300,"elapsed":1055,"user":{"displayName":"Gammer Otaku","photoUrl":"","userId":"18042713576744284398"}},"outputId":"6dd1bf2a-b862-413c-a4cb-d3870b6613b5"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2fc02b14) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@2fc02b14\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['bert_sentence@labse'] has settable params:\n","pipe['bert_sentence@labse'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert_sentence@labse'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert_sentence@labse'].setDimension(768) | Info: Number of embedding dimensions | Currently set to : 768\n","pipe['bert_sentence@labse'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert_sentence@labse'].setIsLong(False) | Info: Use Long type instead of Int type for inputs buffer - Some Bert models require Long instead of Int. | Currently set to : False\n","pipe['bert_sentence@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n",">>> pipe['classifier_dl@labse'] has settable params:\n","pipe['classifier_dl@labse'].setClasses(['average', 'great', 'poor']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['average', 'great', 'poor']\n","pipe['classifier_dl@labse'].setStorageRef('labse') | Info: unique reference name for identification | Currently set to : labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"c4Z3pq6jZ-m-"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/named_entity_recognition/NLU_training_NER_demo.ipynb b/examples/colab/Training/named_entity_recognition/NLU_training_NER_demo.ipynb deleted file mode 100644 index 568a5a74..00000000 --- a/examples/colab/Training/named_entity_recognition/NLU_training_NER_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_NER_demo.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/named_entity_recognition/NLU_training_NER_demo.ipynb)\n","\n","\n","\n","# Training a Named Entity Recognition (NER) model with NLU \n","With the [NER_DL model](https://nlp.johnsnowlabs.com/docs/en/annotators#ner-dl-named-entity-recognition-deep-learning-annotator) from Spark NLP you can achieve State Of the Art results on any NER problem \n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191530267,"user_tz":-300,"elapsed":115129,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"23d94588-aeb0-4b83-fc5c-9345a0274e99"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:10:15-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.109.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 05:10:16 (1.54 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 72kB/s \n","\u001b[K |████████████████████████████████| 153kB 52.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 46.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download conll2003 dataset"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1620191531629,"user_tz":-300,"elapsed":116460,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ba3d6f05-3c79-4939-f31e-437137762cd3"},"source":["! wget https://github.com/patverga/torch-ner-nlp-from-scratch/raw/master/data/conll2003/eng.train"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 05:12:10-- https://github.com/patverga/torch-ner-nlp-from-scratch/raw/master/data/conll2003/eng.train\n","Resolving github.com (github.com)... 140.82.114.3\n","Connecting to github.com (github.com)|140.82.114.3|:443... connected.\n","HTTP request sent, awaiting response... 302 Found\n","Location: https://raw.githubusercontent.com/patverga/torch-ner-nlp-from-scratch/master/data/conll2003/eng.train [following]\n","--2021-05-05 05:12:10-- https://raw.githubusercontent.com/patverga/torch-ner-nlp-from-scratch/master/data/conll2003/eng.train\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 3283420 (3.1M) [text/plain]\n","Saving to: ‘eng.train’\n","\n","eng.train 100%[===================>] 3.13M --.-KB/s in 0.09s \n","\n","2021-05-05 05:12:11 (36.4 MB/s) - ‘eng.train’ saved [3283420/3283420]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.ner')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":199},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1620192283869,"user_tz":-300,"elapsed":868676,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a62cbe12-b235-482a-87e9-98d5f5de5444"},"source":["import nlu\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","train_path = '/content/eng.train'\n","trainable_pipe = nlu.load('train.ner')\n","fitted_pipe = trainable_pipe.fit(dataset_path=train_path)\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict('Donald Trump and Angela Merkel dont share many oppinions')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n","glove_100d download started this may take some time.\n","Approximate size to download 145.3 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceword_embedding_glovedocumententities_classentitiestokenorigin_index
0[Donald Trump and Angela Merkel dont share man...[[-0.5496799945831299, -0.488319993019104, 0.5...Donald Trump and Angela Merkel dont share many...[PER, PER][Donald Trump, Angela Merkel][Donald, Trump, and, Angela, Merkel, dont, sha...0
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"],"text/plain":[" sentence ... origin_index\n","0 [Donald Trump and Angela Merkel dont share man... ... 0\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"owFhjKqzQiv5","executionInfo":{"status":"ok","timestamp":1620192283871,"user_tz":-300,"elapsed":868665,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"327dc82a-49c2-4362-c982-31e8208ca9f4"},"source":["# Check out the Parameters of the NER model we can configure\n","trainable_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['named_entity_recognizer_dl'] has settable params:\n","pipe['named_entity_recognizer_dl'].setMinEpochs(0) | Info: Minimum number of epochs to train | Currently set to : 0\n","pipe['named_entity_recognizer_dl'].setMaxEpochs(2) | Info: Maximum number of epochs to train | Currently set to : 2\n","pipe['named_entity_recognizer_dl'].setLr(0.001) | Info: Learning Rate | Currently set to : 0.001\n","pipe['named_entity_recognizer_dl'].setPo(0.005) | Info: Learning rate decay coefficient. Real Learning Rage = lr / (1 + po * epoch) | Currently set to : 0.005\n","pipe['named_entity_recognizer_dl'].setBatchSize(8) | Info: Batch size | Currently set to : 8\n","pipe['named_entity_recognizer_dl'].setDropout(0.5) | Info: Dropout coefficient | Currently set to : 0.5\n","pipe['named_entity_recognizer_dl'].setVerbose(0) | Info: Level of verbosity during training | Currently set to : 0\n","pipe['named_entity_recognizer_dl'].setUseContrib(True) | Info: whether to use contrib LSTM Cells. Not compatible with Windows. Might slightly improve accuracy. | Currently set to : True\n","pipe['named_entity_recognizer_dl'].setValidationSplit(0.0) | Info: Choose the proportion of training dataset to be validated against the model on each Epoch. The value should be between 0.0 and 1.0 and by default it is 0.0 and off. | Currently set to : 0.0\n","pipe['named_entity_recognizer_dl'].setEvaluationLogExtended(False) | Info: Choose the proportion of training dataset to be validated against the model on each Epoch. The value should be between 0.0 and 1.0 and by default it is 0.0 and off. | Currently set to : False\n","pipe['named_entity_recognizer_dl'].setIncludeConfidence(True) | Info: whether to include confidence scores in annotation metadata | Currently set to : True\n","pipe['named_entity_recognizer_dl'].setEnableOutputLogs(False) | Info: Whether to use stdout in addition to Spark logs. | Currently set to : False\n","pipe['named_entity_recognizer_dl'].setEnableMemoryOptimizer(False) | Info: Whether to optimize for large datasets or not. Enabling this option can slow down training. | Currently set to : False\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4b329158) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4b329158\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['glove@glove_100d'] has settable params:\n","pipe['glove@glove_100d'].setIncludeStorage(True) | Info: whether to include indexed storage in trained model | Currently set to : True\n","pipe['glove@glove_100d'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['glove@glove_100d'].setDimension(100) | Info: Number of embedding dimensions | Currently set to : 100\n","pipe['glove@glove_100d'].setStorageRef('glove_100d') | Info: unique reference name for identification | Currently set to : glove_100d\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['chunk_converter@entities'] has settable params:\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"25RTuUXMFyEA"},"source":["# 4. Lets use BERT embeddings instead of the default Glove_100d ones!"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"QMxPpeiDGNVi","executionInfo":{"status":"ok","timestamp":1620192283872,"user_tz":-300,"elapsed":868623,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3e37419d-f473-4282-9a72-5fd03a5153c2"},"source":["# We can use nlu.print_components(action='embed') to see every possibler sentence embedding we could use. Lets use bert!\n","nlu.print_components(action='embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":199},"id":"Xz7xnvbCFxE3","executionInfo":{"status":"ok","timestamp":1620193033467,"user_tz":-300,"elapsed":1617963,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"9b215cae-fab0-4333-dc4b-224fb80f29e4"},"source":["# Add bert word embeddings to pipe \n","fitted_pipe = nlu.load('bert train.ner').fit(dataset_path=train_path)\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict('Donald Trump and Angela Merkel dont share many oppinions')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentencedocumentword_embedding_bertentities_classentitiestokenorigin_index
0[Donald Trump and Angela Merkel dont share man...Donald Trump and Angela Merkel dont share many...[[-0.447601318359375, 1.0348621606826782, 0.51...[PER, PER][Donald Trump, Angela Merkel dont][Donald, Trump, and, Angela, Merkel, dont, sha...0
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"],"text/plain":[" sentence ... origin_index\n","0 [Donald Trump and Angela Merkel dont share man... ... 0\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 5. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193052249,"user_tz":-300,"elapsed":1636720,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b30131b2-f8ff-443f-d8ff-98b5ff26d4a2"},"source":["stored_model_path = './models/classifier_dl_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/classifier_dl_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 6. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":97},"executionInfo":{"status":"ok","timestamp":1620193057841,"user_tz":-300,"elapsed":1642287,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"2e60866d-9d3b-4785-ce39-cefea4b2ea17"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Donald Trump and Angela Merkel dont share many oppinions on laws about cheeseburgers')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textsentenceorigin_indexdocumententities_classentitiestokenword_embedding_from_disk
0Donald Trump and Angela Merkel dont share many...[Donald Trump and Angela Merkel dont share man...8589934592Donald Trump and Angela Merkel dont share many...[PER, PER][Donald Trump, Angela Merkel dont][Donald, Trump, and, Angela, Merkel, dont, sha...[[-0.6870571374893188, 1.1118954420089722, 0.5...
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"],"text/plain":[" text ... word_embedding_from_disk\n","0 Donald Trump and Angela Merkel dont share many... ... [[-0.6870571374893188, 1.1118954420089722, 0.5...\n","\n","[1 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620193057843,"user_tz":-300,"elapsed":1642279,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"95443872-f5fc-4431-b803-20e2020949c1"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@75127717) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@75127717\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed length for each token | Currently set to : 99999\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed length for each token | Currently set to : 0\n",">>> pipe['bert@small_bert_L2_128'] has settable params:\n","pipe['bert@small_bert_L2_128'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['bert@small_bert_L2_128'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['bert@small_bert_L2_128'].setDimension(128) | Info: Number of embedding dimensions | Currently set to : 128\n","pipe['bert@small_bert_L2_128'].setMaxSentenceLength(128) | Info: Max sentence length to process | Currently set to : 128\n","pipe['bert@small_bert_L2_128'].setStorageRef('small_bert_L2_128') | Info: unique reference name for identification | Currently set to : small_bert_L2_128\n",">>> pipe['named_entity_recognizer_dl@small_bert_L2_128'] has settable params:\n","pipe['named_entity_recognizer_dl@small_bert_L2_128'].setBatchSize(8) | Info: Size of every batch | Currently set to : 8\n","pipe['named_entity_recognizer_dl@small_bert_L2_128'].setIncludeConfidence(True) | Info: whether to include confidence scores in annotation metadata | Currently set to : True\n","pipe['named_entity_recognizer_dl@small_bert_L2_128'].setClasses(['O', 'B-ORG', 'I-ORG', 'I-MISC', 'I-PER', 'B-LOC', 'B-MISC', 'I-LOC']) | Info: get the tags used to trained this NerDLModel | Currently set to : ['O', 'B-ORG', 'I-ORG', 'I-MISC', 'I-PER', 'B-LOC', 'B-MISC', 'I-LOC']\n","pipe['named_entity_recognizer_dl@small_bert_L2_128'].setStorageRef('small_bert_L2_128') | Info: unique reference name for identification | Currently set to : small_bert_L2_128\n",">>> pipe['ner_to_chunk_converter'] has settable params:\n","pipe['ner_to_chunk_converter'].setPreservePosition(True) | Info: Whether to preserve the original position of the tokens in the original document or use the modified tokens | Currently set to : True\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"USD6d66Sw6_P"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/Training/part_of_speech/NLU_training_POS_demo.ipynb b/examples/colab/Training/part_of_speech/NLU_training_POS_demo.ipynb deleted file mode 100644 index a6a23e1a..00000000 --- a/examples/colab/Training/part_of_speech/NLU_training_POS_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_training_POS_demo.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"zkufh760uvF3"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/Training/part_of_speech/NLU_training_POS_demo.ipynb)\n","\n","\n","\n","# Training a Named Entity Recognition (POS) model with NLU \n","With the [POS tagger](https://nlp.johnsnowlabs.com/docs/en/annotators#postagger-part-of-speech-tagger) from Spark NLP you can achieve State Of the Art results on any POS problem.\n","It uses an Averaged Percetron Model approach under the hood.\n","\n","This notebook showcases the following features : \n","\n","- How to train the deep learning POS classifier\n","- How to store a pipeline to disk\n","- How to load the pipeline from disk (Enables NLU offline mode)\n","\n"]},{"cell_type":"markdown","metadata":{"id":"dur2drhW5Rvi"},"source":["# 1. Install Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"hFGnBCHavltY"},"source":["import os\n","! apt-get update -qq > /dev/null \n","# Install java\n","! apt-get install -y openjdk-8-jdk-headless -qq > /dev/null\n","os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n","os.environ[\"PATH\"] = os.environ[\"JAVA_HOME\"] + \"/bin:\" + os.environ[\"PATH\"]\n","! pip install nlu pyspark==2.4.7 > /dev/null \n","\n","import nlu"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"IWp5LbydCkqC"},"source":[""]},{"cell_type":"markdown","metadata":{"id":"f4KkTfnR5Ugg"},"source":["# 2. Download French POS dataset"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OrVb5ZMvvrQD","executionInfo":{"status":"ok","timestamp":1607932039873,"user_tz":-60,"elapsed":80981,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"76f3b769-a646-444b-fdfc-d764d4b74e45"},"source":["! wget https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/fr/pos/UD_French/UD_French-GSD_2.3.txt"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2020-12-14 07:47:19-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/fr/pos/UD_French/UD_French-GSD_2.3.txt\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.143.238\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.143.238|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 3565213 (3.4M) [text/plain]\n","Saving to: ‘UD_French-GSD_2.3.txt’\n","\n","UD_French-GSD_2.3.t 100%[===================>] 3.40M 15.8MB/s in 0.2s \n","\n","2020-12-14 07:47:19 (15.8 MB/s) - ‘UD_French-GSD_2.3.txt’ saved [3565213/3565213]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0296Om2C5anY"},"source":["# 3. Train Deep Learning Classifier using nlu.load('train.pos')\n","\n","You dataset label column should be named 'y' and the feature column with text data should be named 'text'"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3ZIPkRkWftBG","executionInfo":{"status":"ok","timestamp":1607932112061,"user_tz":-60,"elapsed":153158,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c6032381-0446-484a-8c4e-0ad9fc500c48"},"source":["import nlu\n","# load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns\n","# Since there are no\n","train_path = '/content/UD_French-GSD_2.3.txt'\n","trainable_pipe = nlu.load('train.pos')\n","fitted_pipe = trainable_pipe.fit(dataset_path=train_path)\n","\n","# predict with the trainable pipeline on dataset and get predictions\n","preds = fitted_pipe.predict('Donald Trump and Angela Merkel dont share many oppinions')\n","preds"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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tokenpos
origin_index
0DonaldPROPN
0TrumpPROPN
0andCCONJ
0AngelaPROPN
0MerkelPROPN
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"],"text/plain":[" token pos\n","origin_index \n","0 Donald PROPN\n","0 Trump PROPN\n","0 and CCONJ\n","0 Angela PROPN\n","0 Merkel PROPN\n","0 dont PRON\n","0 share VERB\n","0 many ADJ\n","0 oppinions NOUN"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"2BB-NwZUoHSe"},"source":["# 4. Lets save the model"]},{"cell_type":"code","metadata":{"id":"eLex095goHwm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1607932114637,"user_tz":-60,"elapsed":155726,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"24d34ea2-dcc1-42b2-a5c6-10d345b76a3c"},"source":["stored_model_path = './models/pos_trained' \n","fitted_pipe.save(stored_model_path)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Stored model in ./models/pos_trained\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"e_b2DPd4rCiU"},"source":["# 5. Lets load the model from HDD.\n","This makes Offlien NLU usage possible! \n","You need to call nlu.load(path=path_to_the_pipe) to load a model/pipeline from disk."]},{"cell_type":"code","metadata":{"id":"SO4uz45MoRgp","colab":{"base_uri":"https://localhost:8080/","height":485},"executionInfo":{"status":"ok","timestamp":1607932120301,"user_tz":-60,"elapsed":161383,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"db790b35-a51d-4226-8a0b-bb3e9e39e368"},"source":["hdd_pipe = nlu.load(path=stored_model_path)\n","\n","preds = hdd_pipe.predict('Donald Trump and Angela Merkel dont share many oppinions on laws about cheeseburgers')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Fitting on empty Dataframe, could not infer correct training method!\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenpos
origin_index
0DonaldPROPN
0TrumpPROPN
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0AngelaPROPN
0MerkelPROPN
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"],"text/plain":[" token pos\n","origin_index \n","0 Donald PROPN\n","0 Trump PROPN\n","0 and CCONJ\n","0 Angela PROPN\n","0 Merkel PROPN\n","0 dont PRON\n","0 share VERB\n","0 many ADJ\n","0 oppinions NOUN\n","0 on PRON\n","0 laws VERB\n","0 about ADV\n","0 cheeseburgers NOUN"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"e0CVlkk9v6Qi","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1607932120301,"user_tz":-60,"elapsed":161374,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6bb7769e-f545-40b8-f0ef-90fd9f32c149"},"source":["hdd_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n",">>> pipe['regex_tokenizer'] has settable params:\n","pipe['regex_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['regex_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['regex_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed length for each token | Currently set to : 99999\n","pipe['regex_tokenizer'].setMinLength(0) | Info: Set the minimum allowed length for each token | Currently set to : 0\n",">>> pipe['sentiment_dl'] has settable params:\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"o3jCHbIsMZrn"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/chunkers/NLU_chunking_example.ipynb b/examples/colab/component_examples/chunkers/NLU_chunking_example.ipynb deleted file mode 100644 index c3ddbc8d..00000000 --- a/examples/colab/component_examples/chunkers/NLU_chunking_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_chunking_example.ipynb","provenance":[{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"FgtBtiBmV1fD"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/chunkers/NLU_chunking_example.ipynb)\n","\n","# Grammatical Chunk Matching with NLU\n","With the chunker you can filter a data set based on Part of Speech Tags with Regex patterns. \n"," \n","I.e. You could get all nouns or adjectives in your datset with the following parameterization.\n","```\n","pipe['default_chunker'].setRegexParsers(['+', '+'])\n","```\n","\n","See [here](https://www.rexegg.com/regex-quickstart.html) for a great reference of Regex operators\n","\n","## Overview of all Part of Speech Tags : \n","\n","\n","|Tag |Description | Example|\n","|------|------------|------|\n","|CC| Coordinating conjunction | This batch of mushroom stew is savory **and** delicious |\n","|CD| Cardinal number | Here are **five** coins |\n","|DT| Determiner | **The** bunny went home |\n","|EX| Existential there | **There** is a storm coming |\n","|FW| Foreign word | I'm having a **déjà vu** |\n","|IN| Preposition or subordinating conjunction | He is cleverer **than** I am |\n","|JJ| Adjective | She wore a **beautiful** dress |\n","|JJR| Adjective, comparative | My house is **bigger** than yours |\n","|JJS| Adjective, superlative | I am the **shortest** person in my family |\n","|LS| List item marker | A number of things need to be considered before starting a business **,** such as premises **,** finance **,** product demand **,** staffing and access to customers |\n","|MD| Modal | You **must** stop when the traffic lights turn red |\n","|NN| Noun, singular or mass | The **dog** likes to run |\n","|NNS| Noun, plural | The **cars** are fast |\n","|NNP| Proper noun, singular | I ordered the chair from **Amazon** |\n","|NNPS| Proper noun, plural | We visted the **Kennedys** |\n","|PDT| Predeterminer | **Both** the children had a toy |\n","|POS| Possessive ending | I built the dog'**s** house |\n","|PRP| Personal pronoun | **You** need to stop |\n","|PRP$| Possessive pronoun | Remember not to judge a book by **its** cover |\n","|RB| Adverb | The dog barks **loudly** |\n","|RBR| Adverb, comparative | Could you sing more **quietly** please? |\n","|RBS| Adverb, superlative | Everyone in the race ran fast, but John ran **the fastest** of all |\n","|RP| Particle | He ate **up** all his dinner |\n","|SYM| Symbol | What are you doing **?** |\n","|TO| to | Please send it back **to** me |\n","|UH| Interjection | **Wow!** You look gorgeous |\n","|VB| Verb, base form | We **play** soccer |\n","|VBD| Verb, past tense | I **worked** at a restaurant |\n","|VBG| Verb, gerund or present participle | **Smoking** kills people |\n","|VBN| Verb, past participle | She has **done** her homework |\n","|VBP| Verb, non-3rd person singular present | You **flit** from place to place |\n","|VBZ| Verb, 3rd person singular present | He never **calls** me |\n","|WDT| Wh-determiner | The store honored the complaints, **which** were less than 25 days old |\n","|WP| Wh-pronoun | **Who** can help me? |\n","|WP\\$| Possessive wh-pronoun | **Whose** fault is it? |\n","|WRB| Wh-adverb | **Where** are you going? |\n","\n","\n","\n","\n","\n","\n","\n","\n","Chunks are Named \n"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620179685939,"user_tz":-300,"elapsed":125170,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"eb2572e7-b80f-46a7-be9f-b4889ee9a952"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-05 01:52:41-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-05 01:52:41 (1.19 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 69kB/s \n","\u001b[K |████████████████████████████████| 153kB 44.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 33.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"NYQRU3pRO146"},"source":["# 2. Load the Chunker and print parameters"]},{"cell_type":"code","metadata":{"id":"pmpZSNvGlyZQ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604911109685,"user_tz":-60,"elapsed":116018,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"577793a4-9888-41f7-fd49-431b957b2166"},"source":["import nlu \n","\n","pipe = nlu.load('match.chunks')\n","# Now we print the info to see at which index which com,ponent is and what parameters we can configure on them \n","pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["match_chunks download started this may take some time.\n","Approx size to download 4.3 MB\n","[OK!]\n","The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('disabled') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : disabled\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n",">>> pipe['regex_tokenizer'] has settable params:\n","pipe['regex_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['regex_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['regex_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed length for each token | Currently set to : 99999\n","pipe['regex_tokenizer'].setMinLength(0) | Info: Set the minimum allowed length for each token | Currently set to : 0\n",">>> pipe['sentiment_dl'] has settable params:\n",">>> pipe['default_chunker'] has settable params:\n","pipe['default_chunker'].setRegexParsers(['
?*+']) | Info: an array of grammar based chunk parsers | Currently set to : ['
?*+']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"9RRmIv9ZbaX3"},"source":["# 3. Configure pipe to only match nounds and adjvectives and predict on data"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604911117028,"user_tz":-60,"elapsed":123353,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f773883e-31fa-4029-f9c6-86e9fa1387ff"},"source":["# Lets set our Chunker to only match NN\n","pipe['default_chunker'].setRegexParsers(['+', '+'])\n","# Now we can predict with the configured pipeline\n","pipe.predict(\"Jim and Joe went to the big blue market next to the town hall\")"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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poschunk
origin_index
0[NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO...market
0[NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO...town hall
0[NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO...big blue
0[NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO...next
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"],"text/plain":[" pos chunk\n","origin_index \n","0 [NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO... market\n","0 [NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO... town hall\n","0 [NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO... big blue\n","0 [NNP, CC, NNP, VBD, TO, DT, JJ, JJ, NN, JJ, TO... next"]},"metadata":{"tags":[]},"execution_count":3}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/chunkers/NLU_n-gram.ipynb b/examples/colab/component_examples/chunkers/NLU_n-gram.ipynb deleted file mode 100644 index 5acf7f73..00000000 --- a/examples/colab/component_examples/chunkers/NLU_n-gram.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_n-gram.ipynb","provenance":[{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"el9TLbo3dgYs"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/chunkers/NLU_n-gram.ipynb)\n","\n","# Getting n-Grams with NLU\n","N-Grams are subsequences of text with N tokens. \n","Some of their applications are used for auto completion of sentences, auto spell check and grammar check. \n","In general they are als overy useful for gaining insight about a text dataset. \n","\n","Examples of n-grams : \n","1. Hello world (is a 2 gram)\n","2. I like peanutbutter (is a 3 gram)\n","3. I like peanutbutter and jelly ( is a 5 gram) \n","\n","\n","\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619905099619,"user_tz":-120,"elapsed":150651,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7320fa31-3708-47ae-eba3-8bc689e5e729"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:35:49-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:35:49 (31.0 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 15.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 17.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 47.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Gph8XOL1Pzpl"},"source":["# 2. Load pipeline and predict on sample data\n","\n","By default NLU is configured to get 2 grams "]},{"cell_type":"code","metadata":{"id":"pmpZSNvGlyZQ","colab":{"base_uri":"https://localhost:8080/","height":348},"executionInfo":{"status":"ok","timestamp":1619905141406,"user_tz":-120,"elapsed":192431,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0b9a728c-db24-48ff-a5b3-1b87322ab670"},"source":["import nlu\n","example_text = [\"A person like Jim or Joe\", \n"," \"An organisation like Microsoft or PETA\",\n"," \"A location like Germany\",\n"," \"Anything else like Playstation\", \n"," \"Person consisting of multiple tokens like Angela Merkel or Donald Trump\",\n"," \"Organisations consisting of multiple tokens like JP Morgan\",\n"," \"Locations consiting of multiple tokens like Los Angeles\", \n"," \"Anything else made up of multiple tokens like Super Nintendo\",]\n","\n","pipe = nlu.load('ngram')\n","pipe.predict(example_text)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenngram
0A person like Jim or Joe[A person like Jim or Joe][A, person, like, Jim, or, Joe][A person, person like, like Jim, Jim or, or Joe]
1An organisation like Microsoft or PETA[An organisation like Microsoft or PETA][An, organisation, like, Microsoft, or, PETA][An organisation, organisation like, like Micr...
2A location like Germany[A location like Germany][A, location, like, Germany][A location, location like, like Germany]
3Anything else like Playstation[Anything else like Playstation][Anything, else, like, Playstation][Anything else, else like, like Playstation]
4Person consisting of multiple tokens like Ange...[Person consisting of multiple tokens like Ang...[Person, consisting, of, multiple, tokens, lik...[Person consisting, consisting of, of multiple...
5Organisations consisting of multiple tokens li...[Organisations consisting of multiple tokens l...[Organisations, consisting, of, multiple, toke...[Organisations consisting, consisting of, of m...
6Locations consiting of multiple tokens like Lo...[Locations consiting of multiple tokens like L...[Locations, consiting, of, multiple, tokens, l...[Locations consiting, consiting of, of multipl...
7Anything else made up of multiple tokens like ...[Anything else made up of multiple tokens like...[Anything, else, made, up, of, multiple, token...[Anything else, else made, made up, up of, of ...
\n","
"],"text/plain":[" document ... ngram\n","0 A person like Jim or Joe ... [A person, person like, like Jim, Jim or, or Joe]\n","1 An organisation like Microsoft or PETA ... [An organisation, organisation like, like Micr...\n","2 A location like Germany ... [A location, location like, like Germany]\n","3 Anything else like Playstation ... [Anything else, else like, like Playstation]\n","4 Person consisting of multiple tokens like Ange... ... [Person consisting, consisting of, of multiple...\n","5 Organisations consisting of multiple tokens li... ... [Organisations consisting, consisting of, of m...\n","6 Locations consiting of multiple tokens like Lo... ... [Locations consiting, consiting of, of multipl...\n","7 Anything else made up of multiple tokens like ... ... [Anything else, else made, made up, up of, of ...\n","\n","[8 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"fvWCtpHCwOYz"},"source":["## Configure the Ngram with custom parameters\n","Use the pipe.print_info() to see all configurable parameters and infos about them for every NLU component in the pipeline pipeline. \n","Even tough only 'ngram' is loaded, many NLU component dependencies are automatically loaded into the pipeline and also configurable. \n","\n","\n","By default the n-gram algorithm is configured with n=2"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":406},"executionInfo":{"status":"ok","timestamp":1619905142330,"user_tz":-120,"elapsed":193349,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ba9aeeeb-f75a-478e-8182-21be37e0c284"},"source":["pipe.print_info()\n","# Lets configure the NGRAM to get get us 5grams\n","pipe['ngram'].setN(5)\n","\n","# Now we can predict with the configured pipeline\n","pipe.predict(\"Jim and Joe went to the market next to the town hall\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['ngram'] has settable params:\n","pipe['ngram'].setN(2) | Info: number elements per n-gram (>=1) | Currently set to : 2\n","pipe['ngram'].setEnableCumulative(False) | Info: whether to calculate just the actual n-grams or all n-grams from 1 through n | Currently set to : False\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4bb2f221) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4bb2f221\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenngram
0Jim and Joe went to the market next to the tow...[Jim and Joe went to the market next to the to...[Jim, and, Joe, went, to, the, market, next, t...[Jim and Joe went to, and Joe went to the, Joe...
\n","
"],"text/plain":[" document ... ngram\n","0 Jim and Joe went to the market next to the tow... ... [Jim and Joe went to, and Joe went to the, Joe...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"JJaMftSyhtYj"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/E2E_classification.ipynb b/examples/colab/component_examples/classifiers/E2E_classification.ipynb deleted file mode 100644 index 1693ecda..00000000 --- a/examples/colab/component_examples/classifiers/E2E_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"E2E_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"KlgAA9yVHw1n"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/E2E_classification.ipynb)\n","\n","\n","# E2E Classification with NLU \n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620090982581,"user_tz":-120,"elapsed":127433,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"483e0603-0e6e-42ba-f8e4-0c4068b1fa27"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 01:14:15-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0.002s \n","\n","2021-05-04 01:14:16 (993 KB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 55.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"yR5KzFUmH9vY"},"source":["# 2. Download E2E model and predict classes for sample string"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1620091135570,"user_tz":-120,"elapsed":280407,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9b5b1834-2aa8-4ccb-c80a-9d863592f10d"},"source":["import nlu\n","e2e_pipe = nlu.load('e2e')\n","e2e_pipe.predict('E2E is a dataset for training generative models')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["multiclassifierdl_use_e2e download started this may take some time.\n","Approximate size to download 11.7 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documenttexte2e_confidence_confidenceorigin_indexsentencesentence_embedding_tfhub_usee2e
0E2E is a dataset for training generative modelsE2E is a dataset for training generative models[0.7497887, 0.7497887, 0.7497887]8589934592[E2E is a dataset for training generative models][[0.021445205435156822, -0.039284929633140564,...[priceRange[£20-25], priceRange[moderate], fam...
\n","
"],"text/plain":[" document ... e2e\n","0 E2E is a dataset for training generative models ... [priceRange[£20-25], priceRange[moderate], fam...\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"d_0V8ZW6Irwf"},"source":["# 3. Download Dataset"]},{"cell_type":"code","metadata":{"id":"gpeS8DWBlrun","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620091147264,"user_tz":-120,"elapsed":292094,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"30415235-c330-49fd-b9ba-a25c8332c3db"},"source":["! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","import pandas as pd\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 01:18:55-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.88.253\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.88.253|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 47.4MB/s in 5.8s \n","\n","2021-05-04 01:19:01 (41.8 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"nx-EnSDPIp7n"},"source":["# 4. Predict on pandas dataset and visualize predictions\n"]},{"cell_type":"code","metadata":{"id":"3V5l-B6nl43U","colab":{"base_uri":"https://localhost:8080/","height":733},"executionInfo":{"status":"ok","timestamp":1620091172935,"user_tz":-120,"elapsed":317759,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1207d875-6684-4550-9d5b-3f98fbc29b91"},"source":["e2e_pipe = nlu.load('e2e')\n","df['text'] = df['comment']\n","e2e_predictions = e2e_pipe.predict(df['text'].iloc[0:1000], output_level='sentence')\n","e2e_predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["multiclassifierdl_use_e2e download started this may take some time.\n","Approximate size to download 11.7 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documenttexte2e_confidence_confidenceorigin_indexsentencesentence_embedding_tfhub_usee2e
0NC and NH.NC and NH.[0.8991002, 0.8991002, 0.8991002, 0.8991002, 0...0NC and NH.[-0.06570463627576828, -0.03522052243351936, -...[eatType[restaurant], name[The Phoenix], price...
1You do know west teams play against west teams...You do know west teams play against west teams...[0.913401, 0.913401]1You do know west teams play against west teams...[-0.0254225991666317, 0.05448468029499054, -0....[customer rating[average], near[The Portland A...
2They were underdogs earlier today, but since G...They were underdogs earlier today, but since G...[0.9653829, 0.9653829, 0.9653829, 0.9653829]2They were underdogs earlier today, but since G...[-0.0035701016895473003, -0.030124755576252937...[food[French], customer rating[1 out of 5], pr...
3This meme isn't funny none of the \"new york ni...This meme isn't funny none of the \"new york ni...[0.9862992, 0.9862992, 0.9862992, 0.9862992, 0...3This meme isn't funny none of the \"new york ni...[0.06464719027280807, -0.023972544819116592, -...[customer rating[low], eatType[coffee shop], p...
4I could use one of those tools.I could use one of those tools.[0.9699397, 0.9699397, 0.9699397, 0.9699397]4I could use one of those tools.[0.028676817193627357, 0.0199710875749588, 0.0...[near[Café Sicilia], priceRange[cheap], priceR...
........................
995Have you bound your pistol on mouse wheel?Have you bound your pistol on mouse wheel?[0.97372156, 0.97372156, 0.97372156, 0.9737215...8589935087Have you bound your pistol on mouse wheel?[-0.04123315587639809, 0.049579471349716187, -...[eatType[pub], customer rating[5 out of 5], fo...
996Imagine showing that to someone a little over ...Imagine showing that to someone a little over ...[0.8345744, 0.8345744, 0.8345744]8589935088Imagine showing that to someone a little over ...[0.0263528935611248, -0.06056991219520569, -0....[priceRange[moderate], food[Fast food], family...
997I wish Schumer and Reid had not endorsed Keith...I wish Schumer and Reid had not endorsed Keith...[0.9901957, 0.9901957]8589935089I wish Schumer and Reid had not endorsed Keith...[0.07649341225624084, 0.05448545515537262, -0....[priceRange[moderate], familyFriendly[no]]
998yeah, god forbid jesse look out for his fans b...yeah, god forbid jesse look out for his fans b...[0.94846725, 0.94846725, 0.94846725, 0.9484672...8589935090yeah, god forbid jesse look out for his fans b...[0.049849480390548706, -0.054164644330739975, ...[name[The Wrestlers], customer rating[low], fo...
999Beer city USABeer city USA[0.8884889, 0.8884889, 0.8884889, 0.8884889, 0...8589935091Beer city USA[-0.05082784965634346, -0.045025862753391266, ...[eatType[pub], priceRange[moderate], food[Fast...
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1113 rows × 7 columns

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"],"text/plain":[" document ... e2e\n","0 NC and NH. ... [eatType[restaurant], name[The Phoenix], price...\n","1 You do know west teams play against west teams... ... [customer rating[average], near[The Portland A...\n","2 They were underdogs earlier today, but since G... ... [food[French], customer rating[1 out of 5], pr...\n","3 This meme isn't funny none of the \"new york ni... ... [customer rating[low], eatType[coffee shop], p...\n","4 I could use one of those tools. ... [near[Café Sicilia], priceRange[cheap], priceR...\n",".. ... ... ...\n","995 Have you bound your pistol on mouse wheel? ... [eatType[pub], customer rating[5 out of 5], fo...\n","996 Imagine showing that to someone a little over ... ... [priceRange[moderate], food[Fast food], family...\n","997 I wish Schumer and Reid had not endorsed Keith... ... [priceRange[moderate], familyFriendly[no]]\n","998 yeah, god forbid jesse look out for his fans b... ... [name[The Wrestlers], customer rating[low], fo...\n","999 Beer city USA ... [eatType[pub], priceRange[moderate], food[Fast...\n","\n","[1113 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"WdnY9n1LTmed","colab":{"base_uri":"https://localhost:8080/","height":426},"executionInfo":{"status":"ok","timestamp":1620091256110,"user_tz":-120,"elapsed":1112,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9e3b3aea-ffac-4eeb-c307-c1e023f164d4"},"source":["e2e_predictions.explode('e2e').e2e.iloc[0:100].value_counts().plot.bar(title='Top 100 E2E classes')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"iLoh-9CpAWHs"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/NLU_language_classification.ipynb b/examples/colab/component_examples/classifiers/NLU_language_classification.ipynb deleted file mode 100644 index 6b1c34cf..00000000 --- a/examples/colab/component_examples/classifiers/NLU_language_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_language_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"EUR9cb-iQvNG"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/NLU_language_classification.ipynb)\n","\n","# Language Classification with NLU\n","\n","NLU can differentiate between 300 different languages by leveraging multi lingual embeddings. \n","Some of the supported languages are the following : \n","\n"," - Bulgarian \n"," - Czech\n"," - German\n"," - Greek \n"," - English \n"," - Spanish \n"," - Finnish \n"," - French \n"," - Croatian \n"," - Hungarian \n"," - Italy \n"," - Norwegian \n"," - Polish,\n"," - Portuguese \n"," - Romanian\n"," - Russian \n"," - Slovak\n"," - Swedish\n"," - Turkish \n"," - Ukrainian\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"nEIvUhjfzW7u"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["# 2. Load NLU pipeline and predict language for data"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1609330480751,"user_tz":-60,"elapsed":88606,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f14217a7-125c-4801-886c-b3929507bee5"},"source":["import nlu\n","lang_pipe = nlu.load('lang')\n","lang_pipe.predict(['NLU is an open-source text processing library for advanced natural language processing for the Python language.',\n"," 'NLU est une bibliothèque de traitement de texte open source pour le traitement avancé du langage naturel pour les langages de programmation Python.',\n"," 'NLU ist eine Open-Source Text verarbeitungs Software fuer fortgeschrittene natuerlich sprachliche Textverarbeitung in der Python Sprache '\n"," ])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["detect_language_20 download started this may take some time.\n","Approx size to download 3 MB\n","[OK!]\n","Fitting on empty Dataframe, could not infer correct training method!\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentlanguagelanguage_confidence
origin_index
0NLU is an open-source text processing library ...en0.986721
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"],"text/plain":[" document ... language_confidence\n","origin_index ... \n","0 NLU is an open-source text processing library ... ... 0.986721\n","1 NLU est une bibliothèque de traitement de text... ... 0.999822\n","2 NLU ist eine Open-Source Text verarbeitungs So... ... 0.678322\n","\n","[3 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"t__qJjT9L94X"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/cyberbullying_cassification_for_racism_and_sexism.ipynb b/examples/colab/component_examples/classifiers/cyberbullying_cassification_for_racism_and_sexism.ipynb deleted file mode 100644 index dd36ecb3..00000000 --- a/examples/colab/component_examples/classifiers/cyberbullying_cassification_for_racism_and_sexism.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"cyberbullying_cassification_for_racism_and_sexism.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/cyberbullying_cassification_for_racism_and_sexism.ipynb)\n","\n","# Cyberbullying Classification with NLU\n","\n","Racism and Sexism is a problem of increasing size and occurence. \n","Fortunately we can leverage the structure of natural language with the latest deep learning algorithms with NLU in just one line.\n","\n","\n","The Cyblerbullyinh classifier model uses universal sentence embeddings and is trained with the classifierdl algorithm provided by Spark NLP."]},{"cell_type":"code","metadata":{"id":"ttF6zriPzm3C","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620090952624,"user_tz":-120,"elapsed":113592,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b41c571e-4836-4c49-810e-993962c15154"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 01:14:00-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-04 01:14:00 (1.72 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 50.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 48.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":267},"executionInfo":{"status":"ok","timestamp":1620091076191,"user_tz":-120,"elapsed":237151,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b87a8185-8302-4f03-f33b-85d0f259d905"},"source":["import nlu\n","news_pipe = nlu.load('classify.cyberbullying')\n","news_pipe.predict(['All women have to wear pretty clothes', 'All black people are good at math'])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_cyberbullying download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_tfhub_usedocumentorigin_indextextcyberbullying_confidence_confidencecyberbullyingsentence
0[[-0.08050180226564407, -0.013558609411120415,...All women have to wear pretty clothes0All women have to wear pretty clothes[0.9999635][sexism][All women have to wear pretty clothes]
1[[-0.03739425539970398, -0.06323890388011932, ...All black people are good at math8589934592All black people are good at math[0.5287629][racism][All black people are good at math]
\n","
"],"text/plain":[" sentence_embedding_tfhub_use ... sentence\n","0 [[-0.08050180226564407, -0.013558609411120415,... ... [All women have to wear pretty clothes]\n","1 [[-0.03739425539970398, -0.06323890388011932, ... ... [All black people are good at math]\n","\n","[2 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"YitayXd-Fomz"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/emotion_classification.ipynb b/examples/colab/component_examples/classifiers/emotion_classification.ipynb deleted file mode 100644 index 433b5251..00000000 --- a/examples/colab/component_examples/classifiers/emotion_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"emotion_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"tOHVDa9DQQR5"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/emotion_classification.ipynb)\n","\n","\n","# Sentiment Classification with NLU for Twitter\n","\n","# 1. Setup Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620089184638,"user_tz":-120,"elapsed":381148,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6aeca6da-a44b-4be0-d110-c813387a20a0"},"source":["!wget https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh -O - | bash\n","\n","import nlu"],"execution_count":1,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:40:04-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-04 00:40:04 (1.31 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 65kB/s \n","\u001b[K |████████████████████████████████| 153kB 814kB/s \n","\u001b[K |████████████████████████████████| 204kB 719kB/s \n","\u001b[K |████████████████████████████████| 204kB 1.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["# 2. Load pipeline and get sample predictions"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1620090341315,"user_tz":-120,"elapsed":1537817,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c9e25128-ff85-4578-9f45-288cb7a1d6a9"},"source":["import nlu\n","sentiment_pipe = nlu.load('emotion')\n","sentiment_pipe.predict('@elonmusk Tesla stock price is too high imo')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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emotion_confidence_confidencetextorigin_indexemotiondocumentsentence_embedding_tfhub_usesentence
0[0.9999976]@elonmusk Tesla stock price is too high imo8589934592[sadness]@elonmusk Tesla stock price is too high imo[[0.08604438602924347, 0.04703635722398758, -0...[@elonmusk Tesla stock price is too high imo]
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"],"text/plain":[" emotion_confidence_confidence ... sentence\n","0 [0.9999976] ... [@elonmusk Tesla stock price is too high imo]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"F4tv_Y23P_--"},"source":["# 3. Define a list of String for predictions"]},{"cell_type":"code","metadata":{"id":"yzmZCOypnpeX","executionInfo":{"status":"ok","timestamp":1620090341317,"user_tz":-120,"elapsed":1537816,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}}},"source":["example_tweets = [\n","\"@VirginAmerica Hi, Virgin! I'm on hold for 40-50 minutes -- are there any earlier flights from LA to NYC tonight; earlier than 11:50pm?\",\n","\"@VirginAmerica is there special assistance if I travel alone w/2 kids and 1 infant? Priority boarding?\",\n","\"@VirginAmerica thank you for checking in. tickets are purchased and customer is happy\", \n","\"@VirginAmerica is your website ever coming back online?\",\n","\"@VirginAmerica - Is Flight 713 from Love Field to SFO definitely Cancelled Flightled for Monday, February 23?\",\n","\"@VirginAmerica Is flight 0769 out of LGA to DFW on time?\",\n","\"@VirginAmerica my drivers license is expired by a little over a month. Can I fly Friday morning using my expired license?\",\n","\"@VirginAmerica having problems Flight Booking Problems on the web site. keeps giving me an error and to contact by phone. phone is 30 minute wait.\",\n","\"@VirginAmerica How do I reschedule my Cancelled Flightled flights online? The change button is greyed out!\",\n","\"@VirginAmerica I rang, but there is a wait for 35 minutes!! I can book the same ticket through a vendor, fix your site\",\n","\"@VirginAmerica got a flight (we were told) for 4:50 today..,checked my email and its for 4;50 TOMORROW. This is unacceptable.\",\n","\"@VirginAmerica our flight into lga was Cancelled Flighted. We're stuck in Dallas. I called to reschedule, told I could get a flight for today...(1/2)\",\n","\"@virginamerica why don't any of the pairings include red wine?! Only white is offered :( #redwineisbetter\"\n","]\n"],"execution_count":3,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"KTq6yhq0QA6p"},"source":["# 4. Get predictions for list of strings"]},{"cell_type":"code","metadata":{"id":"1GZ3BQlBQD5j","colab":{"base_uri":"https://localhost:8080/","height":437},"executionInfo":{"status":"ok","timestamp":1620090342919,"user_tz":-120,"elapsed":1539409,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f9b8afbb-eaa5-444b-84e0-6662799f7804"},"source":["sentiment_pipe.predict(example_tweets)"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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emotion_confidence_confidenceorigin_indexemotiondocumentsentence_embedding_tfhub_usesentence
0[0.92608595, 0.92608595]0[sadness, sadness]@VirginAmerica Hi, Virgin! I'm on hold for 40-...[[0.034392621368169785, 0.04743622615933418, -...[@VirginAmerica Hi, Virgin!, I'm on hold for ...
1[0.9875567, 0.9875567]1[surprise, surprise]@VirginAmerica is there special assistance if ...[[-0.07632657885551453, -0.00686881598085165, ...[@VirginAmerica is there special assistance if...
2[0.99999917]2[joy]@VirginAmerica thank you for checking in. tick...[[-0.0030431197956204414, -0.02072464115917682...[@VirginAmerica thank you for checking in. tic...
3[0.9928368]3[sadness]@VirginAmerica is your website ever coming bac...[[-0.002968168817460537, -0.000566655478905886...[@VirginAmerica is your website ever coming ba...
4[0.9349201]4[joy]@VirginAmerica - Is Flight 713 from Love Field...[[-0.001066288212314248, 0.07673103362321854, ...[@VirginAmerica - Is Flight 713 from Love Fiel...
5[0.9999956]5[joy]@VirginAmerica Is flight 0769 out of LGA to DF...[[0.027866005897521973, 0.07844573259353638, -...[@VirginAmerica Is flight 0769 out of LGA to D...
6[0.99150836, 0.99150836]6[joy, joy]@VirginAmerica my drivers license is expired b...[[-0.0589623749256134, -0.06640151143074036, -...[@VirginAmerica my drivers license is expired ...
7[0.9313905, 0.9313905]7[joy, joy]@VirginAmerica having problems Flight Booking ...[[-0.007869902998209, 0.06951839476823807, -0....[@VirginAmerica having problems Flight Booking...
8[0.94544274, 0.94544274]8[sadness, sadness]@VirginAmerica How do I reschedule my Cancelle...[[-0.047210294753313065, 0.0797676295042038, -...[@VirginAmerica How do I reschedule my Cancell...
9[0.99922204, 0.99922204]9[joy, joy]@VirginAmerica I rang, but there is a wait for...[[-0.004450463689863682, 0.06487753242254257, ...[@VirginAmerica I rang, but there is a wait fo...
10[0.97494715, 0.97494715, 0.97494715]10[surprise, surprise, surprise]@VirginAmerica got a flight (we were told) for...[[-0.01818418689072132, 0.04061070457100868, -...[@VirginAmerica got a flight (we were told) fo...
11[0.9951147, 0.9951147, 0.9951147, 0.9951147]11[sadness, sadness, sadness, sadness]@VirginAmerica our flight into lga was Cancell...[[0.017033610492944717, 0.08045562356710434, -...[@VirginAmerica our flight into lga was Cancel...
12[0.99992037, 0.99992037, 0.99992037]12[sadness, sadness, sadness]@virginamerica why don't any of the pairings i...[[0.005574456881731749, -0.06231074407696724, ...[@virginamerica why don't any of the pairings ...
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"],"text/plain":[" emotion_confidence_confidence ... sentence\n","0 [0.92608595, 0.92608595] ... [@VirginAmerica Hi, Virgin!, I'm on hold for ...\n","1 [0.9875567, 0.9875567] ... [@VirginAmerica is there special assistance if...\n","2 [0.99999917] ... [@VirginAmerica thank you for checking in. tic...\n","3 [0.9928368] ... [@VirginAmerica is your website ever coming ba...\n","4 [0.9349201] ... [@VirginAmerica - Is Flight 713 from Love Fiel...\n","5 [0.9999956] ... [@VirginAmerica Is flight 0769 out of LGA to D...\n","6 [0.99150836, 0.99150836] ... [@VirginAmerica my drivers license is expired ...\n","7 [0.9313905, 0.9313905] ... [@VirginAmerica having problems Flight Booking...\n","8 [0.94544274, 0.94544274] ... [@VirginAmerica How do I reschedule my Cancell...\n","9 [0.99922204, 0.99922204] ... [@VirginAmerica I rang, but there is a wait fo...\n","10 [0.97494715, 0.97494715, 0.97494715] ... [@VirginAmerica got a flight (we were told) fo...\n","11 [0.9951147, 0.9951147, 0.9951147, 0.9951147] ... [@VirginAmerica our flight into lga was Cancel...\n","12 [0.99992037, 0.99992037, 0.99992037] ... [@virginamerica why don't any of the pairings ...\n","\n","[13 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"jJ9JM3NNBid5"},"source":["# Plot emotion distribution"]},{"cell_type":"code","metadata":{"id":"bULisBD3BfHz","colab":{"base_uri":"https://localhost:8080/","height":462},"executionInfo":{"status":"ok","timestamp":1620090344431,"user_tz":-120,"elapsed":1540916,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"798185c6-b89f-46ce-9c87-d32ed69608b3"},"source":["predictions = sentiment_pipe.predict(example_tweets)\n","predictions.emotion.value_counts().plot.bar()"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"AauFqgThBpoC","executionInfo":{"status":"ok","timestamp":1620090344434,"user_tz":-120,"elapsed":1540917,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}}},"source":[""],"execution_count":5,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/fake_news_classification.ipynb b/examples/colab/component_examples/classifiers/fake_news_classification.ipynb deleted file mode 100644 index 0d082cc1..00000000 --- a/examples/colab/component_examples/classifiers/fake_news_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"fake_news_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/fake_news_classification.ipynb)\n","\n","# Fake News Classification with NLU\n","\n","Fake news is a problem of increasing size and occurence. \n","Fortunately we can leverage the structure of natural language with the latest deep learning algorithms with NLU in just one line.\n","\n","\n","The fake news classifiers model uses universal sentence embeddings and is trained with the classifierdl algorithm provided by Spark NLP."]},{"cell_type":"code","metadata":{"id":"5f5nvmE7zi34","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620089003172,"user_tz":-120,"elapsed":309605,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"05211e36-c96f-4911-cdad-012b67e51a2b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:38:14-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.111.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-04 00:38:14 (45.3 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 62kB/s \n","\u001b[K |████████████████████████████████| 153kB 409kB/s \n","\u001b[K |████████████████████████████████| 204kB 605kB/s \n","\u001b[K |████████████████████████████████| 204kB 586kB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":297},"executionInfo":{"status":"ok","timestamp":1620090071777,"user_tz":-120,"elapsed":1378194,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dec89365-a012-4277-da2c-c45d4244f497"},"source":["import nlu\n","news_pipe = nlu.load('en.classify.fakenews')\n","news_pipe.predict(['Unicorns have been sighted on Mars!', '5G and Bill Gates cause COVID', 'Trump to Visit California After Criticism Over Silence on Wildfires' ])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_fakenews download started this may take some time.\n","Approximate size to download 21.4 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentencefakenews_confidence_confidenceorigin_indexdocumentfakenewstextsentence_embedding_tfhub_use
0[Unicorns have been sighted on Mars!][1.0]0Unicorns have been sighted on Mars![FAKE]Unicorns have been sighted on Mars![[-0.01756167598068714, 0.015006818808615208, ...
1[5G and Bill Gates cause COVID][0.9999248]85899345925G and Bill Gates cause COVID[FAKE]5G and Bill Gates cause COVID[[0.08615710586309433, 0.034103237092494965, -...
2[Trump to Visit California After Criticism Ove...[0.76037985]8589934593Trump to Visit California After Criticism Over...[FAKE]Trump to Visit California After Criticism Over...[[0.03416172042489052, 0.006567075382918119, -...
\n","
"],"text/plain":[" sentence ... sentence_embedding_tfhub_use\n","0 [Unicorns have been sighted on Mars!] ... [[-0.01756167598068714, 0.015006818808615208, ...\n","1 [5G and Bill Gates cause COVID] ... [[0.08615710586309433, 0.034103237092494965, -...\n","2 [Trump to Visit California After Criticism Ove... ... [[0.03416172042489052, 0.006567075382918119, -...\n","\n","[3 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":297},"id":"m_bOI6Hp7RFT","executionInfo":{"status":"ok","timestamp":1620090699008,"user_tz":-120,"elapsed":10061,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fe81c1aa-c8eb-4b35-dd32-74d290d36bd4"},"source":["import nlu\n","news_pipe = nlu.load('en.classify.fakenews')\n","news_pipe.predict(['Unicorns have been sighted on Mars!', '5G and Bill Gates cause COVID', 'Trump to Visit California After Criticism Over Silence on Wildfires' ], output_level='document')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_fakenews download started this may take some time.\n","Approximate size to download 21.4 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentencefakenews_confidence_confidenceorigin_indexdocumentfakenewstextsentence_embedding_tfhub_use
0[Unicorns have been sighted on Mars!]10Unicorns have been sighted on Mars!FAKEUnicorns have been sighted on Mars![-0.01756167598068714, 0.015006818808615208, -...
1[5G and Bill Gates cause COVID]0.99992585899345925G and Bill Gates cause COVIDFAKE5G and Bill Gates cause COVID[0.08615710586309433, 0.034103237092494965, -0...
2[Trump to Visit California After Criticism Ove...0.760388589934593Trump to Visit California After Criticism Over...FAKETrump to Visit California After Criticism Over...[0.03416172042489052, 0.006567075382918119, -0...
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"],"text/plain":[" sentence ... sentence_embedding_tfhub_use\n","0 [Unicorns have been sighted on Mars!] ... [-0.01756167598068714, 0.015006818808615208, -...\n","1 [5G and Bill Gates cause COVID] ... [0.08615710586309433, 0.034103237092494965, -0...\n","2 [Trump to Visit California After Criticism Ove... ... [0.03416172042489052, 0.006567075382918119, -0...\n","\n","[3 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"AdlYjZJpkO_x","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620090071778,"user_tz":-120,"elapsed":1378190,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5c85b1f9-6cfb-405c-f272-d57afcea3b2a"},"source":["news_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['classifier_dl@tfhub_use'] has settable params:\n","pipe['classifier_dl@tfhub_use'].setClasses(['FAKE', 'REAL']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['FAKE', 'REAL']\n","pipe['classifier_dl@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@5ec97954) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@5ec97954\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"yzmZCOypnpeX"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/intent_classification_airlines_ATIS.ipynb b/examples/colab/component_examples/classifiers/intent_classification_airlines_ATIS.ipynb deleted file mode 100644 index 6968ca2a..00000000 --- a/examples/colab/component_examples/classifiers/intent_classification_airlines_ATIS.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"intent_classification_airlines_ATIS.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/intent_classification_airlines_ATIS.ipynb)\n","\n","# Intent Classification with NLU\n","\n","|Type | \tDescription |\n","|------|--------------|\n"," | atis_airfare|air fares, like **500 $**\n"," | atis_ground_service|gorund services like, **Transporation**\n"," | atis_flight|aits flights like, **6B12**\n"," | atis_airline|atis airline like, **Emirates**\n"," | atis_abbreviation|atis abbreviations like, **air fare q**\n"," \n","# What is the ATIS Dataset?\n","ATIS dataset provides large number of messages and their associated intents that can be used in training a classifier. Within a chatbot, intent refers to the goal the customer has in mind when typing in a question or comment. While entity refers to the modifier the customer uses to describe their issue, the intent is what they really mean. For example, a user says, ‘I need new shoes.’ The intent behind the message is to browse the footwear on offer. Understanding the intent of the customer is key to implementing a successful chatbot experience for end-user.\n","https://www.kaggle.com/hassanamin/atis-airlinetravelinformationsystem\n","\n"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620088796429,"user_tz":-120,"elapsed":140369,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"cbee71b0-9328-48f9-d070-d30fcf0f52f7"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:37:36-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-04 00:37:37 (47.4 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 65kB/s \n","\u001b[K |████████████████████████████████| 153kB 45.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 55.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"51Zr-JvU4xEg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620088799035,"user_tz":-120,"elapsed":142965,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3b03550f-fb74-4dd2-e362-067cb524e073"},"source":["# Download the dataset \n","! wget http://ckl-it.de/wp-content/uploads/2021/01/atis_intents.csv\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:39:56-- http://ckl-it.de/wp-content/uploads/2021/01/atis_intents.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 391936 (383K) [text/csv]\n","Saving to: ‘atis_intents.csv’\n","\n","atis_intents.csv 100%[===================>] 382.75K 288KB/s in 1.3s \n","\n","2021-05-04 00:39:58 (288 KB/s) - ‘atis_intents.csv’ saved [391936/391936]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"yZ7R8bho2kXI"},"source":["# Predict Intent of Airline messages"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":566},"executionInfo":{"status":"ok","timestamp":1620089047943,"user_tz":-120,"elapsed":391868,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2cd5e268-d41c-4ac8-bab3-4450109ee6a1"},"source":["import nlu \n","import pandas as pd\n","\n","df = pd.read_csv(\"atis_intents.csv\")\n","df.columns = [\"flight\",\"text\"]\n","\n","preds = nlu.load('en.classify.intent.airline').predict(df[\"text\"],output_level='sentence')\n","preds"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_atis download started this may take some time.\n","Approximate size to download 21.1 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentorigin_indexintenttextsentence_embedding_tfhub_usesentenceintent_confidence_confidence
0what flights are available from pittsburgh to ...0atis_flightwhat flights are available from pittsburgh to...[0.037106938660144806, 0.0727505013346672, -0....what flights are available from pittsburgh to ...0.999994
1what is the arrival time in san francisco for ...1atis_flightwhat is the arrival time in san francisco for...[0.020266082137823105, 0.044293809682130814, -...what is the arrival time in san francisco for ...0.999997
2cheapest airfare from tacoma to orlando2atis_airfarecheapest airfare from tacoma to orlando[0.05529679358005524, 0.0694049745798111, -0.0...cheapest airfare from tacoma to orlando0.997928
3round trip fares from pittsburgh to philadelph...3atis_airfareround trip fares from pittsburgh to philadelp...[0.044724948704242706, 0.07032939791679382, -0...round trip fares from pittsburgh to philadelph...1
4i need a flight tomorrow from columbus to minn...4atis_flighti need a flight tomorrow from columbus to min...[-0.0009330636239610612, 0.0720256119966507, -...i need a flight tomorrow from columbus to minn...0.999996
........................
4972what is the airfare for flights from denver to...8589937516atis_airfarewhat is the airfare for flights from denver t...[0.015531656332314014, 0.06927467882633209, -0...what is the airfare for flights from denver to...0.999503
4973do you have any flights from denver to baltimo...8589937517atis_flightdo you have any flights from denver to baltim...[0.03598876670002937, 0.06490834802389145, -0....do you have any flights from denver to baltimo...0.999994
4974which airlines fly into and out of denver8589937518atis_airlinewhich airlines fly into and out of denver[0.0314473956823349, 0.0699605792760849, -0.06...which airlines fly into and out of denver1
4975does continental fly from boston to san franci...8589937519atis_flightdoes continental fly from boston to san franc...[0.01851840876042843, 0.07567648589611053, -0....does continental fly from boston to san franci...0.994565
4976is there a delta flight from denver to san fra...8589937520atis_flightis there a delta flight from denver to san fr...[0.026785779744386673, 0.06964033842086792, -0...is there a delta flight from denver to san fra...0.999779
\n","

4977 rows × 7 columns

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"],"text/plain":[" document ... intent_confidence_confidence\n","0 what flights are available from pittsburgh to ... ... 0.999994\n","1 what is the arrival time in san francisco for ... ... 0.999997\n","2 cheapest airfare from tacoma to orlando ... 0.997928\n","3 round trip fares from pittsburgh to philadelph... ... 1\n","4 i need a flight tomorrow from columbus to minn... ... 0.999996\n","... ... ... ...\n","4972 what is the airfare for flights from denver to... ... 0.999503\n","4973 do you have any flights from denver to baltimo... ... 0.999994\n","4974 which airlines fly into and out of denver ... 1\n","4975 does continental fly from boston to san franci... ... 0.994565\n","4976 is there a delta flight from denver to san fra... ... 0.999779\n","\n","[4977 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"HH6KBffB2pY_"},"source":["# Plot Distribution of Intent in Messages"]},{"cell_type":"code","metadata":{"id":"WdnY9n1LTmed","colab":{"base_uri":"https://localhost:8080/","height":388},"executionInfo":{"status":"ok","timestamp":1620089047945,"user_tz":-120,"elapsed":391865,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"451ef7a3-67b3-4710-b3dd-69154ad27ad7"},"source":["preds.intent.value_counts().plot.bar(title='Distribution of message intents')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":4},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/question_classification.ipynb b/examples/colab/component_examples/classifiers/question_classification.ipynb deleted file mode 100644 index b287c554..00000000 --- a/examples/colab/component_examples/classifiers/question_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"question_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"TJENwMRq1ZCO"},"source":["\n","![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/question_classification.ipynb)\n","\n","# Question classification based on the TREC dataset\n","The [TREC dataset](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.11.2766&rep=rep1&type=pdf) is dataset for question classification consisting of open-domain, fact-based questions divided into broad semantic categories. It has both a six-class (TREC-6) and a fifty-class (TREC-50) version. Both have 5,452 training examples and 500 test examples, but TREC-50 has finer-grained labels. Models are evaluated based on accuracy.\n","\n"]},{"cell_type":"code","metadata":{"id":"L5mXUh6x0hOn","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620087734818,"user_tz":-120,"elapsed":110495,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6038423c-b29b-4f5f-80d5-bd94e696077c"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:20:24-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-04 00:20:24 (1.15 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 63kB/s \n","\u001b[K |████████████████████████████████| 153kB 38.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 24.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 27.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uNVO-xvd0qeq","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1620090602459,"user_tz":-120,"elapsed":9756,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2faf0e23-c546-4bc2-d17b-d1c1db707a63"},"source":["# Detect sentences automatically and generates a 1 to S mapping for every row, where S is the amount of Sentences per row\n","import nlu\n","nlu.load('en.classify.questions').predict('How expensive is the Watch? How many Dollars?')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_trec50 download started this may take some time.\n","Approximate size to download 21.2 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_tfhub_useorigin_indexquestions_confidence_confidencedocumenttextquestionssentence
0[[0.05180951952934265, 0.03128404542803764, -0...8589934592[0.9999299, 0.9999299]How expensive is the Watch? How many Dollars?How expensive is the Watch? How many Dollars?[ NUM_count, NUM_count][How expensive is the Watch?, How many Dollars?]
\n","
"],"text/plain":[" sentence_embedding_tfhub_use ... sentence\n","0 [[0.05180951952934265, 0.03128404542803764, -0... ... [How expensive is the Watch?, How many Dollars?]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"id":"ES6Zv6UR00pT","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1620088411908,"user_tz":-120,"elapsed":9408,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"26920fda-6bcf-4036-82e4-ade56e471d66"},"source":["# 1 to 1 mapping of row to label via outputlevel == document\n","import nlu\n","nlu.load('en.classify.questions').predict('Whats the fastest way to Berlin?', output_level='document')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_trec50 download started this may take some time.\n","Approximate size to download 21.2 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_tfhub_useorigin_indexquestions_confidence_confidencedocumenttextquestionssentence
0[-0.05183497443795204, 0.023114148527383804, -...85899345920.999947Whats the fastest way to Berlin?Whats the fastest way to Berlin?DESC_manner[Whats the fastest way to Berlin?]
\n","
"],"text/plain":[" sentence_embedding_tfhub_use ... sentence\n","0 [-0.05183497443795204, 0.023114148527383804, -... ... [Whats the fastest way to Berlin?]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"65FCkQsYyAoR"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/sarcasm_classification.ipynb b/examples/colab/component_examples/classifiers/sarcasm_classification.ipynb deleted file mode 100644 index c9887de1..00000000 --- a/examples/colab/component_examples/classifiers/sarcasm_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"sarcasm_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/sarcasm_classification.ipynb)\n","\n","\n","# Sarcasm Classification with NLU\n","![](https://camo.githubusercontent.com/0a466b438cfd4f2bc5248f5029cde1fb66dbdefc/68747470733a2f2f6d656d657362616d732e636f6d2f77702d636f6e74656e742f75706c6f6164732f323031372f31312f7368656c646f6e2d7361726361736d2d6d656d652e6a7067) \n","Knowing the difference between when somebody is serious or sarcastic can yield inisghts about users of social media plattforms like Twitter, Reddit, Facebook, etc.. \n","\n","\n","NLU provides a classifier pretrained on [sarcasm dataset](https://arxiv.org/abs/1704.05579) consisting of 1.3 million sarcastic comments from the internet forum Reddit. \n","\n","The Sarcasm classifier model uses universal sentence embeddings and is trained with the classifierdl algorithm provided by Spark NLP. \n","https://www.kaggle.com/danofer/sarcasm\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620087716539,"user_tz":-120,"elapsed":98736,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2b53662c-0f80-4450-bbd5-20435a473322"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:20:18-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-04 00:20:18 (45.7 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 70kB/s \n","\u001b[K |████████████████████████████████| 153kB 52.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 46.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"51Zr-JvU4xEg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620087723742,"user_tz":-120,"elapsed":105927,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b5ae12e0-bf13-4c66-f646-ba4803469f4d"},"source":["# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:21:56-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.17.22\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.17.22|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 41.1MB/s in 5.8s \n","\n","2021-05-04 00:22:02 (41.8 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1620087845697,"user_tz":-120,"elapsed":227876,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"54a0a8c1-6630-4aa9-95ef-0c286d65434a"},"source":["import nlu\n","sarcasm_pipe = nlu.load('en.classify.sarcasm')\n","sarcasm_pipe.predict('gotta love the teachers who give exams on the day after halloween')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_sarcasm download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sarcasm_confidence_confidencedocumentorigin_indexsarcasmtextsentence_embedding_tfhub_usesentence
0[0.99999106]gotta love the teachers who give exams on the ...8589934592[sarcasm]gotta love the teachers who give exams on the ...[[-0.05071105435490608, 0.038035523146390915, ...[gotta love the teachers who give exams on the...
\n","
"],"text/plain":[" sarcasm_confidence_confidence ... sentence\n","0 [0.99999106] ... [gotta love the teachers who give exams on the...\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"gpeS8DWBlrun"},"source":["import pandas as pd\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"3V5l-B6nl43U","colab":{"base_uri":"https://localhost:8080/","height":566},"executionInfo":{"status":"ok","timestamp":1620087869866,"user_tz":-120,"elapsed":252039,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"70b60c32-0996-4f17-bfdf-bf5bd9edbf57"},"source":["# Detect sentences automatically and generates a 1 to S mapping for every row, where S is the amount of Sentences per row\n","sarcasm_pipe = nlu.load('en.classify.sarcasm')\n","df['text'] = df['comment']\n","sarcasm_predictions = sarcasm_pipe.predict(df['text'].iloc[0:1000])\n","sarcasm_predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_sarcasm download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sarcasm_confidence_confidencedocumentorigin_indexsarcasmtextsentence_embedding_tfhub_usesentence
0[0.999997]NC and NH.0[normal]NC and NH.[[-0.06570463627576828, -0.03522052243351936, ...[NC and NH.]
1[0.99998283]You do know west teams play against west teams...1[normal]You do know west teams play against west teams...[[-0.0254225991666317, 0.05448468029499054, -0...[You do know west teams play against west team...
2[0.9997936]They were underdogs earlier today, but since G...2[normal]They were underdogs earlier today, but since G...[[-0.0035701016895473003, -0.03012475557625293...[They were underdogs earlier today, but since ...
3[0.9942914]This meme isn't funny none of the \"new york ni...3[normal]This meme isn't funny none of the \"new york ni...[[0.06464719027280807, -0.023972544819116592, ...[This meme isn't funny none of the \"new york n...
4[0.999838]I could use one of those tools.4[normal]I could use one of those tools.[[0.028676817193627357, 0.0199710875749588, 0....[I could use one of those tools.]
........................
995[0.99998844]Have you bound your pistol on mouse wheel?8589935087[normal]Have you bound your pistol on mouse wheel?[[-0.04123315587639809, 0.049579471349716187, ...[Have you bound your pistol on mouse wheel?]
996[0.99159735]Imagine showing that to someone a little over ...8589935088[normal]Imagine showing that to someone a little over ...[[0.0263528935611248, -0.06056991219520569, -0...[Imagine showing that to someone a little over...
997[0.9997123]I wish Schumer and Reid had not endorsed Keith...8589935089[normal]I wish Schumer and Reid had not endorsed Keith...[[0.07649341225624084, 0.05448545515537262, -0...[I wish Schumer and Reid had not endorsed Keit...
998[0.9423373]yeah, god forbid jesse look out for his fans b...8589935090[normal]yeah, god forbid jesse look out for his fans b...[[0.049849480390548706, -0.054164644330739975,...[yeah, god forbid jesse look out for his fans ...
999[0.99999344]Beer city USA8589935091[normal]Beer city USA[[-0.05082784965634346, -0.045025862753391266,...[Beer city USA]
\n","

1000 rows × 7 columns

\n","
"],"text/plain":[" sarcasm_confidence_confidence ... sentence\n","0 [0.999997] ... [NC and NH.]\n","1 [0.99998283] ... [You do know west teams play against west team...\n","2 [0.9997936] ... [They were underdogs earlier today, but since ...\n","3 [0.9942914] ... [This meme isn't funny none of the \"new york n...\n","4 [0.999838] ... [I could use one of those tools.]\n",".. ... ... ...\n","995 [0.99998844] ... [Have you bound your pistol on mouse wheel?]\n","996 [0.99159735] ... [Imagine showing that to someone a little over...\n","997 [0.9997123] ... [I wish Schumer and Reid had not endorsed Keit...\n","998 [0.9423373] ... [yeah, god forbid jesse look out for his fans ...\n","999 [0.99999344] ... [Beer city USA]\n","\n","[1000 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"WdnY9n1LTmed","colab":{"base_uri":"https://localhost:8080/","height":580},"executionInfo":{"status":"ok","timestamp":1620087870210,"user_tz":-120,"elapsed":252379,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b5df7e44-388d-4c21-cc2d-c863d41c32a7"},"source":["sarcasm_predictions.sarcasm.value_counts().plot.bar(title='Counts of Normal and Sarcasm predicted sentences')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"e7vPdtmquQfU","colab":{"base_uri":"https://localhost:8080/","height":491},"executionInfo":{"status":"ok","timestamp":1620088256908,"user_tz":-120,"elapsed":14809,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e7c30ae7-8009-42ea-ff01-ead4532e6115"},"source":["# 1 to 1 mapping of row to label via outputlevel == document\n","sarcasm_pipe = nlu.load('en.classify.sarcasm')\n","df['text'] = df['comment']\n","sarcasm_predictions = sarcasm_pipe.predict(df['text'].iloc[0:1000], output_level='document')\n","sarcasm_predictions.sarcasm.value_counts().plot.bar(title='Counts of Normal and Sarcasm predicted for each row')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_sarcasm download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAXcAAAEoCAYAAACjGLHcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAZ4UlEQVR4nO3deZxlZX3n8c9Xml2kWVoiDdIquOBGTKtENBpgoiAjvIziEhEMhpmMJmYwE9E4kahRjFHU0agIIzjuO7jvRh3F2ChRFpeWxaYFbbBBEFDBX/44T8mlrK3pqrr005/361Wvuuec557zO88993vPfe65VakqJEl9ucO4C5AkzT/DXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4b77USS3ZJ8Kcm1SV417no2VJITk7x9kbZ1SZKDF2Nbm5vRvk3ygiSnLsI2H5XksoXezuZmkw33JE9NsirJdUkuT/KJJA9fhO1Wkr0XYNXHAVcCd6qq506x3dPbth8yMm/vJH5RYUSSPZJ8IMmVSa5Jcl6SY8Zd16aoql5WVc+crV07Nl+6GDXNl02x5g21SYZ7kuOB1wAvA3YD7gr8K3D4OOvaSHsBF9TM3yr7GTAvB2SSJfOxntuh/wesYejPXYCjgJ/clhUl2WIe61p0HT/Gmouq2qR+gB2B64AnztBma4bw/3H7eQ2wdVt2DPCVSe0L2LvdPh14A/Ax4Frg68A92rIvtba/aDU8CdgV+ChwNUP4fhm4wzR1PQz4BnBN+/2wkW3+GvhVW+/BU9z3dODVwBXAI9u8vYeH8LdtdgfOanWsBv5iZNmJwPuBtwM/B54JfJHhxeKrbbsfYQjEd7Q23wBWjKzjtQzB+XPgHOARk9b/9mn2e6fWR+uA9e32HiPLvwi8BPj/rc8/Dew6svwo4FLgKuDvgUum6qPW9jpgvxmOjfe1PrymPZ73ndTHbwQ+3h7jg4E9gQ+22q8CXt/a3gP4fJt3ZeuzpSPreh6wtu3P94CDRvrpfe1xuBb4DnBP4PnAT1v//skM9V/S2l7Q+vKtwDZt2aOAy9q2r2B4obsDcALww1bre4Gd59K3kx9T4OHtWLm61XkMwzvO0WP3IyPH4gdav10M/PXIerZtfb2+7cf/Ai6bZn8DnNz65uetv+438jz/F+BHDC/gbwK2ndQXz233vRx4Rlt2W2o+sfXd29rjdj6wcmT5lMdJW/bnwIVtfz8F7DXbvs1LVs5n8C7GD/AY4CZgyQxtXgycDdwZWNYOyJe0Zccwe7hfBTwEWMLwpH33VG3b9MvbQbVl+3kEkClq2rk9uEe19T6lTe8yst2XzrBPpzME8V9P1M/vhvuXGN7BbAPs1w60A0cOzl8DRzA84bdlCNXVDEG1I8MT7fsMobakHchvHVn/0xjCfwnDk+YKbgmWE5k+3HcB/hTYDtiBIdw+PLL8iwzhc8+Ruk5qy/ZleAL+EcOT+dXt8Z8u3D/L8CLxZOCuUyz/81bDxAnAuZP6+BrggNZH2wP/wfAE3L7168NH+v6/tPUsa33/mrbsXgzht3ubXsEtJwgnAjcCjx7p44sZgnVL4C+Ai2c4Di4BzmMIk53bvr60LXtU65tXtLq2BZ7D8FzYo817M/CuufTt6GPK8E7oWobjdsv2mO431bHb+u4c4B+ArYC7AxcBj27LT2I4Cdq57cd5TB/uj27rWsoQhvcB7tKWncxwMrNze0w/Arx8Ul+8uNV7KHA9sNNtrHnicTsU2ILheX92W7YF0x8nhzM8x+7THu8XAl+dbd/mJSsXMogX4gf4M+CKWdr8EDh00gFySbt9DLOH+6kjyw4FvjtV2zb9YuDM0XnT1HQU8O+T5n0NOGaqg22K+5/OEO5bM5ypHMJIuLcnyc3ADiP3eTlw+sjB+aVJ6/wi8Pcj068CPjEy/V8ZCb8paloPPHBk/VOG+xT32w9YP6mOF45M/w/gk+32P3DrF9ftGc64pgv3nRjC4/zWH+cCD56m7dL2eO440sdvG1n+hwwvkNOeSIy0PQL4Vru9N8PZ2MHAlpPanQh8ZlIfXwds0aZ3aDUtnWY7lwD/fdLx+cN2+1Gtb7YZWX4h7V1Dm74Lw4v8ktn6lluH+/OBD810bI5MPxT40aQ2z6edKDCE5mNGlh3H9OF+IMMJx/6MvCNmCMNf0F40Rx6vi0f64obRx649JvvfxppPBD47smxf4IbZjhPgE8CxI9N3YHiR2Wu6fZuvn01xzP0qYNdZxhN3Z3irOeHSNm+urhi5fT1wxxnavpLhlfnTSS5KcsIca5qoa/kG1EVV/ZJhCOMlU6z/Z1V17QzrXzPFKkfHo2+YYvq3+57kb5Nc2D6ovJrhbH/X2WpOsl2SNye5NMnPGc5yl04a056uz3cfrbuqfsFwDEypqtZX1QlVdV+Gz2POBT6cwRZJTkryw1bHJe1uo/sw2kd7ApdW1U1T7NNuSd6dZG1b19sn1lNVq4G/YQiEn7Z2o8ff5D6+sqpuHpmGmY+50RonH9vrqurGkem9gA8lubo9ZhcyvOjtxob17Z4MJ01zsRew+8Q223Zf0LbJ5O3yu8+L36qqzwOvZxgq/WmSU5LcieHd0nbAOSPb+GSbP+GqSY/dTM/l2WqG3z1Gt2k5NO1x0tb72pF1/ozhhWn5DPs2LzbFcP8a8EuGM6Xp/JihUyfctc2D4dV+u4kFSX5vY4qpqmur6rlVdXfgccDxSQ6aQ00Tda29DZt9K8NZ5+MnrX/nJDvMsP66DdsCIMkjgL8DjmR4a7uUYQgjc7j7cxmGKh5aVXdiGAZgjve9nOHJM1HHdgxDArOqqisZxmR3Z3jr/lSGt8kHM7wwrZiijtE+WgPcdZoTiZe1tvdv+/S00fVU1Tur6uEMj3kxDJXMlz1Hbo8e2/C7j/Ea4JCqWjrys01VrWXD+nYNw/DdVKba5sWTtrlDVR3alt9qu20fplVVr6uqP2A4W74nwxj9lQwvhPcd2caOVTXTi+LG1DyTmY6TNcB/m7TebavqqzPs27zY5MK9qq5heDv5hiRHtLPCLZMckuSfW7N3AS9MsizJrq39xDXY/wHcN8l+SbZhOLvaED9hGI8DIMlh7ZLEMITdzcBvprjfx4F7tks4lyR5EsMD+tEN3D7tDOFFDB+cTcxbw/DZwsuTbJPkAcCx3LLfG2sHhjHMdcCSJP8AzPUsYweGJ+LVSXZutc/V+4HDkjw8yVYMw2DTHrdJXpHkfq2PdwD+ElhdVVe1On7JcHa6HUNAz+TfGYLopCTbt349YGSfrgOuSbKckSdlknslOTDJ1gzjtDcw9TFxWz2rXfK5M8NY/XtmaPsm4J+S7NVqW5Zk4qqyDenbdwAHJzmy9e0uSfZry271nGDot2uTPC/Jtu0d0/2SPLgtfy/w/CQ7JdkD+Kvpik/y4CQPTbIlw4nZjcBvquo3wFuAk5PcubVdnuTRM/TFqA2teSYzHSdvavt631bjjkmeONO+zbH+WW1y4Q5QVa8Cjmf4cGIdw6vjs4EPtyYvBVYB32b4BPqbbR5V9X2Gg/izwA+Ar2zg5k8Ezmhvs44E9mnruo7hXcW/VtUXpqj5KuAwhrPYqxjOgg9rZ5e3xbsYDqhRT2E4G/0x8CHgRVX12du4/sk+xfC29/sMb6NvZOphnqm8huHDvSsZPtz75Fw3WlXnA88C3smwv+sZroKYznYM+341w9juXgzvqGD48PJShnczF7RaZtr2zQxj4nszfM5xGcMVUgD/CDyI4QX9YwxXSkzYmmHc/0qGt/J3Zhi/nS/vZLii6CKGoZKZLo99LcOHjp9Oci3DPj8UNqxvq+pHDOP7z2UYWjgXeGBbfBqwb3tOfLj122EMn61czNAPpzK8W4Kh7y5tyz7NcFXPdO7EEOLrueWqnle2Zc9jGBI9uw2NfZbhHeJcbGjN05rpOKmqDzG8a3t3q/E8hs/LZtu3jZY2yC9pE5DkEuCZ8/iirU5tkmfukqSZGe6S1CGHZSSpQ565S1KHDHdJ6tDt4q/G7brrrrVixYpxlyFJm5RzzjnnyqpaNtWy20W4r1ixglWrVo27DEnapCSZ9k83OCwjSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6tDt4ktMm4oVJ3xs3CV05ZKTHjvuEqRueeYuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nq0JzCPcn/THJ+kvOSvCvJNknuluTrSVYneU+SrVrbrdv06rZ8xULugCTpd80a7kmWA38NrKyq+wFbAE8GXgGcXFV7A+uBY9tdjgXWt/knt3aSpEU012GZJcC2SZYA2wGXAwcC72/LzwCOaLcPb9O05QclyfyUK0mai1nDvarWAv8C/Igh1K8BzgGurqqbWrPLgOXt9nJgTbvvTa39LpPXm+S4JKuSrFq3bt3G7ockacRchmV2YjgbvxuwO7A98JiN3XBVnVJVK6tq5bJlyzZ2dZKkEXMZljkYuLiq1lXVr4EPAgcAS9swDcAewNp2ey2wJ0BbviNw1bxWLUma0VzC/UfA/km2a2PnBwEXAF8AntDaHA2c2W6f1aZpyz9fVTV/JUuSZjOXMfevM3ww+k3gO+0+pwDPA45PspphTP20dpfTgF3a/OOBExagbknSDJbM3gSq6kXAiybNvgh4yBRtbwSeuPGlSZJuK7+hKkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOzSnckyxN8v4k301yYZI/TLJzks8k+UH7vVNrmySvS7I6ybeTPGhhd0GSNNlcz9xfC3yyqu4NPBC4EDgB+FxV7QN8rk0DHALs036OA944rxVLkmY1a7gn2RH4I+A0gKr6VVVdDRwOnNGanQEc0W4fDrytBmcDS5PcZd4rlyRNay5n7ncD1gFvTfKtJKcm2R7Yraoub22uAHZrt5cDa0buf1mbdytJjkuyKsmqdevW3fY9kCT9jrmE+xLgQcAbq+r3gV9wyxAMAFVVQG3IhqvqlKpaWVUrly1btiF3lSTNYi7hfhlwWVV9vU2/nyHsfzIx3NJ+/7QtXwvsOXL/Pdo8SdIimTXcq+oKYE2Se7VZBwEXAGcBR7d5RwNntttnAU9vV83sD1wzMnwjSVoES+bY7q+AdyTZCrgIeAbDC8N7kxwLXAoc2dp+HDgUWA1c39pKkhbRnMK9qs4FVk6x6KAp2hbwrI2sS5K0EfyGqiR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1KE5h3uSLZJ8K8lH2/Tdknw9yeok70myVZu/dZte3ZavWJjSJUnT2ZAz9+cAF45MvwI4uar2BtYDx7b5xwLr2/yTWztJ0iKaU7gn2QN4LHBqmw5wIPD+1uQM4Ih2+/A2TVt+UGsvSVokcz1zfw3wd8Bv2vQuwNVVdVObvgxY3m4vB9YAtOXXtPaSpEUya7gnOQz4aVWdM58bTnJcklVJVq1bt24+Vy1Jm725nLkfADwuySXAuxmGY14LLE2ypLXZA1jbbq8F9gRoy3cErpq80qo6papWVtXKZcuWbdROSJJubdZwr6rnV9UeVbUCeDLw+ar6M+ALwBNas6OBM9vts9o0bfnnq6rmtWpJ0ow25jr35wHHJ1nNMKZ+Wpt/GrBLm388cMLGlShJ2lBLZm9yi6r6IvDFdvsi4CFTtLkReOI81CZJuo38hqokdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOGe6S1CHDXZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOjRruCfZM8kXklyQ5Pwkz2nzd07ymSQ/aL93avOT5HVJVif5dpIHLfROSJJubS5n7jcBz62qfYH9gWcl2Rc4AfhcVe0DfK5NAxwC7NN+jgPeOO9VS5JmNGu4V9XlVfXNdvta4EJgOXA4cEZrdgZwRLt9OPC2GpwNLE1yl3mvXJI0rQ0ac0+yAvh94OvAblV1eVt0BbBbu70cWDNyt8vavMnrOi7JqiSr1q1bt4FlS5JmMudwT3JH4APA31TVz0eXVVUBtSEbrqpTqmplVa1ctmzZhtxVkjSLOYV7ki0Zgv0dVfXBNvsnE8Mt7fdP2/y1wJ4jd9+jzZMkLZK5XC0T4DTgwqp69ciis4Cj2+2jgTNH5j+9XTWzP3DNyPCNJGkRLJlDmwOAo4DvJDm3zXsBcBLw3iTHApcCR7ZlHwcOBVYD1wPPmNeKJUmzmjXcq+orQKZZfNAU7Qt41kbWJUnaCH5DVZI6ZLhLUocMd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1yHCXpA4Z7pLUIcNdkjpkuEtShwx3SeqQ4S5JHTLcJalDhrskdchwl6QOLRl3AZI23ooTPjbuErpyyUmPHXcJG80zd0nqkOEuSR0y3CWpQ4a7JHXIcJekDhnuktQhw12SOmS4S1KHDHdJ6pDhLkkdMtwlqUOGuyR1aEHCPcljknwvyeokJyzENiRJ05v3cE+yBfAG4BBgX+ApSfad7+1Ikqa3EGfuDwFWV9VFVfUr4N3A4QuwHUnSNBbi77kvB9aMTF8GPHRyoyTHAce1yeuSfG8Batlc7QpcOe4iZpNXjLsCjYHH5vzaa7oFY/tnHVV1CnDKuLbfsySrqmrluOuQJvPYXDwLMSyzFthzZHqPNk+StEgWIty/AeyT5G5JtgKeDJy1ANuRJE1j3odlquqmJM8GPgVsAfzfqjp/vrejGTncpdsrj81Fkqoadw2SpHnmN1QlqUOGuyR1yHCXpA4Z7pLUobF9iUnzI8nOMy2vqp8tVi3SVJIcBryE4duUS4AAVVV3GmthnfNqmU1ckouBYnjCTFZVdfdFLkm6lSSrgccD3ykDZ9F45r6Jq6q7jbsGaRZrgPMM9sXlmXtHkuwE7ANsMzGvqr40vookSPJghmGZfwN+OTG/ql49tqI2A565dyLJM4HnMPwtn3OB/YGvAQeOsy4J+CfgOoaTjq3GXMtmw3Dvx3OABwNnV9UfJ7k38LIx1yQB7F5V9xt3EZsbL4Xsx41VdSNAkq2r6rvAvcZckwTw8SR/Mu4iNjeeuffjsiRLgQ8Dn0myHrh0zDVJAH8J/G2SXwK/xkshF4UfqHYoySOBHYFPtn91KGkz47BMR5LslOQBwLUM/97QcU6NXZIDkmzfbj8tyauT3HXcdfXOM/dOJHkJcAxwEfCbNruqyqtlNFZJvg08EHgAcDpwKnBkVT1ynHX1zjH3fhwJ3MNhGN0O3VRVleRw4PVVdVqSY8ddVO8clunHecDScRchTeHaJM8HngZ8LMkdgC3HXFP3HJbpRJKVwJkMIT/6LcDHja0oCUjye8BTgW9U1ZfbePujquptYy6ta4Z7J5KcD7wZ+A63jLlTVf82tqIkjY3h3okk36iqB4+7DmmyJPsD/we4D8OfH9gCuK6qdhxrYZ3zA9V+fDnJy4GzuPWwzDfHV5IEwOuBJwPvA1YCTwfuOdaKNgOeuXciyRemmO2lkBq7JKuqamWSb1fVA9q8b1XV74+7tp555t6BJFsAZ1XVyeOuRZrC9Um2As5N8s/A5Xil3oKzgztQVTcDTxl3HdI0jmLImmcDvwD2BP50rBVtBhyW6USSkxmuHX4PwxMIcMxd49f+9MANVfWbNr0FsHVVXT/eyvpmuHfCMXfdXiU5Gzi4qq5r03cEPl1VDxtvZX1zzL0TVfXH465BmsY2E8EOUFXXJdlunAVtDhxz70SSHdtf21vVfl6VxOuIdXvwiyQPmphI8gfADWOsZ7PgsEwnknyA4U8PnNFmHQU8sKoeP76qpN/+aYz3AD9m+Ecdvwc8qarOGWthnXNYph/3qKrRKxD+Mcm5Y6tG4rcfnj4CuDe3/NvH71XVr8dX1ebBYZl+3JDk4RMTSQ7At74as4nLdKvq11V1Xvsx2BeBwzKdSLIfw5DMxDj7euDoqvr2+KqSvEx3XAz3TiTZGngCcA+Gv+t+DcOlkC8ea2Ha7HmZ7ng45t6PM4GrgW8Ca8dci/RbXqY7Hp65dyLJeVXlP8TW7VKSxwL3BbaZmOe7yoXlB6r9+GqS+4+7CGmyJG8CngT8FcOlkE8E9hprUZsBz9w7keQCYG/gYoa/5x6Gcc0HjLUwbfYm/tTvyO87Ap+oqkeMu7aeOebej0PGXYA0jRvb7+uT7A78DLjLGOvZLBjunaiqS8ddgzSNjyRZCryS4QP/At4y3pL6Z7hLWmjfBW6uqg8k2Rd4EPDhMdfUPT9QlbTQ/ndVXdu+QX0gcCrwxjHX1D3DXdJCu7n9fizwlqr6GLDVGOvZLBjukhba2iRvZrgc8uPt29RmzwLzUkhJC6r9Y47HAN+pqh8kuQtw/6r69JhL65rhLkkd8q2RJHXIcJekDhnuktQhw12SOmS4S1KH/hNdPERKrx+xYQAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"2uX3ByXRyL9s"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/sentiment_classification.ipynb b/examples/colab/component_examples/classifiers/sentiment_classification.ipynb deleted file mode 100644 index f54f7dfe..00000000 --- a/examples/colab/component_examples/classifiers/sentiment_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"sentiment_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"tOHVDa9DQQR5"},"source":["\n","![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/sentiment_classification.ipynb)\n","\n","# Sentiment Classification with NLU for Twitter\n","\n","# 1. Setup Java 8 and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620072925705,"user_tz":-120,"elapsed":117531,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dbe7d560-bd34-4813-fde4-d28ec042f532"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 20:13:28-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.111.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 20:13:28 (33.2 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 68kB/s \n","\u001b[K |████████████████████████████████| 153kB 45.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 30.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["# 2. Load pipeline and get sample predictions"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":205},"executionInfo":{"status":"ok","timestamp":1620073052913,"user_tz":-120,"elapsed":244725,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6de11c23-c2c7-487f-b646-acf72872d3a0"},"source":["import nlu\n","sentiment_pipe = nlu.load('en.sentiment.twitter')\n","sentiment_pipe.predict('@elonmusk Tesla stock price is too high imo')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentimentdl_use_twitter download started this may take some time.\n","Approx size to download 935.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_twittertextdocumentsentimentorigin_indexsentiment_confidencesentence
0[[0.08604438602924347, 0.04703635722398758, -0...@elonmusk Tesla stock price is too high imo@elonmusk Tesla stock price is too high imo[negative]8589934592[1.0][@elonmusk Tesla stock price is too high imo]
\n","
"],"text/plain":[" sentence_embedding_twitter ... sentence\n","0 [[0.08604438602924347, 0.04703635722398758, -0... ... [@elonmusk Tesla stock price is too high imo]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"F4tv_Y23P_--"},"source":["# 3. Define a list of String for predictions"]},{"cell_type":"code","metadata":{"id":"yzmZCOypnpeX"},"source":["example_tweets = [\n","\"@VirginAmerica Hi, Virgin! I'm on hold for 40-50 minutes -- are there any earlier flights from LA to NYC tonight; earlier than 11:50pm?\",\n","\"@VirginAmerica is there special assistance if I travel alone w/2 kids and 1 infant? Priority boarding?\",\n","\"@VirginAmerica thank you for checking in. tickets are purchased and customer is happy\", \n","\"@VirginAmerica is your website ever coming back online?\",\n","\"@VirginAmerica - Is Flight 713 from Love Field to SFO definitely Cancelled Flightled for Monday, February 23?\",\n","\"@VirginAmerica Is flight 0769 out of LGA to DFW on time?\",\n","\"@VirginAmerica my drivers license is expired by a little over a month. Can I fly Friday morning using my expired license?\",\n","\"@VirginAmerica having problems Flight Booking Problems on the web site. keeps giving me an error and to contact by phone. phone is 30 minute wait.\",\n","\"@VirginAmerica How do I reschedule my Cancelled Flightled flights online? The change button is greyed out!\",\n","\"@VirginAmerica I rang, but there is a wait for 35 minutes!! I can book the same ticket through a vendor, fix your site\",\n","\"@VirginAmerica got a flight (we were told) for 4:50 today..,checked my email and its for 4;50 TOMORROW. This is unacceptable.\",\n","\"@VirginAmerica our flight into lga was Cancelled Flighted. We're stuck in Dallas. I called to reschedule, told I could get a flight for today...(1/2)\",\n","\"@virginamerica why don't any of the pairings include red wine?! Only white is offered :( #redwineisbetter\"\n","]\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"KTq6yhq0QA6p"},"source":["# 4. Get predictions for list of strings"]},{"cell_type":"code","metadata":{"id":"1GZ3BQlBQD5j","colab":{"base_uri":"https://localhost:8080/","height":663},"executionInfo":{"status":"ok","timestamp":1620073054495,"user_tz":-120,"elapsed":246299,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"76086007-51fa-4aae-b57b-e5aa60646d84"},"source":["# By default NLU will predict the senitment of every SENTENCE in each row.\n","# This is why you have multiple sentiment labels in the sentiment column\n","sentiment_pipe.predict(example_tweets)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_twitterdocumentsentimentorigin_indexsentiment_confidencesentence
0[[0.034392621368169785, 0.04743622615933418, -...@VirginAmerica Hi, Virgin! I'm on hold for 40-...[positive, positive]0[1.0, 1.0][@VirginAmerica Hi, Virgin!, I'm on hold for ...
1[[-0.07632657885551453, -0.00686881598085165, ...@VirginAmerica is there special assistance if ...[negative, negative]1[1.0, 1.0][@VirginAmerica is there special assistance if...
2[[-0.0030431197956204414, -0.02072464115917682...@VirginAmerica thank you for checking in. tick...[positive]2[1.0][@VirginAmerica thank you for checking in. tic...
3[[-0.002968168817460537, -0.000566655478905886...@VirginAmerica is your website ever coming bac...[negative]3[1.0][@VirginAmerica is your website ever coming ba...
4[[-0.001066288212314248, 0.07673103362321854, ...@VirginAmerica - Is Flight 713 from Love Fiel...[negative]4[1.0][@VirginAmerica - Is Flight 713 from Love Fie...
5[[0.027866005897521973, 0.07844573259353638, -...@VirginAmerica Is flight 0769 out of LGA to DF...[negative]5[1.0][@VirginAmerica Is flight 0769 out of LGA to D...
6[[-0.0589623749256134, -0.06640151143074036, -...@VirginAmerica my drivers license is expired b...[negative, negative]6[1.0, 1.0][@VirginAmerica my drivers license is expired ...
7[[-0.007869902998209, 0.06951839476823807, -0....@VirginAmerica having problems Flight Booking ...[negative, negative]7[1.0, 1.0][@VirginAmerica having problems Flight Booking...
8[[-0.047210294753313065, 0.0797676295042038, -...@VirginAmerica How do I reschedule my Cancelle...[negative, negative]8[1.0, 1.0][@VirginAmerica How do I reschedule my Cancell...
9[[-0.004450463689863682, 0.06487753242254257, ...@VirginAmerica I rang, but there is a wait for...[negative, negative]9[1.0, 1.0][@VirginAmerica I rang, but there is a wait fo...
10[[-0.01818418689072132, 0.04061070457100868, -...@VirginAmerica got a flight (we were told) for...[negative, negative, negative]10[1.0, 1.0, 1.0][@VirginAmerica got a flight (we were told) fo...
11[[0.017033610492944717, 0.08045562356710434, -...@VirginAmerica our flight into lga was Cancell...[negative, negative, negative, negative]11[1.0, 1.0, 1.0, 1.0][@VirginAmerica our flight into lga was Cancel...
12[[0.005574456881731749, -0.06231074407696724, ...@virginamerica why don't any of the pairings i...[negative, negative, negative]12[0.74997646, 0.74997646, 0.74997646][@virginamerica why don't any of the pairings ...
\n","
"],"text/plain":[" sentence_embedding_twitter ... sentence\n","0 [[0.034392621368169785, 0.04743622615933418, -... ... [@VirginAmerica Hi, Virgin!, I'm on hold for ...\n","1 [[-0.07632657885551453, -0.00686881598085165, ... ... [@VirginAmerica is there special assistance if...\n","2 [[-0.0030431197956204414, -0.02072464115917682... ... [@VirginAmerica thank you for checking in. tic...\n","3 [[-0.002968168817460537, -0.000566655478905886... ... [@VirginAmerica is your website ever coming ba...\n","4 [[-0.001066288212314248, 0.07673103362321854, ... ... [@VirginAmerica - Is Flight 713 from Love Fie...\n","5 [[0.027866005897521973, 0.07844573259353638, -... ... [@VirginAmerica Is flight 0769 out of LGA to D...\n","6 [[-0.0589623749256134, -0.06640151143074036, -... ... [@VirginAmerica my drivers license is expired ...\n","7 [[-0.007869902998209, 0.06951839476823807, -0.... ... [@VirginAmerica having problems Flight Booking...\n","8 [[-0.047210294753313065, 0.0797676295042038, -... ... [@VirginAmerica How do I reschedule my Cancell...\n","9 [[-0.004450463689863682, 0.06487753242254257, ... ... [@VirginAmerica I rang, but there is a wait fo...\n","10 [[-0.01818418689072132, 0.04061070457100868, -... ... [@VirginAmerica got a flight (we were told) fo...\n","11 [[0.017033610492944717, 0.08045562356710434, -... ... [@VirginAmerica our flight into lga was Cancel...\n","12 [[0.005574456881731749, -0.06231074407696724, ... ... [@virginamerica why don't any of the pairings ...\n","\n","[13 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"lLv-Y5_1UT8A","colab":{"base_uri":"https://localhost:8080/","height":438},"executionInfo":{"status":"ok","timestamp":1620073247696,"user_tz":-120,"elapsed":1719,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"63ba26b1-48fd-47a0-ade1-8ef32a024ee3"},"source":["# If you configure the output level to document, you get one sentiment label for the entire row.\n","# 1 to 1 mapping between row and labels.\n","sentiment_pipe.predict(example_tweets, output_level='document')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_twitterdocumentsentimentorigin_indexsentiment_confidencesentence
0[0.03229847177863121, 0.07190719246864319, -0....@VirginAmerica Hi, Virgin! I'm on hold for 40-...negative01.000000[@VirginAmerica Hi, Virgin!, I'm on hold for ...
1[-0.07405534386634827, 0.03392260521650314, -0...@VirginAmerica is there special assistance if ...negative11.000000[@VirginAmerica is there special assistance if...
2[-0.0030431197956204414, -0.020724641159176826...@VirginAmerica thank you for checking in. tick...positive21.000000[@VirginAmerica thank you for checking in. tic...
3[-0.002968168817460537, -0.0005666554789058864...@VirginAmerica is your website ever coming bac...negative31.000000[@VirginAmerica is your website ever coming ba...
4[-0.001066288212314248, 0.07673103362321854, -...@VirginAmerica - Is Flight 713 from Love Fiel...negative41.000000[@VirginAmerica - Is Flight 713 from Love Fie...
5[0.027866005897521973, 0.07844573259353638, -0...@VirginAmerica Is flight 0769 out of LGA to DF...negative51.000000[@VirginAmerica Is flight 0769 out of LGA to D...
6[-0.056550897657871246, -0.043615031987428665,...@VirginAmerica my drivers license is expired b...negative61.000000[@VirginAmerica my drivers license is expired ...
7[-0.017857229337096214, 0.06905556470155716, -...@VirginAmerica having problems Flight Booking ...negative71.000000[@VirginAmerica having problems Flight Booking...
8[-0.06491848826408386, 0.06875065714120865, -0...@VirginAmerica How do I reschedule my Cancelle...negative81.000000[@VirginAmerica How do I reschedule my Cancell...
9[0.028607569634914398, 0.07750366628170013, 0....@VirginAmerica I rang, but there is a wait for...negative91.000000[@VirginAmerica I rang, but there is a wait fo...
10[-0.008518190123140812, 0.06485836207866669, -...@VirginAmerica got a flight (we were told) for...negative101.000000[@VirginAmerica got a flight (we were told) fo...
11[-0.023282280191779137, 0.07736584544181824, -...@VirginAmerica our flight into lga was Cancell...negative111.000000[@VirginAmerica our flight into lga was Cancel...
12[0.01874721422791481, -0.07889366149902344, -0...@virginamerica why don't any of the pairings i...negative120.985577[@virginamerica why don't any of the pairings ...
\n","
"],"text/plain":[" sentence_embedding_twitter ... sentence\n","0 [0.03229847177863121, 0.07190719246864319, -0.... ... [@VirginAmerica Hi, Virgin!, I'm on hold for ...\n","1 [-0.07405534386634827, 0.03392260521650314, -0... ... [@VirginAmerica is there special assistance if...\n","2 [-0.0030431197956204414, -0.020724641159176826... ... [@VirginAmerica thank you for checking in. tic...\n","3 [-0.002968168817460537, -0.0005666554789058864... ... [@VirginAmerica is your website ever coming ba...\n","4 [-0.001066288212314248, 0.07673103362321854, -... ... [@VirginAmerica - Is Flight 713 from Love Fie...\n","5 [0.027866005897521973, 0.07844573259353638, -0... ... [@VirginAmerica Is flight 0769 out of LGA to D...\n","6 [-0.056550897657871246, -0.043615031987428665,... ... [@VirginAmerica my drivers license is expired ...\n","7 [-0.017857229337096214, 0.06905556470155716, -... ... [@VirginAmerica having problems Flight Booking...\n","8 [-0.06491848826408386, 0.06875065714120865, -0... ... [@VirginAmerica How do I reschedule my Cancell...\n","9 [0.028607569634914398, 0.07750366628170013, 0.... ... [@VirginAmerica I rang, but there is a wait fo...\n","10 [-0.008518190123140812, 0.06485836207866669, -... ... [@VirginAmerica got a flight (we were told) fo...\n","11 [-0.023282280191779137, 0.07736584544181824, -... ... [@VirginAmerica our flight into lga was Cancel...\n","12 [0.01874721422791481, -0.07889366149902344, -0... ... [@virginamerica why don't any of the pairings ...\n","\n","[13 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"2JoXWgM24-x4"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/sentiment_classification_movies.ipynb b/examples/colab/component_examples/classifiers/sentiment_classification_movies.ipynb deleted file mode 100644 index c044f8e6..00000000 --- a/examples/colab/component_examples/classifiers/sentiment_classification_movies.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"sentiment_classification_movies.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"E67EyHcAMT92"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/sentiment_classification_movies.ipynb)\n","\n","# Sentiment Classification with NLU for Movies\n","\n","Based on IMDB dataset\n","The Sentiment classifier model uses universal sentence embeddings and is trained with the classifierdl algorithm provided by Spark NLP.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620072919356,"user_tz":-120,"elapsed":117325,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1dbd7171-de3c-46be-b9bd-90fb9e9a6cfb"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 20:13:22-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 20:13:22 (34.1 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 43.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 43.0MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["\n","# 2. Load the NLU sentiment pipeline and predict on a sample string"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":187},"executionInfo":{"status":"ok","timestamp":1620073060055,"user_tz":-120,"elapsed":258018,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"28bf8b37-8323-4027-a5c3-bc6a3ab65be9"},"source":["import nlu\n","sentiment_pipe = nlu.load('en.sentiment.imdb')\n","sentiment_pipe.predict('The movie matrix was pretty cool ')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentimentdl_use_imdb download started this may take some time.\n","Approx size to download 935.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_imdbsentencesentimentdocumentorigin_indexsentiment_confidencetext
0[[0.026432784274220467, -0.05069664120674133, ...[The movie matrix was pretty cool ][pos]The movie matrix was pretty cool8589934592[1.0]The movie matrix was pretty cool
\n","
"],"text/plain":[" sentence_embedding_imdb ... text\n","0 [[0.026432784274220467, -0.05069664120674133, ... ... The movie matrix was pretty cool \n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"bv2-9p4hMsfd"},"source":["# 3. Define a list of String for predictions"]},{"cell_type":"code","metadata":{"id":"yzmZCOypnpeX"},"source":["\n","movie_reviews = [\n"," \"I thought this was a wonderful way to spend time on a too hot summer weekend, sitting in the air conditioned theater and watching a light-hearted comedy. The plot is simplistic, but the dialogue is witty and the characters are likable (even the well bread suspected serial killer). While some may be disappointed when they realize this is not Match Point 2: Risk Addiction, I thought it was proof that Woody Allen is still fully in control of the style many of us have grown to love.

This was the most I'd laughed at one of Woody's comedies in years (dare I say a decade?). While I've never been impressed with Scarlet Johanson, in this she managed to tone down her 'sexy' image and jumped right into a average, but spirited young woman.

This may not be the crown jewel of his career, but it was wittier than 'Devil Wears Prada' and more interesting than 'Superman' a great comedy to go see with friends.\",\n","\"Basically there's a family where a little boy (Jake) thinks there's a zombie in his closet & his parents are fighting all the time.

This movie is slower than a soap opera... and suddenly, Jake decides to become Rambo and kill the zombie.

OK, first of all when you're going to make a film you must Decide if its a thriller or a drama! As a drama the movie is watchable. Parents are divorcing & arguing like in real life. And then we have Jake with his closet which totally ruins all the film! I expected to see a BOOGEYMAN similar movie, and instead i watched a drama with some meaningless thriller spots.

3 out of 10 just for the well playing parents & descent dialogs. As for the shots with Jake: just ignore them.\",\n","\"Petter Mattei's 'Love in the Time of Money' is a visually stunning film to watch. Mr. Mattei offers us a vivid portrait about human relations. This is a movie that seems to be telling us what money, power and success do to people in the different situations we encounter.

This being a variation on the Arthur Schnitzler's play about the same theme, the director transfers the action to the present time New York where all these different characters meet and connect. Each one is connected in one way, or another to the next person, but no one seems to know the previous point of contact. Stylishly, the film has a sophisticated luxurious look. We are taken to see how these people live and the world they live in their own habitat.

The only thing one gets out of all these souls in the picture is the different stages of loneliness each one inhabits. A big city is not exactly the best place in which human relations find sincere fulfillment, as one discerns is the case with most of the people we encounter.

The acting is good under Mr. Mattei's direction. Steve Buscemi, Rosario Dawson, Carol Kane, Michael Imperioli, Adrian Grenier, and the rest of the talented cast, make these characters come alive.

We wish Mr. Mattei good luck and await anxiously for his next work.\",\n","\"Probably my all-time favorite movie, a story of selflessness, sacrifice and dedication to a noble cause, but it's not preachy or boring. It just never gets old, despite my having seen it some 15 or more times in the last 25 years. Paul Lukas' performance brings tears to my eyes, and Bette Davis, in one of her very few truly sympathetic roles, is a delight. The kids are, as grandma says, more like 'dressed-up midgets' than children, but that only makes them more fun to watch. And the mother's slow awakening to what's happening in the world and under her own roof is believable and startling. If I had a dozen thumbs, they'd all be 'up' for this movie.\",\n","\"I sure would like to see a resurrection of a up dated Seahunt series with the tech they have today it would bring back the kid excitement in me.I grew up on black and white TV and Seahunt with Gunsmoke were my hero's every week.You have my vote for a comeback of a new sea hunt.We need a change of pace in TV and this would work for a world of under water adventure.Oh by the way thank you for an outlet like this to view many viewpoints about TV and the many movies.So any ole way I believe I've got what I wanna say.Would be nice to read some more plus points about sea hunt.If my rhymes would be 10 lines would you let me submit,or leave me out to be in doubt and have me to quit,If this is so then I must go so lets do it.\",\n","\"This show was an amazing, fresh & innovative idea in the 70's when it first aired. The first 7 or 8 years were brilliant, but things dropped off after that. By 1990, the show was not really funny anymore, and it's continued its decline further to the complete waste of time it is today.

It's truly disgraceful how far this show has fallen. The writing is painfully bad, the performances are almost as bad - if not for the mildly entertaining respite of the guest-hosts, this show probably wouldn't still be on the air. I find it so hard to believe that the same creator that hand-selected the original cast also chose the band of hacks that followed. How can one recognize such brilliance and then see fit to replace it with such mediocrity? I felt I must give 2 stars out of respect for the original cast that made this show such a huge success. As it is now, the show is just awful. I can't believe it's still on the air.\",\n","\"Encouraged by the positive comments about this film on here I was looking forward to watching this film. Bad mistake. I've seen 950+ films and this is truly one of the worst of them - it's awful in almost every way: editing, pacing, storyline, 'acting,' soundtrack (the film's only song - a lame country tune - is played no less than four times). The film looks cheap and nasty and is boring in the extreme. Rarely have I been so happy to see the end credits of a film.

The only thing that prevents me giving this a 1-score is Harvey Keitel - while this is far from his best performance he at least seems to be making a bit of an effort. One for Keitel obsessives only.\",\n","\"If you like original gut wrenching laughter you will like this movie. If you are young or old then you will love this movie, hell even my mom liked it.

Great Camp!!!\",\n","\"Phil the Alien is one of those quirky films where the humour is based around the oddness of everything rather than actual punchlines.

At first it was very odd and pretty funny but as the movie progressed I didn't find the jokes or oddness funny anymore.

Its a low budget film (thats never a problem in itself), there were some pretty interesting characters, but eventually I just lost interest.

I imagine this film would appeal to a stoner who is currently partaking.

For something similar but better try 'Brother from another planet'\",\n","\"I saw this movie when I was about 12 when it came out. I recall the scariest scene was the big bird eating men dangling helplessly from parachutes right out of the air. The horror. The horror.

As a young kid going to these cheesy B films on Saturday afternoons, I still was tired of the formula for these monster type movies that usually included the hero, a beautiful woman who might be the daughter of a professor and a happy resolution when the monster died in the end. I didn't care much for the romantic angle as a 12 year old and the predictable plots. I love them now for the unintentional humor.

But, about a year or so later, I saw Psycho when it came out and I loved that the star, Janet Leigh, was bumped off early in the film. I sat up and took notice at that point. Since screenwriters are making up the story, make it up to be as scary as possible and not from a well-worn formula. There are no rules.\",\n","\"So im not a big fan of Boll's work but then again not many are. I enjoyed his movie Postal (maybe im the only one). Boll apparently bought the rights to use Far Cry long ago even before the game itself was even finsished.

People who have enjoyed killing mercs and infiltrating secret research labs located on a tropical island should be warned, that this is not Far Cry... This is something Mr Boll have schemed together along with his legion of schmucks.. Feeling loneley on the set Mr Boll invites three of his countrymen to play with. These players go by the names of Til Schweiger, Udo Kier and Ralf Moeller.

Three names that actually have made them selfs pretty big in the movie biz. So the tale goes like this, Jack Carver played by Til Schweiger (yes Carver is German all hail the bratwurst eating dudes!!) However I find that Tils acting in this movie is pretty badass.. People have complained about how he's not really staying true to the whole Carver agenda but we only saw carver in a first person perspective so we don't really know what he looked like when he was kicking a**..

However, the storyline in this film is beyond demented. We see the evil mad scientist Dr. Krieger played by Udo Kier, making Genetically-Mutated-soldiers or GMS as they are called. Performing his top-secret research on an island that reminds me of 'SPOILER' Vancouver for some reason. Thats right no palm trees here. Instead we got some nice rich lumberjack-woods. We haven't even gone FAR before I started to CRY (mehehe) I cannot go on any more.. If you wanna stay true to Bolls shenanigans then go and see this movie you will not be disappointed it delivers the true Boll experience, meaning most of it will suck.

There are some things worth mentioning that would imply that Boll did a good work on some areas of the film such as some nice boat and fighting scenes. Until the whole cromed/albino GMS squad enters the scene and everything just makes me laugh.. The movie Far Cry reeks of scheisse (that's poop for you simpletons) from a fa,r if you wanna take a wiff go ahead.. BTW Carver gets a very annoying sidekick who makes you wanna shoot him the first three minutes he's on screen.\",\n"," ]\n","\n"," "],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"PL7FrJJMMrkl"},"source":["# 4. Predict for each element in the list of strings"]},{"cell_type":"code","metadata":{"id":"FojX0W1LMmvZ","colab":{"base_uri":"https://localhost:8080/","height":568},"executionInfo":{"status":"ok","timestamp":1620073062500,"user_tz":-120,"elapsed":260454,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"063ec3ff-79f6-4785-bd26-0f111fdc5ba2"},"source":["# By default NLU will predict the senitment of every SENTENCE in each row.\n","# This is why you have multiple sentiment labels in the sentiment column\n","sentiment_pipe.predict(movie_reviews)\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_imdbsentencesentimentdocumentorigin_indexsentiment_confidence
0[[0.026364900171756744, 0.07112795859575272, 0...[I thought this was a wonderful way to spend t...[pos, pos, pos, pos, pos, pos, pos]I thought this was a wonderful way to spend ti...0[0.99801755, 0.99801755, 0.99801755, 0.9980175...
1[[-0.05151151493191719, 0.008207003585994244, ...[Basically there's a family where a little boy...[neg, neg, neg, neg, neg, neg, neg, neg, neg, ...Basically there's a family where a little boy ...1[0.9990921, 0.9990921, 0.9990921, 0.9990921, 0...
2[[0.06880538910627365, 0.019250545650720596, -...[Petter Mattei's 'Love in the Time of Money' i...[pos, pos, pos, pos, pos, pos, pos, pos, pos, ...Petter Mattei's 'Love in the Time of Money' is...2[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ...
3[[0.004764210432767868, 0.02767191268503666, -...[Probably my all-time favorite movie, a story ...[pos, pos, pos, pos, pos, pos]Probably my all-time favorite movie, a story o...3[0.99999833, 0.99999833, 0.99999833, 0.9999983...
4[[0.005740134511142969, -0.07702188938856125, ...[I sure would like to see a resurrection of a ...[pos, pos, pos, pos, pos, pos, pos, pos]I sure would like to see a resurrection of a u...4[0.9999976, 0.9999976, 0.9999976, 0.9999976, 0...
5[[0.01067020371556282, -0.043228134512901306, ...[This show was an amazing, fresh & innovative ...[pos, pos, pos, pos, pos, pos, pos, pos, pos, ...This show was an amazing, fresh & innovative i...5[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ...
6[[0.010801736265420914, -0.07724311947822571, ...[Encouraged by the positive comments about thi...[pos, pos, pos, pos, pos, pos, pos]Encouraged by the positive comments about this...6[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]
7[[-0.02455853298306465, 0.0005475726793520153,...[If you like original gut wrenching laughter y...[pos, pos, pos, pos]If you like original gut wrenching laughter yo...7[1.0, 1.0, 1.0, 1.0]
8[[0.023403575643897057, 0.017464611679315567, ...[Phil the Alien is one of those quirky films w...[pos, pos, pos, pos]Phil the Alien is one of those quirky films wh...8[0.99998355, 0.99998355, 0.99998355, 0.99998355]
9[[-0.046517230570316315, -0.025949953123927116...[I saw this movie when I was about 12 when it ...[pos, pos, pos, pos, pos, pos, pos, pos, pos, ...I saw this movie when I was about 12 when it c...9[0.9999989, 0.9999989, 0.9999989, 0.9999989, 0...
10[[0.003245882224291563, -0.0133398761972785, -...[So im not a big fan of Boll's work but then a...[neg, neg, neg, neg, neg, neg, neg, neg, neg, ...So im not a big fan of Boll's work but then ag...10[0.9998863, 0.9998863, 0.9998863, 0.9998863, 0...
\n","
"],"text/plain":[" sentence_embedding_imdb ... sentiment_confidence\n","0 [[0.026364900171756744, 0.07112795859575272, 0... ... [0.99801755, 0.99801755, 0.99801755, 0.9980175...\n","1 [[-0.05151151493191719, 0.008207003585994244, ... ... [0.9990921, 0.9990921, 0.9990921, 0.9990921, 0...\n","2 [[0.06880538910627365, 0.019250545650720596, -... ... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ...\n","3 [[0.004764210432767868, 0.02767191268503666, -... ... [0.99999833, 0.99999833, 0.99999833, 0.9999983...\n","4 [[0.005740134511142969, -0.07702188938856125, ... ... [0.9999976, 0.9999976, 0.9999976, 0.9999976, 0...\n","5 [[0.01067020371556282, -0.043228134512901306, ... ... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, ...\n","6 [[0.010801736265420914, -0.07724311947822571, ... ... [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]\n","7 [[-0.02455853298306465, 0.0005475726793520153,... ... [1.0, 1.0, 1.0, 1.0]\n","8 [[0.023403575643897057, 0.017464611679315567, ... ... [0.99998355, 0.99998355, 0.99998355, 0.99998355]\n","9 [[-0.046517230570316315, -0.025949953123927116... ... [0.9999989, 0.9999989, 0.9999989, 0.9999989, 0...\n","10 [[0.003245882224291563, -0.0133398761972785, -... ... [0.9998863, 0.9998863, 0.9998863, 0.9998863, 0...\n","\n","[11 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":378},"id":"sCsy1PS_5Oc_","executionInfo":{"status":"ok","timestamp":1620073323907,"user_tz":-120,"elapsed":1576,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c721282a-b570-44e6-ac05-f2d8820041da"},"source":["# If you configure the output level to document, you get one sentiment label for the entire row.\n","# 1 to 1 mapping between row and labels.\n","sentiment_pipe.predict(movie_reviews, output_level='document')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence_embedding_imdbsentencesentimentdocumentorigin_indexsentiment_confidence
0[0.021378064528107643, 0.058234769850969315, -...[I thought this was a wonderful way to spend t...posI thought this was a wonderful way to spend ti...01.000000
1[-0.005944231990724802, -0.05775683373212814, ...[Basically there's a family where a little boy...negBasically there's a family where a little boy ...10.999661
2[0.05090215429663658, 0.04202255234122276, -0....[Petter Mattei's 'Love in the Time of Money' i...posPetter Mattei's 'Love in the Time of Money' is...21.000000
3[-0.027248885482549667, 0.0074381157755851746,...[Probably my all-time favorite movie, a story ...posProbably my all-time favorite movie, a story o...31.000000
4[-0.03813941031694412, -0.03322296217083931, 0...[I sure would like to see a resurrection of a ...posI sure would like to see a resurrection of a u...41.000000
5[0.0529070682823658, 0.051987115293741226, 0.0...[This show was an amazing, fresh & innovative ...posThis show was an amazing, fresh & innovative i...50.986852
6[0.0682281032204628, -0.022019388154149055, -0...[Encouraged by the positive comments about thi...negEncouraged by the positive comments about this...61.000000
7[-0.0654454156756401, 0.005620448384433985, -0...[If you like original gut wrenching laughter y...posIf you like original gut wrenching laughter yo...71.000000
8[0.029466671869158745, -0.03923017159104347, -...[Phil the Alien is one of those quirky films w...posPhil the Alien is one of those quirky films wh...80.849794
9[-0.05255771800875664, -0.05770969018340111, -...[I saw this movie when I was about 12 when it ...posI saw this movie when I was about 12 when it c...90.999759
10[0.03336203098297119, -0.059207797050476074, -...[So im not a big fan of Boll's work but then a...negSo im not a big fan of Boll's work but then ag...100.925236
\n","
"],"text/plain":[" sentence_embedding_imdb ... sentiment_confidence\n","0 [0.021378064528107643, 0.058234769850969315, -... ... 1.000000\n","1 [-0.005944231990724802, -0.05775683373212814, ... ... 0.999661\n","2 [0.05090215429663658, 0.04202255234122276, -0.... ... 1.000000\n","3 [-0.027248885482549667, 0.0074381157755851746,... ... 1.000000\n","4 [-0.03813941031694412, -0.03322296217083931, 0... ... 1.000000\n","5 [0.0529070682823658, 0.051987115293741226, 0.0... ... 0.986852\n","6 [0.0682281032204628, -0.022019388154149055, -0... ... 1.000000\n","7 [-0.0654454156756401, 0.005620448384433985, -0... ... 1.000000\n","8 [0.029466671869158745, -0.03923017159104347, -... ... 0.849794\n","9 [-0.05255771800875664, -0.05770969018340111, -... ... 0.999759\n","10 [0.03336203098297119, -0.059207797050476074, -... ... 0.925236\n","\n","[11 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":6}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/spam_classification.ipynb b/examples/colab/component_examples/classifiers/spam_classification.ipynb deleted file mode 100644 index d5393ad1..00000000 --- a/examples/colab/component_examples/classifiers/spam_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"spam_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ZE4c3HMSkGGu"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/spam_classification.ipynb)\n","\n","\n","# Spam Classification with NLU\n","\n","Spam is a problem of increasing size and occurence. \n","Fortunately we can leverage the structure of natural language with the latest deep learning algorithms with NLU in just one line.\n","\n","\n","The Spam classifier model uses universal sentence embeddings and is trained with the classifierdl algorithm provided by Spark NLP."]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620072890611,"user_tz":-120,"elapsed":102472,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4021ff86-45f8-45f0-84eb-a571ece685e8"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 20:13:08-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 20:13:08 (40.9 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 66kB/s \n","\u001b[K |████████████████████████████████| 153kB 43.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 48.9MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":354},"executionInfo":{"status":"ok","timestamp":1620073015152,"user_tz":-120,"elapsed":226996,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0a3189f1-92fa-4bba-d13a-b276f14e2b97"},"source":["news_pipe = nlu.load('en.classify.spam')\n","news_pipe.predict(['Please sign up for this FREE membership it costs $$NO MONEY$$ just your mobile number!', 'Order our AMAZING product now, instant weight loss and hair gain!', 'Bill please be at the meeeting in the lunch room at 2PM.'])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["classifierdl_use_spam download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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spamtextdocumentsentence_embedding_tfhub_usesentenceorigin_indexspam_confidence_confidence
0[spam]Please sign up for this FREE membership it cos...Please sign up for this FREE membership it cos...[[0.008322705514729023, 0.009957313537597656, ...[Please sign up for this FREE membership it co...0[1.0]
1[spam]Order our AMAZING product now, instant weight ...Order our AMAZING product now, instant weight ...[[0.03330731764435768, -0.047974273562431335, ...[Order our AMAZING product now, instant weight...8589934592[0.99997854]
2[ham]Bill please be at the meeeting in the lunch ro...Bill please be at the meeeting in the lunch ro...[[0.03500664234161377, 0.041489869356155396, -...[Bill please be at the meeeting in the lunch r...8589934593[1.0]
\n","
"],"text/plain":[" spam ... spam_confidence_confidence\n","0 [spam] ... [1.0]\n","1 [spam] ... [0.99997854]\n","2 [ham] ... [1.0]\n","\n","[3 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"058LbTT5yTMl"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/toxic_classification.ipynb b/examples/colab/component_examples/classifiers/toxic_classification.ipynb deleted file mode 100644 index a511665b..00000000 --- a/examples/colab/component_examples/classifiers/toxic_classification.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"toxic_classification.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"pXAJHMWpHbfU"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/toxic_classification.ipynb)\n","\n","# Toxic text classification with NLU\n","\n","\n","\n","# 1. Install Java and\n"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620088494008,"user_tz":-120,"elapsed":112384,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"762d45b3-0d35-4fa8-c326-ed758eace623"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:33:01-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-04 00:33:02 (38.1 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 63kB/s \n","\u001b[K |████████████████████████████████| 153kB 55.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 25.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 56.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"bf6HiUL2ITeU"},"source":["# 2. Load toxic model and predict classes for sample string"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":237},"executionInfo":{"status":"ok","timestamp":1620088641897,"user_tz":-120,"elapsed":260264,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c94352eb-5899-4823-f13e-0c16a01f7f60"},"source":["import nlu\n","toxic_pipe = nlu.load('en.classify.toxic')\n","toxic_pipe.predict('You are to stupid')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["multiclassifierdl_use_toxic download started this may take some time.\n","Approximate size to download 11.6 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetoxicorigin_indextextsentence_embedding_tfhub_usetoxic_confidence_confidence
0You are to stupid[You are to stupid][toxic, insult]8589934592You are to stupid[[-0.03398505970835686, 0.0007853527786210179,...[0.968485, 0.968485]
\n","
"],"text/plain":[" document ... toxic_confidence_confidence\n","0 You are to stupid ... [0.968485, 0.968485]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"Nwa23gTdIb6Z"},"source":["# 3. Download sample dataset"]},{"cell_type":"code","metadata":{"id":"gpeS8DWBlrun","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620088652780,"user_tz":-120,"elapsed":271142,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7c23dd36-e775-4b0f-e9dd-3be350d4c272"},"source":["# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","import pandas as pd\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:37:21-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.106.182\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.106.182|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 47.4MB/s in 5.6s \n","\n","2021-05-04 00:37:27 (43.7 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"TqfyoFhgIhHk"},"source":["# 4. Predict on pandas dataset and visualize predictions\n","\n"]},{"cell_type":"code","metadata":{"id":"3V5l-B6nl43U","colab":{"base_uri":"https://localhost:8080/","height":566},"executionInfo":{"status":"ok","timestamp":1620088672489,"user_tz":-120,"elapsed":290845,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8890df86-0348-4e2b-d2e6-72ca0f0b47c5"},"source":["toxic_pipe = nlu.load('toxic')\n","df['text'] = df['comment']\n","toxic_predictions = toxic_pipe.predict(df['text'].iloc[0:1000], output_level='document')\n","toxic_predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["multiclassifierdl_use_toxic download started this may take some time.\n","Approximate size to download 11.6 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetoxicorigin_indextextsentence_embedding_tfhub_usetoxic_confidence_confidence
0NC and NH.[NC and NH.]NaN0NC and NH.[-0.06570463627576828, -0.03522052243351936, -...NaN
1You do know west teams play against west teams...[You do know west teams play against west team...NaN1You do know west teams play against west teams...[-0.0254225991666317, 0.05448468029499054, -0....NaN
2They were underdogs earlier today, but since G...[They were underdogs earlier today, but since ...NaN2They were underdogs earlier today, but since G...[-0.0035701016895473003, -0.030124755576252937...NaN
3This meme isn't funny none of the \"new york ni...[This meme isn't funny none of the \"new york n...NaN3This meme isn't funny none of the \"new york ni...[0.06464719027280807, -0.023972544819116592, -...NaN
4I could use one of those tools.[I could use one of those tools.]NaN4I could use one of those tools.[0.028676817193627357, 0.0199710875749588, 0.0...NaN
........................
995Have you bound your pistol on mouse wheel?[Have you bound your pistol on mouse wheel?]NaN8589935087Have you bound your pistol on mouse wheel?[-0.04123315587639809, 0.049579471349716187, -...NaN
996Imagine showing that to someone a little over ...[Imagine showing that to someone a little over...NaN8589935088Imagine showing that to someone a little over ...[0.0263528935611248, -0.06056991219520569, -0....NaN
997I wish Schumer and Reid had not endorsed Keith...[I wish Schumer and Reid had not endorsed Keit...NaN8589935089I wish Schumer and Reid had not endorsed Keith...[0.07649341225624084, 0.05448545515537262, -0....NaN
998yeah, god forbid jesse look out for his fans b...[yeah, god forbid jesse look out for his fans ...[toxic]8589935090yeah, god forbid jesse look out for his fans b...[0.049849480390548706, -0.054164644330739975, ...[0.60551816]
999Beer city USA[Beer city USA]NaN8589935091Beer city USA[-0.05082784965634346, -0.045025862753391266, ...NaN
\n","

1000 rows × 7 columns

\n","
"],"text/plain":[" document ... toxic_confidence_confidence\n","0 NC and NH. ... NaN\n","1 You do know west teams play against west teams... ... NaN\n","2 They were underdogs earlier today, but since G... ... NaN\n","3 This meme isn't funny none of the \"new york ni... ... NaN\n","4 I could use one of those tools. ... NaN\n",".. ... ... ...\n","995 Have you bound your pistol on mouse wheel? ... NaN\n","996 Imagine showing that to someone a little over ... ... NaN\n","997 I wish Schumer and Reid had not endorsed Keith... ... NaN\n","998 yeah, god forbid jesse look out for his fans b... ... [0.60551816]\n","999 Beer city USA ... NaN\n","\n","[1000 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"WdnY9n1LTmed","colab":{"base_uri":"https://localhost:8080/","height":354},"executionInfo":{"status":"ok","timestamp":1620088672839,"user_tz":-120,"elapsed":291191,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8c2fa9c8-125d-44f5-bf28-989303d4fed9"},"source":["toxic_predictions.explode('toxic').toxic.value_counts().plot.bar(title='Counts of Toxic predicted sentences')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"2j0JyTVWIm95"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/classifiers/unsupervised_keyword_extraction_with_YAKE.ipynb b/examples/colab/component_examples/classifiers/unsupervised_keyword_extraction_with_YAKE.ipynb deleted file mode 100644 index 38c96410..00000000 --- a/examples/colab/component_examples/classifiers/unsupervised_keyword_extraction_with_YAKE.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"unsupervised_keyword_extraction_with_YAKE.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"s4ljYpQNp50r"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/classifiers/unsupervised_keyword_extraction_with_YAKE.ipynb)\n","\n","\n","# Unsupervised keyword extraction with NLU using the YAKE algorithm\n","\n","We can use the YAKE algorithm to extract keywords from text data.\n","\n","Yake is an Unsupervised, Corpus-Independent, Domain and Language-Independent and Single-Document keyword extraction algorithm.\n","\n"," Yake is a novel feature-based system for multi-lingual keyword extraction, which supports texts of different sizes, domain or languages. Unlike other approaches, It follows an unsupervised approach which builds upon features extracted from the text, making it thus applicable to documents written in different languages without the need for further knowledge. This can be beneficial for a large number of tasks and a plethora of situations where access to training corpora is either limited or restricted.\n","\n"," \n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620088842965,"user_tz":-120,"elapsed":112472,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0116b9bf-9189-4b1f-c1e0-d0257c558d0c"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:38:50-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.108.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-04 00:38:50 (1.72 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 77kB/s \n","\u001b[K |████████████████████████████████| 153kB 56.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 24.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 60.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"kHtLKNXDtZf5"},"source":["# 2. Load the Yake model and predict some sample keywords"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":147},"executionInfo":{"status":"ok","timestamp":1620088881507,"user_tz":-120,"elapsed":151007,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"eda904ec-0292-4eb9-e78c-328eb4293fce"},"source":["import nlu\n","keyword_pipe = nlu.load('yake')\n","keyword_pipe.predict('gotta love the teachers who give exams on the day after halloween')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentencetokentextkeywords_confidencedocumentorigin_indexkeywords
0[gotta love the teachers who give exams on the...[gotta, love, the, teachers, who, give, exams,...gotta love the teachers who give exams on the ...[0.5309364299940568, 0.6388072684290906, 0.389...gotta love the teachers who give exams on the ...8589934592[gotta, give, halloween]
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"],"text/plain":[" sentence ... keywords\n","0 [gotta love the teachers who give exams on the... ... [gotta, give, halloween]\n","\n","[1 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"5lrDNzw3tcqT"},"source":["3.1 Download sample dataset"]},{"cell_type":"code","metadata":{"id":"gpeS8DWBlrun","colab":{"base_uri":"https://localhost:8080/","height":602},"executionInfo":{"status":"ok","timestamp":1620088893732,"user_tz":-120,"elapsed":163227,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"62a0a1c5-4238-448e-9aac-384c635f4a37"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://ckl-it.de/wp-content/uploads/2020/11/60kstackoverflow.csv -P /tmp\n","# Load dataset to Pandas\n","p = '/tmp/60kstackoverflow.csv'\n","df = pd.read_csv(p)\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 00:41:21-- https://ckl-it.de/wp-content/uploads/2020/11/60kstackoverflow.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 50356825 (48M) [text/csv]\n","Saving to: ‘/tmp/60kstackoverflow.csv’\n","\n","60kstackoverflow.cs 100%[===================>] 48.02M 4.91MB/s in 11s \n","\n","2021-05-04 00:41:32 (4.48 MB/s) - ‘/tmp/60kstackoverflow.csv’ saved [50356825/50356825]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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IdTitleBodyTagsCreationDateY
034552656Java: Repeat Task Every Random Seconds<p>I'm already familiar with repeating tasks e...<java><repeat>2016-01-01 00:21:59LQ_CLOSE
134553034Why are Java Optionals immutable?<p>I'd like to understand why Java 8 Optionals...<java><optional>2016-01-01 02:03:20HQ
234553174Text Overlay Image with Darkened Opacity React...<p>I am attempting to overlay a title over an ...<javascript><image><overlay><react-native><opa...2016-01-01 02:48:24HQ
334553318Why ternary operator in swift is so picky?<p>The question is very simple, but I just cou...<swift><operators><whitespace><ternary-operato...2016-01-01 03:30:17HQ
434553755hide/show fab with scale animation<p>I'm using custom floatingactionmenu. I need...<android><material-design><floating-action-but...2016-01-01 05:21:48HQ
.....................
4499560461435Convert List<String> to string C# - asp.net - ...<p>I am new to this and I am asking for help t...<c#><asp.net><sql-server>2020-02-29 02:22:18LQ_CLOSE
4499660461754Does Python execute code from the top or botto...<p>I am working on learning Python and was won...<python>2020-02-29 03:33:59LQ_CLOSE
4499760462001how to change payment date in Azure?<p>It looks like it costs 8 days per month in ...<azure><billing>2020-02-29 04:34:16LQ_CLOSE
4499860465318how to implement fill in the blank in Swift<p>\"I _____ any questions.\"</p>\\n\\n<p>I want t...<ios><swift>2020-02-29 12:50:43LQ_CLOSE
4499960468018How can I make a c# application outside of vis...<p>I'm very new to programming and I'm teachin...<c#><visual-studio>2020-02-29 17:55:56LQ_CLOSE
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45000 rows × 6 columns

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"],"text/plain":[" Id ... Y\n","0 34552656 ... LQ_CLOSE\n","1 34553034 ... HQ\n","2 34553174 ... HQ\n","3 34553318 ... HQ\n","4 34553755 ... HQ\n","... ... ... ...\n","44995 60461435 ... LQ_CLOSE\n","44996 60461754 ... LQ_CLOSE\n","44997 60462001 ... LQ_CLOSE\n","44998 60465318 ... LQ_CLOSE\n","44999 60468018 ... LQ_CLOSE\n","\n","[45000 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"uLWu8DG3tfjz"},"source":["## 3.2 Predict on sample dataset\n","NLU expects a text column, thus we must create it from the column that contains our text data"]},{"cell_type":"code","metadata":{"id":"3V5l-B6nl43U","colab":{"base_uri":"https://localhost:8080/","height":626},"executionInfo":{"status":"ok","timestamp":1620089043974,"user_tz":-120,"elapsed":313464,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"46f6af6c-5e3f-47c1-8ca5-b1f96a145b73"},"source":["keyword_pipe = nlu.load('yake')\n","keyword_predictions = keyword_pipe.predict(df['Title'])\n","keyword_predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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1[Why are Java Optionals immutable?][Why, are, Java, Optionals, immutable, ?]Why are Java Optionals immutable?[0.5798862558280943, 0.5798862558280943, 0.506...Why are Java Optionals immutable?1[java, optionals, java optionals]
2[Text Overlay Image with Darkened Opacity Reac...[Text, Overlay, Image, with, Darkened, Opacity...Text Overlay Image with Darkened Opacity React...[0.26804494089513314, 0.1840422979793308, 0.16...Text Overlay Image with Darkened Opacity React...2[native, react native, opacity react native]
3[Why ternary operator in swift is so picky?][Why, ternary, operator, in, swift, is, so, pi...Why ternary operator in swift is so picky?[0.749415309854081, 0.749415309854081, 0.74941...Why ternary operator in swift is so picky?3[operator, swift, picky]
4[hide/show fab with scale animation][hide/show, fab, with, scale, animation]hide/show fab with scale animation[0.749415309854081, 0.35454977464777665, 0.361...hide/show fab with scale animation4[scale, animation, scale animation]
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44995[Convert List<String> to string C# - asp.net -...[Convert, List<String>, to, string, C#, -, asp...Convert List<String> to string C# - asp.net - ...[0.5158447575919991, 0.598088886267735, 0.5569...Convert List<String> to string C# - asp.net - ...8589957059[convert, sql, sql server]
44996[Does Python execute code from the top or bott...[Does, Python, execute, code, from, the, top, ...Does Python execute code from the top or botto...[0.5957413617872535, 0.38901365812444827, 0.61...Does Python execute code from the top or botto...8589957060[python, script, python execute]
44997[how to change payment date in Azure?][how, to, change, payment, date, in, Azure, ?]how to change payment date in Azure?[0.749415309854081, 0.749415309854081, 0.57988...how to change payment date in Azure?8589957061[change, date, azure]
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[make, application, outside]\n","\n","[45000 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"51gbhpalss1f"},"source":["# 3. Checkout the count of each predicted keyword. \n","To do that, we need to eplode the keywords column first and then we can use the value_counts function to get the count of each keyword. "]},{"cell_type":"code","metadata":{"id":"WdnY9n1LTmed","colab":{"base_uri":"https://localhost:8080/","height":632},"executionInfo":{"status":"ok","timestamp":1620089188423,"user_tz":-120,"elapsed":457908,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"20ec9ee1-1360-40a2-abf7-4ca9f6c64c6f"},"source":["keyword_pipe = nlu.load('yake')\n","keyword_predictions = keyword_pipe.predict(df['Title'])\n","keyword_predictions.explode('keywords').keywords.value_counts()[0:100].plot.bar(title='Top 100 Keywords in Stack Overflow Questions', figsize=(20,8))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fWhCd-z3t8fB"},"source":["# 4. Lets configure the model \n","\n","You can configure the following parameters for YAKE : \n","\n","- setMinNGrams(int) Select the minimum length of a extracted keyword\n","- setMaxNGrams(int) Select the maximum length of a extracted keyword\n","- setNKeywords(int) Extract the top N keywords\n","- setStopWords(list) Set the list of stop words\n","- setThreshold(float) Each keyword will be given a keyword score greater than 0. (Lower the score better the keyword) Set an upper bound for the keyword score from this method.\n","- setWindowSize(int) Yake will construct a co-occurence matrix. You can set the - window size for the cooccurence matrix construction from this method. ex: - windowSize=2 will look at two words to both left and right of a candidate word."]},{"cell_type":"code","metadata":{"id":"bjYUPe4Tt9J9","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620089188424,"user_tz":-120,"elapsed":457904,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c604b0e2-20cb-459d-cd23-4ceeab4479db"},"source":["keyword_pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['yake'] has settable params:\n","pipe['yake'].setMinNGrams(1) | Info: Minimum N-grams a keyword should have | Currently set to : 1\n","pipe['yake'].setMaxNGrams(3) | Info: Maximum N-grams a keyword should have | Currently set to : 3\n","pipe['yake'].setNKeywords(3) | Info: Number of Keywords to extract | Currently set to : 3\n","pipe['yake'].setWindowSize(3) | Info: Window size for Co-Occurrence | Currently set to : 3\n","pipe['yake'].setThreshold(-1.0) | Info: Keyword Score threshold | Currently set to : -1.0\n","pipe['yake'].setStopWords(['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', 'her', 'hers', 'herself', 'it', 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', 'should', 'now', \"i'll\", \"you'll\", \"he'll\", \"she'll\", \"we'll\", \"they'll\", \"i'd\", \"you'd\", \"he'd\", \"she'd\", \"we'd\", \"they'd\", \"i'm\", \"you're\", \"he's\", \"she's\", \"it's\", \"we're\", \"they're\", \"i've\", \"we've\", \"you've\", \"they've\", \"isn't\", \"aren't\", \"wasn't\", \"weren't\", \"haven't\", \"hasn't\", \"hadn't\", \"don't\", \"doesn't\", \"didn't\", \"won't\", \"wouldn't\", \"shan't\", \"shouldn't\", \"mustn't\", \"can't\", \"couldn't\", 'cannot', 'could', \"here's\", \"how's\", \"let's\", 'ought', \"that's\", \"there's\", \"what's\", \"when's\", \"where's\", \"who's\", \"why's\", 'would']) | Info: the words to be filtered out. by default it's english stop words from Spark ML | Currently set to : ['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', 'her', 'hers', 'herself', 'it', 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', 'should', 'now', \"i'll\", \"you'll\", \"he'll\", \"she'll\", \"we'll\", \"they'll\", \"i'd\", \"you'd\", \"he'd\", \"she'd\", \"we'd\", \"they'd\", \"i'm\", \"you're\", \"he's\", \"she's\", \"it's\", \"we're\", \"they're\", \"i've\", \"we've\", \"you've\", \"they've\", \"isn't\", \"aren't\", \"wasn't\", \"weren't\", \"haven't\", \"hasn't\", \"hadn't\", \"don't\", \"doesn't\", \"didn't\", \"won't\", \"wouldn't\", \"shan't\", \"shouldn't\", \"mustn't\", \"can't\", \"couldn't\", 'cannot', 'could', \"here's\", \"how's\", \"let's\", 'ought', \"that's\", \"there's\", \"what's\", \"when's\", \"where's\", \"who's\", \"why's\", 'would']\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4962d0ab) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@4962d0ab\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"j2sKSJnJumGl"},"source":["## 4.1 Lets configure the Yake model to give us 5 Keywords instead of 3"]},{"cell_type":"code","metadata":{"id":"IoqUSGNUulch","colab":{"base_uri":"https://localhost:8080/","height":578},"executionInfo":{"status":"ok","timestamp":1620089467362,"user_tz":-120,"elapsed":736838,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"955a7186-07a8-4dea-c80c-3cdb0ceef6be"},"source":["keyword_pipe['yake'].setNKeywords(3) \n","keyword_predictions = keyword_pipe.predict(df['Title'])\n","keyword_predictions\n","keyword_predictions.explode('keywords').keywords.value_counts()[0:100].plot.bar(title='Count of top 100 predicted keywords with new parameters.', figsize=(20,8))\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"mpoXJLoPvDBf"},"source":["## 4.2 Lets have some fun and play with YAKES parameters ad configure min,max N gram and window size and see how our plot differs from before!\n","\n","This is definetly fun and yields some interesting results. \n","\n","Have fun playing around!"]},{"cell_type":"code","metadata":{"id":"6sGuv07quMLY","colab":{"base_uri":"https://localhost:8080/","height":766},"executionInfo":{"status":"ok","timestamp":1620090555402,"user_tz":-120,"elapsed":4450,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ba4bd04f-2492-48eb-d73c-fa062e6737b5"},"source":["keyword_pipe['yake'].setMinNGrams(5) \n","keyword_pipe['yake'].setNKeywords(10) \n","keyword_pipe['yake'].setMaxNGrams(10) \n","keyword_pipe['yake'].setWindowSize(6)\n","keyword_predictions = keyword_pipe.predict(df['Title'])\n","keyword_predictions.explode('keywords').keywords.value_counts()[0:100].plot.bar(title='Count of top 100 predicted keywords with new parameters.', figsize=(20,8))\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":9},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABH4AAALcCAYAAACRsXfGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzde7h0dVk38O8t4PmMTwimYh4q08QiPOYxSyVT08wTkVlkHtLq9U1NzUMqlofU1NIXlTzlCRMFE1LBTFMfFBDEI6IoCI+agmYq+Hv/WGvLsJnZe2bv/cDw8/O5rrmePWvuWeueNWvNrPV91lpTrbUAAAAA0J/LXNINAAAAALBzCH4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBgAlVdd+qOr2qvlNVt7yk+7m0qqpWVTca//7HqnrKxTDN36+qD854bO+xp113dh87Q1WdVlW/tpPG/ZCqOmqNx+9UVV/ZGdMGAHY+wQ8AO0VVPbiqto8ByplV9e6quv3FMN0fBw4b9Lwkj26tXbm19omdMP6ZqupmVfWeqvp6VbUpj1+zqt5eVd+tqi9V1YNXPf7gcfh3q+pfq+qaO6PPRbXWHtFae+Z6dVV1TFX94cXRExdorb2+tfbrK/d35jLOhQnVALg4CH4A2HJV9edJ/j7Js5PskeR6SV6W5N6XZF9zun6Sky+haf8wyZuTPHzG4y9N8oMM8/QhSV5eVb+QJOO//5TkgPHx/8kwzzft0nqUzKWReX3JurTN/0tbvwBcMgQ/AGypqrpakmckeVRr7bDW2ndbaz9srb2ztfb4seZyVfX3VXXGePv7qrrc+NhFTtdZddrQa6rqpVV1RFWdW1Ufqaobjo99YHzKCeORRr87pb/LVNWTxyNjzq6qf66qq409fSfJLuPzvzDluVPHX1V/VFWfr6pvVtXhVbXXqt7/tKpOHY/k+buqmvr921r7TGvtkEwJnqrqSknul+QprbXvtNY+mOTwDEFPMgRB72ytfaC19p0kT0ny21V1lWnTWquv8T34z6p6YVV9I8nTxvnzvKr6clWdNZ6+dYWJ8T1+PLLrjKr6g1XTek1V/c3E/XtX1fFVdU5VfaGq7l5Vz0ryq0n+YZy3/zDW/lxVHT3O289U1QMmxrP7OL/PqaqPJrnhtNc64/Xfr4bTp242LhNPGHv5RlW9eeVoqXE5e8yq555YwymBT6+ql4zDdhuPtPq78f4Vqup/J8bzW1V1clV9azyy6ecnxndaVf1lVZ2Y5LtVtWtVHTAuo9+oqr9aNf39ajia7pzxvXjBjNd4bFXdb/z7duN7vv94/65Vdfz494/XubXWoar6i3GdObOqHrbGvD2mqp45LkPnVtVRVXWticdvXVUfGufFCVV1p3H4navqkxN1R1fVxybu/0dV3WfGNNdanm9YVe8b5+XXq+r1VXX1deb/yvJwblV9qqruO1E/uX58a5zmbcfhp4/z6MCJ+qnrTg3r9LuT7DXO6+9U1V7rLI8rpyw+vKq+nOR9VXX5qnrdWPutqvpYVe0x6/0B4CeP4AeArXabJJdP8vY1av4qya2T7JPkFkn2S/LkBabxwCRPT3KNJJ9P8qwkaa3dYXz8FuOpWm+a8tzfH293TvIzSa6c5B9aa99vrV154vkXCRGmjb+q7pLkOUkekGTPJF9K8i+rnnrfJPsm+aUMRz39QRZ3kyTntdY+OzHshCS/MP79C+P9lV6/kOHooJusMc61+rpVklMzHD30rCQHj+PaJ8mNklwnyVOTpKrunuT/JLlbkhsnmXktmqraL8k/J3l8kqsnuUOS01prf5XkP3LBaXaPHneMj07yhiQ/leF9f1lV3XQc3UuT/G+G+f4HmXO+jqHFc5P8WmvtpCSPSXKfJHdMsleS/x7HnSSHJnnoxHNvMb72I5Icm+RO40O/kuRr4+tJhvXgM621b1bVTZK8McnjkmxLcmSSd1bVZSfaelCS/cd5cpMkL88Q6u2VZPckPz1R+6IkL2qtXTVD2PXmGS91sr87Zng/7zBx/9jVT1hjHbp2kquNr/3hSV5aVdeYMd0keXCSh2V43y6bYflIVa3Mu79Jcs1x+NuqaluS/0py46q6VlXtluQXM4QiV6khZNw3wzIyy6zluTKso3sl+fkk103ytFXP/fH8b62dl+QLGYLIq2X4rHldVe05UX+rJCdmeG/ekGGd/5UM68ZDMwSYK58nU9ed1tp3k9wjyRnjvL5ya+2MrL08rrjj+Fp+I8mBY5/XHft5RJLvrTGfAPgJI/gBYKvtnuTr487TLA9J8ozW2tmttR0ZdqwOWKN+tbe31j46TuP1GXao5vWQJC9orZ06HhnzxCQPrI2fMvGQJK9qrX28tfb9cXy3qaq9J2qe21r7ZmvtyxlOgXvQBqZz5STnrBr27SRXmXj822s8Ps1afZ3RWnvJOI//N8lBSf5srD83w2l8DxxrH5Dk1a21k8ad2aetMc2HZ5hfR7fWftRa+2pr7dMzan8zQyj06tbaeeM1l96W5HeqapcMR0A9dTyq7KQMIc16HpchdLpTa+3z47BHJPmr1tpXxvfwaUnuPy4Thye5SVXdeKw9IMmbWms/SPLhDEHF7hkClUOSXGfc4Z8MVn43yRHja/5hhutIXSHJbSf6enFr7fTW2veS3D/Ju8ajt76f4eitH03U/jDJjarqWuPRX/8147UeO/aRsb/nTNyfGvys4YcZ1tkfttaOTPKdJD+7Rv2rW2ufHV/Pm3PBOvrQJEe21o4c3/+jk2xPcs+x9mNjr7+cIcj8zyS3yxAUf6619o01pjl1eW6tfX6c998fP29eMDEfVkzO/7TW3tJaO2Ps8U1JPpchoF7xxXG5PD/JmzKELs8Yp3FUhtD1RlVVWXvdmWat5XHF08bl/nsZ3pvdk9yotXZ+a+241trqzwoAfoIJfgDYat9Icq11gpS9MhwZs+JL47B5fW3i7//JEHrMa9q0d81wZMtGXGh8Y5j0jQz/q7/i9FXTW+S1rvhOkquuGnbVJOfO+fg0a/U1+di2JFdMctx4Ksm3kvzbODzj81aPa5brZjiaYh7XT3KrlWmO031IhqNPtmV43+ad7orHJ3lpa23ygrrXT/L2iWmckuT8JHu01v43w479Q8dThx6U5LVJMu50b88QItwhQ5DyoQxBxWSwsnoZ+dHY96xl5ELzcwzTJgOPh2c4guTT42k9vznjtX44Q2i1R4bg5Z+TXHc87Wq/JB+Y8bxpvrEqzF1vvZu1jl4/Q3A3+Z7ePsNRW8kFRymtzM9jMszLeYKqqctzVe1RVf9SVV+tqnOSvC7JtdZ4bqrq92o4HXGlx5utes5ZE3+vhEWrh105668708xcHmf0+9ok70nyLzWcavm34xFTAJBE8APA1vtwku9nOFVhljMy7NysuN44LEm+m2FHKUlSVdfe4v6mTfu8XHhHbsPjG09P2j3JVydqrrtqemdkcZ9NsuvEkSfJcJrcyvWATh7vr/TxM0kuNz5vlrX6mvxVsa9n2JH9hdba1cfb1SZOjTtzyrhmOT2zr8Wz+pfMTk9y7MQ0rz6eDvMnSXZkeN/mne6KX0/y5BqvfTMxnXusms7lW2sr7+GhGQKnuyb5n9bahyeee2ySuyS5ZYajVY7NcPrNZLCyehmpse/JZWTytV9oflbVFTMsU0Nha59rrT0ow2lUz03y1nG5u5DW2v8kOS7JY5OcNB6l9KEkf57kC621r8+eTTvN6Uleu2peX6m1dvD4+OrgZ+WopXmCn1nL87MzzN+bj6fHPTTD6V+Tfjz/q+r6SV6Z5NFJdm+tXT3JSVOeM4/11p2L/Hpf1l8eL/S88Sisp7fWbprhKLLfTPJ7G+gVgE4JfgDYUq21b2e49stLq+o+VXXFGi58e4+q+tux7I0Zdr63jUcfPDXD/8In43Vrqmqfqrp81j5taJqzMly7Z5Y3JvmzqrrBeErOszOcurPWqWlrjf+NSR429nu5cXwfaa2dNlHz+Kq6RlVdN8NO+LRrD6UGl89wTZSMF229XPLjoz4OS/KMqrpSVd0uw3VMXjs+/fVJ7lVVvzqGAM9Icth4asksc/U1HqHyyiQvrKqfGnu7TlX9xljy5iS/X1U3HUOKv15jmodkmF93HS9ie52q+rnxsdXz9l0Zjlg5YFyGdquqX6mqnx9PsTksw4Wnrzhe9+fArO/kJHfPsHz+1jjsH5M8a9zhz7hc/vgX6Mag50dJnp8L5veKYzPsZH9qDFaOSfKHGU4F2jExf/YfX/NuSf4iQzj6oRk9vjXJb1bV7cfrAD0jE9tsVfXQqto2vi/fGgf/aMp4Vvp7dC4ITY5ZdX+a9dahzXhdhuX0N6pql3EZv1NVrVzD6EMZTiHbL8lHW2snZzzyK+sfoTRreb5KhiPivj1eY+jx64znShmClR3Jj68JdbOFXuVojnXnrCS713BR/BVrLo+r1XBR7JuPpz+ek+HUr1nLAwA/gQQ/AGy51trzMxxV8OQMO0+nZ9jZ/Nex5G8ynCJzYpJPJvn4OCxtuHjxM5L8e4bralzoF77m8LQkh46nSTxgyuOvyrDz/oEkX8xw/ZrHTKmba/yttX/PcA2Wt2U4UuOGuej1O96R4ciL4zNc2PaQGeO+foajA1aO4vleks9MPP7IDNeGOTtD4PQn445xxn8fkSEAOjvDzu4j13kt8/aVJH+Z4ULa/zWeLvPvGa/x0lp7d4ZrqrxvrHnfrJG01j6a4aK/L8xwDaJjc8HRMC/KcC2T/66qF4+h1a9nmJ9nZDh96LkZjmRKhmXqyuPw1yR59Tqvd6WHEzIcFfHKqrrHON3DkxxVVedmuMjwrVY97Z+T3DwXBJQrPpThPVkJJT6VYZn6cUjRWvtMhqNMXpLhCJB7JbnXGBRN6+/kJI/KcNHgMzNc3Hfy1LS7Jzm5hl+he1GSB65cm2aKYzMsCx+YcX+ap2XtdWjDWmunZwgsn5QLPhsen3GbdAw4P57k5In58+EkX2qtnb3O6Gctz0/PcMHnb4/DD1unx09lCPk+nCGYuXmGaw1t1FrrzqczrMunjvN7r8y3PE66doaw8JwMp4UdmzGgrOEXxP5xE70D0IFqbdoRpgDAVqiqluTG7YILCS+FZe1rWVXV7yU5qLV2+0u6Fy7K8gwAszniBwBgDePpa49M8opLuhcAgEUJfgAAZhivxbIjwyk/b7iE2wEAWJhTvQAAAAA65YgfAAAAgE4JfgAAAAA6tevFObFrXetabe+99744JwkAAADQteOOO+7rrbVt0x67WIOfvffeO9u3b784JwkAAADQtar60qzHnOoFAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACd2vWSmvDeTzjiIsNOO3j/S6ATAAAAgD454gcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATq0b/FTV5avqo1V1QlWdXFVPH4e/pqq+WFXHj7d9dn67AAAAAMxr1zlqvp/kLq2171TVbkk+WFXvHh97fGvtrTuvPQAAAAA2at3gp7XWknxnvLvbeGs7sykAAAAANm+ua/xU1S5VdXySs5Mc3Vr7yPjQs6rqxKp6YVVdbqd1CQAAAMDC5gp+Wmvnt9b2SfLTSfarqpsleWKSn0vyK0mumeQvpz23qg6qqu1VtX3Hjh1b1DYAAAAA61noV71aa99K8v4kd2+tndkG30/y6iT7zXjOK1pr+7bW9t22bdvmOwYAAABgLvP8qte2qrr6+PcVktwtyaeras9xWCW5T5KTdmajAAAAACxmnl/12jPJoVW1S4ag6M2ttXdV1fuqaluSSnJ8kkfsxD4BAAAAWNA8v+p1YpJbThl+l53SEQAAAABbYqFr/AAAAABw6SH4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOrVu8FNVl6+qj1bVCVV1clU9fRx+g6r6SFV9vqreVFWX3fntAgAAADCveY74+X6Su7TWbpFknyR3r6pbJ3lukhe21m6U5L+TPHzntQkAAADAotYNftrgO+Pd3cZbS3KXJG8dhx+a5D47pUMAAAAANmSua/xU1S5VdXySs5McneQLSb7VWjtvLPlKkuvsnBYBAAAA2Ii5gp/W2vmttX2S/HSS/ZL83LwTqKqDqmp7VW3fsWPHBtsEAAAAYFEL/apXa+1bSd6f5DZJrl5Vu44P/XSSr854zitaa/u21vbdtm3bppoFAAAAYH7z/KrXtqq6+vj3FZLcLckpGQKg+49lByZ5x85qEgAAAIDF7bp+SfZMcmhV7ZIhKHpza+1dVfWpJP9SVX+T5BNJDtmJfQIAAACwoHWDn9baiUluOWX4qRmu9wMAAADAElroGj8AAAAAXHoIfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU+sGP1V13ap6f1V9qqpOrqrHjsOfVlVfrarjx9s9d367AAAAAMxr1zlqzkvyF621j1fVVZIcV1VHj4+9sLX2vJ3XHgAAAAAbtW7w01o7M8mZ49/nVtUpSa6zsxsDAAAAYHMWusZPVe2d5JZJPjIOenRVnVhVr6qqa2xxbwAAAABswtzBT1VdOcnbkjyutXZOkpcnuWGSfTIcEfT8Gc87qKq2V9X2HTt2bEHLAAAAAMxjruCnqnbLEPq8vrV2WJK01s5qrZ3fWvtRklcm2W/ac1trr2it7dta23fbtm1b1TcAAAAA65jnV70qySFJTmmtvWBi+J4TZfdNctLWtwcAAADARs3zq163S3JAkk9W1fHjsCcleVBV7ZOkJTktyR/vlA4BAAAA2JB5ftXrg0lqykNHbn07AAAAAGyVhX7VCwAAAIBLD8EPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQqXWDn6q6blW9v6o+VVUnV9Vjx+HXrKqjq+pz47/X2PntAgAAADCveY74OS/JX7TWbprk1kkeVVU3TfKEJO9trd04yXvH+wAAAAAsiXWDn9bama21j49/n5vklCTXSXLvJIeOZYcmuc/OahIAAACAxS10jZ+q2jvJLZN8JMkerbUzx4e+lmSPLe0MAAAAgE2ZO/ipqisneVuSx7XWzpl8rLXWkrQZzzuoqrZX1fYdO3ZsqlkAAAAA5jdX8FNVu2UIfV7fWjtsHHxWVe05Pr5nkrOnPbe19orW2r6ttX23bdu2FT0DAAAAMId5ftWrkhyS5JTW2gsmHjo8yYHj3wcmecfWtwcAAADARu06R83tkhyQ5JNVdfw47ElJDk7y5qp6eJIvJXnAzmkRAAAAgI1YN/hprX0wSc14+K5b2w4AAAAAW2WhX/UCAAAA4NJD8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECnBD8AAAAAnRL8AAAAAHRq3eCnql5VVWdX1UkTw55WVV+tquPH2z13bpsAAAAALGqeI35ek+TuU4a/sLW2z3g7cmvbAgAAAGCz1g1+WmsfSPLNi6EXAAAAALbQZq7x8+iqOnE8Fewas4qq6qCq2l5V23fs2LGJyQEAAACwiI0GPy9PcsMk+yQ5M8nzZxW21l7RWtu3tbbvtm3bNjg5AAAAABa1oeCntXZWa+381tqPkrwyyX5b2xYAAAAAm7Wh4Keq9py4e98kJ82qBQAAAOCSset6BVX1xiR3SnKtqvpKkr9Ocqeq2idJS3Jakj/eiT0CAAAAsAHrBj+ttQdNGXzITugFAAAAgC20mV/1AgAAAGCJCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFPrBj9V9aqqOruqTpoYds2qOrqqPjf+e42d2yYAAAAAi5rniJ/XJLn7qmFPSPLe1tqNk7x3vA8AAADAElk3+GmtfSDJN1cNvneSQ8e/D01yny3uCwAAAIBN2ug1fvZorZ05/v21JHtsUT8AAAAAbJFNX9y5tdaStFmPV9VBVbW9qrbv2LFjs5MDAAAAYE4bDX7Oqqo9k2T89+xZha21V7TW9m2t7btt27YNTg4AAACARW00+Dk8yYHj3wcmecfWtAMAAADAVpnn59zfmOTDSX62qr5SVQ9PcnCSu1XV55L82ngfAAAAgCWy63oFrbUHzXjorlvcCwAAAABbaNMXdwYAAABgOQl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOrXuz7kvg72fcMRFhp128P6XQCcAAAAAlx6O+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATu16STew1fZ+whFTh5928P4XW+2s+ou7FgAAAPjJ5ogfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOrXrJd0AO8/eTzhi6vDTDt7/YqudVX9x1wIAAMBPIkf8AAAAAHRK8AMAAADQKcEPAAAAQKcEPwAAAACdEvwAAAAAdErwAwAAANApwQ8AAABApwQ/AAAAAJ0S/AAAAAB0SvADAAAA0CnBDwAAAECndr2kG4CLw95POGLq8NMO3n8pa2fV76zaWfXLUDurfhlqZ9WbFzu/dlb9MtTOql+G2ln15sVy1c6qNy92fu2s+mWonVW/DLWz6s2L5aqdVW9e7PzaWfXLUDurfhlqZ9WbF+vXruaIHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6NSum3lyVZ2W5Nwk5yc5r7W271Y0BQAAAMDmbSr4Gd25tfb1LRgPAAAAAFvIqV4AAAAAndps8NOSHCx9/BkAACAASURBVFVVx1XVQdMKquqgqtpeVdt37NixyckBAAAAMK/NBj+3b639UpJ7JHlUVd1hdUFr7RWttX1ba/tu27Ztk5MDAAAAYF6bCn5aa18d/z07yduT7LcVTQEAAACweRsOfqrqSlV1lZW/k/x6kpO2qjEAAAAANmczv+q1R5K3V9XKeN7QWvu3LekKAAAAgE3bcPDTWjs1yS22sBcAAAAAtpCfcwcAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADol+AEAAADolOAHAAAAoFOCHwAAAIBOCX4AAAAAOiX4AQAAAOiU4AcAAACgU4IfAAAAgE4JfgAAAAA6JfgBAAAA6JTgBwAAAKBTgh8AAACATgl+AAAAADq1qeCnqu5eVZ+pqs9X1RO2qikAAAAANm/DwU9V7ZLkpUnukeSmSR5UVTfdqsYAAAAA2JzNHPGzX5LPt9ZOba39IMm/JLn31rQFAAAAwGZtJvi5TpLTJ+5/ZRwGAAAAwBKo1trGnlh1/yR3b6394Xj/gCS3aq09elXdQUkOGu/+bJLPTBndtZJ8fc5Jq12uPpahdln6WIbaZeljGWqXpY9LW+2y9LEMtcvSxzLULksfy1C7LH1c2mqXpY9lqF2WPpahdln6WIbaZenj0la7LH0sQ+2y9LEMtcvSx8Vde/3W2rapz2itbeiW5DZJ3jNx/4lJnrjBcW1Xu1jtsvSxDLXL0scy1C5LH8tQuyx9XNpql6WPZahdlj6WoXZZ+liG2mXp49JWuyx9LEPtsvSxDLXL0scy1C5LH5e22mXpYxlql6WPZahdlj6WoXbltplTvT6W5MZVdYOqumySByY5fBPjAwAAAGAL7brRJ7bWzquqRyd5T5JdkryqtXbylnUGAAAAwKZsOPhJktbakUmO3II+XqF24dpl6WMZapelj2WoXZY+lqF2Wfq4tNUuSx/LULssfSxD7bL0sQy1y9LHpa12WfpYhtpl6WMZapelj2WoXZY+Lm21y9LHMtQuSx/LULssfSxDbZJNXNwZAAAAgOW2mWv8AAAAALDEBD+wQVV1g3mGXQx9XG6eYcsyXpbPsizLAEAf5t22qKrLVNUDLp6u1mbbl54tffBTVb9TVVcZ/35yVR1WVb80q3a9YVX122vdVtVec63bOn1fcY7X9tx5hi3y+i4OVXWFqvrZLRrX3O/HlOdev6p+baKnq8you1xVPbiqnlRVT125zah9dlVdfeL+Narqb2a08LYpw966Vs/jOC9TVVddp+ayVfWLVXXz8Vfz1vLh9YZtcFled7wbUVU3XPkSrao7VdWfTs7zVbW7b3Z6a/QxbZm7a1X91M6a5mZU1e2q6krj3w+tqhdU1fXXqL99VT1s/HvbOkHOQstyVf1WVT1vvN1rK3quqt2r6iVV9fGqOq6qXjTr/a+qK1XVZca/bzL2s9sar28uVbVLVf3ZAvW3m3PYLlX16Q32dI2q+sV1atZ8r6vqz9e6rTHeRdbVw6pq/5X3ZZ1+L/KZs87yuVKz5ryoqj2q6pCqevd4/6ZV9fA16hdZR+a2ge/2LftOXTXedV/fRpbN8bPyBVX1/Kq67zq1c3//LtjD3PO4ql47z7AN9nGzqnpAVf3eym2N2vfOM2zisduO827NcdcC2y01eOjKe1BV16uq/WbUPmrKeB+5qmajny2LbOOsPGee7eoNbTPM8zk7UTvPNtxOWacXUQts49TO27+Ya9uitfajJP93kREvsl5X1WOr6qrj8n9IDdsZvz5j1HNv+1bVFavqKVX1yvH+javqN9foeZeq2mtc765XVdebVbuoqrrO+Jlxh5XbjLpnVtXdatw226Jp71JV71+gfu59+w30Mtd22cRjc+1LrnrO3J8Xc4xrkeV43c/kdS36++9bcUvy20k+l+TbSc5Jcm6Sc2bUnjj+e/skxyTZP8lHZtR+fL1hSV69xu1Vq2q/mOTU8d/zk3w9yTfGv784o4fbJvlUki+P92+R5GUL9HviGvNt3dc3MfwmSd6b5KTx/i8mefKM2tslOTrJZyde76kzau+V5DMrrz/JPkkO32gPE/P+iCT/neFL4m1JvpnkXWvMiz9K8rEkXxjv3zjJe2fU/luSN2X4UvmLlduM2k/MsQz9XJL7JfnCuCyv3H4/yckzxvuGJFdNcqVx+fhKksfPqN0/yenj8n5ski8nuceUumsn+eUkpyS5ZZJfGm93SvLpNZbl1bdTNzreDa7Tx2e4sPyNxmXu75IcOaP2c0nekuSeGa9JtsYysS3JkzJc7OxVK7c16o8Yl7OVZe4bSY4ap3nAWPPB8d9zJ1/XOq/v8kkeleRls/rY4HhPTFIZPlM+MU7j2Bm1f53knUk+O97fK8l/TqnbyLL8nAzr9R+Mt6OTPHsLej46yVOS3GC8PTnJv8+oPS7JFZNcJ8lp4zLy+hm1f5th3dtt7HtHkoeusVx8dK3lbK3PhlnDxuHvSHK9Ocd7zNjzNTOsox9J8oKNvtdjzczbGn0ssq7+WpLXj8vSwUl+do3x/meSq07cv2nG74lNzot3J3lAkhPG+7sm+eRm1pGJ+kU+4+b+bs/i36mvzPA59b6V22Zf34LL5svG6T9svP1bkpeuUb/I9+/c6+qC83j1d/guST41o3Zbkudl+OGSeebx+5OclWE75mtJ3jql7vLj8ntCkmuMf18zyd6Z/Z362iQfGuf3S8bbi2fUrrvdMjH85UlemuSU8f41knxsRu3x600rF3yOvGFcP54/3j6b5HUzxjvXNs5E/SLb1YtsMxyT+T9bFtmGm3udHh9fZBt8kdp1t3HWWZ9WrzfvTHL4rNuq2o1sWxyc5P8kue7EOnLNNebbIuv1ynfCbyQ5LMkvTHn+RrZ9Vz7bVvZzrpgp68342GMy7EeenOST423WZ9ai2y3PzbAtdOT4Pr1z1jKX4XP7VePr/GiG9fXem+1jfPxqa61zE7Xr7tvngu3i1beZ373zLssTwxfZlzwm839ezL0/suByvO5n8rrzfpHirbol+XySn5+z9hPjv89J8uBpLzLJPTJ8KZ6V5MUTt9dkgY34NXp4ZZJ7rpreP82o/UiGD61PTAw7aVXNn4wr/P9k2DFauX0xU3ZeNvL6MnyZ7rdWHxPDPz1O46eS7L5ym1F7XJKrrRrvrA3rRXo4KsmeE/f3TPKeNd6T45Ncds4+pk5zRu2JSS43cf8KWfUlleTeGTbyvpELB4cvTnLbWf2O/z4kw4fsbpn9gf/pJDeauH/DTPnSSXJgho3Oc8d/V26HJ/ntTSzvs8b7jlnjzWLr9MfHfx+f5DHj31M/uDKEBndL8sZxGs9OcpMZtR/K8OX3gAwbHPdLcr81+nhPkj0m7u8xDrvmIsvMlPG+JckzM2zwHDgu2y/a6PimzLenJnn45LAZ60etWj8usrxtcFk+McllJu7vssayvEjPF5nna6zTK+N9TJL/u/KaZ82L8d/7Jjkkw+fXCWvM5xcm+Yckv5oLNvx+aVXNbTLswJ6e5M8nbk+bNe4kHxjXqfdmxsbyRO3K994fJnn6rPdvkfd6k8vcuuvqxHOuluQR47z5UIaNzN1W1eyf4fvhyhk2tE9Oss8WzIuPre5xreVikfmWOT7jcsF3+3dz0e/2WTvBi3ynnjBOY79xvv1ykl/e7OtbcNn8dCZ2qDMcOX7KGvNkke/fddfVReZxkieOr+u8XHin4RtJnjOjh6OSPDzDTtEdM2ywP3dG7SfH17+yU7lHkqOn1D127O/7ufB/upyQ5NEzxn1K1gkuJt/XrLPdMvHYyjo9uVzM+sz65Kr3epc1xvuBJFeZuH+VJB9YYxladxtn4vF1t6snhi+yzbDQ5+z47zzbcHOv0xPzY95t8EVq193GyQL7F+P6cMckL8oQeNxrvL0hyQtX1W5k2+KLU24XCbWysfV6JWh4UZL7rl4HxvsH5oJt3/dlvm3f7QusT5+f9V6tsbzNu93ymUx8Bsw5jWsn+dMMweu5m+1jnE9fHut+vCyts+7N3Ldf9JaNbZctsi+5yOfFuvsjU5bjc+dYjuf+TJ5129TPuW/CWa21U+as/WpV/VOGD/Ln1nDY+epDyc9Isj3Jb2X4wF1xbpKZh+1X1f4ZUt/LrwxrrT1jSumtW2t/NFHz7qr621njba2dXlWTg85fVfKGDP8z+ZwkT5jst7X2zSmj3Mjru2Jr7aOr+jhvRu23W2vvnvHYaj9srX171XjbFvRw3dbamRP3z0qy1iGQ32+t/WBl3FW16xp9fKiqbt5a++Qa41vx+iTvrapXj/cfluTQVTX3b60dUFVPaq09e45xJsluNZyKcp8k/9Ba+2FVzer33Nba5yfun5rhvb6Q1tqhSQ6tqvu11qYdTnsRNcywhyS5QWvtmeNhptdurX10M+PNYuv0D6vqQRm+ZFdOE5p6mk4bPtmOTnJ0Vd05yeuSPLKqTkjyhNba5OG3V2yt/eWcPSTDMnfWxP2zx2HfrKofri4eD0O9fYbl7IOttU/MGO+NWmu/U1X3bq0dWlVvSPIfs5pYYLznVtUTkzw0yR1qOKVm1ulNP2ittZVlbNYhva21dyR5R1XdZtW8XM/VM/xPYjJsCMyySM9HVdUDk7x5vH//DBup01RV3SbDsrxyKs8uM2pXvuf2T/KWKZ9fq+0z/jv5XdCS3GXi/mUzhBa7ZtjBWXHO2Pc0T1lroqvsWlV7Ztho+Kt1aud6r8fHXrzWiFprf7pq0Nzr6jj+3TO81wdkOMLr9RmW7QMz/K/pynSOGD8Pj8ow/+7bWvvsjNEuMi++O/awMi9uneEInWnmnm+jeT7jFv1uTxb7Tj2vtfbydXpYscjrW2TZ/HyG7+YvjfevOw6bZZHv33nW1bnncWvtOUmeU1XPaa09cY7pJ8OO2SFV9djW2rFJjq2qj82o/V5r7UdVdd546s/ZGebHhbTWXpTkRVX1mNbaS+bs46QMO2ZnrleY+bZbVvywqnbJBevItiQ/mlH7b0neNG6DJ8kfj8Om2SPJDybu/2AcNs1c2ziT5tiuXqlbZJthkc+WRbbhFlmnk8W2wRepnWcb54wM+xXr7l+M60Oq6vmttX0nHnpnVW1fVbvwtkVrba5TbTe4Xh9XVUdlOJr4iePpPBda7je47fuDqrpCLlifbpgh4J3m9Mz+Plpt0e2WUzN8N8+a9o9V1f/LcJTtWRm2Te+f5ONb0Mdh420e6+7b1zqXVJnynbqR7bJF9iUX+bxYd39kg8vxIp/JU11Swc/2qnpTkn/NxELaWpu2wDwgyd2TPK+19q1xpj9+sqC1dkKSE6rq7Um+21o7PxnOOUwy9YJcVfWPGQ7Ju3OS/5dhofjotNokZ1TVkzN8gSTDzsYZM2pPr6rbJmnjl8RjM/zPzWS/307y7ap6UZJvttbOHXu6alXdqrX2kc2+viRfHz+AVj6M7p/ZGxDvr6q/y7DCTr4f0z4ITq6qByfZpapunCEt/tAW9PDeqnpPhv+lSZLfTfLvM2qTYWPsSUmuUFV3S/LIDIc2TnP7JL9fVSv/41bDy2sXOT+ztfbcqjoxyV3HQc9sra3e+fzlqtorye9W1cvH8U2OY9oG/j9lOAzzhCQfqOE6J+fM6Hd7VR2ZYQe4JfmdJB+r8ZpHq9eT1trbFggxX5bhy+4uGY5KOTfDIcC/MqX2P6vqkCR7tdbuUVU3TXKb1tohM3qed51+WIYjAp7VWvtiDdedmHU+6+SO5FkZjvA4PMPO+VsyfImveFdV3bO1duS0cU1xTFW9axxPMiTyx4w7SN9a1cdTM7wPK6/nNVX1ltbatOsorGxQfauqbpbh8P+p1w1acLy/m+TBGY6c+doY2v3djNf25vGL4epV9UcZTsl65YzaJLlvVZ2c5HsZvkR+McmftdZeN6X2OUk+UcP53JXkDhn+52KaRXr+oySPy7AsVIaNgO9W1R9nWF8nr6nwuHGab2+tnVxVP5Phf+ameVcN1zD5XpI/GXd0/ndGbVprd5712ETNyg7ha9r/J+/N43+bqj/+57rXTFdKiuIaipKQWcmQKBmKokSkSVJIc6pLKaXJ0BeZbhGVa8gQMl1zpstFRORSmkRlLtL6/fHa5773+7z3Pmfv973y+z1+6/E4j8/nnPd67/c+5+y99tpreC33+/r4m++Eef8Kd7/IhFeRM1YdgIxeV7r79eH+7srw1rzrBZDC97Nwvj1KW8gp5jVz9QxgpfD51pEh/2fNpsDMDmdYqVoURcZ9zMxShieQAa70WeyL5MMKZnYVCrfOKXyp53ZshhcKZFyztgM72rBB9yoGhtI21aypZ5vy+c9o9SHVdvG4CGPzxQzWgevc/YGYx8zODvfyPOA3ZnZdOF+XvO4EFesvBXN1zGd8jpkt7O6Pm9nOKIrv0MzcbeT3n8O6+icUIZGiG0x4C8egTfNjdOPgHWvCvWn6fAVwlLun5NHiwO3hOcfveps2Y9BbbkbplpDWWxo6DI2fJczsa2h+fDHD+1ngwyjKCmRQyc2RE4DrghwAGUh+mOGt0nEo0KsbqtQZamRLjQ5XM6ehTgev4e3VcaL9xY/dPeeYbdPCZra8u98Ds/HZcoblm8xsT0b10/e3GcOauC9KO/1weHYrufs5mbbPswSOjbtfnuD9ABoD97j7E2Gc7JZpd00zu9jd/xn6tRhKT03NkylIZ1razE5CqXjvy7R7D3r+v2D43X03wVukt0Rr6hPATBNmWNx2ak19IdI9/olk5oMd775Yf3I5OhdE7+/OTHsN9e7tkUx1tGYsg+BADDkef8/wXB5LL6NuL1kjL2r2I18Ism/2uuDuP8/w1sjkJJmM4/9bsoFXIibPCIIVgPvd/d9mtjHakJzQTMgW7zXAm9z9sXC+CHCBu78uwXuLu68a/V0EOM/d35DgfQGa3I2AuRyFeY0oGWa2OAolfBPauPwS2NvdH0rw3oRSCBrDyAQUNpgDr665v+VRbuHr0GSZhfIy703wpjZM7u5vTPAuhCydDSjaL4EDU4pLTR8C/7ZEz9jdz0jxBd4JSJBvjgTBL4FjPTGgLQMmWyEY2u3thSbd8sAfGTb8uLsvX9jOPClhm5kfcftD88QyRkx3HwE1NbMb3X0NM7vJ3V8brt3s7qsleM9Dobn7uftqJkv4Te7+msI+5+b0psDV7v5kx302vL9FG8mp7n5/67PPuvs3o/NHkfLxFAPlvW0wiL9vSBFqQN+uAk7LjKE7gdWacR4Wt5nuPgLeaGYfRMa0VdHzWwT4krv/IMFb3G4thUVs9vxw9ws7eGe6++phDm6FlK/LU+Mi8C/J8CbxL3Pa33EpyIJF3D2nhDcy/GF3fybIsEm5PocN8NcpMHia2YoIk2BZIkdKRnZ+CC3YL3D3FYJSe5S7b9rimwjs5e7f67v36DtF7zqsIRs0cidsoq5w9/U62u5V5MI7+ELGYBnz7dr1ucvjOkcU5NRK6Fnc6e4j0XsRb80cqZFxX0KKbbOBfTvylo48n9aa2qxlX82sqbMyfUiuORXjYgdkkL008L4B4ZecGvFslPpu1InLMm1Xrb+tubowSh8amauVz/gWhAuzKjJGHAvs4O4j92QCZr0CRe4cjjAdDnD3s1L9jb63LJIrt3TwnIKcLY1B/T3A8909BaybfN6551xDZvZK5NwyhGdRGq3b1+4aaOyA1o9k9OoYOk6sVxuKFMzp1cU6w5xShw5XPKcDf40OXsPbq+OY2a10RCN5wkBrZm9Buv096P4mA7t7wthoZtNQetp70MZ5J5QauneC92dos7+Lu68SnuPV7r56mzfwxxv0BVAK7IyOZ7ETsLy7f8US0e4R72z9OLp2Y8fe7IXAeuFZXOPuD2b4pqSuu/sBGf5eWdizprq7n5D70MxehTCPPgFMdPeXFfQjqz+ZCn18G5jP3Zczs9WBr3jLWB10nNvc/ZUdfY/5j0FOvnPD+RbA29199wx/jV5Ws5dcIDeHE7zF+xEzOwLhKMaBD79z9z1LfquWnhPDTw2Z2UxgLfQCz0U5hK9297emeNsCInUtXL/W3dcNivB2KKfuNnd/+bNwG0nK9PeWlKDt4E/eX/T5wgiPozOM9tmk0j6EDdc6aBEa8TjOYR9WY6CQXOHycqT41kPK3qtQ2OBEFGWVmqxHuvse7estnn27Pve0pb+KrM6IeS0yxF0fDEAvQsbD1yZ4r3f3tVtGos7xVtjfH6Fc3L8jBftyZEH/R4tvInCwu39yTn5vblBQtrb1gQfo+cDpmYVkooeovLnc7nYoZ3gJtEA1nvPO6iKF/bjN3V9tCgE+1d3P7zAIXpwwVoxcC9dT8+kxd1804kkqUw15wpNpSp/7CAr3vx5tzg5192Q0kclbvCzDSkBSIbI6g+fNwFFIWZ39zt19RoJ3JpJv10bz6dZMu9e5e7LSzpxQMDSu78FpYfJkXuMZQ2OpIhd4R5TlTJsTkfNmp8I+p9LTHkZOkjNbvNsD57v7o6Yo3TWQYyI1hr7prVDs1LVxyJ5Fg+6zQWEcb9asuWFduCg1/8dsv3T93S5x+WGEudCOQKoxxjcOjy8Df3SlciU3cmb2Inf/W8/9VMus8L3b3X3lvmvRZ51RWOOQpdMnHvUOA2lPe5Pc/ZFMu7lotGeNzMxSm7YMb41sKXYI/H+JrKMyKHQaaOdHAM4gfKZkilGzLkT6adbZYGY3uPtaVuCYzPzW0sAh7v6OxGdHEqLd3f1VYe27wN1Hot1NhuK1m3sKsuUGd3915ndfioxfsX6Rijpq+BcJPI918FRFP5lSUw/tuxaub4Xk8YYoeuYa9E6Oz7RdpD+Z2QyUTXBp9P5+7e6rJHjPRLiBv0/9Zot3RE/K6U7hsxq9bDvgF7nx2+K9m0F63BVo31KautfV7h0IPzAOArnN3V81p22n6DlJ9TKzl6HNQGOFvgJZ7+9PsP/X3f8TXs7h7n64KVImRY+b2RrNomtma6LwtBSdEzZZ30K5jU4mXKrSerg88kysF9r8FUqZuCfR9D2m6JEmZ/+jyIKeo+L7M7Ovo01zb6iimS3KcETTZUi5HxnQZnYhsH2r3Z+6+5sjnqSxw0IOZcrYYaMex8PNbMjj2OJPeSkeRlhIB3rkCTKzvVEaSeMZ/LGZHe3pXPvvA+9GobFrAbugSirxb09yRRfsl1J2WopOb1nANpnZAsgC3RsaG6gZA0+YUtAeQuDYKaoJ8y7Gy6iZ0+6+a/jOUuH3/w9VnJmnxfdMWHCKycy2YTCOL80tkoG3xpDyMArfvhA9j81QWPthoa9xOO0sM2sq2VzSo4TWtHswSqHp9c6avA25+fHJhDw623rCecO4XAhYPMz7JtJtEqqulaLe+YSAMnPUxtZpaOWw2dgJ4X18Di3yI4YfU1nMFRCIX6MEOEpNSNHi7n6KCZuIsP7kDHk1mCs1ueRXmdn30Rh6vLkYbygz75iINzWOv8Fomt7+HX3eHxmrLg1tzgxrXIouNrN3IMNlV7+eMZVPnc/dn8rxRbQA2mDE6QqzgNXMbBN33yfi/ZK7TzOzDVBEw7fR+rpuot3NUNh0TFskrgHVesufQr+bOTQ/ig5NtTudxHvM6BfzomjT2TIOFZp4OuIZZ1xMaBkVHmIUS7Fpv9g5Evhr1t8PIKdAE9WwMZrXy5nZV9w9TjMsfsbUYY1dZWb3orl3urccEoHGkVkAN5rZeu5+DYCZrYtk8gjV6kQVdCOKZorTJv5iZn8FPpTaHPXQyShKNE7LaMhRZPQQVc6lKgMNWp8+w6j+lHonNbLlhwSHQDj/LRojqUjQJi1ypL9ovrbX1hodvIY3lgXzoTE/NFdzhp0uiowSk939Q6YS5jmjRHHqO3V4OSm6H8mlFK0bjL83Abj7P8xsvgxvMWaWmX0TRWjcxgAzyJFDs827CopGe0E4fxBFN92WaHoqmlONDvxHNE5zOu2uaO8Z0/sS10ApVlcgZ1kOtqTpc43+lMK2yuGHLYZ03+sY1nFGnErUwa1AnV62NfA9M7sczefzPZP25u4vN0WKvQFhHv2fmf3T8xFppfuRWty8OaLnCuNnKlosmvDWncO1zRK8DbjkLvSDS+4DTDOzP6HF5yVoQo6Qu381/HuaKQd2gQ7L3TRkPTyWDKBcRCejjey24fzdKHwrpXh+BG3Ev4gm0sUoFSBHxfeHSmN+oTkJQu6tpDf5xyMgwR3C+XvR+0h53xb3KM0utNsW4o2xYyXkrWpCpLcmjwWwH7KwD3kcgZyScx56FyeH83ejTelf0AK9dcT7AST0Hw9tfxMZ5JIgi+5+tw2iNqaGhSLGMIkVnZGvEyk6ngnh7KETUWjsm4lCYzv4i42Y7n5SsMo3Yd5v7zAk1OBlFM9pE8bCG4DXoNKW3ycPfjzTzM5CczBeHEawg8zsG2i8nRQu7W1mr/c8aFqxIQUZy+LUw0s7eF+JxseewPFBCfypu185h+3WAGgfgpSgk9F7fjdavG9E833jmNndP2cCrG/CeZ9AVTli2h3JoKUYBgJ8BL3DJPXNJy/A1ElQDdDmWshQVBre2mvwjAy+NZgrl1l5LnkvwLS7Py/05asIO63BRtqJjOHX3aeaIpqa9eiz3p2mV6PI7Y5kxjNm9iTdhtR70Ab7LIbndSoCclXg9T7AtjsSyYsNUIWLmJr1eUvgGBeIxzbxNQAAIABJREFU9FDqj5ntgZ798ibPbkPPQ6kQOarRW2oMup+K/l8AbT5zeAtHIv3niHD+3nDtgw3DOOMCON9GMfZyALIlxtyYatbfeZDn86+B98Vog7Eu2kjFhp+aZ1yMNebuK5rZOuEe9zOz25H8/nHEM47MAlVhu9rMGi/3MsCdFhxZPhztXasTldKFKKrzl6HdzdGYm4rGVUpXzZK7bxX+FgHzBqqZS1BnoDkJbeC2Qjr2rqgEdYpqZEuNQ+AepC/F8+lRNE+OQfM2phodvJi3kQXh3gyt6cm03hIjUUSNUWL9cN5llDg6OIq+hPTJRVCVzxTV4OVgw5hxE9C6mQMpLgY19zrMrLejSJwSA9XRwL7uPj30YWM0HlIOzhXc/V1h/4sLl2gEVTl8/h5kHI/TUZ9HBvPM3T9mivRaGRlVFgTm8XRWRo3+VINtVVNQYEc0Nhpd+bJwLUfFepm77xZ0yS1Cm/9nZhe6+wfbvMFg/Xq0f1kNGftSen3tfqSNm7cOwkE7K/QxZQwbn3wOSqeNe5CuQ58ruboyMo7sGM6XQ8pqru15gVXCMW9PP16HJswuzZHhm1Fxb6mSydkSfGM8u6L7o668Z837mIFCD5vzyeTLM9eU97y1dT6hfa31+chvMihT2m7rVmTYa84XyLUd+jwfUjYPRrmvc/z+wm/uiRSr45sjw9uUDGzKT86L0jFKfmd+YNHE9Rd0HZm2lkOK+Kub8YYU0TkdQw+i8qy7Acv23M/UxJF7bsVlxsPnV83pey14H4uFsfTMXGirKaG6I1LytiNfYnRkzDIoy5n6bCFkFD46nL8C2CrT9scr+lw1nyiXyXshZfNcmI0xcEWGdxqwZEWf10AGgIfD398Cq7Z4ZiHlflbiGCk/G74zAUU+TEObtw9BWbnmnv6m3meudOnrgYXD/zsD30Ve21zbx4X3cUsYE4cjXKI57fOU1JHhvZNIpiFA6DvD/+1yvOcgENZ7UCTD/O1nEb6/LNqUTY6OpBxsz5++a+H6rl1HwfO5LnO95l0X84bPtgvj4buEcscZvqZ88S3RtWwZXurW39tb59ZcS7zrOXrGheN0cXrkN1obd6BHZgXeyV1H+7m1zrM6UZjXFyJZ1cilnBwaaYOBrjGzdb0xVFyAyltfgqJYc/e3DYqy+zaZ9SP1O7lr0WfXIAyS5nweZDycmBgzMxLj8/pMuzWy5VIEitvomesBl2XaHfm95hoJPbzmedQ+uwRvb8nsMO/eDnwj83lxCfPaIzzjLZHhbvEe3njO74SMeDnenZDh6X7ga+Hdb9/BPxlhqoL0o+dl+M5DGIMl91Yjv69G+7ZmvK1AYl0I/dw4zIeNomMNZMxJtf0hlCL/u3D+CoT1leIt1p/Cc/paaPt64EA6Ssyjqn9bhWOJwt+YiDCGuniK9bLoO/OigIHTEdh1iue/aO/ytoJ+Fu9HWu9t5GjxVsnk1PFcRfw8FLz+jTV8RxRaPELufjtS8pvzWSg9Y4Rqwg8rw9dqvLrnmdnngJ+G9t4FnNt4iOPvmFLIjgRe7AIyWxXYxjMAmZXhlTXlPZ80sw08RCSY2evJp8jtB1xpZpfBbBDIXJRSTXnPlMexCw19opmt4wGYzczWZlAhp+0tnQpca8PVJnJ52e8N7XwMbVKXRt6lEQpj6HK04byjo69QF8VTExpL8GJsSZSKaKqQE3vPq9DxA52KxuNtoc0NUTRbKq+2Zk4vbmavRiGQXwuegTvdve0Fw91zVRdyVFpmHCoqkYU+HoQM0XH4eA5UdSM0ht+Cwrt3yPDVtDsJVW7YPLrmpMtnPmFKFWi8w+9kkBLhCf6p9IQVm9kb3f0SVIYz5V1M9eO9aMMSz6eUF7NKJrv7Ycgh0NB9ptK9KSqujhPoH2jBnQ0QzCACp/lujXe7+c5/0YLdVV0NmB3pUIon8bgp5a1Zc3YkiqJp0ZHIS74aWkuOQ893owz/x5HM/zfy0P8SVQPM9bsotNlDJKQVYB0gg+FMM7uUQXra103Yce3KjyVVQJuqmu2UrkXMbBHPYw7UyLhikGobTheegKJCcrLrGTNbwd1/F767PPko5OJxYQNso9MT19r0hClFYqYpSvDPZNLCAtWsv5daYaXFkmdsZle6+wY2mv6WjUYzlWXflkGU5BnIA5tqfwradK2M9JUtkAf4hBZfkx6exDnM6JI1OtFxSL4OYVpk6M9h7P80avevQY9oR0A00e7H9LWb8XC/zqPI84iK51KgxVCkSBN5uTAy1D5jZu1Ii5qqbDWypSYCehEzW6aRJSHCbJHwWSq9tUYHL+ZtrdMTUPRGLzita4f58zC+P5dgKU7JMkWj78IoVMZItSkbYGc1FSGXMaW23eeJ9BtXFan5GEQcZgsQeEW0u0WFGJAMeCmaByM4htRV07rHBErfRC7uTB7eYwoF0U+uVL37GERfldCeBLzB0MZdNpq50VCN/rSlu+9HVOrchLs3rc1oFamslsB0NLMspmONfmYCin4XkuOXEoD/M+yvRdGA7wn7/LuQ8Te3nhXtR7wOsL9YJmepxko0tw5koTwLhV8+gDZey2R4X4E2L7ejCXIPeU/Gz4DPAL/2gfUxZzX/DYXeVuq8uine5HdQuNo6DFvNf93Rj+L7C59vwcD78uYOvtVRicp7kQC5CYEm5vgXZ2ClzVrk0eS/GeFEHIA2dJ/v4H8HBR7HwLs28iTOCv2+JTzLhVG1jjb/GsiAuBfw2rk0jjdBIasXhnF5GspTT/EWR/GgsP3F0GbsnjBHPtLRj3ORwn4A/d7zY4C3tsbIDzqe8fUopfCt4V0uneGtmdOTwu9+A0VU3An8KMO7IkqBbMb8qsAXM7w7hvH7Q2TknAW8q+O5TU0cuWiiK9Gif0u41/1RXn2K9160WdiREF3R0YfidivH5vIojejB8E7ORlUDFkRVndr8vR48VNmm9rmNzIeOOVIjk1+MNjvnhfOVURpHirfXi9LinwG8NDrfkLynfbvEsSkJ7xV1XvnzkPJxczifp6MPy6KiBw+G4+dkIukYeA+/3DwvMhGb4bMRj2jqWrj+DTRX3x+OC4GDMryroHWmUVpnoKINuX4sidIU3oaMYX3jYwlk4F6GvBy6Ncy7W5EC9x8yUbGBv1fGAae02h46Mu3OisbDXciTNzJHA++myFB/KdIf7gU2mVvjonUt19/JSI5MQmvNd4GX97yPovUXbQDeCXwvHO+kJRPGecY1R3gP30OG1j7eW9GGupmnLwYuTPCdk3jXnbpk4C/SiRBgfOn9LY4i924Kx/eREWO+9nukMtqdcg93PJf+lppLLf4PhGc1Fa3v9yA9aWHgWy3erdAmaxWEFTUDObDmWLbQioDu4HtrmKfTw1y9DznnFgb2SfCvRqEOXskbr9HHIJ08GVnB8Br2TiTPf5Xh3QzJn78hQ9+9wMYZ3qvD+N2Nnog8FNn1FHKWzUCGhhuB3wGbJ/g3Ds/gMuSEnQVs2OIZJ9p9ZpgPsT6UW393TR0Z3sWQw+rGcBwKLNYxjmqin9ZD+vpj4Rk+AzyS4b02/G32JfNQGY2S4c1mYiSu3xyPRSSDctFPTbT6Tghfbd5cfwNfTQT7T5AzIhuZ1OJfBDmXvhbG3n0Zvt79CAKHBjkEHomORzveXbFMzt7DnDbwbB/UbbiKww+pDP9/lu6tCf2M+9tlyHnWwitDW5PoCaELfC9FkQEbNkcH7xrA3sxFg0ur/UVJpDY19xP+1gj8rdBC+ve+CRj4JyKB+/kwye/I8F0X/l6OlIbF6Qk9rHgGxcou6TDvrpS69cPcuw540dzqL0p5ew/wsh7eWuPokijcfBtUqnNujbMmfPzW9rXcuHsW2n0ZMig9EI7T+p5fRT+KworDZyMLZMd8SikCyVDzGplMhWEkfF4cUkydwfMXQVacFo6H0Mb9LuC9Ld47kMFzCaTQvRB4YabdqrWh4j1fFmTVb8P9jZ1Sm7hes/G7mshggRT4qzv6UbTmhHl/F4psmYWU36wxp/XdNVAZ1zl5vkuGv5NTx5y+v9D2/MgAvmpqLla2tQcyXjzBsAFlFnDSHLZdvf7O7Wec++2uPlCRfslgXZ+B9CcjrwMYHcaNOXzW30De8/XDOF4DWGMutLs/wsNasuC53RJ/Fnjn2BAXv3d6DDRB5nyist1O2YKqQEHayJ9MtQ788yMjzWpEqY49fSnSwWt5C9ubSqGRKPAXGSXocCwkeE8ncgAgh86pyJGVSnGbgfB1mvMVaelPZIytdDteig0j4fP5KIQYqXgWG6aODv4bkHPvpjAPdiPveDkY+ALSSTZDeuXXOtru1J+QXnM4qnh1WHT8kLweWZPKehsy9kwjGJ3oTluuCpKoeCc3oPXyByhaa3IP/1zfj1Ahk3PH/zTVy8w+4+4H2zAg12zydGjcgu5+sZmZK6Rt/xCulwIHq0GErwr/Dyk37XSMXDm744CTPQJBztCDoY9Nf9/JIMQxRTXhldvRU7HIzHZ29x9bqwqXdVffKkawD/RM4HPyoKC1FZYwlZJ8ByF8NOpzDIbarjYx++tkqk0gUNztkAAaGaOtPlyMPDi/QoCAs4EYE1QMcFcTGhvoPDPb3N0v6OpvoF50fButSLEQCrE+LqSQbRPxVs9pDwCWTZpHDy3k7tfZMKbdUMivmb3S3e+IwoSbyiBLmdlS3iqtO6Yc+repEsxdZvYxlAqV6/9TZrYnZVXZatqdSjmAdm1luP0ZDSvOpdmdbmZv8xB6bWYvQQaQNaPfrwYcpE4mFwNt1oQUh7auN1VbvACFxb/J8+Wdq8Bo3T0HmNumZ6WiHoUgtyH8+a3AS224os4k8sDDUJ5qubAHgEsAd2/SeUaocs35KjLEX+QqIbwJmie95O43mqostX+/WF64+59DyswPvQcA2NKly+N247SrN7r7JYnvvDzI5FR6asm4OBkZUQ9iOKXjUW+lH1m6kmbc31Vbl6rX3xI9oOYZk640NbupVB+oqwp1Q1ivjwm/9RjSB0Z/zN3N7BekU6Vn0zjpaQwAmdeKf5JEdTETqG3p/e0a/sbpkrnn9nVGKwam0oSqq3oF+hfSjxdA4/7l3iqZ7Ur92hFFbPVSoWzZCOFobM0oOelUa1CUwUqhv6uFeZqsJFmoz47DW1xl2CvS6itTsk4MqVPn0A+VsaJHFa7c/fag391jo7jGICPLnRH/b01AvfF9VadlU1GIwQTQ/CMU9WRIh9q1PTYDb3GFaIbn3ALIAdqUS0+S9xemaehzSD+8FRVlOJd8VesS/elPyCiyDcNFbx5FKagpqkll/QF6vjcDl5uAqR/J8EIBMPaYcnaLDl2wabd2PzIROade2dVuRDUyOUn/a4yfJp8yWb4yQzUboymUI8LvX9oBK8zjDvQutGG6wcxuQBuzCzJGhD0RyvsrzeyPyALdpaTW3F9JxaJG0U6VHM8peMUI9jYo43oamkxdZVxrKiyBQtgfZhAOOkI+XrWJPyArcafRJ9AtaLO7SujLP83sV+4+km/t7o1QvYz+CXouCnm9lQ5jWUTXAGeEefI03YKrjY5/OaPo+N8u+M2Gque0DZe0NDP7GwqN/XWCvcQ4ui/Kx06V2E0pv+PIob2RAWwvtLnchIEAblMNnlNNuy9y96nR+Q/NbJ8Mb1VlOHe/wGS0Xg+Nn73d/cEM+89RdcF3IsyesxiuTASK6PgzMubE7+VRNG9StH+ufwkqNoxQWB2nxuAZ0dKN0SfQA+Ha383s6dBuowBMN7NvoY1CrACnqpCk8CS2T/BBXYWc7YGpHkpUuzAoUuvYOIrcQYxu/HIV9WqwDmqqpjzt7g+Z2QQzm+Du083skBSjDTs8JqAoiVSJ2Cp5ETaf/zWzRT1fKRTSG8nZzTC8oRxn89k7LnyAd3Qo8HcPVV3MbJKZrevu10btbdXR39FOjbf+FukBpc94zE1fcVUod/9o+PcoMzsfRWDk5BuonPva7n59R583CH9TelnuOzVVxmrur+j5Bd3jv2j9WDtc7qoYWCOzMLMPorXyZSgNZz1kxEhtgq8ys++je4wrBqbkbK9scfcp4d8Phg11L1XuGaBAnx2Tt7jKsAmv60CEF3Q+iij8hEfV7CI6AsnLW5CsXwUZzxY1sz182An5FDIc7Mdgfc1tVG8zVVaL8aduD8aupxP8N5jZsQw7MpNy2oRROUIpAw0VhhGk32zeGKCCcecnRI6wiIorRLv7kKw3s6WRYzpHxdhrXoE3SIH+5O43Azeb2UkJw98IBSPMYUhWbBAuH+3uZ6T4vYXpaKqK2CXzeoMkxpGzod3vMsAxvAxlIMVrUNV+JKxld1qECdZFY65pI408pwcamNlwRTQwFkECfypScNbr4O8NP0RhcMlw3Ax/UR534r62QYaq3yP8lVyI7MJkEOPHub/AV1yxiAQSfupauF6DYH8LEcZJuM9c6H9VhSU60n0SvCNo9alr0Xg7H21Y9m2Onvafh0BQ7wP+neGZH3nav4Aifb4MfDnDWxwaG/hnoUW6JkT9eX3vEQE+x9VYFiSPEVGDBVKc5oGUg4tQKsIfkfKU7EPtASyXev9zod2xq7L1tHsxUpAnhmPnjnFc1YeaORI+2xN5wG4FXjc33kdodzJllTTWoKfyVsRbFFJMRWWF6DtHIE/mruE4K1xbGJgeeKZ3HMlqDEFetCvqJdN6qKsIcyBwN3AKylPvlBlUhq1TGNrMKNbBIWSwDqhbcy5C+sL3kfJ9aIdsmRId+6FNQzYlgzoZdyZa948jCn2fC/MjJbNGro0xLm6Kx0KYI7mUvm+WXIs+q1l/a/SWZ+sZ11SF2pbhqlDPR6CxubbvQBFzv2OAL5XTiU7suwbsHP7umzrGvT/GSG8iQBEUPuPaql63oqiHBuvjlcDpGd4aOVsjW36PHLWb0i83q/YM1OmzNbzFVYajZ7ttmFOLdvAWp2Qhg34nPk3EuyDwSeSYPAM5lBYKz3LkPaF1ct/Qn9ORUyK3Tp4dHRci3aGqGlLFM87N6bHxWWBQ4TDz+WR6sNcYD4OuJiVrFhEWL92YvNkU87nwTjanHIOqV85G109De/nlwzGFvBwa0SVS18L1y5FT7WKkQ54FnNXiGSvlNHU8J1W9rAKh2weekcfIpB4kQqvi8MOlkSfrvqjNKgsb8KS7/9fM/mOq+PAA8nTn7m/V0Ne3ooFyErJqXgKsbt0pVo5C5c/y4JWtvb9AxRWLUMjtGgXXoA7B3hi2aj9DK+TaBqHrNf0FuNrMXuPut2Y+b9JdFkKh24tFvz0J5XWn6GtorC2A8nazFCLQ3oAs+/eiEu1XZNhrvDQ1obFQEaVkZq9BXqcXhPMHyUfbTGNQ5Qn0/qYx8OjF9HlGkftT16AizcMVkvym8PkEDx7pFJmqB5zv7o+a0tnWAL7q7jdlvnKqmW3j7n8M398IbRg7Q/ELqKoqWwW9H83L7yE5cTX5dKyiPtTMkZa8aqrDzQTWM7P1PJ0aul7o86vQfJoIPO7pajrFlTRcaTkbEVXecveURxAKQ4o9VFYws+WAP7v7v8L5guSrEe6Jwu6blIUTgNPCXNwktLtJaGd5b4XYm0LxU/Qrd18DeVEb3htJy+SaalNfDJE2m6Ox830zOwU4zkOlqBYta2ZFVefM7GJ33xQpLe1rbXpBZs1IUc2a8zaUErIPMuQsiiLeRsgHlcUm6TQvWwLVyLhmI1JEpupD7dSbVL9PY3QMnErau1xTOcni9SPoOzn9cDOgXe1ri/a1MdffGj2g6hlXUE1VqCkeealdleSmoP6n6M0V/Xh1fBLeR/s9d0Vt56jk/jaiPsLsIjP7FKORNim9pbaq17/c/V9mhpnNH/ThldpMprSJs9y9KNWLOtnySuRw3RNFgZ4D/NRDda0WVe0ZKNBna3htUCkwWWU487Vmvm8JTHP3hy2dXgV1KVl3o+fcS65o+e+QjpZIVX7cHDgkpXsk2u6NoDGzU9x9B0untTZ7s0Pc/czoem/UUfQ+iitE23Bq8QRUhCcVtda00ewBn0TGiRTtHf7WRG/WpGTFqaYLoIi+nOzsjX4cl7wugr1Ezja0grvHVZ4PMLOZGd6rGV2rU9dAECB9NI5MTtJzVc59ZXd/xFRq9DwUVjeDCGvARsPuh8iHw+67QqsAXmhmN/twuejFUFjhdQwvUqlw/uI87jDY/oks5p/zQQjptaayi9C/WC+HQBfXm4P7m0RP6WczWx9t7F/U2tRNYlAavU2NNbKEptJfxjUexKWlqkGGtPeZ2SwkQJv0phhnYHe0AViKYYH5CNrgp2gpd18l81mbFkBW9RneH974Mnd/S2G7NaGxIKv6pWZ2HsOLSWox/AHyBE6H2fnJRzNs4GloHnefXXrU3Z8KoaSzycbDAilO8zCzL7fOm76kNkVfcvdpZrYB8Cb0DI8iEdYc6COoZOnWSBgfFO5lTqkYz6mGwsKexCCbgz7Ec2QGg81Zao605dXpmesxfR+Fl09DSsEuDEqvtqm4xKgJQ+mkRvk0s8XMbEd3P6LN6+6fNrPYOJMNKQ5UbPAMm+VTaaWNZehURhf9aQxjI70EbYoXNLPXMrxZXijTbo1BEHd3M/sLMgb+B62Fp5rZhe7+mRb7VOTV+h4yZO1GK3x8zA3+8Sacj+uRsfzyjo1M8Zrj7o+HZ7gOUtJ/6e7JDaWZrRXu73nh/GGEfdRW2seRcaeizeozoY2JyDud6sdR6PltglIA3onA9GOeVyIFdVEbxvmZRGQsalHNuLjHhGt1ZDj/KC2ZbGZ7hOvLm1mczvQ8FHXXphrZEt9PqR5Q/Iwr6UATXskn0fObRD69MZVK0aVXL4nwHGan1CGj+GzHnQm3rMEXaXAsDOkFR8eNufsPwt/cRi9FvffnIb3JK3Bf0IYQJMdnN0Vab6mSWcD9QQf/OXChmf2D6JlF/a7C+KFOtjyBIiVPCXLuUBRVkNKVi/YMkYFhHmA3M7uHjD5bw8sottXu8a2QTsE9x8zuQIaDPUwpPbnS7zUpWY8j49p0eoxrZvYKpIf1Ohqi3z3EzE5DlUXvyPCl6H4092LqM4wsjhz5seFnDzTmm/u5AkX9xtR+HyX4LPE69B/gJ+6ekrMAmNlWCC5gMhojSXy08O87kNEyldo8RDX6U2KtPcTymLzrAjuZ2X1ojKTG8VgU7AcnIyPw4xmeYjkb0ZNmtkFj7A17+iFojzF1uN/T42wcUyYnyQqCBOY6mdltyHp5MvB9d78sGC5Wi3g26mrD6+reY2YXuPvm0Xmy/b52zWxZOvK4Le3VXc7dZ1X29yvuXrxZbN9f4Xc2Qmk2H0Eb5IYeBc5297tq2sv8xhoMcjiv8Ez0hZm9vi3UUteizyanrvto5BNm9nFP4wql2j0YAYP2AiWb8kbvd/d/BwPKqsAJngD1NrOjgcNLPDphQV+nw0Ld5p+Sup5SBtvzLHctXL8w9PmscP42YK/Yg29mq6G5/BWGhfujKNXlH4l2F0MeiQ3QoncFKhWe4v1kdLoAWpB/4wmQYjO7yQXoehAKIz25udbmjb6zPjKG/QvY0jPAbbXjs5RK2rXxwKhr+7GXK486vja/l+GqdLV7g7uvZWa3+ADUO/lOzOxad183eo/zoHSTEUXAzGa6++qta53vuqLPqbbb61MxMGC0aT+YYYVvEvBpd391xLsrwm1bi2HF7xHgR56PgCy9t72R8e1BZGT4ubs/bQFHz91XaPHPcPc1zexWd39NfK3VZrPB/yPDG/xj3D25yTcZkddGa9DuKJQ/5x0svb8PIjl0SejHRigH//gE7y3Anu5+RTjfADiiPd7GlHHXoJTFx8L5Igjrb8TA3syN6O8iwHnu/oaI523IcbINwxvVR5ECf3Xfs+kik4H1MIQ/4CjkfB+PihUEY8FiFABBt9ouXn8r+9z7jG3gaU9SV78L+3A8cvT9X7j0MZSy+L4M/02o2paH8wkoRWrEC2xmB7l7DiPr/7cU9NZFUXTvU4nPv4dSY0swfsb57XehNNkbgJ+5+2k931mWzJ4hp8c2FOuzNbzjUpgvDwcDWgNBMYLTFDamH2Wg21+FjB3/QgU5Hot4d83090eJdq9k4GjYmuBo6NoLBePpjoHXkTH/J96K4LR0BM297p7EVbWBA8FRKuRfwvU13X1G6jt9ZGYLNJv7rmtjtn035YVppqCqqH9H82SaD2MVjtuHWI5NQHrMHok9h6FsiZTxNrWHmxcZ2GJsnaM8E+UdzdMtkXPpp8A5qedcI2fNbHUE5L0o0i/+DrzPhXHU8OR0uEdRQYJUIYYbEGTCU+F8PpT2nMqumGN6rgw/e6Gw4JvRi1kG+HGs6ES8CxPCJsP5RJTDORI6aPI8NsKo2VAelZtUQZC+wt0vMrOFgIltYRHxrsooEnvqBd7YXsTbinJ0vRhxv/b+rKKqj5lNLl00rMIib0rzGPFu+TBgZMObem4j1xLfW6LVj99Hn+UqoTS8qff3KIrI+jc9QMmmEL+10Lg4F3kBXu3uI1EjZnY7KrXYFaHU8F6AcAJ6w2PDfDjB3Xfq4w38Z6DopzjaZk133zbBuwLybiwV+vsHYBd3vzvBOwml8Ax5X9v3EK5f5HVglPH350de/I0Tn52DNp6bociKJ1Epyfai044mXBmlTzaAtyNRNSXj0zIpnIFGUjgr2t3a3c+uVKCqKsPVzD+TQXB7DwZOkyHvp+4+ksZgZpej6KtjUYTJn9FCmTI0How2UbsgzKyPopz2/RK8tyJMn2YD1ZQOj40o41RtKDJ41tA4m3Yze0fBhiJpCGwo9a7N7ADkGU0pV6/yFqiumV2N1ptTkTHlj8A33D2VZlFjYN8AKX5vQLgoM5Fj4CcRT1fYPRnZeSdSoB4K5y9EGD+p/o4YCrvWnFIZFz5LGQ9HroXrjcHzGqS4P4TWzZcneNd392S0cYL3RyjEPZ6n30npAIXtTXJFaieNKT3Gn86qqDaGcbsL9OzbAAAgAElEQVTkGZsightP+zJIxhsac7/3CCizpw+N/P6xRymRQT/9EpJxIOyQAz3vZU71+ZbMWN4WYZA8HM6fj3AqcmlkRRTpnesjQOZOvbOgvaR+1ZAPV6erllnRdxsnoqNNUdKQY4osSTQ9qJw0pmy5F2FhnUJHJEHEv13U3yu9I8rUzE704Yj95LVa3hoKe6B9gWXc/cNB11/J3c+Zgzar9D0rcDRkvvdC4L3IAfEbpGsfFq9HLf3pP8jok3Ms9zoQcmOnocwYKtH3cu12RsSEcb9ps1cuobCvfReKALrf3d8UfVatP7Xm3n8QBMa3Paq8FvHOfscF/TwWGXMbXfe9wDPu/sGe701EzowPAW/p0PkWQ1X44vUpV6m60QVw90c6eHp1uIi319k4N+k5SfXyFkI3cJ+p7GqKLkaLamNBXhCV2U2lppyAlOlmsr8HbXBHqqFYBZ6EyauzKqMlH+MFbZxQ7GLE/dr7o66qz7FmVrSRoyD0P6IjGU5teKx9zcZLN8PMtkGpb0uh/OnJ4f7ifM3qnEivQ3j/r6uM9LZoo3i4yaOXoi0q2i0OjXV5Ziab2Xye8H4l6P0o2qa59yvCtREKCu56Fsque+TFSdAFFMxTL694k6OFENB7inZAnrhvu7AWlmQ4wqKh4qplleOzOIWzpl13b8qIPuHuQ3giJlyjFBVVhrPxwlJf5FFUm7v/wzIpWWiBnog84Z9AOAfvyPB+FvggZZU0zgd+ZmY/COe7h2uzycer2gCKgDzJzBov/h/CfYyQFUT9ufAAzqzZtANrmvBxYpn8SXf/YsRTU5Wu6csUU1rcqgwbBG9sG30CtavOvZF81bn/mtnzW31Opt+h0rAzkBPh3IzsGgeP4CG0Rjb0KC3sEBt4JS8L4+cnMBv/4tKOtotkXKDHzWyNZnNqZmvSCgmP6Jywqf8WMso7+WorfzUZrkucRasm5mkyIs5UieZI4MXuvkoYH9u4+4ERW7s8ewzmkU1FtrIKR+NUWux9xo1hx8yOAc5w93PD+RbIGBtTXx9eiNbN2cp42Px/LrQ5EeHXdRkEelPqIprihfhBlogqT10LVKt39lGjXy2B5sIl4XwTlMIV61nVMgvAlPK9fdTWVDOb1hqfALMx1XpoHNmyatdGLyYzOwIZHxpD9u5m9iZ33zPzlTbOyETyOCM1vDU0Fc3tRp79EaUijxh+TCku+zNIKwJGHcBj6Hs1VZybfcBu6FmfgCLlHwhGrNsZ7JWSDrIO+jTw2rYDAeF4NlQ8dir1rKrqiRF9BjjXzC6jH/KhoQeQQ+4hWhiQ4+hPpQa+QDUYP2u3jCCXmNnNWW7AFJW2NVrX12BgNGrz9VYMtLQzFxtAT4w8Y3c/zcqx+/5mwhuNnY1FGR9jkT9LqNpdB3rIk9DgPw4pO5tneGsqU4wgnqeuNW0gsNGboms5pPIsknrE8zYkOB8Kf5vjMDJVb6hA3B/j/oqr+sTPoOtauN5UhLi1fa3w3d3SOt8IGZL+zHCVlX1RNFbuWdyMFLHmPjdBAKX/y3F8LQox/TWosgqZigvIwNg+khVzGFQIGjo6+nECCmf8EoWVyCrucUu0oPRVIquZp8XVWBiuPnAbWqg+luFdgVDRAW009gKen+GdSKi61HP/Y43Pjva+Mm67JKrspK51Xc+MtemEtJXoOIt89ZYZyCvYnE8u/b2OftRWWpyADDQNvs7uKGJzjsZF63uL0F/5biZSfF+OKot9CxkyUrwrIkfGr8P5qsAXM7wpmdz5jNGa2lkdEjkB/oBCpZt3PceVTZpnUXIf4frzkWz5JtooXoSA2FPjYnrBbzdy7wTkld8/zKcbUXh1zDu948g+i8z95WTc2qhy0xXIyHE3iqzsu4/5iapEJT6/Bhkh5wnHzsC1Gd6biSqloTUnp+NchtIaYn2ouHpQzz0VVTgK7/rbFe0WP+PUfeeeRc9v7t46PznMu4XRRvN+lL6Z+/4SKO3gAeCv4ftLZHhT+mHu/aXWhpxeVqt3vg45GXdpjgzfBcCS0fmSKDp3boyhOxmtMHpnB3+v3lIqWyL+lyFQ3gfCcRrCbkzx3gEjVfJ+k+D7PFp7/4NSYx9hYKw+aFzeMZ/xDeFvLANyVb3uQAbcJZAe/kLghRneGn2vtorzj4ANM59tGv4mK1jRXcnqamC+6Hw+8tUhe6vfktezzqSyIlPHs7ggPK8DiHTKDO9HkZPjNrRWrtzRbk3Vq0UR7ukN4fgOmfUsjKFnKKtweCMCVm7Ol6dDH0JRefeiYI5NULpgjre3YmD0PE8G7mIAQP5bFAWaavcopI/8IXz3VjJ7VKSjXhPmyR/C+Ht5hnchtNc7Jpy/AtiqZqw8V+DO73f3Q83szShn/L0oQiWFq1LjObvRVF3mmsC7LnkPw79dYLUE3nnIh+39ysxWdvfbczfkFV5dGw9xH+rur6ay0H8tqnBmSoHLPYsai3yvd8uFqXSZmf3Q3e8zs4W8IMUJeNrdHzKzCWY2wd2nm1kboT9ppY1+u7cSQA/thjafX3P3WaZqQCdmeG9E0Q5xqPlfzOyvwIc8yhn2Os8ESHD+DikXndZ5E6DpFxhNAUqFpfaCjkZUM09PpxyBPvZ+/Af4q+eBtE8D1jKzlyNwtjORoB5JvfNCT1R7fAKE8b+IF3r/Wu19ubZdGw9ctqgyXBhrP7KKsFQEOn5l8Cw1udofbvW5Kgza6ystLogWvqPC7zXArinZUTwuQluLooV6w3B+GTLYpcZJTdTfMciT2ACy3mKqcDnitQYmWoSxFLxXOXDgGKTYzOyfaI1N4RC8CylQndGBVldcIe7z7OpQ4Z0kKyO6ohfuQTLxZWhzOW+Cr9Rj3Mi9RhY2dGab0cdMM6VCxrn79aYo4CbFLFt1zoQ19FOEF/I7uqs+LuTu8RrzYzNLRTWCFNNfmVkTJbg9qlqZa/c6G67Ik5QtNozj0NDDwH0Z2VxU4Si869ePfj1NNc8Y+JOp0mNceacX2DTxmz9oXeotVNL6/gMowqaEbjCz7zLAD9oztD2bbLxI86Te2eil8RphZieiTclMBhVaneForYaW9gF4LMiwtUzfTRbSn9D9NLAG8yPdc4RK9ZYK2dLQVLRuNFG2O4drmyV470b33qTULh2utftwEHCQFeCM1PDGZGYvZTQyJ5XG8lRYZxr5vQJ5WfSwu59X2IVifc8Lqji3+Hft+Ozi8G+jQzbRVjHMwdAaF+0Z7kaFac4MPG9DxokU9RaDGEfPsoqKqIFqCtMsjTDcchWpYqqpenU8coTvEM7fi+ZIKh20psLhp4HpQWcwNJ67xsdxKNr4mQ6ehnorBvqgAujlCKOtgS/ZH/hFpt3X+QC77wAz+w5aI0bI67IrpqJ1YP1wno3My9FzZfhptIu3IsvhbWbZuoH7ANPM7E/hey9hUD1AjQ02GfOiUofNxmEZZFVM0WVm1iB6b4aMEmdneE9ACtRf6MFn6TP6BKpC3B/z/pqqPl9kUNUnVzKudyMXUTv0fxPkBUrRR5B1/4uh/xd3tLuUqSrVIqhM/WrIu/bRDP8/wyS5HKVlPEAE5Beo2QyshIRwg6+xNXkDRjEFQ+Be0fks5MFO0YXAqe7+SwAz2xylvExFoHjjhlnHQqlEaJyEhGhnClCgYsFFwTyN+ltj2Gpjbk2KRUXLkNFswrejfxMOUi5uNWG6xCCQKZyBg8zsI2hRvz7041B3Tyr4FVTS7p+QgXcbhhX/R8lXmymqDGcBlwiV7R4xlKaMo+5+ftj8NVUH9/FRIPJiZSuimkqLNSnANcYZqFNenjZVkdmVQcrDiAEjUPHmGs3Ti81sajjfjUyocujvR30YpHgqiihq06+R0fmBxGcxNemQ26G53GyYd0QbuhT1pt81FBS4O1CkxpHAbh3GqN556hVVjawbi6vLIVAs40wpmOe7+6+DwWENMzvQ07gkTTj6KWb2XwS2eUrGAFq8aXf3E0ygkU3I+nYdzqsHw0av2fS9E0UjpugIFDp/S3gOr0HjalEz28NHCyMUV0VFKc5nIUU2ftcpPL6aZ7wjMuaeEe7x8nBtTmleE/Do21GhkqfNLGswNeGYHYgMhuejOfqJIIPb9HGks/0snF/IcMUskG6zFZrTcUr7owjXIkWNXNu9df3djK4RayHjVvaeIrrYRss+X1TwvRJ6GK0NF4Y+bgZcZ8ER0lqza/SWGh3gRe4+NTr/oZntk2n3ecBvwlrmKJruhjC2U2vaSmb2VjSe+/SyYl4z+yah4hbDhruU4WcKGpNLm9lJqIrT+zJNTzezbyGDTuxYGpl77v4jE1htU82zywi+ItJP24aqN2b4e40jkWNtMx/GdPusmd3IMFB9sQMhot7qtxF9K/T5eE+nVsdUUxEVtA5snpC/I+TunzeziWa2FMPPOcZIbVe9ahSXrqpXxeXOXY7+DVCE+1RTFblkEIG7X2wBcypcutO7C49cAXze5Ejsw6sqqhgY6MXo/ht6ilb1rYgap9AT4Tk/hKIgR8hUIGMqktvHBP36c5l3uYK7vyvonbj7Ex32kzT5XAgxqz3CDV6AQqYWQpMtGZYa+OcFVgnHSHoMEhLZI9PmBLQwTkOpAh/q+P270aZrub52n6XnNc79LVdyLfpscaRAbAUs3sG3fcm1Me7xWmSFLgo1R6HVE5DQ2hUZYHKhppcTpUCE8XZ5gq8q3aTy/lKh5k0aXjJdoKLtVVB6w33hmIFAplO8V1a0e134ew3CUpofuLuDv3Oejnlv9yKF5UEkOJ9BANmzgHsSY6go9S58tmvqyPA2YaA7IU/6vGTCUivvr7hdpGCUtntP1zyO+HYPf6ekjo7vbYOMA9+mI8yUipQllP42cnQ9t75rY46LmrZXRsbtHcP5csBnM7znIe/5jeH8nah6U64fW0TP+M1z6RmvhTxEv2RQyvisjrZvKLkWrk9AGFYl6XfZ0OsEb2qe5tJNXkRIt0MpZJfQSt8ad8yH7xTJOAayfQMU0r8lmZSs1vdegRxNz2Q+n9Vx3NPXfsfvLo826U+E8XEled3idKL1JcyBU0MbnWsZijRdtePzqYnj+Ln1jBEGz1jPKNPeXuF5ncvAE31FB38j77dFXulF6UizKuzDROALc/O+oranEaVvFfBvh/Afvwds29HfT1T2I7lWk1izmzFAgd5SKVsuRo6LieHYGbg4w5tcy8isaciJcRIyNnwDbVJzz6KG905CmnPP852ADIIvDPOobx8wPXEk02RRevV9KJ30ciSrculZN6M1ZB0UVbImHSmyyCH2cqT/TkQOkmTaG4pae310/jr65VVJuveFCA+tOX9bx7h4Htp3Xh3G54dRxbfkvYW/t0TXkqnT4bNHkTP3SQZpgI9keD+GdOrbkBO4K82qOI0QGfQ3iM5fD/wqwzsFBVv8NpwvhUDbY543hr/bpY6OfvwMpXo2afUL9b3rwLcR0m3ny3y+Xxij+4djJhnZi4z2z0cO/qawyUg6ezPuw983I+fEq8nrcFcjR2ejR65A2KsVv6ca5rl1ICGzBgFnAQmbrDJQ2fZqYVB/DFitg2/vkmvNYC743b3D39f38UbfmRcpDo2i/DF6NswV91ec8x0+eykShBs2R0W7c4TvEdpoFuuS/OLa3OyhxQ8pAsn8cGTZX6a07Yo+XIDAayeH4zNowZjYMcEXKmz7amCT6Hxj8vnIm6Lw5x3pEaAZwfWVXF9RZNfYeaeZdo8B3hqdbwH8IMNbvAmPvjMfZRu528J8nUZQ3DrG5/wIE+EL9GMj9baLvP8wmqvetVhfUDp+xngn30BK8PvDcSHw9QxvlbKFvCeNATqJfRH4rkIht835muQVjKpxQYXyUvncUpvrZedCu4eg9LGNkeJyBMqzXyN+RtF42wtFamY3IhH/b4Dlo/PlSGBVRJ8vSMdGJOKrwTuqWasvQNUsfxPu7Xjgmwm+6s1nNH5L8E4a7LmDgPfE1zL8zZowA0WjfnJOx0XlfU0Mf5sSzl28I0bT6D2mjKYXE8nwcO3oTNsj+lPqWu0zDu/tdlTJC6RHHZHhfRGS3UeH8XM8GeNT4rtGh4E+ek7HoiozkF9HVgx9uICMETPirVL8K8bFdJSeXmQormj3WelvaLtGb6mRLZPD/f8NRUz+nLmsKyJD4EcY4HzsRh4LspcXORs6DRcRb9KgPxfuaQbRmhDGdQ5/KrtH6eozBcYRpCPcjJyJ9yHdZI0Mb40zNcZn+X14FysU9H0jpAc8jqJ5X976/HKkn54AHIyiu+fISBy1fTcZR3mC19A+4bvIOfn2Dt7Vomd8b3iGyb19eP7G8J6vjQF7QPg7NXFkZTIVeFXhs4nI8LRMc3TwrokyX/ZGAOAlz7APu69xYhxKMJh3jOPNkBH1b8gAfC+q9lj8/p+rcu6GPNzLu/tXzGwZ4CXuPkfpNyFc6kMM8km3RQrGSIlZS5fVGynvGq4fgRaSsxkOa4yres1099VT7Xb0t6pEXcn92SDn+2CGKxpNQqCDQ/ma4TtNOOhQ1TKPwlFtgDOyA4PQ46bdld19nZJ7zpGZnYoEy/dR2tPewFrunsyHN7OLkcGiNzfbzPYL/W4qZLwdbaa/nuC9HHgtUr770k2KycwWRxbuDcKlqxAI28NIyNwd8b4OKYaLuHtv2pslyv6lroXrP0bgZe13/f4W3wQEqnd1OJ8fAdgln7eZ/Qwtjru4qsIshIxPI+WLa8gSJR9T18Zse2M09+5FC9DSyHs4EgZtwqr6LFrUtkSLw4/d/Q0J3vPRe53BILwad//OOO2a2ZLu/mcT9tYIebo0d+M1mE5PZbjA/yIkW5ZlOPR3pOKbCZNkdQ9h5iYsl5s8jRO1Jto4LRouNfgzIyHhZrYDita4lEHK6afd/dQE79oo3WUo7cbTuDbx9xZDWBS5fH3MbHU0LhYNbf8dlaC/OeKpLuUafXdhFPHSTmOMeYrz+y1dvjjqylAZ4+vdfe0O/nbbb0Gbzzi3/sOeCEE2VVj5FvKWLRee41dSstOUVvxpZMR9bbj2a09gFFSu1U054NklsnP3bGbX1axblsE7Sc0pMzsHKfWbIQPck2izm5LJ1yI94BS0LmXLaoe0oj0I+FNorvzA89g2RWRKHz8fre2XeIdiGGT939H8A+kOiyP95cr2szal9f0htNukJSf1pMy7zvHWPuN3IqNF33i7GqUKtOV3KQZalszsG0j/eBJFNTwfOMfdR1K9TVVrjkr0Y0TGmdn30Bj6GcN6S7LkeUV/N0pdd2HUtXm3Q6nuSyBZ0VX2+Vnpb+J3+vSWYtnybJOpctTOaB79CW3qNgBe4+4bj8NrZqehzfjF9OgBYWw+yOg7+XubN/AXVSyKZXHXtXB9f2RUO4MObMKI/3IUAXUsAyPf+1IyIPrOoqHN7N4hyID93H16ON8YObdSqeTNd3qhFoKutCUy0i2LUuBPQrrO1919xYh3Mkqrng8ZfRZFxuoRrKhaCjrDZp7Hy4x52xXq3gX8zlsV6sK9fdPdP2Vl5c6vc/d1mjkY9KJfdelOpRTe36YogmgNUxrzT1LrvZl9HO3N/srwnijZj3CfLyaTIhfxLQR8Eu3vPtSVbmZK6X8pcqythvS9S909iaUU5v96SMZe46NQC530XBl+jkQP+I3u/qqgjF9Qo5Bm2r0FWN9DOc3UQAp5ce9BQvKK6OvPQ1gQqXLuUxM/N7RZNrOfoDD6pRjODc3iAdVs2Cvu721IsdiGAaYNKOzvp81GvtXuncgqm82ZDMaH1VFVmC+32p3u7v9IfGeil4FrNYaRQ5EQN+Tl2ttDOcUE/5nIQFOSm91sQBujy+XunsT4qFR0qvKRS6lGSQ2fnYHAo2MclTXdfdsE753uvlL7eqbdYgXIzG5w97Xi73QYn4qfmwkz4AqGQTk3dPc3RzynuPsOic14du6F781AnuI7o379JCdsE9+fJ7Vwdr2rOWx3YQZAqSsiA955qU2fme2aatsz+Eo1m50ghzZulDETvsilPcaOEmXrZqSMPBDOXwRc1CEP56UMPPdSJA/nCff3AFIIOsHfu5QXyxjhGvK0MS71ew8jL+fMFu8NJPL7vQLUM0UmsNh/o7WhE5sh+s78aKyBUmGT60SYT29EY6GRAUkjbWOMacmLmR4ZijvW6knIQZJaq69x9/WC3DgMbYpOdfcVErxVm08z+w2FeCdB6XsLSvG9y8yWRJuylMFspUYGFbRb7CyqlBcLoSi7dyMjyjlIX7gywbsgwkSMnRhHIODdhdobHxOOxjrofSyN1qfp8YbbzNZHUTn7oDShhiYhD2hqHal5xte6+7qF69PQOJzbFOTlwy5w4SbC6i8JvhkVa1HK+OtzqouEtl/MAKj2ukY+J/juBrb2fuySZ7W/JTSmbFkO4S4ty7DeMkdOwdD2GWgtOxFVIfxz9NkN7r7WmLzFeoCZzUqzDpdoD7xJAG13/0CC93i034t1uImedioV9yHwT0br+bz0GEesVbQBRU0kizbU7s1KyWQEn46qO13d+uyweP9iMqT+omtfNgf9OA6NoV/QU/rdzO4AXtWseyan8G3u/qoE7zXuvl77eqYPn0KZAZuhqM33Ayf7cCDDWAV6TLi9X0TR3hcQ8Krc/dIE793Aurm9Zos3NhI9Q/f+vtgZHp7p6ihd+5/BsPNSzzgozWxVRuVQacGc5wzceV2XFe4mAHf/h+XBsLByVHoj2rQweDExXY2swoujsLWGHiWD2u7uJejyO5rZS1BIbOlC8IyZreBC9MbMlm/1v0299+cV1cUiugcJzqyAcXm7bzazkxvF0Qbe8xGjT6C7TB6Hqd5RES20/yBaEEqppjIUyEv7Z8IYskz1IHe/rFTRQZuyo1A6UvK9mdkh7r6PZark5JQGd/+DDeN1dY2L96PoodPDb1wRrqXoauupUBfRxWb2DlTasG+zU1MRove5RRSDckIalHPv8Hcr6mjeeMPl7r8NxoQRCmPi66hywhZmtjJC1T8uwX61mb3G3W/t60Blu5cDbwjz7gIEBv0uEvMmZ+DpoIXc/bOFvAcBNwXl3ZAi9bmuL3QZfCKa0JprD6G04BythBb2BRCwK+6eqjazqKvyzgeBE9x9SjBeDVFOyWjmYaxkpAw7BbRWOJoiAluhNecjZjbN3Q+Omd39bhsYz6eG9XLE8GMCJtyFUUUgZQRvDLmxcuYMAIBHKCieN+c+j+hpd3+4JbdycqMETLh6rQYODAr+J1HE1CRkTEhRo4DFXuquZ/FrFFmWAz0eNKLKlKeb2RKmiGbIFGIoNfoEWru1+bgkGExTVCMvniBEHAX+Q9HGaGKC90kG5WzblPJ2m8uQ/VEzex9KcVysxTMfwtOYh+HKlI+gTeUI1Txj4A+mSFoPMn5vlA6YonPM7K3u3lVhdSwKyv9HUWTnh5GjcCXSFVnONrOPUhD94BWV6kyV02a6++NmtjMy9B2akmk2GoV5uJklozBRxc1eo09tf0M/lnMVz4ivre2DKlC1NI5s+Tlal8+mvzBGYyBdpnB+H+YhuqRNsSGnltcrgJXdfbmCfjZUA6C9BwIlb9ajK5CheE77EK/DTyIduItqijbcY2ZfYtiZmo3ErKBV24bxhhLr9dbA90xRTT9DYN69ETqF1KSlzUem8mZERRXqAt1kheD87v7tYKB5BMnAL7v7hS22sQr0uPuFweHQRMXs7fmomD8gB1wJ7Y2idnqNRFSAMLucM7OAFc0sV40RmG1IXZVW1gY1+2GfC/mCtQcC25yNbYJyqnP5bN9EqRjnIoF7NpkcY2BfRoGX9snwrpy4tnGGdzmUhnQ6ZYCYpbghm6LJdylSsu4lwmqZw/s7GCm986Iwz78BO2d4T0MT+QfIK3cYWlxSvJeGdl+AQNquBb6X4a0BMqt6xpXj7eMMgMz6sFF2QALuRyi3dhbwzgxvbz4yAZiOOuDaU5H388bw/j6FvK9tvhPD32ROeqbt3yAk+jsLnkUDFvc0/WBxxXmnJc9tDt93Mz5fALygg+945K3aOBzHkAcSPS+MjQaEbR4SgN3hs9srnnFNu428/DjwmfD/zBZPDg/ollwfAv+BtHA4ep7xksjAvQ1K050b7+1byHD+vnCcBxyc4Z2CPGd/RcrbX1BkR4r31tDfC9DGmdSzYADwezIqPNBsbn+L0u9Sba+HNtSPhXf+TMccuZwIbwFtdC9DuDi3J3iL8vuRfP0uCh/flQ6Q8mfzQJui94Sx9gpkeDkqw1uMd0QA8g//rxjGXA73ogYjZvmSa9Fn0ynEOwl9vAspv7PCuLhtLjzjG4nwI8JzzGHE9cqLFv9GaEN2DzICvWMujYvdW+drkpezk6P/J5DRF2qfMdrgn4TkxQMo+iC5NlABkhr4i3CfAm8x6CgVAN4o0uG7COz2BiS3kpgSDKqxrYYwOPYELsvw3kyEtYZ09ZwcOjTcXwl+YHF/o3H/0tZYTa6TlWOzRrb0grNHvFuj9X9WOF+d7j3DAki/Px3p459AKWpzyrsxhcDKlc+tF0CbAHBMAmOtp+1VkE6UnU9k9Bs69JzUPOuYe4uhfdCNKGrjEGCxDO8IeHbqWri+PNrDPojk0Jl0rznzhjF5UniPx3bwnlhyrfV5CXj1ZWidvjQcj4drI+sflVg8FWOiqEDPmG0fh/SPz4d5tS+wb4Z3OoVFVqgAYQY+GMb0P8JvPEkez+32kt/v7NvceHBjPOidwqC5H/gaEpDJylAUotJH/Gsgy/JedAAvIcvvZ9ACuCBSUnPgoDdTCIgZPisWtEhgrhqOEvT90vsrrh5BXXWjBlDxgwyAt3qrG9EPZFb8jMcYbzVAZjWKzv7Ie7ckBYaG6HuL0V3ZJKWkjvQfGRiWCn1eLO5Drh9UVIareL61FSF6nxtwSPh7NtEmKxxnogVlvdZ3dkcGgHspqHQT5l6jQJ2OFKjcgn19PP7jOTYnz7iy3ZtQNNA1BKBBWsovoYq7rykAACAASURBVAJL7XumfrOzKlJIeissVI6lBkTwu2SqwjT3HcZdYzB7MXBhhnd7pBAeEc6XB07raLtYyaCuqsgdRJuKMP7uaL//6P0tgIyYU8LzeHmm3TkG159L724htJ5fH44DyWxIou+UgAnPCG2/NMztacBJpc8i93wyvF0FEDZKHRnem5E8bNbLTVB4/5w+42JnUYm8iHjvRZElOzKXKl8RjDa01iW616eTw5hfGK1v9yOcrzl6xsAWiWsfmQv3eCJS8I9AOuThZJxmgb8KdLSiH6ehiIflwzEFRepmxz1K2f9AfC3B215fJnSMoamJI2fgK+5v4F8byZSXIKzJm1G0ecyzRteRabdGtrwn9HP9wnYXbb3nrKEKGVqPC2N4E+SEmjYXeIuBlSvHW2/FojB/X4ecja8tfB9TKHDoMF6l42eraEPNmnMNijSaJxw701+JcF5kSDwdeLC0H0gfSRoJqAOvTq57zMU9WsEzLi7QM0bbU1JHhrfGSFTjDL8V6XvNvv2V5OX3cSQCV2qO/3mqV8hlm4WMLpsiw8vbPR8i2puGFJMrP78EIG5dFE10NVLsT0KCIEX/cvfDSn4fKeibews3BHm5Uv39N/nQ0hR/6f01KStbokWhHYIft1mTFjJPyKXfAZW2y5KNApl9hwGQ2bkMwk+h7hnXUk0oX026ya7hbwyi7UiRGSJL4IyYWRJnxMvT3o5C0VzLhzbjF5zsh1emqIQ84w1Ce1e4+88Tbf7XzD7j7qegnOE+KnluTYjttzNtLI4idlaOrn0KWMXLgc42AI70TJ5wix4PebcOYALfHRpTZjbJhQeTBe0dp92I9kELzhnufltIDZ0eM3jI9699z+7+vH4uUU2oqdUB3C0HnOshLNjMFjSzZd393kQ3GuyS/5iweB5AIcipe5uGFPrm/B6ksOboxSh6p6GnwrUkeWFKFpJ915rwyQwZSE824XzMTr0McvPr7r4Twk3pC2E/0cw+hNJFegExa6kk1Tr0+ReuFI7OdSHwD6WnRel0qfQ0c4VJfwAZ7w42szYmUoMR86JWyt4kWulKNiiAsGiQbzFvNszaEzhvHfS0uz9kZhPMbIK7TzezQ3LMIQ1pWYaf8Ujaortf3MyhcOlOz2NA7E2PvIhoVe8A4hyTTkZjfAaSD73rE1JoHzGznVDE3+fC97+V4K15xl8ys3+7+yUAZvZplNJ3VMNgZq909zvMLFmcw9PYT2tRiPsUqDgl2sx2yfQjlc66grvHMu2A9hyJ6FEz+zzadG4YdPJkijNwvgkvKwZ2TabAeQEkwpj9xd2vNxVCuADJxDe5+99abKnUw9lNkE7h7JUtEb0GbdrfyPC6l2q3Ju0VpLfEusx0M8ul49fwFqez15C7fzX8e5oJZD0FoP1lZCB6GdoXDTVB+rm9kxCJ5u67hVT4H7eZ3P2+sOZc5OVpg3sAPwqpwLOLNhR+d4RM0B4vBRY0s9cykG+TkDExRQu5+4nR+Y+DLEq1vwWabxsjQ/+xDNLUYr7PoyqEC5pZI8MN6S1HZ/pxNDJYTA9tbIwMiCPg1V4Hf/Fs0QnAdSZ8KxCObS2cQZI8FBwopKIUuSBTF0OOzJJ0s3+5+7/MDDObP6xDOSzWE4Bfmdlf0NrRiWWaov+54Sco6//nAtjL5WPH9AQw01TFqbc6TQU9jbzbCyJlb5aHKjUJOtTMpqBFpw8Q81kRtGPQ2SZQrieBPUxAqf9KMYbcwpFFydOAal9Boe5XhsV4eRRunaK7kKL5LR8GMjvVzDZs8RY9YzM70d3fa2Z7u/uhmd9t0z3ApWbWC2RGnaJTk4/cizNiZofToRy0x3wwlB1mZke6+x4VfSkiG0Xz/4iZbeYtNP9AF5nA2norQpQ8Nw+VS7o2W2b2VOvS75C8KKVdgCPN7O8o7/xyNK5TmFX7omijFczsKhQJ1saeGGejU9KuGtCzuMzMFjGzRYIBY07lIACJ+dj8ZgpLbb2W4tlFU9HzWD+c/xEZYVKYFtMYVjyeCddSoP83BOPBMaH9x5BHbzYFY+TBuXnVsYaklIwfZnifMGEozDSzg5HnM2kodvevmtl5DBwMH3H3G8L/O0V8z5jZZDObz93bYzxFT6GN8X4M7jM33qrIBhUfbyeqZIXmymwKff6vmS2a2ACk6Fzk/byVfrwMC4adnVCpdhjFnqnBiFkJzdPnI09qQ4+i1ORcJx5l8HznQ5vlZKU14J+mKi+XAyeZ2QNEcrHVbrJaGBqHI1ThLHrMIwy5LnlRY/SxQnB+d98q/K1ZJ+cN+tLbge+7+9NmllsTi58xcrqcEzZZb0Ee1be1ePZF6egpA0Juo1qM+xRoCqqetrSZNc7G92V4Y7m3AHKU3kh6XDxpZht4AOM24fg8mWn3XSh65QPu/hcTPlLKsIa7f9qE89fIrKPd/YwUrwmb4gOMVnpK4Q0W9ddGsREXQo6R40yYbvH4rsINGvxEr2xpaHuUllMik28zs/cAE4Ohdi/kZM7RjWa2nrtfEzq1LoomnVPeG0yA8DGwco63Bk91xFhtLYw9Fw7UqWb2pchQ1Ec1Dp2qNcdVQGE1K6g4VUhvRnP3ZUhmNPreI8gQk6LzzOxzqCKiE/YXJsD3tr68C9Knd+8w7uPuB4V1+tjMXEvRwh7hRLn7pSYH1AhZHc5XFVkhDpa7fy3oTk212908U6AnansD4BXuPjXsfxfxFk5YLZUaibzeGX5/0Gd/DlxoZv9ggKnUpuOQAbpEd0rSc1XV69tISe8FjbXK6jQVfbgZpYx8FUUPHAU85e7bJ3gPQg/6dwyXe0tVISpGsH+2yYarRyyEQq9T1SNeGJ0ugBa4F7j7l9u8lb+/iHeUNmzxFj3j4Nl4E/IGbswouPWIoSEYlEYonsTByvrv8H8T5QKKchlSdMzsje5+iQ17i+N2U5EPtwKbIyv1fsFoNlTSMjfWo3bnioW7lKwOzT8lUD1lPLRnryTxa5Gh4VoqjMRmthTaHH4KgSzP0/p8IlLcDkebRqMDJLGiv1XtmtlrkNL/gsD7N5T/ftuc9CO0fXZ0ugCqwjMjI+OOA77jBQDhVlftbaSaTo63xbMskm1tQ+rW7n72OGuIyevfKBldVQAnU1Fy1VQdcUMGEXRJYF4zOwGVcj+LYUNqqurGPcA63hHplpNVUbtJYEArqPgY8RZXWrRMie5MuxuiuXmVu3/T5GzYJ9PuZC+MdjOzDdubGjN7vbtfVfBdQ4aD9dx9BNg8KNFPIiPgTmhcnOQJUEirqBZWQybw9ZcgzLifufuv51K7RWXGLRM5E/GPOM5MUR2fRak8WyJQ0R+7+xsSvMXPOPAvgXClZgDvnxvPOzzj1RHQaLzmZAt82JileMPG4Kfu/pbEZ6sj3WIomiEnX54NMrNpyJn7HuQg3An4jbvvneBdDa1li4ZL/0DwAm0ZvlHXb3rGMWRmqzAA/m94Rwxmof1PUiZbfg582AuiHYK+vR/S+Qw5S7/q7jnn62+QDtAUHFkGpbf8h5Y3v5J3foThNFufRevTiDy3jJE/NZZzxuo+XauPTM7GL6Dqgp9EDp2Znokmq1xzaoog1PT5HZ6ofprh7TI8JPXlin4kK2hmeGsqARdXW7U0CPvItXB9axTRP5+7Lxdk2Fcy422Z9jUATxToCfxTUDTmSu6+YtDxp7l7Lqunk2yMIj1m9g2E5dTrDG99byMkF8/3hJHZzH7l7uuPfrOcnivDz6Moh/sZBlEo7mnP2bPVh7V84G1trr3Xh8Pwmut3I8Ws19JfI2gDf7GFvZbaFvnQdtKLmPhuspRomPQfSrSbKs1YXP6y9BkHxXAP5M3+I8OGn07BafIOkjJGNRsRCxFFPX04wBWxMzXxsWeexfYo7PVKd/9oUDC+5cPhzv8TsvLyrOcAezYbqbDJ/b67b53ir/j94pLEle1eh/JvhyzhuQ2+qaLJG1AI94Phu1d4ohqemV3n7uvMSf9yfS5t11RyfT8fDs/9uru/rsU3EUWV1VTJa//W0ghnaWR8hoXpLJR/3xlqGvq8KVKs1zClNvwkdc9mdiFwuLufFc7fBuzlidK6/2+g2udsZnsj2XkaembbIg/64QneXmN1xHsBSpfORrtFsmoJFFV1STjfBJUYTVbEM3nZtk/JzARvsYHNzD6BlPq5mp4W1qfPMBp1kDJgjhifagxSgX+2QbN1fV9kbPljQRvT0DgvjRopJlM6wg5oQzcp9OnAOWyzqMy4pUt2N+Spd5Jow5DjbKSaTckztuEoLZCB9j/h2hzrnDnDRM4gEb4Tp09f6ZkImsT35kWg0LkUAKwgmsGUTnw4MizPhyJcHnP3RSOeK919g8Tza2T9yHNr5oIFh1bo7xUelXe2EKndGFhL+ltLQXZujAw/5wJboOecjKQN35kU7iubpm1K118VYQ0VGfkq+jy563OPjNk1vJV9qDHyPyvG6tZvLEvCodPiqVlzmiIzvfqhmb0MzZHZMAcoVef+BO/XURGKf4bzxYBPuvsXO25vrpOZ/Qjp572V7kIfD2B4n7q/J6Ld2wYlkwP45pSRKbOm5vaSM1AU5aU+cAomjVcmx3kz1hYElkNO0ldn7m8mMgjeGLU95GiPeEecPe1rZramu8+okfcZI19yj2pmhyGjfldUYMN7BIpWPpthOVRc1es5KefuBXgSZnaKu+/QeuFxG6kXuB3C7VkCLVDZRQqYETZ+y7v7V4JFMRdu9mv0oHst/UFoNuCknWSFYfQRf/H9WUX4uA175iYgS2lubJyJhMRF9Jfiril/WfSMfYz0JpP350QUKcH/Q917h0tWVN3Daw1DGoZBFFQMZEURwRcBUUYFFRUEDIAwggFRQVQGcwJBQXkFUREkZwUJCi+CkmXIOWcD5qwfjhgQGdfvj1XndvXpqnOq+t5h/Pbz3Gemu6ur66SqXXuvvRbJP2EUKbEEDc19CRPZ8fihkrRv+Le4pl0VPCOZqPJ8GKJ7tDJZoxJjAWwz+v1lAdwXAiqCebFubPVXjX5CnSRxjS2uBGdSh30VRpgdBeBypblkGruG5OEYjd6X8G11WU2/RfBc1ZcKpexX8MYgZTVQ05rSht3hko3DozF0BmFLjOQGcPa1HWAvrolO2RjneVcAL5L09zCuL8LI15HATyrA02F/h0vNLkcG6dbMVSFItHYTZKD52k5qd8hBeVxxqXUuwJqxhVWedir8LG0F309vh5FxE8YKPqDW9+I5rlknc3PxsgAupstIz4Czjb9v9RfPs/eGebZ3Q8mKZJGM8P1auDc+BvNujAR+QjLgCzDicQuSawN4saTjE90WyYxrvNKb9vgFB2pS1nuOS3zNSY6vhvepcdrj8undSL5KifLplh8wDQ5knJnpdy6Mdn0YwLHBp/uEpIsTzQ+HERVnwffw2zDMtwhJs8O/NeevQar+Jfhcv4N91dh2gdW/DoMJfosCPpW+fRFPTOh3A/i8LeuX/AuMBrsl0TwZjG/1l0QENJZ7pmuCNSVtx9k/oY5PtbbEsdhIrovhErI1c5vayjVnqQr/8ES4dL+pANk5vLd5ou0WkiZKuyQ9RHJLAI9r4Af2z3ci+XPYJ8gm5EKApxTp1Et/wfF484p5sNrBoDC/7dEx5kcliaFMOOUnR3YYTDiefS+aD6bDibJcGW085poS51sA7E3z+pwDB4FyJZlLw8/oq+OfQ4Wc+yJB/AAjWY8R0liSK0n6bS66nZr8aNTI1soTRcdtj4Q3La+Q9NwQAb1Y0gifxMKK9NdE2EP7muMrjshzODP3GEy+fYgSdZdMlGN09HuDpBcVtp2HynNMw4XjcoxkZoAFSAm6HnQnODv63VYX0uNYqkfyUJjrJZ5o/wo/K7PUQiSR/KKkj/e9F97vhW3motqNxc4ux0M/3QqjCH4SXq8OKzeMZNoTm/YudMkXYOb8diQ8iyIg+Ty49GY2LEH9QPv8hnap7LVUkLXuspp+WQfPLS4VCu1jHpxpcPnCzyTtnGhbBTVlZWkDO5B541iYZz+K0UzfWJnRVt81JVl3wUHPR8LrpWBVt1SGqwa5UpP1vE9RqSYz5Zu5PgddD5CjYyZpesvTxjGG7CKj7B7Jm+J1Pcxvm8KBoaOirz8M4DxJSc661hz3GDzXHKuO0o+widkBDvL/StKrWuPIWiqowLpyjOdGv/1nODjyndR4aWTXifA6uR7J6fDGOXVvFmUyx0wKVFvXOW61mzJ0NcdAxITv9ZZPM5Sdt+6PxwD8XAnEQfjOHeG6vQa+r/eGpZxTa2pTfhs/Iznk2ggCOvVeeP9dMJrx+XAweSaAfSQdHbX5FhxsehqcdJn4CJl1PXyvxve9UdJGNKJgM/i5vk/ScxJt74RRzVeF17NhhP5YSYFxnumFYWPun74DB8yyQf5WsLq3xJFGxd6TOveZcSeFI3L+N82fdCBGy/pSqIpilGlqn5Pb+4R7aEMNqCKWhtX7kmiUhWUl15pjlCyF7/XRX7we5mXbBsP7p4eRQbLQlAGXwQT+28KBqMUl7Z49yOHvZ0vbaL7RZ8GBugMBvBPAaYrQ1RwkgPYC8JXo67NgRdlUKdvJMF9lLy8oyffBpccxEmyOpCM6jumJ8LnYEeY+elb+DIxviwTxwwLSWI2nTvP7koUh2Ivk0oPbwu88RJN0pqw30j+mVSmWoe74eiPyHBAk76NAsldg55PcUlKS8LhlNaTYVeeYLvl6DwZRzlNJJssmUICUCMd/dXCKUlnOx9NeouEA5HnN5oVkis9lc5gXIbYtEu8BBaplNc6JxkA/wZvwy8Pmj7Aznvv+qUhs2jM2J/wbKyplUQQ0vHvl8PurwnW1yd9QZfaahcRylf2+E4bnNvf8VeG9lP0k/E3DMNltzuLswmNwOVaO6+Q2kqehA2rKUX6PZh5ameTKmTmg6aeUF2wxWG0r3silar7/qFA+thCs5jyfCKt6xaTRJ2Ta9iJXGksFeDrsMo5m7y7N9ckEiT6NLoiteZ0sF8vYj1FHxF5qDergtyRfB+A3CEjPxjQgST+pxL+IgugXyGSNNfYHGPnwZ7TQD808G9aihtT02TDx8AWZ/t4A8xaU+AwnwCSir5H0m562K0g6k1aIgaTHSCYRvSrPZL4cLilMlQZXZSh7LHuOG8sFzJBAV5MknASK0eBPlTSBdtV4iBjA9/3KGBB3PjO8F9t1cLb5XakAS8aatPmWcPnpPeE4UlZMSA8Hngc/4oBgTqH2uPDfK5FZcyXNocsPL4I3iaVW4/v2Ev9HtqAJ+oTxXU0yhzDrtccrsNNnGpSN7qFEUhBp3/C7GE16ti2nspobxwKSD4Q1P8nH0rIa4QjAa+q+8MZ9M9iPzN3LNSjTP9MVIc06OQeeX1J2KryuNomBXTAFilOZREqD/D9ALS4zWeksToanOAT71HKTFny77Hwt6VwA55J8sRJUCRn7AHwt/gWf54tgzt0R4zAydxo8P2bXNElfIrk5nDBfC8BnJF3SalYjCNH0+/YwnoYX9OtwEDsVS3m3pK9H332IVl/NBn7guMhz4D1Jcr5jHYl+0hYVx08NaWyqHjmppEEjJZ4Klxh11r6RvAGO9t0UAkArwoifkaxHaF8tZxeOa6YycNaSCPskjq+XdLCJYLOOaLPhZ/oX7GR3lZsVk2LXWoiyv1iDsollAFyXytSwAinx32A0Wus1zUIZHM+LZGRaTJL7XhjuuAaGncdlYTjiCPcIyYPhjEq88btL0sfGHGsndFZ5hMmSKJAkZsisjjO2Pgv30NXh70plsqlj9DulxHKJ/pcD8B918BFEbWeog/tlzN/vRXdxCvg9esbwAdjh+z2G55bU8/9K2HFrz7M5QuOasoLaca+P4cxZjjS6BLkyDpy/Ob4YKZnlGEmtDcygA2oszMnPg1UfO9c+uv69bfPhrOq5rbZbwQHRZ8J+wywAn00F/liIqgrnd12Y7Lx0ndwDRo+uCJfUnKkMGTqNTHgpLP96DYx6fTQzfxdzLtUYjbjdFsAlwR/aGMAXJY0gGFhJzs8Kws/wWRE3YeU5ruEvKUaD1xrJK2A/simf3gjeyM0H7J+RvBsuu9sfTnoMWcbfOxGWll4N9ikXg7kzUtwaq6CHkJ6RRDQGAdoJiWhJn8TjaDW+b+t7qyJN/N88x2+Dj/FbwITK0iOqKxlP/W7Vpj18ZxU4WXQpjRqZXrLG94wjNX8nuU7CZ0tgUPbXJTSxGoDfaoBeXRrAU5Qolyd5Jcy3ciOGUbEplGKxcERo36yTE+gP5jllilGm4VocBqM7BCuyfUDSLzPtXwuLzgCeQy/q6LsIeRiCsgvgkjPAKJAZcJB7tlpcmxxwCDbPRBeHYDKh036v1mhEzFwNo1wO6QtK0Em8ZTr2yjEwoEHbfkeToL2I+l5F5YIQNbygd8FrThPnWAzAnUogwcK1fiO8Vz4DwDnNOUy0LSbRz9kiQfygLOvRWG89cmSz4EWqpPbta3At3ZNJfh6O3iVrMlkhZ0dnwneHH9ibAMwieaiklFxmSYQ9tprj26+gv/tI/gjA0zgsLd5VG1qT4aqRv6w1YphjaAGAXIYrRko0RG1TUrpV4aTGNfjHwQthrgb/wzD66CfwMa0GYI8Q3IozCafBmeEDYbhkYw8rU94ky7PGsM2sPGuhNffDWrBD29zPW6PFB9QaR6kk8b40GXTvpj1EwvfAMCHfUbnFIef8TIG9EYFYLvzOb0hOmmuC5IZwFn/Z8Ho+MnwENIz1eDijsXLIBO0mqasuushUgO7SFPB79NhcOLCWy8LFtgucRVkcUZAI+QzWQSgvK7gc6aBLqiSrKZG4NfFe23qRKxgPadObvQvjmgM7FquRjNeoZWGYc9y2Xe7S/r1UwOz/wl+JLQVfv4YjbVu4HHk9kptJ2iv6rfPDf+fDGeAuK0VVXQirDs0kGTumXQHBZ8LqQLf3jAFwAu4fJHeFN+AHMc95Vsy5VGkfgufuNUheAwdTcmS4R8LPUpO5fGt4L0fO/x2Mcih8GwnkCOuk7WvOcQ26ugYNXmslSqm7w878EzCKlsrNW7vCib4Hw730JGRQtNEm5xHYL0q1ORDAgSQPfLyDPBmr8X1HNtccVfA7pPWVeGM5MpexXjDhAuQ37SehdV1pJMB74Dl+DVgi/ChYGKE9lt7ERJQUXL3l2y8LB5dHjKZAOBneVBPm5Xt7KigBz8WxqMSC8F4qOLpP6vcydgqA60j2CkcE+xedYP8RyffDgi8zM21rUKbPaAemSG4CIBn4gdEZj4Wg3QySy6aCdqzjdX1VK2h3FwciNCMl+KjgEITXunaQ5x2J92pt3ThgEebOHJiiZq98r8yTGn9/e0S8qa3PUj5JE3j9sMyx2thxJLdvBatOl/SaRNc1vKAXAjiDZFPqult4L2U/gYEMJaXva0ranuTrJZ0czuNVvd+KbFEhfnqzHlHb4nrkMcbxHHhiJYDLco4+6+TsGhTNTrCz8wk4U7iwNpmTMnbAbjVcG/ocSfczI9GqtDRrsfxlrdFIk7fDwTvAEPiTJH11qn+rYwzFkpYcrsHfDV4MkzX4of2S8GYHcOYlG9mms7P3NAsNXcL0XEk3JNoW8wGFz5aGa01zxOdNuysBvC4aw7IAvifpZV3f6zOS34TPQ2/NN8kz4cBaQ+T4FgBPkLR9u+3CNA44BppFOotGq+y3mI+ARjRuB+C7GiDE7pa0zmTGMMaYe4NxHENqPARcNldC7SfR9gF1KOEk2l+jQnQWyXjzuhQclHhMCQQdW9nXsJm4SwloOyuQKzVWsmkI7VaBA84jQWU4a5VSWdofLhv5Ruh3JwArSSrZ7HaN+XoAm0haEF5Ph8/NbITzx2GOqhHLzMm9qKpW+3Mlvb5y7E/GMJpopNwhBBj2gMsVdpXLdHLqJsV8TrUWzuta8LXryvbf0fZ9Mu81hJ8HYRi5MgvAR5XOfFarBRWe42J0NSvR4DVGIxW/qQQnRKLtrlr0ZefNRuhZGD7HU6I8uzAst7lub+TH6PdqGAVWou6bVQxMPdu0CtFGAG5Qv8JRL98RjQpeHhVJQRp5+JbG16PLTr+lNHomxYEzMgfUWji2D6GQj49Oht0HB0n3h9FrB0m6PtG2BmVarPgYB+0krUHzDh2lhBop65CHd8DlQjdGx3pc2EeM7IFZwCHIQUJnNoaDBcvCKPLUmIvRQWHMmzbzG81Zc0XmPi7eK9dcj/DZ/rA4yGnwerYjvFe7FcB7JW0atU2dy2yMgeW8oNPg+2ICCQZfv2QJdek8G+0vroT9ht/BVUjFwhiLCvFT4wgW1yOzsvZN0v0wZKrPenlRIluchkK/AZbW+zcDs3hivMXEZKF97/GxknRQVv0omaw/BN/E7UwJwu+kSjeeAOB+klMufynpyzQ8vUGu7KJ82cQlMDy+N6JL8rL25Jd6L9gGKHdS4xr8b6ijBj/cP7shgtKTzELp4WxrPAH+LfFeY8V8QCS3hmuBl4Az/y8A8LnM9XsKDANv7NHw3mRtw4pN+zqtTfTlJIsgw33G0fKGK+DFPXVNzqSj/E8ITsE7Yb6BVL+LAXgdRlFjqRK5Kj4CSb9s3WJ9KnwLw06BgwVN1uktcGAgDsY12c+k1DjSWd0H4efiexieW1Ln7VqSa6sQPg5zRJyBgrICjaKtrqHVmSaMUdkEB4iRibKJ1ABUh1ypsSI0U3C0fw5D3Uttm5bjf2RwBEfW+8q1b3k4izs/vF4GdrIXkGyuT8NRtUno84zwent4A5iyElTVhNUEfcLc+WW4/v8PGNTspwg/58K8ZOeEdWF1eHOSGsPJLAzGj2EbYTAPrU8yiV4FsIDkGhom50/NLWvBaKo2cuVhuCQhZcVqQZXnuAZdnUKDZ1ELdPJsI9gPuin4VDl7CoCbaIGDE+AS7pySzX9D0Odd8P35DDjBtTGMIkghGmfAaOWVJb07PONrRXPZZMZR49sX82CRTO5FJH0u8faDSglFwgAAIABJREFU8PxeIpiwGMmNWpv2RjEwtWb/S9KjzXodgrA5v7KX70jSfHi+nBP6a4KjM0nOTAVHYWLdB6I+fhj8npT9keQ2CokImtw3iVZgBV0HKvn4FKTLwyZ7T3WXxvWiTDme4uP7EIJ2YUw/Cuc7ZTXIw3cBOIEWuyDMPfMuOpF4YKJ9zCFIAK+HUd+xXQvPrStgeC/3MPII/Bp00CEwYuusMIbtAHw+02/vXpnkFvCe6ekcLvmehbzaIzDqixwTAk0fJ/mpVtv/MOKgopNeuT17DS/of2Bk0FGpz1v9Fs+z4ViWh9ek78K+UVVybVEFfv7YdsJJbippXqLtW+EH7v1wPfIzkZHBhjcU9wN4DaLatykYb0rOLke+eDQMlbwDwJXhJspJVtYQkwEFx6fxSQc7TdJ7wr81m5BewmZm+CmAXohngzLKksRGtoJG4YdDE3NwLGYAWCE8VM2OeRZcO5+yGknLW2gp5dUAfJJGxOTIimuh9IydR5kkdOjZ5hjQX7hccCO4xBGSbqdru1N2CoAbOUxcm81Cs1xhpWbTfivJjZtsD8kXYZi0uD2GTdQiME69F6z4mqiMWK6x82DIfQl59RUhoBTzEcxjQOFpGHX3S7oMUWFxnYuOuZDO7n0Uo9dksnxcvcE4VUqNB/tF+Fsi/HXZxnDi4Kcog48XlxXQGa3GpsHlK8vFbTRG2QSNMng3RgOCky1RLSJJrU0gBPs7nb07PXxnDqINUstq1r6D4Os3L/z+ywB8ITjAlwIDxEuY52YrIJJIHoU8DPoAOjP+YQxQVR/MtK21A+D77lJJ/0NyM5hbbsTCvHdl9PpBZKR2a4LxNc8060qsisj5VUH4yfGk7WvOcTEiStKpNPqhQYO/IffMBIf9M3CwuqEB+JykJGm7pL1J7gPPLbsAOJxGqh7fBNIWttFlDSNlE+33gs2F0fnXS9qMRnF9IdP1iTCZchMs/jVcijES+GGFWmewGt++ZnMdz09LwYHKXL81RP61m/YrwoZ06eA77AH7BikrTkxUBkdvpsvqG8T0zsj7T7vDgipfh5/bX8E0HCmroevoFY5oHd8G8H3XW/5eOAdUE/6iLmhXXKobglrPD2tUE8xrbERkoJUMFxLJ8JqEDivKvaP+T+FATQ8A3tThu5fslX8D34PbwHNLYw+je63+B03R0tCxbAf72cDotfk0TK1xBfysvhQGOaTs6ujvcE0RLygq5lkNSPSvQIZEv88WVanX3bBDcTA82R4EYANVSARn+r0tOAB3Slo3bHiukrTxFIy5U86u57vTlYbGFxOThc8W2vEtKmNGgrAxTY3k8i2wPF8c0T1Hw2UXc2FZv6fBDksT+PkrLNl7eKLfXgLtqG0jkf2gpL/QNfhPV0KCnoVQ+uizs+HgzJHhrT0AbCbpDVGbcaC/10vamMOE0l3EgOtjmDQ2h8CqkSS+D96QZDftUfBwcTjQ8ovwehUA9yujEsE6OG/xNWEd8WH2fCbaFhMmk1wBzsi8Cj5nF8MZsdy1vgPOTNyCKHufcqDoMsRtMRqUGMmS0qV6h7eCce+TNOIkslBqvMZob+ylGPDJTdgUzS0/he81whmon8Ib8VKVxFy/18IBi/b1+E6mfSkp51gkqYVjXhW+5zaBz8k1MAfLzxJta9e+leAgNGBURVLRg4bSv7i5z+kg/vWqKPWbCuOgRP0OAP8TgvG5+aKIZDq0vQXOAs5TTwln5TNdVWLFQnL+6Pg6g5gcT9q+9xxzDAJ01kmYPwCrcP45vH4SLKzQeb/RnGu7AHgtjO7aGCaFHUtkIfRZpHJYue41aqK3w/wh/yJ5j9Jles31iP2F3D3/ABJqnbk5ucb3ZaVoSuu7S8IorE072swM/fUSrGc27al202BE06vhteQiuCwkxTfUK64Qtb0Dni+GgqOSdk20XRJGr0zsc+BS8q5nu/dcsIKuo+bYQvvi8vcaYx3h70EA/gIHtD4A+9/3Svp0om1xqW6NnxV9p/HB/wPgGmXUU1mAwuIY5d7Rd3vLbzPfy+2VF298mrCmPzO1d4rarw77Ig059/VwoOjXsLDP1a32K8BzMGB/oYRrZ8qscp5NEc/Ph8vkSvjuFhni50Uwz8C1cPTwVNhZHDGa62B/jGYGUhnHxtn9C8l14Nq3EchdWCAvVSF6JWzkvt84xySXJrlq7NBmLkZsKThoDTEZUHh8NRbOxRclfWQy/YxrU7H5KrDeiK5cr3ooyQ8oLQmfsv0qxtAspusyq7I6YaVQ+sZ2h+Hpe8OT3GUYPb4J6G/LQeyC/t5D8i0wbPlZcBb62o5xzADwVwUJc+aVW2okiV9b0KaK3JbjwXlrrkkN8eEFJF+tNMn3kJXOV8E2VIuIkuTuyMNOH5N0ZOaztp2LsNAgk1VtBeOuJTkUjMv02ys1TvKrkvbiACEwZO3goSSR/LoSNeaJMX9MJtZN8sWkNg4ql7autRnK8G61jXWknLUkqfvDmaXrFEgjcxbWw9JyqNq1bxpMvDwdwJok18wc3//CWePLgQl00H6FY0oaQ6kvO7jQEvaXsCm6Es6M/wF59FMpyTQA/FvS/NYakkMK1jzTNehVqJycH/B8cRX8LOck4q8A8kHzTL8l53gcAvS2hPliyEiYw2X/cXnJw8jLPjcJprfBZTHHwVxH/26eBTgA2LRNlWrPB/Dz9uaIGZVDWI2uaTNO2cSvaGn0/wNwCcmHkAiiB3s0XK9GxWYN5FE3VSU9qPN9a0VTYpsBl1uMWPjdbyCUg5L8E4C3Sbon0XZo0948r7lNu1wWciwyJeGttr3iCpH9W9KfSU4jOU3S5SSTPJjhmf4ygC/TSNZn5Hw0WuX4CwCeJmkLkmvDAfdUeWIxXQcc7BpBYXccX1X5e4UtSfIYjAZdUgjoT8BBu7tgiobvw8/2iKUCPB3W62fFRpctbg+T6RPAiSTPknRAonkvCktjlHuT3AYu9+pFmOUCWzCir22XhL6nw+fjDySvlZRE/cio2TYxfmOppNyCMN6lAKxNlzlPCY8Zy5R1a+bZDcJfgwjcCl6Ldw/X+6DeMSUCygvdwiTweZhvZCaAvSWdnmn7YwBvgkkcOwdLw26/A0utnRT63kfS0Ym2l8EwtM5IfGh7M5zVeTQa/zUaltZtypqS6kaSRiDIHCUmmwXgYCWIyWqPr8YYkB2T6WOyVhKBbrWvJSkujuiyUKkrtI0lOGcAWExpNv8YtrsUnL2+JbWQ0PLTJ8KQ5QkovaQuxEeRhU3WfiiTwZ4BB82aTeJFsBTpCNE0KyTMWSlJTGdHGyTRVZKSije07P2ItYNadHZ5U3iTFQdCHgZwnqQfJfpOXZN3SvpBom0x8SHJN8LQ6mmwc9sV2C42GjGydzM+kh+FiSm3yLTfD174zsFwlnQEIcQCkmiOieQL56PhURqRGif5Qkm3MIMQUBoZcDKMOrqpZ8xbSzqPBVk5jkFIXWMkD4CRA98vaFtMyjnGOHaBn70Xw8/HVfB1Obfzi/39Fq99HCAE2wTvSa44mnPlReHlDermXCkZ671w6cbxMPR9KOqitLDBMjC0vCG5Xg7AqUrLOBeTTNNyx5fBm41t4WD84pJ2T7TdDz3PNIdLrIrQq7WWmg872vb6WlHb4nNc+NttCfPmOmclzEmeAvtj58Ln8fWwE34ngBH+F5KfBXBCav4j+VxFJWU0qfn6oS8CWAd+BpaDCUovjtr+GM4UdwWd1oOv8ecwzAnxMKxQ00k4Hebc5QBcqATBMV2itDfMsXUxnMx9hxIUDmE9nYMCtc7QvvF914XX4ZlwCXUykcFyBGSMBFsMVrP7nNII72sBfLrxw+iA+xckvSTR9kIMNu0x2u6QVrtiRBrHSEyQvBROtB0I87r8AU4KpcY8Dy6pmdhcw2vQyOY6+HAnhvOxHl3edJvSJL6rhL4Wh1EXy8GonBElZxai0aKg6Nvg5zUuf39EUl8ivtNYgZYs7G8c5GGVGAeNoluvFTS/XQn0IetQWEWCEKFtDcKs6BmJxxbmgWdK2pfd1QfFpfLM8OtkgnzFFvaRxwGYKalYWbdgnr0SwJbN/olOfnwPTpLfokyFw1Afiyjwcwe8UO4PT0ZHAXhUCfUdOnP3SjkiPpVjOBeWXL4Ew0RtqcmzZiO3UNSNFqaRPBLmsTkLw+eiSCoztJ1UdDQ4fCMR6JSzFdqnFoPispmOcdQodRWz+Se++0wAX5WU5KtiHZT+RKQXk9Qk1+sghna1qLjbESTM1VMWxjqFlbnwBN7ci2+EnfARVFa0qBIOrq0Gn7tUPTsY4LwsgysvGf47cU3Cd0auC00mfpiGiQ/3TN0XdKnQ61EQ2K4xOtB5Pgynfy2sjDYntZBE42iblCDbpTNhh0m6q2I8ndDfcL/dI+k57e9O1kjeD6sl/Aye33r5wwr6TEHSG1Pm2TsE3vSNZIijNg2nDmES43+hJyCYes46nr0qAYToe08F8GYAHwGwvCbBIcdKlCkrlFAWhpHcDj5nszHKeaEpcBCbktqLYOTmbwB8W9IaibZxML4pCdlf6WB87zOdC6BGjUcCqbVWGcScUrUgpmV9ge7nqYaLq5PHUNJnW+1rysjOhhN794TXa8NBm48BODs+T6xTOZwomyhoW6wYGj5/ErxxIjoSbKxQ66w1JhCQAN6e8lE5nKB4DOZAS57D1H3YsQ8o2rSTXEnSb5lJlGhYWbc4MRF9pyYAXby55qA0JS7rKw7wJvprUNh7wbxvjc2CaRra57247D36Tg3nWbbsOGrTFcwRzIPzVUnn1lznqP8qPyuckzdqIGLzBHieSB3flTANwHEweu63cJA2dS/3qshFbWtKnIsDW+Ecvxp+rj8t6aaewE9xqXzou+HXeQEDv46kzuRewZh7lXVJzpL0Vw5zRU4MF66gGELJBn/2+RqUvi0J4A5Jz8kF79q2qEq9dpXUOFC/BfB6kiMLX7CPAfg+XabTp95SY2cjA29PWDGDPRaeulGVsSJKC28A/oxhBvEcmWmSnwUROWXUdhMYXdIu00sSUkn6McnFwo1+Ii1zO+SAcTyS4hqrUeqqYfNv269gdNOIsV7VKyZPXAoOjiQ5MAD8EgN1nKzJijn/IbmcClBxcOBWDKz8weHIWQ0Ue1c4UPX30O8XYbb7kcCPRiVS14fvlZwtG+6xGLr9dkl3J9peJwcaJ+45WpklBcdviA+brOGvYDLolP0SwN1TGfQBAEl/oqGxl8KL33Zdv6GCkqXIwZkOYBea3LWTLJmF0N9wvz3ASF1hCm1EvW+ypjq4fWP3wYoM0+Fs6bfaz9aYAZU2KedOyJNyVgkghH7XhhGCV8GOTAmhftbCtZ7d33LCashae409Zdlt30LStwF8m+Q+kvbv6TtHig0MNgMHSzoier+YZFqGjH8awKdDAG2ZVNAntO19pjUosUoiaOEyv/Yx1ihfAs6mfopWYOtDNfb6WjXneJznSdInWSit2wR2WM77UlNG9mxFQWJJ95J8jqQHOVouXqNyuBGNBivxy3oVQzlaktaUC64c5vPUfFGk1ln7rAY7BMCr1UJAIn2epwP4lcypsSmAbUmeokgMJLIHaWLub4TXO8PnPWXXknx+36ZdQchATkB1qsNJOi/8W0NU3vhNs5Ani25sOs2l9mZ4jumyv4cgX+PvbYyWX5kJiMRji/2FKlJl1ZW9N3YWDDI4Fv0Kp+eR3APdCOi+MtIV4DLec+PrXDHe2QDewXJRivkwPcMl8HnfHBZc+Vr47TixWiOaVCQIEawpv70K/SXORc9IsM/BSY6rQ9Bndbg0NmfFpfIwQuwRkiC5pKT7SSbnJlaKbqhfWfc0+P65BYOEH6L/zyR5rKRYiexUWL2tQV1vDeC0sOcqUq5dVIGfW0juDGB1SZ+jSzRy0qSfhxebpdCv3lJssixqERwUdRu5KnWjhWhFsr1A9Samhp/leHhSGYq6Zqy0Dvg0WFGtl6SYeY6ZLqvhOihm8+cwPLches5toKpUvdpRbJLfQrqOFahzEP8G4K6wkHSi4lAhYV7juMCTX3zvLAAw4vVmfudWmkw4Z8cA+JCGodvHIOLnCc7Y02G1jf+JfnsWzAcwPFg78u+VM/glm4HmelyAnuvBArlcDiNGBM+ZqwPYjuTIZovkKyT9gJnSJQ2j/qq4lILtj0LlHZh8/B5a0Se+3yZVbhKc6tlwSeaJYfHu4pMptuD87ouBksbVcKnASEZVVmM4LjgVuwC4k+Q1MHn8UAaTLnn7QRMYorN3m0pKydG+Fw5CN8/lVQC+nhnympK2J/n6sAaehrzqFQA8CXYQ/wJvqP+kfEa8hnTwNloppARlWqyEUmjNxiJZlp37kqT9QyBzIiCvllS1elQ1w/1yLQZzO6I+5mOghpK0cL12h+fBmwDMInmopIOjNjXPdGObA2g7ylvE73E85cvaYGavrzXOOa4x1kmYF/G+MCojI9ko1xChjCwzlHtoNHZDg7ADrHi2JAacN43VqBzW+GW9iqEYloVum5CWJC5V6xwnEF4jS/4dABuQXBO+DufCPuaWibbvBPBZOCEqeN7MIZSqNu2sVIcrNZK7hTE/AiOrGr8gFeSr2Vx/CJ431whr2Iowv0xsxf5CCEBfQfKkmuBIzfqLOs6zBlX10XiYiM5bQdDu57TK5biWLMvvsHPCX2Pzcg2jc/xP+P7osmIVORi9/k8YudUgzHJk1MXPiKw4eFb0+kHkA1UAcD7JLVWAMkUdv04vX11kvcq6krYK/yaTNGE/cTe8djTf2T/sFxoajd01ANIU3W+LqtTrSHgSeoWk5wYn4mKl67hL+CS2l3RWzUafFXDQ6DtFWR2SL8SAzHdE3Yghu8a8hGa7v3GO7xol+FUybZ8NBxaeImkdkusC2EYJUjBW8LOQvEFS18Y7bltcBxza9/K5cMCd0JWNbPd7OcqVusZl838MwM+Ulg2vghRnvr8WXF64ZuKzJDRdLUh6Ysxx25Nb7Qg7yc9BVIKgloQ5x6tz/hC8CMeB1JMkjRAUtjaejbT2EyUlER8l5zmcg3fASLCbMNjs/BXAyanFjxWcWZXX4wzYWX9beE5nwCUUY8GrQ5+flSHdNUohNeUKNdDfYt6eGmMd/9RicFneV9qfZfq+BEY7xmibTSW9KtN+Mdgh3gVec86E14q/S9oxapcqecnV4M+Vyek73wvv3yhpIxrqvQcM875RGRRm9L3nwiihD8I8ZiMEqCEokSIdXBU+3wdFbWvut+LShtC+lBOsqiyb5IGwc39qeGsO7OR/KtU+Zwyw/+h1DR/B7TIcfScYdfEJOLAWc4EUP9OMELSwVHVjy8LcOjtHbWPlyxhRmlS+pNEp9zNNUgyluZFWk/TT2Neq8XuifobOceV3i6H/rOB9CZ/XlJEtDV+bxpe8Bg5mPQJntEd8sBIftdIv61UMHcdYoNY5ib5PgPcX8Zy8WOZ5ulXS+iQ/BuCfkg5rz7PN2pabUzNjKC7pCe3HUocrGMePYNLlKVUpooOPC+DgOeHE/TRNshw37EU+gjJS5ar1lxU8hpVjbgftXg4Hn8YK2rG7/GfS4w2/kfLB58NI4QMUBc5q1urQvpT3tOoZqTE6AVpUKt/6Xh+/Tg1fXUpZd67G5KCbSltUgZ9msi2RfTwIzhZnVW+i/pKSlJnvLExCzE5ZzfDQrQs7bL3jHfP4imV76TK6jwI4Wv0Ssb38LJGj92Y4W3x2q+2kSgXCb/TyudBlPGfBGfGRjZzSqIoa0thiCc7Qfgk4OKIw1hzfyq1wcC1WkPp27tpzFPL+OwCfVEb6eWEYI1nmjjZVdc7h/G4MO7oTEqPKy8THQZTH4KDud5QphaBRebdiGLr9QklvTLTdtvR8spAzK8wTp6ilvtXRb41cbg1ipMra81A4jruUIJVjBblkaP8UDNTPbpT0h9bnSTWvxpQO0BbzT4XPbpS0UeqzRNuReTL3LJD8ChwM+QGA4yXdGH32QOzkp8bX0W+K7ywXJKoSCKBVNV8Ko1yeAMuiXpVyallAOsjKpEetsY4TbIg7KGxm7sxttujS4hco8A2G+/62yW5WWcdHcA+cmDgNJiy/IjcHFP72cjDSrhdBG32nSPmS5DGS3sM0H4dSm7nMvdzLtzGVxjpp3UklaabK2EIeweVxOcWp/0WhX0aXrn8NA9TOpQD2as/LoW0KYTYfXhva83htYKSRZ94Ynv+vA/BBOfPfblssS07zcHwVLm3aWg46tnk47oU3bxfAohBtcveYLH2sTXuYAzbVMKn5vNw6WWo0ge6b1KEqxG7S6KZ08puNPxq+U0TCHN6P/dMl4ORuUriFlaTKletvCedZNVpy3KAdM7LkJM+XtFUYb1z+MzLe1veKFbDDvnoBvI4A5ledAe8dZkvKKWJ1Git5T5lAYqu+SmPSVjoOVvDV/Tfboir1+ndwmpr60BWRlyR9L4CPsLs+/M8kLwawGg0fH7LUZgB1cNBi47CsZlOWIkSymgAuBPAQXL/316hN7kEd5/hmoVy2d4akGzlci5gjCSzhZ2lDfzdojSHl8DWT3JDlJrn2xM40n8uO8KazXTecteBIj0SsM23/Q5MUXhnfSykjuSWAo+GsKuFruZukCxLNPwrgcppDZULVK9MvATxPPbworJTBDt95FrwhWBvDXAepa3IryQ3VoZykyjrncH6/HjawvcFCRSiZEDSamQv6BIuh20AHdLsyiFbEmSVznaxCcgllgoAtq5HL3VeRIpakv9CBsbEDPxyvXKGB/n4QA+hvElpM8s0ADoYzzA3c/aMyx0pjXxpj6DX8UwBwDV1qcgaGA3epe/BikjvCyB3AfAQXZfq9E1ZaS9W8twNNN5P8MgYlW++DneEJIzkHVplqrwvLws76iMnlZoCzpJ0on2CvhZ+LQyXleMMaezKG78d/wyjSf4b1GwC2JPkJmLutM/DDPEKwCx1QzAmGdFn2SV1jgoNfzbldrqdtqdXwERwNB7TvAHBlWKv+2vmNDpMDw/Nh9FKnNZsiAL9ObYzamyJJ7wn/9vJx0Kia5wFYrtX3LERrz+NkNdD/Gt6XKuMoRyKA7PqbKls+FlHZcmQN2qfXLwsBmx3b72dsV1j9rwn0bQrPWavRZUvfiNrWZpxPg+fCJimzI8zbM4JcUiRLXtDvLnB54edD0Gc1DK5lY0fBic7V4eMZ2ohjeB7NcXak2oIDlPKPMeDtEAbqcCMWNu0HwOvqhfDe4oOSvplo/km4rO4G5Mtkm/KTHC/ck2DfZT1Wlr6H35rwvYO/+noMFHbbVlOOBVSsvyrgPIPROj9AWgo8t3/6M6yM19jD4b0RY0I5ja7OmECrq6f8p8O+ikIFbACvagXp7uIAYDBUis+KihBU8J4yQmLDnIeLw8itokqVPmMhT1vlOBq+ukcxKLcd2rNnAqgTpvFL1KfMFhXiZye4Xnl9uNxqO9ghHisDGKLj68MT9ggPitJojWI4aOVYilSTQttzJb2+oF318dUYXb71fhiOvz6Dioky0s8V/a7ezsik3gvvPyl6uRRcL/xESZ9pt+34vVykf4tMgCXVR3HEmuZ7OBjAEpJWI/kCGOKZCqLcD2ArhdK1sGn/njIqRqxT9SpB24wjg301HMT8CrwQ7gLDeUeuSTi+NWEHuVM5iWlSzgZm+uH4/iD5JXjjdnbfYsYE/wW8YT2463uL0mg54OfCwdQ4yJBCo9XI5RYjRsYYc025QpI0NrXRpbN9m4fNRpMQuFSTzJ6T/AjsAGwOBzLfCeA0ZVALrEMoNJDiJju5GAbXcSSIX+GMLANgHzjTLFh98vNx0Chs+ldDAq0BI1d6FX6m0sIG+I1wHTzgOeO7cCLgGEk7kTwYRuTMhBMTE1/HqAM1jhLKXTCirJG0XQoux0re9yFh0JSFjZRlt9rOAfC/8MaWMArqE5LOyH2nxDjJLCLJ6Y/HteYYZaEVfb8eDrxtg+HE0sMATpd07bh9h/6L15zW9/qg/8vDgewYXbKfeqTRC8d8PxJcPCnfkgsJeUTyGXDQtNkEXQWXK/wq0fYiGGX0+/D6KXBwdQ78bMUomloFztR61i7Lri4lrzGSR0p672T6SPSZLPVuTOmS76bc841wkOlD8PlNIX9vhHlv7kKUXFcdzyLoJOXRHC59jwNFD8Ml+EWCOcwjUvdDRTlWtP42xzYNrfWX43GelRxDE6x5AYygHQraSXpH4js1ymnfhYOb56oDsRW1vxyFCtjB13q3AuqY5IZwtcJ67WvDuoqQGyS9KDrO6TDSOnV8vUhsjkfuDlZItJeMo8aYKU2PxpwrUe+sFGq1jcEJSwOYrkQ5XXaMiyLwA0xkeF4JT/yXqZw1vKvPFSX9keXyzJ1w0NxE0VhqwmCFrGZoH5c23CDpjx1ta46vWLaXhtE2pLYPwXXXO2Uc62IUCCcJ2+5qy1E+l/UBPEkRnwvJnSV9k+SHkXYEUpvr2xEi1tEkkAso3QJnyeYVtL1JEYcVScKlLCleq2LIdGh/Mgz7z6JtxjEOOJImjil3TSo3Z/vDpJ2nwc//jnC9/60wMfKmUdtmYX8MA1nSkQ11aNvLf9FqX1VPXmqVznIxx09oXyqXewLMPxUjRp6YckZKjeNxdqTmgJyjM/Ts0KitOzLPU04xJBlwDEGzBv14sVr8U4+H1Tgj/3+14EA2KINrNCAdbLcrSnqEtsvA/Bv/Cc/scwBcoIQYA9OcYCcr4mxipgyjsdwmI3x3JQyXIv4u06430MBhIvYiPgK6NGtfDAimr4CTDSXKi6lxLqlJ8nJMpZF8saTrCtsWK5eWrDmTvC+WDb9dwn1Y5OCzjounpmz5KQC+AOBpkragZeJfLOn4RNtL4HMW97uTpM0Tbe9VVO4bfJx75BLPTpnhsKbsIeldrfeba/Jx2Dc9HX5mdgCwvKIEBMcIFC8so9Fat0v6O42gWB+W9s5t5NZQVErV0/c9kp5HKy49XxNMAAAgAElEQVR+W9KF7SBY1LZI3rnWWFf6Hvuz0+Cg0cslvTjRtrccq9a4kALWYwbtimXJ6aDzDgBeBycyTwdwvvLUBRvCpV5XoF8oZEMAJ8AJGMKo0XcBuAfmvTszatuUvsYUA0muG9bxnjZ8gw3SaBnYH4oDP9XnOHyvhqetdxyt9p0CD+MYhyuFmsDdiB8b2laV06VsUZV6QdL9sKzsVNpT6JKoJ8Lrzh+RkWdWGRy0q84xB/srVk0iuT1cujAPyJY2xFZ8fKiQ7ZWzXa8KN/w0dUcOT8QABbIZAgqkdVzVsO3WZrJZHLruz7h06zGYS6K9EDUlHTUKPsVKXQD+LWk+h0vkhtpGx38zye/DkFTBiKZcoKYGMg0Y7rwTyV60TaX9K2y+f0Ty/QB+jcy5rHSqtmk5KceEheTjJD8F2HGSya9XzC10CVucLtd8AxwI+zdDeU/GGnnP49DD0B+e1QslPUxyb9iROyAV7ICfkdMwULnYObw34ixrIAc8Qz1ZnegZieVylwPwc40Gmj8AI0YaNMIlcPCn3WdNcPtD8IKTUnEZKhVgRBpLc6M0tixMUpqyC+ms8bfC6x0A5FAQDYKveRYanqQcTPwuAE2ZXKd8aM3GqNLmYuCMbNY4I5Ps87/NboXniekAQMs5j2x2SoM+wa4E8FIGEQh43twBCQULSV+m4fRNQmcXjaJ4cmUYXYo3Tf+/RX+pM2DYfS7QcALM5zGOYtEJsMrHm8Prt8JzS/I5plVFVsVwkOGUqMl1ANZnhpw90+cTYMe+3e9UQNhvI/k+FCSsUKFcioI1B8P3xcpwoIFwed8vAIyUXpB8PoxqiVW9cj5Z1sHHMBVAY5fTCLkSjsTismW4nPFEDCS7fwivE6n5bUVJ8Yb5JJJ7ZfqdR/J8DEo4tw3vLQNvBrOmvAJn+1ndLf4aXMrU9NGsi3sogTLFqGrdwrQj4dKo9WAlzuPgtSqJuAZwAp0wugm+dlcqL3N9Ho0G+yeA99LI2JyPdAHJ98CE+1NGaCzpOyRfh9HnNKXgFO+jGu7F5Pyv+vKmxodpVL2uUovHUNK+4d8kXcK41g46sEz857MoVE7TQOlsMdi3ejc8/+cIiosVsOUk8fOD/9iU/DZ2Zqv5n+gKhaZUfjvkVY8/DgeQ7oKf1e/D937KepWAc4GdAiuWaC8ZR2M0P9qGGAg8zA17lTgAXU2rAfuGa6mM+Lm4nC5niwzxszCMlQoLC2kMxRl8VpY21BwfB1C7OyWtGzbEVymhNsQKSUQWoEA4Bmybw+UVj8Goo0PUz51TpLRWapUR6+Ph2u9PwE7OnjB31O5Rm1SWobFktoEVkOnw+ULJcIWswH2w47s/DHk/SNL1k+z3Ojhw2AQ4t4P5CTbmALXT3Gc1hOZ7wgvPHXCWZGWYlPClmfY16LPmOZoN19cfDOAzSmRkmVZkymVIXgw73DMlrRwcxd0ktfmqQPJ6OOB0J+wIrwNnaJaDs9YjBPjsyUSPc3+WGCtIYxmhDiInDvB8FcuTxt8ZyWTm7hVWqm7Qpa8nwnPteiH4e5smWSbHCtLYhWU0ErRRCmrm+iNLgqvMkFFGnyf57SYbgOYgE/cBAEvLRKS556lYcW5hGtOlN83cNhky5pq55RtwsOl2DALb0rAQw91w8HF/DEsXN41TqOZrYZLvzvIRZpCBUfsUQvAsOGH1FkQJK0lzE21rlEt715yo7bEAzlEovSO5BYA3SNot0W+tqlcNFUBxyWmNsS6Dfxk8FzbB+DlwMDVV+k7YD2quyTWwuMLIJoMFiO1xLbUOsKd0YyH4kc2c9RkAv5Z0fJ8vQ1M6bAgn+naDfYIRFBpdrbAMgPkyT+Ayoe3vE22nHEET+j0K5vTZDN7YbwcjIHedZL8z4ATTyjIx/LPgDXESVUHyCJhiIE4W/URSKsmVKhuaD6PCb5/EmGuI1ZuEZud70WdLw4GzhhrlfEkfyLQtUcBuqiCSJVRKAxRSFSE7S/pZq91iMMIvSV+RGU+DxE4qAUftiitYQvtzYFDCXnDQ7CF4b7Zlqx1RoEgcte8VeOB4tBrFlUKsKKfLmqT/yj/4Icr+Zb5zR8l7Y47ndQA+Bm8gPgNv+ibb512t19Pa7417fPAkDDhbug6sqPNgpu0lMDpgtfC3NxyASrW9NozzbJgX6I1wbXaq7YsrzsXqifdW62i/DoDbYE6Zn8OZoXWm4JpMgyPrZ8FO4rsRAqSJtjPgKPtN4e8AAEtNwRjubb1m8x48ybTbf6Pkvf+WPzijfh68QP4x/H9NGJExO7S5Hl5s/gCrigz9Ff4O4drX3Of7wZvglQrmltvCvwfCaoDJaxHevwxG+SwW/naGy1lTbW+AZb1vi967O9P2bJjIu3m9drhHV4dh5XHb5y+M5yP0fXW4718LYNkp6O/W2nsW3sxuEr1+SfscRJ89AG8qmtdPys1Z4fOb2tc313flcZ4DB1H3g+flcwF8fyquSfQby8NKVbnPz4QDjZuFv2Nhbrdc+3lwhvGJsMN3A4AvZ9r+OD7PU3hMt8EIyOub+x+ZdbK5l6LXi6E1n0afMTyb+4TXKwPYaIrGfB2MypkW/t4MI70mdS+FfmdHrzeBYemptvchs3ZFbWbD6IQ/wxv8+O+EknPc0fflHX8/yF3r8O+d4d/Fm/OWaHsojFSZAyOe3gQrGKXa9q45UduRe6vjfqvyOcOxZ9ekMe6Hr4Z/z8NAeGPiL/OdefAc2My7GwO4ItN2ldDXH+G1+P/gTflkx71v9PdpOMA3Kd8JFoK5C0Y93xn9/RROAKW+E6+Tv0DHOglg7cR7m2baXgGjkX4Iq+v2+fazQ/vvwz72EQDmZNqOPH+lz2TP+Xs27LvcHV6vC3Ovptre2fp3JpyoSbU9GcATotfLIz+3nAHvs5oxzEDHfAkHiRm9ngYHilNtTwvX45Dw9wDs598E4GOttrfAyIrlC87btQA2i+8JmLNtUtcOXqt/BqPSN4OrMbrGcRCAV/e02S38u2/qr+e7y6DH34N9mqL5IfS3WPj/WjBQYPFM27Pg5MRP4FLui2H+zpLfeXnoe4nM59nnMnXfI9ojwH7RnaXf7+j3eNiv/iQc+PwQnJjIXedPhXt/c9iv/HzN7z3upV4hQnap+pUeqmG3WEgKC7nodqbtivDE1Y5MprI0NaUNQN3xHRMytHvDC/dMOLiTspUk7R+9PoDkDpm2c+FzsSf8IG4GP4gTxiAPCeAtNCHmkCkNCf82HNFuv5dDZKRULJqo9NgmR3KPRQbq11i4j78X7uMRNFDU7ms9v5c6F7WQ6SHEQBhbjhvp2XBmdxX08NqEKLQSYx474xjGtofycpFXh3+3goltX4OWmlGpybNkVwS9uW/jTLeQLvX4NQ0H3RzAF0PWbVqiHWCo6GFwhlmwY5CFGUv6JYfLBXNlZ89WlEWSdC/Nu/Ng6/uA1X+Knw/WlTe9FSbE3RbAwbRi01WSPpg7xh5bguRbALyEBWpBwXaF4fHLwevCQ8iXNhSrbgT7O42CdHSA3BjODCaNhVKgGvBt7BeereVgVZZUn6l5Yz6AmyWd22o7Dz1KIZGto4iHAy4nuTd3bACWk+WJ3wXgFAUyykzbX6LjPE3C5sIO0TmS7gkZyMvjBhxVnGseiC7FuSNgxMor4LXsYbhceIR3LfxGDZpoJzgwcQR8H10PYOeQwX1/9+F22u4ATonu+/8PJltN2d3wpjMHy4ekqwFcTfLmzLOesm/QkPjz0VE+IpczToPnkVx5Z9sa3qa/hEz672AOn5QVK5fK5ex9a05jv6HLeWPhj5yiXa3P2UsFUJmVb363Ru3wQ7BPuAbJawCsCPu0qd/6OTy39BorCLQ1fglHl50GlwD3okwjq1knzwwouoNg3/4gmJJghKsG9uXfAouk/I7kyjBKOGfz4Ln7QDgZkCISL1bU4niExscikPiGNnfSghkp9aZ/hn//QfJp8Hq6UubY1pU04bdKeiiMP2VrSNqh2TdI+gcTzk1kP4b3hw26/ZnhvZQ9A8D6CqguujrjezBfyy3w9WxsB9hnu4nkzXAg/OLgU7Ztmeb+CWNufPUJo5HdLwGwYuu5noWEanCYN2+Hg3+dNASR9SpgSzo6/PcIdfDJhjEk55/mcihNrLw8gHtoUvFYrCQ1h8Ql3BfC80SyhBvAmpK2J/l6SSeH+/KqnvE3XGqNL/ZUOHbQtl5F4sgOhMuRLwcGAg+Z32+rMjbXI7W/+EX4WwI9ZXrh93ZFWTld0h73wI8MTfwPyeXUQUioUOvJDOw287W4zllI1DkzU3cX/W7qBn2JXOZxp6TPkjwEA46Jtp0KR623gp20t8PZktRvfZTDpQ3HKFPaEKz3+KK+a2R7ayQRm4fjb8hvZvvkISeM48u4lky2cyUd2gWlTIxnK3gT0H5Yh+pqS+9jDIIWm8AIjYZzZXsAuQ3X++DsZXNfnIIBZHoiYJrY7CCMt2uz0/DaHIseXhuY+LixpeCN/lAgJePsTVjmvM3OtY/a/QnA6STvk3RHX/txTHX15G+GES5fkqXRV0KrNIIDtaqNMvNIyn5J83CILseciwwXF7ygHgmT/AFeJO8NQag20W3v89Gyk1DI+yDL3j4C32ePwvfkczv67rPd4cX+CRjdnOU2crfAHAqpGvW2JaVyG8cm4cAUb4xYKAXKFgxa/UqMS8Hw4zj4+9NwzJtJink2aoIzt5LcWKFck+bV6Jqnp4d7/c3oCHAHq+G3S5FzN5vEAxRKYcJ52yZ+nsIGcihgLulAAAeyQnEOLrlZn+RtoY+H6HKLnBUH2GsCDSRfJenS1ntvV0L9I8yF65GcFV53SbmvAM8PN2L4eqTmpm/QpbIxafRRShBow8/8wfD90FzDZMBcJuQ+HFZNKbEmYbUPBgmrpLKnKjg7QkD23RjlJUr5T3PgDPg58HFdibzcfQ23DlDm4DfzdC8HVJgHAZcfHBp/RnIufB3b37mVLkNYC/YXHmhfZ44nSdzLaxX1P+XCCmENmA9gDocJtGeSnKk0sXLNOvkimEz8WvjanIqM9LRM+v7l6PUvYD8uZyuEvl4GYE+S/4GRfHGy9jVwkPcZGOYmfRj2A2N7OeplyWdIurEVZ8klzs6nub4Ohq+vkN98TiO5vILSHU3Yndt7PhqC403SZQ1Ec1fClgVwX5jjBHOf3EwrYrXnuie3+vo3LFH+zxAsmTBZfffTIai7FXz/LqBL4w9tBRJLgr9LwHPZdAw/139FwrcI8+b2koo5AFXHGXcNyZ/BPt7ZSqsQNv2tBSdDGtqOrZEBPiAPLkgZQ2BvV7jc/CC6DD5lNQmBdtl5H5daMUeqpG/RibYmOfRxZQQeYN95RJUxZZWB8KVhxNyxwIQfsjSGVVI7bVHJuZ8LOwKXYDgqOLKYMKGSlHqv4rdf3vV5yiHnoKbuenhD/mfYiV8z0bbhJpmoKWZL0em/xTiqKhJLIv6tvWkfo/9epQKOKePKAhULDjgVanhifgxf47sy0f24bc19fD0MKX8svM5yLtVazWaHFbw2me/fKGmjxPv7w5nlb8D3004wkiwl/X4knLk6C8PnbSxZzcfL2IPsCJvZdeGa8dL7bQUYGfAq+LxdDGBPJTKUwSFq+FkAcygcARM7zlDET1DyfLT6ruF9+AlcMtFkXW5Xh4Qoh5ULb1RCmS6021WFqIOwqTkRnieORVBxU5rnaN+uvtqLLsnVYPTKxMYI3liNZIRYIQUa5osPZDYg7bbXw6VsC8Lr6fC5ng3PTbF6To1SyH3huJoxrByO7zEknB2ayPEzMBnlHjTa5mBJ2yb6Tp7nlFNDc6ktgO8hwJvEGbBDN1sRIpDk9TXzJMmnYxTReGWi3Q1wFvamEABaEc7qtrmjJgLsGDhXEwH21NxbE2ggeSXM1fUReHNwHCwyMLIhCEHebRP9jpCq5nydjI9zHBy0bIJNbwWwQC2VpdD2QTi4nVQUTLT/ElyidnbfmlrY38fCJiEZnMisv9fCz09bGr1Imei/3VI+DvOS2YvB1AWrYvgeilFHb29/L7ZUUJIVvFY0v+VRGL0eSXQvHY3YCaYE+ByNoHmqghx1q+374Ux7iUJOjRraEnCJ8+bwc7q3pNPb7cY1ks+FAzYvheelX0gaeYZZoahV+fsXwGjEs8J8uB2MWNoi0Tbm5VsSTlQ8ooRCIMm3wfPnWfC8uR1cmtIWKQHN+bI3nCS9GA6GvUPSvMyYi/dzITjzRrgcCXAA47tw2dcxkoaQJiTXhZPbW8KJ8FPh9fetGuYEWx4O/k4QTAP4bCqYQnIVBe5NGtUzU5ngfem8yTHUVsP3NoLX3TfASejTJX0z0e5KWOnr4fB6Wbja4WXttjVGJ1z2gJHxu8po3pwq8rtgNO66sN83E6ZbOSrTdw2X2iqp9zV5jtReVUaOQQQdfMNXaYBcmwn7LcXVLotK1etspCPOKauB3fZayukpsJrodhOZ/C3Nev8bDEi//qusMkI8jvUqFUg6ly5r+rgqotsoQz/dR/JHAJ7G4Qx4F+noL+H64hIHteY+Xh5GMTUb+pnhvamw80kuo2Hp0EMzE9d5JPeAs5mdKg8clredBme3l8uMoa2acmRw7lLZ2qXg4Gmc3ctloYqtxKGdRN8lyI4L4ZKjmRyUmzSBVWUCqWslHI5NkFC+kvRPDOrT29YmpazNRNeUN30NdnLmwEGPK0hemQryknwzPG/OA7qVC2UCzD4Voonjk9F8r4H5Kt4KO+8jgZ9U4KHHvg3fz/eEY3gZgK/DfBBte1SSGNTj2I2qqoFBLw/PEc01WAauLV/AVnYSJsG9CJZP71QKgVFrNfbbeJ6UywqTz1PleX5Va6N6FweEqDu32t5GZ3B7A8W06saOsCM7QWgMozba9jV4Hnwyyc/DG5K92400HproXPiZuxT9yMqXw8o/TbbzM5K+lWl7LgIhKboz4ZB0RWnQFcCGrfn7B2H+TtmPUZFdhOHoHwLwGI0UzM6HLFMMK0YURzZDLaWnyVjOUW+s/UyP6eD3Bg/pkpi3AFgtPCONLYuBr9G28+BkwRA5d2s8I4GdAvtHmO9jAu2GNL59zI9Jyikwpiwuy/wcussy90K5Qk7Kj8whyW6Cn78NYYTOUSEIs32mfbGFYOr9CGT7MIH2SLlXsPPp0uhV0R/8LQ4Uw0jzYwA8h+SvEUh8M2O4DoGaIQR7/kXyVozSNUDSKXS5VOPvvUlSEu0u6ZLQz8bwPDG3K8Bcs5+TtH8IbjU+2+6Smjmk7YPdAtMqHA8nlJq59obgn8X9PoQWArXDDiS5O7wm3ARgFslDJaXKAJt5cwHJfyI/bxarrbbGfSOAG0l+AUaQnYzBPju2p8BJjsYeDe9N1npLuKOxNvvtK9BfwQJUlJ1PNsDTtigAV6LKOE6p7lKKkryS/kaTopePcQoSMAvVwuZzXwwgyFfC0dRJyRHSbPEHwpHlmIun86ZqotvKlBbQpUJXwbWmh8Gb/c9KKpGAXWQWoturYnhxmDQCg+VKBUkkyRT8/lPhTdGIY5V64Gklq/3hCaavXGEZOMvRZOUXA7CkErLcJHeBs1Bxbeh+YzpY7b7vBLAeHA0/CQ5KvjmTLRrhHgHSdaehbRO4aJTWPifzQrTbXgtvjk8P35kD4H01UejJGsnvI+HQjrHxT/VdhexQoVw105nanDrVWHNW4TheCG+E14G5QVYEsJ0yCk7hOzNhJ/kjAJ4hKVWrXqxcyAIVoqhto7J2KIB5ks5hJsNda2EOOALOCK4Pn/OtJP0y0fYjAJ4FZ4EPhDcSp0k6LNG2BoGxKxyEmIfBfPEFmA9uP0kjCkylxuEyiGYMSRRSyf055qb2DgDvDs5nc86Pk1XUhq4j08pzUho98wDMKdEZFInaPwfAK+FzfJk6pMFDADA1kBSaKImWy/T7RBj9MAsu4/gmgC+mkg8sUG6J2raDri8FkAy6hs3W9k3wNjjh387MQ+fAZW+XY3iNLN38dI25SDFsjH4PgAlXuzgUa/qrQo5zPKWXXpQSna1eDQleG5h0dKRUJ7dutdpUUyKEe+ZQDDhvroNLHX4No2iujtruB5NF9yagQvsmKBwjUpPqeKxTyNle0ll974X3N4gCBc17b1UCuVJrJKepAzXbanshBsHf+L4Y2fjXtI2+swxMJPxw4rOGZ+ibcMAx5hk6SpGiE8lZcglyMvHdca2L9yJ0guowuNR8CZgv5++ZoPLKmXGMrH0kV1fESTVVxgECbicElDKMEC9XZJqaccyC0U9NOeY5AM5UAnFH8tNwqXdDQ/KG0LYmUT8po9XxRqwdwOSAl+h5cJK2t+x8qo1pNcZoCJNWZbwGRo7fGl6/EMDhklJcY+k+FkXgZ2FuYCrGcDUcUPoK7ODvAk92yRuMBZno4FDvKekrFeNYGmZB75QtrzW6lOi9KKjZJ3kCHDS4B8PQ2JRj/Qx4oo1hjXMl/SrRdjbsbL4U5u+4HS5vGslmkvwKjKI4A8NZ3SRMsdZCAOrZ4eVITXvU7mIYPdEbPGAl5C4smg307wbla0OrjGNIh061kVwVdvo2ge+LawDspZbkY2hbLM3I4ZKe4+DgS66kp9ehTXyn4VISXM6Skw+/UdJG0bleBq7BH2vB5oDsby94DmpsFoA3Zhza3jlrHIc9+u50dPA+RO0Ogc/ZTJjv4Gr4uR5xlNiC7tLw5juUhvPeByun9C5KIRjwdHjTsx7s8M3TJMoYW/2/GCa5fASGOY/wtJHlUqAcT+p0JZizAHA5UhLpSvNlHAnzFawTHOdtJI2QcjJT+96+j2vuzzE3tRvCvAkz4fP2VwDvgteg10k6s/2dEqMzuturQ5Z5EhuS86KXS8HX5paUI1cTaCD5QwD/K+mE4A98EcAGqXWE5DEADlMLOZvptybo+kp4nn0Qvh6rwKiDESeWmTKgXHCmMmC2UNYtuqx9GXgTkCQ+/W+zyuDh6gB+I+mR8HppeD74WaLtF+Eg58gaGrWppkSoMVbKjLOwLDO0PR6Fm76SwHb0ftunngfg6IxPXUPsWjuH1wR/a9r2lk+HZ/8dMPr5JgwCPw8DOCkO0JA8X9JWHCQQJz5CPtlYvBcJ7W+GgxdnhTG9DRbBSJXfxrxyS8O+wwOSntduG9q/DqM+agopVWwk7wHwArjE+XAZlZkLYDbljavJaKVnwvQJOX6dmnH8FFboO1PSdQXtX4gBxcCVkm7LtWsHj0huJen8RNtini+SH45eLgXzLt3Xvi9YWdZfauP6DAvDgu90OlxNRJi0eodU0C7bxyIK/BQHXVihklU5eTZcPBMbE2b4T1iXiS5GrpDcGoZ4LSFpNZIvgBEVyc1Z5fHV1Ozfq2Gll64xXwJPWnFN9E6SNk+0fQw9SgVR21SUVKnrXGvBiTkFlkYkjMZ6e8bxrFkoRxyznLPGdP3tfAA/VyszxULi06j9FXCZ0S6wU/IH5DfXNc5LUhGiMY2JCCN5FgxrfgsM294JnsTnJtreIaMAXgMjxvaBZb9TjlmvQ9tqfwQs6Rur6v1E0vsSbYuRHYW//XIYBbc7nO1v7GEA50kaKdUpmbMih/1N8ILQQHfnAPi9MspbNGrsdABnqJ+Xazs40PP7guM8GHbk4nN8pxJlF+G+2FNSVoUoajsNdqAelMm2nwTg6epAKBX02Q6arQ3zVj0EZLPcxXxzrOD4Ce1LuWquQFBj0SAbnpzHWFj7Pub9+Sa49r8IbRO+00vOzbpA8XfgQOBlyKBRxtmQZMb1TFhOO8V3VBxoILly+54g+bL4WkdrwnR4Hnow9J0tW27fm+wIuobPl4Q3zIA3RMXXscsqA2YfhBMvnYphC9Nq7reFPI6a4OHNsAjJo+H1EnDp50gpFMk3wuvCNExhEIyDpGBTCpNNCo7R907w2rE+7NNuB3PspJA5vVxjtEjMljCS4Yyo2Sw4+ZDiMUz51I9Jenei7f1IELvm5t3KObwm+FsVKI58rd1hxGnO11pYPEPFe5HQ/mZJG3CYU7UI+Rt88j0ye6KkkrOkXUvHlvnNPQF8HMAdMC3BygC+KemlibZHIpQ3SnouzSV0ceqZHmMcVMXmn4UoYRo5+jZJd4fXc+AE8AjXDSt5vlrfXRJOsm1aegyTsYTPEDOgJ30GmgvzengevEqRIu8UjGdxDK/VySRtzhYVx8/Ski4LN9/PYXnbW5DmAylWyUKdHOG/giP0I5oM7tdw9jFlG6AwEw2zpR+OMuTKfrATNC+0uZ0mFs1ZzfHV1OxfR3JtZepuW7aipBh6fxLJvTJtS5QKAACyLPqkjOQSmeDSlwG8WgFVFQJo30JakeX7JF9dGDz4O8n1NQy5+2em7RGw03InPGmsA2c1liP53tbvXYA88elJGFVqqJEOPRJ2Xo4Ir98a3htZ/GDn9yWwOgTgRfBa+Pkb4uRhnWpKjTRjM8FuCTsh95BZec/rAZwTnusSh/YVAJ7bPNckT4avyYhJ+hJNPPhXeML9jBLIjlKTM6ZXkDxJ5TXGvXNW6BckD5G0QfTReWFzkLOt4fvozPCcngFng0YWdyVKRXKmOuXCYhUiGRZ/a/T6z8hItLM8YF5TZ91YjRRoMcdPCGLugFbmE2mumho1lqLa9zHvz60BfIUmgzwDwIXKlFuwxT3BgURsKqP6DThQ/BpEgeLMGL6LYZGAEZO0Vfi3a60tsV8ho2anAv48BlJOACvQJO+xtRFLW40xvgtJXoThoGs2iBACPb2BUxYqX0b9Dq1XTcAs032xYliJcTzi05r7bWHaXACfItmoJ3ad5+mx7yPpUeYV6r4Ml2OVCFjUoPNPhH2WhvNm5/BeKik4A+YmWVnSe8LvrKUEMiD83qlhj9CUZb5BmbLMJsBDcoYSZffBfgMn0rbBQHkVcGA7mRxBnU89X1JO+TdlNXP4bADvCJvQzuBvZdvY1zqlx9d6Bl0uVCKucJmkV/a9F6xmLwKYV2oJAJBuawcAACAASURBVLfTggG/hQOavSar2+XId4uVnGt8X0lfg0vqG/s5ydzep1Z1ssZWIFkKqIhRwguACe7K1D20HYBv0xxUL4URWK/OjKGW5yu2GTDaOmk0QGF7SX8Jr5eHyatfk2j7Jhhl+2T42Ebm2RD0IYCXp3zijK0NV3i8FMDBJNeCk55JgZU+I/kKST/gaEL+2SSrEvGLKvBTE3R5kly6MjdyRnNOds3kORe+efaEnZhXwEGllN0NZ897M9FwFhqww9BYjmDr35Lmt8bbtRDXHN8CRqpaNBQ4RzJ5Cjzh/g79i8OfafLNxpmcg8yGS87EPwgjbJ4BBxEWj9uQ3FnSNzmozWz3kazJpCX13qEAZaYZ6o+Fs71tW1xRKZ2kH4aIacreC+AjNIFqX/BgLwBnkRyC3GX6/Q0Cc30Y79rwPfIxOIASL5g1xKdQnXRojfOyOBzw/G0Y80ownDdFflhDZlojzXgLXX63GoBP0ooCuVr4Yoc22I/hjEuzsX1meC9pIdBTFOxhYQlnxaYaqJuzlmFUpx4Cylni4TCOgwAcFJzwfeDFcIS3p8ZorporCxel/SbzWx1WFDCPgmarwaTGQ2UTmb6LpUBRJ3X6BngjVIK6+BMte9sEMLdDa62K5tdiyfVgS9JZ41XRA8eWtEuYV7eA14Wvk7xEiYwqKkiKUREoVgUXDI0OOh4OUPXya3BYRapBnN3aalMTaCgm5dRACWZjuGSwUViZBQefRuaREHTdFgMERlfQtca+ikLly4xlA2YwyfWaKlAMKwzojkN8WpOYGNvYo+pTEjyM7I8kt1HgkqTVUnPnsEbA4kQM0PmbIaDzM21rkoInws9+U874a7hcJxn4CfZ7+DpMB7A0o6RbbHSZ6vHwnmJlkusB2E3SHk0bSXcAuIPkaSrPltf41CXErrH1zuGRjahsdVhN2xpfq1dcgUbOzYCDDMtjEFiaBZdpp6xmL4Lwu9NgNbIPwj7cCAIzjCfeY0yDg1U5oaCGlPwfJJ8G73FWyrQt9n1psv0vAHiapC3CPqC5X9v2bxpp09wTKyJ/PWoDbDWAirkoJEuXxR92hMvIfgEn3HPJ8BqhmbgKYjGYg7Kr7G7FJugT+nyIZG6PcRCArXOB5KgPBb+pVFF8AbzXWQBftz+EvxELa9lHMYrwjtenl8NJ+HbiH2gl4vtsUQV+ajYwNSpZxZOnBhnavyHP4t9YTSa6BrlyT4iMLhY2W3vCiIqc1SwOH4UXn7hmPwdVPh6eQLMqD5G9E4bzfiWM41q45nfEOFAquAp5pYJmM1qrMHYgnNH8GryIbIH8dbyZhunGynBJ9EONsyUr6DwHZZC7ZyuC+km6N2wSHuRoUmUxkhtpmPi02YD3Ehb2WI3z8kwNl938Hg6UpKxGNeWY4AjsA2fnZyKN9gOMOmpKev5Bl/TkrnONQwv4nrsvPNeASchvZlBHkbQNXbKR6q+rdGOihBPAauwp4Sy1yjnrg/AGP37+39P1BZoodIfwtwAOSk7WVgZwNM0BdQuMWLlK0u3thpokb0SH1QTMAW9AYn6VBeG9FMR6JIOUs8rjexAOvJYEflJqLDu12jTz2i/C3xLhr8/OguHYx6E/oAtJ/6Z5dgTzKLwBaTThMySVKoz1BopJninpzUyXySKzcTgSfo4Oo8sMT+wJ1MZrxmMAviWprb5XE8x5T9j8753oJ2dHYlg552+J9wY/6HKMqS7JqJpnSwJmkdUohvUGdCW9J/xb45cVJyYKHfa4/WnwRqtX1Yes4vjYHcCpJL8On+tfwdn2lDXB3wvQH/ytQecXJwUBrCFpB7oUBGFtz6FLQHJ/2M/8CYaRYKnz/FV4Xm7W8TuY55mqKZFI+dS5dbhBksSo26zCEuoUtYqDrVHA+MmIkB1tC+f+M/CGusTXKkEH7QYnR58Gr/3N538FcHim35q9SJw4ewRWZ+uy2Ld/DOaAys2N53FUyfnYTNsa3/ckOOj56fD6h3AAJhX4KVKdHDPAVgOo6EUJJ9bdJ8J7lhtoNEpq/W32/LFQRQ7dGSNeH4NpC7p8uAWMSqiDb5t7bn7fF/SJrAbh/Vf4Pv4ygGN7AmeNn3UsMn6WpH3Dv32+f68tksBP5QbmAJoH4MMYqGTloJjFk2flgr1fzxjjfpMRXUmpB/sD8ATwLxgiexHSZVuN1SwOV8NcABNBiY5+/6hy1bFntDewNJHdiOINnDnrnLwlHR3+e4QSBKod37uIlkW8BM5s/Y/yZMnvhc9dw/NwFQalTiPGcm6N7eFs8d0k9wawPskDMlmde+ia3dPD6x3gYOKSGDiajb0LwAk0WfQE8SlNKHxgbtyFVuO8XMbhUoEd4axGys4nuaUK+AhUJ83YIOhWj/yK+SSnJyb+GocWyAeb4rHWBiSB+hLOIiO5ATxftO/NkUVV0oUhmNyQCd+vDvQITZ65OLwAba8eRQsW1nw3ixWNmnk3fP99FQkkESsUOkL72QCeJenEkA2bKSlFGloTMAfqyiZq6uRrju8fMHw9y1UTj0HSqxipsbTvN7VIDWmkiJRQbmlZMRyb5s3YAeYGmoegLphpfi3J56uAewLpQHEbPdXwgxWXREm6FMClwb+YE/7/S9j5+mZ7UyijP4ZEAhJ9VgUaJP2HLg0vVaMb4mYI3x/y40heLWl2ImjdFaxuggyrS/ocXS781EyQ4WNwSfQVKJtnSwJmjf0dvu8vR/99XxzQjdbqh5u1GsD+SpOUNvfb3sjfb431OuwtW1smCd0JLh35BLwpTpVmxxLm+8P+8teRCECHRM7GwWeAOsjNYb/xpygL/tag84uTggAeDWtCMyevge4g95vhYFGWJzI2Sb9s3Rcl16avz8vCmtrLg1UZaERYb4fm8I7m3wMmeEaWghE6D8BlO0NGchs4CP00GG2wCly2ONRWkkh+XxH/lzrKp1GADpIRQYcD+JSk/TuOJ7aavUiVtdfAnIX7/TIZMfIdkuejQ8kZFb4vgBUknUnyk2FMj5HMbfRLyxvjAFu89+gKsNUAKkpQwtWlyKortZ4O4FeS/kVyUwDbkjxFEaqnZZ8GcHVYowiXW+USnzeTPANGKcXHl0LQ1CC858CllnvA+7drYfT7ZYm2vX4WM1Ux0XiLFcseV3JnTkJxpvJ3eidPFhJLsVKNJWw6TwTwaZkobTqA21RIAFr4GyXHV6NWcASsunUeem78mn5rjFY2+Rkc/T5b0kM97feBnYH3wLWmHwTwYUnfm+Q4Gm6NezFM5J3i4WgkpWfDjtmXYO6XFJHZ0vAE0HCdXAM7do/ADuyIo8Ye4lMGGCfJL6o849DwaxSReNJEkE227ErlVa9qyEyfAGcjV8Vw4CBFln49MtxIAIa4kVhA6pjo/ykYONI3KijgZNquBy8ggM9Fkg+D5PWSNuaw9OyQ4hiHs+CpMafOxQNw4KStOFdTLpY0kmupUFmQhcpQoe3ecKnJTAC3YaAANhJ4YZ1Cx76hzVqSnk3Dsc+StEmi7epwwPwlMFHzT2FC+uR5o+vDD9Nw2cSeSkCmOch0DTnhSiiFVB5fsXJSZk7OCRVsAK9PTUBzPgzbTxIqskJ2meS34Pn7gq45JbS9FyZWL+GeWGhGZ7V3hrPMv4Eh8LMBPF8t4sjgcJ6MMpGA4kADyS/B0tdnx0GdzHjPhoNqjZO4B4DNJL2h7Iiz/RYTibJC+TK0XwbAI5IWhNeLAVhSCf6Vyvv+ArjE4yy5DHo7uJx6pLyltVYfAAdakmt1jeWes472Nao+NRLmNQnHYqPRxvfB/uH+cOL1YEnXJ9pu0g7opd4L728OB9bWhsuDNoFL9+dlxvEdeL3Prs9R22/DWfbD4Y3aXFglb8e+7/b0uxQGPpzgBOJRCiXBrbbLwWtkrKr7uQ5fbojzrHlfBSpS7CYpvgMOHF4q6X9oPpmdlSAppjkOD1cBmoEV4gosJFsObYv3IqU2zr6zcsyN7/soBgGVnO87D77Ol4Rne2MAX5T08kTbNTAc7FgXRlclgx0kP6BCsRGap+0qeA1rABWfTQXdav1qlhNB1wjN3A77TKvCPHXnAniepC07jnEFABuHl9crUz5MK8S2TUqLR6yS6qPLB6erQraAg3NPlrR0os1+6PGzouuwFrxnaa7V1vDeJQcCGR3T4xz4Gbm5Y1Na9rVGPvwLAA7SMKHThyWl4HHFCzYr1FhI3iRpw9ZinVN6KiagKj0+WjL86XBZ01uAIdjfUUoEsEpufI4hP11rNE/PjnB5wP+j7szjdp3K9v899zZs85TelAhFCfUKCYVKpUgyRUWmVyW2Bk0SRRnSIL0p8yxzNMjMNg/brCjRnEpvoULF+fvjWNdzr/u617qute7n2fE7P5/7s/d9Pee17mtc61znOs7j+DG6FqdkfL8GfMpD/Wh4IY/xhLpY5THcB6zWN3EJvreFwfQgxHdwWs2A0dFuURAQJk+7IJhofK8b/1T9e2pCkkQpxQG7iZhsJTSpq2KQT7R7HSJibk8cUsH9ucC+nuFGyrxXJauemNnWaAJwJUysCuztCfJik9TprgzqaDdHnBkjA61JTvYytJq7BUKaze3u7498cqWthGNPXYtr3H29lP9krWbiYIXKUMH3Vgaw6qsQuXvy3bIKhY4QCPw3cKtnkmuR73Lu/qC1EDGeRgc1AdepDGDSvwbe6z1qZ2HfriB8bAWSzG+9FK3cHsowXHph9Bynkk93Aru7+9Xh+3oIbZlMuFi97HJRIrUmgAqTiv3R5LCJAQ4oef66zMzOQ33ayYi77PfR327xYXJ0TKuv23lLJCAVR9QkGqKJw7/RQkBX0vy5qATg9ehaXIZUU0aus5md7O7v7dsWttckGYqVL4P/DYi37m/h+4IoqTQiV19jlk7ovsfTEuZTOlbbQNZ3TwoTo2G/GlWfGgnz4gVHq0CO1phVLgqG93pt9LxnJ2bRMZ+P+DY76RbChO9w4I2h7YvRnGGkv8gkBRoF1W97lNQxszMRmXETk24HLOruW7X2bxJVdzOsAPYKd08qpZrZjxhwnsUL0amS0dT+SXXJaMy5A6Hin+54r+9FyfgSNANWjoyvSWwXT8JLbcx5Z/ExVx7L6mg+uwp6PpYEtvR0wixOdvwATfSzyQ4zS5Z2unuO77P22LvI0hufmkXBGuXpZnz6OPC4ux8xFXOtcc1apZOp3IANFEZ/jigOrgFu9HSiuDjOMolnvM0HPH8LITXVZDlr8vin8JmeI2Z18uEjD0Ju4CnJsEW+s9Ako0SN5UrKM7qp480+zCXnFyaU70Mdxs0wVFd7oo8vwb0+lfK+41oYuL+C7nOWXNYKCXQrf/tClIzrTBoE3+8j6PNGKIHyOJrsTCoJVhoEWFjhREnRNmeRe5qhvwalNBslQxZDndYtwD/dvc0f0vgvhsoL4w4xFQgUI8RSk4xmm7USqiY+hpMZQFYfRtKSSaWuEAxt1EyaQmB9aSYouhMlQv4evi+AkhipAW1+FFg3agYXoYnqpOSRzewNCD7aLv85t+VnqCQzVX6Za7tm4nAFum5FfFOmsqJ10XO6FfBHTySwQj/7RlQi9BAqx3pf5n7c5O5rRQFB1/0oRsS0fIoSiIn9ckF47/lZBVeNCYn0DqRME6/UPYaS5iN8cTVjZK2ZksqH0ZFINbOFXaUuSVh5Zvy9BAVOMUfbBu7+xkke74bufkWF/0hiMbUtbJ8jiwI1logN5kKqIiNyyZVJhkNRP1mifEm7n85tG9esDAE9pWO1pWV9G0sG7B1tpcqWsYGE+asQN0iXhHnNguOUIkftP7MoeA/icmof86R44czscDT5jpXvHkX3dmGPkqSWkBpPbQvbq575VJzTccwpkuIlPK1YdCkaIw5CXKV/RAIfI0lXq0vG1yDjixPbtWb1HFvzoPJ3R8jcZOlg7TGbSuomkCueUacLvnOhBQejgxe0NtlhQpE3NgOViN3q7lsmfIuVyCwiS3f3JFl65FuzKDiSgOxISt6IKAL2QUTMD9a8M5nf/7i7H2oZ9L2nUffJ0klPL7KtgWLoSZeZttodAieYgAJ3uvtK3XsO7Bnh+IkGzSHLDJY1SgHTzWze6ILMB8yb8a0hlqpRY/kICsJXMLNrCRndjO/TVk5ABQXn50IKnGhmW7iIHXvNCtQxfAx5X6tDESyMUBTvAlZACbm1OtquJtC1gow1ddwaWwNvAQ5zwV2XYvh5GteKiE/DhOpsM9vXy2uom07obYhw7AdmluOVMhfJ387AkaGTHCHlBTCzXRCkemngdrSSdz1pMsOTzWxXpODRt0paw410FPCRZjJngscezTBRb2zTfHil/M/kFUuMYZ6ARtYyZW9z930YEPg1k+JUwL4kWgFuy+WmrtuOKGiZm2GJ76HEj7vq9SlXH4CK2nMqlKFMybjXIkWCNRB6JqeQk1LoSK6QItn5bwOLhmdpJ1rkizZAxCxiwxKYC9NNdDkE0zfViSdh+pkgPKcUUqJAUsxV4+7nA+eb2Wvc/fo+/2BXhet2Onp2tkH3cvXQZlulqkZ2+TNoUjGUSAViBN1p4dxmMzpxzo2/S7X6twPNLKeeWGw1SZ9gxSIBwG/Ddd4IOCT0V8m+xerUWHotvMOfRspHjWKUoVKEozK7FRGJBmuUL3tLG4L93SIFJjN7FUq8jGWW4TqwwOmS6oeoGKvjGCu3zev4KeJ2ZqIE+2MoAfzfCBk6kkTzYY4P6JAwR9d4CQacOWuTJ2Sdah6VeVAp71wME+g+Sj72rbV/uKSwe83Eb7YHo5PaVGy4jg+XM34vSqK1F4xuNbO1PZS5maTAc+//42a2nrtfE3zXpfuZr+E8qyEp3iz87odRf7UIGTUkLySCDlasOukVPIkmsZa2PQLcEsa7thVzbJm4bL6FEBiG5g27ufuFLb9pwFu8kHDfzA5GKNdTw6aZphLHVAl3G5Wzuon8OIXK+ZeJ/Hx7BkpOOTVi3H2P1m8tyiBubluNCm8xWToFRNCR1QjN7IhAB18ISZ/lGIBBxrWmL829wyk7AM1thkonU47uXtyuVZS9IeW7m0yIZdC7eELpbwHPDOInDFCNzUCrwIu7+wjZapiAH8+wUsCOqaDIzD6BXpAmUbQjcIG7H9rym4ZQHWdUHPOyiEj00hAMT/fMCpOVZ3TfggKxIQIqd78o4190frUWJjZ7owetWS2aVDY1tFGDIngQkWudWTKJCQHR61F2vfOYzWwdFGSVZKyLOQZKzVTzeoi7f6zQ/yjEMVISBDTP83YUEHNaxcqnmd2Gatq/SpCitzya4S40+N3g7q8Mk+4vegLabGa7A18A/sog0empxK9VcCNZxQpC+NuXUN10vNp3pyf4ksJkYwc0OYLQ2br71xK+NfxaFyNelI8RyWpmjuG+0qy+VdTrB/8rKUcqFtd8h+etgbnenOsLg+9Mdz+8b1v0t40QqsqAi9z9ktbfqxExYb9imH7rWvwb8b+c4wk4b6mF/uJSLyQINcHjUwspqdW7rmSHtxOOJtLD2Qg5t0oY+67zNJJgqG8I/dIdqf6ixszsKwhte2bYtCWwVqo/tTRSqindONAnUR4Wkje7M+iLrkZlciOTn3Cd3oLQPj8LiYZVfZiTrFFjuQKhaeOy7B95Ia9gx/EelJp8dPi/lAGR6GUdSYba41gTTUB+F9p+HrCNZ3ilwj5ZtF2u/2ks0w8l1Sg9DdGv6b93B0714fL7bd09KR7RjEcmGezd0KLiyam2g//qDGgOrm0nZlt+pSUkRcjR4LtE6TtjZsv6FPDNZdr+CjrWC+iRRzcheY+lAB1kZj8B3uyDxddl0FjyMhug9po+ZW4U1/8qfF8WiSakED+vQBO0RcKmvyA+sBwvYDXnWdc7Mo5ZHZqhGBkf/EvR4Eehxa1mkWwLdE2WQHxCe7X8ayg77gU2cff7w/cVUIlMiv6ihuPnTuCVHoRswvh9W+reWR0qZ2UUE17v7qeHZMfW7n5I4XHNjdQXR2JGq0BcmtmN7v5qKysDPha9IyWLgm9A88MhoRmvX5BJHfMbXeIN8bYdJjOPC20Ul05Wtltc9hb8V2eYbzQlUpD/vWci8ZOy3AscEi5HAK+BCaWAPVMDdvDfmMEKySUdSZSRGv6OY9sVkQgv7u4rmFY9v5VJPhUTwAX/IgKqyL/o/GrMKmDCc6pdMxtSKylou5dAN/K9EU0WLuhLEoW/DSm3dE1Wa4+30LcqCLA6Ys7eCUnk+zqUkLjW3Q8xZeT38jQEsrnXtyOo55Nmdk8maHgATdw6n/VaM2XAb2W4LPRV7r55xz7vJJrIeYK8Okxg10bJptj3tpbfxkjedGuUzGlsYaTmMoJga/o9G+Z9uTlz745HxJo/zp1P5Ftbr188cYj26Q08zWwvbyXHcsmczIRrKjizahAxyT6qo996LUqEPBVtm0A3TOKYLwPe6Xklkdg3Rg3NQMjJ36Xe0zGOowl0SoK+mkRqMcrFBrD75hpPZ1By7R4hTUxlSE8hZBEIQTo/Kq1bz92bldM5aiWJBhP6o1Fj+S0MlWUf7e45RZaa4yidcB2LFhtuj7bt7+77Z9otLm0I/s2kGboXw1ZFE+bF0fX4E5ow393Vfp9ZAQm7jcePmOorusoxmlLrw9F1Oy/nb2afRYui54RjeQcisk4idK18wfEUNLm+h2EejlSi+GcIwXs84veb0gmDFXBlBL/UZNA9Xc5+oxeSdpvZW2mhQFD8fiWwq7t/zTIlUNFBdBG7Lhx8Hs35BL+aMqtUSftUvCO9RNA2KIt5AeIv6UXGWwYNnrl3NwDr+oAIfi40h1oPxaztUrv9KafsGIqrzMzQomcq1qrhJboTlR7/X/i+OHq3ezmzLKByPIPwtwo6Cxvmq5qO1EPPdPdPJnwPRHFLrxKZVZClWz0RdKfQjFWUvrf2m4X6t48hNOIxwJOeSLDVmFWUTla2W7VoPVl7phA/cXA/DZUAfGBOnWTmGA5GHeYZDPP2pDqM21HZ0Y1R8JtDPhQTwAX/IoK0WrMCuHK0vUYdo0a54UoKUQS1ZgUEupFvTcZ6AwqVWyqP90g0WJ7F8POWWmWrYo63AmJO6+bWcOBRn0Qtaki67IgmMq9HK1xze4KIzoRyeYf3l91hSrIexGgpVAodtBjwOYaTrp/zDoU4UzniWsG/i4y2NwFhWuV7JYJSx+jFx4ArUsdhgwTmRajc4nfA2e6+QsL3J6gMsjchWPsMhX1KJw7FXEolyRwTnHk7dN/iMrCF0arHGyLftkT1xJ/IE+LOQFxYL2f4GUoSRprZ9YibJobpH+bur0n4/gNxqW3lgxKnqVA5PB+VgVzCcH/Rm8wxJSqvmWwwEtq6Di00XBv6mBUQoXGyDNd6Eqk251EuWbRGM2a34o8R80km7cJv1qi91aixFKv/VE64foNKXb/soewg9xzbaGnDtqgUoxhdlLPwvO3jw+W6X4yfZRuDmyHxOyMk7DbMjxjD9B9D6M7UWH0X4ltoSqymo2TnyH0Ofz8exQHLoYnzdDRJTC163oeQhk+E7/MBt3u0gm/DJawjljnmGuSoIV6yndA9PxNdi5+W7N/RbjG6ZIy2t0PJzovpQQcF/3lRIgz0jo6N1vxPWMk7Mma7vWgG6xalcE+ULFkdGvw+tCj4SPi+CIrLVkrFYFZHinskes7ORP3GVgi9dWnY6dzIt4Zwf1vgYDSmGUqIf9ILKkqsG5UzQWfh7stZD52FDZNY/xv4pSdEkFrnV6LCG5OlT0OclUmy9FozVWO8iOGx7KTo70u5++/HmBMZ8FGEqgTxmJ6e8q083gVQlcQ0BqWTp2TyBhZ8SioxbkUxZFz2dvZk48icPSMcP6jDb6yBx28dO+QG9cZSg3sYBA8Bnose5C5CroYjYPe4WdIcA0+6+z8t1JCHCVLu2Fbx4az0FSYEx4jZgCBtaOUFlUak/GvO73pUytO3DXQNjgJeama/JahjpI4BoQLabaS2QR3fUa3tgThUnkQrzBeh+suU/Tp0MB462pkM6jvb9mXgTd5SbkEEi5OxGSiwjoPuIX6WJjmDAs0a+1cIOJvgc0kiiHOwHLdG8/8Fzexod/905W+rkQGqZn/T6twiwI8y7n9HPEpX0M+jdDziW/kqsCFKLo1wZYTzP9cLy2PCPm1VryPMLKnqBVxmQlZkV4Dc/Q7gDjM71QuJjxFfySJokGpkNT+c8e3lfYqO5Zc2LD9/dTi+IeuYOKxoqj1PkcH3cilFyZzlzCwus1oIaA+S1yGi4+cwPDY8BgwhjryCLyCyk4F7UZ3659Fg3FXG8gHEk7YIei7+D00IU3YfeoauMrOdXeVjOe4nAKwMon8uLe4muvnfYnsJGiOmwvZD7/ELzexUguxyytFUDnlG5plpbDcGKJfZMIRymTTCBfHgrdUEV6Yyo0YgoHknu5RynDQvWZV5a1GoSTRkfI8IydR2cjvF+3A+A+L/Pn6NmQwmXBs2E66M7x9R/3qKibtkJvnn+K0MlzacCNwGTDrxAyzgEdTf3a8MwXZsTTxVw80wZO5+azjPeFs1PyJ6N84w8TmBnu/cuAdKQDcy2P8w0R7smPH9HXoemkTEvAgZFlsXgm2E/y3YdWa2shcgR8NYdwlwiQkBcgrwwZAc+KRXIClbVsyVMYatikolXs9wXJ17r1/FYPL5CstzrjxbrOQdASaSBz9o3tUe+2sYm64GTjWzPxItOoTfOjG0myzLzrT7hLs/YWbN4vO9JpXYlB2KYsMrGSRRvhjO79K2s9dxbc1AalNNguRPwHzoHRp6V2riDFcZ1pUM1Cw/4e4PpXxtGJUzDfX5Z6Z8kZLlWig+xd1vDwmB3HFcZcOqmlnBncrzexjFTFkzs6+5+16WVslL8muZ2cloIfN2IoJwhPhs9muUNrdAyKgcf2LbFkPX7udo4WNZs7qqkox91oVgfppQlhXm8SOoZkRJ8TTqdz6P4tlzGNyf2PZGuYKhsrdJ1czxHQAAIABJREFUHmvWnjWlXm3rySwnOVdMjOKb+hTVpkftHor4SLZHCYcPAj92Ebi2fU9B3BoxAdzu7j4itWcV0uHBv/f8bAy4crRvVh3DxlRusEIUwZw0S8t77pnJ0tYot6TQBw2fxEfd/YHK4/y+u29iacWQ5CpG2K9R/1gddUZZ9Y+O356OVh5eVnPM41ju3c68000p1ATCzvJlocXlMcG/RtWrZgWohry+5DjHUUIqkp+3tHxq1HQS/t8LSw0rNMshtFYMNX4MrYinVGwWQOoVT4eE60tReUEOeRTzX1zjmTpnG3A1NGUWc6NEWGfppRXA9G2AJnkJQo8eB+yUWqmxijKWXGDd3ha2N/2QhX8fAj5VMXntNCuUXTbBvLdGibIzEIL0DxnfYpRL5bGuie7BguF4HwV2QYsrb3P3XJA9x83yKOH9EPppZeCHwMboeU7xPtSo/9SU38Zo0f3RWPn8VJ9lkyhtKDjm3nJdC5L0ufch026xElLwfxujCMEUqmoaSvZMlN8Dx3gHetbKy+++iyYJl6D3eiPEdfWbsM9YpZxWhxxdAt2D96JJ87FoMe+V6P1ezsZbpJ0jXBmh7ftRaXVSsanlm5x8jntt/xNW8o5EvqcgmoxzgOPc/d6OdhdgENs0aIZTPYHssIqybKtAgwf/pRgIu9ycmuyb2evd/XLLLFz5mOrFrd8ofU/XRUi8v5vZe1Dfcriny/RqUDnFdBbhb+2FzBFVzZb/aoyibVIIweXR/Glt9J5fD3w4nt+Y2avcfXbr/CbM8/xaK5ckY2pii+D/U+Bgdz/OhJQ8BJWnpdTsesWNIt/Uc5+bH/ZWYrT8O8veptKeKVWvlCrDI8BsDzXmqUlggf2hNOljdWoln0QrNXehQf6H7n50wg+0enCdmTW1yssA91mAfrcekAcQoVPpDS45vzejFdmlUV1mY48ipY8RM9WZbk/oBGygjhEPftXKDSGZ8FYGncubTKspKaKvopfPMhnlxjwNg1zJWxLkobNOsfbPtnLllq+hIOw01NE2imS3osnHBtHvLY0QHeuGTVcjuOREp+/um4R/qxRDfFj9w+hW/8i18RSqCZ7jVvluPxmC65+Z2YfQiueCGd+/AXeZ5J9LymOKVb28DmkSc4dNkNenHE2r5TN9mBz0y62EyzhKSDujyV4jP38IGrCHJtvuPs6qwgNmti/DgedQkjMEPb9EQWepzQJeG67BxaiEahsSq0024L9oApUTzCzHf9Ekjv5qQlY8RAIRkxmXsG61IAt/+5mJE+s4xHOTsm8zipQ6irTq3A4o2IrtfYltVc9mJlB+BPEnJMsc0ULCdNSHv84ySDBXHf/nQt+9DUJB/cbTsusPmdlC7v6YmX0GBcsH+iTLrFxk5qua0Fr4cBJ4KOlTGQM0Y1SRdHAm0ZBbrdwSlf3c5u47mlZtT8n41qj//CaM7d9FiI2/oHcyZROoPHffP4wnOeThQcBtJsTmRGlD14FYeUn7Tqhc91wG5brtPupVZvZ8YCczO4nh/jCZCKdCCcnMvoXKETdE3BBbooTLiLmQFEeGT69ZnfrleQzEBCCs/GfaLVZQpQI5Go7tZBRTxBPUW8J1gkF8tC5KXjYlLlsxQGe1rUGXzCKDLpmE3Q0silBsfbYGhZNPmFjQaERe5gPm8vRC6Z2I0PwMD+UbPe0uB/zeh8v6/svdf5FwT70jybJld3+PaQFjWzRGOkEsp33cIXHxPJR0+T9Ecj2U9LE6JG/Tbg0aHJR8+j2KnV5sZi9O9BXrA5eTRrzlkG7FVvmeHomQYq9A48mxaIFnJAmSSoB02D2mssXpYWzaE6Gjc7YP/aqahL81cUq72iR13U4D/hctHoLmOacjvh/tGIj6K8/vbkT0//s+x8rYAuCNHvjC3P1xYE/LK5EdTRA3Cv53mtlpwEQsaWYfQICP5cO73dhCpOeRUFCJ0ZHAfHE7zrI8zQHhuHOqmiP2THH8nIY63O+FTZsgSP+LUCZvLJUqE2He81Cg06dWUKNWUrP6WkwEZ1KPKSJIG+P8auTcrwNuYFQFIYXAWNZVRtIrjW6SlH4i0W5KdeMqCpTFoozyO9G1aALkbVFibCRYzWRpc/wFNcotKeTD7a465jYC4hLUgcaT5Xe7+0aRTxX3hGUQIJF/ciAutdBR7croqkAyyJgTZlrB/wkK5A5ACLND3f3GhG8xkij4F5PRTtYsj1JK1a1PBaHxXSgIaALJGWj1bFIKS6GtFJfS/k3yahLtNiskewDzuXg8cqTKvfwXke8uaJK3KpK9XBBBdr/V8muICVdCK+1NYLsp4hkoKkUws2U8rRZUgpQq5jtqtdNw6zhCM3034/cDlIxrSgU2QOPgcog/4OSWfzJA7OoDwuRhKxQgLuTp1bAGfbUeCrC+hO5JlpTVCohgrY4DpzgGCP53ICLY2USys55Qp7IKtTczu8nd1wrJlg0RKu4nniYTrlb/CfutjyZcWQRdjZlW5RvI+k2eKW0Ivk1J+48ZRlWk4P9beQup2t5mZnuicszlGSbFbtodC1kZtd88m82/C6Lr9tqEbzEHXfAv5jsJ/vMg5KOjVeAkisUqFFSDf0kZ8HQ01n401UbC/wZEoP7v8D2LrLQ0V0YSXRL8t0IcYL2JYlPZzWpo4SCOk1PP21kI/d07+bQ6kZdl0TO/Deo3z0BEuzny6luQtPw/w/d5EK9aqiyk2kzIrfci1M1PUB/ydY9Ql2Gc/CxKqBhKXHze3Y9rnVcVkjfsV6pOV8xLNiet5j2N4pbPAr9192M75hfFHIVhPNoHKZeC6CwOTI0hzTF7oaqmmf3YE2p0mXZTVRDtuCVJvtxYJga4AiEHb6LnPY326Y0tgt8iqEx9/XBcV6FneaQawApEiEJ7i5F47nPzLCuoxDCzz7n7fpZG3ifjLDM7ACXLToYJdN5SnlBFz5q7/8c/KMu/YPR9QXRj5kMlVOO2e3zic1zG95bw723Rtjsyvrcmtt3WcRyvQGTJH0KTk5zfDqnPFJ3f81Dm+cLwfWVE2Fx0fh3H8BoUwP0qOtdvZnzvrGj35sT9uL3D/5a+beFYPwr8GmXim8/+qXuNVrXvrTjm6xH8cFr4bI0GipFjT51LwueK8LkeoRRuQZOMf6HBr73/gwhp8SAKqB9GqJWngAdLz6Pj/K5DEMmt0WRqC2CLDv/nIensTRGJ2aR+P7S5Vd82JD0MIg6vbX8LhIz7CipZnIpjXj36rIEkOXN9yx3AYtH3xRH6YrLH8JHQ9v7hcztSZPuP3JMx270tvLM3AC8P25LXIrwni0bfFwUun6Lzm4WCiub7QkgyM+U7AyWKv4nQPseR75PPQ/LNLwqfzwDntXyWRcmY61HQ0nxWR6vLqXa/iRBSO4bPj4D/zfhehFaSm+//FbYtjko92/7F4zEDNZx7wjO3cte9Dv8eBGwXb0v4vh3xFfwd9XVPA/dkfH+EJlkfR33/R1HZbcq3OAYIf5s9Fc9X5v4tGvqJn4X34PiM77KpT8b35L5tqKQMNHF7NPo8hgj/U+1uDiwSfV8UIUJy53cfMG/htUjFWsn4BDhyDt2PG8O/NyAuqnmB+zO+1yCk7Z3hXuyPJhi5tps45/bmmnQ8y29FscuVKD7+FbBxT7u98ROaWN+NeCc+jxbm9sj4jsQdPfd58ej7YihZlfL9CPCCirbvDP+uF67H25r7lPBdP/XJ+F6BSo8uQon+C5D6a8r3doR8j69x71iNyoVOQon7nE8qPszFDJcwPPYthtA5Kd/N0LhzF1pYfW7YPj/wi8T9WyL6vkTu/tV8UDLpLrRY9DkUl3wm43sXGlNvD99fingVp/QdLzjmmvf0KsRv9jMUA0/LPRdo8fKDKKZYGCWwR/oLNBe5ovKYvxSe4/eFz4VkYmI0N8yOzy3fQ1Cy40Woj/s4GrcXb953MuMS3eNTzXtaHFsE/3PCs7Z8+OyXe47CdVqBMM6gBM2FPe0/F1XzLIMQwzm/l6L48EPAyzr8livZFran5q7ZuCXZxlS8JLUfRLQ5d/R9XsKEm+FOdTqqJZwTx3AdSjQ1N3sFtHIV+2yLUEl/IRoU0GBxWabd4kF1Dl/jC9GE/Y7wfS7yndGHEbJjqeZlJhrAW743IqWr+D6NTBjC9kMQUXLp8Ra/fGjVYvno+3JolTT2WT+88L8P/zafjyC4bqrd87te5Jbv8uH5eBjxdXwPraTMh1a+Yt/LEMpnevi8p+MZOhdJrDffV0EM77njOBp4a/R9Y4ScyvmvB+wY/r9kRweTTbwlfHdBgekJDFTRdurZZ/6CdnsnAigRuU54Jv6b4cTL6uO8P5P5MEjgXYGCtKNQCUnKd3vUHx6AkA/3Au+dxG8vF/1/dQQP3hPxKEzV+RVPzsLf5sudf8vvdah//UT4vjxalYx9jkDqZ99Fq/0noAT4b8gP7F9kNFA+sOM4hiaqaHzKTWDOCvfu5yhxfzGq70/5LhaO/dbw+RpR0q/l2/CtAayIkh9zZ3zvJaB3w/dptPrC6G8/bn23ZhuJxAt1AeJBiPS3xPf7CFr9AEoczEt3cnQJBsmiDYFjM77JsSjj2xsDtPz3RwFo7zg57gcF16v1+JQuLLX7yent+z/mMaYmqV0LYRcSLfRlfDYO7/YfwjvSfE7ouidz4oOSs4uiRYGHUPxwQMZ3dvj3rva2jP95oe39UYL5fEQdkPK9F3hx9H0FMgtTaFK0RPQsrw1clfG9ExEEN98XILNIh8pYLkBokXc2n4zvjqiU8AQUAzxIZiETxWH3IFTjh4iS0Rn/4kRx5b2umXze2DqWuXLXLfx9WTRJno1QDckEdPC9BFEbNN83Ix8fpvrpXNL8BOB1mb+9ofX9OqQg1XyfByEgU/vGieIn0GJjLlF8HzAj+j4f+fG0OOEyxr2eF6FpP42SUZ9FKNPJvqfPQ3Oo9cL3F5KJ4aiYtKM5wyJd55TYp2ghMzznj4R7cyeap+b6gAc7Pg+0fD+Cyk0nfb9a7RbHFs3zU7ItbF8elcT9A8WU1wAvyvhuSvki1ArRM7wBisMXzfimYurkOBLe03ej8bxBTCbf09znmVL1OhW40SRZC7qYpwX450RNsLs/FaDvX020MWJWJ9u7P6NqJe1a8mK1mciKuDXC32phwjXn9xx3P9PMPhV8/m1mOcLBf6Js8T4M4HpOmjsEd/+12VBZfa7dG4DzAuSwUzKQtLJYF5P8h4ErbZgFfbfYwVVvepWZneAdMtYtWwzV1t7EME/MCPzQRW6WU9W4pvV9J/QMfBVd2+vIs7av5BGHg7vfbWZd/Dtru/uukf+FJkLyEQslCGugcpbjEcfUKQy4h2L7vpm91d1/2PHbje2Nkgt/Dr+zBDrH49qOJoW1YxDSb5kAO9/N3T8Y+WyMVjxfYGZfj3ZfmIE6T2OfRcF6m9cKGFXzqIHbtvbrhSuHZ/1bXiDliX7spADzbo7xnV6gttJhZyMOjMtcEPQizhQr4H6pvCdNuxOSpMBy1iFJ6qrjnxV9fwANlrE1fBKzKeS/QKvkE/xm7v4XM3srQtyk7CTgJhMpJcA7UACdshe7+1Zmtpm7n2gqY74647u4l5OGFvMdAfejlaemj3th2JayK83s+yhhBQoUrwxjb6pU7yTgejN7iJ7SInf/lJktZqrDj8usUs/g1ohr5DB3/2soHdo7c8z/cvc/m9k0M5vm7leY2dcyvjUcOPtTqFgWbIfwb3yc2XGyxqxFtGnitUiVcLdJ208xsyHS9jDmfxqYz8waYnJD4/xRmd9fAfiNiwB6A1Qqc5KnyzdTPGhdseQ/kFJPV0n779C7/Xb0bjf2GHmuoTli7t6og54T3pUZnhcMqOGgw+v4Th5z9/g9foC84meNgqoxHLM9xXC5XGy9aqQwMe7dh3g/mnLNrLqR13N2/NaknLYRcIippHPoOTSza9x9vcT4nh3XvY6T5Coza96rjVAS+HspRzO7EcVWZyE0bJ/Qx/sR19E3wvH+Gi0Kpexpi8qJQ/nVSDwTSvWW9TSXFu5+WWvT/QzmZY6ST3da4CvziOPOI14502RgM5RsTFmJOl1jNbxktVasiFjynjbPG5F6lolDyQA3s88DX3L3b0a7/T2UAH0HXeNtyXNb1XJW4qL3KKH4OBYlc4doODJt1nCOLoTuWxEJc6m5e61i5ONmtp67XwNg4nR9PNP2A8AbrUPcKLIDKVcjPAdYw8xejBa5LkB0HxOk5qGE8OXAIq0YfGGiOX7LtkNcj4cT5iJhW7E9Y6peZrYGg8nmte6eJNA1s6+iDvQMhh/+1KTrLLRKsh2RbK+7J2UGrVytZET60sw2cPcrE77F3Bpmdg0DqepNCVLVnqnVqzk/U53zFsAlrvrTtRHsb/2E7wPAWrnzb/mejSbX30AD/EzElv6uhO+DaEC4y3seNBuwwk+8fGa2iWeINsM+8yIoHWgl7MnW38eRGBy5PsE3xUrfy4FjZoe4+ycswV3QcV6no2c9Jphe0N23zfhfhCabsf/rPKFYYlJ4+W+UYU4qBdiwStACaJDsTNyZeKI28OEa9Ss9zaJ/IwpKL/AMn1NIBr0SPefx+/AYgsD+JdHuvlHQPqVmo2TC70CDWor5/xZ3X6O9veUzjlJX7+TMzG5DweYHSCTMPU1QjBVwv4x5T2ajScOV0b1OqhvNKTOR8a3Z9A8mPqBbPKFuFO2zOgMOjFmeVwxr+FlmoYnAQwihkFJDugolJ29G7+usXILCCviOon5tEcRHcFP4/upwDBsk2jU0LkyMvYh7Jtk/mxRyPsIoT1tKseTzaAx7gGE+oCQ/g4nf5yXufnzoSxd09wcTfpei9+0gtAjzR3Q/U31LFQdORQwwDU3gihK6NWYVPErhWX6NDxaWFkDlOCkOhYNKA+YwLqyBxrIfoknSyz2hvBOO96+I8BO0aLO4u78v0/YOqe2e5hCc2+eA8qeJPHcPRsfqVAwwHZUStX1TohQpDroveVB1jfyq+fjM7Ei0oHUmeq+3QqjaS8M+7eRLkYJqmMjvwCBx/g7gBHfPJVOLzMbgprNyzo75UaL4LheR/lIIFX3xmMdanSQKfcDOiHPFUHlVUuTFzFZy9/vGOK4F0QH8rcPnLSiBe1U4jtcC/+PuFyV8i5VObZiXbMQ8wc3Z2j+n6jWWOp0NeMl+5C1uK8uoeUXHmkqaFysiToWFseU6j3gHzexFaMK+LoNJ+16eIPGu6TeD/ztRlcVz0XPR9Sxf7+5FwhtWKYIQ9mkSulugmDWX0J0jZlpgPBE9P4aIx9/naS6zXrGpyLdYjTCK4T6O1GqPaL8jZrYZ6n/fTiSwgGLq77h7F5n32PZMJn5Kg74rRvdOB5NWIdtrgxXxzm1h+91o5fNLKAt3KEp2jLw4NYOqVUhVj3F+qyOEySqo9GxJYEt3H0EqmdnFqEa/k6w5+Kak0Wd6WvJxFkoGdGaUg++tiGTz7vD9XajMr4vscx1Gg7OTor9XSwzWWEh2XM0o2ec5kc9dKKif7Qmyt0y7M9DEvWGhn4X4DHKkboujBOLr0GAyC03WU8FkM1FtOqXsxKHGTOoqq6IJw8RqUfgMBc1mdqO7v9oKZA7n1ESg1qyOTPhgVP7XTlb/X+TzfXffxEal35vBOpU46J2cmdlKqM/ZCxHRDlkueDMlD7f3sDpjUok5Ca1IzfLhpNzc6J1bpi+4tUpJ0lKzCrSkmX0CJdaPD5t2REnHsUQEWm2niKP3dfdvZ/znQUHwBgihuKC7j0wKQwLvgyh5t7O739NOmOX6tcYm27+F36gJEO9Dk7ESGeUJ5KG7r2hSaTrL3UeQh1ZBBGsZcYVMoup7aAXugiaR0nPMvQndyLeYGN/qiDarSNutUE0rGg/2Bp5IBamR7wIIYflG1HddAnyh6xqG537F8DWblKgxC4sqfdvC9jvQKnc7gZla0CkWpYj26RS7iPr5tiJjV39/fHtbvK8PLzAVkx8H/wa9Coohc4ntXjXSyPcwhG4/13smFmb2QYT6WxItVJzpPUjXvjnDOMm1GrMCkRcze4+7n5KZTI4kD2v9o/2ewwBh05WwPh8t9BWjRkqslXiZhvry9TNzomQCIzqWE4PfdFQ2M0Jqn2izeTeei8r8Lw/fN0TJlk0S+xwFHOFlaNApMTNbyguIwzv2LyJ3D773A5t6gaKvmTW8ct9jCoWQon2KErpz2kyKdrj7ox0+xWJTVrcIdSMq598H3ZcHLZN8NLPXuPv1hedULD+fs2dKzr243MTdN6xoule2NwRK8wPPMcHom4F4YSRbm7JXo0zqdQjK1sDCR8zdv2JC2zSD6o65QZVKmHDJ+UXHcWuYGPSuAKEB4faQZOtUFwsDTFcJVmwPoDKCC1vtpgazLYGzTfKFr0Uw1zcl/AAws5NRDeXtREohaLLa/M6IxGC45y9sJ8BsjBUgxFHTpwD1I8QRtaAJdm8MB3wp+PETaMJXVOIYApqZZrZAwQTmTBNkelGTSsVOqOxqxKwiOYo4TmLZ0qaMMyU1/euQtPOQRJiJVk1H7NmQ9AlWA1feJvy7e7RtqCSkCUy8Dkb7tKtkc3MUwBwREgSDH1Ei5pCQXLmwou0X+jAk949h2/+ZWfsevIXC8i3qJUlL7XgGaMkNCWjJlKO7H2JCSjTP7QGeWB0dx9y9eXdm0VPyEyYurw2fRRHPTa4sbCYijDwvJH2WZ4DGan67OrFjFauCwW4LgVFvgEidjPLmBORhaO93ZpaTpd8NySL/Fq3ijZgFBB35UpiUHYbe1YPN7GYEv/++ZxLswKVm9jE6ErqRnY/u7aXkS6Ebu94SqOKMHY/KMeKFpZRkd5OAfhctNS2icsrI/mUqq9+BQfny3Kl2wxjTKd/eOo4NGPC+GSqt2yGVgKq0jYD2+LtxYhsomfX1xPaULV06UTGz16Drny1bhup+vtknVwqesn3d/azQx7wBPdtHEkkuR8e8Nppg3xq+L2xmr/aEUiZ63k5DkzhQWcPx6Nq3bTeEDHjKzJp3KNe3vBAhHW5P/G3ECucMsxnEVsuguMtQn/QrYOge1CQagu2AFj1je19r2wLh31xf1rZaf2AiDs8iLiI7l0lKm2cspjhoVAs3Szl6BqGS8HvKzO6zjCpmy3dHmFi0XrlJrpiQYCfEvjZQnJoL2NFU4VCsiDgZayd9aibtpnL0b6O42lCstVtHXPeHkqRPsPnQNYjnWCMlnMFWcPdtwviAu//DbJjrIzrmdkJ319y4ZmklsEdQye+BnlH467JcIrU53Mzcc2nEBfq34Lsf8AO0kD4bAT0a2wwtQn2YwSLUiGJosB1RCecXQtJnOQaqzm37nzAfGzJP07j0ys/32TMl595bbhL5NrJsDfqhS5atd/XVVCO/F1JriKVAHwWOdvdvJNqdB/gCGuwWRIz036k/85F2i6WqS88v8q2Rv6yBYh+KHrDHUVJjNYTMOSXhm4SOeh51sCKq7f0VIiZL1mQG35+gDr/3AQ6JuLejjn82mphc6+7JVZZSM7MDUea7lwPHzM539+TAmPCt5X6a4Mxx92zwGflvxDBc+ZLW32eggORyhEyIk6M/qgiUkmYVqLFni9mYcOWO9jrRX5n3tHgFodbCCtAyDLhftkQ8A3ujyfCGkW9x+ZYNS5IaUp04IDW5ruxbqtCSzwYzs3+j/ucgRBTZi4zpaW+ccoXiVcHgn0IdeCogMZVvn48SQH0yysXIwzCObI3g2kneABtF0A0hK3J9Z9h3OnqedwXekkuChbbblmzbWmV5XRYWaC5ACzkl5WmlaI37EFF0J59F8F0ZBanXu/vpIUjd2t0PKTmHnrZnI0Le+8L3FYHTU++qmc1o9w1m9hyPEA1m9gGEhluBYS6rhdB4PLIwFZLPL0FjTfxspvrZQxCxbm8ZkRWULbf8N0fqg4+E74siVPR3E77FnI42QIMfhMqhTrM8Yus2NNHx8H0aKn1NyU+PPMc1z3afmdlzGT63nNx5zZzhaJQw/2H4vjFCtO+W8D0fia9kEw1hwrsdeufiRP1CaDEmtRD2rDETOrkXnftsMFOVwH+j2KqTYzP4/8TdXxZ9n4aSefG2JAo0anuqOIR6zVTuvTcSX+nsL8zsXmATDzxfplL/H7Tjbxugr9ZHRNPfpX+RpuaYr0PJ5GvDWL0C6r/XSvgehBZpehO6Id57CiWWQYsU86NxcD13z/GndrW5m7t/u2buGa7zqh4WmU0UIne4+0tzfehUm5ltEX2dgRbGfpeaV1iB/Hyv+RSzb5d8CCoNDBQIulQFamTZaiTRipW2kKrI59Eqw1IouD1rCq5DlSxy5fnF8pdX0CF/WXnMjczi5milaxEqpeRa7d3FoCToTvTSN0zzXYoJZwFLFf5Go8KwC/C5+PokfL+OOBRK2n0MQcEfp0cCt/Ka1ErE1iit7YuQHPG2/2l9n8mAI+PB6HMH8KFMuyuiuvOLUcLocjLy2sCSY1yTEgWwxROfnBJSlVwmWu3Lflq+M9DK57mo/9qLSNUi+FwRPtcjJN8tKCnwLzISuigR+HVg2/B9OYIC1hQ8cw33S4M02xIGSlEt3xvCv/Hzln1XK46huG9BqKFp4Rp/KOxzX8unWqp6Tn5Qgv9tCHFzOUKDJNWC5uAxXDsH274HIbo2pF8h52MMVL12De/Bnj3tr4YWYO5F5IpTcczzoaTSOaGPO2KK2j2QSGmxx/d+tDCxHD0SuJXH0Kum9R965kb6hlx/geKBtaPvWwA/bfksgmD4pzMsG5xVWEPJ1t+ghcOm782NT5ujSWfvuE5L6Sn8PxsPUaGIRp1iYI1KXuoYcvejWI00+L8doY0OQ5PWnF+xOk7wr5kzjKjXpraF7bPC/b2MjJx7eLY2CH3U+tFndWCulu/Xuz4d53coWlibOxzLn4D3TOa9i67zfcCD4fsr2+c3ZrszEKL5m0jA4zjguEm016gfrZ/6dOz3DUYlzJPGnoZ5AAAgAElEQVR9OHByybaw/Z3h+XyEqY3tG9WyuL/IqU3d3Ppu7W1h+/Edn+Q9QSiX89Ai+B/R+Ld0xncj1G/+CVW7/AIlq7vOs1funA512Nz7Oic+aE50KwPV51sQh+UCqKS8tr0zm3NgeG7bOadttTGNvKJetfz8SBv/qYvbOvBU0JdMxKReio4XpVgSLfxtHZTJ3775ZPzWSGwbW3K553i7ZJFrJN/mlPzl3eHfY9DqKEwu8bNs16djvysQlPciMgN25HsXSthdjOoxyb2AKMD6IQq2Dkvd+zn9oV4itjj4RJ38PcCGfc9c7p3M+N6BeInWAl7VfDK+Pw33Ymcy8oaR7zqoVOFX4fsrgG9mfH+BVhAeRkokTyFU362pY2EMuczCa3EmSlxsGD5Hk0kUo8TFqtH3VYCzC35jMTKyz2jQWGeM4/4vFChuAjy3w+9Y1G/eiVbRj0BKZinfmoRgcd+C0FcLogDmeBS4vHqq72XHNdgq/JtMvHfs9zKCggua8CQllyvam05G4jnjfzhCzWxLjzxzdP8ui+7NagjxmvIdCUp7jmUjxJt3GLBRgf/zEEHvtXRMVEu2he1nhj7jW+E9ndbz+9unPhnfZlHgifD/ruRBMtE7Bc/oOSip9G0KJp9z6oMmhcegyfMGoT/MTUhWReTnXwrvyI/IT0jemNi2Q8b3fiKp6p7jfTA858nEd8v3bDRG3Yom7R9DpJw5/1QSLJeUuC3eJ7R/Q8Z3/vAuvyR8Xwp4U8b3XJSgnTt8ZgLfzfgui2KrP6HY4bvkJ3IHh75ip/C5BDgo43sHkp9vznFD4NiO61YzZ7gIKTa+KHz2QcjmlO/6qU/HcSzbPHcoabxQ+/kLn6PQAt4e4TOLzBgZ9qtaUEULujuG/y9JfgF4dmirZFFweVTS+3C41+cDy2d8i5OShe9cM4lNJmJ69n0ngwWrLgnzW1vfpwM/zvjeD7xs3PPpOIbiSTsqCfshSmjtgJK73yQzZgPrlmwL2y9BpUhzhc/7kBBQ7riXQItWmyDF6Jxfjdz5HUhUqPm+ZvPMM8m5avQsN/1W9lmOfnsmA7Giyfz2UuHfqjltq42VgPs7zq1Ifj73+Y9z/ITawDMQYdWj4QQ/661yk8h6ZdlsDEk0K+CIiWy2mb0HPTifN7NlUBY9d47/hR4k0ErFH1t/r5JFHuf8KJC/HNO+H6BxjwMfMJHs5TgRes0jmGUoUWqUdK72BAN7ZPtX/MznUTBwrbvfbOLL+FnK0VXedqKJKHALdO2WcfeXRMf5Une/N1eu4xlCxQqr5X4q5swJbW0GnGVmZ7v7lxgui8DMXu/ul6NnaEQ9wdPQ0X+7+5G9Z6b9VzSztRC0cx+TEs93PFHSgwbzNxMY7939DjN7XcIPNJid7YG/xczehO7h8WjAbPMdFMtlVpbfreLDZK1XhHNM2UoekQ26+91m9rKUoyVKFs1spGTRpTTwvwgyXWRmtjWabF2JnocjzGxvdz874b4HCqafRKvuF6EgMGVnoYn1MfRzndT0LS9y95vRPWzq/bdC6LfmnOYk2een0Lmdg1Z+e83ELXAvKhc4EgXukyr38gpehGALo4ChpLYf6urJrw5Q7wsoKKdx8aNdktjW9u3lDbDxuPuORei5vueysTWj/89AqMxbScQMHskdF1gNj1KNNQsiU2pWTy75AYQOaPrVq1F/PGLufpeZfQFxITyG1ClHiISDfTZA5D+Gxsdj0PVLcYrU8E/9Gk2OvcD3/SiZ+gI0tl7MMLdb224xs68wrIg2O+Nbw+n4D6J32MUtkiOVfT9KAn4GvfuXAf+TafeXaMwpsbcCr/Qg5mFmJwK3ob6ybf9y9z+b2TQzm+buV5hZVlXM3Q8zlaiXzBm2RSv3DQ/WrLAtecztPieU+qVIv3dF12lxNHdYGo1tE6VePiAq/gAqV/l3+P4t8nxuMOBbfRtaJHrE0jQqTelrEUcqus7ttnJiK6eh57KRMn8XGt9TAisvdvetzGwzdz8x9F/J8wv9xd6MkszHAj3zhHLMdSpizvhv2b+b2aeATwPzmXg2QePDP1GCLmU1fDk1tnv4zZea2W9RciTHmToD+ANKRoKSGPOh5EpqzD6C0VgktQ2Euj8++n6Cme0VOyTmN01/skyIN1LznBq5812A40xKdobe7V1MZd8HZfYptZpnmTAv/CUhtq+Ip1Jt/T78W1xCaKPl+g+R5qrD6+Tn079XNrZNrVmFnG9IBpyEstYglMcOHpHz2hiSaFbHEXMk6ixf7+4vC4Hlxe6+ZsK3PYF6LTA0gbJKWeQxz29K5S9bbS8OPBImHQugVY+HJtnmTLSS03RmmwNHufsRkzvasY9nLUT8uRnwE4/qTc3saHff1SoU5yp/u839tAjifroh4x9z5kxDE/Gc0lrDBTADBe8LoufipZHP59x9Pyvg94gm13uioPo8hicvnZPrcOxfAd7t7tMTf69RABvpV2yggJfiKtghdUye5ra6hgGZ8KYEMmF3/2zC9xTgG839MrNXA7u7+/YJ39NR0qlJer0blWeMBKrRvdsFlevtZ3meg2KFleB/B0Jd/DF8XxIN3iPXucasknentG+xwA3Ttc3SfC+NeSZpV3qcDdfTmiQCXk/z2rzOW4S2Zrauu1+b8K1RhariRagxq6gnr+kPM/cv9yz38gbYGNx9Yb9VGE3mphZ/Uvsuisbft2T+/nYG3IRXekb+tqSfDX7T0TtZLHhhhfweVsCtE20v5qmoNTM7Fk2qd0Ros8NR6cb/JnwN+CgiFQYlA07PtHslQvHcTD//1AloVbVTlCLcj5M8wSnUcX7Fimg24HRcDU3wFwznOKLWOKfMxPW0B6P9UOq63YlKQP4vfF8cPfepd7pRxzkYoQmy6jjB/yMMCN6nzCr7odsRovlG7+e2uw9RBjTXYjGE1hpRAQ1/Pxhdj8fDbyyKuPVS5Nw1fEfHosTeJ9Ei2J6o/P39Cd+RNjpirYajbRbi23oILXKn+M7uQAmytvrt7MhnPRT7bM1osjrVF7YnyhN/Is9vd5C7p5KQo42YHc4U8+WE/uIQd//YZCbtiXZfg1CHezEsCLMwQkCl7t9lqE9p+stt0ULUGyKfZjyfgRKNd6DruxriBEspuBXLnUf7LALgCd7eca3yWX478GUUO/wRlafd6+4vT/huguZkTRJz5Hkb59msMTP7IpoP/jV8Xwz4qLt/prSNZ0TVC7jVzNZ0rdh2mgv18QrrkGVz9/OB861CEg2tAD2P/KpIbK92kVrdFn7vLybC55TtgwawoQkUggTH53SHmZ3mA0KpRm3qL+0Gxzk/r1gBCsf4CUYD4GQCI57Mh4AlqSRlQtYcDrwGJc6uR2StDyTcd0bX+e9h30OC/1Dix8YjNK2RJD0UJZ1+jpBpBzQvWHTOu4Z/awLw3g4jav/msA8Izvy3rra9TmntlrDPE0jhYHdUlhW3t1/4t0RVJFbSAE0IJpoioXQU3uXNURZ+BZQsGiGKC1aDZvq9Sbq7IV7fBvhDGHBHVrlcK1WlMsPzuftlZmauTP7+JtLSicSPDVQK5gauM7Nfhe/LIqRHynZEK+Izw/dZKCGXsrlMCdytUT/TZbHCyuP0DzrTfBiZ+GdaCEGT/HU2iZRJNHzPhNjoTQiGicN30Hv381TfYhVoSR9DSafC3oZW0k5GQUOJfY3yFbkaVah9+37YzD7u7oea2REk7qHnyckfNpE5emhnSzLjSEl/aANi3uXD/W5sIVTClWr3U2HfLBGsux9uZt8APu3uOfRZ+1j2Q6VHKyNI/cYINl2U+EHPZvIZCxO5NVG5Ekh1cd3UxKOwn23QXU+b2SIlQbKZbUq5+t7NZrarD5LVW6BV1xUTvvO7+002jCIYQSqPaXcBu7i7Aw+akuYpJRZQuetaaKxeGlg29M+pPmq/imN4MHzmCZ+khfuxrJnN44XIPa9QRPOBYuBV9CgGzkH7LkLGfY88UqSxgxB67Qo03ryO/Lm+HaE5ZyJEwMKIyzNnCwEXm1kXwfvX3H2v3DgVP/dRP7RCaT8EPOnu/2yeezObK/U7wQ5m9Frsnzs5d/9kiD2bRY+/k1HJAv7p7m5mTZ+8QMYP6tC5F5rZJ9EY7Ch++mFI4LXH7KPCnGVflKhZkOFF7Nh60eCuio5rQuIgqVLY8i9GVFpA6COU+8hY62nkSi0yttfCfV0v/L9PfbfG5kHXfy6G1eEeRaVkKdsJxR5fRed1HSr3io93QwAzOxeRwd8Vvq9C/ln+qwnBMws41cz+SH5+OC9KRr4IxbbN7+ZUsnrNBgvRyWc5s9sBlKOUvoZK7e7KjDO1aN/muItJ/4GN3f3T0e/9xaQAV5z4eaYQP/cCLwZ+iR6KKZHVszpVmCsQ6uYm+leAbkQZ1ZtDAmhJhPhJKSYMrQCYSnbu8PSqwJWMqk1d5+4fnuz51ZhJEvEMBJl+P6on/ZP3S5X3tXsDgts1WeV3oURGahXjLpQweyJ8n4GudxEyrOc4LkHQv0ZK7z0IYTIiSWpmuwHneGKlM/IZgaLG5olVAZOaTmeHEfmuiiYfTSf2MEK53Z3xbxJsa6NOrivBVmxm9nPgBjQBvdrd75lMe1G7D6KA8sy+RKZVKIAF3/0YKN5ci4LJR9Cq9/0t/w1oyQyj6zwiM2xSNlgPJXAvR6iCgz1awbMx1SOsfFV+KxRoXePuHwz3/UvuvkXXfiVmZl9C/Unzrm6DuCU+Efmsn9q3MU/Ii1udEtKy4Xe3QZOMM9Az8qvIpwotGe33TnT/HD3LqQG12sxsSXf/Uwh2SCVpbbwVuRpVqJESqfY2M9vU3b9nFSi3sN/yCJq+DkLbPoj6zpFn2VTi/EXg+e6+sUkp6jVxIG9a3VsMTRLjSeFjqWRgc+xo8t+syC2LUJipFbliFY4w5rwC8Qm8Ihz/KalxIfjHE8ppKGF0VmqcDJPJuOxlevidycY456PV/pLy1JT6Xk5BZlXExXMlus5LoARManHkQkSoflaIh7YEdnb3jSdzblH7yyKumktD3ziXJ1bGzeynqA8+LvgdgvgZkqiRwt+uQvGY2UmIt+sChu9HLllVcyxDE6Oo7bEnRmMcw42peK3DfymGaQ4eav09tXDXZBCfRsp9X3L3ZCmgqaxwG3RdfuPub4z+9ip3n50bp+Lxacx+6FDgr4jbaw+UOPqxuycXYczseQxKS25sX4uEfxH60Mw+hrj1NgrHvxNwmk8SHZ8Zq6NDGQ8ha2b7MwYavKfNhd39UcuUc8dtm9lR7v4/NocQ+jVmqh55ASpZjvuLyZb1YmbL5mLMhO8I0ji1LWy/pz3WpraF7QughK4xkDs/NROv/wjF5m0kWOlC2ojZGChvq0AphWfoDc24XnhMvcqFqXgvF8uE2GJND2qdYey7JXU/ssf0DCV+khOk0oe2o93b3f2VIXu2CVrxnpW5gb2DQ+T7bjTYrI4milsigsuzEr6pCdRd7v7xhG9x6Ubt+dWYDaSRJ37bAsR/ku3WwO0+ghJOTV32O4AT3D1b911xHFWSpGb2AkbrkWdFf2+g+c9FE6LLw/cNUeJuk0SbxR1GSDLs4+5XhO8bAF/MBbQlCTYzO9Pdt7YBKmXIUs9cCDxfjcoV10U15Xe6++YJ3xkoEJqYXCMyw5Rsd25V9j9qViczXFV+V3EMb0elofO4+3LWvSpf024z8C7n7geY2QsR6dxNHftsQYSKc/fzcr5z2kycSvuSLwGc2/PorLbvN9FCQ9wn/9zdu7g4So9zFZRQXhwFG3+ilaQNY80GKKkel2k8BnzP3Uf4xszsQNSX5FapYt/icoWWzzRUVjiCoo18lnP3By2CpjfbEr4XIvj4PiGRMhdKdkwqeR8CstfTWpFz950TvsUljjYoV5iN+u7HUELppRn/OGb4N/DLVGIk+BaXvdRYTeLOzG5w97VtuEyvK754B8PcOvdn/GqSgRPlDYXnN8Gj4u4rhH7gW56QzLYED4MlyinD9rXRCvfL0Ar5dODvnkYIX4PK+ntRPFYhG1xrc2JiNMYxbIeSDBfTz9t1CkInXe1CWIzze0ugfi9XEvU8YCsU4yyUiVtmuvvhfdvC9hVQAunJEGethhJ/f034TkPI9Dehvv4i4JipiGUsgz509yRiw8R3NHEcnuE7CnFnKt6bLB1BcVIyk1AaO5EU2vy+u2+SmehPqu3QfnGVQGW7RWW9lW0WI92ifXpL5aPtxXQElcc9JeXBmbantedalihnDtubstODgOfQUXYa5gEHoH4uWwYcfNslZF0LVqm5cq6M9BOIbqJ5lnZEwkaHtn1z9oyUek02wdNhc4d/ewnSUgmenLn7qSE4fAPqYN7hGeIvd9/bBqvLIJ6a3ASqpnQDKs7PClaBI2smUL83s7cBv2OANmm3e1k7CEttC1YMHXX3r5gQUM1129Hdb0ueXL392UTOHdezjmSgAUwQ/XchJamY9HsimPQAzTchpVb2QOYV7uUJmWP4ODr33g4DWKBJ+gSfK60bzju/u58cfT/FzPZu+TSlRCNJqQ57Cj0bT6HVuEb6MWUnoQlDs+q0HZpEbNU4NAMUcIEFmHJsmQGqhmNgRYRaa/vmgpy5PULZuPtPTeVkI+aDstQJMuEpsv1QucKV4XduD+c8YiayzJk+XNv75UzQ8E0CLxkaqP6GkoPZZK67n4M4JTotkzx8BJURHugi7Xy9u19uGXScZ1a4bBj18xR6b1L7FyV9gr0eKXQ00PgTkbLdVNhRwEd8OEnbTIqbY70KuMrMTqgY+2YCnzazJ9E7mKol7ypXGOF9C/uchhJQTyG+k4XN7HAXyXvKzkEw7xiufTat8tBgz3H3M01kmrj7v82slDi5y2qIYGtKHG8xQaqPRpPrv6GkUc6SRLCZMbWm7KXYXOWpRQhB4J4wcZ8eEih7kn8uGm6d1VB51/fNLMmto8PwIXLJXJ/lUXlDoe1O4FEJ+//MtGKasofNbF90LXYN55grZf0GGtfPQnwV25MuYwMpR11rZr0onibBYx2Iv0nY0p7hj5qMheTK/mhS66i88fOeWJVHKmvvRX1oM5Hy8L1tx6JFoiNCQuU2tDA5knDJWXjPN0gccy/Be2Q7IJRwbO9LbAP1b2uY2YtRv30+Qoe/NXFsT6O+4uiSc6m0LRmgD3e0gD7MOYdET47cOrY44ToDJWuGyjJzY3T0W6mx+nwGScknE3+P95/ykmsPi6s1bYeE7lUoiXOtd/PrHI+egyZ+fU/YlkSDlpoXlvUCWAGCNlgT+x9W0GaDPl7StNje2MIoGZ6yYjqC8CwdghbFje7x9zozW9UjcZMptGMQEq45rgUQKjM1T90MVdF8mAFKKYeq/AKKE2bQUQYcrKaErJj0390PCfFecy4HeBC0KbVniuOn18bsjL5nPaowNgZHTPi9e8nzdMTtN4HguYltbWvUpq7xHrWp0vOLbCNGWcE3TmwDONAEff0omrgvjF6C+LzGUU3ZOvy7W2v7u2CY/8XE1/Edd/86U29xPSuoBCjXAW+OlJY6B7NgL2ySPsH+gIjBUlbTYTwQAtq4NK2rbKs3weZjMM2jGuG7UJnF0ZnAsLESJaviASqyGo6BGgUpUGd7DMMrGbekHM1sDZScbSPBJrWCT1p1I7eCuJpHK5Gu2t5cWUsRL1miH5z4E/n+8EJ0fU8L39+F+oaHUOJzU6REcXn4f9uStfKmktq5kcz2Vj7JUsXI7kfvZfPsvzBsmworTtLWvHteVid+GroXxeUKKFH9qAnFemHYbzZCnU2Yjack+fcwqWwSbGujycFkreENuJoe3oDC69Yg4g4K79O3TOiKhT0SjUhY8Zjq7qeHhYwm0foJz5R6VAT4WB1vTw2/Rw23Tk0yEJQAu4Cy8oYaHpXj0bPbkIz+NvxGkkTb3e83s+kuFbfjQ9+YInv9efhMY5gzY8RsGPGHmT0MbO+ZsujK5P2cmhh9B03emhLhd6Oy2jcmfLdCara96KeQkJ2FnvkNUYL55aQTLl3tpDjEXgjs5d0E79uiBaflwvPW2EKohCxlT4cE9TsRifgRzZgZtZtESUfHO9kYAOBxV4nJv00ciH9E5xwfR/VY7RGBcrBrzayN+k2N0RNNkOa16U1KjrP4Y2Y7+3Bp8HRUXZFF0FkPQj+y96LE5BbAl8KiytWeptboVb36D9gJBARt+P5T9J4OjQvRPZ4LoeWGVK9bVs0H5ELJfJXhMvWcHQps6mWKaOsB7zOhtp6EqaF8CfZbM/umixJhMeAHJBK24fn6vovP6GnSipCxPd/LUUo1C1Z7IIT7GTBB+p9FpLv7hSh+G8uetYkfBp1RspyGRGfkBQRp7t6Qa1UTMBVaTXB4FgpUmu8PMBiMR6zk/Gw88swmUHoEXd+U7cZANSWG+T6KVtNS7dZk+mcDnzGzlVC513fcPTkJhzpEk9dJkj6AJp8liZ/LzOwihktILs341nQYOyFumuYZv5ooe52w3gTbmBP8bVHn/EEks3gdWsG7LOF7q5mt7cNKVkP3LxqgXtleBTSp8qRQeE9UJAOLJeWDFcsMI5LWvdEEqbi+t8CKV+WBaWa2mAcem5DYy/Xh/wqDWjMJXzJ13GP2g2/0YUjwXRZgwiZkHV5HEN7Y9t6PYhgyM5vfRWTfZQsBPwkBryNEwS3N5CAzaS612iRtp1kgorQECSUMl1i4iAAfMbN/t5NKZnayu7830cTcJlTbO5Dy3L8sgb5DZZ2boNLGeGLwGFIbS9lH0KraCmZ2LVqdz5FLNuiuXi4XKohgQ0Knt8TR3d3MfogQDbj7LzqOs3hMTdy/pjTg+Wb2fE8TiZ5AQYAfbH9GEYLJsobwXuxDAZrYWyXV4dkaKqUbMxlI+NufGUaJ5CaUV5lZI728Ebru38u0u4K7bxMm/Lj7P8wyEGj4R0h83x5iqN/TIq+fOLA6FE8K8Xc0EeKvZb3J+yjRMBcSYHiAqZ0YLeXDBOgHmtk2Gd+7UR+QQ/pOmEkpaAGEmruaSORkXLPA5UJITFuL06WV4L4O3dfnMEy4/xiQS+j+Kzw/2zPo59qo3xqUdHzs66H+7fgw/i7oiRLZYL3ow3HG6tb1moaSs4vEPpVjdGMlScnqxR/gDaaS851RMvUE0nEhoJgfxd1ZhP7ED6pk+Qkk4/5PNNd5Wabp4iqBOWi1CNrtgSNNBOhXo2twjUe8hz5AHz/urdIgE4dkF/CgxP5QmPQBzYvniLn7vmZ2qJl9Cz3zB7sQ7W2/KsEEtKD+Ji9Txy4mug6LKJ80swW8h/jb6lBV6Tb8mafa6DRTOc0O3iqncfc3Z/zXYbTUo1SlYzLHOREcotWixhZCsMIRiJdVSPZG+3Sen41BWldjZraH95DI5TL8jaUy/dG+i6Pk17sQhPslGb8aGc5i8mMzOwdBbi9juCQrqXpj4ltqJHtneaasLwSblxZ2GM8qCwH/xijx91x3ny/h8xM0WWw4F5YB7kOw4qFgNXPvckRmNRwD+1NAImihNDGXKEyZBaRgiW+Nmdn8aGIW8wYc4Ola5O2BTzNIFm+FpIBPTvimeMn2dfczp+CY70BQ+5vC9zUR18Er2vfRhABpCLf7ygpqjmEdhOxa0N2XMZE+7+buH0z4VpNSVxzHYigJEXNbfc4TJNNWQKhoYxBRtt8nE0riTh9G4DV/2xMtQtyBSoaXQYTGr82cX5GSZEgy7omQlSuhZzmrkmcFXC42BhGsiTzzacTR8rJwfy72BF+dCX3xDe9RF60ZU8e8fze7+5o2zMWT5KCzAt4eG0N9L1z/gxgll41RuZuhhOHbGZZcfgwt1OQS1sVmFTwqpoWIN6D4anVTedHp7j6iEBmSjH9AK94fRpPfb3qCx8haKB4krpBE8ViCszC1Lf4b4n6Kk/dX+bAgyFgiAaVmKim4CSErQWPDWp7gYTKh1lZDZaF9IihfRZOsJ1FCdBZwvXcjEPqOdU5zuayMkEnXu1B6ywFbu/shGf/nocSrI/GRHIpvP1RSuJK7r2hmz0f0DOum/Fv7vogE+tAqCI2jfeLr9m/Ex/V5l4pW27cGefhjxJs35WiNkIT8XzRJ3q49ZrZ870PJ1N6FWpNYycMIKXs1cLtnODfDO3gEAzThtcCeniDmnVMW3r0tgEtC/7Y24kvrjGfCs7YlKvN7vruPLA5mYvAkx0/lMR+O1LK/y3B/EVfAVD/HFb8fzz0NoWhuQmJIOZRZjWDCYyi5nS3Bj3xriK5r4tn7KUdVJe3/h8TPT9z9ZdH3acA98bbobyejOvXbibK/uUl74e9PRxP2HBKm8RtHJeA61AG1yfuSPBu15xceniagv9olIz8pM62avZ9BsuNK4NtxgG9pArPGvCextRaasG6GiLA2bf19nARbjbpYEXlmeC7u8QwRaKLd3g5jnIA97DcbrQ6f5glSwsw+JUzzTRLs54TVA6ROkUpK9AarNoBir4ee+8YWQpDrFIHnQQii+3MijoHMBKqIRDAELbuga7Ydw8FkLqn0BrTq004ITlqNocZCMNac++We5zloEnYNL9llkxkoWu2uiRSAFgxtP4qu5z3A2+LkkklRbxbD5XQbeKTGMuYx3IiCmwu8R7Ho2WJTHWyZVgI/DcyHpGdB9+OfiFsuVcaSamcud0/KcZtKfHdGSI+4vxjpwy2QJRf+5u0ELpfo/iXJDDvaGCGCtQHyLE6M5AQFqtVFbXgV/zmIYDZFdD1CJJnaFrZfSWGAb+LiuQzFGFugZNvc7v7+yKfZ750oCG/evW3RiuxIaYOJ/2I/BOffFJVCT3P3EYnm0mRg5D+niFLfhJLmK6OFgXURN+AVLb9apa5icQUzOw8hoGPE36s8IYAQ/OPkvaE+LJm8n2qLEqiGYpEmhpwO/C0zeSkWQYn2WQhx6nwMeJ67zzu5Iy8zGw/VXNP+LkhJ8vLQ5vooiXJcwvd2NJm81QuI1cPfY+XJa7y1iPgfSD9XeyEAACAASURBVIIVk/Pn4r0pSEq+BC1U3YXQOD9GiLokqjcc81ZewK1lQpWvh0ro7kVIolnu/vPOHafQwjEcj5Llx6Bn5JOeWBA2oUaPAFZByLslgS3bCcHI/z1ovrcqSnBdg+Z910c+GyP+qq0RqrSxhVEZeOf4bT2CEJm539Ccb04+x+PMPUvnfHPSauJZM7vWCxLInb/3/0Hi5xtoxT8up7nf3fdI+P4EPbxTelImCOs7vQwKVtNusWRv8C8+P9PK7v8wgFNujiYDk5V8PAZBYZuX4r3AU+6+yyTbPTQc489Rh3ReKokxZoKtWF0s/K1UXvt8lECaklWAXJDVWC7YMhET7ojejVvQwHJx6jmxOqb5NdDAPxUErU2wsByJe4cQCiOTz5DdXtkLOAYqjmNLNJldj1FOn1xS6RTgpSi5ESegxlZjCO2ugSYCL2IKuYMsUeqT2jbJ31gEJspCcj4jg1ftBD/T7o3u/urCCX48IZgH9V9JRZ85YTaGnHvYr1Te96CKJM/IRD60myQzNLOzUJC8HeKkezfqL2YmfL+Kru0ZDK+cpRKpQ/cvTDJurX3uzWwpjzhBQgC1DlqNX92Eqr3Y02jCqsmLVazi1yT5MgH+Vp5YqLE6hOAt7r5G37awvVH2nHg3m20J3xURued/ufsqJontt7v7gW3f4H8JWmWPkyPvdvcRolQrII5v+S+BkLwG3ODuD2eOoUapqxjFYxWIv2if4uT9VJqZrefu1+QSkB37xSWZ8wPTPVGSaWYfQhPPVwG/QNfiane/vO07xrGnkuOPIGW9ZNJ6qs2ELlmneQZTiefIt1EMbBLRCyBUUU5Rb44oT1oF+t4qkIfhb3NiYfleYHd3v8zMDJUP79SOT83sCPS+vYAKhH7Yd0EUL38McRWlVEMPBQ5EfKo/Qqi3D7t7lnC78PzuCEm1NyNqhn2Bk1PjQvCfiwIEbfB9GM2fvgVc4Yny5XDPXonG8jgWeCzsk0IqjwhCAF2CEP/fmQnQ0JD9dyGVz0ELxj/yPFqsmke4Mp7tRVX12bOZ4wcAd/9Q6LyaDqZLJetudEFS5HCTsb8hHoteKFilfd/M3uoFkr3Bas5vF0Tw+ncAUy3s9QxUlyYsTOD2Z3CNr0IrGakJ3Zqth/FyE3x5xKwCOoo6rNfkArfGfMBr8RngIY9kOM0sKcNJhbqY1ZFnLoY4Wm5i+LnIIXMWQ0nMeCIXq4VdFfmWKrfggqvvY+Ia2QShMZ4K2e/DWwmxYqZ57+BYGsfChOqXDOCzJdbLMWCVJILufjZwtpnt68NcB122ZirAmwKbU9xB7UBpOnny1caniHPFWlKuFmg1MsmDi83sXQyXFSQVCEzokg8yXBZ2ZGaS8msTPNZNnDUzgZzS4gQ3QggmN0PvwH/KqgkVLSPvi9TzhszdP9XXt0QW14/PQP1FFxLsxe6+lZlt5lKUamDyKWsmCPFzkFMAusrKuVyy5qNEsF9HpZ7PNbMvoOv7mcy+vwSwFvqxwzYnrOKH/X9nQjdMmKkU5AXovP6bwWrmwogAPWX3IPTARIBPnn+mmLcHWMDMlvdQ0mwqY8mpQz5pWs39WZjA/xY9syk7GvVZ3w7HdGd4LpKJH+qIUkuI4wnn06iJ/iCxrW3FSl0U8HbZIIm+fUkcaMPlDQ9F54eZLd6KQeb1MnGJWjscjQHXoRLgXrOoJBOhzV+AJpapazwDEYLPngPJmG+iY74TvSOrothgETP7gEeICTNLCmz45Bfo/owmyI09Rp735Uwz+zawaLiGO9GtBlasPJl6xjue+51Jc6T+iVGenWJyfhNyZddo/1NMZa6TWlhGJYePgmbIwJdNSPi2NbHpbIbLTrNmZl9GscWC6Bp8lvxY9iZ3/7iJyuEXCD0ZI5fHtWY8eCtK+NxjNsxL1pGsW9HMshN8d3+Omb0cVWN8wYSeus+jxb6QnLsj9NdGQbKDQkGIWgt98enA+d7P01jbdjGJfpg/nojuswEvNLMdMvHTkShpeIRpUez49hzNx+MRLo5nUSzxD7T4M/GzpDmzkvasT/zAxMSt5KSeA/w4TMT76pFrCJJKf7/WeiV7W1Z8fqGtGKnxFAyXtER2HBpEG5Lg9yLUSKoDesrMVvAAjzTx5+QQISdQSFrp7t82sxeEh7+PnR8qZDipUBejgjwTZeuLzAQTngksjUr11kaJuBS6pCb51OyzGuqQ3oquzalokLucwYQM6pjm54iFgOIIBOWdB0HNcwiMRYF7zayLY2AcEkEqkj4gMsOVfepXZ//k7kWBS4lZVP5jZg0cd6L8p2O/doC/NPkAv1fK1YbLCvZiEDBNQ4n0ET4JlNR4jEFyejs0+doq4ft+NJF5AZqkXoySB50WgsnvhsTKpOW1S8zHk3Mvlvet6Vvc/cutfQ8jk4gL1gSDfzUhkB5CY+aIeU85dMs+iSYld6F++YfuPmmZZHc/1VT62pQ4vsMzJY6WQT/SSppG9k93dwtk2JZWb3szKnNZmmFVrMfQe5my68OK78REz8xuJZqc23hlwB8GrjSRAxs6v/YY2NhMlGDZEy0OvB7JYqdsfne/qTVf6Zro1xCl9hLH23gKo8VKXQyLKzQonvaE4VUmxNdOZnYSrdjKR9HHp6Ek62wSq8AMxyDXA6vbFCM0EZHxUcDSJhXVIcsksHYnlGQGn5+FRGnKzgN+4yKh3QChJHKLcbX2O2BnDzxLpkXEzwMfR/cpLpX5QfT/GQhlfB/597rU7gduNCG9HS0g3GlBFjtOIrr7YSGh/ShK6H7WJcHe1Xan8uSYz/3caOLe5khNETrXkPPvTPnCcu+CTpzssDQ/+0/jLx7KcEIf/IQHVLppgStXWng9cKi7/yHz99iaOcjbEKqzrbw6rs028dYuB3wqLBy0F/zGUVnDpAa3DOrnX4Q4ZXKLieugeOsX9Cc7SgUhau3LaBH+4BDffwcpbBWjETusRgH3yyjRdx9MIFpPJ7FQ6u6XApeawBLbhv//GiV1T/FhypMa1H0qnk2i/TLvbpU96xM/lQma/SuaLpadCyudRVCwGqvMCELd+R2PBqkGHfUO0iohIHWMWE3sc6Ya5ZTtjaS642Ay9yAWs9Kb2cEoEdPLzh+sV4azMa9TF0vJayc7T68jhZ2JZE5vcPcNTfwrX8z47s9o8il7DmGi81d0fz8ZrRbeaGbtMoRipvk5aN9A9/osVDqxPYN3q2379TXmQUEKJceG+Da6rlulrY0UYaaazHA/U/nklHAHuftBwEFWUf4TrCbA75VyHaNvA1jFhwmJrzDxMaVsJW9xdoRnfYQIsrWCNg09c1MRXNRCwk9IBUyeKC2kQN43spq+pW3zoyRFzo4Kk4zPoEnBglQkvDtsD5ey30Syx8xmekvtr9ZMBL8Puvv/hsnnRmb2+8zksxj9GKx3FT9MSE40s//H3neGTVKUXZ+zS1gyKMGAoKCAiKBIFFRU1FdBFBCQJCAiIOKiiKKirIIiIEhQgkhOEhXJknOOS1RcRRSVVySDIHC+H6d6p6enaqZqwrPh/c51zfXs9NbUVPd0V911h3M2VIKrrzbWkuygn3TrKwZJF9FR34qH7gElMknUIrh+Fun1vMK/wnWuHGCfQfcs5M/DG8Kfhs9c3+U7xpNcRe3E8VUpRuVcqiuM3obWdeumMPr9HudUmsVzBDxnL9EYA9DpyIGkdcPfnPVoNlrU4L2MRP/7XRtgx9PasHOyKfOdwouSXqrsIbr0JLXpKwnGlWIp1ci1Jd1HK+hNaW7I1SgjpsvEokEBuhT0m+gsqY3NyZXzsMI54W90rQuOnm7OnrpDt6k8uSpMSltH8X0P4E1qz4r8J+wciI33dppuIKe0qCSwnBPQKVZxDrgMvqcrjp854E1zBx+XnOmdi/PosrMXAOwY7pNh2AzbwoHYKbIK4WvRmAsH2NhfW3v9TN051A5EprMDzuz8MywIcTWdGR7l+ClBLSA2Hg40bAcnIQyjBL9EAXdW1bJ2JP0+OLqiCL/ZFnCCxB1oBdm3grO0KzSz7mdBOut+XMSeXRqRAAkLeBdTmO4dPyhz0JRsxLNl55iRCsY0sVw1tjqJb7Zkb+N49vlJOpDkVWgRKm4jKeoYAfACQ/13GN8a8IQX6/eyYExWZS8PpoxJFKSOwmn0S3fpq4kcGU6E721GHK6BFWRiE3m2vDbLMlf+I+k/JKtU7gfCgx09t4jzqZuHfSM1FMpIvkXSnyQ1DcdPwQvYV9Fimk/xe4ysrl7SQyTHh0jNscFp1+GokHQVne1QqfLcrLRE7FnoTGE/Ez1KnDLR1dExALaBN2azosYdhMEzDM9jkIakI+UrwmV/qYyTEgM/R8p1KuhstDejPZMvdn63k1xN0o3hc6uik4OpwqHo/K1jx4D2CNrL8Dz+qZyxZ6AkJbye5TQBLpdLPUc95X1ryJ5b2M6hMh6O6kaf/4DLgvF0NcJmdkjO1K3gCFcdW0eOlaK++TwSdlalNp/Z2Y/0g3Ea/Kz2jOJLOovkOug0zurXOjs7qNC2qeM9aD17K9ClAjGeqJXgzNzF0ZtrbCd4Y78Myb/Byj5Rh1kw6n+kLtmqDXwBwDEhOAH4WnyBjuzvE8Z0MICDmaEwWhtHLGOq4g46MtgC2Vk8kg4BcAjJwyXtmHluuWU6O8Br8/zojP73vTbIZfS/ogVTcvlYrmJ+SWYVjFsfPYJxfeBeWrHvV+H9JnD2++xoZSVGERwaHUIeASfDz/U68HXfCi6DivWT4zzM3gcEZDt0+7nvAVxG8mK0C5tc2qX9KmjNFyum5guUBZZ7BnQqZwedDdORodRlvBNUI3aW9CzNQzUQJO1OB3WekiW/n8NwbIZKGXb5psOyAsktJJ3EkEkWGVusPLWUFzLb2VHNdbVDD4cgSQcSY34KLv/sSCagKQU+iXYF2mHgAAA30OVYQFDATbS9lQ6+1gVIonZnuN+Xhh2Xn6w5VU8jeWto00/W/TU09cTpoY9dYedOhzJr+O4HYPthKu9iot8oZgTHT08HDfsgU4J/7NOQR5DUMxVMIcJNci84+nVi+P7NAby+0d/X4LKKA9CJDk6EPs8PcNr/3xF+Z5KLKV7nvAOAExjIWgE8gXSaN9BuTL6ry+JQkjo6Bd785jp+tgnj/qGkP4XNSEoZo6SEZGfYAH4R3jBcjDR3QUnmyl/DRu43AC4h+QRaab1NZDufAs5EpsNDITU3oNck26yrXw4uR+ioqy/E83QG3Z1hcf07EpwWJDeGa4mvDGM4lORu9egNneHwjjCuuqNrXvTg7gjOrcoheF0Xp2tuiU4pRsUddDi80VsBwK6wgsQJcFlcDCUG/poAtmZG9hPJY+AsmDZSbMQ3L++BnUrVHLUYgAcrZ4Wk5dkiSl6oYWTMi1ZmQBsGiKDloDKWeqaES2pG2a+jI7yxtlWE+giSFyEi71tDydyybu3fL8Prazcn7lCdqWwp+72FrvGvMA8szz4o6pmgP+ux+czOfpQkkhfI2QRdo/gAQPIIOGvng/Cz9xk0Ivgqyw6KkR7X+4o9e1EVUER4olDANRaCDGsHZ8w4RXjAam1fIbk4ydmUQawsZx69k3Hi+NMbbUv4RKbA9kedPPcZeL0+Co7eFmXxhDFkOX1YUKYTAnDX0kTcqc103yhw+gCRkkz4fo6hCsZthR7BuD6wNbwmVdxQ18GO9P/Cz9hUNNaFcfD89Wii39dKOprONqwyEG6JNcxxjhbuA/py6IY57b3oDKbE+N++HBxxFX/nEZJ+E+u3ZL6QA8tXouXI6BZYLgnoZGcoBTxHcsXKbiP5HiSC1jlghC+ytp6L5L9hxbV+BU92q/17Auxouw3te76qhLifrOlclDg72jgda/8VCxitFF6V7bguvH/YgeQZkvar9Xs6fP4XwXupq5QgTC6FpBOCI6a6rhsoTdOwIxzMqLI8r4FVoGM4RA3VyNp3rhT+9pN1vxacXb0RgEVgR05KYa2EdzGKGUHVa2AG60S/PWXnam1jqlBRaUYWKEKMEiR3hstk/olWGmZqc/aW4DyZF270dHUs0rZUUj6LlZ4t6fBsdv5ckLyvEXGIHuuj31slrVS/F1hjZe/yuQ/AmTYXxYxhtiu3AMH5pE554MrhsR/aF5R5AeymmhJCP85DkmcD+K4SdfUqUKRr9Ls4XLoyK5x5NB+Aw2SS6mbbuwB8RCHLh065vbT+PJH8FBxxWg/tRH/PAPiVpFTG1vdg5181l3wa3rynHH1DR5iH9u+yKPXbb8WL8T0AfwvGbVI6nCZ23RbtakG/VGSBYIEaUslzluq33n94dtaCnb5H1P77GQDnSvpDrb9K+SPV3zDmlh/D980L8EI9P1yn3hFhZiCTDxgHO08OiTn+WEbgWW/TdW7JRcnc0vhcVyUy9qHsVzjumwAcBM+fnwzrWkoWdS44+7HamM0H4GQ1lKNq7Y+HnUnRjWGj7d3BUVn9nRvAhZLel2jfNTuo9mxUdf914mFJ6uCrYpkK6LUKpJRd2kQj0LXxRiPRdPbM2+G5uSuxMssEIbLBoFgUO0by3sZaWZTFk/n9E9Eq0/kb0Famc5SkjlIdOjiyA0zWClh044iUDTWtEX6rHWDOqlPpYNzGkvYd43HUy8OrDM+zmvZTaHujpNXorJhDYAfRmZKWjLR9EBHnaGLdG9k+IMcGj9h7dSfmq7CTfX9Jh9U+MypV5PvhPUBbQAf+bdr2JCxQcQ7tV4azwB6Fz/F1ADZRZ5Claj8e3ljXHWZ/qf3/9yXtmdgfAsBrAcyhiCJhPyD5JgAHqZ1qY+QIzpyd0HLcXQPb4B2BdzrwVHE6TnV4qcEXGNpeDeATCllYYd07H86Yv61uC9LKZpcO4ETrCpJrwmIlx4Z9w9yJPW1HiXnsWDge4719CsDk2h6lr4oekjvBVQ+vAvhsl31LpRh4NewM/wdcCZHiou3sYwZw/GQ7aEY4hmPgH6PuHR2fcBJdD3sLKwWpTWF5wo6a01GClsFeNWXENtrGpGdTUq5FiwMzIxMkoxlGCiRutXanS9qYiQhowrF1Emyw1yMOO0n6XM45pBAevLXhCNg/4AjP1pEFfzyAeyUt09lLR5/j4cmwJ1Fqvw6PXMQ2TNUxdpH5HCbYkP4ODoq7FJEDJ7m6pFQ5TKzvBwGsUBmEdNrpnbGN+KgQnqcl4XKJoXEH0WWeF8GZce+HHW3R61bQZ12ZpgPqJDQFyaNhNYWkYyvVX49+F48Z3I021ZyyBuyMOC283wjAfZJ26Pb5HAQDai60UsLngg2MDgJJOkOqMsJfhn/zHyiU2IY2VWbAFbCDq54ZcFHOHDIM9DO3MKFEJimV5Tl0jHLzSXM+vBXOpnoO3YMplTzrjXD53+PwGvDWSNtodpCkbSNtOwILKYcuneb+FXUqn8XO7cOwrZLkGmtsqDugRClM6nOx9iQvRBCEkGWPZ4EJzvuet0K/9wP4WLXJo5WfLpb09tg1HRVYVp72Szg4UtlAWwJ4RdIXBhxDR1AvdiwcXxfmwqqyXHplmVefWwDO3khlKU4XCOd3Dcyfdig8z35fEcGFHOdore3I9gHDcNAwIkVfMl8UflfPgE6jfV3F+WqlVZyr9rOinXoiFVyuB8OnZh+X2lokj47Nzf2AJOF1oSM4FpwV26Fz/zSUvW9wLL8dvhYPKhEoiu0DuvT5AIB3Vr9BsI/ukrRMNc+yUIW3H4Q1ZyWYPmQpuoT3DElNztPU/je6JpA8H1YlrrJ+1oIdYm+BbbkTaXW7L5KMZQZJEf4wkpfCzsuvwHPR0fC93yGCQot5nAVn0h+LwLso6cjE5ejAdF/qpRGl6bOMICmWCnZYpB3gNPaDw0twSupmwxl1ER5Bmk8HAOpR3ZISmWxJ+VRkAvHU0dzazonh77pdW7WjZwlJQV91bAlH7r8MZ668CU6JbEPYED7IdKlds+2rJOdTe5p7rO05AM7JdXiUOKAC+q6r7zGOmNOu4lvYu+GsvIjtNeqbwJvKGB6iy5XejLyF8lH4Pq8igbPD0dixxKi4gzaB551tJf0jbHSS8puZv0lTmaZnKQT8rN9A8h9IO7Zi/fXq93mS+6Nz/v5Q7d+V8seOANZUyCYJG+2i1NguuKFuNMicStcgwjWkPGLXfgg8h47SuSWgpxIZ+y9bzh33fWit0wib2TanT+S7c8fwsYKhnEeX3+0Py78L6RKZ96qVHfR9Wnb4wkRbklxD0nXhzXuRKJNFmQpoT66xlGOnG8Kas5QaxJVdUCIIUcJBtytcPvVH+Hd+C4AvBUftsHglekIu0+maFVfDymoPIl1OZ8AOipLyzYNgx+XkXo4GuvRnPXjtvQ3AYySvk9Q1U2zYYAFflaTzwj+fQqNkLIISIYaifQCt5Hq+8kpdsm3wFGRus7XCd9cJpnPni5LverhyBKL990iV1RepKAcnwz0ZTSfCjoCewfAe39e304ftWcjjYKLn6HWAycOvgTmZembFlOxp6QzTI2CycgJ4C8ntJcXWnRJOx5PRUr4DXPJ5Sphnq+DfB9CHCm8h1gfwboRrK+lRWkFtKpguO58X6bLzWQG8vQrsBRvnBJiM/WoAJ0r6YvjOnsH7Gn6mVgnmkzSlQUoF9Fg5S+oqxG3jnphuHT8kvyFpPybS9TV4mn42QZKc/nYg2gkYo5D0ZwyPOHQQTIGlXM9H+yReP4el4Y1ck0TwGdjTHEOJMbkSekQmWJjBU0UjmlGCHhjJ5josaLPBjqSz0F0FYQHYkXIz2tPdY9ftWVjG9pJG2+g9n7sxK3FABWyNzLr6QlwIL2SnhPefhSPe/4CJ/Kbei5J2C07JKtL2iy4RoKKFEjb27g3XWQA+AuBmBqnbIcwxPVF4H5f0+w/U5qvwe8c2FxV6/iYqU6apcDTsIE1yhxT2V6Ei5VwXPUg54WevvpjPHY71DZYpMlWf6UkyL+lgOt3925L2GmSMQ8L6JO9FnmpZTyUyhYi5+lN96wlamGASOjMUphpI/X53ybNa++3OInkeTEKacuRXnBTPh8jk44jwgQRsC5Mfzwef2xPolBqvMCl3vCjgGqM5Dg8HsIic/bk8gPUUKZFVIccPygQhsjnoJF3AdoWzB2vPXZTQexRgIisO8bn5FZJLSvpj+OwSyFvXUt/dT6DvEQD39HL6BMwnZ4R+AZZx35Pk0DN+6KzfuSWllIWy+aoKkS3E0Mc+YBMAB9GUB8dIeqBL2xIbPAm1MnuKFQNLQPMdbQ07Gar7qI3LdNQBgYCewfAxQJ1H52UAp1ZO/AjmlPTNgr5LSH8PAPBBBXoFWqXxfMQDDtmcjpL2okvDqsy2HSRV57x5aLNn+DtK7sWXJIlBRTU4npq4HnaeLoh2vt1n4DUlhkXVns39GJzZ+G+SHXs/5nNx/Ya10jTYPo3ZWADwp3CNTwNweebc3Ibp1vGDlncwRQI2KAYmSIqhxCgK7d+IzshESsK8BH8Jr9nCqwPqL6o7qWAMOZGJogyefqK1wUGzAlrpo9coQXAYjKuD4XS+V2Elna+qoZoV2q6FHmpvNZRIIBdFPAqR7YCS9AI8IcZIyJ+NHMvF2mpPrZzMFidNmzpMmLDPkXQ2rVS0NMlZEw620oXy1+FV4cqCz07XaDwns8HG6rOS5kt8pOQ3WQMuiasrhh2UcCb+ryJp813GnTsfZpNyAvgxgDvo1FvCpW+TcseUQLYiUw1ZJPNhs7wBXGIxrVGiWlaiRFZlgyT5FvrE0XD2ZRsfwViBifT18H+p7IDs7CCZu2IFxsmPm21LiGOvJ7ms8rjGjoI31keG77k72E8pbrQpMJF5T44flAlCPApnNEY56GBZZ4T/mxXOpqv4cq4keWSXQM2o0DMrrobdYAWkKfC8tTga0s+F6CfQ9w0AF9Clw6kAYoVZaBWmjeGMm6Eh3F87wM/0LQDmJXmwpFgWa9GaU4AS5+ixiAcyo05aSVsEZ/mmAI4LG9ZjYcdAkzx9UtGoe6BwngCQtMOrDOFdG/byxgCW7Ob4HXVAICAnGD5ShL3mbGiJwDzYpfl5JD8hKZXh3kTJnvYZtXNqToHngRg+nvn9FW6HM+e7igqxUAGsEKeTPBLA/CS3g4MjR9UbhEDOwyTXRitotRTs3E1lN10ZAjmVWtiG4dhcAJ6sN2RBxQtrpWnwcz8bvC50lKaF8a0LVyEdQ2fs/Uo1yoBemJ4dP5sAOA/A/IqQLMUQjK59ASwML5TdvMXVgv8knXr7j/C5QZFtFJHcF6F8Bu03RtTxU3J+KkjLLnD6ZC0SLEgdVWEGTz8LA02suB1azpST6DrMWK39KXBt9vrh/WfhMqOYHGhPtbfauLMX19risAx8HZP1t30g2wEViZ5X4+srvbCG8SRXkXRz+J6V0VJkaqboXw3gfXSq8EWwYbEJQvSggaKFUvnlhTMc6s8JScLRx9W6fKTkN4kphp2IuGLYHWH+Oxc90uML58Nq/v47nbb8KIAU99CxNHdI9Qx/U86I6hsqUGSqoaesbQ2XkdwQJlGPRnS6OMGrMQ4jSlqiWpatRMYE3wKcUTQInlI8XX2sEEtfr5DKDsjODmJDYaX6LdROBN1P9Hw1WGUxh2tsTkk3N+6DbqTcfwyvceiiVBMcgR8Ir56CEHAJ2b3VG0n30cSaUyL36OHwvVyV6G8Zjg3El9MHembFVZB0GZ2lVOcvyVU9jfXXT6Dvh7ADdwISAcQafgCLAlwr6ZYQRPtDj8/kYlk5m2hzOCthd9i5G3P8lJRklaDEOXpe7d8TYHsypSwGAAjndyaAOeAs6/UB7EbykLqtKukqmjfnbZIupcVAooqWI8RBAP4K28uE7eQl4U3/MXBWW4V7YGfjYzkdN4K0V8fWECaIcysoXkbWMxhe639O2LZZTNJ21XOoVmlgX8gJFrOdkPvbJF+E7Z1e2U8997S1wMStJC+AlRIFB5+igbPCwHlUVAjxdT1bAawUkn5Cq9M+Dc+f/dDsSAAAIABJREFU35OUUuOs7zF+B1+H1B5jJzj4VVUgnAATxwudVRA9K15q6FmaVju35+Hf7fQw5oPhsq/sOWC6JXcOBvHa8CS/Fhr8D4oTfj4ElyT01LRniyDpnXApQzFBUqLfSiliKjkUE0S4NLns8rmLecn5TUvQyjJJ9BNhGAR0uvHqClLmwTt7Q8yoZVzBLarGkGibUnvLjpCQ/ATsOKzzEaTqb6s602wllJjREIkqVURtHdFzDVgjHZwKx8DPHOBIwxfgNP11JJ1ea1tlnewMqyns1+V5egYm2n0pvKILJfsgCJ8ZwC4kpo3fhPCC2es36akYxjL1xOz5kAWknKMAyS0knURyV8TvoZhiUTbJfO1efgUuBeqmvheVDpb0vQFOseo7W7UstK+MIsEbwGhZJgvEB/oY73jYwVLf9KV4FKYZ2CU7CEg6R7MVVgrHUqLUdyHMa3dGmAc+A2fedI0Mk5wzGK3d2twsKSVj22x7Gly+WeegWxB26lyrmopXbA1PreujBMnD4IzAz8Iby2fh7MlRlj00x7AfHIjsWb7JAmLXUYIuN30X7Gj4WXB+pOyyk+Cg2b1oJ/GNrTnZWQccQIiBLk+7VglyZ5Lrwdlcb4U3k8dLeizYZ/dJenOt7XYAvgjgNZKWDE6JI9RD8XGYSDxPd0p6V/P/aM6lc2AHUNfSNHYGadeHy/sPbbSriHMnwBvsu+DfY3kAt0pavcvY5w7fn8xaD3PLbQA+J1duzAmTYQ8kaELyNgCbqREsVkRIp4++Y6S/35N0RK1NSq0MSD8jWb9JaFsiKpStADZKlOwxCvstEVeolLqqsST3qKH9B+D17n/gPeRpyg9ATtcZP0fAHvsl0E5yCSBJ+PnPXKeIpCqV+upEX/XMlVQfsZraf9H1klVt4WeQLnWaAkehcqM42ec3LTHWjp0MEO1p/5UnOoYLSe6OlhrDJnCq82uADofjrSGyVFd7S5UmlkRIDkR+/S1gx+WxaKVX/x6u/+xw/NSNhvD9b4SftZjRMJLouSyH/E7GyxVObzQnTXS2OcxvASQ828rPBuuHIHyGQmNTOQ42jjrkbCsU/ibP0OSrWwB4fzBqZ0UEhRua7PlQZaSco0DF4zN311btyCaZL7iXAZcS143ww2kS2IEdP5J2DxvFSrXseSS4K8Km9q1oEbFvT3JtSTtFmo+Kb6FySK1UO9bGJzEWCE7RDqiWmYM+soNgjoGhc9bFHDxdsBOAXwBYhuTf4I3wFqnGYf4+Gn5WFgvR4+3VyhCr4zqa4+o0tJeFxRx3WyOfg26ofDn9QgVZcSNESfnmBSQ/qhpfUgosE0wpxZFhrHcBuDo4KlMcP9klWSjLOhjkuXsbulcUbAjgp2qUNUt6nmSTTHgn2Al/U2jzB5LDqFYArWy6WOWY6ILnSW4Mk4IDLmGs7Ivmnul4uFIhh3NpW9hxUAVp94XLhducDArEuSTPBrCiAvEwnekyKXFuy8HBkdeE9/+CHTv3RpovKWkTmgC4+h1Se4YSzFq/tpJ+T5ehxsZ7IvxcXqPunE9VX9WeNkn626eDOes3CShZ1xdGu633X5gi5QU6y6lvsKz6J3uPUYgSLq6epWm1wf4ZwB2wXb5b9buUYLp1/Eg6BMAhJA+XtGPmx24NntrfYDgpnv2QnpUYRc/D6dXNlNQUqexQzy8R7ZiKWNQ6fC53cSgdT1vtq4ZXf38szDRfRZ8/jYhTJGDj8Hf7xvHPotPhWKL21tyc/SJ4lb9JK1HVUVJ/CxQooaDMaLiCVk4aavScZRlKEwF8C8CvJd0bDPaYTGJV0rQ5gLfIJHNvgjMfbq63k/R3uqzgOJUx789IqG8qX4aN5iTZJDNKSGrIVgwjuShsIFS1ytcAmCjpr5Hm2fMhC7nURoAlw9/7JJ3RtWUL2RuH3Hs54Dm6BKIuHVxsDKRQd3YHIyPV94dgxYsq6HE8HHWPYSR8C9PR81y/RhPgDWVb0KZPI7xEYWUkkLNT1w5RyXGKZIs2cBDMifXb8Pm7SL4/0baKstbnnajjTmUcdF/HcPly+gLJy6rMDJkAuO3YGCG7fBO2cb7OvHKTEnLZIlT7gdqhh0mmnvWSkqxFYcdBlXWwJxxkez8ccJ7q+FFZyUu9XEdw2U2Sf1DSVl3+77LGoRclvVT9ZiRnQZcAdS5oZbGfwGVQbyH5LliiOrZR3RwuMTksfPeNALYIe4MvN9o+H36/rGEgP0gLuPxq6lwo6R6Sb0+0/QWAr0m6AkBVdnUUWkTEdbwUzqVay5ZEfoC+G0qCxcfA99qh4fvvgEvf2qhP+t3HFaDkNylZ13MUwPrFfsivjtkFmXuMQkzKbaiy0rTllSa2z8J06/ipUOD0AZzu/zyAj9a7QJ9Euf1krhQaRb8Nr1xkn1/mxqgfvpySxaGk37WQT5RcBEkH0lKjVV3mNpLuSLTNVhiS9GKITl4GRzK6cfGUREii9bfBix1z9JUooZQYDaOKnh+HzAyl8PtfXXs/BTW55gYOg3+HD8HEuM/CfE0rNxuG7IVXSc6nLgSpMyr62FSeg1YJSVcDR2WKYcfCWW4VgfEW4dhHIm1L5sMSLrUTJW3Z61ghPkFnBn4LLaK/rijMqsi+l1EoHTxCPARnMVXn+aZwLIZsvoUcsFV6FzWCh2D8FkGN0iuSP4H5TzrAvOygCtkKK8NG6trWnMTJayzpkYZzIRqYKHHcMZODLjj5V4CzLobCl1MKOhtmTgAL0rwMdRXANyY+cza8Jl6oPJnvXJxLl3G/AGBHkgshkQ2qsszDkQimAJ2Bidp/xZ6REr6q7KwDFnBF5l43Jni4amOOOdiuCsHCOcJm8UtoZSwNgklwUPBK+MvvJBm1h4MdlspYbJLMXkNyH3ht7xVALAnSAsDdEUdKKoNursrpE77/SsbVngDz1FwE70NOhgNXW3cZRy6yg8WSrqDLoVaGMxh3gLPpmpy3oyTEBsp+k+x1PQS0LkQrKNihADYASqp/roKzpKr33fYY2Sj1HwRHT8rZA9YUzmOO+liANIXp3vFTgj4jaD1B19DuA0tw1lNYl6i1iRqe3YwiFZLLFp5fz42RCgiga5iEzMUBKMoOyiZK7gdhkemZqRKMxHXQKcEX4+xYBy6TmsrFQzLFxVOPkABOlUxFSCbA5GgVV9L/woR/n0Tc0VeihJJtNIwwel6SoVSCVeX62DtCv0/QWWQpPAurV12C9rKCkcu4jwr1xSGGLuc2khISAAvJ8pQVjiO5S6xh4XxYQjD7jvqb8IwPOq9cBEtpz03yaeQZ7CXIvpdVLh08VLCdzP9+OrVZsOM4lqHU79rTDZUBP2ojuF/MCWcXxNAzO6iGUoWVYaK6tkvDm5HKSftJJH7ngEdoWVvRZQ0TMZxMkCwFt+Dk31TST5HeFI4a28OR5TegnbrgaQA/S3zmMDgr6RCaL+LYDDuqJ9RZvvkchjN/jEowBSgITKCsJKsk66BnyQsLSYcLHWsVdg9jmQzfVxcgoQJYiP9Gsr9SwgILwU6wN6PdTo6V9VW8gnVxiY4AIl0yfiO8t+gZpK3+H3amVOX7V8MB7ximkPwunJkGOAjVodYLeBNO8vYwZsJZyv/qMo4sBGfzgWhXAo2CznyeC77HroFLGDsIskewljb7LwmcF40lOHqGptzNdvLqrOqYYP9vJOnJ8H4BWCXrY7U2KV7QDqcy+xNXyEF1ndaAfRGnhfcboTBDaqZy/LCgxpjkRgAukvQMyT1gSeK9u3ih9wTwU9jzug3Mm1FHseGZ41BqtC+poe65MSLZNf0ysUksWRxKsoOya19HjHPh6FdOPfIByOTiKYmQlDowJd1Ok33lKKH0NBrGIHpekqFUgv+GTX3V70Lo/huejT6zAadj9LuIjqqE5HFa8r3ifdkUQJT4LxLBrxbK2HzYk0stOBYrJ2eVGkuY+PsXA5wTJO0GK66cI2kUTpee9/IATr5sMFKGEjlWXBJNk3PGSLH7yiZUEGUYtRGci4aBOB52xseyE4qyg6qsMbo8d0KszahQXdsQhV5RIZuZ5CR43UthBzjo8UZY5vd3cNR7UJRw0JVwBw0dcnnGwSR3jmWIJD5zKYBLad61TcO/H4GDeid1WeO7IthVFT8b4Gj3EV0/lIdfhE3Td2Gn4NwoUBHtgezAhAoyK0PWwUVolft0yzrIKXnpRrIec3ZElShr4+sQsYGDgMdIOir0MT4c60qcnoF7SW4GK3y+Dc56uD7R9hzYGXEpenBl5QYQZbW7n8sCFFnPpaT/wPuyn2Y0/zyA76Nl810TjnWg5sCrbIrFwnP4sKRuCoZdEbFxACT3fHfDAarlYPv4SZI3yCWusb6PRXxN/XytTXZZGMl5ZaW518CVGH+u/d9r6vcmyYMk7cIEL25izzcK1PdYudU/C1VOH2BqkG2RRptsXlBJa4a/Qw1CVYFRkjsCWLO6D0kegcLMypnK8YOyGuPvSjqD5Jqwetj+sKc4plYyhyytybCoTKLZ2aemaPdpeOY4lPo9vxyS6dsKxlqhZHGYhPzsoJLa11FiUeWnzWdz8bCM66QI7FSHWYrkUwAmNyMEcsr4UQCOChP6olKHtN+oo+clGUolOATArwEsTPKHoc89urQ/E8B/JL0CTDWgZh/COKYZCrNm6hhVCcnn4fv+p/BcdD3S3BpZEfyAGJdam6EuaR8A+5DcR9K3+j6DLpD0Kbar5M0BYBb15j3phZx7eWgRoCZYUJqikNIcjMrTJP0t4yu+Xvv3BLiMo2+DejpE3UB8GU49zz2/ZHYQrf5zAJw58hi8gbgfjay2EWMR2Hla4aVwLIoQKR80dT+GEg66bO6gEeMfJOfJDDgiBEi2gJXK7oAzVNYEsBXaBSFKMBJpe2WQyw6AUXJb3Q47JGcBAJKLyeXLTfQsecl1ctRwG1qZok2kRGwug/csFY/VHLAzNaoYVoCd4fL7F+FAzcVwmXEMc0pKchbVwbJS1stIbgjg7IhdGus725Ei6Qnkl/AcBj+bd8O/zXIwX918JHdUBtl5Atk2jqSvAgAt6701fP+9DmkbtS41PwFW33q00aYka/MUeB2r7tEKVXZz/RpXWVT98OIODaVB84BX6s98sOfagmwKylwlTuURYgHYDqscb3OHY/mQNNO8ANwR/t4d/s4K4MYebfeB5fWmHou0vR52yJwNl+WsD2dV1Nsc0u2V6Pe28Hdy89gQzm8J2Bv/PLyoXQvgzUO4xnMC+CGAW8JrbwATEm1vbF7XauyRtrPDDoEqC+OrAGabBvfQvnDJWbc2G4TX4XDGzNawIXYegMMSn7kE3vDOEl5bA7hkSGM+H54Ezgqvx2FD4A8Atmy0vRKeNF4Db5ZvgtUkmn2OhyVeR3WdZ4E3K8vB2V6pdrHnaS8An0q0XwZ2CnwZJprtNoYbAcxdez83LNk5pvfciK7vJQDmr71fAMDFXdovHnsl2r4NdprdBzs7pwCYMoQx35TZbjyAn4R/zwVgnh7t14Dr+wFvog5MnVsfY94uzIN/rF2by4bUd9a9HO7jWWrvk+tCwXdPREu2eEr4959gVZ0vJz6zJ2wcXxPGvEjhd948jOs2PbzgEoF5au/ngctEYm0nwxuMu8P1e6zLNb4LwGvRsgU+CODoMT6374RxTAqvOwF8a0h9zwlniRwV3r8NwLqJtldEXpdP69++x/lVttua8Fq8Tmregx2/98E8Yq9v/N+tA4zhrpxj4fiSAGYP/14L3jjPn2j7WtjJfzu8WTwIwGuHdN3ugx2MD4bnZDIStmRhvzsD+Fd47nr2CzsDvhJe7+7Sbid0rr9fGtK1uDPn2IDfMR5WnEv9/96wFHdOX7vWXt+BS5eOSbR9Bt50vwSXQT4D4OkufT8Al78uHO6/1zbvOQAHhb/nosUjOPWV6PdsAO+ovV8WtnmWGORap571RNsvw8Gch+C93J4APlTw+XFI2LNwSVxzfbp6mPdQxvj2zTnWZ9/HR56/1D33PzAv0Ylw4sHDAD6WaLsabO89G+7RV7rdnwXjXQO22X+Plr0VtanhfeTDMFfq8aHtVkXfN5Y/9BjcSDeHv1fDG8oFu1y882D+mykA5ocdD6nFb2V4U7go7HU9G8BqjTZbdXsl+u3pUOr3/GqfydkYLQR7ai8AcHn1GsLvcTRMMno3bMAdCuCIRNuJOcfG4B5aH04FfwGJhSfcA8lXot+sxTrcDxsXjvli1DZZcPT1Yti5c0+jbbVh+AKA74d/p5xxI9uIwdGpzQB8rnol2v0i3O87h9eV4Tr/FmFBr7U9BMB7C8YwcgNqWr0S5xZ1bDfaLAwT9C4Gc3PF2lwL4MPhuV4c3vz9ING2ZAH+MZx5uTpsYK8Il5TE2mY7NtCK2q0AR813AnDVsK4zXMpad25PHkK/TcfBvEg7Dh4E8JrGNU6uI4Xj2LmPzywPBwceAHBpos1raq8F4SzWgccMq6D1PDbqV7jPWHs/DsDtibaL115vRM2JF2l7a/h7FyweASTslhGf34qwc3AiumyA++j3NADfQFi3YEfQwHMyvCE8BC2nxMEYklOi9L4If3MCjh0bawQnzIBjuB2Wq67eL9Hl3rwTDtK8Fd6U7A/ggkTbS2Cn3VvCa4/U89/HmBePvRJtszeU8KY66z4onJOL198wb68CK4q9H8D7E+2uQ21dhMuBbhjCNT4lnFPFb/RXWC461rZy0CTt5C7fMzuAK4d0X/R0pAB4T/j7gdgr8Zl7UscGmY9QZuN8Ha5ASa4HPb5raQAPJf7vwfpcEn6T6PqLSCCreQztwYv6K+lIjc05qbZ9nHvHs9bt+YNtkHXDa8Eu7W6F58I7YOfoNgD2GcJ4ezowG+1fB/OyfQrA60q/b2Yr9apqjPdA7xrjjWFP308kPUny9TAZcgck3RL++SwSZQpqlFiQnNeHu6b8T4QNm6/AWQwfhB1FKWSfH8kfAdhP7YRVu0qKlb6cDBtc68D1+FvBhMKxfnsSYdVQkjq6FTrZ6reOHBs1DoQn5ckKT1gT6i+dMIvrRK5z/gas6JWLN0n6Z+39Y+HYv0k2eQBmCff6xmipaqUwEl4EkifCkcQ70Up3FeLKUMsDWEOtcqzD4YyCNeFFpY7bAOxBcmk4Wvorter1Y3iO5IrV+ZB8D2zIzAyIpa9G7+fw/yUlJD1LX2tYXp310++OtAPKVOTuIPlbWFGrfm/GarhfliSSnwLwM0lHk9w2MYZSjERaF84mrBOFPhs5VuHH8PW4AnZwvR8FUqI98CrJ+Rvz/aaSokokAY/BxK6PI03uWi9xeBmOWg3jNzkLndfoTAxJJKAArK8fYV5P2VuvB3CvWpw589By1DdF2j5Jcm7YGX4yycfQTg49JlCmWEIfWFLSJiQ3Dd/zPNlOKMj+OOh+BV+zDcP7zeF1be3hDT0LfyN5JKxquC+tVpUq798bDsbVcQPic0AJdkO+tP2rsvjC+gAOlXQoA+F8BK+XVLfv9ia5ySADrXhGkCihT+Aj6JRO/3jkGAA8gnx+wZI5eXxYHwVMLSNPCk2Q/AK8H1gUtotWg3/r2No3EcAZJB+Ff7/XARjoOgcsK3O6bA7zVO4Oz9P7NxtqMP6SjlJWFpJi19Cz3FNSRWnxLnVKoU9ETdGphvuCrfmr8H6TcGx2tEjM+0G2jSOpqGyKLTLhqhTrH4jf84Bt7ZsbZYvNPWyJEmFP7ptavzvCojJLkKyT7c8DOzWHgXEkF5DL+yourW7+jtnhqolZACxLEkooSkt6iOT4sCc5NsyHHVQCJPdVoxwydiyghK8O8L3+d7ikbymSS6XGG8NM5fhRq8b4avSoMZb0PICzSS5McrFw+IFYW1phajd01pF2PKwkV4IzEubxWz4J4PO1yac+hp4OpUb77PMD8HFJ36599gmSn0Cc8+S1YTM0UUHajuQtkXaAvaHNjVzUuA/X+DsAvhMWvrlkMrapCAbeZjD5c13KeR60ahjHEo/Anv2emzeWKRuUcJ1cSvLr6HS4pK7HlSTPQ0tWesNwbC4ATzba/gB2wF0n6RaSS8AlYTGMihdhJdjIyNkgLwA7OCvjbC44u+EVNuRWg/P1+DDJbwgb1otJelui710wGgNqesB3AFxL8ir43N4H4Itd2u8FG5uXSno3yQ/CZVExvEgrcPyB5JfhUtK5E22zF2CV8SNMgB0L9XtRiJP3PUMTPW8J4H1h7MMijr+Ko5HWzXYcSDqWlkWtjMpvSvrHEMYAANtJ+nntu54guR0iErQkvwQ7lBeC56LtJEW5hiQllSD7AcllYCflfGznPJsXY0yCHDCF5FfQUpj5EhIKMujcPD4XOVbhU7D4wFdh58V8SJBGTy8Ijv4vS3oqvF8czvr7cKT5SzRPVrVhXhKdKk79cNAN3SnRJ3oGHEm+Dt5YzRGc5PUN15yDDiA47XOl7f8bbLSt0CJOTc2dvyP5WbSCVp9BgqS8AE2ekboTUKjZwX1uKKfAttL5aHccxJyHJc7ciwCcFpx8gIU0Lkq0BezMWRnOZP1gmM9+1DEA29Hvg8uA67/fIM6ICrPSxN+fhgMk/yXZZqORXEbSAylHTcxBwzyi+4oUewJsH94F/9bLw1kWqyfGXBIsKgkubwXfS5UC6XVwBs5/4QB9Xyi0cUr7zp4PJf2QJjXvptRVVyKs/64dSoSqcd+E+WsV+He4JWKLnAI7FveBnYsVnumyxynFAQBuoNUQAfMe/jDWkFbn2wQu96y4fQTvs5t4nlZXvZNWRvw70o77Egd0Nl9doZM4CubtvWY+sDPCvRiAByR1RLhJ3gWrHrQRcsWcOWHB2UnSNeH9mjDvy6AkqUUI41i5WtCDMXVr4vxulLQayYvhdOhHAZwpaclI29sArN/IJPi1pI6FgJaP3wG+ZrfAhsvBkvavtVkcTgvumATgtL8xJfwkeRxsTFyIHoYAyevh7JPmfXFWo914ACdIyiK4pAl2m5DSam+EHR0VcfR1AM7KdKx0G8cSshpZ12N99HsGgK8oEKb1aLst7Ky8Eq1shh/BmVOTZHWl5mdWgSfyTwG4X1JKTa1SOBm2ATVdgOSCaEmo3qgucqQkb5W0Upjr3h2M2rskrRBpuzKcDTQ/7DCaF8D+km6MtP0crKzVtgBLOjHSdhH4t32DpI+TXBbA6pKObrYtQTBENoONkGuCo38tSbEMs9K+x8GZKh+F78+LAfxyCM/e2fA9X3ccfFDSpxPtF4DLaetqj9kRoC7jmAxnbdUj13cn1pF9YHLnOwf93lLQ2VyfBrAeWoSVgNeRX0lKCRCMajwLw2vph2Aj8jIAuygix0vyTknvahy7e6xthlGB5Pawo+prsENjNzj7uMNBSvKjsNN6WZinbg14U3LFgGM4ECYvrTslVpH09fSnpg1IbgVvSFdCu8DFMwCOUzyrsaT/CfB8siZ8b14Dl+D/J9J2WdiGu0HSqbQ4x8aS9o20fQZ2ylW20Hi0AldS/zLGqfNoc8TQqksLoGBDSXLP2HFFRFpK5uSwLnwRrYyyS+B1IUroS/IWSSuTvBMuH3uR5L2JefZmSavE+hkEwVH9Tdjpsg68JzpJ0vtqbX4h6Yt0dmkTSgTDF6+97Up0H67xngok3iSXg+28vsU/2Aour4l29aN54Iy2pmrleDgANnQnTbhH94TtWMDZRj+onOJD6H95dAaio/NFOM9FGm07SM1ZoEQYnBLfg+lCCJfT/UDSMYn2K6I1D10Xc3T0izB3Vffj5akgFMkHYRsn5fyut10cwD/h7L2vwoGXw1QT+ak5oJeES0krzANzLnXsAwufp8loOYnfVTmJJTVFftLn8X/Y8XMXfFO0RbgldaSbk7xNUlaqOMk7ZDnC+rHbY46RUYLkN+EIzbHh0DYwkdl+kbbrwhPim+CslHlh/pffRtr+D8y70pZJIKkjslMZtHTq6IoIqaPTs0FbaAh0GOxd+r0WJmZ7qWfjEYLOXjsc5gRaLiwU60naO9K2474teRa6jOEKOJvoZrQ716KSjyEqWhk6t0hqKhVU7faDOZr+CKfo/ka17LRI+40AXKRMhZWZGSQvhTfO+8D1zo/BjuNBlUJKFuAL4fnqO5JWCNHUOyS9M9L2eJgDrF6CdIDi2XbVgl0pb80JYLwGV94aGQodB9EIUMxo6GMc+8OZrvXI9SOSdh2071GA5OqSbpjW4yhB4YZyA1iAYGF4/a3U94a6qR42QgDsCphI993qkpFGK1mtBp9bh8Oa5CHdvktSh3LPWDslhgGSGzaDSEPq93TYiVQpqG4G87BtNOzvGhZI/kDS92rvxwE4MRVMG8WGsnBOXra5zpFcS9KVib5/Ddvou4T+n4BFLz4RaftTOOtqqCX4iXHNknLSZHy2WKo+5uxKOcDC//V0pPQTXCZ5GYANhuWQqfV7FoB70Cqr2hLACrFNO52x/0IIwi0FZ3ldmApOkjwGzpBqy1yJ2UQkd4av2z/hOTGp4konDeyIPEfxgzDP5uPh/WthZ8fSkbbfhTMgK8fUpwGcEduLjBLB7txI0rM9G+f1V+yALuw/20mc7OP/sOOnJMI9Cd4I/RrtG9XYxHUQLK94KvyQbAKnZp8UPjNmm0qSH4dJWAErSA2adlv1m5VJQPJeeIN/Cpw6elXqGs+IILk3PKk16/BjbU8A8HY4Gl1frGMpxVWkY1m0R/CjGQokV4Mddm+HPdHjATwXM2bp0p/dABxZOShJ3iNpuVqbqmxiP7Snoc8Lk/0NJB1M8gOx4wqy0JH2b0RnmWVHNgMdWT4rdT9G2t8tafmwKdkLJjj/nqRVe3x0pkMwMv4DGwBVCcnJ1QI+RmOoFrQ7avdm1LmacLB3HAvHt4Ojr6+RtCRd5nBEM9LX55ibcrKVATVsOeNuYxg4AtSl73Gws2fqOoIuketpDZaV347i+w9FF46nhFOiZEP5EIBPSrp/aIMeMUhuCXMR7glvTD4GZ/HcFWl7WfO5bB4PucAtAAAgAElEQVSjM2IAZwMtC2+AAWcT3idph+GfxdiBLQ6jXRG5l1I2Q0H/90lattexcPxPiTGM2fwWxnEsgN9L2ofmWTkdDgpMirTtuaEkeZCkXUiei/j5RYNQBeO9B+ZR2R+24fYDsJKkVMlS/bMfgNffi2KBwpLsgFKQXAe2/ep2Z7SUlOR70TnPnlD7/+reIZw99ET49/wA/qJIuS/JU2H7uHJKbg4rr26aGEO2I6UEJM8B8G54vavb67ly8Kl+Y9mdKRvnNjiwvgCcxX8LgJe6ODujz3Ci7UOw06CnfVfiKKarINaq7lu6LOrKWAAxOIlWqBxIwcF0Z8xJNEqEe2gFeN2t7+9ja3XT3qvadsyHYV9W5+6bF1Zn7eDuy3Fg1tpmO4lTmKk4fuiyjR3RfvGOSHhIS0gSK0Ojvgluqy+uoXJqNDNH3o1G7SnJReENe92TOlHSX2ODKDw/yGRRPQmjSqPnyCfCOhLAn+HU0auD5/3pXuOZlggbh2+gc/FLkex9m+RLaBG+paKHfwyvcejBTUBnHa0FG7UXwHWh1yJOfgy43vazcDnNSrBK1lKJtnNKupntfJnNiMfScF39/GjV9QOe/LfrNvYcpBw8MbCs/vYoAJvR5Wg/oEt6Xifp5kT31eZ1HVg++PzgzPs/B0n1ue/4ZMPR4rkQIarKilZDmnizhLxvJzhj7CYAkPQHJnjJ+sDRcMpvW7nnGOM/kv5DEiRnlzkYhmI8hYDIcXCm1oPD6BOYakDdKek5mvR+RbgM+OEeH+2Fc+B19FJMm9+jG5l8FMHB89nM5v+ckZw+ARsCWDOc56nBcD0eLQ45sIBIVEFIg06pX7OK2JM8Au2lHDMqKg6jFG/aoLid5GoKpbkkV0X6vq1zp0yAnWtdMzlGhM/Ddvq3YI6VCyQdlGi7Bdo3lD+GMyHra3tValxEoFuAVeHMvOthe+9ktErxowgBqLfJnG0Lwfd9R9m/RsQTE56fOeHr+0u4HDJqOzFDoKNy7JA8CqaDuCC8/zjsjIthG3iPMzG8vxqtTMgYlpS0Ye3990MmRGzM2QFS2Gk4UEllAi+QXFPStWFMayAtKEKZ3H5buJxov9S5BdzASKZZAiWk5ss1HEpXkGxms1VE+w8BuCk4zgTTLdT5tup4FJ5Tqsyh2WG+yLHGb9FeHt4NJfZeCRn8MbADc+Pwfks4+73DgSlp/fDPScEJPB+684d1QkOQTpteXvBkdTzsXPlQuHC/TLSdC96EzwI7dr6CiHxaaLPJiMZ7CTzRzRJeW8OZOcM4vw1g0t6n0ENuEQXSd/Bi9mcA58MkpufCJWS55xyVJsT0I+f+O5iz4364PvUYJKRA++x/XtQkQRNtJof77q7wfpEe90Ul8Xt37Vjq97sQXrBvD+8/A6ePxtquPtbXPzKGNtnJHm0PB/BzmNcHcKTkli7tz4Odk1NgJ9fsmAbSyCO6bktW1w12In4FNVn1SPvs+WKEY14Rjmw9Ff7+Hq69jrX9HEzGv1d4PQBgy0Tbm8LfSkp5FgxPNrSnnOwYXLdfh/t3Emwon4OE5HIffa8XnsE/hffvKpnvu/R7N7y5XwGWRt0JwFVD6Hdg6e8x/N0OhTN9oq9G2w3C62A4w2XT2rENpvW59HHuszXeT4Q3uS+G+fhP4XUXTAwd6+NBOIuver8AEpLE///Vdt3uh4Mofw6vV8OxpPRy4/O3jeFYV6y9VoUdDT9HdxnsK+prXZgbL0+0fU/k2LpDGPdscLbPnfBm+LM92u8J29K/D+/fAJeoxdouAm9ALwzvlwWw7RDGfHfj79wArulyDzGz38k5x/oc8w2w87d6vwYS0vYolOKGKzeWHsY4a32uEOa06tm7A2kb5w6Y1PpGAO/odd3g/cpTYV7sJaV+NBxM/hbMvfY1AF9LtD0JwGq196vCnKXN+zf5SvT7G9jRcxy8l/0r7GzrWP/6uM4de7bYsXD8kwDGZfabbe8hYot0+T1ibUdmy8xUGT8wJ0W9jOhyupSrA2pFuF9Flwi3HPHcDa104q4IEes90criuRZO2Yql1C0k6dja++NI7hJpVyH7/ODU0tyU8JLo+afhybAnEVboqyN1FHEVkq0wfci5lyicgSYJrzKwrpR0XqJdXe0NJJ9CQu0Nrbrel0N64GMw/1IKJUzzO8EcTcuQ/BtsXKfUm9any/VegD3KywP4qqSTEu1HgSlwPXvO/baqpBUZ5GZlBaKkhCoyFFZmYJwFYCWSb4V/73PgkstUOmj2fME4x8ZTsAPynD7HC0m3hzT3pWGnQJJsW9IJJG9FK4NyA6UjXVdxNMpbQIEaw6igYUSA0tgTzpa6MnzXnTTB66B4WZJoUuafhTl3GHLu55H8hDLKb0eJELH/JjrLdeuZoyXZQfXMy+dhMvGp3WI00emhIGTzbItOO2BqRrEss3wwC4hEAfwYwB3hnq+I/ycNZdDTEIn5dSo0YLkJvObljqUenR4HZwBFbUOSJ0rastexQhzQeP8E/EwdgLR601MA7iV5SWjzEVi6+hCg4/odRfJzku4J490ULqGI2nEFuAVec1eGOfOOoDmbUjxK68NVAbeHMT5KMpUZfhwCF154/3t4fzKQCAJamSfPk3wDrJr5+kTbe2AV1J4CHQAepTkU6+VbKZ7G7FKagB1hJdf5wvsn4H1DFMqX4v4knA02G4C3kHwXvI/ruwSQJlPeUuYvnDeMp1sFxC5hbL+WdC+twHtFl/ZHw5kik9HKjk/hL+E1W3h1w3sAXE+yIn5eDMCDDGptkpZXhAM1A78OrwpX9tFHCiWKWpsAOCiUfB0jKaruHVBi75Uoe5Zkgg2Mmc3x8wrJJSX9EQDCgzKMdO8See1fwVHXKv1w8/C5tSNtHw9p7qeG95vCk20KJedXkhKeLX2Hgo14Tuoopz8592qj+ffgtHoUidTmkEK8MpzGCwATSa4hqWMhgTOHvqR2tbdjYWdKE7eSnB8uXboNThHsRli6JRzB+DKchvgmtO6/NsiKXGvTnC7j1J3g9qOSvkFyfTg6sQF8bw/s+AkOmWVgw+xBpUmvn4cdWj3rb2Hp2fFolQothC4LoKTnAZxNcmG6LAxw5sjMgFclvRx+u0MlHVo5xBIomS8mwL9dNV9sCDsQVyD5QUndnNdJMKI2QzJKIggAwdGTk9a8O7zxnAzz1VwAz0fDQImcbDZqqdN1PAVH25Pp3iooo8zEfyU9xfbSUA2h32dC2cYWAN5PcwmlZKJLUJXfvgjP5dOK/PhkeN1fB1ZF2grA/9YbKJQs5UDSNkMd3djiRHhe/Rgc9NkczhjoQJinsvjt5JKYC9F6Br+pLqTRwFQ+pXq/HSo20wFiwaChQWXllHXHy8uwHbBxvCmapLzj4U1j31B/ZU0lG8rPADiT5GYwn8rn0O5UnYrgXJgU2gHdFZm2lVQ5dv8O4FM011UKLwVHeGW7zNWl7YKSTg/zJ8I6P4x9znnB7twfdkAJ6XVyQQD3kcwR6NgUDiD8Gq0y/ShnDwpLp8NamOtIKQmQTkJnwGMgXitJrwS7v9c4q/ZV4HnO8H4KnLmdwv8qIsiT6LvEUVPiKM6myihZ/wq+v1LUWoJWtq4wD5xF3gFJW4T7Z1M4+ULw3uzUyP6oxN7bAc5e2gMt7r4vJoZed2AS3vtunWg7MGYqcmeSH4Z/sCnwxVsczqq4fMB+/xQ5rJgXmg2i3HBssuLKNIvD6d6rwzfG9QB2lvRIYhzZ50fyYNgj/xu0T8wpab9c5Z0SIqyKPLf6OzecnlqXh1wcmK7k3EsUzu4G8C5Jr4b34+Fykhgzfl9qbyTfDGBeSak62SwkNpJTobhc/b2S3kHylwDOlHQRh0DOHRxqR8CcR4R//+1lTqpm260S4+1YNGj1uE3gNPDjYaNuD0lnNNuG9uvBhu0b4KyqxQA8oAHJq6cHkLwJwEFwVPCTkv6UmJuqGuIPIHO+IHkjgDVC1Ay0+tY1sMNmsjIJBiP9DlVthoEUluS+kmKRnukWJE+BjYsqM2ldOH37zTBRaYc644jGcTQ81+8OO/i+AhMJDkSgS/J18O97i6RrguN1rdgGf0YEg/oha7LsDOTlkbY52UEzLKq1r2YHzAqXkKwWabsnIvx2Ssg503xAb0P7dYsR/zfn+sXhkuAZfq6f1ggOiG/DpTHPV4cBvARz5+2e+mzBd8wOzz9vRnsmSJR4uLDvpeB17y8A1pcUjbSzTJGpEknI4hsMgeW3wZkK+8DZcKcokv1G8kr4WlwiZzivBpexfKDgtLsiXO8JCacWWCjQUfC9N6lAXIPkjwDsp3Z+0l0l7RFpuzh6SHHX2t4oaTW2C01Mncv7BcnDYe6mM9CeRBCzs1aHHWFzS1qM5AqwnfylRN+HwWWN56K3DVfCZYrw3dW+7RpFiPlDu9/BAY+voxbwqNtfJE+XtDFDxlCzj0GuMQdQ1KKrdbaEM63uh8sCD4k9g6NCpgNz8O+ZyRw/s4d/VsSWDwKAMsuShjSGA+GsltPDoc8AWEXS1yNt15B0Xa9jtf/LPj9aBaEJaUB1k8KN+E2SVg0bxQ3gbKZ7Jb010ffrYC+74A1B1+jdtEZw/KxVTSh0idyVCcdPT7U3tqdVd0CJ8hFmKG+wJVO/NJylVDmyPgngZkkd5V50RtOn4ZTDVeBF5byShTkx3gfgOvqHwvslAZwvaZkB+hwHK839G1YgIoDL1CWLhS6T/BCAS8PG5IMAtpA0jJKTaYrgyN0Brnc/lS7P2VjSvo12sXmiQnS+oNUYVqmMwrDY3ixp6ZiDs2DM2Wozuf0B+AJsPG0GoD1tZTgSv4sA+BGAN0j6eLjuq0saKO2e5NUAPqEgMRqc5ufD0bfb+r0mfYxjTth5+FH4+l0MYC8lsrCmNRgnjT5IY5zZUds4XAxH/R6FnedLRtr2NJZnZJC8WdIq4Z7+EoB/wPNFLHA2GYH3SS6JWATASZI+Emn7BTjDa1GYS2U1eL7r2LzMSHM9R6w4VTiWErWZfRTPdh7GOC5CyHhELRNE0gG1NtkbykibhUP/Lzbb1j5Tosh0OJxt/CFJbw8Oid8lHL+E7+FlUJtnJV2SuBYrwkHJ5WBH1EIAPjOE4OCcAHYFsJik7Wj1y6WVpi9YHCajvjR8dry6Z5DnjOHHcPZ6Vul0zN5gIqDKmjx6eD8e5kF8PtJ2VAGP7H1ZCN59BubUiyrwDtB39ppDciIs6lI5kNYH8IuEU7JnwIPk6yX9Pdw/sQEPKvBQfc94mA+r7ijusANCUGAb2NFzAoDjJT0W7un7JL251ranvUfyGzIRd1ThU7UkCbYUHKOBeQ2o4JjCzFbqdUN44KdOgCRvR41FO7UoVEhM+HPC5FeLSfpijwlxO9hjWEWtx8FqNdujM+X8UHQyfMeOZZ9f7TxGkhou6Xhadm8x9VZ5yU4dpfkd9gRwObzwHUryB5KOGd7o00g9pBUULy3aB50cA6noVo7aW7OevW0ISJeP9FTeUEjtDMb3impJDE6CN5SdXyjtTqfEPiWnqT4Ps/QPimfUHmWZAmd6TEVpVEDmRPp5WCBzy7X+K+lxkuNIjpN0RXDQzfCQdB/Jb8JZTJD0J5iYvdmun3liPzhd+kq07vsfBcPq0r4HXaY2k4PvwTLSiwJoLqADl2MFHIfR8C0sjPZy2v8CWETSC3QZ05ggGMXfQev8BgLJayWtSfIZdD7Xgh23+0s6rM+vOBxO/V8B3sT8Ei41Glo0PBN7h03zrmhljn410TabV47kW8Kz3PXYdIZfhI3vHnDAYW74uYyhhN9uIhzEuFHSB0kuAxvlMcxIc/2oFadKkK02A5MYT0XYeO2h/vg/mlhUUq+Sk0oJat2M/nLaNFHCw5HNNyhJJC+QqwKizp5G+2wuvEIcCzvWKsn5v8GZKR37HJLbwWUrr4GFJN4IZ3F/eMAxlJZOj6eVLF8M45oDFumI4TKYcuPZ8H4OWMylQ2ocwM7wmvciHKy9GBaRGAil9pakR9heZh0tfwvP2uOKJBgkUMJlui18Pz8XvmtfmHoilgnTkyojOH3GAzhOo1Oo+zJcrvdPtKsBx7KJNgTwUzUyRdVSVKvjOPS296pgc47tWpV0xvi8RpaVM1M4fuhMkTfC5J3vBtqkQOdsNK8m/J3C32qR3bzLV1QTYjVBJCdESV2lusN4Vw99LdTw9M0Le7ub7UvOr/rMUrARvIik5UguD2A9SQPJVbOA9ExSNVGeRfI8dEkdhdMO361Agk2n3V0PGx5jgX5keE8Nm9/Km53kGMiZ4PqdBNVJHH4QydvgjW8Ti8Ap2BVeCsdSff+79u/nUEtPHQC3krwAzooT7Ki6haHsSE5NLTHiKlxGckMAZ0tZqYxP0pkUV8NSsY9hOOc3zVHynIb2x8MqevWU6QNi0aJgMFwAZ4EBwLclVWSNg5Bj9yQRLOlM0pkwf8N3a3PRsDEqvoWT0ZJFBZyZd0pwruXwGg0EJrINKqTuo16QVHEcRNfJ2rzfr+NnVKTRRagFhZ6COe66IZtXDiZtbwZ6zsSAXCojxmWycMTVAJYA7KxKtC3ht/uPpP+QRNj8PUBy6UTbGWauVxB8kHQV87nwRoVsuWwAHw7r77YAXgvbzcPiHLue5DslTU41KNlQ1rMKGMkMSGAHACewnUg4mgGPQr5BOOixsqSkkEhtvEVceAVYUtImNO9mtfFlou1O8Pp/U2j7B5o/ayD0YQOfDNt9VbbLNkiL9UxQyKAN3/UsA39OZBxDDXhUCPfBdugsWYxVYjxC8r0ARJfHTkSaG+2V4IjMRcmaQ7Q7nF5BI3u6hqyARxjvqyTn67InHAS7wMkZ3ThzK3wJwYEb9s3LwJQk/5V0WaNtT3tP0rnhb08OI0lHhn9eqkj1T8bY+8JM4fiBSQO3hiO7B6B1Uz4N1x5PRTXhk/yI2lMEd6ezZ2IZGyUTYrVp6lZ3Phsc9ZoF7Z6+p+HUvr7Pr4aj4E3YkeH776Z5IwZy/KCA9IydqaOLkXyf4plSj6M96+MZdCe6HipyHtLE5/6OVtnUUEDyc4nvivJfsEB5A05lvJlkRX74adiLPZaYAHviqyj8/8LRl0/ChszZ4bqWpn1uD2fmvUKyMoKkNLHrp+AJ/6uw43c+xBXnZkRMQhk54fKV0ye0fyI4mVMYB/9uswB4K8m3NiMmfSCbRDAHJJeRFRrOZ6SMUsNR3nouOCsqA381eLM/ECTtRZc3VMGGHdQiC+0WpBgWpkm2QcjKWGuALkZFGl2EEkcqMoxlOpvlHQDmY4uXC6FtXSlrekSWsyrYVPuEa3ZEuP+78dv9NTiJfgPgEpJPAEitFzPcXM8IFx7JKBfeCJGd5SJpM5KbwCT6zwHYrLmZGQBrAtiaLmt/EZhK2t7M/C3aUJLcGc7CzskMeFoNRaYuDsxDYDLjhUn+EIFvsMtQVgWwOcmH4WsXPb+AE2D7uMq42AwOYPfFhVfDS3TGTLWWLYm0iMuLkl6qtkE0z180UFDo7Kju+yb3TPRZlbQvXcZZiefsJenixJifI7lite6TfA8S9zKtwvvtyJgH4viBld6ugTOjewWIdoBVjd8IJxv8DnZSpHAnLZDTkz8IZRmpx8JBqPqeIZrRXBjweBbAZFp9rz7eQVULAeAR5NthVwN4X1ijfwcr8m2CuJ3V097rM2hWWv0zEGYKx0/YtB9PyyWelfkxssanEzyrKYb37AmRibpz1FIV1UqtOy5nY9vn+c0p6eaGf2oYRMkxlZdUJCM7dRROE64i3IINtbsZMqI0olrH6RT1OvAJcPrs7fCCH0O28oakH9JKKBVR2zaSuqk9DR3KSHdlvBSk3keHMyeVRdAF2wM4TdLfkI4SzagoeU4BYBzJBUJkHjRfVUq2d194YbwX7cbyQI4fSQ8zk0QwE1+D09FjJZTDKvX6Guz4XZLkdQh8C0PoF/Az/zeE34HkYhojrhrVSDqZX9o7rO/OkQhOYRN4I7StpH/QpKr7D2dkRch2pGYay0vD2Y/zo13a/Rl4UzXdodRZFTK1LgDwzvD+z936l7R++Ockutx6PgAXJZrPiHP9AQA+qAYXHoCxdPxkq83QFAgTYUff2wFsSXOwdHCo9IGPF7Qt2VBORH5mwFlwmXydeDWabSfpZDrruuIb/LS6q2Z+LOP7Kyyndo63K2g+u0GxJ/z8vInkyQDWQFpZ6CqS34arED4COyTOTbTNdnYwQwk4gvvhTM9LSc5Jch7FuYZ2AXAGyUfh3+R18HoRw8lw4DxHGr0Ecyqfu21pSW3Oh+B4TTlTJ8DB8rpdI7S4eVoHCxw0kg6kKxvWDIeSewaaGmJv2KF2EexA/aqkmBLw2bGxDQlTAFxJ8ny0c0XF9pFUq6zrMJmfJ5XVmGPvVUGzDeB7rDr3TWEHc+uLC6t/hoWZwvFTocApAjgd9Ri20jafhJn0Y5iEzgkxtXnNrjsvzGYoPb9/BUOhclZ9BpYvHBT30tKX48NC/xU4NT+GkkypP4ZXharEoXQzP8ND0s719yGq+asu7YvSY0PEo2e2A4MqUq9jpaBTlbdFZ1Tn87V/zxPa7gXftyfCi/XmAF7fpe8NUEuBlvSbLkOZB8DvSP4brtM9Q9I/u7SfkVDynALeZNxAslJA2wjADxNtPw0bJUPlmmEnieBJJKMkgjmQ9MXwdyR15KHvkfAtNCLRVWp1KhI9MrCwZHBaQy61PbD2/i9IO8xHiRJHas/sIEnnADiH5OqSUqVP0xv6cVZll7wAAC2P/DZZ2n0hODoe4zuaEef6nlx4o4bK5LLPBfDlsAEnvEm6BQ2Z9z7H8XDkt5470bxkQ9kzM6DUgVkb8wPI5Bss3AsMmwuvGsMldNXDavB6M1HSvxLNd4dtuMmwU/UCSUcl2pY4O96rlhLw90kegC6OThZwDUm6JfyWU8VxuqzV2dLohTiP5CckXZDRtigLJCeg2i9y9wwAPirpGyTXhwPQG8ABwZjj50y4XLdShx2PND9TKf4SXrOFVzcwOGA2h+9pIOF0ybH3qqAZyQMk1bmqziXZfE5Lq3+GgplK1asfVI6fXmmhIb2rmhBvTE2IDAzmwWO4qqQXGWSxhz32HuNdAsAvYG/iE7AxtHmpsynSb13lBTDp2d6K1BeTvB6egK+Tie6WBHCqpFWabacXsFxprcMYUYRok4WKCY3PzgrgHklR/gLGGeGfgtV/Up7rbt83AY66XAFL69Y5pS7SAOpbof8zYINoMzjdfnNYWndipG2HfHzsWDh+GMzMf2o4tAmAP0raqdm28bnlQ9sNAfxV0trd2s8ISDyne3Vz1tAKBVW06HJJ0SginTG2kWr18sMArZK3ulokgnPBhPYDOzvojM43oz1te2CHACN8CwAG5lsg+RC8foxZuWtiHLfB98SVaimLTJaJSAftu64KMweAWRKR2py+UqTRVclEqtxzJKDLdb8NZ7gCwZEq6cRI25gyTVQdj4VlE9MDSpxVtOLjW+GSra4lL7RS5UrwOroUyTfADp0kN8KMMNfXnAsfgWXn61x4f1FCznlEY4nxBEZLb0jO23QMkVxK0u+HMI7s3zqsGx0bSqXVm5aGM6mimQE0X9inAayH9rL+ZwD8SlK3gMrQQfJ+eMxtXHhwtnf0WenRX7GaLE0KfHCvY+H43gCuz3F2sFwJ+E4ErqHU+kTyQ5Iubzjt6ucXkzv/MJyhcRl6SKPnoLYuESb0fRHm2elYn9jKAtkFwE9r3cwLYP2Y7Rs+tyjsGKqeiWtg591f+xlzP2BQHSP5S1jF8qIu9vqNANZWu3Lp7yTFyLb7Hc+csee+0eb9sLrZdXLp4BIAdlEkQ7DE3gvP6TqSpoT3b4EdpG+PtF180L15CWaqjB/W2N27HQvHs2V42cpyOD9yrInsuvM+nAxZ5xcWui9JWjssguP6Nagj/Z4vR9BzSM+yU0fpmtrvwIbOMGtqS5HtZa8bI3BZ26ywZztmeJYoJtRrRMcBWBY2/lJYKbyqVNt1YeW3HUieIWm/Lp+NYXt40XkD2r38TwP4WWFfMbxV0kYkPyWrxJ0CT6AxPEdyczjjSfBinCLl/BCAtyt4s+lI+r0Z43kMlhh+HFZTmhmwjqQ2ckKSG6G1Ee1AcPTkpIw/D9eTN42iQWuzS0gE8zslT4SjgXfW+heGkwkyKr6Fkhr1USJWMjhwtCgSqV0UA6jCqAdp9FhD0gkhulc5UjdIOVJRkB2EMo6I6QUP0WUhb0ZvZ1VJycv6sCrm7aG/R0n2+v1nhLm+nh0V48IbS9TX2gmwbZEqWZqD5E8BvFHS/1Q2Nax8MyhKfusS9aaemQGa/rLthsqFh/7UZLeC+Wfq2DpyDHAVxLdJvoQWqXDKGR9TAk5lEgF5XEMfgNWCP4lOREuh4IqOZWCb/tUebXuicF3qNwvkWACnoGV7bBGOfaTZkKNThzwvOO9fALBjCFSkgmDZZNulCM6zo+HruBhNIbB9zGkuc1NeXXs/Bc6Qj6HE3vsqXG42BbZjF4f3VjH8kuRGas/6/ZWkkvUwGzOV4wfm0mlu0GPHgAxZtlrmw4Lhh6hnPrwxNgCV1Z0Xy7lH/q/jmExwVxnCQ1OuUCFxnspSR0dVU5sF9ldrWWKMlJS91YlVXwbwcA+v/aJw7XnlOd8TdlK+H3Y2FTl+QtTmYJI7q88ymx6oFv8nSS4HG+IpI3wz2Jg4GF54rwvHYngIjn5VjtY3oSExWwfJL8FcSAvBDpHtumzOZjR8C51OntixfvBbDJnQPCCbRLAQKwFYtnIIDhmj4lsoqVEfJUpLBnMxElWY6QkFjtSSMsuSsonpBdnOKpWV9LwkSSQrR/9ciXYz1FyvEZZslEJSm1OA5E/g7NEYjkNvqeN+kf1bo0y9qURq/ovBYd3sY0yz7YadGaCCUuhgv24Gl/3WbYB5Yf6nWP/ZTg+VKQEDGVxDkvYMf0ueq5WVyLAfBHQJ1OXVOQUn16dgHjIAACAASURBVFqqURKokAO2hoUkHVt7fxzJXRJti9Uh6XLPuuO+4/eWtDvN8/NU2C8+B/O1xpBNtt0HDoKDCL8N47orZPZ0IKwx30An9UTM4Vli710BizxVFRLdyj4XVCcn4MjsoZnC8cM+5M6RJ8Nbz3y4rdZvVuaDagSZjfGOXM4dwB3MZ3gvQU/iPHamjlbcQovRBKWxWtFR1dTmoh8ve4kxkk0QnrpvumDhRl//BbCIpBdIFvOwMKTGAvgbI+mxQ7iHfhEcqXvAE/PcAL4baygTfKYWjibmAXA/yZvh67wKLA9cTf5NXpI3wSmdxeVw0ytIfhzAJwC8keQhtf+aF8Mhd6/I5ocOFZAIFuIemGRvGBxnTYyEbwFlNeqjxM7wRu5FuITyYgB7df1EHrJVYWZ2FGYHlXBETC/IdlYVZtGeTvJIAPOHDfnnkc4OmOHmemZw4U0DzAkHmmLIsan7RfO33hYm/42h54aS5EGSdmFCgSdiKwDt2dkT4MDfo+WnMn2CeWUs18Pr6IJozxR6Bs4yT/W9HhyIBFw23JPiQK5k6GW/dnANoXFfME6FUP+eWDDlepLLjsA5vKekKrAFSU+GOS/GRfk8yf2R55AAgMdJboEW1cGmaCgjsw++KpLbA/g+nLlTPSsCsEStTUc5XSOuHdszlJBtF0PSI40xpOaik2EH9bqwktpWcHZlDCX23g2SVgQwVaAkJELEEjteZU28gy6DH5k9NFM4ftAud15/iLvJnfeUZRth5sMgcu6555fN8F6IHOK8flJH96TrQodSU1uKmJedlgKeW2lCwxLDs6TsLaZo9RQ8wewaUhHrOBktRTTAKa2nBEdUPwtXP6mxWQjX9Gm5rOFq1BaPRPtjETfMYsZvlI8gBUnfCt+xMNoX1jFRThoRHoXvk/VgZ3WFZ5CW68wCydMlbUxyMuK/ycBlmconESzBggDuCw7B+tzSN0Fx7RrMChuJfwnvF0cmoWc3FEaiRwa5Pv47AL5Dl/rOpQH5iwJ6Rmr/L6EgO6heNvESphGHUSFKnFVZWbS0RX8aHE19GnYUfU/SJbFOZ9C5/kR4LvkYalx4YzmAxlw/Hs6YikprI8Om7heSfhLmiacBLAVgD0mXJprnbCgrrq2fIBNqiKuQPBXAtbmfnwHQs4wl2MYPk1wbwAuSXiW5FPwcTo51SvLHsODNyeHQRJrS4luDDljSq7DNfRRdIrtoJLO3n/Lf1eBy9j/BNkOSa6wQMeXo1D68xCEBeP9xKMwLJNhJ18xy6odw/+twpkuqWgPoY8+gMrLtUjxC8zqK5kidiPTc+VpJR9McVdU+MCUu8B607D0g8GtV86RMTN5PosZ3AFxL8qrQ/n1wKfxIMFORO7NA7jxEAQ4BsBwcEV4IJiyNygdzBOSgDIROzCCgCu1L5NxHBo5A3pfkSfDi0SYRPdbRLZpvZgfYO3wL/LAeLCkqCRyMkY/CD+vFKcMztM0lCN8LwF/hel0C+CzMg3E7gB0lrRX5zMpo1bBfJ2kYWQcjAclb1c52363thrW3U6NsGpxPBrRi0YFwRt9j8Kb9fo0xEfsoEBa7WTDE55Tk6yX9PUQjOlCYljxmoFUYOtBHZl29z+g1qPXd17XoMxI9MpTOhwX9joMjtVPnTgC/jBjt/fT9OjjbTwBukZW+xhSxaDHJtSRdOdZjmdYIgYyuhKa1tjdLWoXk7bIgRJLgnQUk4zPiXM9A8E0rHC0f5vRrJK02hmOoz3MvA/inpGjmKJ3pfSgyberM72+SttdD+K/C5UX7Szqs8blZ0WNDGRzZJ6ghmV0wtqVhzsso8fCMBpL3qb2MJXosHL8N3pwuAJff3wJnwHdcS1q04V3BSVNd9zuGESiiM4TXg22d2+Bn+3pJgwa5RmLjkDwGVpD+eTi0E4DXSNo60vY2Sf+PvTOPt3as9//784iESNJoOEgkZAzlnCjVqVCKZCwNpAGV6nQ0IKdSdJJ+xurJWAgNypx5yCwUJ3GaDxGSBkOf3x/f6372vde+77XXvea99/V+vZ7Xfu57Xeta1157rfu+ru/1/X4+6xff/3TuWtsbtrQ72PbHFBoxHZXyq5ng/jlEFuq0a9QmKDQnz7H9sKRPEJkwB7m6IqRp388g5CG2IK4Z5wF7uaI8TdLVtjeWdC4RE/g9IUy9SkXbaed9kt5GbOpvwORsoIeBb9YlM6QxF9f22vVhP5htgZ9nE7Xx0wo2p/ZPogMbXtWIg/a6+FRJgMp2WwGq1L7j3y9F4Y8kSn7WVLhZbG37oB7HvMDe1/ZKamPvq2YK6Hd4ADW1TZF0k+11FILC6xGppNd3e5NSd44JVU5WxbjqFPIXAp7F5MBkV7uZ6i41tkn/nwfuI3YzyuWClTXiLc+dB1zuPij/S7qZyD67IE2wNwd2tv3OaZ469jT5nnbR92ttn91y7j22j+q177mOpPVtXz+IYFWX4+nr9XDQSHoXkfn3Y+K+/nLic/+NIY/jVmK3/AtEwPoLwAa2N2n7xOn7FZH5sZLtz0haHniO7Wt6HfM4IGlfQhfhVcDniF3sk12Rca0Q7/+qO7B+n4nX+lIQ7FJiHvV/wDW222bJDmAcHc0tJD2ZmB8vmFMTxiKNy80bjG0ZYqG/WulcxwtKSZcDr7D9aAevVQ4+mfh7fHzYm7FqnhHeab8nEt+nchnL+2zvWtG2CMx+AHiK7S8U94qKtj8ldGz+lI6fTpR7rV1q03ienJ5XBEffBSxv+9PlQElL25WJYMDGxPt3FfDBbt+vbkiB7E8SAQmA84nP5hQt1k4DEopsk7WJ+3Lb97H0nI4z6RVZK/MJPb5KM49u1gylgPamRPn4IUTW5kad/A7tUAPjJElbEmvT5YnA9ZLAAa6RHknr9H9Nh5fVBbbVMFFD0vOYam50af0zume2lHoVzKdDcTlJvyR2Co4qnTvL9pYV/Q5KHLRjAapEx78fkf74EeDo1PdPFbu3PQV+gP2J3dSLU783pQtqFU0U0AdVU9uUhdNu0RuJm+BjSho+rSjqWQ8mNHZE9U5mN2Vvf5X0FkJsDaL87++l57SO4wNEKdk9TDghmbgZdMOgnXGKtOuyzfqkmuE2rEr/3Fges32/pHmS5tm+SNKX+9T3qNmfqd/TlfrU9ycl/cOhA4WkjwKbE65MY4ei5OBw4IVEme1CwCMew/KYFPRZCNi9253oPtPx9bATVFMmWNCHgNJHgHVt359ebxki5X2ogR9gI+LecCVxPS3Ke3vlCCLT4RXEZPkvxO7xhu2eNEoknU7MUc4pdv3r8OSSnrblW8R7vJOkaa3fmZnX+kIL75NMo4U3KFrmFmV3o6r3uNC0WOCkqXpNi76Q/qabtZz+pO3T0oLylcSC8kji89LKXcAVCh3A8ibUlIWqx8QxkFg31GWEfwPYrMt+py1jKbVV2rjeicjchHoTlM8RmqMXpfH+G7GBUKaYJy9KrLduTm3XJgJadQHzJ0l6DiHcPp3T8MnEtbIw4HkroYfTc6ChU1KAp/V3r+MgSUsBH2YiIFGVyXQO8ACwhKQ/MzH/b1cG3ESv6mhiI6Wd8U7x3ViNuBcVQZOtgLpNiSKJ4vXAsbZ/KKnX9WlBx8ZJntCbeoiYx9YiaW+iJK7I2jlR0jHljYlyEKwqIFYTBDuYWBdNqnih5DbWT2Zb4KeJuNxjwOYpqr1HivhXOnUxQHFQdy5ABc1+v8VsX9PSdz/EXavsfesuBk0U0AdVU9uUo4H/JW48lypS++o0fr4AbGW7tu7eDRwTSuxE7EwcQXz5rwZ2VpTYvb+i/d7AasVip1c8eH2RF7ZmfSmyw6ZQs8tWKRSaslx+ON3iosSDkpYgov0nSbqXeqv4mcZAbLgTWxO6HR8hrGVXp3MB7lHwVWKSdxoxqdyV0IkYSxxuGCtKWqSTnegB0+R62AnFxkoR9C20NnamP5/P+4nNhoKHaRG4HBKPEYKyTyEm1nc3uC61Y6O0034jULh/jFL8uxOOJLQmDlc4l813m/LTFOipLZku0cTqdsZd620XIrWX0NmmyCCYdm6h7jQt+obt1nl5kwXlL9O/eXSw4ZUCcasyWSdqIIuzNmztyVnfx6Rsm48pdNO6pYlN/D6ES+iZtm9Lm78XVTW0/S1FSVYRnP6YW8pvi3mypDMIh9pb0vGaxCZWHQcSZcKXOzRjVgZ+UdN2MdsnlI5PTHOYoaGoxNiXqbIhUzaAOw1I2P4I8BFJ37Pd0TysNRNF7fWqFrY9XUbPAamfS4m/38PpeH/CYbiK3yk0Ul8FHKzIGKzSQOoYdefO3IR3EvfgR9LrHUxkjpUzUrsJEL+RuM4OLDuyzGwL/DQRl/urw177o8BlivTQuoln38VBE00EqKDZ73efwjmqaLst/QlcNbH3baKA3uSmMzBsf4VIqyz4lSItvIp72gV9yqhB2VtKPa0SSYPqi/Nv6JOIYhkNLjX2SqZG3qvONd1l2x74ctph/obt6UR2tyYyqfYmFp5LEu4Fs4FB2XBj+z6FS8cFRF39tgPIhuwrtu+UtJDtJ4D5aeHcs7jkAOl4J3qQtF4P025wN8Hsor9COP9VttctPfSxlB3Q6W5oHXcyIXRvIiD502ISOMT371rCxnxDYv5wlCL1uyrbtQmPpYyw4r6+LPUbL2OBQ4T3grR7vUP6/2+IrOQTXSqx7zCLtui3id7GjLvWp7ne/kSmWDFn+Ey/Nng6pJO5Rdl85FAmAj/tzEcGSccLyiabXIpyor2J3/MmYl50FdVZ24OkUUZ4pzT5PjmJ4JaO7yLmGFOQ9DLgJtvfV7hOfVTSYTWvt1oR9En93irphW3GcRqxoVMex5trmp8t6T+AbxPv0/bAjxSlZx1JDfSB04jM6K/RfpO/KGXd28nmOwUdD3WN7mmnQZ8a2mXSny1pd8J8obz+rXq/nkWYDhQ8ms5V8RZi3XeIw93sOUTGbi90487cBDH571ZUWCygy43zuwijkKEEfmabxk+VuNy2tqfYDCrVhqb/b0HsCj/d9pQPvwakt6BqAaq9627sDX+/lYFjiOjnA8DdwE4NJ0tVY1iMSKl8dTp1LlGjWqXb83Mi9W9S6iiReTQlmyel5q5qe36a0C5h++5extsUSc8CPktnOkqHEZlg32UaJzJJpxK7zyemUzsCT6taCKTf/d1M3RWovOBL+jrxPv+wZRy9avFcTaTGFvaQbwU+4C5rcEs7gycSv395Z/Ao26uX2nZb870ksbjYjbi5zwe+VexApDatgpGUxlIrGDmTaPmeFuK5n6n6njboszX7ahHSd5n6lOKRk3ahtiAmW/9HBMDf7gqtrHFBYfE6hSFk4w0FSTcR+hFXpOOXAke4QiOiYb+V71vBsN4/SRu4RWBf0i4tO87d9LsTsWBZDziOmMx+wh2Keo6KFMTYGdiFKCk4idgEWcslswJJdzJNFm3D152x13pJ5xOp/sWcYSdCK2WL+mf1fQwdzy00PuYjixELylts/yItKNeyfV5F244zMBQlTxsSwqvrKByJPmv7Ta1tB0lpQ24TJjLCPwj8Dljf9sCcxtSF+YBC4+fFRNnWfKLs8y22p6yrUubJI0z+zC9he4c+jL3dWsIegnaWkmBzh20XrFHbnetyHB3rVdW8b5Xvl6T9iIBOYVn/RuAU259rM5a+Oy0qGSf12k9Fvx8i3NXKv983bU8pG1YzHaXTie9Iq6t1zyY2VcyqwA+AOhds3sr2D0rHKwJvs11nVTkWTPf7KSzpDlMSslKIic0rL3y7fN0TbO9S9N/hczp2vkkT9g2IiP8LJD0XOM12P3QROkbS2SQdJdsvTu/3ja5wD0lf7FZc88Vu4phwJbG7dz2l6HLdpGpQi0RViOSpRly6w/7KavfXMjEBn6J2r6gHr8NVE7PSc5chFhj7EBl0zwe+4gqB0DbPnyQYmZm5pOvQvcSOygeBpYggw50jHVgHKMpTsP2XUY+lnyhcNb9B/C1EbE68oy6gO1MZ0KR2dUK7RMCF/QqSDApJZxJzlhOI6/wfSo9NcniUdMUw7/njfK2XdKvtNVvOdexk1qcxzNgAdCffPYXo91FMnWtdX9H2WtsbpqD1Rrb/Iek2j7EzXL9RF+YDmhCC/hTwO4d19g2uECJWZMbvSegAQQQ+j+xlw2qcUJQ+3UsEDtpmz6TP5ma2H0jHTwcuGeb3vxvSpm0hfnyp7Rtr2m1NZAgWTosrALf34/vUMKDb8WZ/ar8esWkBIe5c9/t17Eic1kZTsH1c1flemVWBH3Wg5i9pddu312UUtLSt2i0C2opmNRnvFwix5b8RAl1rE6U0J9a07+T3K1xYKi+sPYz1Z8Su+dmEeFxreltPaZLpZroucIMnMrEq1fkHSenmXs4Iq3QraNhvE8eEnl+vHyjqVx9gcmrs0sAXofu/+aB2BiW9gQgsPZ8QFj/O9r1pB/Bntv+lQV/P8VTtgBlDkxtfF31vA/zY9kPp+GnEBOW7vfadCRTaBicAT0+n7gN2tX1b/bNmHoryH4rPUh/6G9jnvuE4BmIfLukrwLdt96VscxhI2tx2u0B+uW3HWbT9Ylyv9ZK+RAijnppObQu8xPa+oxvV+NNkQdkwA+NMIpN4H6K86wFC/+R1/Rp7h+NolBE+aiRdQqxv3kEEBO4Fbh52AEMN5BYGOIYm2TO7EqWSpxHrrW2B/3JN1mja5P+bk5acwgF3UdfYsKfvSRFgu9gTmkJVbdcE1mByIPX4uvadoAE6LTYM6Ha82d/jmPrmSNzzWGZZ4GdaeziFAvfuNRkFbTMJBjDeIkizDSF6+SEiQlqZUdHh7/ctIqPiuYRo3YKH6EEsWdJeRCR+Zaaqv1deuBr2X1iXFrsDixMuEcMO/FxM1Aifn8axMXCwq9NSlyNK74odysuIUr3fVrTtuOxNIUR4pe0fdTjmZYGPAi9i8oW5p89yzU2q1H13f3OFMv58ItPnWJJNtKtTsd8HnOTJdc47uCI1X9I3CW2fKWKLkl5p+8JuxjsTaXLj66LvKYFJ9SkFeRAo7Do/w4RVZl8C94MkZf3tVyyYFc41nx32pEGhudLKQ0QZxb099LsU4RZUTDwvIWzXewoADfJz38U4+j6pTTuD2xP3kjOJIFCdbt5Y0MmGValtx1m0sxVNLsNYnAkNp3nAX4Zx3VJ3JT1Pdos4adW5QdPJdy9lT0Do0nSUgdHyGi8nshXP8ZAF+NUwI7zPr93YlVFR4r8DcK3tyyUtT2wUTQlgKPSA9meqrfXKLe26sQ/vWG5hXEjZJ8U8/sdu43qskGbYwik7WJEtfF7VnEHS54myxZPSqeLvM0WTS5H1txkR+PkR8FoigNGTZo5Stmf6vq5r+5/qoaKgpe8mAd2BbPZXvM5qhPnM8yseu5vq6+xAyg9nm7jztGr+tndPP7sWqOwjxfv/eqKsqdWFp5VOfr8d0oX2XELQsC84iXxKOtL2nv3qt8SpCkG+p0l6N7E78LVpnjMIPkRYEa4i6QqSjlJN2/mERWRx49g5nXtVRdsm4tV7A/8p6R+EO8x0C9WTgFOI4OF7iBrUPzZ4vUps98v+u5V3OMoRXwMUZVknEBpXrbzb9v8rjemB9PmYFPhRCJ6uWBX0Sc+bM0GfxOO2jxxQ31VCmeN8L/ky8CYiWDFTdjoWL2dJ2L44BcOHzTsJLYliLJsRC46VJB1Yt/vYAd8gdOreko53Ia6dveplDPJz34SB2Ic7Ur+PSwvXNxPitSvYXrXnEQ+Osr32FkTGaKW9tu3dhj24ccPjYRtefK8PafCcq5hq0FB1btB08t27nongGkwWlTXTuKi5R33PHlnMdqWz6RDYcvomgVLFBCWXLUkLdGUkHchUfa2vE+XYk4JaFXTzHWniMjwQJF1P/I4nF5uZFW2WtP3ndI3/P2KNUTz29DZByUVdKgm3/RdFtnsVrwPW8UR20HHAjVSLsW9L6M/caHs3RWlUZVVKQwqnxUvpv9PiDyS9l84Cuk1MkzpGDRyJiWSNgkWJNeXTa9r2zDhP1ruhkT2cQlDyX5gcWe4pfa0hZ0m6nSj12jNlbrRLO+zo93NYJb5YYf+9gttYpzbF9p6aLML8DOCp7lGE2fYhkl5FqK+vRmQydWLp2lds35B2c6bViQKWtV3eofympH1q+v1VylZZnsmftym7nl1M/JZx1E3vnSYkl0i6tmEfU6jZqf2Ma2pam3Sdfr4OON5hB1oX8VxIkooFewrwTLEvdlhg/1PSUr1mDcwSmtz4mnKdogyhCMi9j5iojSu/AW6dQUEfgLskfZLJdue9uul1w5OAF9q+Byjq4Y8nFu2XlsbXlFVsl2vgD1CU+3ZFaQd/kJ/7JgxyUgtRzro6qYSsj/0OgvKG1TFVG1YFilK9I4Fn2V5T0tqEfXWdHfesRg3KMfpJKUNuHbdoOioydi8pHY/Uzr2Cab97A9zUGgZnSXqdO8wI7ydu5vy1afpZOZ9Ni+0rmbyJ95DtszvouxuNqSYuw4Nie6Jc8DpJ1xGbHee1zE1OJgJsRXCyoAgg1AUlH5G0XrGmUOjo/a3NWJ5GiNtDZK/V8beUjfO4wjzlXmId0ytvSOP7ICHivRTQL43dQjOnk4Buk83+jmmyjvNUQ6cvpyDhp3odRxWzrdSriZr/CcAqhC1jMTGxB6SiXUeasD6UFq6LE0GU/6tp2+T324rYrVnE9kqS1iFS6XvKAtKARJglHdy6i1F1btCoQR2wpAtJrlHp1A7AbrZfWdH2M4T+zC+ZuJjbNeVYKUi0KpNLtyqzWSRdbXtjSecS1su/B75je5Vpf+E2aHJp4UHETu2k0sIu+51PTBRXInYSFiImtVNSMyV9kVjcHJ1O7QH8xvaHK9p+j9CJOp/JFthD/U6PA2pQS95F34sDnyR27yHe74Ns93Nh2zckbUiUel1CH13vBkn6/h9ASUQQ2N9J6HGI45gkQJ8CtLfZXkM9lPdJugr4iJMDjSLF/xDbm3TZX5EqXRVA7svnvuF4FicmtfOYmNSe2GsASqELuA1xH/k28N26neNxQdJZhOPQq4jNg78B17gipV+hB/IR4GhPpN1PETmeC6i6HOM62x8f4himaEW2fu812bShvJCeYtowDGq+eydVLK4Gubk1MFImweLEvayTjPCxRS36WukzvxBwBpPv1Te0PO8r7fqtmvOpocvwIFHovWxJBLmfINYRh/Vyf0jznG8T838RWmnbu1rXZgfg80Qmr4jg8n/YPqWi7RFEJtBbgQ8DfwFu6jU7U1Gud4rt3/XSTz9Qh6ZQXfTb0TpOkzWH5xHX0j2r7pF9GddsCvw0IV0E1phhu8Adk6KFryAW1MUEqmdHCA1IhLlmgjEKcecmtusrEho/ha3mlcBernaPuIMI0k1bDy7pXUS513JEYHJjQu+oLki0JbEwXD6NZ0ngANvfn+61phnHjY4a+c8RwcaTe1nslfqdB6wD3GX7wbTz8zzbP61puzuTgwxfsz0lDVhDVsYfV9J7tl3VTbzPr/NUYsI01o5Tks4jJiu3MKGXMSOcaUZNmvStQAhMQpQX/ZZYnJ/lLkumJb2YyBwqXL3+BLzd9s09D3oMGNRGhqQ9gNNt39fTAIdIww2roegtzAQUNtjlcoyFiHKLgc+J0sJwRyLwfFnpoacC/6zZ3BoXO/eOF5SD2tzKdIc61F6tm+uVnjBlzqcGLsODJGUx7kZkvJ9LBHY3BXZxaL62LY1sDYK19L0wEcCAaQIY6Tq8YTq8pirhIG30LGf7N+n4X4Alq+bqTUlJBG8h7v2nEAkE9/Tab+p7YSa7w11MbCZMeT+abPY3HEPH67iWz/3jwN3Aoe5jtc6k15ulcY9pkXQasUif1s1BIXB5MPBMYpI69hH2UhZIeQLVjwBNX0WYJe1JfOlWAcr2yk8lBI536mW8XYynY9v1hv2eTkRwpxVEVQjobQhcnW4EqxPCrr3qXzSiyU5tw34vbJ04Vp1L59dwi6CdpM1sX1zTd9/LG2ciarFJ7nPfaxGL9rLj1Nts3zqI1+uVmZgxoPFxpxIR7CkyOq8gAg99mTgoUsex/ec+9Tdy55Y0joFsZKSg7o7AyrYPlLQC8Gzb1/TS77igcFh5P7EIWE/StsA7bb92xEMbOinws1mRBaDIDr94SIGfFYmM3M8B/1F66GHgp7YfL7Xd2faJkj5MtUDpUDMrmywoB7W5NQjUwJF4SONZhCg3NRFkGKrIdctYloDQtemg7TOZnIExZaN2UKQN+QcJnZ/TXRI+l3SG7TfVBL8KqoJgr7D9Y1UbMVQ6Iqb1yNeJbLd/Tn3WpLY9JwxM0//aRAncm4Hf2t5imqd00ufXgIWBIgC4C/CE7XdVtB2I6Hcn6ziFPMdhkjZ1yn4eBrNN46cJzwB+JukaJqcUVpVCfQHYyva419KXuU3SjoRGyqqEe0E/LGCrRJiP7aG/kwmL+CkTDA9flwEa1AGrma3m54AbJd3K9J+3v9v+uyQUrhi3KxThW1//cNo7LPRa4vQWYqf2kJSZ8xwm18w2Ii3KFgOeoUiBLGsBPK/maadKOp7YiVuU+C5uQGRZtfa/oLwRWEl9Km+coVwgaV9i4lsue+vHd+po4EOe7Dh1DDBym8oafiTp1VUZBmPMaYQ71ddoL3I5UFKA5zvpX99Q6NO9mXTtVJL4st1rjf/xxCTu8HS8I6FDNBTnltJGxspp4V7wVCJo1iv/j8haewWhh/AwcDoTO7cznfcR15LVJf2O2PncebRDGhmfJeYMk8oxhvHCKfvhV1TcZysoROeXGNyIOidlch5QWlBeIqluQdlIF3TEfIjIfj604jEz4f40cCS9nrg//ZL4bK4kaQ93oM/TYd+tDrWV9wWFzfgJxCaUJP0R2NX2bRVttybeu+cSOjWFPtqLeh1zA7azXanVVwQEusiifTnwY2Crqm6JsrlWjiSyjg5PSRDz22yW3iBpQ9s964bWcC8h+gFhHgAAIABJREFUfHw/kVzRDzZs2aD+scI9rIpBiX53so7bDTiMkOgYmgj+XA787N+g7T2DCPo0yXxIjzVJH/8AsB8RZDiZSCnsSSAx7f6eQkT5+yLC7BDifUjS462plpJOsL1LL2PuFE3YVC4MXCnp1+l4ReD2mqd9j9hRvoDpF2fHEVljk8pNavitpKcB3wXOl/QAMQlrZaDCdLb/SummkbLjps2Qa8MewD7Ejbe8O/Vn4Ks1z9mIeN+uJBZPJzGRfdDK/sBLiLRObN8kaajaHmPE9unn+0rnpnUr6ZBxcZzqlD2BfdW5S944MBbuVAPMdv0e4ZxxPaVAeB8YtXPLoDcyNkqZMDfCApfDKWL3M5W0KNoiXU/m2X541GMaBSmz659EeUAR1PuYa/QfBziOab//to9OP8etdLaTBWVfN7cGiZMjMfDa1gzGtKk2TA4FNrd9Z3r9VYAfEte+rpF0FLE5uDmx6bEt0C6b8RimbkIdS/Um1GeI79MFKctrc4YfVN5KoXH5MPH7rUto61SVvXaUvWr70+m/B7rFZEdSpYi57QuIzcGlCO2wCyT9hnjvTvTkkqiNgJ0k/YrYRCyuAb1mr76X+P4tS2x0vbs1u78HnpC0iu1fptdamfo12qBEvztZx/1c0i+A57ZsFPXlPa5jzpZ6NUHSYYRQ1neZnK3RlWhdKfPhIsIet5z5cI7t1Wue11H6uKIW/IIuIsedjH0gaX+tv5tCbOun7rHEqsHrN67/VQPtASXtgi7G9XJCB+OcUabS9hNJH7B9+PQtF6QT/xexI7cE8Anb365pO5DyxsxkJJ1JBO7KjlPr295mdKOaXUjan1i4jNSdStKdDCDbVQMqv5N0IvDVlknc+2zv2u/XGgWSfkIsaq5NAaBlCVeYsStN6QaFPksrDwHX2+7a9W0mogGW6zYYw7Tff3UhtDtIKhaUp/ZxQTlyatYBU84NeAyT5rNpU/iabua4Lf0WmkvFzyWAs23/a037m1syOyrPpfPX2d4gZX6s63Cqqmw7KIrXk/QaYiP0k8AJVX87NSxBqvlcXO8K05T02DLE3G0XQhC60Bpay/ZmpXaVa6OqNVETFOWVpwziui7plYRg9l3E+npFwnhnShmd+iz6LWmligBc7TpO4Yp4LjClMqHX97iOOZvxo1DGb416PURE+j7cko63JPBX4NWlc3UpdJ3QKPOhafq4B2tt3de0P0kfJxTjnyKp0HkQ8CgRzR8KXX7BmthqXpYudN+njVtBxbguaff4DOVoSXvRgfAacC2RHbAhUZ55lEJEsurmN6jyxhmHQlD1Q4Te0e7p/VjN/bEDfgfhOFVc/y5L5zL9o4kd6SAZSLYrkVW5lu1b+tzv+kxkbEKaxBUZnbMgCPwVIhj4TEn/ReyIf2K0Q+orG6R/P0jHWwI/Bd4j6TTbXxjZyIbPIMt1O6WT73/hGvQyYA1ivBDllaMIuCwP7DPbAoVpgfg8Yq68LpM3jBcb8nCuk/Qj4FTivrQdcG3KEOt6U5wJ+/G/KhyD7wee06b9XZI+yeRNqMpSKuDBFEi6FDhJ0r2UvldDovibvY4I+NyWgmZVdJS9qtCOeRGwlCbr/CxJqVyu5TlnEsGOE4jAbpHJf4rCZr5MVdZlz5mYTu6EGoDmku0LizlvOnWHS3pKLfx7r6/XwneA9VWq3mm3jktZnEMLPsIczvhR2Gv/lkjNFmFVtwoRiNmzHPEc4Bg6ynxI6XhL0yB9XAOytpZ0O/B8ImWtn2l/n/MQbUp7oRQ0FFHf/ihRQgI1ZRDq0K1gLqBmwmsb2L6u5dwutk+oaLsYUd74auJvcy5hzTpUYddxQNIpxIR8V9trpvfmyk4z1DIZ6H+2a6nfnxH3kbtTv/26j4yFc8sgSRP9VxLv2YUDCsyNBEmXAq9zEmlNC7UfEpPz64eVATwOSLq74rRtDy342+T7L+lqYFMn4WeFs85ltjce0nBbxzMyEd9BoHCyejsRGC3PiR4GvtnrNbnhWOa3ediu1rnspN9PEvpsryT0zAwca/tTNe2XJjahyuVQB9h+oKLt4kRgaR6wE5GBcZLt+7sZazek9+15wErEYn8hQrB9SlZOp9mrkt4AvJHIGCk7+T4MfNv2lM1PSZtXZb/UjPl/iWDqA8Q952lECeU9RHnWFLv4DvvdCvgSLZpLtnvWXJL0PuJv+2A6XhrYwfYRpTZL2v6zQjR/Ct0G2BVl2KcREgP/XdHvUMXuq5jLgZ+qFMGbHOrbkx5TlGa9k6mCYz3tcivKWN5DZ5kPxXNeDBRpj5e5xv5WA7K2HlTaX+p7aWBVJr/Hl/bab2a8aJieK+ImPStdbAZFKa25XPbWl7RmSRsQWXr/wmRR85meTTE2qNqh4yHCeWZaZ8A+jqNqgt/1xL7U78DuI5mZS9pYWquYAynEdm+2vbrG1G1pNtPk+y/pDmATT7iQLU042kwxphgkg1xQjgMp4/n0UY9j0KTv/qJ1VQsaoKTFoFBod60D3OXQlFoGeJ4r7NGbliBJ2sT2VQ3GsiaRoVdebx1f0e5Y4Du2z03HryaMGeYDh9neqNPXbOn3ZkKQfJLmku13dtNfS99TZDha7x+SzrK9ZQqwFxv5BV0H2BUCzm8kqnqOan3cY6CFNmdLvYhUwrcw4VayLVBkBrRGw04gBH5fQzhp7ESowffKEUTmQxGF3IVQW5+S+QCQymN2Z6LE4kRJx1RlDfUa4KljUBNzSe8C9gaWA24iRNiuYohOBd2QFmgLdhtsf7dN247dChqO4Thg75bo9qG9Ls4GSBPhtSPo0MUmZVVV2cmO9WdoQDyqsLY3gEJ8sV8iuicRJUidCJWPjLqdnIIhl0w05Z2Eo06xK7cZkcG1kqQDqzLeBoHt3QbUbw7wZKo4CfhJyliGcKo5Oe3Wzxqdlk5Qh+Kug6Th9//zTHUh238Q45qGgxi9iO/AsH36oOaSnSJpOSIzpzDauIyYg/62X6+RSnNq5ywerKTFQHDoCt0NvEDTC3I3LUG6MWW6TJugIOnTxJxiDeBHwGuBywlXzFY2tv3uUn/nSTrE9h4pONctj9m+X9I8SfNsXyTpyz30V2YhSXLKbElBwkkmCLa3TD8rBbC7xeGOdrBCp6qR2LmkxRymOgNlLgd+diJs1Iqgy1XAzmmx9P6Wts+3vZ2kN9g+TtLJxIWuV5pYzkEEhDay/QiApIPTuDsSyh1z9iYW81fb3jyls392xGNqi6QjiHKFb6VT75H0Ktvvq2jb1K2gCWsXQR9Y4PQyzjujHyHqlScJr9W0beJis2/p/4sSuxKP92nMM41PA+cAy0sqnNDe3qe+/2j7+9M3GznXM7GTswKTU5V/TaRbjytPAl5o+x4ASc8iJmUbERoFAw38SPqo7S9IOpzqYOpQBVszcwPbn5F0NhMLyvd4otR3pxENa1QcT2x0FPO7HYnvfaW46yBossC3PT/97YoMgKG7kCUGuaAcOQOeS3bKfEImo/gs7pzOvWrI4/gLcIukvkpaDIqGG9yV5ThtShabJChsS5Sa3Wh7tzS/OLGm7R8kfQwoTFW2B+5JwZReNv4KzaXL6L/m0jmEXtHR6XiPdG4Kkk4g5lSX2a5zcO6GGyR9HXiu7ddKWoPIiPx6xRheSnyXlwBWSJU9e9h+bx/Hs4A5G/hxiDdvVfPw5S3HRenVgyk97v+ot4dsQpPMB4hFS/nxJ5icnjaT+bvtv0tC0pNt355S5saZVxCLsyKqfBxwW03bl3rCreAASYfSo/VliXmSlnaqa06ZDmP73XYz4bXH0g2meI+XpeZm46m1xldImpMlYbbPl3QDMbEQMVm/r0/df1qh03QhfdR96TfFTk5KVT7TSYRd0muJVNxxZvki6JO4N537k6TaUuA+UkwY+2Frmsl0TAr05M9dh+KuA6bjBb4kAVtQKsuW9JIRlGUPckE5DgxyLtkpy9oulwF+U9I+vXSYPj/L2f5Ng6edQfcmO6OgyQb3D5nYuFqU2Ki6g8joqaJJgsLfUvbR45KWJM0vatruSGwkFtUMV6RzCxHued2yNVFlszdxXVmS0GvqBx8jgj17puPzicBKFd8g5FMOT5nxNwKX2j6sxzF8k7hW7peO/4cQvp8S+CG0gF5D0miyfbOkf6to1xfGdnE4aBqmKh6Tymc+QfxhliBs+HqlSeYDxIfoJwpFdojFS9WHCEnb2T5tunNjxG8lPY24uJwv6QFCQHqcuZPIJCjGuXw6V0VTt4ImHApcJan4225HWKCPJQrRxz0oaVtJqtO26tjFpqW0Zx7h8LNU3wY+83g5E2UCCxPvYz/YDVg99VkE4XpxORw0ranKZ0sad3egiyWdRYgEQmSvXZxKXh6sf1p/sP2D9HMgJcOZTGZabpC0sSeLuw47INZkgd9xWfaAGeSCchwY5FyyU+6XtDMT2e47pHF0jW0rnMLWavC07xCbxk/AgpKeyvIjSS8jSg9XJNa+haHAMJ0yO97gtj3pfZC0HlH6WUeTBIXr0nrrWCIz+i9E5lHVOO4DPiDpqXEYwvuJuvVOLZIut70pIQ5dZDUVCQwHSfoT8EWXhJibYvufhGzKkR20vUhhKrAhkUX3HiK41mvg5xm2T1U4V2P7cUm1iR22f6PJBm/tkkB6Ys4Gfmiwk2G7iBReSh/tdBtmPmD7S5IuYSJYtZvtG2uaf5yJRUO7c2OB7W3Sf/dX1IgvRU1q3hjxVODnKavEwEuIC2oRtd261PasdKH9IuEcZ+oj0I2wfbzCgrFIF32T7XHWQziSDrWtbJ8k6XomXGze6HoXm3Jpz+OEY1DPQnEzkYoyxD0kbVFVhtgFG3rIgp098ntJn2AilXkn4PcjHE8nvI8I9hTX+uOB01N24dDELCW9gCih/BcmC3nPRd2sTGaYrA9cKWmSuKukW+iDA16HNFngNynL7jvDWFCOCQObSzbgHcTG+X+n17+S/pSS3yBpQ9vXdtj+QiLLrAhGPAU4D3hpRduvAx8k5okDW1RPQ9cb3LZvSMHfOjpOUCiVEB0l6RxgSVcITANIWouYfzw9Hd8HvM32rZ2Mu+K1N00/n1rzessQn6fG39Pi2tjmtadcMyVdSLgzX0UkgGzo/hhoPJJ+l6JaYWPCoKOK36RyL6eN8b3pj45wJXPZ1atK9XvKuSGM46VMnVRXCWwV7RcCntXS/telx18LvI5IwTul9NQlgTVsv6RfY5/rSHp5u8dtX1LzvLZuBbMdNXD1ynSHwh2nXIY4D7jN9gv70Pd8YgI9zsHFBaRMsE8zkWF2KWH5Os7izmOBQnPuKFomyxVllZlMpo+oxvmuwEMQSE9jOJwQmi8W+HtV6YxI+gmx4L42BYCWBc7zmDixFQvKGbZp0ZZRzSUlvcz2FdOd66Lf24kNq18R5XlFVk5lkLPJOk7ST9ylA9UgSOuHpYBzbD9a8fiHSofzgPWAZWy/pqLtPGBb26dO85rrtXvc9g0Vz7kS2M/J/l3SZsBnbVcF1/qCpOfY/kMXz2t8zZT030SQ/R9EGdulwFW2/9batuFY1iOunWsCtwLLEn+jKge3ZxAZRlsQn/nziAqknrLo6pjLGT99T1VsikJUahVC5KuYVJtqZXUkfYBYwNzDhL6PgfJF8fdEOvDWxGS94GEi2p3pE3WBnSokbUdc4B8mSvzWk/SZNhlbs5mm2lYdoWoL7AWMmwbNgGlShtiUjYGbFO4U/2CaydmoSQGevUc9jk4odq0lPczknaviPV5yyEN63Pa06dKZTKa/DCOw0+EYtp62YdBxWfYocAg+bzbqcXRLu/mNpGHPbw4nAhHTnWvKlKDGNDwiab0iYCFpfSZK4Vq5SNIXiZL0sjbhlGDHMOhg/VDOiHmc0Pw5vaavf0r6KNA28EPIQtQOiWqR6cWLoE96raLkfGB0E/RJz2t8zbT9QYBUyvZ2ovLn2dSUDDbo94YU3FuNmL/dUSNnUZTTDc28YC5n/HS8kzHAMfycyMLp6I8g6U4inXbaAJVCsOuR1tpXD8EqbrbTzeJMIcS3tqRNCbvRLwKfGqcdiGEh6ZXExXWStlX55tJlvz8kdhx/nE5tTnyv/0j8XcbV3r5vSPoB8ZlciqhZLsoQNwKusb1ZH16jcldlHBYqZSR92fY+pfdkEi2lmJkKJO1PCD+eyeTJcs6WymRmOQrDir2dXENTKcmhdfdShVhtUZZ9YZuy7ExDUqZtHUOZ30jahJhj7UOUeRUsCWzTj6ztNEde1eEStyywhO27a9puSLhN/Z74zD0b2L4qIzVJSLTi2VK2LOnzwH1EpUfZ4ayne7VCU/YGJpxEdwbWL8lzjA0ta7KizLOQf6hbm72fEHdeH/hfotzrMts/bm3b4Rgab0Cnz/m7mVr9M5Dv9JwN/DShnK2RtCLWAw7qNVKsEOPdq9PoZrpwvcr2tBbVkq4GtnAS4lK4HJw3yPS8TD2SbrS9rqTPAbfYPrk4N+qxjYKUotyRtlWDPs8jao//kI6fA3yzKjV2ttJt+eFsRNL6tq+ve0/m0nvRLSmrqxV7uIKYmUxmBFTNUebyvGWuk+6lmxECuEeVHnoY+IHtX/TY/6eBDYDVbL9AIV59mu2XtXnOwkyeSw7D9XJg1G1UFdRtWDW5V0taDPgQsILt3ZW0Zm2fVdF2aUIcvTAKuYwolX+gk99n3JG0L/E7Xd/J2rqD/ooA7TOp2Ii2vWXFc64sxsDkkvrKDK9embOlXg13Mj5p+7QUid6CyNY4kthF74VnAD9TiAOXd1PrdqLvIpxdftjS/ksVbRd1SX3d9l/Slz0zGn4n6WhCPPzgFPiYN+IxjQRJixLuBAtuJJKOsv33HrteviWIeg9R7jRnyMGMCYpdP9uXKERGX5AemvGTw2Fhe6VRjyGTyYyMeZKWLhZ5SS9tzq4bxgFJn6o6b/vAQb92ml9cIumbRYZv0pdZwvaf+/AS2wDrEhkm2P59KsGppLQpf2uxKS+pclNe0lJM1vq7BDjQ46e1eUj6+SYig6kwpdiBmNNW0vBePZ8IMhSJAL8jjH8mBX5SpcgZtodmKNEvWjLHngE8tSpzzPYhU5/dPbZ3S69/HlHRM2kjuuZpi9n+WD/H0Y65fAFfuwj6wAIHgrpdjCIC93rgGNs/lHRQH8awf8P2v07/Fkn/2tGk9jUzeN4C/DtwiO0H00XgIyMe06g4ntghOjwd70ikkW5X+4zOuFDSuUzodr0VuKDHPmckLSmvixAuao+MQCNm5CRdh+OINF4By0t6m+1LRzmucUbSK2z/uC5tech6EplMZjQcClyVstMh7tH/NcLxZEplPMCiwJYM0AGohs9Jeg+xNroWWFLSYba/2GO/j9q2pMKUYjotmfKm/CuJoEndpvw3CJHdt6TjXYgASNvSnGFTbN5JOtT2BqWHfqBw751El9qWq9jeXtIOqc1fpcle4un8E5L+KWmpMQyQ1VLOHCP+xosQAbTazLEB0GQj+ixJr7P9oyGMa04HfprsZAwkW6Pp7rztAxo03wc4TdKk2tcmr5fpH0lb6YzS8R+ArgTMZgFr2l6jdHyRpJ4domy/X9I2RL0uwFG2v9trvzMRl6wy0w39DYQo81zkUODVtu8AUFiUf4uo6c5U83IiRXmrisdM6VqWyWRmJ7aPT4vNQgflTZ4hbo6zFduTBHolHQKcO+RhrGH7z5J2As4G/oPIIOk18HNqWms9TdK7Cdv4Y9u0L2/KHzvNpvwqtt9cOj5A0k09jneQLC5pZdt3AUhaibAdb6W4R1eWFlF9r35U0lOYsBpfhVIVSQt/AW6RdD6TtYP2avbrDJVGmWMDonUjentaNqJLG7QC/lPSP4DHGLCZx1wO/DTZyZhx2Rq2r01Ce7Om9jUza7hB0sa2rwaQtBHhRNcVmiq2XexcvFvSP4E/EfbjR/Q68JmIQ8jtu2kX5D9GPZ4RsHAR9AGw/T9JFyBTg+1Pp5+7jXosmUxmdKRATw72jC+LAcsN+TUXTvfQNwJftf1YkaXTC7YPkfQq4M/E2uVTts9v85Qmm/J/k7Sp7csh7OcZ7yqIDxLSHmUTlN1bG3VZWvRp4Bwi+/kkIhPm7TVtz2DmbfQ0zRzrO6WN6KK08BjbZ7a0GXYwCpjj4s6S1mBiJ+PH0+1kSHomkVoJgIfoANaUknjXirbf3U68K5MZBpJuIQIzhRjfr9PxisDtLVlA/XzdZQhRtdWmbTxLaEn/nUekvb7c9iYjGtLISGJ7TzBRK78TsFCNnlumRPrufJoJPa7LCV2EaZ0lM5lMJtNfSvMogIWAZYlr8leHOIa9gI8BNxPZNisAJ9r+17ZP7P84FiM25W+x/YsU7FjL9nkVbV9MyAwslU49QJiB/HRoA25ICmStng5vdxsTFEk/t/3C0vE84LbyuZb2yxBZ4AKudliK1/W9SBqHiSSCRxv/MkMkCTavSgQEP0dkjp1s+/C2TxwRKUD046KcTtLTgM0GVbEw1wM/HdkGStqayBB6LmFtuwLxJXxRH8bwFEJZ/Y5pGzfr9xQi9XJX22umC+SVttfp5+tkMp2iGhvwAg/QDlzSc9yhe95sQJOtXx8n9G2OtX3vaEY0OtLk6X1E8ALCPeGIdpOoTJDSuy9lctBsM9tbjG5UmUwmMzdpmUc9DtzjPrgR9UIqJ1+o13G0aBMWPERkhH+4KHvqot+FgINt7ytpSYA+iVGPDZK+SgQ7yqVFd9r+QE37tZlqH15lNf464Gjgl0SQaCVgD9tn93P8/SZljr2aGPO502SOjRRJN7WuzTVA98Q5G/hRA9tASTcTmUEXOCy5Nwd2tv3OHsewFSFGtojtlSStQ0Tu6+z6XkAIlz0rBXPWBra2PaWmVdJ1tjcof3gk3Wz7xb2MOZPJjD9KVuYt57acaxl/acJ3m+3Vp22cmYKkW22v2XLuFttrjWpMmUwmM1eRtDFxT3s4HT+VKPH5yWhH1juSPgP8FjiZWLC/FViF0GrZ0/ZmPfR9te1ZrXOYMr2LrKtLW0uLSu2+AawN3Ab8M512VRa0pNuBLW3fmY5XAX44znOqpIf0Byen4JRg8Szb/zvSgdUg6ae21245N7B51py0k05sA2xNEquy/Xugrt7usZTaPk/SPNsXEUGjXtkfeAnwYBrDTUQ0tY5jgY8T4k+kFMW31rRtIt6VyWRmF8dKWrBgl/RW4JMjHM9IsP0EcIekOjeFTHvOk/RWSfPSv7cwfCHRTCaTyQRHEoK7BY+kc7OBrW0fbfth23+2fQzwGtunAEv32PeNkr4vaRdJbyr+9WHMY4PtM2x/MP2rDPokNra9ge232d4t/asrfX+4CPok7iJceceZ05gIaEGU+p9W03YcuE7SlyStkv59iajYGQhzWdy5ifjTg5KWIFLeT5J0L5MtFbvlMdsPabKLXrsUrMVsX9PSvi61sol4VyaTmV1sC3xH0o7EDtCuRNrrXGRp4DZJ1zDZlaIyszIzxW1iHyZKveYRi459RzS0TCaTmcvIpVIN2/+UNFvWcn9NmwvfScfbAn9P/++1PGVR4H4mdF2LPsdSuFjSehWnHwJ+VVVSlzLBDgdeSNiXLwQ84mpnqKskrTGdrm3iOkk/Ak4l3q/tgGuLoFlVedgY8KSyDpHtR5NO0dBI4uH7ExqmT2LCqWvliuYfIDZmT0nH5xPyBANhtlwsuqGJbeAbCPX3DxIaB0sBB/ZhDLelhdlCSXx5L8J+r477UuZOEazalhpLcNvnS7qBCfGuvduJd2UymdmD7btSls93CRHtV9seZweLQTLnMp16ZVRuE5lMJpNpy11JXLnI8nkvkYUxNJJm6IcJfdJ+msfsBBwGHEGsc64Gdk7VC+/vse+v2b6ifCItzseVI4D1gJ8Sa7g1idKspSTtWSFg/VWiAuQ0oiJlV+AFNX0fTwR//o+oBCmCEmtXtF0UuAd4eTr+I/AUwkZ+XANnf5S0te3vA0h6AzDs9e/XiZjB9UTGUS22H2GIjrtzUuMnCZEtR6iUj0z8KV0892NiJ/5c4KCiLrGi/crAMcBLCUX6uwmtof8ttVnd9u010WIDfxqkiG4mkxkdLY4fAM8kdon+AVBzY89kaulUBDKTyWQyg0XhLvwVInPFwIXAPsM0bpiJ5jGSbrC93nTnxgVJZwCftH1bOl6DSDj4KHBGhRhwoeu6QC+mTiBY0p2E6/MtlEqiZsvaMCVInEQYMkHoRu1i+5dDHMNPbG/UYdtlib/ri5jsHP6K2if1Mra5GPiBmS1QmcrS5hXibi2PHWN7d0kX1Tx9GeBm27sMdJCZTGbojNI5bdyocQhZQE0KdKZEExHITCaTycx+BmUeI2lR4J1MXQB3fb+RtAmxWb4P8N+lh5YEthlXw5saY4VbU6CtygXqUmAL4GvA/xHVIG+v+v0kXWV7kwEOfyxIEi3Y/st0bQfw2p8nyu3OoKSva/uGirbnEWVe+wLvAd4G/NH2xwYxtrlc6nWDpA1tXzuqASiscrez/WA6Xhr4tu3X1LT/LPCFlvYftv2Joo3t3dPPzdu8bmuKYCaTmQXMpcDOdBTlSskp5A/ACUR2507Ac0Y4tJnExrbXGPUgMplMZi4j6XDab2TsNcThDMo85gTgduA1RHbLTsDPe+xzEWAJYr1bLmH+M6EhNK7cJulI4NvpeHvgZ5KeTDL4aWEXItDwfqLEaHngzTV93yjpZOAHTA5KzKpM3lEEfEoU2T5lIygzWWOqYBnbX5e0t+1LgEskDSw2MZczfm4Hng/8ihD8bFfjOKgxTEnDq0vNa9O+MlUxRc7fC2xKfNguA46qKyPLZDKZ2UjVTmQ/difnApK+DhzaoQhkJpPJZAaApLe1e9z2cUMcy6uATwBrAOeRzGNsX9xjvzfaXrcoV5K0MHCZ+2DDLmnFmbQxlgJrxRoO4ApC9+fvhNFP10ENSfMrTldm8kpayfbd053LdI+kq21vLOlcoozz98B3bK8yiNd5nY34AAAgAElEQVSbyxk/lVk1ZSr0MibRhyDRPyWtYPvX6fVWbPd6hAj0k23/I7V/CvDkmrbHE5Z7h6fjHYlo+nY9jjmTyWRmEo9I2onYOTOwA/1xZZwLNBGBzGQymcwAGGZgZzoGaB5TZLI8KGlNomTpmX3oF+BrkjqusBg1yYzj0PSvlSlBH0l3U7F+rHKRsr1bg6GcTohMl/kOsH6DPuYckpYi3LX/LZ26BDjQ9kMVzQ9K7T9MrNmXJLK2BsKcDfx0GPndMv0sbNVOSD936tMw9gMul3QJcfH8V2D3Nu1PAi4sRWt3A+puBmu2pOhfJCnv2mYymbnGjoRTyGHExOiKdC4zPV8nUsgniUBmMplMZvgkIdiPEdk2AxeCrRnDy4CbbP9Q0s7Af0o6rA8ZNcekgMwnge8TJVqf6rHPgmcUQR8A2w8koeyxpMIOHKgO5CTKJUWLEpv8T6/pe1otJUmrp8eXKqzbE0uWnzOOSLqcCLRcBlxRpYc7BL4B3Aq8JR3vAswH3tTasOSG9xBQK9PSL+ZsqVcTmpRYddH3M4ioOcDV00XNJb0WeGU6PN/2uTXtTgS+avvqdLwR8D7bu/Y65kwmk8nMfuaKCGQmk8nMBIYtBFszhp8CLyaE/+cTGwRvsf3ytk8cIZKuJ8ScyxUWZ46xq9ftVNiB276/QR/X256SmSPpNEJLaUdKWkq29y61eQPwRmBrIghX8DCRKXVlo19oiEhaiUik+Fdiff0PomRwYFk0FWOoEuCeci6dP47Imitnox06KBONOZvx0xBJepntK9LBS4F5fer7ycCfiL/FGpKwfWldY9tnA2e3GWhRnrYwcKWkX6eHViC+6JlMJjNnSDuk72aqJXl2ppqeOSECmclkMjOEoQrB1vC4bafgwP9L43lnr50m4eI3M/VefWCvfdO8wmLUPJTWex0hqRzAmkdkANWt8Z9veztJb7B9XLrHX1ZuYPt7wPckbWL7qqaDHyW275b0d+DR9G9z4IVDHsbfJG1q+3JYkMH1t5q2a1dko1Vq/faDHPjpjHcC30g1eAAPAj0vGiQdTCi1T7LKBSoDPynd7mCi5lVM6C2UbYm3rHpuJpPJzFG+R0xqLqC0c5bpiKcQAZ9Xl86ZsCjNZDKZzHApdHD+IOn1hBBsZUnPAHlY0seBnYF/kzSP2Gzule8R5S7X0x+XsAXYPicFR4oKi336pEs0KC6S9EU6sANPlLWAHgf+l4kyo1aaaCltI+k2ImhxDpHl9UHbJ3byS4wCSb8E7gNOJrLRPmB72KXq7wGOT3EDEQkeb69pO0/S0rYfAJD0dAYYn8mlXg0oAj814kzd9HcHEenr6AIn6U5gK9sd2RtKejER1YZIc7u5u5FmMpnMzKQuvTaTyWQymZmEpC2JjYzlmRCCPcD299s+sb9jeDZRJnSt7cskrQBsZvv4Hvu91faafRnk1L5FlDStbPvANOZn275mEK/XK5Iuqjjtfmg5SXoXIdq8FvBNQkvpk7aPrmh7k+11JG1DJBZ8CLh0nF1RJe1NuKEtT1S6XEKM+ZcjGMuSALb/3KbNrsB/AqelU9sB/2X7hLrn9DSmHPiZHknPAj4LPNf2ayWtAWxi++s99ns2sF2ntnySrrD9sg7b7k2UNxQ7s9sAx9g+vP5ZmUwmM7uQdBBwpe0fjXosMw1JyxGLi+K+cxlRi/7b0Y0qk8lkMrMNSccAh9u+ZQB9H0lUVrzC9guTjsp5tjfs92uNAkkfave47S+ldvOAbW2f2mG/t9l+kaSvERbj50i6eZwDPwWSliBMkPYFlrO90BBfu1HZYoorFEG9H9semBlTDvx0QArQzAf2s/1iSU8CbrS9Vo/9nk4IpF3I5FS+vWraHwY8G/gu0+gtJPG1TWw/ko4XB67KNryZTGYuIelhYHHimvkY1SWymQoknU+kSxc7TzsDO9l+1ehGlclkMnOTYQvB1oxhY2JD4IXAIsBCwF9sL9X2idP3+zPg+cDdxP26uFf3vG4pDHnKZj3jGMCQtLPtE+sCOUUAp+J5JwMbMiHEvBVwDfCL9LwDSm2vs73BlE6q+/08IfL8N+AlwNOAs2xv1NlvNHwkHUpk/CwBXAlcTlS93DXEMZzDRNliWZz70NonDYms8dMZz7B9aqppxfbjkvqhFfF9JqulT8eSwF/pTG9BTNazeCKdy2QymTmD7aeOegwzmGVtzy8df1PSPiMbTSaTycxthioEW8NXgbcSpSkbALsCL+hDv6/tQx91PCZpIWLNVJg+DFv3pRMWTz+bzluWA9YrrMsl7Q/80PbOFW0vkLQv4Q73SHHS9p9aG9r+D0lfIMSmn5D0CPCGhmMbNlcBX7B9zwjHsJztfx/h69eSAz+d8YikZZi4YGxMRPJ6IqmpPwVYwfYdHbTfrUH384GfSDozHb+RELnKZDKZOUXaFV0VWLQ41849MbOA+yXtDHwrHe8AdGwnm8lkMpm+MlQh2Dps3ylpIdtPAPMl3Qh8vMc+fwUg6ZmU7tV94ivAmcAzJf0XsC3wiT6/Rs+UdHaOsP3HBk99FuFgVfBoOlfF9unn+8ovDazc2lDSwkyIeEPo5RzVYFyj4AxgR0kr2f7MiPScrpS01iDKFnsll3p1gKT1iYvGmsCtwLKENk9PYsmStgIOARaxvZKkdYADbW9d0/4FwJHAs2yvKWltYGvbB9W0X49Id4NIc7uxl/FmMpnMTCMJGe5N7IjdRLh6XNUPkcTZjqQViZT+TYiJ4ZXAXrZ/PdKBZTKZzBxk2EKwNWO4FNgC+BrhCPUH4O29lk1J2ppwp3oucC+wIvBz2y/qbcQL+l8deCVR/XBhp0Y5o0DS/xDOXKcAZxSBvjbt9yNcvMqb/afY/lypzXa2T5O0cqdlT0nbZ2HguHRqF+AJ2+9q8vsMk1HqOUm6hZgrPYnYbLyLPpct9koO/HRI0vVZjfjj3WH7sWme0kmf1xNiTheXak5rVe0lXQJ8BDi6k/aZTCYz10k34g2Bq5M7xerAZ22/acRDy2QymUymEcMUgq15/RWBewh9nw8CSxEZKnf22O/NxO91ge11JW0O7Gz7nT302dbqvqq8aVyQ9BKipO6NwM+Ab7ezUU+b/YWT86Wtm/0lnaMbbK/X4Rim6CCNozZSmVHqOaXvRi1FVtsoyaVeHSDpl8AXbR9VOneW7S177Pox2w+l9LmCdjWni9m+pqX94z2OIZPJZGYzf7f9d0lIerLt2yWtNupBzQTGQUg0k8lkMhOkQM9Qgz0tr/8rSYsQjkVnEJvhj7Z/Vkc8Zvt+SfMkzbN9kaQv99jn9UQGRnnhVBxXljeNC6k06RpJnwW+RGTd1AZ+bN8A3NCmy/slnQesJGmKvmxNtckTklZxskKXtDKT9WPHkZHpOZXKFU+wvUv5MUknEBlTIyUHfjrjMWBzSRsBe6QL3PP60O9tknYEFpK0KrAXkUpfx32SVmHiw7wtkWKZyWQymWp+K+lphBvi+ZIeAEa+6zJDGAch0Uwmk8mMCZJeT+i8/JIIoKwkaQ/bZ/fY9YMKC+5LgZMk3UtJfLgbbK/U45hGgqQlgW2IjJ9ViBKul/TY7euB9QiXzk7dpT4CXCTpLuJvvSJhkT7OjIOe06TyxBSIWn/IY6gkl3p1QClt7KPAm4ma2u92mirXpt/FgP2YcOk6FzjI9t9r2q8MHAO8FHiAsDzcaRxSxzKZTGbckfRyIi39nD7tUM5qUur9Zi1CopfYXmu0I8tkMpnMKJB0O7BlUdqVNqR/aHv1HvtdHPg7EWDYibhXn2S7Z0MBRanETsAoBX87RtLdxGbVqbav6nPfyzYRjpb0ZELqBCK76x/9HM8gGJWek8L9+z+BpxAu3KQxPAocY7snAfR+kAM/HdBSJ7gFYWX4dNvP7KHPhYg61s0btD/Y9r7p4jivsO3LZDKZTKbfjIOQaCaTyWTGB0nXloVyU1Dlmn6J56ZslwUVKf3Q4Rml4G83SJJtpwwobP9lRONYGNgT+Ld06mJCZ7Znndt+I2lJ23+u03Uapp6TpM+NQ5Cnilzq1RmfKv5j+wJJrwHe1kuHtp+Q9E9JS9me1ho+td80/b+n1MdMJpPJZKbD9vGSrmNCSPRNwxYSzWQymczokVQYIlwn6UfAqYT0xHbAtX3ofw/gACLr55/0V4dno0LwFxaULS/Sh34HxYuSJszTiTjQH4G32b51yOM4knD1OiId75LOjaOr18nAlkzoOhWMQs9pNUmvI7LLh6Iv1Ck546cNklZPQqCVJV1JSKuX/r8HrAucT6mO1fZeNe2PJLSFTmtpf0Yv48hkMplMJpPJZDKZKiTNb/OwexX9l/QLYBPb9/XST03fPyFkMq5NAaBliYyfsdSsk3QlsJ/ti9LxZoQb6UuHPI4Z5+o1DqTqoN2AjYk1+3zbd4x2VEHO+GnPh4DdqRbBMhO7oN1yRvrXKYsC97e8rhv2kclkMplMJpPJZDIdYXvQor6/ZEIXpd+Mg+BvExYvgj4Ati9OMh9dI+lwJmfCTKIm6WDGuXolx7JvAd+zPajPU1tsXwBcIGkpYIf0/98AxwInjrJULmf8jBhJTwFWGJdIYCaTyWQymUwmk8m0IukFRLnPs2yvKWltYGvbB/XY77rAfOAnwAIB4boqiC76H4ngbzdIOpOwZi/09HYG1re9TQ99tpUosX1cxXNeSfxNJrl6lYNS40Yy8diecDG7Fvg2cFadcdIAx7EM8XfbBfg9cBKwKbCW7c2GOZZJ48qBn86Q9FLgX5gsOHZ8j31uBRwCLGJ7JUnrAAfa3rqm/UAutplMJpPJZDKZTCbTDkmXEDbfR5eMb261vWaP/V4DXA7cQmj8ANUBidlOEp8+gAgUAFwG7F84bA55LDPO1QsWmCK9Ang38O+2lxzia59JvGcnAN+0/YfSY9fZ3mBYY5kythz4mZ4ksLUKcBMTKW7uNQot6XriQ3lxJxfPQV1sM5lMJpPJZDKZTKYdhatXi+PxTbbX6bHfBf1lBoekDYD9iOydcjLD2hVtFwXeSwSgTASgjhp29kxTUjXNVkTmz3pExs8Hhvj6m49rVlTW+OmMDYA13P8o2WO2HwonxAW0U/9ezPY1Le0f7/OYMplMJpPJZDKZTKaV+yStQtKLkbQt8If2T+mIsyXtDvyAyaVeQ7PhHhdScOY/mVppMiU40wUnEUkEkzKrajgeeBg4PB3vSGSxbNeHcQwESacCLwHOAb4KXDICZ62rJH2IiYDZ5cCR4xAwy4GfzrgVeDb9ubCVuU3SjsBCklYF9gKubNN+UBfbTCaTyWQymUwmk2nH+4BjgNUl/Q64G9ipD/3ukH5+vHRu2Dbc40KT4ExT/mj7+x22XdP2GqXjiyT9rM/j6TdfB3awPUoR6rENmOXAT2c8A/hZqj8tR6ErtXga8AEi3e4fwMnAuUA7vZ5BXWwzmUwmk8lkMplMppKkm/Je21skl6l5th/uU/cvbM2ISKVGc5EmwZmmfFrS14ALmbymrXKIvkHSxravBpC0EXDdgMbVE5LeVDp8Q0t1TN3vNyjGNmCWAz+dsX8/O5N0gu1dgHfb3o8I/rRrv7ftw4DnDOhim8lkMplMJpPJZDKV2H5C0qbp/4/0ufsrCT2W6c7NBZoEZ5qyG7A6sDAT2UQGFvQt6ZZ0bmHgSkm/TscrArf3YQyDYKv085nAS4Efp+PNic/RMAM/Yxswy+LOIyBF/bYAzgY2IyzyFtBaz1qIpkm6wfZcvABmMplMJpPJZDKZESLpSOB5wGnAguBPt0EJSc9O/Z1IlMQUa6IlCSHh1Xsa8AxE0olEcOY2SsEZ2+/oQ9932F5tmjYrtnvc9q96HcegkHQ+sGvhpCXpOYSz1muGOIafE65ev06nVgDuIHR53Setpq7IGT8dIOlhkq5OiYeI6N2Hbd/VsMujiCjuysANLY9V1bP+XNIvgOdK+ml5aIz4A5TJZDKZTCaTyWTmBIsC9xOuxAWTMkYa8hrg7cBywJdK5x8mBI7nIhtOF5zpgSslrWG7tvRonAM7HbBc2T4duIcIvAyTfx/y63VMzvjpAEmfAX5L6PAIeCth734DsKftzbrs90jbe3bY9tmEBtAUXaEZ/gXNZDKZTCaTyWQycxRJb7Z9+qjHMQ5Img98sV1wpoe+f06sYe8myshmVRKBpK8CqwLfSqe2B+4cpp37OJMDPx0g6WbbL245V5RfTXmsYd+bAqvani/pGcBTbd/dpv1TgBVs39Hta2YymUwmk8lkMplMJ0j6qO0vSDqcqVUQ2N6rx/6fDLyZqRbmB/bS70xkkMGZujKu2ZREkISe/zUdXmr7zFGOZ5zIpV6d8VdJbwG+k463BQrl+a4jZ5I+DWxA1AHOBxYhalxfVtN+K+CQ1G4lSesAB/bBXSyTyWQymUwmk8lkqiiyTwYlUvs9QkbjekqCxnOUQZYKrWr7gvIJSW8Djhvgaw6VpDc1TDHnGUMO/HTGTsBhwBHp+Cpg55R98/4e+t0GWJek82P795Ke2qb9/sBLgItT+5skrdTD62cymUwmk8lkMplMO7YHzgKelpyG+81ytsdWG2WY2P5VS0XIssASfer+U5LeDOyb+vwaEWib0YEfSZfb3rRCl7fIllpyREMbK3LgpwOSePNWNQ9f3kPXj9q2JAMkm/Z2PGb7IWmyCVgPr5/JZDKZTCaTyWQy7Vhf0nOBd0g6nmkcibvgSklr2b6lx35mPBUVIQvTpiKkIS8HPgzclI4/ZftbbdrPCGxvmn62S6CY88wb9QBmApKWk3SmpHvTv9MlLdeHrk+VdDTwNEnvBi4Ajm3T/jZJOwILSVo11dle2YdxZDKZTCaTyWQymUwVhSPx6kQ5VvlfP8q/NgWul3SHpJ9KuqXFyXgusQ1h5vMIREUI0K+AxtJE9cgviUyfFdWSUTBTkbSQpNtHPY5xJos7d4Ck8wlHrxPSqZ2BnWy/qoc+RVgXrg68moicn2v7/DbPWQzYL7WHcPk6yPbf656TyWQymUwmk8lkMr3SxJG4Yb+zXnS4UyRdY/slkm6wvV6qCLmqT+LO/wN83vY3kmTJwcAGtl/aa9/jgKTvAf+/vbuPlbwszzj+vSDACsqb0b4pKFShCCgodVetb6mSWqXG1ioi2qDYWCqobdKY+JJo0iamNrW0arUNFWirttaqtFYxVXYrIsjyllhoNQqxrRoVKEIAi1f/mN/RlRyWObtzzm9m9vtJTuY8z8yZc3FCNpk7z3Pfr2l709hZ5pGFnymsTPC6v71deN/r2h435Wv3Bj7d9hm78zslSZIkaZ6s1tdmZ5OOl1WS32UykvxZwB8AZwB/0/bcGbz3YfcuiiR5atutu/ve8yDJVib9cy9nODEF4CCkCXv8TOc7SV4KrNyBPBX4zgzed3uSk9pecX8vbHtPkh8kOajtrTP43ZIkSZI0qnXua7MwhhshH2RyI+R/mfw93ryzGyFrsdpJmGUp+gzeNHaAeeaJnykMxw/PBbYwaaZ8KXD27h4jG+4h/ixwI5Oq5Ern8VWP8g3H104ALubHq5hn704OSZIkSRpDkqsZJh23PWHYu3YW15sWzVpuhEhr4YmfKQz3S9fjiNjJa3z9PwxfkiRJkrQM1jrpeJlNfSNEP26Vce4AtzJpQP47w6TuPZYnfqaQ5P3AOW1vGdaHAO9oe8a4ySRJkiRpca1nX5tFs9YbIVO+56E7e77td3f1vedJkrcBX2cylCnAi4Ejge3Aq9s+fbx047PwM4UkV60cO9zZniRJkiRpbZI8iyknHS+z9ZhwluSrTE7CBDgMuHn4/mDgpraP3NX3nidJrmn72HvtXd32cas9t6fxqtd09kpySNub4YdVU/92kiRJkrSb2l6c5AsMn7GSHLosJ1HWYj1G2K8UdpK8D/hI238e1r8EPH/Wv29EdyT5deDvh/WvAXcO3+/xp132GjvAgngH8PkkbxuOkF0KvH2jQyR54TR7kiRJkrQIkvxmkm8A1zLpx3Ll8KjZ2rxS9AFo+wngSSPmmbXTgNOBbwHfHL5/aZIHAL89ZrB54FWvKSU5BnjmsPzXtl8aIcP2tife354kSZIkLYIk/wlsafvtsbMssySfBLYBFw5bpwFPbbvWgUNaQF5Xmt6hwO1tz0vykCSPbPvVjfjFwzG85wA/k+RPdnjqQOD/NiKDJEmSJK2DrwB3jB1iD3Aq8BbgI8N667C3FJJsAl4BPAbYtLLvQKYJCz9TSPIW4AnAUcB5wD5MKqVP3qAI/83kuOMpTI4+rrgNeN0GZZAkSZKkWXsDcOnQ4+eulc22Z48XafkMPZPOGTvHOroAuB44GXgrkxNN/z5qojniVa8pJLkaOAHYvjLJK8m1uzNWbxdzHMjk1NE9w3pvYL+2VsglSZIkLZwklwP/BlwH/GBlv+37Rwu1RJL8cdvXJvk4qzQ5bnvKCLFmbmXq9srn9CT7ANvabh472zzwxM907m7bJAVIcsBIOT4F/CLwvWH9gGFvmZpySZIkSdpz7NP29WOHWGIXDI9/OGqK9ff94fGWJMcC3wAeOmKeuWLhZzofSvLnwMFJzgTOAN43Qo5NbVeKPrT9XpL9R8ghSZIkSbPwiSSvAj7Oj1/12uPGua+HtlcOj5ck2Rd49PDUDW2/f98/uXDem+QQ4I3Ax4AHAm8aN9L88KrX/UgS4GHA0cCzgQCfbHvxCFk+B7ym7fZh/XjgT9tu2egskiRJkrS7kqw2MKdtj9jwMEssydOB9wNfY/KZ9uHAy9tuHTHWzKw2fGkjBzLNOws/U0hyXdvj5iDHScAHmDR7DvCTwItWqriSJEmSJN1bkiuBl7S9YVg/Gvjbto8fN9lsJNne9sR77V25LP99u8urXtPZnuSktleMGaLtFUmOZjJdDJbveJ4kSZKkPUiSF6yyfStwXdtvbXSeJbbPStEHoO1/DA2QF9rw+fgxwEH3+n/pQHYY676ns/AznScCpyW5EbidyWmbjjDVa3/g9cDhbc9M8qgkR7W9aCNzSJIkSdKMvALYAnxmWD8duBJ4ZJK3tr3gvn5Qa3Jlkr8ALhzWpwFfHDHPrBwFPBc4GHjeDvu3AWeOkmgOedVrCkkOX22/7Y0bnOODTP4RfFnbY4dC0KVtH7eROSRJkiRpFpJ8ksnnm28O658AzgdOBba2PXbMfMsiyX7AWcBThq1twLva3nXfP7U4kmxp+/mxc8wrT/xMYaMLPDtxZNsXJTkVoO0dQ/NpSZIkSVpED18p+gy+Nex9N4ltLWYgyd7ANW2PBv5o7Dzr5KokZzG59vXDK15tzxgv0vzYa+wAWpO7kzwAKECSI9lh5KEkSZIkLZjPJrkoycuTvBz46LB3AHDLyNmWQtt7gBuSHDZ2lnV0AZPhRycDlzCZzH3bqInmiFe9FkiSZwFvBI4BPgU8GfiNtp8dM5ckSZIk7YrhBsOvMvlsA/A54MP1g+pMJdkKnABczqRvLQBtTxkt1AwluartCUmubXv80Lh6W9vNY2ebBxZ+FkySBwObmTSYvqztt0eOJEmSJEmaY0mettp+20s2Ost6SHJ5258fCly/BXwDuLztESNHmwsWfhZAkqPbXp/kxFWeLvDdOepDJEmSJElTSbIZOBf4OWBfYG/g9rYHjhpMCyXJK4EPA8cD5wEPBN7c9j2jBpsTFn4WQJL3tn1Vks/cx0sezKRZ1+kbmUuSJEmSdkeSLwIvBv4OeALwMuDRbd8warAlkeQ2hh6xq7HAtmdwqtcCaPuq4fEZ9/WaJJ/auESSJEmSNBttv5xk76EJ8XlJrgIs/MxA2wcBJHkb8D9MmiAHOA34qRGjzUSS1+/s+bbLOsVsTSz8LJAkm5jcV3wKk6rtNuA9be9s++xRw0mSJEnS2t2RZF/g6iRvZ1KccPr07J3S9rE7rN+d5BrgzWMFmpEHDY9HAScBHxvWz2PSyFp41WuhJPkQk5F0Fw5bLwEObvvC8VJJkiRJ0q5JcjjwTSb9fV4HHAS8q+2XRw22ZJJcCvwZ8AEmhwhOBc5q+6RRg83I0NT5l9veNqwfBPxT26eOm2w+WPhZIEm+1PaY+9uTJEmSpHmXZG/g/LanjZ1l2SV5BPBO4MlMCj+fA17b9mvjpZqdJDcAx7e9a1jvB1zb9qhxk80Hr3otlu1JNre9DCDJE4EvjpxJkiRJktas7T1JDk+yb9u7x86zzIYCz6+MnWMdnQ9cnuQjw/r5wF+NF2e+eOJnASS5jklVdh8mdxdvGp46DLjeEz+SJEmSFlGS85mMcv8YcPvKvk15ZyvJQ4AzgUewwwGQtmeMlWnWkpwI/MKw3Nr2qjHzzBNP/CyG544dQJIkSZLWwVeGr734UaNezd5HmQwH+jRwz8hZ1kXb7cD2sXPMIws/C6DtjSvfJ3ksP6pibmt7zTipJEmSJGnXJLmg7enALW3fOXaePcD+bX9v7BAah2PyFkiSc4C/Bh46fF2Y5DXjppIkSZKkNXt8kp8GzkhySJJDd/waO9wSuijJc8YOoXHY42eBJLkW2NL29mF9APD5tsePm0ySJEmSppfkbODVwBHAfwHZ4em2PWKUYEsqyW3AAcBdwPeZ/L3b9sBRg2lDWPhZIEOT55Pa3jmsNwFXtD1u3GSSJEmStHZJ3t321WPnkJaZPX4Wy3nAF+41ou4vR8wjSZIkSbvMos/GSXII8Chg08pe263jJdJG8cTPghlG1D1lWG5zRJ0kSZIkaWeSvBI4B3gYcDWwmUnbkGeOGkwbwsKPJEmSJElLbKVtCHBZ28clORr4/bYvGDmaNoBTvSRJkiRJWm537tArdr+21wNHjZxJG8QeP5IkSZIkLbevJzkY+Efg4iQ3AzeOnEkbxKtekiRJkiTtIZI8DTgI+Je2d4+dR+vPwo8kSZIkSdKSssePJEmSJEnSkrLwI0mSJEmStKQs/EiSJEmSJC0pCz+SJEmSJElLysKPJEmSJEnSkvp/RIO1sNMAAAADSURBVCULtZ+zVGEAAAAASUVORK5CYII=\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"3NP9IAx0nIkw","colab":{"base_uri":"https://localhost:8080/","height":578},"executionInfo":{"status":"ok","timestamp":1620090856875,"user_tz":-120,"elapsed":296973,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"17da7f61-af6f-4ead-9d37-0fcb72d27db6"},"source":["keyword_pipe['yake'].setMinNGrams(1) \n","keyword_pipe['yake'].setNKeywords(3) \n","keyword_pipe['yake'].setMaxNGrams(5) \n","keyword_pipe['yake'].setWindowSize(6)\n","keyword_predictions = keyword_pipe.predict(df['Title'])\n","keyword_predictions.explode('keywords').keywords.value_counts()[0:100].plot.bar(title='Count of top 100 predicted keywords with new parameters.', figsize=(20,8))\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":10},{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"h6kgf8LpvoVC"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/dependency_parsing/NLU_typed_dependency_parsing_example.ipynb b/examples/colab/component_examples/dependency_parsing/NLU_typed_dependency_parsing_example.ipynb deleted file mode 100644 index 315301be..00000000 --- a/examples/colab/component_examples/dependency_parsing/NLU_typed_dependency_parsing_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_typed_dependency_parsing_example.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"s4ljYpQNp50r"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/dependency_parsing/NLU_typed_dependency_parsing_example.ipynb)\n","\n","# Typed Dependency Parsing with NLU. \n","![](https://nlp.johnsnowlabs.com/assets/images/dependency_parser.png)\n","\n","Each word in a sentence has a grammatical relation to other words in the sentence. \n","These relation pairs can be typed (i.e. subject or pronouns) or they can be untyped, in which case only the edges between the tokens will be predicted, withouth the label.\n","\n","With NLU you can get these relations and their types in just 1 line of code! \n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619905346261,"user_tz":-120,"elapsed":106923,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b151cfb1-176d-4bb5-9e47-89f0cdf5e11f"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:40:39-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.110.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:40:39 (58.0 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 78kB/s \n","\u001b[K |████████████████████████████████| 153kB 43.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 18.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 50.3MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"kHtLKNXDtZf5"},"source":["# 2. Load the Dependency model and predict some sample relationships"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":291},"executionInfo":{"status":"ok","timestamp":1619905429836,"user_tz":-120,"elapsed":190482,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"29989a7d-1474-4dfe-c67f-550c7cc2159a"},"source":["import nlu\n","dependency_pipe = nlu.load('dep')\n","dependency_pipe.predict('Untyped dependencies describe with their relationship a directed graph')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["dependency_typed_conllu download started this may take some time.\n","Approximate size to download 2.3 MB\n","[OK!]\n","dependency_conllu download started this may take some time.\n","Approximate size to download 16.7 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenposunlabeled_dependencylabeled_dependency
0Untyped dependencies describe with their relat...[Untyped dependencies describe with their rela...[Untyped, dependencies, describe, with, their,...[NNP, NNS, VBP, IN, PRP$, NN, DT, JJ, NN][ROOT, describe, Untyped, relationship, relati...[root, nsubj, parataxis, det, appos, nsubj, ns...
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"],"text/plain":[" document ... labeled_dependency\n","0 Untyped dependencies describe with their relat... ... [root, nsubj, parataxis, det, appos, nsubj, ns...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"5lrDNzw3tcqT"},"source":["# 3.1 Download sample dataset"]},{"cell_type":"code","metadata":{"id":"gpeS8DWBlrun","colab":{"base_uri":"https://localhost:8080/","height":602},"executionInfo":{"status":"ok","timestamp":1619905438457,"user_tz":-120,"elapsed":199097,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6a71ba58-34ed-4920-f3c8-7eed133943f3"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:43:48-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.89.238\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.89.238|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 54.9MB/s in 4.3s \n","\n","2021-05-01 21:43:52 (56.3 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
\n","

1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"uLWu8DG3tfjz"},"source":["## 3.2 Predict on sample dataset\n","NLU expects a text column, thus we must create it from the column that contains our text data"]},{"cell_type":"code","metadata":{"id":"3V5l-B6nl43U","colab":{"base_uri":"https://localhost:8080/","height":291},"executionInfo":{"status":"ok","timestamp":1619905453827,"user_tz":-120,"elapsed":214462,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"749446d8-b24f-4d8e-dbe3-580b4e87d396"},"source":["dependency_pipe = nlu.load('dep')\n","dependency_predictions = dependency_pipe.predict(df.comment.iloc[0:1])\n","dependency_predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["dependency_typed_conllu download started this may take some time.\n","Approximate size to download 2.3 MB\n","[OK!]\n","dependency_conllu download started this may take some time.\n","Approximate size to download 16.7 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenposunlabeled_dependencylabeled_dependency
0NC and NH.[NC and NH.][NC, and, NH, .][NNP, CC, NNP, .][ROOT, NH, NC, NC][root, cc, flat, punct]
\n","
"],"text/plain":[" document sentence ... unlabeled_dependency labeled_dependency\n","0 NC and NH. [NC and NH.] ... [ROOT, NH, NC, NC] [root, cc, flat, punct]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/dependency_parsing/NLU_untyped_dependency_parsing_example.ipynb b/examples/colab/component_examples/dependency_parsing/NLU_untyped_dependency_parsing_example.ipynb deleted file mode 100644 index b549db67..00000000 --- a/examples/colab/component_examples/dependency_parsing/NLU_untyped_dependency_parsing_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_untyped_dependency_parsing_example.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"s4ljYpQNp50r"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/dependency_parsing/NLU_untyped_dependency_parsing_example.ipynb)\n","\n","\n","# Untyped Dependency Parsing with NLU. \n","![](https://nlp.johnsnowlabs.com/assets/images/dependency_parser.png)\n","\n","Each word in a sentence has a grammatical relation to other words in the sentence. \n","These relation pairs can be typed (i.e. subject or pronouns) or they can be untyped, in which case only the edges between the tokens will be predicted, withouth the label.\n","\n","With NLU you can get these relations in just 1 line of code! \n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"SF5-Z-U4jukd","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619905368532,"user_tz":-120,"elapsed":113840,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7f6cba80-6299-4235-ad53-af9d63d087b3"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:40:55-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:40:55 (47.6 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 40.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 43.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"kHtLKNXDtZf5"},"source":["# 2. Load the Dependency model and predict some sample relationships"]},{"cell_type":"code","metadata":{"id":"7GJX5d6mjk5j","colab":{"base_uri":"https://localhost:8080/","height":291},"executionInfo":{"status":"ok","timestamp":1619905446121,"user_tz":-120,"elapsed":191423,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d30778e2-5b46-48e1-8015-2ced31845230"},"source":["import nlu\n","dependency_pipe = nlu.load('dep.untyped')\n","dependency_pipe.predict('Untyped dependencies describe with their relationship a directed graph')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["dependency_typed_conllu download started this may take some time.\n","Approximate size to download 2.3 MB\n","[OK!]\n","dependency_conllu download started this may take some time.\n","Approximate size to download 16.7 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenposunlabeled_dependencylabeled_dependency
0Untyped dependencies describe with their relat...[Untyped dependencies describe with their rela...[Untyped, dependencies, describe, with, their,...[NNP, NNS, VBP, IN, PRP$, NN, DT, JJ, NN][ROOT, describe, Untyped, relationship, relati...[root, nsubj, parataxis, det, appos, nsubj, ns...
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"],"text/plain":[" document ... labeled_dependency\n","0 Untyped dependencies describe with their relat... ... [root, nsubj, parataxis, det, appos, nsubj, ns...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"5lrDNzw3tcqT"},"source":["# 3.1 Download sample dataset"]},{"cell_type":"code","metadata":{"id":"gpeS8DWBlrun","colab":{"base_uri":"https://localhost:8080/","height":602},"executionInfo":{"status":"ok","timestamp":1619905454159,"user_tz":-120,"elapsed":199454,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5b5c5414-f419-48c1-f9d4-ac3f6c512560"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:44:06-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.238.197\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.238.197|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 96.8MB/s in 2.5s \n","\n","2021-05-01 21:44:08 (96.8 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
\n","

1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"uLWu8DG3tfjz"},"source":["## 3.2 Predict on sample dataset\n","NLU expects a text column, thus we must create it from the column that contains our text data"]},{"cell_type":"code","metadata":{"id":"3V5l-B6nl43U","colab":{"base_uri":"https://localhost:8080/","height":291},"executionInfo":{"status":"ok","timestamp":1619905469031,"user_tz":-120,"elapsed":214321,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f21619d6-1658-4465-e591-0e766431c7e2"},"source":["dependency_pipe = nlu.load('dep.untyped')\n","df['text'] = df['comment']\n","dependency_predictions = dependency_pipe.predict(df['text'].iloc[0:1])\n","dependency_predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["dependency_typed_conllu download started this may take some time.\n","Approximate size to download 2.3 MB\n","[OK!]\n","dependency_conllu download started this may take some time.\n","Approximate size to download 16.7 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenposunlabeled_dependencylabeled_dependency
0NC and NH.[NC and NH.][NC, and, NH, .][NNP, CC, NNP, .][ROOT, NH, NC, NC][root, cc, flat, punct]
\n","
"],"text/plain":[" document sentence ... unlabeled_dependency labeled_dependency\n","0 NC and NH. [NC and NH.] ... [ROOT, NH, NC, NC] [root, cc, flat, punct]\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/matchers/NLU_date_matching.ipynb b/examples/colab/component_examples/matchers/NLU_date_matching.ipynb deleted file mode 100644 index 088a76fa..00000000 --- a/examples/colab/component_examples/matchers/NLU_date_matching.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_date_matching.ipynb","provenance":[{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"NYQRU3pRO146"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/matchers/NLU_date_matching.ipynb)\n","\n","# Date Matching\n","\n"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ"},"source":["import os\n","! apt-get update -qq > /dev/null \n","# Install java\n","! apt-get install -y openjdk-8-jdk-headless -qq > /dev/null\n","os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n","os.environ[\"PATH\"] = os.environ[\"JAVA_HOME\"] + \"/bin:\" + os.environ[\"PATH\"]\n","! pip install nlu pyspark==2.4.7 > /dev/null\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Gph8XOL1Pzpl"},"source":["# NLU makes Date Matching easy. \n","\n"]},{"cell_type":"code","metadata":{"id":"pmpZSNvGlyZQ","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1604903819898,"user_tz":-60,"elapsed":96605,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"196ebf48-489e-4830-a716-395ae0bdefe5"},"source":["import nlu \n","\n","example_text = [\"A person like Jim or Joe\", \n"," \"An organisation like Microsoft or PETA\",\n"," \"A location like Germany\",\n"," \"Anything else like Playstation\", \n"," \"Person consisting of multiple tokens like Angela Merkel or Donald Trump\",\n"," \"Organisations consisting of multiple tokens like JP Morgan\",\n"," \"Locations consiting of multiple tokens like Los Angeles\", \n"," \"Anything else made up of multiple tokens like Super Nintendo\",]\n","\n","pipe = nlu.load('match.datetime',verbose = True)\n","pipe.predict(\"Jim and Joe went to the market next to the town hall\")\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Setting default lang to english\n","For input nlu_ref match.datetime detected : \n"," lang: en , component type: match , component dataset: datetime , component embeddings \n","Searching local Namespaces for SparkNLP reference.. \n","Found Spark NLP reference in language free aliases namespace\n","Starting Spark NLP to NLU pipeline conversion process\n"],"name":"stderr"},{"output_type":"stream","text":["match_datetime download started this may take some time.\n","Approx size to download 12.9 KB\n","[OK!]"],"name":"stdout"},{"output_type":"stream","text":["Extracting model from Spark NLP pipeline: document_67de075e1018 and creating Component\n","Parsed Component for : document\n","Extracted into NLU Component type : document\n","Extracting model from Spark NLP pipeline: SENTENCE_97da4bd8012c and creating Component\n","Parsed Component for : sentence\n","Extracted into NLU Component type : sentence\n","Extracting model from Spark NLP pipeline: REGEX_TOKENIZER_5211aea6ebb7 and creating Component\n","Parsed Component for : regex\n","Extracted into NLU Component type : regex\n","Extracting model from Spark NLP pipeline: MULTI_DATE_76982f2e0107 and creating Component\n","Parsed Component for : multi\n","Extracted into NLU Component type : multi\n","Inferred Spark reference nlp_ref=match_datetime and nlu_ref=match.datetime to NLP Annotator Class [, , , ]\n","Adding document_assembler to internal pipe\n","Adding sentence_detector to internal pipe\n","Adding regex_tokenizer to internal pipe\n","Adding date_matcher to internal pipe\n"],"name":"stderr"},{"output_type":"stream","text":["\n"],"name":"stdout"},{"output_type":"stream","text":["Inferred and set output level of pipeline to token\n","Getting field types for output SDF\n","Parsed type=document for field=document\n","Parsed type=document for field=sentence\n","Parsed type=token for field=token\n","Error there are no rows for this Component in the final Dataframe. For field=date. It will be dropped in the final dataset\n","NoneType: None\n","Parsed type=Error for field=date\n","Parsing field types done, parsed={'document': 'document', 'sentence': 'document', 'token': 'token', 'date': 'Error'}\n","Setting Output level as : token\n","Selecting Columns for field=document of type=document\n","Setting field for field=document of type=document to output level=document which is NOT SAME LEVEL\n","Selecting Columns for field=sentence of type=document\n","Setting field for field=sentence of type=document to output level=sentence which is NOT SAME LEVEL\n","Selecting Columns for field=date of type=Error\n","Setting field for field=date of type=Error to output level=token which is SAME LEVEL\n","exploding amd zipping at same level fields = ['token.result', 'date.result']\n","as same level fields = ['document.result', 'sentence.result']\n","Renaming columns and extracting meta data for outputlevel_same=True and fields_to_rename=['token.result', 'date.result'] and get_meta=False\n","Renaming Fields for old name=date.result and new name=date\n","Renaming exploded field : nr=0 , name=date.result to new_name=date\n","Renaming Fields for old name=token.result and new name=token\n","Renaming exploded field : nr=1 , name=token.result to new_name=token\n","Renaming columns and extracting meta data for outputlevel_same=False and fields_to_rename=['document.result', 'sentence.result'] and get_meta=False\n","Renaming Fields for old name=sentence.result and new name=sentence\n","Renaming non exploded field : nr=0 , original_name=sentence.result to new_name=sentence\n","Renaming Fields for old name=document.result and new name=document\n","Renaming non exploded field : nr=1 , original_name=document.result to new_name=document\n","Final cleanup select of same level =['date', 'token']\n","Final cleanup select of different level =['sentence', 'document', 'origin_index']\n","Final ptmp columns = ['text', 'origin_index', 'document', 'sentence', 'token', 'date', 'tmp', 'res']\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/html":["
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tokendate
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0JimNone
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"],"text/plain":[" token date\n","origin_index \n","0 Jim None\n","0 and None\n","0 Joe None\n","0 went None\n","0 to None\n","0 the None\n","0 market None\n","0 next None\n","0 to None\n","0 the None\n","0 town None\n","0 hall None"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"if5mQWqRxDst"},"source":["## Configure the date macher with custom parameters"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1604903822555,"user_tz":-60,"elapsed":99233,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b91c39ac-5885-4b58-dad5-c96d41690ca7"},"source":["pipe.print_info()\n","# Lets set our Chunker to only match NN\n","pipe['date_matcher'].setReadMonthFirst(True) \n","\n","# Now we can predict with the configured pipeline\n","pipe.predict(\"2020/01/01 was a intresting day\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('disabled') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : disabled\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n",">>> pipe['regex_tokenizer'] has settable params:\n","pipe['regex_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['regex_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['regex_tokenizer'].setMinLength(0) | Info: Set the minimum allowed length for each token | Currently set to : 0\n",">>> pipe['date_matcher'] has settable params:\n","pipe['date_matcher'].setDateFormat('yyyy/MM/dd') | Info: desired format for dates extracted | Currently set to : yyyy/MM/dd\n","pipe['date_matcher'].setDefaultDayWhenMissing(1) | Info: which day to set when it is missing from parsed input | Currently set to : 1\n","pipe['date_matcher'].setReadMonthFirst(True) | Info: Whether to parse july 07/05/2015 or as 05/07/2015 | Currently set to : True\n"],"name":"stdout"},{"output_type":"stream","text":["Getting field types for output SDF\n","Parsed type=document for field=document\n","Parsed type=document for field=sentence\n","Parsed type=token for field=token\n","Parsed type=date for field=date\n","Parsing field types done, parsed={'document': 'document', 'sentence': 'document', 'token': 'token', 'date': 'date'}\n","Setting Output level as : token\n","Selecting Columns for field=document of type=document\n","Setting field for field=document of type=document to output level=document which is NOT SAME LEVEL\n","Selecting Columns for field=sentence of type=document\n","Setting field for field=sentence of type=document to output level=sentence which is NOT SAME LEVEL\n","Selecting Columns for field=date of type=date\n","Setting field for field=date of type=date to output level=token which is SAME LEVEL\n","exploding amd zipping at same level fields = ['token.result', 'date.result']\n","as same level fields = ['document.result', 'sentence.result']\n","Renaming columns and extracting meta data for outputlevel_same=True and fields_to_rename=['token.result', 'date.result'] and get_meta=False\n","Renaming Fields for old name=date.result and new name=date\n","Renaming exploded field : nr=0 , name=date.result to new_name=date\n","Renaming Fields for old name=token.result and new name=token\n","Renaming exploded field : nr=1 , name=token.result to new_name=token\n","Renaming columns and extracting meta data for outputlevel_same=False and fields_to_rename=['document.result', 'sentence.result'] and get_meta=False\n","Renaming Fields for old name=sentence.result and new name=sentence\n","Renaming non exploded field : nr=0 , original_name=sentence.result to new_name=sentence\n","Renaming Fields for old name=document.result and new name=document\n","Renaming non exploded field : nr=1 , original_name=document.result to new_name=document\n","Final cleanup select of same level =['date', 'token']\n","Final cleanup select of different level =['sentence', 'document', 'origin_index']\n","Final ptmp columns = ['text', 'origin_index', 'document', 'sentence', 'token', 'date', 'tmp', 'res']\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/html":["
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tokendate
origin_index
02020/01/012020/01/01
0was2001/01/01
0aNone
0intrestingNone
0dayNone
\n","
"],"text/plain":[" token date\n","origin_index \n","0 2020/01/01 2020/01/01\n","0 was 2001/01/01\n","0 a None\n","0 intresting None\n","0 day None"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"2z5D3cPrEhu9","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1604903824401,"user_tz":-60,"elapsed":101040,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"441b2834-362d-440e-ee2c-724c72e690da"},"source":["pipe['date_matcher'].setReadMonthFirst(False) \n","\n","# Now we can predict with the configured pipeline\n","pipe.predict(\"2020/01/01 was a intresting day\")\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Getting field types for output SDF\n","Parsed type=document for field=document\n","Parsed type=document for field=sentence\n","Parsed type=token for field=token\n","Parsed type=date for field=date\n","Parsing field types done, parsed={'document': 'document', 'sentence': 'document', 'token': 'token', 'date': 'date'}\n","Setting Output level as : token\n","Selecting Columns for field=document of type=document\n","Setting field for field=document of type=document to output level=document which is NOT SAME LEVEL\n","Selecting Columns for field=sentence of type=document\n","Setting field for field=sentence of type=document to output level=sentence which is NOT SAME LEVEL\n","Selecting Columns for field=date of type=date\n","Setting field for field=date of type=date to output level=token which is SAME LEVEL\n","exploding amd zipping at same level fields = ['token.result', 'date.result']\n","as same level fields = ['document.result', 'sentence.result']\n","Renaming columns and extracting meta data for outputlevel_same=True and fields_to_rename=['token.result', 'date.result'] and get_meta=False\n","Renaming Fields for old name=date.result and new name=date\n","Renaming exploded field : nr=0 , name=date.result to new_name=date\n","Renaming Fields for old name=token.result and new name=token\n","Renaming exploded field : nr=1 , name=token.result to new_name=token\n","Renaming columns and extracting meta data for outputlevel_same=False and fields_to_rename=['document.result', 'sentence.result'] and get_meta=False\n","Renaming Fields for old name=sentence.result and new name=sentence\n","Renaming non exploded field : nr=0 , original_name=sentence.result to new_name=sentence\n","Renaming Fields for old name=document.result and new name=document\n","Renaming non exploded field : nr=1 , original_name=document.result to new_name=document\n","Final cleanup select of same level =['date', 'token']\n","Final cleanup select of different level =['sentence', 'document', 'origin_index']\n","Final ptmp columns = ['text', 'origin_index', 'document', 'sentence', 'token', 'date', 'tmp', 'res']\n"],"name":"stderr"},{"output_type":"execute_result","data":{"text/html":["
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tokendate
origin_index
02020/01/012020/01/01
0was2001/01/01
0aNone
0intrestingNone
0dayNone
\n","
"],"text/plain":[" token date\n","origin_index \n","0 2020/01/01 2020/01/01\n","0 was 2001/01/01\n","0 a None\n","0 intresting None\n","0 day None"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"n3p0gLbvEodo"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/multilingual/chinese_ner_pos_and_tokenization.ipynb b/examples/colab/component_examples/multilingual/chinese_ner_pos_and_tokenization.ipynb deleted file mode 100644 index 2f287704..00000000 --- a/examples/colab/component_examples/multilingual/chinese_ner_pos_and_tokenization.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"chinese_ner_pos_and_tokenization.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"E6qlUniWPXLL"},"source":["\n","\n","![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/component_examples/multilingual/chinese_ner_pos_and_tokenization.ipynb)\n","\n"," \n"," # Detect Named Entities (NER), Part of Speech Tags (POS) and Tokenize in Chinese\n","\n"]},{"cell_type":"markdown","metadata":{"id":"qMM7GQjNRDIC"},"source":["# Install NLU"]},{"cell_type":"code","metadata":{"id":"NyzSofTuC6Wl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619905738286,"user_tz":-120,"elapsed":107846,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"30393a2f-4fd0-404f-cd32-3f5e8cd06a3f"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:47:11-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-01 21:47:11 (1.47 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 34.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 50.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"bY8e6Wr5RG5N"},"source":["# Tokenize Chinese"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":581},"id":"9lKSMrKmCwSa","executionInfo":{"status":"ok","timestamp":1619905777058,"user_tz":-120,"elapsed":146609,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8f3d8994-11dc-4ea3-d211-61ea1b10e3ac"},"source":["# Tokenize in chinese\n","import nlu\n","# pipe = nlu.load('zh.tokenize') This is an alias that gives you the same model\n","\n","pipe = nlu.load('zh.segment_words')\n","\n","# Chinese for 'Donald Trump and Angela Merkel dont share many opinions'\n","\n","zh_data = ['唐纳德特朗普和安吉拉·默克尔没有太多意见']\n","df = pipe.predict(zh_data, output_level='token')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["wordseg_weibo download started this may take some time.\n","Approximate size to download 1.1 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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words_seg
0唐纳特
0德
0朗
0普
0和
0安吉拉
0·
0默
0克
0尔
0没
0有
0太
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"],"text/plain":[" words_seg\n","0 唐纳特\n","0 德\n","0 朗\n","0 普\n","0 和\n","0 安吉拉\n","0 ·\n","0 默\n","0 克\n","0 尔\n","0 没\n","0 有\n","0 太\n","0 多\n","0 意\n","0 见"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"jjKH8L9PRIIO"},"source":["# Extract Chinese POS"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":237},"id":"Z5soJqWwQHeq","executionInfo":{"status":"ok","timestamp":1619905794670,"user_tz":-120,"elapsed":164216,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"52c7185d-3d7c-4894-bc39-f9a3baba1b61"},"source":["# Extract Part of Speech\n","pipe = nlu.load('zh.pos')\n","zh_data = ['唐纳德特朗普和安吉拉·默克尔没有太多意见']\n","\n","df = pipe.predict(zh_data, output_level='document')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_ud_gsd download started this may take some time.\n","Approximate size to download 3.3 MB\n","[OK!]\n","wordseg_weibo download started this may take some time.\n","Approximate size to download 1.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentpos
0唐纳德特朗普和安吉拉·默克尔没有太多意见[PROPN, PROPN, PROPN, NOUN, CONJ, PROPN, PUNCT...
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"],"text/plain":[" document pos\n","0 唐纳德特朗普和安吉拉·默克尔没有太多意见 [PROPN, PROPN, PROPN, NOUN, CONJ, PROPN, PUNCT..."]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"mGi5xPJGRLcc"},"source":["# Extract Chinese NER"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":291},"id":"Zuc7qS_pDYsG","executionInfo":{"status":"ok","timestamp":1619905831242,"user_tz":-120,"elapsed":200782,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2d988925-cd47-420a-c542-629f87d2b121"},"source":["# Extract named chinese entities\n","pipe = nlu.load('zh.ner')\n","zh_data = ['唐纳德特朗普和安吉拉·默克尔没有太多意见']\n","df = pipe.predict(zh_data, output_level='document')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_msra_bert_768d download started this may take some time.\n","Approximate size to download 19.2 MB\n","[OK!]\n","bert_base_chinese download started this may take some time.\n","Approximate size to download 367.6 MB\n","[OK!]\n","wordseg_weibo download started this may take some time.\n","Approximate size to download 1.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentword_embedding_zh.embedentitiesentities_class
0唐纳德特朗普和安吉拉·默克尔没有太多意见[[-0.049358122050762177, -0.47514015436172485,...[唐纳德, 安吉拉][R, R]
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"],"text/plain":[" document ... entities_class\n","0 唐纳德特朗普和安吉拉·默克尔没有太多意见 ... [R, R]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"2dFXYx8GROR0"},"source":["# Translate Chinese extracted named entities to English"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":131},"id":"UHyNj4l3GXgn","executionInfo":{"status":"ok","timestamp":1619905889665,"user_tz":-120,"elapsed":259200,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"89267b23-e54e-4c11-ef07-d5aa2df978f1"},"source":["# Translate Chinese extracted named entities to English\n","translate_pipe = nlu.load('zh.translate_to.en')\n","en_entities = translate_pipe.predict(df.entities.str.join('.').values.tolist())\n","en_entities"],"execution_count":null,"outputs":[{"output_type":"stream","text":["translate_zh_en download started this may take some time.\n","Approx size to download 396.8 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetranslated
0唐纳德.安吉拉[唐纳德., 安吉拉][Donald Angela.]
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"],"text/plain":[" document sentence translated\n","0 唐纳德.安吉拉 [唐纳德., 安吉拉] [Donald Angela.]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"aNo9Yi9OOQWE"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/multilingual/japanese_ner_pos_and_tokenization.ipynb b/examples/colab/component_examples/multilingual/japanese_ner_pos_and_tokenization.ipynb deleted file mode 100644 index 1e82dcf6..00000000 --- a/examples/colab/component_examples/multilingual/japanese_ner_pos_and_tokenization.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"japanese_ner_pos_and_tokenization.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"E6qlUniWPXLL"},"source":["\n","\n","![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/component_examples/multilingual/japanese_ner_pos_and_tokenization.ipynb)\n","\n"," \n"," # Detect Named Entities (NER), Part of Speech Tags (POS) and Tokenize in Japanese\n"]},{"cell_type":"code","metadata":{"id":"NyzSofTuC6Wl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619905759814,"user_tz":-120,"elapsed":131097,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"87d13877-4391-4ebf-a69e-5687f6e43791"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:47:09-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:47:09 (63.9 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 64kB/s \n","\u001b[K |████████████████████████████████| 153kB 45.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 48.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"3D9XCZohRcei"},"source":["Tokenize Japanese"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":641},"id":"9lKSMrKmCwSa","executionInfo":{"status":"ok","timestamp":1619905834231,"user_tz":-120,"elapsed":205504,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e81ceb11-acd4-468c-bb9f-2d188cd72255"},"source":["# Tokenize in japanese\n","import nlu\n","# pipe = nlu.load('ja.tokenize') This is an alias that gives you the same model\n","\n","pipe = nlu.load('ja.segment_words')\n","# japanese for 'Donald Trump and Angela Merkel dont share many opinions'\n","ja_data = ['ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません']\n","df = pipe.predict(ja_data, output_level='token')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["wordseg_gsd_ud download started this may take some time.\n","Approximate size to download 979 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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words_seg
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"],"text/plain":[" words_seg\n","0 ドナルド\n","0 ・\n","0 トランプ\n","0 と\n","0 アンゲラ\n","0 ・\n","0 メルケル\n","0 は\n","0 多く\n","0 の\n","0 意見\n","0 を\n","0 共有\n","0 し\n","0 て\n","0 い\n","0 ませ\n","0 ん"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"fhaCyjFORgf_"},"source":["# Extract Part of Speech in Japanese\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":237},"id":"u8GGpELAP-ct","executionInfo":{"status":"ok","timestamp":1619905856388,"user_tz":-120,"elapsed":227655,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"cbf4402f-1176-4215-96a8-1ff66a248d90"},"source":["# Extract Part of Speech\n","pipe = nlu.load('ja.pos')\n","ja_data = ['ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません']\n","\n","df = pipe.predict(ja_data, output_level='document')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_ud_gsd download started this may take some time.\n","Approximate size to download 2.5 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n","wordseg_gsd_ud download started this may take some time.\n","Approximate size to download 979 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentpos
0ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません[PROPN, SYM, PROPN, ADP, PROPN, SYM, NOUN, ADP...
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"],"text/plain":[" document pos\n","0 ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません [PROPN, SYM, PROPN, ADP, PROPN, SYM, NOUN, ADP..."]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"YMXf6Ic2Riuc"},"source":["# Extract named japanese entities\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":291},"id":"Zuc7qS_pDYsG","executionInfo":{"status":"ok","timestamp":1619906142517,"user_tz":-120,"elapsed":513779,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b65adfeb-db68-454a-af2d-b777e6d2c5d5"},"source":["# Extract named japanese entities\n","pipe = nlu.load('ja.ner')\n","ja_data = ['ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません']\n","df = pipe.predict(ja_data, output_level='document')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_ud_gsd_glove_840B_300d download started this may take some time.\n","Approximate size to download 19.2 MB\n","[OK!]\n","glove_840B_300 download started this may take some time.\n","Approximate size to download 2.3 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n","wordseg_gsd_ud download started this may take some time.\n","Approximate size to download 979 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentword_embedding_glove_840B_300entitiesentities_class
0ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[トランプ, アンゲラ, メルケル][G, RSON, RSON]
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"],"text/plain":[" document ... entities_class\n","0 ドナルド・トランプとアンゲラ・メルケルは多くの意見を共有していません ... [G, RSON, RSON]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"koweiN6cRkyx"},"source":["# Translate Japanese extracted named entities to English"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":131},"id":"UHyNj4l3GXgn","executionInfo":{"status":"ok","timestamp":1619906221824,"user_tz":-120,"elapsed":593081,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"54af13b6-4501-4503-93bf-3257a749dc32"},"source":["# Translate Japanese extracted named entities to English\n","translate_pipe = nlu.load('ja.translate_to.en')\n","en_entities = translate_pipe.predict(df.entities.str.join('.').values.tolist())\n","en_entities"],"execution_count":null,"outputs":[{"output_type":"stream","text":["translate_ja_en download started this may take some time.\n","Approx size to download 380.5 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetranslated
0トランプ.アンゲラ.メルケル[トランプ., アンゲラ., メルケル][Cards.]
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"],"text/plain":[" document sentence translated\n","0 トランプ.アンゲラ.メルケル [トランプ., アンゲラ., メルケル] [Cards.]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"aNo9Yi9OOQWE"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/multilingual/korean_ner_pos_and_tokenization.ipynb b/examples/colab/component_examples/multilingual/korean_ner_pos_and_tokenization.ipynb deleted file mode 100644 index 929aab9b..00000000 --- a/examples/colab/component_examples/multilingual/korean_ner_pos_and_tokenization.ipynb +++ /dev/null @@ -1,502 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "korean_ner_pos_and_tokenization.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "E6qlUniWPXLL" - }, - "source": [ - "\n", - "\n", - "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n", - "\n", - "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples//colab/component_examples/multilingual/korean_ner_pos_and_tokenization.ipynb.ipynb)\n", - "\n", - " \n", - " # Detect Named Entities (NER), Part of Speech Tags (POS) and Tokenize in Korean" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "NyzSofTuC6Wl" - }, - "source": [ - "import os\n", - "! apt-get update -qq > /dev/null \n", - "# Install java\n", - "! apt-get install -y openjdk-8-jdk-headless -qq > /dev/null\n", - "os.environ[\"JAVA_HOME\"] = \"/usr/lib/jvm/java-8-openjdk-amd64\"\n", - "os.environ[\"PATH\"] = os.environ[\"JAVA_HOME\"] + \"/bin:\" + os.environ[\"PATH\"]\n", - "! pip install nlu pyspark==2.4.7 > /dev/null \n", - "import nlu\n" - ], - "execution_count": 1, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "S_HM_VWcRu5C" - }, - "source": [ - "# Tokenize in Korean" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 316 - }, - "id": "9lKSMrKmCwSa", - "outputId": "15554fca-ae3c-419d-b477-a89fd77860b0" - }, - "source": [ - "# Tokenize in Korean\n", - "import nlu\n", - "pipe = nlu.load('ko.segment_words')\n", - "\n", - "\n", - "# Korean for 'Asia's economy is booming'\n", - "ko_data = '아시아 경제는 호황을 누리고 있습니다'\n", - "\n", - "df = pipe.predict(ko_data, output_level='token')\n", - "df" - ], - "execution_count": 20, - "outputs": [ - { - "output_type": "stream", - "text": [ - "wordseg_kaist_ud download started this may take some time.\n", - "Approximate size to download 738.9 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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token
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posdocument
origin_index
0[PROPN, NOUN, NOUN, VERB, AUX, PROPN]아시아 경제는 호황을 누리고 있습니다
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" - ], - "text/plain": [ - " pos document\n", - "origin_index \n", - "0 [PROPN, NOUN, NOUN, VERB, AUX, PROPN] 아시아 경제는 호황을 누리고 있습니다" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 21 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "KngQezoxR0k5" - }, - "source": [ - "# Extract Named Entities in Korean" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 264 - }, - "id": "Zuc7qS_pDYsG", - "outputId": "5b21136d-2a6b-4663-9117-5dd1c0772ad0" - }, - "source": [ - "# Extract named korean entities \n", - "pipe = nlu.load('ko.ner.kmou.glove_840B_300d')\n", - "\n", - "# Since NER requires POS, we can tell NLU to keep the POS results with metadata=True\n", - "df = pipe.predict(ko_data, output_level='document')\n", - "df" - ], - "execution_count": 22, - "outputs": [ - { - "output_type": "stream", - "text": [ - "ner_kmou_glove_840B_300d download started this may take some time.\n", - "Approximate size to download 17.1 MB\n", - "[OK!]\n", - "wordseg_kaist_ud download started this may take some time.\n", - "Approximate size to download 738.9 KB\n", - "[OK!]\n", - "glove_840B_300 download started this may take some time.\n", - "Approximate size to download 2.3 GB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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entitiesentities_confidencedocumentner_confidenceword_embeddings
origin_index
0[아시아, 있습니][LC, DT]아시아 경제는 호황을 누리고 있습니다[1.0, 1.0, 1.0, 1.0, 0.6022999882698059, 0.728...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
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" - ], - "text/plain": [ - " entities ... word_embeddings\n", - "origin_index ... \n", - "0 [아시아, 있습니] ... [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...\n", - "\n", - "[1 rows x 5 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 22 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "nVIQ7eb7OAsS", - "outputId": "032dd463-cc0f-4f6d-8a10-bf3d323801d9" - }, - "source": [ - "df.entities" - ], - "execution_count": 23, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "origin_index\n", - "0 [아시아, 있습니]\n", - "Name: entities, dtype: object" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 23 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "GQHblvNvR4Zf" - }, - "source": [ - "# Translate Japanese extracted named entities to English" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 162 - }, - "id": "UHyNj4l3GXgn", - "outputId": "093009a4-37fd-4754-9f51-1cd7d78b15c3" - }, - "source": [ - "translate_pipe = nlu.load('ko.translate_to.en')\n", - "en_entities = translate_pipe.predict(df.entities.str.join(' ').values.tolist())\n", - "en_entities" - ], - "execution_count": 24, - "outputs": [ - { - "output_type": "stream", - "text": [ - "translate_ko_en download started this may take some time.\n", - "Approx size to download 397 MB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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translationsentence
origin_index
0Asia, Asia, Asia, Asia,아시아 있습니
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" - ], - "text/plain": [ - " translation sentence\n", - "origin_index \n", - "0 Asia, Asia, Asia, Asia, 아시아 있습니" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 24 - } - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "wnkmr3hv_TdJ" - }, - "source": [ - "" - ], - "execution_count": null, - "outputs": [] - } - ] -} \ No newline at end of file diff --git a/examples/colab/component_examples/named_entity_recognition_(NER)/NER_aspect_airline_ATIS.ipynb b/examples/colab/component_examples/named_entity_recognition_(NER)/NER_aspect_airline_ATIS.ipynb deleted file mode 100644 index 56732c29..00000000 --- a/examples/colab/component_examples/named_entity_recognition_(NER)/NER_aspect_airline_ATIS.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NER_aspect_airline_ATIS.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"NYQRU3pRO146"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/named_entity_recognition_(NER)/NER_aspect_airline_ATIS.ipynb)\n","\n","\n","Named entities are phrases that contain the names of persons, organizations, locations, times and quantities. Example:\n","
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\n","\n","#Content\n","ATIS dataset provides large number of messages and their associated intents that can be used in training a classifier. Within a chatbot, intent refers to the goal the customer has in mind when typing in a question or comment. While entity refers to the modifier the customer uses to describe their issue, the intent is what they really mean. For example, a user says, ‘I need new shoes.’ The intent behind the message is to browse the footwear on offer. Understanding the intent of the customer is key to implementing a successful chatbot experience for end-user.\n","https://www.kaggle.com/hassanamin/atis-airlinetravelinformationsystem\n","
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\n","\n","|Tags predicted by this model | \t\n","|------|\n"," | O|\n"," | I-depart_time.end_time|\n"," | B-arrive_date.date_relative|\n"," | I-fromloc.state_name|\n"," | B-depart_date.date_relative|\n"," | B-fromloc.state_code|\n"," | B-meal_description|\n"," | B-depart_time.time_relative|\n"," | I-fare_amount|\n"," | I-fromloc.city_name|\n"," | B-booking_class|\n"," | I-arrive_time.end_time|\n"," | B-return_date.today_relative|\n"," | B-fromloc.state_name|\n"," | B-round_trip|\n"," | B-depart_date.today_relative|\n"," | I-return_date.day_number|\n"," | I-depart_time.start_time|\n"," | B-period_of_day|\n"," | B-arrive_date.day_number|\n"," | B-flight_stop|\n"," | B-depart_date.day_name|\n"," | I-stoploc.city_name|\n"," | I-return_date.today_relative|\n"," | B-class_type|\n"," | B-stoploc.state_code|\n"," | B-economy|\n"," | B-depart_time.end_time|\n"," | B-return_date.date_relative|\n"," | I-fromloc.airport_name|\n"," | B-arrive_date.month_name|\n"," | I-flight_mod|\n"," | B-toloc.airport_code|\n"," | I-depart_time.end_time|\n"," | B-airline_code|\n"," | B-flight_mod|\n"," | B-cost_relative|\n"," | B-state_name|\n"," | B-fromloc.city_name|\n"," | B-depart_time.period_of_day|\n"," | I-city_name|\n"," | B-depart_time.period_mod|\n"," | B-city_name|\n"," | B-meal|\n"," | B-return_date.day_number|\n"," | I-airline_name|\n"," | I-restriction_code|\n"," | B-airline_name|\n"," | B-restriction_code|\n"," | B-flight|\n"," | B-transport_type|\n"," | B-time_relative|\n"," | B-arrive_time.time_relative|\n"," | B-fromloc.airport_code|\n"," | B-time|\n"," | I-toloc.city_name|\n"," | B-toloc.state_name|\n"," | B-meal_code|\n"," | I-arrive_date.day_number|\n"," | B-depart_time.start_time|\n"," | B-month_name|\n"," | B-fromloc.airport_name|\n"," | B-flight_number|\n"," | B-days_code|\n"," | I-meal_description|\n"," | B-fare_basis_code|\n"," | I-cost_relative|\n"," | I-time|\n"," | B-return_time.period_of_day|\n"," | I-depart_time.time|\n"," | B-depart_date.day_number|\n"," | I-economy|\n"," | B-arrive_time.start_time|\n"," | B-return_date.day_name|\n"," | B-return_time.period_mod|\n"," | B-airport_code|\n"," | B-stoploc.airport_code|\n"," | B-flight_time|\n"," | I-transport_type|\n"," | B-depart_date.month_name|\n"," | I-toloc.airport_name|\n"," | B-today_relative|\n"," | I-arrive_time.period_of_day|\n"," | B-day_name|\n"," | B-toloc.city_name|\n"," | B-connect|\n"," | I-round_trip|\n"," | B-depart_time.time|\n"," | B-airport_name|\n"," | B-arrive_time.period_of_day|\n"," | B-stoploc.airport_name|\n"," | I-class_type|\n"," | B-aircraft_code|\n"," | I-return_date.date_relative|\n"," | B-toloc.country_name|\n"," | I-flight_number|\n"," | B-state_code|\n"," | B-or|\n"," | I-depart_date.today_relative|\n"," | B-toloc.airport_name|\n"," | I-arrive_time.time|\n"," | I-flight_time|\n"," | I-state_name|\n"," | I-airport_name|\n"," | I-depart_time.period_of_day|\n"," | B-arrive_time.time|\n"," | B-depart_date.year|\n"," | I-flight_stop|\n"," | I-toloc.state_name|\n"," | B-arrive_date.day_name|\n"," | B-compartment|\n"," | I-depart_date.day_number|\n"," | I-meal_code|\n"," | B-arrive_time.end_time|\n"," | I-today_relative|\n"," | I-arrive_time.start_time|\n"," | B-toloc.state_code|\n"," | B-day_number|\n"," | I-arrive_time.time_relative|\n"," | I-fare_basis_code|\n"," | I-depart_time.time_relative|\n"," | B-return_date.month_name|\n"," | B-stoploc.city_name|\n"," | B-arrive_time.period_mod|\n"," | B-fare_amount|\n"," | B-mod|\n"," | B-arrive_date.today_relative|\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906511912,"user_tz":-120,"elapsed":116260,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bc3415c4-cb8d-4d61-a0be-dbcb347c4896"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:59:56-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:59:56 (48.5 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 75kB/s \n","\u001b[K |████████████████████████████████| 153kB 54.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 39.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Gph8XOL1Pzpl"},"source":["# NLU makes NER easy. \n","\n","You just need to load the NER model via ner.load() and predict on some dataset. \n","It could be a pandas dataframe with a column named text or just an array of strings."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":762},"id":"pmpZSNvGlyZQ","executionInfo":{"status":"ok","timestamp":1619906885198,"user_tz":-120,"elapsed":299542,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"991ce847-7757-4de3-bd18-127dc120d3ef"},"source":["import nlu \n","import pandas as pd\n","! wget http://ckl-it.de/wp-content/uploads/2021/01/atis_intents.csv\n","df = pd.read_csv(\"atis_intents.csv\")\n","df.columns = [\"flight\",\"text\"]\n","ner_df = nlu.load('en.ner.aspect.airline',).predict(df[\"text\"],output_level='chunk')\n","ner_df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:03:05-- http://ckl-it.de/wp-content/uploads/2021/01/atis_intents.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 391936 (383K) [text/csv]\n","Saving to: ‘atis_intents.csv’\n","\n","atis_intents.csv 100%[===================>] 382.75K 688KB/s in 0.6s \n","\n","2021-05-01 22:03:06 (688 KB/s) - ‘atis_intents.csv’ saved [391936/391936]\n","\n","nerdl_atis_840b_300d download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","glove_840B_300 download started this may take some time.\n","Approximate size to download 2.3 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentword_embedding_glove_840B_300entitiesentities_class
0what flights are available from pittsburgh to ...[[-0.038548000156879425, 0.5425199866294861, -...pittsburghfromloc.city_name
0what flights are available from pittsburgh to ...[[-0.038548000156879425, 0.5425199866294861, -...baltimoretoloc.city_name
0what flights are available from pittsburgh to ...[[-0.038548000156879425, 0.5425199866294861, -...thursdaydepart_date.day_name
0what flights are available from pittsburgh to ...[[-0.038548000156879425, 0.5425199866294861, -...morningdepart_time.period_of_day
1what is the arrival time in san francisco for ...[[-0.038548000156879425, 0.5425199866294861, -...arrival timeflight_time
...............
4975does continental fly from boston to san franci...[[-0.13562999665737152, 0.3321700096130371, -0...san franciscotoloc.city_name
4975does continental fly from boston to san franci...[[-0.13562999665737152, 0.3321700096130371, -0...denverstoploc.city_name
4976is there a delta flight from denver to san fra...[[-0.08496099710464478, 0.5019999742507935, 0....deltaairline_name
4976is there a delta flight from denver to san fra...[[-0.08496099710464478, 0.5019999742507935, 0....denverfromloc.city_name
4976is there a delta flight from denver to san fra...[[-0.08496099710464478, 0.5019999742507935, 0....san franciscotoloc.city_name
\n","

16693 rows × 4 columns

\n","
"],"text/plain":[" document ... entities_class\n","0 what flights are available from pittsburgh to ... ... fromloc.city_name\n","0 what flights are available from pittsburgh to ... ... toloc.city_name\n","0 what flights are available from pittsburgh to ... ... depart_date.day_name\n","0 what flights are available from pittsburgh to ... ... depart_time.period_of_day\n","1 what is the arrival time in san francisco for ... ... flight_time\n","... ... ... ...\n","4975 does continental fly from boston to san franci... ... toloc.city_name\n","4975 does continental fly from boston to san franci... ... stoploc.city_name\n","4976 is there a delta flight from denver to san fra... ... airline_name\n","4976 is there a delta flight from denver to san fra... ... fromloc.city_name\n","4976 is there a delta flight from denver to san fra... ... toloc.city_name\n","\n","[16693 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"STc7iOwtljGo"},"source":["## Lets explore our data which the predicted NER tags and visalize them! \n","\n","We specify [1:] so we dont see the count for the O-tag wich is the most common, since most words in a sentence are not named entities and thus not part of a chunk"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":920},"id":"UDSAYjadlfdK","executionInfo":{"status":"ok","timestamp":1619906886167,"user_tz":-120,"elapsed":299994,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6c1e0af0-4c33-4bc7-9610-7df90aef4414"},"source":["ner_df['entities'].value_counts()[0:50].plot.bar(title='Occurence of Named Entities in dataset', figsize=(20,14))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":4},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"YO6d6VYi4aJQ"},"source":["## Most occurding `fromloc.city_name` tagged entities"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":386},"id":"rlcEvP9tOSiy","executionInfo":{"status":"ok","timestamp":1619906887261,"user_tz":-120,"elapsed":301034,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7d3a0944-e8fc-4cad-ec9e-c81abdf9c99a"},"source":["ner_type_to_viz = 'fromloc.city_name'\n","ner_df[ner_df.entities_class == ner_type_to_viz]['entities'].value_counts().plot.bar(title='Most often occuring fromloc.city_name labeled entities in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"6R2-0v5Z4hMJ"},"source":["## Most occurding `flight_time` tagged entities"]},{"cell_type":"code","metadata":{"id":"ks6NDXg7RXG3","colab":{"base_uri":"https://localhost:8080/","height":368},"executionInfo":{"status":"ok","timestamp":1619906887263,"user_tz":-120,"elapsed":300979,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4118ee15-755f-4584-fdef-9830b37d4819"},"source":["ner_type_to_viz = 'flight_time'\n","ner_df[ner_df.entities_class == ner_type_to_viz]['entities'].value_counts().plot.bar(title='Most often occuring ORG labeled entities in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"67MNeUed5W0y"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_CONLL_2003_5class_example.ipynb b/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_CONLL_2003_5class_example.ipynb deleted file mode 100644 index e72a9d2f..00000000 --- a/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_CONLL_2003_5class_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_ner_CONLL_2003_5class_example.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"NYQRU3pRO146"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_CONLL_2003_5class_example.ipynb)\n","\n","\n","Named entities are phrases that contain the names of persons, organizations, locations, times and quantities. Example:\n","
\n","
\n","[ORG **U.N.** ] official [PER **Ekeus** ] heads for [LOC **Baghdad** ] . \n","
\n","\n","https://www.aclweb.org/anthology/W03-0419.pdf \n","CoNLL-2003 is a NER dataset that available in English and German. NLU provides pretrained languages for both of these languages.\n","\n","It features **5 classes** of tags, **LOC (location)** , **ORG(Organisation)**, **PER(Persons)** and the forth which describes all the named entities which do not belong to any of the thre previously mentioned tags **(MISC)**. \n","The fifth class **(O)** is used for tokens which belong to no named entity.\n","\n","\n","\n","\n","\n","|Tag | \tDescription |\n","|------|--------------|\n","|PER | A person like **Jim** or **Joe** |\n","|ORG | An organisation like **Microsoft** or **PETA**|\n","|LOC | A location like **Germany**|\n","|MISC | Anything else like **Playstation** |\n","|O| Everything that is not an entity. | \n","\n","\n","The shared task of [CoNLL-2003 concerns](https://www.clips.uantwerpen.be/conll2003/) language-independent named entity recognition. We will concentrate on four types of named entities: persons, locations, organizations and names of miscellaneous entities that do not belong to the previous three groups. The participants of the shared task will be offered training and test data for two languages. They will use the data for developing a named-entity recognition system that includes a machine learning component. For each language, additional information (lists of names and non-annotated data) will be supplied as well. The challenge for the participants is to find ways of incorporating this information in their system.\n","\n","\n","\n","\n","\n","\n","\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906485409,"user_tz":-120,"elapsed":104456,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b13d203a-ca47-40b5-c607-924443b753bf"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:59:41-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.109.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:59:41 (36.2 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 43.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Gph8XOL1Pzpl"},"source":["# NLU makes NER easy. \n","\n","You just need to load the NER model via ner.load() and predict on some dataset. \n","It could be a pandas dataframe with a column named text or just an array of strings."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":341},"id":"pmpZSNvGlyZQ","executionInfo":{"status":"ok","timestamp":1619906537307,"user_tz":-120,"elapsed":156336,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"03b9ab18-7a3f-46d0-d326-83d45b0edbcc"},"source":["import nlu \n","\n","example_text = [\"A person like Jim or Joe\", \n"," \"An organisation like Microsoft or PETA\",\n"," \"A location like Germany\",\n"," \"Anything else like Playstation\", \n"," \"Person consisting of multiple tokens like Angela Merkel or Donald Trump\",\n"," \"Organisations consisting of multiple tokens like JP Morgan\",\n"," \"Locations consiting of multiple tokens like Los Angeles\", \n"," \"Anything else made up of multiple tokens like Super Nintendo\",]\n","\n","nlu.load('ner').predict(example_text)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["onto_recognize_entities_sm download started this may take some time.\n","Approx size to download 160.1 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_nerentitiesentities_class
0A person like Jim or Joe[A person like Jim or Joe][A, person, like, Jim, or, Joe][[-0.2708599865436554, 0.04400600120425224, -0...[Jim, Joe][PERSON, PERSON]
1An organisation like Microsoft or PETA[An organisation like Microsoft or PETA][An, organisation, like, Microsoft, or, PETA][[-0.4214000105857849, -0.18796999752521515, 0...[Microsoft, PETA][ORG, ORG]
2A location like Germany[A location like Germany][A, location, like, Germany][[-0.2708599865436554, 0.04400600120425224, -0...[Germany][GPE]
3Anything else like Playstation[Anything else like Playstation][Anything, else, like, Playstation][[-0.029784999787807465, 0.08645900338888168, ...[Playstation][PRODUCT]
4Person consisting of multiple tokens like Ange...[Person consisting of multiple tokens like Ang...[Person, consisting, of, multiple, tokens, lik...[[0.3870899975299835, 0.3262900114059448, 0.64...[Angela Merkel, Donald Trump][PERSON, PERSON]
5Organisations consisting of multiple tokens li...[Organisations consisting of multiple tokens l...[Organisations, consisting, of, multiple, toke...[[-0.19327999651432037, 0.6523399949073792, -1...[JP Morgan][ORG]
6Locations consiting of multiple tokens like Lo...[Locations consiting of multiple tokens like L...[Locations, consiting, of, multiple, tokens, l...[[0.06345599889755249, -0.042142000049352646, ...[Los Angeles][GPE]
7Anything else made up of multiple tokens like ...[Anything else made up of multiple tokens like...[Anything, else, made, up, of, multiple, token...[[-0.029784999787807465, 0.08645900338888168, ...[Super Nintendo][PRODUCT]
\n","
"],"text/plain":[" document ... entities_class\n","0 A person like Jim or Joe ... [PERSON, PERSON]\n","1 An organisation like Microsoft or PETA ... [ORG, ORG]\n","2 A location like Germany ... [GPE]\n","3 Anything else like Playstation ... [PRODUCT]\n","4 Person consisting of multiple tokens like Ange... ... [PERSON, PERSON]\n","5 Organisations consisting of multiple tokens li... ... [ORG]\n","6 Locations consiting of multiple tokens like Lo... ... [GPE]\n","7 Anything else made up of multiple tokens like ... ... [PRODUCT]\n","\n","[8 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qgGdEUgkMika","executionInfo":{"status":"ok","timestamp":1619906542469,"user_tz":-120,"elapsed":161491,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"397a4f68-4127-424d-d86b-4fac1d85e9ca"},"source":["text = [\"Barclays misled shareholders and the public about one of the biggest investments in the bank's history, a BBC Panorama investigation has found.\",\n","\"The bank announced in 2008 that Manchester City owner Sheikh Mansour had agreed to invest more than £3bn.\",\n","\"But the BBC found that the money, which helped Barclays avoid a bailout by British taxpayers, actually came from the Abu Dhabi government.\",\n","\"Barclays said the mistake in its accounts was 'a drafting error'.\",\n","\"Unlike RBS and Lloyds TSB, Barclays narrowly avoided having to request a government bailout late in 2008 after it was rescued by £7bn worth of new investment, most of which came from the Gulf states of Qatar and Abu Dhabi.\",\n","\"The S&P 500's price to earnings multiple is 71% higher than Apple's, and if Apple were simply valued at the same multiple, its share price would be $840, which is 52% higher than its current price.\",\n","\"Alice has a cat named Alice and also a dog named Alice and also a parrot named Alice, it is her favorite name!\"\n","] + example_text\n","ner_df = nlu.load('ner').predict(text, output_level= 'chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["onto_recognize_entities_sm download started this may take some time.\n","Approx size to download 160.1 MB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"5nhKQZPpSRxv","executionInfo":{"status":"ok","timestamp":1619906545257,"user_tz":-120,"elapsed":164273,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"92d844a6-b894-457e-8584-d7af6082ea67"},"source":["ner_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentword_embedding_nerentitiesentities_class
0Barclays misled shareholders and the public ab...[[0.044123999774456024, -0.47940999269485474, ...BarclaysORG
0Barclays misled shareholders and the public ab...[[0.044123999774456024, -0.47940999269485474, ...about oneCARDINAL
0Barclays misled shareholders and the public ab...[[0.044123999774456024, -0.47940999269485474, ...BBC PanoramaORG
1The bank announced in 2008 that Manchester Cit...[[-0.03819400072097778, -0.24487000703811646, ...2008DATE
1The bank announced in 2008 that Manchester Cit...[[-0.03819400072097778, -0.24487000703811646, ...Manchester CityGPE
1The bank announced in 2008 that Manchester Cit...[[-0.03819400072097778, -0.24487000703811646, ...Sheikh MansourPERSON
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....BBCORG
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....BarclaysORG
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....BritishNORP
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....Abu DhabiGPE
3Barclays said the mistake in its accounts was ...[[0.044123999774456024, -0.47940999269485474, ...BarclaysORG
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...RBSORG
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...Lloyds TSB, BarclaysORG
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...2008DATE
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...GulfLOC
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...QatarGPE
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...Abu Dhabi.GPE
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...S&PORG
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...500'sDATE
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...71%PERCENT
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...Apple's,CARDINAL
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...AppleORG
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...$840CARDINAL
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...52%PERCENT
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....AlicePERSON
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....AlicePERSON
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....AlicePERSON
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....Alice,PERSON
7A person like Jim or Joe[[-0.2708599865436554, 0.04400600120425224, -0...JimPERSON
7A person like Jim or Joe[[-0.2708599865436554, 0.04400600120425224, -0...JoePERSON
8An organisation like Microsoft or PETA[[-0.4214000105857849, -0.18796999752521515, 0...MicrosoftORG
8An organisation like Microsoft or PETA[[-0.4214000105857849, -0.18796999752521515, 0...PETAORG
9A location like Germany[[-0.2708599865436554, 0.04400600120425224, -0...GermanyGPE
10Anything else like Playstation[[-0.029784999787807465, 0.08645900338888168, ...PlaystationPRODUCT
11Person consisting of multiple tokens like Ange...[[0.3870899975299835, 0.3262900114059448, 0.64...Angela MerkelPERSON
11Person consisting of multiple tokens like Ange...[[0.3870899975299835, 0.3262900114059448, 0.64...Donald TrumpPERSON
12Organisations consisting of multiple tokens li...[[-0.19327999651432037, 0.6523399949073792, -1...JP MorganORG
13Locations consiting of multiple tokens like Lo...[[0.06345599889755249, -0.042142000049352646, ...Los AngelesGPE
14Anything else made up of multiple tokens like ...[[-0.029784999787807465, 0.08645900338888168, ...Super NintendoPRODUCT
\n","
"],"text/plain":[" document ... entities_class\n","0 Barclays misled shareholders and the public ab... ... ORG\n","0 Barclays misled shareholders and the public ab... ... CARDINAL\n","0 Barclays misled shareholders and the public ab... ... ORG\n","1 The bank announced in 2008 that Manchester Cit... ... DATE\n","1 The bank announced in 2008 that Manchester Cit... ... GPE\n","1 The bank announced in 2008 that Manchester Cit... ... PERSON\n","2 But the BBC found that the money, which helped... ... ORG\n","2 But the BBC found that the money, which helped... ... ORG\n","2 But the BBC found that the money, which helped... ... NORP\n","2 But the BBC found that the money, which helped... ... GPE\n","3 Barclays said the mistake in its accounts was ... ... ORG\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... ORG\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... ORG\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... DATE\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... LOC\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... GPE\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... GPE\n","5 The S&P 500's price to earnings multiple is 71... ... ORG\n","5 The S&P 500's price to earnings multiple is 71... ... DATE\n","5 The S&P 500's price to earnings multiple is 71... ... PERCENT\n","5 The S&P 500's price to earnings multiple is 71... ... CARDINAL\n","5 The S&P 500's price to earnings multiple is 71... ... ORG\n","5 The S&P 500's price to earnings multiple is 71... ... CARDINAL\n","5 The S&P 500's price to earnings multiple is 71... ... PERCENT\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","7 A person like Jim or Joe ... PERSON\n","7 A person like Jim or Joe ... PERSON\n","8 An organisation like Microsoft or PETA ... ORG\n","8 An organisation like Microsoft or PETA ... ORG\n","9 A location like Germany ... GPE\n","10 Anything else like Playstation ... PRODUCT\n","11 Person consisting of multiple tokens like Ange... ... PERSON\n","11 Person consisting of multiple tokens like Ange... ... PERSON\n","12 Organisations consisting of multiple tokens li... ... ORG\n","13 Locations consiting of multiple tokens like Lo... ... GPE\n","14 Anything else made up of multiple tokens like ... ... PRODUCT\n","\n","[39 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"STc7iOwtljGo"},"source":["## Lets explore our data which the predicted NER tags and visalize them! \n","\n","We specify [1:] so we dont se the count for the O-tag wich is the most common, since most words in a sentence are not named entities and thus not part of a chunk"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":392},"id":"UDSAYjadlfdK","executionInfo":{"status":"ok","timestamp":1619906545258,"user_tz":-120,"elapsed":164268,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c99390e2-f5da-4c8f-de4e-6494fe31704f"},"source":["ner_df['entities'].value_counts()[1:].plot.bar(title='Occurence of Named Entity tokens in dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":310},"id":"rlcEvP9tOSiy","executionInfo":{"status":"ok","timestamp":1619906545259,"user_tz":-120,"elapsed":164264,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bb35185e-2890-41f7-f62e-b4005c91997b"},"source":["ner_type_to_viz = 'LOC'\n","ner_df[ner_df.entities_class == ner_type_to_viz]['entities'].value_counts().plot.bar(title='Most often occuring LOC labeled tokens in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"ks6NDXg7RXG3","colab":{"base_uri":"https://localhost:8080/","height":392},"executionInfo":{"status":"ok","timestamp":1619906545260,"user_tz":-120,"elapsed":164260,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9a851eab-c5ff-4c5f-af31-ba57a0baec91"},"source":["ner_type_to_viz = 'ORG'\n","ner_df[ner_df.entities_class == ner_type_to_viz]['entities'].value_counts().plot.bar(title='Most often occuring ORG labeled tokens in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"BDe5P8ByVOU_"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_ONTO_18class_example.ipynb b/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_ONTO_18class_example.ipynb deleted file mode 100644 index e5f1ca01..00000000 --- a/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_ONTO_18class_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_ner_ONTO_18class_example.ipynb","provenance":[{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599267946314}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"NYQRU3pRO146"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/named_entity_recognition_(NER)/NLU_ner_ONTO_18class_example.ipynb)\n","\n","# Named-entity recognition with Deep Learning ONTO NOTES\n","\n","Named-Entity recognition is a well-known technique in information extraction it is also known as entity identification, entity chunking and entity extraction. Knowing the relevant tags for each article help in automatically categorizing the articles in defined hierarchies and enable smooth content discovery. This pipeline is based on NerDLApproach annotator with Char CNN - BiLSTM and GloVe Embeddings on the OntoNotes corpus and supports the identification of 18 entities.\n","\n","\n","Following NER classes can be detected by this model\n","\n","\n","\n","\n","|Type | \tDescription |\n","|------|--------------|\n","| PERSON | \tPeople, including fictional like **Harry Potter** |\n","| NORP | \tNationalities or religious or political groups like the **Germans** |\n","| FAC | \tBuildings, airports, highways, bridges, etc. like **New York Airport** |\n","| ORG | \tCompanies, agencies, institutions, etc. like **Microsoft** |\n","| GPE | \tCountries, cities, states. like **Germany** |\n","| LOC | \tNon-GPE locations, mountain ranges, bodies of water. Like the **Sahara desert**|\n","| PRODUCT | \tObjects, vehicles, foods, etc. (Not services.) like **playstation** |\n","| EVENT | \tNamed hurricanes, battles, wars, sports events, etc. like **hurricane Katrina**|\n","| WORK_OF_ART | \tTitles of books, songs, etc. Like **Mona Lisa** |\n","| LAW | \tNamed documents made into laws. Like : **Declaration of Independence** |\n","| LANGUAGE | \tAny named language. Like **Turkish**|\n","| DATE | \tAbsolute or relative dates or periods. Like every second **friday**|\n","| TIME | \tTimes smaller than a day. Like **every minute**|\n","| PERCENT | \tPercentage, including ”%“. Like **55%** of workers enjoy their work |\n","| MONEY | \tMonetary values, including unit. Like **50$** for those pants |\n","| QUANTITY | \tMeasurements, as of weight or distance. Like this person weights **50kg** |\n","| ORDINAL | \t“first”, “second”, etc. Like David placed **first** in the tournament |\n","| CARDINAL | \tNumerals that do not fall under another type. Like **hundreds** of models are avaiable in NLU |"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906478228,"user_tz":-120,"elapsed":104818,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f2f732f2-d47c-4189-c60e-126bb4a7c680"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:59:33-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 21:59:33 (51.7 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 79kB/s \n","\u001b[K |████████████████████████████████| 153kB 43.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 60.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Gph8XOL1Pzpl"},"source":["# NLU makes NER easy. \n","\n","You just need to load the NER model via ner.load() and predict on some dataset. \n","It could be a pandas dataframe with a column named text or just an array of strings."]},{"cell_type":"code","metadata":{"id":"pmpZSNvGlyZQ","colab":{"base_uri":"https://localhost:8080/","height":641},"executionInfo":{"status":"ok","timestamp":1619906534563,"user_tz":-120,"elapsed":161145,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"560d1f4c-62d9-4914-f74c-9007b1833259"},"source":["import nlu \n","\n","example_text = ['People, including fictional like Harry Potter.',\n","'Nationalities or religious or political groups like Germans.',\n","'Buildings, airports, highways, bridges, etc. like New York Airport',\n","'Companies, agencies, institutions, etc. like Microsoft',\n","'Countries, cities, states. like Germany',\n","'Non-GPE locations, mountain ranges, bodies of water. Like Sahara Destert',\n","'Objects, vehicles, foods, etc. (Not services.) Like the a or playstation or Playstation',\n","'Named hurricanes, battles, wars, sports events, etc. like hurricane Katrina',\n","'Titles of books, songs, etc. Like the Mona Lisa',\n","'Named documents made into laws. Like the Declaration of Independence',\n","'Any named language. Like English',\n","'Absolute or relative dates or periods. Like every second friday',\n","'Times smaller than a day. Like every minute',\n","'Percentage, including ”%“. Like 55% of workers enjoy their work',\n","'Monetary values, including unit. Like 50$ for those pants',\n","'Measurements, as of weight or distance. Like this person weights 50kg',\n","'“first”, “second”, etc. Like David place first in the tournament',\n","'Numerals that do not fall under another type. Like hundreds of models are avaiable in NLU',]\n","nlu.load('ner.onto').predict(example_text)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["onto_recognize_entities_sm download started this may take some time.\n","Approx size to download 160.1 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_ontoentitiesentities_class
0People, including fictional like Harry Potter.[People, including fictional like Harry Potter.][People,, including, fictional, like, Harry, P...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[Harry Potter.][PERSON]
1Nationalities or religious or political groups...[Nationalities or religious or political group...[Nationalities, or, religious, or, political, ...[[-0.02076599933207035, 0.5784800052642822, 0....NaNNaN
2Buildings, airports, highways, bridges, etc. l...[Buildings, airports, highways, bridges, etc. ...[Buildings,, airports,, highways,, bridges,, e...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[New York Airport][FAC]
3Companies, agencies, institutions, etc. like M...[Companies, agencies, institutions, etc. like ...[Companies,, agencies,, institutions,, etc., l...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[Microsoft][ORG]
4Countries, cities, states. like Germany[Countries, cities, states., like Germany][Countries,, cities,, states., like, Germany][[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[Germany][GPE]
5Non-GPE locations, mountain ranges, bodies of ...[Non-GPE locations, mountain ranges, bodies of...[Non-GPE, locations,, mountain, ranges,, bodie...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[Non-GPE, Sahara Destert][ORG, LOC]
6Objects, vehicles, foods, etc. (Not services.)...[Objects, vehicles, foods, etc., (Not services...[Objects,, vehicles,, foods,, etc., (Not, serv...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[Playstation][PRODUCT]
7Named hurricanes, battles, wars, sports events...[Named hurricanes, battles, wars, sports event...[Named, hurricanes,, battles,, wars,, sports, ...[[-0.3515700101852417, -0.1662600040435791, 0....[hurricane Katrina][EVENT]
8Titles of books, songs, etc. Like the Mona Lisa[Titles of books, songs, etc., Like the Mona L...[Titles, of, books,, songs,, etc., Like, the, ...[[0.5689799785614014, -0.38422998785972595, 0....[Lisa][PERSON]
9Named documents made into laws. Like the Decla...[Named documents made into laws., Like the Dec...[Named, documents, made, into, laws., Like, th...[[-0.3515700101852417, -0.1662600040435791, 0....NaNNaN
10Any named language. Like English[Any named language., Like English][Any, named, language., Like, English][[-0.2367600053548813, 0.15658999979496002, 0....[English][LANGUAGE]
11Absolute or relative dates or periods. Like ev...[Absolute or relative dates or periods., Like ...[Absolute, or, relative, dates, or, periods., ...[[-0.0853630006313324, -0.5337499976158142, 1....[second][ORDINAL]
12Times smaller than a day. Like every minute[Times smaller than a day., Like every minute][Times, smaller, than, a, day., Like, every, m...[[-0.29739999771118164, 0.1302099972963333, 0....NaNNaN
13Percentage, including ”%“. Like 55% of workers...[Percentage, including ”%“., Like 55% of worke...[Percentage,, including, ”%“., Like, 55, %, of...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[55%][PERCENT]
14Monetary values, including unit. Like 50$ for ...[Monetary values, including unit., Like 50$ fo...[Monetary, values,, including, unit., Like, 50...[[0.3520300090312958, -0.1374099999666214, 0.2...[50$][MONEY]
15Measurements, as of weight or distance. Like t...[Measurements, as of weight or distance., Like...[Measurements,, as, of, weight, or, distance.,...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[50kg][PERSON]
16“first”, “second”, etc. Like David place first...[“first”, “second”, etc., Like David place fir...[“first”,, “second”,, etc., Like, David, place...[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...[David, first][PERSON, ORDINAL]
17Numerals that do not fall under another type. ...[Numerals that do not fall under another type....[Numerals, that, do, not, fall, under, another...[[-0.2671700119972229, 0.7479100227355957, -0....[hundreds, NLU][CARDINAL, ORG]
\n","
"],"text/plain":[" document ... entities_class\n","0 People, including fictional like Harry Potter. ... [PERSON]\n","1 Nationalities or religious or political groups... ... NaN\n","2 Buildings, airports, highways, bridges, etc. l... ... [FAC]\n","3 Companies, agencies, institutions, etc. like M... ... [ORG]\n","4 Countries, cities, states. like Germany ... [GPE]\n","5 Non-GPE locations, mountain ranges, bodies of ... ... [ORG, LOC]\n","6 Objects, vehicles, foods, etc. (Not services.)... ... [PRODUCT]\n","7 Named hurricanes, battles, wars, sports events... ... [EVENT]\n","8 Titles of books, songs, etc. Like the Mona Lisa ... [PERSON]\n","9 Named documents made into laws. Like the Decla... ... NaN\n","10 Any named language. Like English ... [LANGUAGE]\n","11 Absolute or relative dates or periods. Like ev... ... [ORDINAL]\n","12 Times smaller than a day. Like every minute ... NaN\n","13 Percentage, including ”%“. Like 55% of workers... ... [PERCENT]\n","14 Monetary values, including unit. Like 50$ for ... ... [MONEY]\n","15 Measurements, as of weight or distance. Like t... ... [PERSON]\n","16 “first”, “second”, etc. Like David place first... ... [PERSON, ORDINAL]\n","17 Numerals that do not fall under another type. ... ... [CARDINAL, ORG]\n","\n","[18 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"qgGdEUgkMika","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906539857,"user_tz":-120,"elapsed":166433,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d95750e5-df16-43d7-fde8-c0130e043aac"},"source":["text = [\"Barclays misled shareholders and the public about one of the biggest investments in the bank's history, a BBC Panorama investigation has found.\",\n","\"The bank announced in 2008 that Manchester City owner Sheikh Mansour had agreed to invest more than £3bn.\",\n","\"But the BBC found that the money, which helped Barclays avoid a bailout by British taxpayers, actually came from the Abu Dhabi government.\",\n","\"Barclays said the mistake in its accounts was 'a drafting error'.\",\n","\"Unlike RBS and Lloyds TSB, Barclays narrowly avoided having to request a government bailout late in 2008 after it was rescued by £7bn worth of new investment, most of which came from the Gulf states of Qatar and Abu Dhabi.\",\n","\"The S&P 500's price to earnings multiple is 71% higher than Apple's, and if Apple were simply valued at the same multiple, its share price would be $840, which is 52% higher than its current price.\",\n","\"Alice has a cat named Alice and also a dog named Alice and also a parrot named Alice, it is her favorite name!\"\n","] + example_text\n","ner_df = nlu.load('ner.onto').predict(text, output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["onto_recognize_entities_sm download started this may take some time.\n","Approx size to download 160.1 MB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"STc7iOwtljGo"},"source":["## Lets explore our data which the predicted NER tags and visalize them! \n","\n","We specify [1:] so we dont se the count for the O-tag wich is the most common, since most words in a sentence are not named entities and thus not part of a chunk"]},{"cell_type":"code","metadata":{"id":"UDSAYjadlfdK","colab":{"base_uri":"https://localhost:8080/","height":392},"executionInfo":{"status":"ok","timestamp":1619906540401,"user_tz":-120,"elapsed":166972,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7170936b-db59-4a80-adb1-78e3bde3e875"},"source":["ner_df['entities'].value_counts()[1:].plot.bar(title='Occurence of Named Entity tokens in dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":4},{"output_type":"display_data","data":{"image/png":"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0Barclays misled shareholders and the public ab...[[0.044123999774456024, -0.47940999269485474, ...BarclaysORG
0Barclays misled shareholders and the public ab...[[0.044123999774456024, -0.47940999269485474, ...about oneCARDINAL
0Barclays misled shareholders and the public ab...[[0.044123999774456024, -0.47940999269485474, ...BBC PanoramaORG
1The bank announced in 2008 that Manchester Cit...[[-0.03819400072097778, -0.24487000703811646, ...2008DATE
1The bank announced in 2008 that Manchester Cit...[[-0.03819400072097778, -0.24487000703811646, ...Manchester CityGPE
1The bank announced in 2008 that Manchester Cit...[[-0.03819400072097778, -0.24487000703811646, ...Sheikh MansourPERSON
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....BBCORG
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....BarclaysORG
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....BritishNORP
2But the BBC found that the money, which helped...[[-0.05707800015807152, 0.3987399935722351, 0....Abu DhabiGPE
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4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...RBSORG
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...Lloyds TSB, BarclaysORG
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...2008DATE
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...GulfLOC
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...QatarGPE
4Unlike RBS and Lloyds TSB, Barclays narrowly a...[[-0.32710000872612, 0.4879100024700165, 0.416...Abu Dhabi.GPE
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...S&PORG
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...500'sDATE
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...71%PERCENT
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...Apple's,CARDINAL
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...AppleORG
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...$840CARDINAL
5The S&P 500's price to earnings multiple is 71...[[-0.03819400072097778, -0.24487000703811646, ...52%PERCENT
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....AlicePERSON
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....AlicePERSON
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....AlicePERSON
6Alice has a cat named Alice and also a dog nam...[[0.28501999378204346, -0.4355500042438507, 0....Alice,PERSON
7People, including fictional like Harry Potter.[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...Harry Potter.PERSON
8Nationalities or religious or political groups...[[-0.02076599933207035, 0.5784800052642822, 0....NaNNaN
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24Numerals that do not fall under another type. ...[[-0.2671700119972229, 0.7479100227355957, -0....hundredsCARDINAL
24Numerals that do not fall under another type. ...[[-0.2671700119972229, 0.7479100227355957, -0....NLUORG
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DATE\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... LOC\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... GPE\n","4 Unlike RBS and Lloyds TSB, Barclays narrowly a... ... GPE\n","5 The S&P 500's price to earnings multiple is 71... ... ORG\n","5 The S&P 500's price to earnings multiple is 71... ... DATE\n","5 The S&P 500's price to earnings multiple is 71... ... PERCENT\n","5 The S&P 500's price to earnings multiple is 71... ... CARDINAL\n","5 The S&P 500's price to earnings multiple is 71... ... ORG\n","5 The S&P 500's price to earnings multiple is 71... ... CARDINAL\n","5 The S&P 500's price to earnings multiple is 71... ... PERCENT\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","6 Alice has a cat named Alice and also a dog nam... ... PERSON\n","7 People, including fictional like Harry Potter. ... PERSON\n","8 Nationalities or religious or political groups... ... NaN\n","9 Buildings, airports, highways, bridges, etc. l... ... FAC\n","10 Companies, agencies, institutions, etc. like M... ... ORG\n","11 Countries, cities, states. like Germany ... GPE\n","12 Non-GPE locations, mountain ranges, bodies of ... ... ORG\n","12 Non-GPE locations, mountain ranges, bodies of ... ... LOC\n","13 Objects, vehicles, foods, etc. (Not services.)... ... PRODUCT\n","14 Named hurricanes, battles, wars, sports events... ... EVENT\n","15 Titles of books, songs, etc. Like the Mona Lisa ... PERSON\n","16 Named documents made into laws. Like the Decla... ... NaN\n","17 Any named language. Like English ... LANGUAGE\n","18 Absolute or relative dates or periods. Like ev... ... ORDINAL\n","19 Times smaller than a day. Like every minute ... NaN\n","20 Percentage, including ”%“. Like 55% of workers... ... PERCENT\n","21 Monetary values, including unit. Like 50$ for ... ... MONEY\n","22 Measurements, as of weight or distance. Like t... ... PERSON\n","23 “first”, “second”, etc. Like David place first... ... PERSON\n","23 “first”, “second”, etc. Like David place first... ... ORDINAL\n","24 Numerals that do not fall under another type. ... ... CARDINAL\n","24 Numerals that do not fall under another type. ... ... ORG\n","\n","[49 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"rlcEvP9tOSiy","colab":{"base_uri":"https://localhost:8080/","height":392},"executionInfo":{"status":"ok","timestamp":1619906542447,"user_tz":-120,"elapsed":169007,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"181c2498-43d1-4b21-addf-552b5cf641fc"},"source":["ner_type_to_viz = 'ORG'\n","ner_df[ner_df.entities_class == ner_type_to_viz]['entities'].value_counts().plot.bar(title='Most often occuring ORG labeled tokens in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"ks6NDXg7RXG3","colab":{"base_uri":"https://localhost:8080/","height":364},"executionInfo":{"status":"ok","timestamp":1619906542448,"user_tz":-120,"elapsed":169002,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"aa63967d-6b87-4c45-c341-6a7fa8e33a3c"},"source":["ner_type_to_viz = 'LOC'\n","ner_df[ner_df.entities_class == ner_type_to_viz]['entities'].value_counts().plot.bar(title='Most often occuring LOC labeled tokens in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/named_entity_recognition_(NER)/aspect_based_ner_sentiment_restaurants.ipynb b/examples/colab/component_examples/named_entity_recognition_(NER)/aspect_based_ner_sentiment_restaurants.ipynb deleted file mode 100644 index cb6650f2..00000000 --- a/examples/colab/component_examples/named_entity_recognition_(NER)/aspect_based_ner_sentiment_restaurants.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"aspect_based_ner_sentiment_restaurants.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"9ayP-N_Cqr9K"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/named_entity_recognition_(NER)/aspect_based_ner_sentiment_restaurants.ipynb)\n","\n","\n","\n","\n","Automatically detect positive, negative and neutral aspects about restaurants from user reviews. Instead of labelling the entire review as negative or positive, this model helps identify which exact phrases relate to sentiment identified in the review."]},{"cell_type":"code","metadata":{"id":"NqnAGVadANyZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906502725,"user_tz":-120,"elapsed":104244,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ec001e53-1299-46cf-de30-c55132bed144"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:59:58-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-01 21:59:58 (1.36 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 77kB/s \n","\u001b[K |████████████████████████████████| 153kB 40.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 49.3MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":357},"id":"c-9dIJVco9Xf","executionInfo":{"status":"ok","timestamp":1619906610022,"user_tz":-120,"elapsed":67625,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1aa478f7-78ce-4a86-b585-4a3ecfa91037"},"source":["import nlu\n","pipe = nlu.load('en.ner.aspect_sentiment')\n","data = 'We loved our Thai-style main which amazing with lots of flavours very impressive for vegetarian. But the service was below average and the chips were too terrible to finish.'\n","df = pipe.predict([data], output_level='chunk')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_aspect_based_sentiment download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","glove_6B_300 download started this may take some time.\n","Approximate size to download 426.2 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentword_embedding_glove_6B_300entitiesentities_class
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...Thai-style mainPOS
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...flavoursPOS
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...vegetarianPOS
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...serviceNEG
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...chipsNEG
\n","
"],"text/plain":[" document ... entities_class\n","0 We loved our Thai-style main which amazing wit... ... POS\n","0 We loved our Thai-style main which amazing wit... ... POS\n","0 We loved our Thai-style main which amazing wit... ... POS\n","0 We loved our Thai-style main which amazing wit... ... NEG\n","0 We loved our Thai-style main which amazing wit... ... NEG\n","\n","[5 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":77},"id":"WFtrCQSnp_Ie","executionInfo":{"status":"ok","timestamp":1619906612521,"user_tz":-120,"elapsed":69663,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b596d2bf-ee9f-4a6e-b045-cfa60c5ba9d0"},"source":["df = pipe.predict([data], output_level='document')\n","df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentword_embedding_glove_6B_300entitiesentities_class
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...[Thai-style main, flavours, vegetarian, servic...[POS, POS, POS, NEG, NEG]
\n","
"],"text/plain":[" document ... entities_class\n","0 We loved our Thai-style main which amazing wit... ... [POS, POS, POS, NEG, NEG]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":107},"id":"GCFVSTRKqIgi","executionInfo":{"status":"ok","timestamp":1619906614943,"user_tz":-120,"elapsed":72051,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1e62f6da-74a7-4ef0-bb64-14b4ad4b7d1e"},"source":["data = 'We loved our Thai-style main which amazing with lots of flavours very impressive for vegetarian. But the service was below average and the chips were too terrible to finish.'\n","df = pipe.predict([data], output_level='sentence')\n","df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceword_embedding_glove_6B_300entitiesentities_class
0We loved our Thai-style main which amazing wit...[[-0.05083499848842621, 0.2482600063085556, -0...[Thai-style main, flavours, vegetarian, servic...[POS, POS, POS, NEG, NEG]
0But the service was below average and the chip...[[-0.05083499848842621, 0.2482600063085556, -0...[Thai-style main, flavours, vegetarian, servic...[POS, POS, POS, NEG, NEG]
\n","
"],"text/plain":[" sentence ... entities_class\n","0 We loved our Thai-style main which amazing wit... ... [POS, POS, POS, NEG, NEG]\n","0 But the service was below average and the chip... ... [POS, POS, POS, NEG, NEG]\n","\n","[2 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"Yao4hlfyqQNg","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906614944,"user_tz":-120,"elapsed":71982,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a3b265dc-677f-4ecd-954b-8ada55667df4"},"source":["nlu.print_all_model_kinds_for_action('pos')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('nl.pos') returns Spark NLP model pos_ud_alpino\n","nlu.load('nl.pos.ud_alpino') returns Spark NLP model pos_ud_alpino\n","For language NLU provides the following Models : \n","nlu.load('en.pos') returns Spark NLP model pos_anc\n","nlu.load('en.pos.anc') returns Spark NLP model pos_anc\n","nlu.load('en.pos.ud_ewt') returns Spark NLP model pos_ud_ewt\n","For language NLU provides the following Models : \n","nlu.load('fr.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('fr.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('de.pos.ud_hdt') returns Spark NLP model pos_ud_hdt\n","nlu.load('de.pos') returns Spark NLP model pos_ud_hdt\n","For language NLU provides the following Models : \n","nlu.load('it.pos') returns Spark NLP model pos_ud_isdt\n","nlu.load('it.pos.ud_isdt') returns Spark NLP model pos_ud_isdt\n","For language NLU provides the following Models : \n","nlu.load('nb.pos.ud_bokmaal') returns Spark NLP model pos_ud_bokmaal\n","For language NLU provides the following Models : \n","nlu.load('nn.pos') returns Spark NLP model pos_ud_nynorsk\n","nlu.load('nn.pos.ud_nynorsk') returns Spark NLP model pos_ud_nynorsk\n","For language NLU provides the following Models : \n","nlu.load('pl.pos') returns Spark NLP model pos_ud_lfg\n","nlu.load('pl.pos.ud_lfg') returns Spark NLP model pos_ud_lfg\n","For language NLU provides the following Models : \n","nlu.load('pt.pos.ud_bosque') returns Spark NLP model pos_ud_bosque\n","nlu.load('pt.pos') returns Spark NLP model pos_ud_bosque\n","For language NLU provides the following Models : \n","nlu.load('ru.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","nlu.load('ru.pos') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('es.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('es.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('ar.pos') returns Spark NLP model pos_ud_padt\n","For language NLU provides the following Models : \n","nlu.load('hy.pos') returns Spark NLP model pos_ud_armtdp\n","For language NLU provides the following Models : \n","nlu.load('eu.pos') returns Spark NLP model pos_ud_bdt\n","For language NLU provides the following Models : \n","nlu.load('bn.pos') returns Spark NLP model pos_msri\n","For language
NLU provides the following Models : \n","nlu.load('br.pos') returns Spark NLP model pos_ud_keb\n","For language NLU provides the following Models : \n","nlu.load('bg.pos') returns Spark NLP model pos_ud_btb\n","nlu.load('bg.pos.ud_btb') returns Spark NLP model pos_ud_btb\n","For language NLU provides the following Models : \n","nlu.load('ca.pos') returns Spark NLP model pos_ud_ancora\n","For language NLU provides the following Models : \n","nlu.load('cs.pos') returns Spark NLP model pos_ud_pdt\n","nlu.load('cs.pos.ud_pdt') returns Spark NLP model pos_ud_pdt\n","For language NLU provides the following Models : \n","nlu.load('fi.pos.ud_tdt') returns Spark NLP model pos_ud_tdt\n","nlu.load('fi.pos') returns Spark NLP model pos_ud_tdt\n","For language NLU provides the following Models : \n","nlu.load('gl.pos') returns Spark NLP model pos_ud_treegal\n","For language NLU provides the following Models : \n","nlu.load('el.pos') returns Spark NLP model pos_ud_gdt\n","nlu.load('el.pos.ud_gdt') returns Spark NLP model pos_ud_gdt\n","For language NLU provides the following Models : \n","nlu.load('he.pos') returns Spark NLP model pos_ud_htb\n","nlu.load('he.pos.ud_htb') returns Spark NLP model pos_ud_htb\n","For language NLU provides the following Models : \n","nlu.load('hi.pos') returns Spark NLP model pos_ud_hdtb\n","For language NLU provides the following Models : \n","nlu.load('hu.pos') returns Spark NLP model pos_ud_szeged\n","nlu.load('hu.pos.ud_szeged') returns Spark NLP model pos_ud_szeged\n","For language NLU provides the following Models : \n","nlu.load('id.pos') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('ga.pos') returns Spark NLP model pos_ud_idt\n","For language NLU provides the following Models : \n","nlu.load('da.pos') returns Spark NLP model pos_ud_ddt\n","For language NLU provides the following Models : \n","nlu.load('ja.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('ja.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('la.pos') returns Spark NLP model pos_ud_llct\n","For language NLU provides the following Models : \n","nlu.load('lv.pos') returns Spark NLP model pos_ud_lvtb\n","For language NLU provides the following Models : \n","nlu.load('mr.pos') returns Spark NLP model pos_ud_ufal\n","For language NLU provides the following Models : \n","nlu.load('fa.pos') returns Spark NLP model pos_ud_perdt\n","For language NLU provides the following Models : \n","nlu.load('ro.pos') returns Spark NLP model pos_ud_rrt\n","nlu.load('ro.pos.ud_rrt') returns Spark NLP model pos_ud_rrt\n","For language NLU provides the following Models : \n","nlu.load('sk.pos') returns Spark NLP model pos_ud_snk\n","nlu.load('sk.pos.ud_snk') returns Spark NLP model pos_ud_snk\n","For language NLU provides the following Models : \n","nlu.load('sl.pos') returns Spark NLP model pos_ud_ssj\n","For language NLU provides the following Models : \n","nlu.load('sv.pos') returns Spark NLP model pos_ud_tal\n","nlu.load('sv.pos.ud_tal') returns Spark NLP model pos_ud_tal\n","For language NLU provides the following Models : \n","nlu.load('th.pos') returns Spark NLP model pos_lst20\n","For language NLU provides the following Models : \n","nlu.load('tr.pos') returns Spark NLP model pos_ud_imst\n","nlu.load('tr.pos.ud_imst') returns Spark NLP model pos_ud_imst\n","For language NLU provides the following Models : \n","nlu.load('uk.pos') returns Spark NLP model pos_ud_iu\n","nlu.load('uk.pos.ud_iu') returns Spark NLP model pos_ud_iu\n","For language NLU provides the following Models : \n","nlu.load('yo.pos') returns Spark NLP model pos_ud_ytb\n","For language NLU provides the following Models : \n","nlu.load('zh.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('zh.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","nlu.load('zh.pos.ctb9') returns Spark NLP model pos_ctb9\n","nlu.load('zh.pos.ud_gsd_trad') returns Spark NLP model pos_ud_gsd_trad\n","For language NLU provides the following Models : \n","nlu.load('et.pos') returns Spark NLP model pos_ud_edt\n","For language NLU provides the following Models : \n","nlu.load('ur.pos') returns Spark NLP model pos_ud_udtb\n","nlu.load('ur.pos.ud_udtb') returns Spark NLP model pos_ud_udtb\n","For language NLU provides the following Models : \n","nlu.load('ko.pos') returns Spark NLP model pos_ud_kaist\n","nlu.load('ko.pos.ud_kaist') returns Spark NLP model pos_ud_kaist\n","For language NLU provides the following Models : \n","nlu.load('bh.pos') returns Spark NLP model pos_ud_bhtb\n","For language NLU provides the following Models : \n","nlu.load('am.pos') returns Spark NLP model pos_ud_att\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"FvFwAWm29D0x"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/part_of_speech(POS)/NLU_part_of_speech_ANC_example.ipynb b/examples/colab/component_examples/part_of_speech(POS)/NLU_part_of_speech_ANC_example.ipynb deleted file mode 100644 index d3b1023c..00000000 --- a/examples/colab/component_examples/part_of_speech(POS)/NLU_part_of_speech_ANC_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_part_of_speech_ANC_example.ipynb","provenance":[{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"Qolj9DDIuG1Y"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/part_of_speech(POS)/NLU_part_of_speech_ANC_example.ipynb)\n","\n","\n","# Part of Speech tagging with NLU \n","\n","## Install Java and NLU"]},{"cell_type":"markdown","metadata":{"id":"NYQRU3pRO146"},"source":["Part of speech tags assign each token one of the following grammatical labels \n"," \n","\n","\n","\n","|Tag |Description | Example|\n","|------|------------|------|\n","|CC| Coordinating conjunction | This batch of mushroom stew is savory **and** delicious |\n","|CD| Cardinal number | Here are **five** coins |\n","|DT| Determiner | **The** bunny went home |\n","|EX| Existential there | **There** is a storm coming |\n","|FW| Foreign word | I'm having a **déjà vu** |\n","|IN| Preposition or subordinating conjunction | He is cleverer **than** I am |\n","|JJ| Adjective | She wore a **beautiful** dress |\n","|JJR| Adjective, comparative | My house is **bigger** than yours |\n","|JJS| Adjective, superlative | I am the **shortest** person in my family |\n","|LS| List item marker | A number of things need to be considered before starting a business **,** such as premises **,** finance **,** product demand **,** staffing and access to customers |\n","|MD| Modal | You **must** stop when the traffic lights turn red |\n","|NN| Noun, singular or mass | The **dog** likes to run |\n","|NNS| Noun, plural | The **cars** are fast |\n","|NNP| Proper noun, singular | I ordered the chair from **Amazon** |\n","|NNPS| Proper noun, plural | We visted the **Kennedys** |\n","|PDT| Predeterminer | **Both** the children had a toy |\n","|POS| Possessive ending | I built the dog'**s** house |\n","|PRP| Personal pronoun | **You** need to stop |\n","|PRP$| Possessive pronoun | Remember not to judge a book by **its** cover |\n","|RB| Adverb | The dog barks **loudly** |\n","|RBR| Adverb, comparative | Could you sing more **quietly** please? |\n","|RBS| Adverb, superlative | Everyone in the race ran fast, but John ran **the fastest** of all |\n","|RP| Particle | He ate **up** all his dinner |\n","|SYM| Symbol | What are you doing **?** |\n","|TO| to | Please send it back **to** me |\n","|UH| Interjection | **Wow!** You look gorgeous |\n","|VB| Verb, base form | We **play** soccer |\n","|VBD| Verb, past tense | I **worked** at a restaurant |\n","|VBG| Verb, gerund or present participle | **Smoking** kills people |\n","|VBN| Verb, past participle | She has **done** her homework |\n","|VBP| Verb, non-3rd person singular present | You **flit** from place to place |\n","|VBZ| Verb, 3rd person singular present | He never **calls** me |\n","|WDT| Wh-determiner | The store honored the complaints, **which** were less than 25 days old |\n","|WP| Wh-pronoun | **Who** can help me? |\n","|WP\\$| Possessive wh-pronoun | **Whose** fault is it? |\n","|WRB| Wh-adverb | **Where** are you going? |\n","\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619906803479,"user_tz":-120,"elapsed":117656,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6215753e-19b2-42e2-b91f-aa397b9242f0"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:04:46-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 22:04:46 (34.4 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 63kB/s \n","\u001b[K |████████████████████████████████| 153kB 44.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 41.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Gph8XOL1Pzpl"},"source":["# NLU makes POS easy. \n","\n","You just need to load the POS model via ner.load() and predict on some dataset. \n","It could be a pandas dataframe with a column named text or just an array of strings."]},{"cell_type":"code","metadata":{"id":"pmpZSNvGlyZQ","colab":{"base_uri":"https://localhost:8080/","height":394},"executionInfo":{"status":"ok","timestamp":1619906856795,"user_tz":-120,"elapsed":170962,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"69d43673-ce13-4304-fe8e-3b3dfa0fe361"},"source":["import nlu \n","\n","example_text = [\"A person like Jim or Joe\", \n"," \"An organisation like Microsoft or PETA\",\n"," \"A location like Germany\",\n"," \"Anything else like Playstation\", \n"," \"Person consisting of multiple tokens like Angela Merkel or Donald Trump\",\n"," \"Organisations consisting of multiple tokens like JP Morgan\",\n"," \"Locations consiting of multiple tokens like Los Angeles\", \n"," \"Anything else made up of multiple tokens like Super Nintendo\",]\n","\n","nlu.load('pos').predict(example_text)[['pos','token']]"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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postoken
0[DT, NN, IN, NNP, CC, NNP][A, person, like, Jim, or, Joe]
1[DT, NN, IN, NNP, CC, NNP][An, organisation, like, Microsoft, or, PETA]
2[DT, NN, IN, NNP][A, location, like, Germany]
3[NN, RB, IN, NNP][Anything, else, like, Playstation]
4[NN, VBG, IN, JJ, NNS, IN, NNP, NNP, CC, NNP, ...[Person, consisting, of, multiple, tokens, lik...
5[NNP, VBG, IN, JJ, NNS, IN, NNP, NNP][Organisations, consisting, of, multiple, toke...
6[NNP, VBG, IN, JJ, NNS, IN, NNP, NNP][Locations, consiting, of, multiple, tokens, l...
7[NN, RB, VBN, RP, IN, JJ, NNS, IN, NNP, NNP][Anything, else, made, up, of, multiple, token...
\n","
"],"text/plain":[" pos token\n","0 [DT, NN, IN, NNP, CC, NNP] [A, person, like, Jim, or, Joe]\n","1 [DT, NN, IN, NNP, CC, NNP] [An, organisation, like, Microsoft, or, PETA]\n","2 [DT, NN, IN, NNP] [A, location, like, Germany]\n","3 [NN, RB, IN, NNP] [Anything, else, like, Playstation]\n","4 [NN, VBG, IN, JJ, NNS, IN, NNP, NNP, CC, NNP, ... [Person, consisting, of, multiple, tokens, lik...\n","5 [NNP, VBG, IN, JJ, NNS, IN, NNP, NNP] [Organisations, consisting, of, multiple, toke...\n","6 [NNP, VBG, IN, JJ, NNS, IN, NNP, NNP] [Locations, consiting, of, multiple, tokens, l...\n","7 [NN, RB, VBN, RP, IN, JJ, NNS, IN, NNP, NNP] [Anything, else, made, up, of, multiple, token..."]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"qgGdEUgkMika","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907105989,"user_tz":-120,"elapsed":7981,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"40591daa-d68c-46fe-b626-6bf5588c0102"},"source":["text = [\"Barclays misled shareholders and the public about one of the biggest investments in the bank's history, a BBC Panorama investigation has found.\",\n","\"The bank announced in 2008 that Manchester City owner Sheikh Mansour had agreed to invest more than £3bn.\",\n","\"But the BBC found that the money, which helped Barclays avoid a bailout by British taxpayers, actually came from the Abu Dhabi government.\",\n","\"Barclays said the mistake in its accounts was 'a drafting error'.\",\n","\"Unlike RBS and Lloyds TSB, Barclays narrowly avoided having to request a government bailout late in 2008 after it was rescued by £7bn worth of new investment, most of which came from the Gulf states of Qatar and Abu Dhabi.\",\n","\"The S&P 500's price to earnings multiple is 71% higher than Apple's, and if Apple were simply valued at the same multiple, its share price would be $840, which is 52% higher than its current price.\",\n","\"Alice has a cat named Alice and also a dog named Alice and also a parrot named Alice, it is her favorite name!\"\n","] + example_text\n","pos_df = nlu.load('pos').predict(text, output_level='token')[['pos','token']]"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"STc7iOwtljGo"},"source":["## Lets explore our data which the predicted POS tags and visalize them! \n","\n","We specify [1:] so we dont se the count for the O-tag wich is the most common, since most words in a sentence are not named entities and thus not part of a chunk"]},{"cell_type":"code","metadata":{"id":"UDSAYjadlfdK","colab":{"base_uri":"https://localhost:8080/","height":314},"executionInfo":{"status":"ok","timestamp":1619907198530,"user_tz":-120,"elapsed":795,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3c48b8ac-646d-4498-8d81-f73d5fce1151"},"source":["\n","pos_df['pos'].value_counts()[1:].plot.bar(title='Occurence of Part of Speech tokens in dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"PC83y42kq8vd"},"source":["## We can merge the I-XXX and B-XXX tags for tokens with the same XXX tag for better insight \n","\n","Let's define a dict to rename I-XXX and B-XXX to XXX. \n","We can use the pandas [Dataframe.replace()](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.replace.html) function with a dict to add a column which has only the tag ORG, PER, LOC, MISC or O in it.\n","\n"]},{"cell_type":"code","metadata":{"id":"rlcEvP9tOSiy","colab":{"base_uri":"https://localhost:8080/","height":358},"executionInfo":{"status":"ok","timestamp":1619907202559,"user_tz":-120,"elapsed":958,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ff40b823-ffe5-417a-c495-c1e6a07801ab"},"source":["pos_type_to_viz = 'NNP'\n","pos_df[pos_df.pos == pos_type_to_viz]['token'].value_counts().plot.bar(title='Most often occuring NNP labeled tokens in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"ks6NDXg7RXG3","colab":{"base_uri":"https://localhost:8080/","height":330},"executionInfo":{"status":"ok","timestamp":1619907205286,"user_tz":-120,"elapsed":819,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fbb81ee3-3bcb-4bf8-f4e2-16b6c1b8ef4a"},"source":["pos_type_to_viz = 'JJ'\n","pos_df[pos_df.pos == pos_type_to_viz]['token'].value_counts().plot.bar(title='Most often occuring JJ labeled tokens in the dataset')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":9},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"sQ8nKGB7qB29"},"source":["# NLU provides many more POS models!"]},{"cell_type":"code","metadata":{"id":"HmpMeRm_qElf","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907206187,"user_tz":-120,"elapsed":327,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"009edf7a-5140-48dd-b425-af2524a9328c"},"source":["nlu.print_all_model_kinds_for_action('pos')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('nl.pos') returns Spark NLP model pos_ud_alpino\n","nlu.load('nl.pos.ud_alpino') returns Spark NLP model pos_ud_alpino\n","For language NLU provides the following Models : \n","nlu.load('en.pos') returns Spark NLP model pos_anc\n","nlu.load('en.pos.anc') returns Spark NLP model pos_anc\n","nlu.load('en.pos.ud_ewt') returns Spark NLP model pos_ud_ewt\n","For language NLU provides the following Models : \n","nlu.load('fr.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('fr.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('de.pos.ud_hdt') returns Spark NLP model pos_ud_hdt\n","nlu.load('de.pos') returns Spark NLP model pos_ud_hdt\n","For language NLU provides the following Models : \n","nlu.load('it.pos') returns Spark NLP model pos_ud_isdt\n","nlu.load('it.pos.ud_isdt') returns Spark NLP model pos_ud_isdt\n","For language NLU provides the following Models : \n","nlu.load('nb.pos.ud_bokmaal') returns Spark NLP model pos_ud_bokmaal\n","For language NLU provides the following Models : \n","nlu.load('nn.pos') returns Spark NLP model pos_ud_nynorsk\n","nlu.load('nn.pos.ud_nynorsk') returns Spark NLP model pos_ud_nynorsk\n","For language NLU provides the following Models : \n","nlu.load('pl.pos') returns Spark NLP model pos_ud_lfg\n","nlu.load('pl.pos.ud_lfg') returns Spark NLP model pos_ud_lfg\n","For language NLU provides the following Models : \n","nlu.load('pt.pos.ud_bosque') returns Spark NLP model pos_ud_bosque\n","nlu.load('pt.pos') returns Spark NLP model pos_ud_bosque\n","For language NLU provides the following Models : \n","nlu.load('ru.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","nlu.load('ru.pos') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('es.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('es.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('ar.pos') returns Spark NLP model pos_ud_padt\n","For language NLU provides the following Models : \n","nlu.load('hy.pos') returns Spark NLP model pos_ud_armtdp\n","For language NLU provides the following Models : \n","nlu.load('eu.pos') returns Spark NLP model pos_ud_bdt\n","For language NLU provides the following Models : \n","nlu.load('bn.pos') returns Spark NLP model pos_msri\n","For language
NLU provides the following Models : \n","nlu.load('br.pos') returns Spark NLP model pos_ud_keb\n","For language NLU provides the following Models : \n","nlu.load('bg.pos') returns Spark NLP model pos_ud_btb\n","nlu.load('bg.pos.ud_btb') returns Spark NLP model pos_ud_btb\n","For language NLU provides the following Models : \n","nlu.load('ca.pos') returns Spark NLP model pos_ud_ancora\n","For language NLU provides the following Models : \n","nlu.load('cs.pos') returns Spark NLP model pos_ud_pdt\n","nlu.load('cs.pos.ud_pdt') returns Spark NLP model pos_ud_pdt\n","For language NLU provides the following Models : \n","nlu.load('fi.pos.ud_tdt') returns Spark NLP model pos_ud_tdt\n","nlu.load('fi.pos') returns Spark NLP model pos_ud_tdt\n","For language NLU provides the following Models : \n","nlu.load('gl.pos') returns Spark NLP model pos_ud_treegal\n","For language NLU provides the following Models : \n","nlu.load('el.pos') returns Spark NLP model pos_ud_gdt\n","nlu.load('el.pos.ud_gdt') returns Spark NLP model pos_ud_gdt\n","For language NLU provides the following Models : \n","nlu.load('he.pos') returns Spark NLP model pos_ud_htb\n","nlu.load('he.pos.ud_htb') returns Spark NLP model pos_ud_htb\n","For language NLU provides the following Models : \n","nlu.load('hi.pos') returns Spark NLP model pos_ud_hdtb\n","For language NLU provides the following Models : \n","nlu.load('hu.pos') returns Spark NLP model pos_ud_szeged\n","nlu.load('hu.pos.ud_szeged') returns Spark NLP model pos_ud_szeged\n","For language NLU provides the following Models : \n","nlu.load('id.pos') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('ga.pos') returns Spark NLP model pos_ud_idt\n","For language NLU provides the following Models : \n","nlu.load('da.pos') returns Spark NLP model pos_ud_ddt\n","For language NLU provides the following Models : \n","nlu.load('ja.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('ja.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","For language NLU provides the following Models : \n","nlu.load('la.pos') returns Spark NLP model pos_ud_llct\n","For language NLU provides the following Models : \n","nlu.load('lv.pos') returns Spark NLP model pos_ud_lvtb\n","For language NLU provides the following Models : \n","nlu.load('mr.pos') returns Spark NLP model pos_ud_ufal\n","For language NLU provides the following Models : \n","nlu.load('fa.pos') returns Spark NLP model pos_ud_perdt\n","For language NLU provides the following Models : \n","nlu.load('ro.pos') returns Spark NLP model pos_ud_rrt\n","nlu.load('ro.pos.ud_rrt') returns Spark NLP model pos_ud_rrt\n","For language NLU provides the following Models : \n","nlu.load('sk.pos') returns Spark NLP model pos_ud_snk\n","nlu.load('sk.pos.ud_snk') returns Spark NLP model pos_ud_snk\n","For language NLU provides the following Models : \n","nlu.load('sl.pos') returns Spark NLP model pos_ud_ssj\n","For language NLU provides the following Models : \n","nlu.load('sv.pos') returns Spark NLP model pos_ud_tal\n","nlu.load('sv.pos.ud_tal') returns Spark NLP model pos_ud_tal\n","For language NLU provides the following Models : \n","nlu.load('th.pos') returns Spark NLP model pos_lst20\n","For language NLU provides the following Models : \n","nlu.load('tr.pos') returns Spark NLP model pos_ud_imst\n","nlu.load('tr.pos.ud_imst') returns Spark NLP model pos_ud_imst\n","For language NLU provides the following Models : \n","nlu.load('uk.pos') returns Spark NLP model pos_ud_iu\n","nlu.load('uk.pos.ud_iu') returns Spark NLP model pos_ud_iu\n","For language NLU provides the following Models : \n","nlu.load('yo.pos') returns Spark NLP model pos_ud_ytb\n","For language NLU provides the following Models : \n","nlu.load('zh.pos') returns Spark NLP model pos_ud_gsd\n","nlu.load('zh.pos.ud_gsd') returns Spark NLP model pos_ud_gsd\n","nlu.load('zh.pos.ctb9') returns Spark NLP model pos_ctb9\n","nlu.load('zh.pos.ud_gsd_trad') returns Spark NLP model pos_ud_gsd_trad\n","For language NLU provides the following Models : \n","nlu.load('et.pos') returns Spark NLP model pos_ud_edt\n","For language NLU provides the following Models : \n","nlu.load('ur.pos') returns Spark NLP model pos_ud_udtb\n","nlu.load('ur.pos.ud_udtb') returns Spark NLP model pos_ud_udtb\n","For language NLU provides the following Models : \n","nlu.load('ko.pos') returns Spark NLP model pos_ud_kaist\n","nlu.load('ko.pos.ud_kaist') returns Spark NLP model pos_ud_kaist\n","For language NLU provides the following Models : \n","nlu.load('bh.pos') returns Spark NLP model pos_ud_bhtb\n","For language NLU provides the following Models : \n","nlu.load('am.pos') returns Spark NLP model pos_ud_att\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"weRI1oc4qGx2"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sentence_embeddings/NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb b/examples/colab/component_examples/sentence_embeddings/NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb deleted file mode 100644 index 04a4a4c4..00000000 --- a/examples/colab/component_examples/sentence_embeddings/NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sentence_embeddings/NLU_BERT_sentence_embeddings_and_t-SNE_visualization_Example.ipynb)\n","\n","# BERT Sentence Embeddings with NLU \n","\n","BERT (Bidirectional Encoder Representations from Transformers) provides dense vector representations for natural language by using a deep, pre-trained neural network with the Transformer architecture.\n","\n","\n","\n","## Sources :\n","- https://arxiv.org/abs/1810.04805\n","- https://github.com/google-research/bert\n","\n","## Paper abstract\n","\n","We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation models, BERT is designed to pre-train deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be fine-tuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, such as question answering and language inference, without substantial task-specific architecture modifications. BERT is conceptually simple and empirically powerful. It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score to 80.5% (7.7% point absolute improvement), MultiNLI accuracy to 86.7% (4.6% absolute improvement), SQuAD v1.1 question answering Test F1 to 93.2 (1.5 point absolute improvement) and SQuAD v2.0 Test F1 to 83.1 (5.1 point absolute improvement).\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907473262,"user_tz":-120,"elapsed":106852,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"56ee34a4-f841-47e0-9a26-141ae089a3c2"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:16:07-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 22:16:07 (33.9 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 71kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 34.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample sentence with BERT Sentence Embedder"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":184},"executionInfo":{"status":"ok","timestamp":1619907522195,"user_tz":-120,"elapsed":155775,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b0981d96-0eaf-4515-cdef-d70c93187d91"},"source":["import nlu\n","pipe = nlu.load('embed_sentence.bert')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencesentence_embedding_bert
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][[-1.0726687908172607, 0.4481307566165924, -0....
\n","
"],"text/plain":[" document ... sentence_embedding_bert\n","0 He was suprised by the diversity of NLU ... [[-1.0726687908172607, 0.4481307566165924, -0....\n","\n","[1 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":602},"executionInfo":{"status":"ok","timestamp":1619907530923,"user_tz":-120,"elapsed":164497,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dfab4c59-6d25-4ed2-ea6b-6dfe24a77d87"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:18:41-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.18.142\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.18.142|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 95.3MB/s in 2.6s \n","\n","2021-05-01 22:18:43 (95.3 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment and Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":566},"executionInfo":{"status":"ok","timestamp":1619907572271,"user_tz":-120,"elapsed":205839,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"71097884-8bd2-489f-be91-e207183c065b"},"source":["pipe = nlu.load('pos sentiment embed_sentence.bert') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to sentence since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='sentence')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceposspellsentimentsentiment_confidencesentence_embedding_bert
0NC and NH.[NNP, CC, NNP, .][NC, and, NH, .]negative0.5229[-1.059532642364502, 0.9238302707672119, -1.06...
1You do know west teams play against west teams...[PRP, VBP, VB, NN, NNS, VBP, IN, NN, NNS, JJR,...[You, do, know, west, teams, play, against, we...negative0.4733[-0.9636414647102356, -0.046410106122493744, -...
2They were underdogs earlier today, but since G...[PRP, VBD, NNS, RBR, NN, ,, CC, IN, NNP, NN, D...[They, were, underdogs, earlier, today, ,, but...negative0.5118[-0.6074598431587219, 0.13940860331058502, -0....
3This meme isn't funny none of the \"new york ni...[DT, NN, NN, JJ, NN, IN, DT, '', JJ, NNP, NN, ...[This, meme, isn't, funny, none, of, the, \", n...negative0.5155[-0.6330281496047974, 0.13020245730876923, 0.0...
4I could use one of those tools.[PRP, MD, VB, CD, IN, DT, NNS, .][I, could, use, one, of, those, tools, .]negative0.4745[-1.3357948064804077, 1.081745982170105, -0.41...
.....................
495CS 1.6, Source and GO Cities skylines Getting ...[NNP, CD, ,, NNP, CC, NNP, NNP, NNS, VBG, NN, ...[CS, 1.6, ,, Source, and, GO, Cities, skylines...positive0.4526[-0.33594822883605957, -0.4027842581272125, -0...
496Or a \"Your Welcome\"[CC, DT, '', PRP$, JJ, ''][Or, a, \", Your, Welcome, \"]negative0.5927[-1.8244224786758423, 0.797812819480896, -0.53...
497But I want it to charge Super fast![CC, PRP, VBP, PRP, TO, VB, NNP, RB, .][But, I, want, it, to, charge, Super, fast, !]negative0.4300[-1.131241798400879, 0.3491775691509247, -0.67...
498Right, but I don't think it makes sense to com...[RB, ,, CC, PRP, VBP, VB, PRP, VBZ, NN, TO, VB...[Right, ,, but, I, don't, think, it, makes, se...negative0.5063[0.10539919137954712, 0.7969365119934082, -0.5...
499Hard drive requirements tend to include extra ...[NNP, NN, NNS, VBP, TO, VB, JJ, NN, IN, DT, NN...[Hard, drive, requirements, tend, to, include,...positive0.5396[-0.8011002540588379, 1.111019253730774, -0.85...
\n","

600 rows × 6 columns

\n","
"],"text/plain":[" sentence ... sentence_embedding_bert\n","0 NC and NH. ... [-1.059532642364502, 0.9238302707672119, -1.06...\n","1 You do know west teams play against west teams... ... [-0.9636414647102356, -0.046410106122493744, -...\n","2 They were underdogs earlier today, but since G... ... [-0.6074598431587219, 0.13940860331058502, -0....\n","3 This meme isn't funny none of the \"new york ni... ... [-0.6330281496047974, 0.13020245730876923, 0.0...\n","4 I could use one of those tools. ... [-1.3357948064804077, 1.081745982170105, -0.41...\n",".. ... ... ...\n","495 CS 1.6, Source and GO Cities skylines Getting ... ... [-0.33594822883605957, -0.4027842581272125, -0...\n","496 Or a \"Your Welcome\" ... [-1.8244224786758423, 0.797812819480896, -0.53...\n","497 But I want it to charge Super fast! ... [-1.131241798400879, 0.3491775691509247, -0.67...\n","498 Right, but I don't think it makes sense to com... ... [0.10539919137954712, 0.7969365119934082, -0.5...\n","499 Hard drive requirements tend to include extra ... ... [-0.8011002540588379, 1.111019253730774, -0.85...\n","\n","[600 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 4.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1619907572598,"user_tz":-120,"elapsed":206160,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fae91c04-0f6c-4dbd-e487-48631efe9afc"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions = predictions[predictions.sentiment!= 'na']\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 5.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52"},"source":["import numpy as np\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.sentence_embedding_bert])"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 5.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907593927,"user_tz":-120,"elapsed":6567,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"23266865-3763-46bb-cfd8-021a3424c652"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (571, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n","import matplotlib.pyplot as plt1\n","\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE BERT Sentence embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619907813520,"user_tz":-120,"elapsed":1634,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2ae05693-a9da-410a-ee20-807f6a8196a3"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Sentence Embeddings, colored by Sarcasm label')\n","plt1.savefig(\"bert_sarcasam\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE BERT Sentence embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619907821976,"user_tz":-120,"elapsed":1772,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"957c9fde-9b67-47d1-9485-ce5f434f6457"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Sentence Embeddings, colored by Sentiment')\n","plt1.savefig(\"bert_senitment\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE USE embeddings with hue for POS \n","Because we will have a list of pos labels for each sentence, we need to explode on the pos column and then do the data peperation for T-SNE again before we can visualize with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"OZ_2DTk9bC-O","colab":{"base_uri":"https://localhost:8080/","height":406},"executionInfo":{"status":"ok","timestamp":1619907823814,"user_tz":-120,"elapsed":334,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bd7358c4-c440-4804-ea37-68a67776b4d8"},"source":["predictions_exploded_on_pos = predictions.explode('pos')\n","predictions_exploded_on_pos"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceposspellsentimentsentiment_confidencesentence_embedding_bert
0NC and NH.NNP[NC, and, NH, .]negative0.5229[-1.059532642364502, 0.9238302707672119, -1.06...
0NC and NH.CC[NC, and, NH, .]negative0.5229[-1.059532642364502, 0.9238302707672119, -1.06...
0NC and NH.NNP[NC, and, NH, .]negative0.5229[-1.059532642364502, 0.9238302707672119, -1.06...
0NC and NH..[NC, and, NH, .]negative0.5229[-1.059532642364502, 0.9238302707672119, -1.06...
1You do know west teams play against west teams...PRP[You, do, know, west, teams, play, against, we...negative0.4733[-0.9636414647102356, -0.046410106122493744, -...
.....................
499Hard drive requirements tend to include extra ...IN[Hard, drive, requirements, tend, to, include,...positive0.5396[-0.8011002540588379, 1.111019253730774, -0.85...
499Hard drive requirements tend to include extra ...DT[Hard, drive, requirements, tend, to, include,...positive0.5396[-0.8011002540588379, 1.111019253730774, -0.85...
499Hard drive requirements tend to include extra ...NN[Hard, drive, requirements, tend, to, include,...positive0.5396[-0.8011002540588379, 1.111019253730774, -0.85...
499Hard drive requirements tend to include extra ...VBG[Hard, drive, requirements, tend, to, include,...positive0.5396[-0.8011002540588379, 1.111019253730774, -0.85...
499Hard drive requirements tend to include extra ....[Hard, drive, requirements, tend, to, include,...positive0.5396[-0.8011002540588379, 1.111019253730774, -0.85...
\n","

7916 rows × 6 columns

\n","
"],"text/plain":[" sentence ... sentence_embedding_bert\n","0 NC and NH. ... [-1.059532642364502, 0.9238302707672119, -1.06...\n","0 NC and NH. ... [-1.059532642364502, 0.9238302707672119, -1.06...\n","0 NC and NH. ... [-1.059532642364502, 0.9238302707672119, -1.06...\n","0 NC and NH. ... [-1.059532642364502, 0.9238302707672119, -1.06...\n","1 You do know west teams play against west teams... ... [-0.9636414647102356, -0.046410106122493744, -...\n",".. ... ... ...\n","499 Hard drive requirements tend to include extra ... ... [-0.8011002540588379, 1.111019253730774, -0.85...\n","499 Hard drive requirements tend to include extra ... ... [-0.8011002540588379, 1.111019253730774, -0.85...\n","499 Hard drive requirements tend to include extra ... ... [-0.8011002540588379, 1.111019253730774, -0.85...\n","499 Hard drive requirements tend to include extra ... ... [-0.8011002540588379, 1.111019253730774, -0.85...\n","499 Hard drive requirements tend to include extra ... ... [-0.8011002540588379, 1.111019253730774, -0.85...\n","\n","[7916 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"k1M_a4pmfMGA"},"source":["## 6.2 Preprocess data for TSNE again"]},{"cell_type":"code","metadata":{"id":"K0rpmiy6a2UK","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907897657,"user_tz":-120,"elapsed":66145,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9260eb2c-7e12-4ed5-d243-e6190d872cee"},"source":["\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions_exploded_on_pos.sentence_embedding_bert])\n","\n","\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (7916, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6ze0HWqqfQDh"},"source":["# 6.3 Plot low dimensional T-SNE BERT Sentence embeddings with hue for POS \n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619907908491,"user_tz":-120,"elapsed":3280,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b1c42a80-a517-45d3-ac8b-1b2acbad24cd"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions_exploded_on_pos.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Sentence Embeddings, colored by Part of Speech Tag')\n","plt1.savefig(\"bert_pos\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more sentence embedding models! \n","Make sure to try them all out! \n","You can change 'embed_sentence.bert' in nlu.load('embed_sentence.bert') to bert, xlnet, albert or any other of the **20+ sentence embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907911454,"user_tz":-120,"elapsed":433,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ae8ad993-5113-49ff-97f8-b4a606e6bf38"},"source":["nlu.print_all_model_kinds_for_action('embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sentence_embeddings/NLU_ELECTRA_sentence_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/sentence_embeddings/NLU_ELECTRA_sentence_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index 5036229e..00000000 --- a/examples/colab/component_examples/sentence_embeddings/NLU_ELECTRA_sentence_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_ELECTRA_sentence_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sentence_embeddings/NLU_ELECTRA_sentence_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# ELECTRA Sentence Embeddings with NLU \n","\n","A text encoder trained to distinguish real input tokens from plausible fakes efficiently learns effective language representations.\n","\n","### Sources :\n","- https://arxiv.org/abs/2003.10555\n","\n","### Paper abstract :\n","\n","Masked language modeling (MLM) pre-training methods such as BERT corrupt the input by replacing some tokens with [MASK] and then train a model to reconstruct the original tokens. While they produce good results when transferred to downstream NLP tasks, they generally require large amounts of compute to be effective. As an alternative, we propose a more sample-efficient pre-training task called replaced token detection. Instead of masking the input, our approach corrupts it by replacing some tokens with plausible alternatives sampled from a small generator network. Then, instead of training a model that predicts the original identities of the corrupted tokens, we train a discriminative model that predicts whether each token in the corrupted input was replaced by a generator sample or not. Thorough experiments demonstrate this new pre-training task is more efficient than MLM because the task is defined over all input tokens rather than just the small subset that was masked out. As a result, the contextual representations learned by our approach substantially outperform the ones learned by BERT given the same model size, data, and compute. The gains are particularly strong for small models; for example, we train a model on one GPU for 4 days that outperforms GPT (trained using 30x more compute) on the GLUE natural language understanding benchmark. Our approach also works well at scale, where it performs comparably to RoBERTa and XLNet while using less than 1/4 of their compute and outperforms them when using the same amount of compute.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620180622987,"user_tz":-300,"elapsed":113422,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"72c280d7-bc52-486b-e062-2992ca01cf19"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":1,"outputs":[{"output_type":"stream","text":["--2021-05-05 02:08:30-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.110.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 02:08:30 (40.7 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 51.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 24.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 38.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample sentence with ELECTRA Sentence Embedder"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620180675651,"user_tz":-300,"elapsed":166069,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d2a8c8e4-eddc-4c82-be89-f7ed8bcdd0bd"},"source":["import nlu\n","pipe = nlu.load('embed_sentence.electra')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["sent_electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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origin_indexsentence_embedding_electratextsentencedocument
08589934592[[0.005376073066145182, 0.1803598701953888, -0...He was suprised by the diversity of NLU[He was suprised by the diversity of NLU]He was suprised by the diversity of NLU
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"],"text/plain":[" origin_index ... document\n","0 8589934592 ... He was suprised by the diversity of NLU\n","\n","[1 rows x 5 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620180686526,"user_tz":-300,"elapsed":176930,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"14d2629c-d8b1-4298-9a8d-1376877d7955"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":3,"outputs":[{"output_type":"stream","text":["--2021-05-05 02:11:14-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.161.181\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.161.181|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 43.7MB/s in 5.8s \n","\n","2021-05-05 02:11:20 (41.8 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4. Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment and Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment \n"]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":827},"executionInfo":{"status":"ok","timestamp":1620181010117,"user_tz":-300,"elapsed":500506,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b8115009-b98f-4662-b930-8b4ef7e965be"},"source":["pipe = nlu.load('pos sentiment embed_sentence.electra') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to sentence since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:10000], output_level='sentence')\n","predictions"],"execution_count":4,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","sent_electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokensentence_embedding_electraposlabeltextorigin_indexsentiment_confidencespellsentimentsentencedocument
0[NC, and, NH, .][0.23152296245098114, -0.09077221900224686, -0...[NNP, CC, NNP, .]0NC and NH.00.5229[NC, and, NH, .]negativeNC and NH.NC and NH.
1[You, do, know, west, teams, play, against, we...[-0.057340413331985474, -0.08123737573623657, ...[PRP, VBP, VB, NN, NNS, VBP, IN, NN, NNS, JJR,...0You do know west teams play against west teams...10.4733[You, do, know, west, teams, play, against, we...negativeYou do know west teams play against west teams...You do know west teams play against west teams...
2[They, were, underdogs, earlier, today, ,, but...[0.08615907281637192, -0.026166975498199463, -...[PRP, VBD, NNS, RBR, NN, ,, CC, IN, NNP, NN, D...0They were underdogs earlier today, but since G...20.5118[They, were, underdogs, earlier, today, ,, but...negativeThey were underdogs earlier today, but since G...They were underdogs earlier today, but since G...
3[This, meme, isn't, funny, none, of, the, \", n...[-0.006522848270833492, 0.030370870605111122, ...[DT, NN, NN, JJ, NN, IN, DT, '', JJ, NNP, NN, ...0This meme isn't funny none of the \"new york ni...30.5155[This, meme, isn't, funny, none, of, the, \", n...negativeThis meme isn't funny none of the \"new york ni...This meme isn't funny none of the \"new york ni...
4[I, could, use, one, of, those, tools, .][0.00914192758500576, 0.6086333394050598, -0.3...[PRP, MD, VB, CD, IN, DT, NNS, .]0I could use one of those tools.40.4745[I, could, use, one, of, those, tools, .]negativeI could use one of those tools.I could use one of those tools.
....................................
9995[probably, a, young, latino, boy][-0.12988166511058807, 0.009930764324963093, 0...[RB, DT, JJ, NN, NN]1probably a young latino boy85899394670.5137[probably, a, young, litany, boy]positiveprobably a young latino boyprobably a young latino boy
9996[Dog, filter=giving, up, ?][-0.03425365686416626, -0.045875661075115204, ...[NNP, VBG, RP, .]1Dog filter=giving up?85899394680.9366[Dog, filter=giving, up, ?]negativeDog filter=giving up?Dog filter=giving up?
9997[Saturday, Night, dead, amirite, ?][-0.05446026101708412, 0.3432471752166748, -0....[NNP, NNP, JJ, NN, .]1Saturday Night dead amirite?85899394690.9189[Saturday, Night, dead, amirate, ?]negativeSaturday Night dead amirite?Saturday Night dead amirite?
9998[Moderators, ,, not, fact, checkers, .][-0.2055562287569046, -0.03593125194311142, 0....[NNP, ,, RB, NN, NNS, .]1Moderators, not fact checkers.85899394700.5611[moderators, ,, not, fact, checkers, .]negativeModerators, not fact checkers.Moderators, not fact checkers.
9999[She, hacked, the, online, votes][0.09554111957550049, 0.11254823207855225, 0.1...[PRP, VBD, DT, NN, NNS]1She hacked the online votes85899394710.3832[She, hacked, the, online, votes]negativeShe hacked the online votesShe hacked the online votes
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12013 rows × 11 columns

\n","
"],"text/plain":[" token ... document\n","0 [NC, and, NH, .] ... NC and NH.\n","1 [You, do, know, west, teams, play, against, we... ... You do know west teams play against west teams...\n","2 [They, were, underdogs, earlier, today, ,, but... ... They were underdogs earlier today, but since G...\n","3 [This, meme, isn't, funny, none, of, the, \", n... ... This meme isn't funny none of the \"new york ni...\n","4 [I, could, use, one, of, those, tools, .] ... I could use one of those tools.\n","... ... ... ...\n","9995 [probably, a, young, latino, boy] ... probably a young latino boy\n","9996 [Dog, filter=giving, up, ?] ... Dog filter=giving up?\n","9997 [Saturday, Night, dead, amirite, ?] ... Saturday Night dead amirite?\n","9998 [Moderators, ,, not, fact, checkers, .] ... Moderators, not fact checkers.\n","9999 [She, hacked, the, online, votes] ... She hacked the online votes\n","\n","[12013 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 4.1 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620181010933,"user_tz":-300,"elapsed":501307,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f94d31e7-698e-4052-9f37-f6d30d6a3ad3"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions = predictions[predictions.sentiment!= 'na']\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 5.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","executionInfo":{"status":"ok","timestamp":1620181010935,"user_tz":-300,"elapsed":501302,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}}},"source":["import numpy as np\n","\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.sentence_embedding_electra])"],"execution_count":6,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 5.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620181184236,"user_tz":-300,"elapsed":674594,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a86c1080-efca-4e86-ffe9-957fbaccd9ae"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (11605, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt","executionInfo":{"status":"ok","timestamp":1620181184237,"user_tz":-300,"elapsed":674590,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}}},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n","import matplotlib.pyplot as plt1\n"],"execution_count":8,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE ELECTRA Sentence embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1620181187282,"user_tz":-300,"elapsed":677630,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"fc8fecfd-4d78-4922-d8c2-ded24c437554"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Sentence Embeddings, colored by Sarcasm label')\n","plt1.savefig(\"electra_sarcasm\")\n"],"execution_count":9,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE ELECTRA Sentence embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1620181189137,"user_tz":-300,"elapsed":679466,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a1207683-b983-4528-a783-57116cfe465e"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Sentence Embeddings, colored by Sentiment')\n","plt1.savefig(\"electra_entiment\")\n"],"execution_count":10,"outputs":[{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE USE embeddings with hue for POS \n","Because we will have a list of pos labels for each sentence, we need to explode on the pos column and then do the data peperation for T-SNE again before we can visualize with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"OZ_2DTk9bC-O","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620181189712,"user_tz":-300,"elapsed":680029,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"db594d96-57fd-4931-b6d1-bce3ed2c5d0b"},"source":["predictions_exploded_on_pos = predictions.explode('pos')\n","predictions_exploded_on_pos"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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tokensentence_embedding_electraposlabeltextorigin_indexsentiment_confidencespellsentimentsentencedocument
0[NC, and, NH, .][0.23152296245098114, -0.09077221900224686, -0...NNP0NC and NH.00.5229[NC, and, NH, .]negativeNC and NH.NC and NH.
0[NC, and, NH, .][0.23152296245098114, -0.09077221900224686, -0...CC0NC and NH.00.5229[NC, and, NH, .]negativeNC and NH.NC and NH.
0[NC, and, NH, .][0.23152296245098114, -0.09077221900224686, -0...NNP0NC and NH.00.5229[NC, and, NH, .]negativeNC and NH.NC and NH.
0[NC, and, NH, .][0.23152296245098114, -0.09077221900224686, -0....0NC and NH.00.5229[NC, and, NH, .]negativeNC and NH.NC and NH.
1[You, do, know, west, teams, play, against, we...[-0.057340413331985474, -0.08123737573623657, ...PRP0You do know west teams play against west teams...10.4733[You, do, know, west, teams, play, against, we...negativeYou do know west teams play against west teams...You do know west teams play against west teams...
....................................
9999[She, hacked, the, online, votes][0.09554111957550049, 0.11254823207855225, 0.1...PRP1She hacked the online votes85899394710.3832[She, hacked, the, online, votes]negativeShe hacked the online votesShe hacked the online votes
9999[She, hacked, the, online, votes][0.09554111957550049, 0.11254823207855225, 0.1...VBD1She hacked the online votes85899394710.3832[She, hacked, the, online, votes]negativeShe hacked the online votesShe hacked the online votes
9999[She, hacked, the, online, votes][0.09554111957550049, 0.11254823207855225, 0.1...DT1She hacked the online votes85899394710.3832[She, hacked, the, online, votes]negativeShe hacked the online votesShe hacked the online votes
9999[She, hacked, the, online, votes][0.09554111957550049, 0.11254823207855225, 0.1...NN1She hacked the online votes85899394710.3832[She, hacked, the, online, votes]negativeShe hacked the online votesShe hacked the online votes
9999[She, hacked, the, online, votes][0.09554111957550049, 0.11254823207855225, 0.1...NNS1She hacked the online votes85899394710.3832[She, hacked, the, online, votes]negativeShe hacked the online votesShe hacked the online votes
\n","

154707 rows × 11 columns

\n","
"],"text/plain":[" token ... document\n","0 [NC, and, NH, .] ... NC and NH.\n","0 [NC, and, NH, .] ... NC and NH.\n","0 [NC, and, NH, .] ... NC and NH.\n","0 [NC, and, NH, .] ... NC and NH.\n","1 [You, do, know, west, teams, play, against, we... ... You do know west teams play against west teams...\n","... ... ... ...\n","9999 [She, hacked, the, online, votes] ... She hacked the online votes\n","9999 [She, hacked, the, online, votes] ... She hacked the online votes\n","9999 [She, hacked, the, online, votes] ... She hacked the online votes\n","9999 [She, hacked, the, online, votes] ... She hacked the online votes\n","9999 [She, hacked, the, online, votes] ... She hacked the online votes\n","\n","[154707 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"k1M_a4pmfMGA"},"source":["## 6.2 Preprocess data for TSNE again"]},{"cell_type":"code","metadata":{"id":"K0rpmiy6a2UK","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191221370,"user_tz":-300,"elapsed":10711681,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3dba7cd2-bda4-4e92-80ce-f077786932c1"},"source":["# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions_exploded_on_pos.sentence_embedding_electra])\n","\n","\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":12,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (154707, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6ze0HWqqfQDh"},"source":["# 6.3 Plot low dimensional T-SNE ELECTRA Sentence embeddings with hue for POS \n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1620191242365,"user_tz":-300,"elapsed":10732673,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"efc25d46-9091-40cb-a9c3-e622fac9003c"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions_exploded_on_pos.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Sentence Embeddings, colored by Part of Speech Tag')\n","plt1.savefig(\"electra_pos\")\n"],"execution_count":13,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more sentence embedding models! \n","Make sure to try them all out! \n","You can change 'embed_sentence.electra' in nlu.load('embed_sentence.electra') to bert, xlnet, albert or any other of the **20+ sentence embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620191242369,"user_tz":-300,"elapsed":10732674,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"8ac2e5f8-2c0d-4966-a943-032fde313905"},"source":["nlu.print_all_model_kinds_for_action('embed_sentence')"],"execution_count":14,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ","executionInfo":{"status":"ok","timestamp":1620191242375,"user_tz":-300,"elapsed":10732678,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}}},"source":[""],"execution_count":14,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sentence_embeddings/NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/sentence_embeddings/NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index d1e92592..00000000 --- a/examples/colab/component_examples/sentence_embeddings/NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sentence_embeddings/NLU_USE_sentence_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# USE Sentence Embeddings with NLU \n","The Universal Sentence Encoder encodes text into high dimensional vectors that can be used for text classification, semantic similarity, clustering and other natural language tasks.\n","\n","## Sources :\n","- https://arxiv.org/abs/1803.11175\n","- https://tfhub.dev/google/universal-sentence-encoder/2\n","\n","## Paper Abstract : \n","\n","We present models for encoding sentences into embedding vectors that specifically target transfer learning to other NLP tasks. The models are efficient and result in accurate performance on diverse transfer tasks. Two variants of the encoding models allow for trade-offs between accuracy and compute resources. For both variants, we investigate and report the relationship between model complexity, resource consumption, the availability of transfer task training data, and task performance. Comparisons are made with baselines that use word level transfer learning via pretrained word embeddings as well as baselines do not use any transfer learning. We find that transfer learning using sentence embeddings tends to outperform word level transfer. With transfer learning via sentence embeddings, we observe surprisingly good performance with minimal amounts of supervised training data for a transfer task. We obtain encouraging results on Word Embedding Association Tests (WEAT) targeted at detecting model bias. Our pre-trained sentence encoding models are made freely available for download and on TF Hub.\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619907421318,"user_tz":-120,"elapsed":121310,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0c76afd2-f360-4303-8190-5ce0cecdb09a"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:15:00-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 22:15:00 (52.9 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 57kB/s \n","\u001b[K |████████████████████████████████| 153kB 13.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 47.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with USE"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1619907551128,"user_tz":-120,"elapsed":251097,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"396a0a68-7ec4-4e56-909f-b0511d1c4d03"},"source":["import nlu\n","pipe = nlu.load('use')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencesentence_embedding_use
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][[0.08481953293085098, -0.06140690669417381, 0...
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"],"text/plain":[" document ... sentence_embedding_use\n","0 He was suprised by the diversity of NLU ... [[0.08481953293085098, -0.06140690669417381, 0...\n","\n","[1 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1619907561180,"user_tz":-120,"elapsed":261139,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3feecc13-24c5-46ce-b56e-8829fd42939a"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 22:19:10-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.8.101\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.8.101|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 86.5MB/s in 2.8s \n","\n","2021-05-01 22:19:13 (86.5 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment \n","We predict the first 5k comments "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":793},"executionInfo":{"status":"ok","timestamp":1619907613727,"user_tz":-120,"elapsed":313680,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dea3e962-b088-47b7-a6ae-c33ac8af9b13"},"source":["pipe = nlu.load('pos sentiment use emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to sentence since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='sentence')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceposspellsentiment_sentimentsentiment_sentiment_confidencesentence_embedding_useemotionemotion_confidence_confidence
0NC and NH.[NNP, CC, NNP, .][NC, and, NH, .]negative0.5229[-0.06570463627576828, -0.03522052243351936, -...surprise0.99959
1You do know west teams play against west teams...[PRP, VBP, VB, NN, NNS, VBP, IN, NN, NNS, JJR,...[You, do, know, west, teams, play, against, we...negative0.4733[-0.0254225991666317, 0.05448468029499054, -0....fear0.975006
2They were underdogs earlier today, but since G...[PRP, VBD, NNS, RBR, NN, ,, CC, IN, NNP, NN, D...[They, were, underdogs, earlier, today, ,, but...negative0.5118[-0.0035701016895473003, -0.030124755576252937...surprise0.999544
3This meme isn't funny none of the \"new york ni...[DT, NN, NN, JJ, NN, IN, DT, '', JJ, NNP, NN, ...[This, meme, isn't, funny, none, of, the, \", n...negative0.5155[0.06464719027280807, -0.023972544819116592, -...sadness0.991544
4I could use one of those tools.[PRP, MD, VB, CD, IN, DT, NNS, .][I, could, use, one, of, those, tools, .]negative0.4745[0.028676817193627357, 0.0199710875749588, 0.0...sadness0.998017
...........................
495CS 1.6, Source and GO Cities skylines Getting ...[NNP, CD, ,, NNP, CC, NNP, NNP, NNS, VBG, NN, ...[CS, 1.6, ,, Source, and, GO, Cities, skylines...positive0.4526[-0.05159197747707367, -0.033712275326251984, ...sadness0.973829
496Or a \"Your Welcome\"[CC, DT, '', PRP$, JJ, ''][Or, a, \", Your, Welcome, \"]negative0.5927[0.0214723888784647, 0.05193258821964264, 0.00...surprise0.999995
497But I want it to charge Super fast![CC, PRP, VBP, PRP, TO, VB, NNP, RB, .][But, I, want, it, to, charge, Super, fast, !]negative0.4300[0.017901001498103142, 0.025051061064004898, -...sadness0.990641
498Right, but I don't think it makes sense to com...[RB, ,, CC, PRP, VBP, VB, PRP, VBZ, NN, TO, VB...[Right, ,, but, I, don't, think, it, makes, se...negative0.5063[-0.015343842096626759, 0.02996145188808441, -...sadness0.99998
499Hard drive requirements tend to include extra ...[NNP, NN, NNS, VBP, TO, VB, JJ, NN, IN, DT, NN...[Hard, drive, requirements, tend, to, include,...positive0.5396[0.029393689706921577, -0.02757555991411209, -...sadness0.977163
\n","

600 rows × 8 columns

\n","
"],"text/plain":[" sentence ... emotion_confidence_confidence\n","0 NC and NH. ... 0.99959\n","1 You do know west teams play against west teams... ... 0.975006\n","2 They were underdogs earlier today, but since G... ... 0.999544\n","3 This meme isn't funny none of the \"new york ni... ... 0.991544\n","4 I could use one of those tools. ... 0.998017\n",".. ... ... ...\n","495 CS 1.6, Source and GO Cities skylines Getting ... ... 0.973829\n","496 Or a \"Your Welcome\" ... 0.999995\n","497 But I want it to charge Super fast! ... 0.990641\n","498 Right, but I don't think it makes sense to com... ... 0.99998\n","499 Hard drive requirements tend to include extra ... ... 0.977163\n","\n","[600 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 4.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1619909086953,"user_tz":-120,"elapsed":820,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e60da44e-a8a2-48f6-eb8a-079dd5a221c9"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment_sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 4.3 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1619909091286,"user_tz":-120,"elapsed":666,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ef185744-52a1-4f21-b396-728d7261dbae"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":8},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 5.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52"},"source":["import numpy as np\n","\n","# We first create a column of type np array\n","predictions['np_array'] = predictions.sentence_embedding_use.apply(lambda x: np.array(x))\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.np_array])"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 5.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619909119915,"user_tz":-120,"elapsed":6844,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bb2163c6-989c-4635-9f5c-d7eda087c86f"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (600, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n","import matplotlib.pyplot as plt1\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE USE embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909190838,"user_tz":-120,"elapsed":1756,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"39c80911-b4fd-4b32-ba40-cd8fcc921994"},"source":["tsne_df = pd.DataFrame(low_dim_data, df[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE USE Embeddings, colored by Sarcasm label')\n","plt1.savefig(\"use_sarcasam\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABJwAAAM7CAYAAAAPkIoEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXxcdb3/8df3zJZksi9N0nRJ11MoFUQKWIogoAiyqCDKpoDCvaggP67iVRABAQFFxcv1igIi+yKCCrKLAkKhiCDrAUqXdEmbrdmTycw5vz/OJM3WLO00k+X9fDx40PnOmXO+Z/LN5JzPfL6fr/E8DxERERERERERkVSx0t0BERERERERERGZXBRwEhERERERERGRlFLASUREREREREREUkoBJxERERERERERSSkFnEREREREREREJKUUcBIRERERERERkZRSwElERETGFdu2/2bb9ldTtK9LbNu+fYjn19i2fVjy39+zbfvGVBx3LNm2XWnbtmfbdjDdx+r9fsr2DTcu+217i23bl+/gcXb4tSIiIjtrl1+YiIiITFa2bbf0epgFdAKJ5OP/cBznjn7bfw84EygBtgL/cBznC8nn/gbsDyxwHKcq2XYYcKPjOJXJx2uA0l7HALjFcZxvDNK3W4D1juNc1KutElgNhBzHidu2vRy4Blic3OfbwHmO46y0bfs04Cagvd+uFzqOs3GQ43lAG+D1ar7McZxr+m87XjmOc2W6+yDbDPX7IiIiIuOfAk4iIiI7yHGc7O5/J4NBX3Uc58nBtrVt+8vAqcBhjuOssm27DDim32atwPeBs4Y47NHbO8Zo2LadCzwEnA3cC4SBA/GDZt1ecBxn+Sh2u6fjOO/vbN9k7Ni2HXQcJ57ufvQ3wt+Xke5rXJ6jiIjIZKeAk4iIyNhYCjzmOM4qAMdxqoFf99vmF8C3bNu+unu7XWhhsh93JR+3A4/vigPZtn0JfhZVJ3AssAY4Lvnf/0u2f8VxnN7Hn2fb9kvAIuBp4HTHceqT+9sf+CmwO7AW+KbjOH9LPjcHuAXYG1gBOP36cipwOZCd3Ef/fs53HOeUXtlgpwE/xM9g+5njOFckt80EfoUfBKkGfguc6zjOjOTz3wHOBXKBjcDXHMd5agTv1UzgOvzgnwXc5TjON2zbtoDujJ9M4FHgHMdxGgfZx/Rk35YD9cDVjuP8ptc57gF0JPt+vm3b9yXfiyMBN3kuP3AcJ2HbdgC4Ovk+NAHXDncOwFLbtn8BlAMPAmc7jtNh2/YbwHcdx/lzsi8hYBPwCcdx/tV/Hwzx+2Lb9unABcAMoCZ5jjcknzsYuB34H/zx9UQyY+87wFeAacC7wGccx6mybfs64HNAHvAefpbfs8l97Qv8Ev/3pR24w3Gc83uNjzOAy/DH03eBf+JnBs4Cbh8s+3AwyZ/Bgfg/29eS79mbvTYptm37CfwsyFeALzmOszb52kXJc/1I8r34vuM4947kuCIiIruSajiJiIiMjRXAl2zb/rZt2/skb+T72wD8Brh0DPrzLpCwbft3tm0fYdt2wS4+3tHAbUAB8C/gMfzrkAr8G/Yb+m3/Jfyb+XIgjh+Mw7btCuBh/KBRIfAt4H7btkuSr7sT/6a/GD9Q9OXuHdq2vTvwf/iZM9OBIvyAxVCWAzZwKHCxbdu7Jdt/AFQCc4FPAKf0Oo4NfANY6jhODnA4fpBtSMkx8RB+EK0S/725O/n0acn/Pp48ZjZw/XZ2dTewPnmOxwNX2rZ9SK/njwV+D+QDd+AH6OLAfODDwCeB7hpaZwJHJdv3Se5vOCfjn/M8/EBN97TOW+n1PuEHuDYNEmyC4X9ftiT7lQucDvzMtu29ez1fhj8+ZuNnDJ4PnJg8Zi7+2GpLbrsS2Cu5/Z3AfbZtZySfuw64znGc3OT59A/k7AcsAL4A/By4EDgMP8B6gm3bBw32Bg3ikeR+puEHlO7o9/zJ+OO5GHi1+3nbtqPAE8l+TwO+CPwyOdZFRETSSgEnERGRMeA4zu3AOfg34n8HtiSzYPr7EXC0bduLt7OrB23b3trrvzN3sD9N+MEUDz/IVWPb9p9s2y7ttdn+/Y41XNbVK/22P7zXc886jvNYcmrTffh1ea5yHKcLP0BSadt2fq/tb3Mc5w3HcbqnGZ6QDDqcAvzFcZy/OI7jOo7zBPAycKRt27PwM2O+7zhOp+M4zwB/7rXP44GHHMd5xnGczuR+3WHO6VLHcdodx3kNP/Nkz2T7CcCVjuM0OI6znmRALCkBRIDdbdsOOY6zZoQZa/viB4m+7ThOq+M4HY7jPJd87mTgp47jfOA4Tgt+Ns0X+xfvTmZIHQB8J/n6V4Eb8QN43V5wHOdBx3Fc/ODLkfhZPa2O42wBfoYfuOg+z587jlOVzDD70QjO4/pe21+BH+gBP+voyOR0TvADf7cNtoPhfl8cx3nYcZxVjuN4juP8HT8778Beu3Dxs7Q6Hcdpxw+gXeT4PMdxXnMcp677WI7j1DmOE3cc51r8n52d3E8XMN+27WLHcVocx1nRr6s/TL7Pj+NPib3LcZwtjuNsAJ7FD9QNy3Gcmx3HaU6Oy0uAPW3bzuu1ycO9xu2FwEeTP+ujgDWO4/w22f9/AfcDnx/JcUVERHYlTakTERFJsWTg463ux921npJFxO9ITiX6TPLfrzqO81ivbWts274eP+vn/wbZ/WdGWMMpDoT6tYXwb8Td5LHexs+a6Z6Wczt+lkZ3gGDFKGs47T1EDafNvf7dDtQ6jpPo9Rj8rJ2tyX9X9dp+bbLvxfgZK5+3bfvofuf1NH6wpiEZpOr92pnJf0/vvV/HcVpt264b5pyqe/27LdnHAfvqt9/3bds+Dz9wsNi27ceA851Biq33MxNYu516Q9OT59JtLf51XOkg29U7jtPcb9t9Busr/vsZAjb5iVmA/4Vk9zb9z7N3H7an//bTARzH2Wjb9j+A42zbfgA4Avjm9nYy1O+LbdtH4GeZLUz2Nwt4vdfLaxzH6ej1eCYwaNDPtu1v4U+1m44fgM3FH2sk2y8D3rFtezV+APKhXi/vP677P85mGMlA6hX4QaIStgVBi4HuKZO9x1eLbdv1yf7OBvazbXvrtj0SZDuBPBERkbGkgJOIiEiKOY6zjiFuNJNZPfclMzb2wJ9e1tuPgQ+Al3aiG+vwp/X0NgeoSma29O/TO8mV7f5jJ46ZSjN7/XsWfqZJLf6N922O4wzI7LJtezZQYNt2tFfQaRbbVs7bBOzWa/ss/Gl1O2IT/nS87sBi7/7iOM6dwJ3JbJ4b8OsgnTrMPquAWdspcr0RP7jQbRZ+UHEzfacFbgQKbdvO6RV0moU/XbNb75UEq/BraBVvJ9C1iYE/i+H03753oO13+NlGQfxMq979GlT/35fkio7342dt/dFxnC7bth8ETK+Xef12U4U/Je6N3o22bR+IXwvqUOBNx3Fc27YbuvflOM57wInJGlqfA35v2/aOjpntOQl/muNh+FMv84CePiT1vKe2bWfjT//bmDyvvzuO84kU90lERGSnKeAkIiIyBpJFi2uAZ/Cn3hyOHxB6sf+2juNstW37Wvwb4eb+z4/Q/cAFtm1/EngKPxPmIpI1gZIZTZ8G7nEcZ31yes6J+LVzxoNTbNu+Ff8G/DLg98ki1rcDK5PT9Z7Ez87ZH3jfcZy1tm2/DFxq2/b38KeoHQ38KbnP3wMv2ra9HD+Ydxk7Xl7gXuC7tm2vxM+u6SkOnazhVAH8A784dzsQSD53MPC04zim/w6TfdoEXGXb9g/wp+Z9xHGcfwB3Ad+xbfsR/HF0Jf7PLt4rM4lkEezngR8lM3cW4mfpnDzYSTiOs8m27ceBa23b/j7Qgh+YnJGcqnYvcK5t2w/hj9v/HsF78/Xk9m3407/u6fXcg/hFuEuBa7a3g2F+X8L4095qgHgy2+mT9Asm9XMj8EPbtt8C3geW4AfhcvADdzVA0Lbt/8bPcOruxyn4xctremURDTcNc7Ry8IN+dfhj6cpBtjmy17j9IX72YVXyfb7K9ovhd9f72gtoSWYwioiIpI1qOImIiIyNJvxVxtbhTxu7Bn8lque2s/11+AGH/v5s23ZLr/8eGOzFyRWuTsSvuVMPvIB/s95dkLwZv+Dxi7Ztt+IHmt4A/qvXbj7a71gttm0vHeIcX+u37c+H2HY4t+EXs64GMvBXfMNxnCr8bJDv4QcJqoBvs+2a5qTkedXjT7m6tXuHyffk6/gFljfhZ5Gs38H+XZZ87Wr8wNfv8YMG4AdDrsLPyKrGL+b83eRzM4HnB9thcorh0fjFu9cl9/+F5NM3478nzySP2YFf42gwJ+IXHd8IPIBfy2ioaZhfwg/ivIX/nvwev1g7+PW9HsOvX/UK8Ich9tPtTvyaSh/gT2O7vNc5tuMHQ+cMs6/t/r4kM7fOxQ+GNeD/zP+0vR0l/TS5/ePJfd+EvyLcY/gr/r2LP/2vg75TAj8FvGnbdgv+7+QXk+eQSrcmj70B/2cwWND3TvzxXI+/Gt0pAMn34pP4Nbc24o+3q/HHoIiISFoZz+ufcSwiIiIio2Hb9tn4wYghVyWzbftG4L7edbumGtu2LwYWOo5zyrAbi4iIyISlKXUiIiIio2TbdjkwFz9zbAF+Ztj1w73OcZyv7uKujWu2bRfiT/Ebrp6ViIiITHCaUiciIiIyemH8YuDNwF+BP+LXJpLtsG37TPzpao84jvNMuvsjIiIiu5am1ImIiIiIiIiISEpNhSl1EWApfnHQwYqvioiIiIiIiIjI6ATwFxpZybbFU3pMhYDTUuDZdHdCRERERERERGQSOhAYsPLyVAg4bQJoaGjFdTV9cEcVFWVTV9eS7m7IOKXxIcPRGJGhaHzIUDQ+ZCgaHzIUjQ8ZisbHzrMsQ0FBFJJxl/6mQsApAeC6ngJOO0nvnwxF40OGozEiQ9H4kKFofMhQND5kKBofMhSNj5QZtHyRVqkTEREREREREZGUUsBJRERERERERERSSgEnERERERERERFJqalQw0lEREREREREpohEIk5DQw3xeGy722zZYuG67hj2auIKBsMUFJQQCIwuhKSAk4iIiIiIiIhMGg0NNWRkZBGNlmGMGXSbYNAiHlfAaTie59Ha2kRDQw3FxeWjeq2m1ImIiIiIiIjIpBGPx4hGc7cbbJKRM8YQjeYOmS22PQo4iYiIiIiIiMikomBT6uzoe6mAk4iIiIiIiIiIpJQCTiIiIiIiIiIiO+H4449m5coXh91u+fJ9WL++aoeOsTOvTQcFnEREREREREREJKUUcBIRERERERERkZQKprsDIiIiIiIiIiKTwVtvvcF1113L2rWriUQiHHTQIZxzzvmEQqGebV544R/ce+9dtLW1cOSRx3D22edgWX4+0EMP/ZG77rqNuro6dt99MRdccCFlZeXpOp2dMm4CTrZtFwG3AfOAGPAe8B+O49TYtr0/cAOQCawBTnEcZ0u6+ioiIiIiIiIi0p9lBTjnnPNZtGg3amq28K1vncsDD9zHCSec1LPNM888zU033UpbWzvnnfc1Zs2azdFHf4Znn/0bt932W66++mfMmDGT22+/hUsuuZBf/ermNJ7RjhtPU+o84BrHcWzHcZYAq4CrbNu2gNuBrzuOsxB4Brgqjf0UERERERERERlg0aLd2GOPJQSDQcrLp3PssZ/jX/96pc82J5/8ZXJz8ygrK+OEE07kyScfA+DBB//AqaeeRmXlHILBIF/60hm8955DdfWmdJzKThs3GU6O49QDf+vVtAI4G/gI0OE4znPJ9l/hZzmdMZb9ExEREREREREZyrp1a7n++p/xzjtv09HRQSIRx7Z367PNtGmlPf8uKyuntrYGgM2bN3Hddddy/fU/73ne86CmZsuEnFY3bgJOvSWzms4G/gTMAtZ2P+c4Tq1t25Zt24XJINWIFBVlp76jU0xJSU66uyDjmMaHDEdjRIai8SFD0fiQoWh8yFA0PqamLVssgsHhJ3SNZJvRCAQsfvrTq1i4cBE//OGPiEaj3H33Hfz1r0/1OVZd3RYWLlwAQE3NZkpKSggGLUpLSznttK/wqU8dOcQxTMr7PRKWZY3692lcBpyA/wFagOuBz6Zih3V1Lbiul4pdTUklJTnU1DSnuxsyTml8yHA0RmQoGh8yFI0PGYrGhwxF42Pqcl2XeNwdcptg0Bp2m9FKJFxaW1vJzMwiHM5g1aoPuP/++8jPL+hzrNtvvxXbXkx7exv33HMnX/jCycTjLscccxw33vh/zJ27gLlz59HS0sJLL63gkEMO63UML+X9HgnXdQf8PlmWGTK5Z9wFnGzb/gmwADjacRzXtu11wOxezxcD7miym0REREREREREdrWvf/08rrnmCu6881YWLLA59NBP8s9/ruyzzfLlB/GVr5xKa2sLRxxxFEcddSwABx30cdrb27jkku9RXV1NdnY2++yzb5+A00RiPG/8ZP3Ytn0l8FHg047jtCXbLPwV677sOM5ztm1fBMxzHOf0Ee62ElitDKedo28HZCgaHzIcjREZisaHDEXjQ4ai8SFD0fiYuqqr11JWNnvIbXZFhtNkNth72ivDaQ5+re0+xk2Gk23bi4HvAu8Cz9u2DbDacZzP2rZ9KnCDbdsZ+CdxSto6KiIiIiIiIiIiQxo3ASfHcd4EzHaeex5YMrY9EhERERERERGRHTH2pc1FRERERERERGRSU8BJRERERERERERSSgEnERERERERERFJKQWcREREREREREQkpRRwEhERERERERGRlFLASUREREREREREUkoBJxERERERERGRKeAvf/kzF110wZgcKzgmRxERERGRMeFiSHiGsOXheV66uyMiIjIhPP92M/c910Bdc5yinCCfX17Ast1y0t2tHolEgkAgkO5ujIoCTiIiIiKTgIdhTW2cu57ewtaWBEfvX8TSBVlkBBV0EhERGcrzbzdz8xO1xOL+38y65jg3P1ELkJKg0/Ll+3DWWV/jmWf+RmNjI1//+rkcfPChAKxY8Tw33HA9ruuSn1/At7/9PWbMmMkrr7zMddf9BNvejXffdTjzzLP52c+u4ZOfPIJ//nMlNTVb+M//PIetW+t54olHaWpq4rvfvZi99tqbeDzOBRecR2NjI52dney++2K+/e3vEQqFdvpcRkNT6kREREQmgeoml0tvW8s7Ve1UN8T4zSObWPFuK5Zl0t01ERGRce2+5xp6gk3dYnGP+55rSNkxotEoN954K9///qX8/Oc/AaChoZ7LL7+Yiy++nN/97m4+8YnDufTSi3pes3r1BxxzzGe55ZY7OeCAAwHo6urihht+yxVXXMM111xOIBDkN7+5lbPO+jo33PC/AAQCAX7wg8u56abbuO22e0gkEjz88B9Tdi4jpQwnERERkUngvQ0duP2Smf70Qh3LFkUJ6ytGERGR7aprjo+qfUcceujhACxevITa2ho6Ozt58803mDdvIXPmzAXgyCOP4dprr6atrRWAGTNmssceH+q3n08AsHDhIjo6Ojj00E8CsGjRbmzYsB4A13W5667bWbHieVw3QXNzMxkZGSk7l5FSwElERERkEoiEBkaVcrMCBCwDaFqdiIjI9hTlBAcNLhXlpC5kEg6HAXrqMCUSiWFfk5mZNex+uh9blkUi4Z/DE088yr///Sq//OVvyMqKcuutN1NVtW7nT2KU9H2XiIiIyAQXcy064y4F2dsujI2BEz9eSgA3jT0TEREZ/z6/vIBwsO8U9HDQ8PnlBbv0uIsXL2HVqndZu3YNAI888hALFthkZUV3ar8tLc3k5eWTlRWlpaWFJ554NAW9HT1lOImIiIhMcI1tCW59vJrjPzaNroRHZ8ylKDdEaGItZiMiIpIW3YXBx3qVuoKCAi666DIuvfRCEokE+fkFXHzxD3d6v5/61FE8++wznHTScRQUFLLnnh+ms7MzBT0eHTMFlsutBFbX1bXg9i9sICNWUpJDTU1zursh45TGhwxHY0SGovGx81q7DN/+zRpaOhKEg4Zw0KKlI8GPzqikIn9iJ7RrfMhQND5kKBofU1d19VrKymYPuU0waBGPKwt4pAZ7Ty3LUFSUDTAHWNP/NRP7CkREREREyInA2UeXY4y/qk5LR4Kj9iukNE8pTiIiIpIemlInIiIiMsG5rseSmRF+cuZcNm+NkRcNUpYXIGiU3S0iIiLpoYCTiIiIDMsYfzWURMJlCkzHn6A8SrKhJDvc81hEREQkXRRwEhERkSG1xAyvrGpl5bvN7DUvm30XZJMTUTBDRERERLZPAScRERHZrrhnuOnxzfzz3RYAXlvVyoq3m/nWcdOJWCq0KSIiIiKDU9FwERER2a7aZrcn2NTNqWpjQ308TT0SERERkYlAAScRERHZru2tFhzTMsIiIiIiMgRNqRMRSSFjWRgDbkI34zI5FOUG2HNuNq99sC3LaUFFJgVRXUKIDGAMrTEIBiAj4KH6+iIiE4d5/zmslXdDSx1kF+Eu/SLe/OVp7ZPruhhjMMaktR87SleLIiIp4GFYV5fgTytq6OxyOXr/IuZNCxJUHqlMcFkBlxMOLmF+RSarNrZTWZbBrGkRCrIMWgVNZJuWmOHBF+p56l8N5GcHOfPIchZND2k6gYjIBGDefw7r2V9j4jG/oaUW69lf48JOB506Ojq4/PIfsGbNBwQCQWbNms15532LSy65kNbWVmKxGMuWHcDXvvZNAG666QZWr/6A1tYWNm+u5le/+i2vv/4aN9/8a+LxOJZluPDCS5k/fwGXXnoR69atpasrRkXFTL773YvJzc1l3bo1XHHFpXR0dOC6CY444mhOOulUbrrpBtatW0NraytVVeuw7d045ZQvc/31P6e6ehMHHXQIX//6N3fy3dxGAScRkRTY0JDg4lvX9Hyb/e8PWrnwpFnYZfqYlYnN82BmgSF7jxz2nhfFCkBJdoBwQMEmkW7GMvxlZQOP/7MBgLqmOFfdXcVVX6lkep5CTiIi45218u5twaYkE49hrbybxE4GnF588QXa2lq5/fb7AGhqaiISiXD11T8jKyuLeDzO+ed/gxUrnmf//ZcB8NZbb3DzzXeQn5/PunVrufrqy/nf//0NM2fOIhaLEY93AfDNb36L/Px8AH79619yxx2/4+yzz+EPf/g9y5d/jFNPPb3nmN0c5x1uvPE2MjMzOeOMU/jVr67nJz/5BYlEgs9//hiOOeazzJw5a6fOuZvuhEREdpJlGVa80zxg6sSfXqjjguPK8VxNr5MJzoOCTCjItLY1iEiPthg89a+tA9rX18aYnpeRhh6JiMiotNSNrn0U5s9fwJo1q7n22qv58Ic/wrJly3Fdl1/+8jpef/3fgEddXR3vvfduT8Dpox89oCeQtHLli+y//7KeIFA4HCYcDgPw6KMP8fjjjxKPd9He3tGzzV57fZhf/vIXdHR0sPfe+7D33vv09GffffcnOzs72bf5zJu3sGd/s2bNZsOG9SkLOOkrFxGRFAgHB86rDms+nYjIlBAKwLSC0ID2nMxAGnojIiKjll00uvZRqKiYwe2338vSpfvx8ssvctppJ3LPPXfQ3NzEr399C7/73d0ceODBxGKdPa/JzMwadr+vvfYvHnzwfq699n+49dZ7OPPMs3v2cfDBh/LLX96YPPYt/PCHF/e8LhyO9PzbsgJEIuFejy0SicROn3PP/lK2JxGRKcp1PfZblEMosC3oZAx8ZlmhsptERKaAoPH4yuHlWL2urBfOyGRGSYSqhgQbGz3i3sQs+CoiMhW4S7+IFwz3afOCYdylX9zpfW/ZshnLCvCxjx3Muef+F1u3NrBx4waKioqJRCLU1Gzhuef+vt3X77vv/qxY8TxVVesAiMVitLW10tzcTDSaTV5eHrFYjIcf/lPPa9avr6KwsIgjjzya008/k7feenOnz2NHaEqdiEgKlOUarjyjkhffaaajy2XZbrlUFATQ1CMRkamhstjix1+dy/raGFkRQ3FemB/fW8Wazf63zfstyuG0T0wjGtLfBRGR8cabvxwXdskqdatWvc+vfnU9AK6b4JRTTuOwww7n+9//DqeeegIlJaV85CNLt/v6mTNnccEFF/KDH3yXRMIlELC48MJL2X//ZTz++COceOLnyMvLZ6+9PtwTWPrrX5/g8ccfJRQKYozhm9/8r50+jx1hvMm/XmslsLqurgXXnfTnusuUlORQU9Oc7m7IOKXxsY1l+d9g6/OmL40RGYrGhwxlIo4PyzLc/0IjD/yjtk/7eZ+tYO85ke28SnbERBwfMnY0Pqau6uq1lJXNHnKbYNAiHtdshJEa7D21LENRUTbAHGBN/9doSp2ISAq5rqdgk4jIFJfwDK+83zKg3Vnf3vPFhIiIyGSngJOIiIhILwkM7XHjF2MT2QEWLksXZg9o321Wlr6UEBGRKUM1nEREZNIwBib/THHZVYwxbNjqcsvjm1i7uZNli3P57LIiciMaVDI6ngcHfyiP11e34qxvB+BjS/JYOD2CavuJiIwNz/Mw+vIoJXa0FJMCTiIiMi5ZlsHDYBh6mqIxUNsK71S1E+ty2W1WFmW5uriQ0Wto9/jBrWvp7PLrOTz1r600NMc595hSrGSQwBgIBCwSCW+HL75kasiNeFzw+QpqmuIELUNRjkVAwSYRkTFhWQESiTjBYCjdXZkUEok4lhUY9esUcBIRkXGnudPwwjvNvPhOMx+aG+WgJXnkZwx+o1bTAhfdsoa2Tj9IELDgh6dVMiNfs8ZldDbVd/UEm7q98n4LjW3TKMiC1i7DG2vaefm9ZnafncVH5kfJVf3nEelIGKob4sRdj/KC0JRZqS1kXKbndX8WTY1zFhEZDzIzs2lu3kp+fhHG6JpwZ3ieS3NzA5mZA6eKD0cBJxGRScwYQ1MH1DTFyckMUJQ9/ov3JTyLGx+r5l/JgrvvbWjnZaeZC0+cQUag7w2bMYZXV7X0BJsAEi488I86zj2qFM/TyiMychnhgb8dmWGLUNDgAnf9vZZn/t0IwIvvNPPcG5l85/jphAMKJAylJQY/f2Aj727wp5YV5QT5/smzKMxKc8dERGTSys7Oo6Ghhs2b17O9gL9lWbiurhWHZwiHM8jOzhv1KxVwEhGZxEwVd/UAACAASURBVNbVJ7jiznW0dboYA6ccOo1DluQQMOP3Brm2JdETbOq2dksnm7fGmV3UN5XXGGhsjQ/YR2NLXLkEMmrTC4LsPT/KK++39rSddngpORGPmhavJ9jU7b0N7VQ3JphVON7DuOn15rqOnmATQF1znEf/2cApBxWqgLaIiOwSxhgKC6cNuU1JSQ41Nc1j1KOpSQEnEZFJqtM1/OKBDT3ZP54Htz25hcWzs3pN8Rh/AttZMnywdtf12GdhDn98oa5P+6f3KwRlN8koRQIeZx1RxrraGFtb4lQURZheEMDzvO0Wo1cdp6FZlmF1dceA9rfXtZPw/BptIiIiMjmN3zsOERHZKa2dHpu3dg1or28emBE0nhRGDYfsld+nbY/KKNPyBv+OZGaRxUUnzWLe9AwqiiOcc+x0Fs/MGIuuyiSUFfJYVB5i/wWZzCy0erIBi7Itlu2e22fbytIIZfn67m4oruuxpDI6oH35HrnjOtNSREREdp6ukkREJqnsiGFGcZj1tbE+7cW5u361joRn2NyUoKnNpTQ/SNEops1YeJxwYBFL5kR5fXUri2ZmscfsTMLW4BlLFrCwLMhFX5yB53mELK0eJqln4XHKISUsrsxixVvNfGhelP0XZRNR/aZhzSsL87nlxTz4fC2uC8t2z+GA3bI1nU5EdiljTM//dV0gkh4KOImITFJhy+Ocz1Rw1d1VNLTECQUMZxxRxrTcwaespUrcM/z5pa088A9/mlsoYLj41Eoqi8x2pyX1lxXy+MicCPvOz8R13RFdKAZwwTDiY4iMVnbY42O7ZfHxPfxgiQImI5MR9PjMfnkctCQX14PCLAu/DLuIyK7R1AkvvdvCq6uq2dfOYe95UbLD+swWGWsKOImITGLT8ww/OmM29c0JohkWBVm7PiJTvTXRE2wC6Ep4/Oz+Kq46Y/aAVeaGk0joplTGF8+DeFzjctQ8j4LM7gd6/0Rk1+lMGH7x4LaVMf/9QSv7LMzm60eVElDdOJExpRpOIiKTmOdBVtBjRoHl3+yNQfrP1kFWjatvjtPWqYs8ERER2bW2NMX7rIwJ8PK7LdQ2K9gtMtaU4SQikia1rR4b67qIZlhUFIbICO58QMb1DLWtLs1tLiV5AfIyxr5uQWl+GNMvkWpueQY5GQb0zaKIiIgMIxAwuO6OrQRqGLx0wK4tKCAig1HASUQkDT6oTfDD29fSPWNs7/lR/uPIMjJ3IugUdw1PvNbMXU9vASArYnHhSbOYWTC2yazF2Ybzj5vB//15I22dLjOKw5x33ExCVmJM+yEiIiITS9yDtTVxVr7bQnFeiL3nRSnMGt0+puUFWDQzi3eq2nra9l+UQ2G2xY588dXpGuqaEmRELArHoDSByGSigJOIyBjr8gw3PLSJ3uWJXnm/lfV1XSwo3fGP5c1NiZ5gE0Bbp8v1D27ksi/NHNOVtAweH66M8JMzK2mLeeRnWVSUZlFT0zxmfRAREZGJxRh4fW2Mn92/vqftj88HuPzLs8nLGPl+wpbHOceU88qqVv69upWPLMhhz8pMgmb010J1bXDNvVVsqo8RsOCkQ6Zx8B45hCwFnURGQjWcRETGWCwOmxtiA9pb2ncuA6i+eWDtpE0NMdpiY39R5Loe2WGYlm0I66JMREREhtGZMNz+5OY+bY2tCdZsGXjNNJyciMfBi6NcdtpcDrAziO7ACnUuht8+vplN9f7xEy7c9uQWNm1VxrbISCngJCIyxqJhOGBxXp82Y6CsILxT+y3JCw1om10aITtj6I/69rhhdW2C9Q0uXa4qHAwmELAwemtERER2GdeDWHxgYKhrkLaR6K7/tKMz4Nq7DK+vbh3QvqWxa8d2KDIFKeAkIjLWPI8vHFTMfrvlAJCfHeSCE2ZSlrdzH8nTci3OPqqcUNCPjBTnhvjGMRWEzPZXZalvh4tvXccPbl3L9367hhse2UJblyIr3TLizUQ3vkToH78mc82zZMa3prtLIiIik1JWCI47sLhPWzhoqCyNpKU/GUFYOCNzQHtRjqrSiIyUfltERNIgN+LxtSOmceoh0wgFICvk7fRqchYey+wsdps1h7YOl8KcABlD1W4yhodfqmfz1m3f1L3kNPOxJXl8aNbOZVuNGwbqWmBTfYysjAAVhcER17MKEYeX76Hz9Sf9htefxJq5hMjh59NpBl6AioiIyI5zXY+P2lGyM6bzyMoGygvDHLVfISXZY7/iLkDAuHz1U+X88I61NLX50+iO3r+IisIgWnVXZGQUcBIRSRODR27yS7tUXUd5nkd+BuRnDL8SS9yFN9YMTBVfXd3BXpURXHfiX0ytrklwWa/VAJfaOXz18BIyR/DXL9xesy3YlORWvU6keROduXN3QW9FRESmtkjAY+m8DJbOrwA8PHfnv5DbGWW5cPVXKtnSGCcrYlGcbRHYgeLjIlOVptSJiExRoQDsa+cMaF84I3NSBJtiruGGh/uuBrjSaWZ9/cDi6oPxvO0UBXVVLFQmtkDAwrI0dVZExifPA8918cbBtYjnQTTkMac4QGmOUbBJZJQUcBIRmaI81+MTH85nt1lZgF+4/NP7FTJn2uSYTteV8KfSRUKmT8Hv5taRBYziWdMIVO7Vp80UVpDILU9lN0XGjIthTW2C256u448vNrKlBYyq4YuIiMguoil1IiJTWG7E49vHlVPX4hK0DIVRg5kkdQnCAfja0RVsrO8kOyNATWMXj66sp7xwZAG1GGGyDj6LwHvPkXh/BdasPbF2P4RWK3sX91xk13i/uovL71zX8/hPK+q48vQ5lGhIi4iIyC6ggJOIyBQXNB6lOd1ZDpMj2GQswz/ebOXmx6p72vaojHLZlyspzRt5RkdbqBBrj2MJ7nEUnVi421/wT2RcczHc+0xNn7bOLo831rZyyB7RlNWRExEBP3uyuRMaWxPkRgPkRkhrLSYRSQ8FnEREZNJpbPe4/anNfdreWNPKFw4uGfVcctf1iGkGukx4hnh84M1ePOEBhskSbBaR9DMGnOoufvr79bR1umRFLM4/fgZ2WXDKBbctywLj4Sam2ImLJOkKWkREJp2uBMQGubnuiClFSdIjELAIBNJ32WXh8rnlxX3aAhYsqYymJOvAWAbPqBi5iEBjB/zkPj/YBNDW6fKT+9bT2JHmjo2hWMLw6tpOrrx3Izc9Xkd1s6eaeTIlKcNJREQmnfwsw17zory6qrWnLStiUV4QQpkcMpbiHnywOc6jL9eTnRnkU/sUMD3fpGUY7j4jwn9/cSYPv1hPblaAo/YrpCx352+AGtoNT726lTfWtLJs91yW7ZZN9uRYe0BEdsDWlsSAL3g6Yi4NLQlyI4GUHy/uGdpikBX2ywSMRHOnYe2WTjrjHrNKIpTkkLLPZWMMK99v44aHNwHw1ro2/vFmI1d9ZQ7F0dQcQ2SiUMBJREQmnQAeX/1UGX9+sZ7n32piXnkGJx9SSl6GN+XS+SW9nI1dXH1PVc/jZ1/fyo/OmJOSQM9oBS2P3aeH2OP4cvA83BQsOd4eN1x59zo2N3QB8MGmDt7b0M7ZR07DUnBXZErKjQYIBQ1dvTKNQ0FDXjS1wSZjYFOjx68e2sgH1R3MLc/g7KOmU5bLkH/rGzvh8ju3fW4FA4ZLvzSbmQWpyULtSBju61czLxb3WF3dQfG8jJQcQ2Si0JQ6ERGZlHIjHicfVMi1Z1by/44tpzRn6AtQGb+MMXQmDN4Eu2xxMdz/XG2ftoQLr61uTevUCjfhpiTYBLCpoavnpq3bi+80U9+q6asiU1V+Bpz7mQqCAf9zLhgwnPuZCvJTHGtpiRmuuKuKD6r9uXofbOrgyrvW0do19Ofruxs6+3xuxRMedz9dg2tS8zfG4PWce2+BQdpEJjtlOImIyOTleWQEQNPoJq7mmOGxl7fyzBuNVJZGOOnj0yjPMxMieGiMYbD7i8AkquMRGKRmk2VQLSeRKW7P2WGuPWsODS0JCrIDFGSR8j/FtU1xGlvjfdoaWuLUNiWYVTh48MgY2NrSNaB989YYiQRYKYg5RQIepxxayk/vX9/Tlp0ZYE5pZOd3LjLBKOAkIiLjljHQ1mVo7fTIybCIBJQ1MZW4GG5/agsvvN0MwKstcZyqtVzz1UryJsCsBOO5HP+xEq64c11PWyhoWDIna9IsD15WEGTRzCzeqWrraTti30IKMrXynciU5kFBJhRkBnoep1o0I4BloHfCpmUgmrH9qJHngT0ja0D7EUsLiQQ93BRcZngeLJkV4eJTZvH8W01Myw+zdGE2hVnKtJapRwEnEREZl4yBVTUJrntgAw3NccoLwpz3uQqm50+M7BbZeU3tXk+wqVt7zGVjfRd500Np6tXozC8NcemXZvP0a43kZgY4cEkuZbmTZwxHLI9zjy3j/U0xXA+K80KU5VkYBZtEZBcrisKJH5/GHX/d0tN20qHTKBwYT+pjRmGA75wwk98+Xk1Le4JjPlrERxdlp2yqMUDAeMyfFsQuL8ZL1sybLJ/7IqOhgJOIiIxLW9sNP7prHZ1d/hXapoYYV99bxY9On01mUFdtU0EwYMgIWwNWO4qEJk4tp4DxmFMcYP4nJ+9NRyRoaO1IcNuTm+lKeBzz0SI+sVceWaFJdqIiMiYCAQtjIB4fOt3IAId+KIfFs7OobeqiODdEWb7FcBN6LTz2mBniytNmkXAhGk7NIgqDSSSUmS1T28S5YhMRkSmltqmrJ9jUrb45TkNLIk09krGWE/E49bBpfdp2n53F9MKJ931ZIoWFuseb1Vu6uOHhTbR1unTFPe5/tpZXVrUxiUpVicgYMAZqWuDOZ+q55v5NvLYuRmdi6A+SoOUxo8Bir9kRZhRYBEf4ueN5ELY8MlM0jU5EBjfxrthERNLJGNq6IBQwRAJu+i9SDDR2QHunR0G2RcSaPDe0uVkBjOlb7yASMkPWZpDJxfNg/4VRZhTPZk11ByX5YeaUhskITJ5xPtFZluGV91sGtD/5rwYO2C2KId0fkiIyUdS3wfd/t4a2Tv9z49VVrXz1iDIOXhxNe8DeGIOLwTIe3iT98kBkV1DASURkhFpihj+/2MATrzSQHw1y8mGlzCsLp3yZ35FyPXh5VSe/+ctGOrs8ygvCfOvzMyjJHv2+Il47gc4m3HA2nYHouJjyU5Rt+NJhpfzuic2A/83nfx41nbxMVIt4CglZ/pS0uSXd41I//PHE8zzKi8ID2mdNi/g3ZvpxicgIrd3S2RNs6nbP32vYd0E2GWmcSt/aZVj5Xit//3cjC6ZncPg+BRQNUydKRHwKOImIjIAxhkf/uZVHVtYD/nSv6/6wnjOOKGfPykwKMse+TzXNHtf/cUPP400NMf73zxu56IsVBM3IL8yyW6vofOznJOo2YHKKiX7qm7TmL0j7bb0FHLwkm8Wzs2hoiVOcG6Q429ISL1OUfuzjk+fBnnOymJYfYstWf6nxrIjFUfsVKQtAREbFDDIP1zIGM4prmlTzjOHBF+p57OUGAFZtbOeFt5u48vRKcsL6jBMZjgJOIiIj0BaHJ19pGNDe2p7g/Q0dLJ0/9mlOWxq7BrR9sKmD5g5vxAGwDLeFzj9fhddcB4DXXEvHg1eQefK1tIWKUtndHRLAoyzXUJbbvSKZLu5Expv8DLjklFlU1caIJzxmlkQoyBw/2U2WZYjE6jHxTuIZhcQYmJElIuk3e1qY7MwALe3bajWe+PESMoLp+9KhuR2e+Gff67/G1gQb6mIsKp8Yq6WKpJMCTiIiIxCyoLQgzOrqjr7tQUNbLD01SvKz/Y9wY2DvBTksqMikI5YgGjaMNDBjtdYRTwabenR1YJq2QFH6A04iMjFkhz12m74tMDxegk1B4kTWrKDz6Zsg1o41Y3eih55Na7gk3V0bVHPMsL42RsAyVBSFiGqlPxlHjAFj+ZnGu6KmUkEmXPal2bzwdhMb6mIctCSPeWUhvDR+oBgLAgGDG+/bh4ClVRFERkIBJxGREQgaj9MPL+PS29bQvcLt7NIMmtsSfGj3nLT0qTwvwPEHFpOXHeKld5q4++ktzCgOs8+CHGYXWSO74YtEIRiGeKxXo4Gs3F3V7YnHGBraPLriHoXZ1qimK4pIekWaq+h87Pqex+76t0g8fwehj59DlxdIY88GqmuDS25bQ2Orn91RXhjme1+cQV6a6gSK9NYRN7yxroMnXmlgZkmET36kgNKc1GYeeR4UR+HYffOwLEM8nv5FB3IjcPyBJdz19JaetpklYSqKQijrWmR4CjiJiIxQZZHFj74yl9XVHXR2uRhjmFMaoTzPpOXb/KDl8amP5HP1fRt4b0M7AOtrY1x2+1p+fOacEU2r68goJvPQM+l87H972sIHnEhnZumu6vaE0uUa/vp6M3c/vYWECwsqMjnn2OnkZ3o0tkNLh0tBNEA0PH4yOiaK9rihuiFOKGjIiMbT3R2ZrBqrBzTF33+J8IEtdAXy0tChwVmW4YlXGnqCTQCb6mO8+kEbBy/O0ueLpJUx8NxbLdz6pL+Ix9vr2njujUZ+dEblLqlh6bq7JoOqm5XMThrJMTzP45AP5TB7WoRX3m+hsjSDD83JIivFRcxdDHUtLs3tLsW5AfIyTFozu0RSRQEnEZFRKMuB8twM4p5FwHjgpTfQ0NSe6Ak2dYvFPTZv7aIgc/jaAq4LHbOWkXHyHGjaAtlFxKLlxPXnAYD19XHueGrbt5rvbWjnD8/VsnxJHj++t4rOLo+8aJDvfGEmMwvSE3iciOrb4PI711Hb5Nch229RDqd/ooQslcOQVMscGFSyimeRCETS0Jnt8zC8v7F9QPvq6g4OWZJNIpH+TA+Zutq6DPc9U9O3rdNlXU2MglkTpyaaMVDd5PHP95rpinssXZhNeX4AM0ymUiTgsXtFiCWzCnFdL+WBoLgHT73WzJ1Pb8Hz/IUXLjxpFjMLrJQeRyQdNIpFREbJ8yCAOy6WzYoELTLDAz/KoxkjnyqSIEBr1gxay/amNXs2XSbc73mLLtcMunrMZLehNjagbeW7zbz2QSudXf7Pv7E1zk9/v572+NR7f3aEMYY/vlDXE2wCePGdZlZVD3yvRXaUMVDTAqsSFZgFB2x7IhgmfOhZdDLO5ql5Lgd/KH9A89KFOQo2SfoZv45RfyOtY2RMMqu1yaO1K7XXE52uYVOjS0N78kBDqG7y+N5v13D332q4/7lavvfbNVTVJ4Z8TW+JxK75knFzo8sdf93Ss++2Tpf/eXAjnQndqsvEp6+wRUQmsNwMjzOPLOcXD27oaTtkr3zK8gLsbG0B14P3Nse5869baO1I8NkDitlnfiaR8VX2ZJcqyR/4Z3JBRRYbajv7tNU2ddHU7pKRraDTcGKu4c21bQPa127p5EOzIppCICmxYavH929ZQ1fC4/A9PsMhBx5CZUGCQH45rRnTxsUXBr15Huw9L5Oj9ivkkZX1BCzD8QeWMF+rYMk4EA3ByYdO44aHNvW05UWDzCoOM9y1hjGwtt7l2vvW09ASJzsjwDc/V4FdHtzpEki1rfDje6vY1BAjGDB8+ROlLN8t6meg92NZhhXvNNHVq/i368FDL9ZxzlGlaQ3s1jcPnFZe3RCjLeYS2QVTFkXGkgJOIiITmOfB3nMjXP2VOVQ3xMiLBqkoDBKydv5man2DyxV3rut5fMPDmwgdO5395meMt3u1XWZWcYjle+Ty3BtNAORkBfjCwdP43s0f9NkuLxokO2KhAqLDC1se+9o5PPRifZ/2+eUZCjZJShjL4o8vbKYr4Y+nx97o4rE3Mjn98FIOKYuO23GWFYITlhfwqX0KsAzkZEDchbo2j1AA8jIN3i6sayOyPa7rse/8TIpOnMULbzdRURRmn4XZ5GYMPx5bYoYf31vVU5+spSPBNfdWce1Zc8jfiUTDBBY3PbqRTQ1+dmw84XHTo9XMn15JRf7AzCBj/Myh/to63bT/5S7JGxhYnjUtQjRiAcpwlIlNAScRkQnOAsrzDOV53TVJdv7SybIMr65qGdD+0Iv17DNvBtYUuQDKDMLph5Vw5NJCOrpcyvJDRCMeZxxexm8fq8b1IBIynPfZChUOHyHP8zh8nwJWberg7XVtWAaOWVbMnNLhvykXGQkP2LJ1YMZAXWMcY8Z5IV7PIzf5Ub613XDjI9W89kEr4aDhlMNKOWBRNCVfKIiMVsiCReVBFs8oHlUdo62tiT7F8AG64h51TQnyRzH9v7/2mDdotuzmrV1U5A+s0ZZIeBywOJdHXur7ZcfR+xXhpjC7qbXLUFUTI+56zCgKU5A1fELltFzD2UeXc+Mj1XTFPYpyg3zj2ArC1tS41pLJTQEnEREZwPP8Ytj9FWYHsYw3peICIctjRoGFH9rzz/3A3bNYPHsuTW0JinOC5GUq2DQaeRGPbx9XTl2LSyhgmFMRpbGhNd3dkknCeC5HLC3g+j/2LcL9kYXZu3Tlq5Qyhj+tqOe1D/zfi1jc4+ZHq6mcNpvK4ik0r1nGndFOPcvJtIiELDq7tr3OMpAf3blxHAlCZWmENZv7TnEvytn+NNQZBRaXfmk2D/yjlliXx7HLiplXlrrb4cYOw+V3rWNzg1+jMCticdmXK5mWPfTrLGDZwix2mzmH1g6XwuwAmSleBU8kXVSJTEREBvA8WFKZRU7WtgtCy4LjDiwed7VP0sECiqMwtyRAboaCTTsiaDxKcwyFWRAO6nJEUsfzYM/KTL56RBkFOUHKC8N8+/MzmFWU2u9ZAwHTs7x6qrV3wQtvNg1orxpkIQOR8SwvA875zHQCyY95Y+DMI8spjO7c707I8vjPo6YTzdj29+PYZUWUD7GymwXMKQ5w/mfL+O8TprPb9CDBFP0KGwNvrG3rCTaBP13vzyvqRlQk3fM88jOgIt9SsEkmFWU4iYjIoAqz4PIvz+a9jR10xjwWVmRQmqui2CIy/kUCHgcvjrKfHcXCEA64KZtK53pQ1eDywltNZEUs9luUQ2lOaj8bI0GYW57Bv1f3zfwrztWlu0wsngdLZka49qy51DZ1UZAdpChqMClIla7IN1zzlTlsaeoiOyNAcbY1aMHwAVyPVKdqG2PYWNc5oH3t5k5cUnO+IhOR/mqJiMh2FWTCvvPG2fLhMiUYY2hsh7jnUZBpYaZI3TBJHdf1iFgAqc1CXFOb4JLb1vY8/tMLdVx5xpxhp82MhoXHKYdO45Lb1vYUOt5nYQ6zS8JgPBrbobHNJT9qkZehxFMZ3wwehVlQmJXaVRc9D3IiHjkl3be06ftFcF2PPedm8+cVfWtEHfrhfCw8hZtkylLASURERMaVmGt4+vVm7v1bDV0Jj2W753DyIdPICeuSXdLMsrj/uc19mmJxj1dXtXD4XjkpLUhenme45qtz2FQfIyNsUV4QJBzweHN9Fz//w3o6uzwywhb/dfwMFpUHFXSSSaOxE+qaEuRkBiiO+tPV0ikQMLguw/5+z5kW4qwjy7n9qc10xT0+vV8hSxdkje+FCkR2MQWcRERkQjMGWmOGxnaXnAyLnMjwF4Uyvq3Z0sUdT23pefz8W81UFGdwzNIc3VRLWnkefYofd4vFPYxJbaaR50FuxCO3vDsrxGNrO/z0/vV0xf0DdcRcfvr79fz4zMqe1e1EJipjYHWty5V3raMj5mIMfPkTpRy0OHtkU+VSLOEZ1tbGeclppjg3xN7zoxRmbX/7kOXxsd2z2Hv+HFwXcjLAmygLFYjsIqrSKSIiE5YxsKbW5Ts3r+E7N67mghvX4GzqgglUasoYaOqE9VtdWrvMiIqLTmaWZXi7auBS18+92UiXO7XfG0k/47l89oDiPm2Wgb3nj80KeA0tiZ5gU7f2mEtjq6acysTXHjdc98B6OmL+ePY8uOXxzdQ0j/34NgberOrkktvW8peX6rn1yc18/9a1bG0f+nWu65EV9MgOewo2iaAMJxERmcBaYoar762ipT3hP+5IcM29VVx71lzyMibGhd4bVV1c9+AGOmIu2ZkBvv35GcwtCUzZTB7X9ZhRPDBVY8H0TIJWilNIRHaAXR7mu1+cycMv1pOZYXHM/kVMzzdjUj6mIBogFDB0JbYdLBKyyI3qO2SZ+Fo6POqa4gPa65vjlOWmtv7TcGKu4fZembYAzW0JVm/u5MOVSicUGSn9dRIRkQmroSXRE2zqFot71DUPvGAdijHgYo15oYiG5PSY7m9zW9oT/OT362mJTe1MHrsig0Uzt81byM0KcOyyIvCUxSHpF7Q8dpse4oLjyznnqFJmFli7LNiU8Aybmz3Wb3XpdA35mfDNz1UQSq7lHg4a/t9xFeRrbQeZBHIyLcoKwn3ajIGSvNQFm9rjhqoGl7o28IZIh3Y96IwP/JvTO9grIsNThpOIiExYOZkWkZDVp6aKZUF+NDDifcQShn+v7eBPK+rIjwY5/sBiZhXtuhvI3uqb4wMuXpvbEjS2JojmT93vhLLDHud/rpxN9XFiCY/phSEVDJdxx03s2gBoexzueaaOv766FYDZpRH+63MVfGhmmGvPnMPW1gT52QHyM5X4J5NDxHI573MVXHVPFVtb4oSDhrM+PZ2iFK0AuaUFrrxrLfXNcSwLTj5kGh9fkk1wkLhTZhCOP7CY3/yluqctFDTMLVN0V2Q0FHASEZEJKy8Tzjl2Oj/7w3r+P3v3HR9XdSZ8/Hfund5npFFvrrKxDbiAaaYEQieEGkgDUthsfzebbHp2syF1s593s7vvbja7m4QkJKTRAqH3ZgMxxhRbYNwl2+plRpp273n/GFu2GFkFq4yk5/sP6FgjnRndcs5zn/Mcy87XUvnUJVXEfIqxRIyUgk07Bvj3e1oG2zZvT/Ctj8+jMjT5WUaRgAPDAPuIeavPbRD0mkzn9s7FwGNq5sUPBQ7n9mch5qbt+7ODwSaAXQfSPPDHbq5fFyXi1US8B88POT3EJDNNhdZMSZ2y6oji2x+rpythEfCYRHx61ORW0zSwbT3ihiE5rfjBO4d3oQAAIABJREFUfc10HsyAtm342SOtLK31URMtfMBj25qTF/nwXlHNAy92UhZ2ctkpJcQDEuAVYjwk4CSEEGLKGKYC1MRlBmhYUefin2+eT0dfjmjAQcx/8B/GIGsr7nyuY0ibreGNXf1UHe+f9EFliU/xZ5dV8R+/b8G2809P//qKasLeoUEoIeY6Sys0+V2g5sJkzzAU2/YVVid+eVuCq06L4py7CZBiCmkUzV0Wz73Ri9NhcOpxQSpCk1uvTGvwOTS+iAGMHGyytGJHW5YNW/uIh52sWRQ46i5yAxnY1pwqaG/rzVITHb4mk9uEk+a7WTO/Or8LpW3PieuPEBNJAk5CCCEmnWXna5Dct6GTxIDFxSfHWFjhwmkc+8hNATEfxHzjv6UZCvzuwpmb121M0aBSc/ICLwtunk9PIkcs5CDinZqnyELMBDkbntzczS8e2Y+lNdecGWdFnWdCrh3FzLY1Cyq9Be0nLgjgckg5MzE1dndYfPWnOwfvh/eu7+AbNzXkg06jyNqK1l6LTE5THnHgc0zsOasUvLIzzb/csXew7Z7nO7jlxvpha5p5XTC/0sP2fUODTqXBketD5d/71AWaMraiO2njdRmEPHMjwC5mN3k+IoQQYtK9ubefL/9kJ8++3ssr25N86/Y9NLVkprtbGGiuO6dsSFvAY7KkpnCiN3k0JT6YX+bID5JlcCkA09C4VBbDmNsF5He2WXz7l7vY3ZamuT3Dv9zRzFv7pv/aMRUWVLg4+4Tw4Ne1cTcXrYnKVutiShimwT3PdwwJeGQtzfqtfaNelwZyih893MYXfrSTv//pLr70k1109k9s/9KW4rZHDwxp6+232HkgPez3O5TmU5dUEj5Y41EpuO7sOJWRsdd8nGzt/fAPP9/DZ/57B3/73zt4aXtaAk5ixpMMJyGEEJNKKcXGt/oKloj97pl2jruuCmOaIyzzy0y+eVMDm7YnCXhNVjT4KPFLjQYxffzp/Vib/oDdshVP4xnoResYcEanu1tTzjQNnnqts6D9gZc6WVFfiTXMDlKzidehueE9pVx8UoxsTlMWduA2Z/d7FsVluF3aMmM473YcyPDs672DX3f05vjdMx188oLSCbu52nr4HeNy1jDffFBlWPHtmxpo78vhc5uUBNSkjEHUwR1vR6op9U45rfjP37ewtz0fUE9lbL5/ZzP/9Il5lE9BTUkhJosEnIQQQkwyjdMsHCy5HAcHZdMc2TGAmqhB3UkhtM6nr0uwSUwXb66bzO++hk52AZBp/wWO9p04z/ozsnpuDdu01kQDhe85FnLOmUxAU+mDy5cUIMEmMXVsy+Z9p5SweXtysE0pOG1paMRl30rB3vbCLKPXdyVJW6UMs4r9XfE587vI/c/9h3eRczsVDeXD12OC/L3d79L4SyZnQwqlYH+vZtP2BAAnzPNTER5bzatEWvNWc2HdtgM9WcpDrgntpxBTaW6NXIQQQkw5rWHloiC3PXqATO7wqOvqdXFUERUikbpJohgYPS2DwaZDck3P4Tr5A2Q95dPUq+lh25rTl4W4/8VOUpn8tcLpUFy4Ooo1URsPCCGOakG5k698sI571nfgdhpcdkoJNdGRd1HVGhrKC4sorWkM4p7ADVhtW7N2sQ+/p5oHX+qiPOrkkrUx4gE1rsyiibSvR/PFH+8kdzDz6lem4hs3NlAZHj1DyesyKIs4ae3ODmmP+mW6LmY2OYKFEEJMukXVPr55UwPPb+2jb8Bi3bIQtSXFUzeh2KQsRUtnjpylqYo5CbgkGDZnGEPPC+UJoMoXopxHf2o/m5UH4XufWsCrbyewNSyp8VAWVJKFOAWUgrYE7GlL43Ia1Mddci2aY0ylWVTh4LNXVQIc3GF29GOgPu7kitNLufu5dmwNC6s9XHZybPT0YcPI//gxPoxym7Bmvps1C6pQaGxbT1uwyTQNHn+lczDYBJCzNI+83MWN55aOGiT3mDZ/cXk1t9y2a/Dh3PtOLaEiMoFROiGmgQSchBBCTImyoOKKtWGUUpKdMIJEBv7vnS2DqfVhv4O//3Adpf5p7piYEla4BqNiEfb+t0gcfy0vO9bw1E43SzYanLlcEfUWz8TDMBSGochNYi0lrWFBpY+QwxrSJibf3i7NV2/dOVgnpzLm4kvX1xCam7HPOc0e5z3bbWrevzbMmStCZHOakqCJUx39Z9jA260WdzyzH9uGK04vZVGFE1ONfrLrgwGqybgsKKUYyB1aijdyJrRS0DeQK2jvG7BRYyjBpDXMKzX43s3zaO3OEfAalAVNHLN8R04x+0nASQghioxhQDKrMJTCY07dVrxTIT9Ym0VvaBJs2ZMaUsehJ5njvhc6ueE9JTLTngNShh/vRZ9Gde7lzjfKuX9jAsjx+q4kT77Sw9dvqMPvnN7j4FDmy3Nv9LCvM8O6FWEWVThxyt7Hs4ZWBr98Yt+Qosz7OjM0Nac5ab5EnMTo1MEdWMdSf2xXu8XXf75r8Ostu3fzlQ/Vsah8+qaqOa3Y+PYAP3+0lWzO5up1cU5fGsDjGP76m8vZnLsyyjOv9Q5pP391ZMxBea0h4oFIxaH3Lfd8MfNJwEkIIYpIf1bxxKt93PN8Oz63yQ3nl7O8zo0pg445wTAUu1oLi6027R3A0kqOgzliwBGlOxTlwZe3D2lv783S0pFlUcX0Dt+6BhRfvXUniVQ+6+jZ13v5s/dVceoi74jLWTSKrn5NMm1TGjTxHmXiJqZf1oIDXdmC9s6+LEp5pm3Zkph9TNPgyc3D7Eb5YhdLLi+ftozo7a1Z/v3ulsGvb334ACG/yckLPEd99tNQ6uCL19dxxzNtaA1XrYszL+5EAkdiLpNnUUIIUSSUUrzwVpLbn2ilP23T3pvln3+7l72dI+zxK2YV29Ysq/cVtK9bHsYpafVzikINuwxDFcHIbVdrejDYdMgvH2slNcKlKqfh0c0JPv3D7Xzpxzv5wo930ZqY5I6Kd83j0FywOlLQvqRm5KCiEOOn8Q2zdZ3fa45pKdpYKAWJjGLbgRx7u2yy9sg/2DQNNmzpLWh/6I/dI16ETaVZUungC9dW88UPVLOk0jGmZYFCzGZFMGwRQggBkLXhwZcKn/K9tjOJmqhRlyh688tdXHd2GU4zH3A4Y3mYdcuCsoveHBP2wmWnlA5pq4q5qIo6p6lHhw0XcLC1HnHF5/5um58+cgD7YLJCZ1+OH9zXQk7Lta0Y2bbmtKVBrl5XittpUBJy8Jmra6iNyeIIMbEsS3PmijBO8/C1wDDggtXRCasPd6APPvejnfzjbbv54o938uOH2xim3NIg29ZUxgqXjlaXuFBjCCApbRfVLrxCTCe5awghRJFwGFAecdHcnhnSXhJ0yhPlOcRtai5ZHeT04wLYNkR8CiXp+HOP1ly0JsS8Cg8bmnpZVO1lzUI/vmmu3wRQX+bG5zboTx+eUH3grDJ8TgYDSu/U1lu4PGtbc4qBDASlJFBR8jk1l68Nc97KMKYBHnP6dgATs1tlWPHNjzWwcVsSy9asXhSgMjQxwehUxuLnjx6gr/9wCuYzr/dy1glhGiuGD+BrrVm1yM/dzzvoSeYjUx6XwUUnxbAtOQeEGA8JOAkhJpRh5LerlkHpu6A115wZ59UdycFCrfGIk6W1XmT9/9yitSbsGfxqOrsippHXASsbXJy0sAzLKp7JfswH/3hDPY9t6qG5Pc17V0VZUu0eMQuvNFg4sZtf6cHrmsyeHhutoT0Jvf05SkIOInPwUqxtje/gbKFIDj8xC2kN5UHFxauCKDXybnAA/TlFS2c+iF0Vc+IboR5ccsAashHHIW3duaMGnABiXvjGjfXsak1j2Zq6uJsSv5wHQoyXBJyEEBNDQUu3ZuO2PkxTsWqBn4qQkhvzONVEFd/+RAN72jK4HAb1cRdBt3yIQsxlE7WsZKJoDWUBxYfOiqHUof6NfJ2qiJhcd3acXz2ZL6Yb8pl86pJKHEVa38QGnt7Sz48e3I/W4HQoPv+BWhZXSMapEJNFj7I0F6AnpfjW7Xto6cxng5dHnXzp+loinuG/P+R3cNLiIE9s7hnSXl06erQ75NasqD38fXLqCzF+EnASQkyIvV02X/7JzsHlFL99SvGNGxuomKCU6LlCa4j7FXH/oTUmMroRQhSn8ewe5TQ0F64KcXJjkGTKojTkIOAafXI5XdoTejDYBJDNab5/ZzPf+XgD/ukvo1UUlFK0JTRNewfQGhprvJQFlQTkxKQxDMWGpr7BYBPkd1N8fkuCS1YPX+vQ6TC46oxSWjozvLl3AIepuP6cODUxBzLGEmLyScBJCHHMbFtz34bOIbU7sjnN81v6uOrUsBQ7FkJMC6XAMAxs2y7awMZcYqAp9UOp3wSKN9gE0JWwCvrX22+RGLDwO2XPHYADvTZf+slO0tn8B+VyKL5xUwPlQXnQJCaHYSi27ukvaH9jd5LLTgpj28NvlRn2aD5/TRWdCRuXUxH1SmBUiKkid0whxDHTQHKY/bD7BizeOpCjawDZZU0IMaWSWcWGbSn+68E21r+ZIpmRa1AxM4zi+vuUhhwYxjvbnIT95vR0qMiYpuKpV3sHg00AmZzm0U09mKZML2aLnFb0ZRTWu5gy5rTBQE7lI/8TxLJsTj0uXNB+xrIwljV8sOkQh9KUBRURj9QZFWIqSYaTEOKYmYbikpNL2PR2ckh7fbmHr/1sF26nwddvqJfldUKIKZHTilsfaWX9lj4Antrcw6pFAf7iknIchkw0ikl/VvHWvjRNe/pZVONlcZUHfxHsxBfzKT59ZQ3/fk8LqYxNJODg01fX4HUUd2bWVFFK0dFXuPNge09mIuMLYpooBft6ND+4r4Xt+1I01ni5+eJK4oGxvBh2ttn88P5m9ndmOHNFmCtPLyE0AfUotYZltR4uPjnGAy92AnD+migr6r1FGUSyUXQkbLKWJh5y4FTFVY9PiKkgASchxIRYUO7gC9fVctezHZim4pSlIR7b1AVAOmvz66fa+KvLyqXiohBi0rX32YPBpkM2vpWgta+UqrBkXxQLSyt+9VQ7j79ysJjvBjhlaYibL4xPezFxheaEehff+2QDiQGbaMDE55Rg0yG5nM05J0Z49vXeIe3nr44WXZF7MX6JjOKWX+yitz+fNdS0d4Bv3b6Hb95Uh8cc+SRoT2i+9vOdHCrx9timbjI5zScvKEVNwAnkc2o+sC7KhasjAIR9akJ+7kQbyMFvn+nk4Y35sfCiai9/dXkVYc/Y+prTivY+C1CUBk0cEqwSM5SMuoQQE8JhwNIqJ1/8QDXnrozy4wf3sX1favDf97RlyFhT+9hTnrIKMTcd7Um3LeP1otKRsA8Hmw5av6WXtt7i+ENpDSE3VEUMyWwaxvy4k89cXUNt3E11qZtPX1XDwvLRd/4Sxa+tJzcYbDqkvTdLe+/Iy9YAWjqyvHM/gWdf7yGRnrj+Ka2JeCHiZcqDTaZpjGl8+fb+7GCwCeCt5gEe2dSNGsPy4b4M/Nvv9/N3/7OTv/ufHfzHfftJyLJwMUNJhpMQYkJp2yIWNAsGG+9ZGcHj0FMy4cvYsLvdYteBFBUxF/PKXPiKYImGEGJqlAZNjqvz8cbuw8VlF1V7KAvni1UfSSkpHjtdckfZUCJn2YDUSip2DiOfBXbch2uA/E6Eci7NDj5PPqhy5J/TMMDnHj1XYbjvCfsdOE3F0XaFUwq6B2BPewbTUNSWugi4puZYGus9IJVTvLkvzca3Eiyo8nLCPC8h9/DfaxiKpr2Fxc1ferOPy9dGcIwQO1JK8cdtSV7eljzidQlWLwpyxhKvBL7FjCMBJyHEhKsrcfDn76vi1ocOMJCxOH9NjDOPG3672gmnFI+90scvHm8dbDqpMcifXFSGS2q3CDEnOA3Nn11WwfNbE7z0ZoJVCwOcflxwyDUgmYVt+zLs68ywsMpLfakDp1wjplRp0MHiGi9v7h0YbKsvd1MWcQLH9nRCAolTQ2sGlz/Kxz17lPoNrl5Xym+eah9s+8i55cT8atQ/dE2JkxXz/Ly643DA5OaLK0bMEmztg6/+dCfJVP68j0ecfOWDdUTGuPzs3chaip3tWd5qGaC6xM3CSvfR68cpxQMbe7jjmfzn8dimburL3XzpupphlxjatmZhlbeg/YT5AZzGyB+hw2Hw4ta+gvaN2xKctcwvS1bFjCMBJyHEhDOV5tTFXlY0NGDbEHAzZSPR7gHNr59qG9L2YlMfl59aQl1salYRaxQdSc1AxiYeMketdyCEmHghN1y0MshFK0OAHhLwTlmKf7t735AMqBvPL+fc4wPoqQiMCwBchs1fvq+Sxzf38tKbfZy4IMB5K8O4jXc/ocrZit0dOd5sHqA84mRRlWfKMiWEmC0MpblwVZgT5gfo7MtSGnJSERklUnKQx6H5i8sq2N2WoS9lUxVzURE+egDYMBQPvNQxGGwCaOvOsml7gnOW+Sdl+KiU4vHX+vj5o4cfTi6f5+Ov31eJe5gxW/eA5u7n2oe07TqQpqUzx/z48NmYiypdnLo0xPNb8nXOakpdXLA6OmogPJezWbUowKs7h27Ec8J8P9Y7lw8IMQNIwEkIMSlsW+M7dIWZwrF+1tLkrMJfmM7aTEXZuoyluPelbu5+rgOtoTLq4nMfqCHmm/RfLYR4h3yQqfB6sK8zNyTYBPCLx1o5aVGA4FGWSIjJEfbAFaeEuezkCA5DH1PATylY/2Y/P/zDvsG2RVVePnN1FV6HBJ2EGA+noamLGdTFxn9R9Do0jZXOMX2vRrGrtbDA0+7WNMaK4LiCLDYGXf02pgER79GzsXoG4FdPDH04+dqOfvZ15WgoLQwgaQ3DXZqsYcabh/ic8IkL4lx+Wgk5y6Ys7BjTA0itNSct9rNhq4+te/L3qeUNPlbO90kWoZiRJOAkhJhVYj6T5Q1+XjviyVDIZ1IZdTIVka89HTnuerZj8Ot9XRluf6KNP724DDWVkTcxaQxDYZoGuZwlg78JZBhqapbdAulhliRkcvqoNYXE5NK2xkSjj/HhfSKt+NkjB4a0vdUyQHNHloXlMuQVoihpm/ecGBmytBbg5MXjCzb1pRU/ffQAG7b24TAVV51Rynknhob93qytyQ4TLMrkhr8HRHyKc06I8Nim7sG2kqCDqpKRx5ZOQ1MVVuRr0o39/hJyw2euqqK1J4dSUBYyZcm3mLHk7iuEmFVMZfMnl1Twhxe6WL+ll8U1Xq49K07QPTU7DO3vzhS0bd6RJJUDr1xxZ7zulOK5N3p5fVc/px0X4sT5vqPXfBCjcuo0ro63SK5/Dk+oArXgZJLuikn/vVUxF36PMWQJx6lLg4R9o9cnEcXLsiGVHT6YKIQoTlrDyvk+rl5Xyt3Pd+A0FdedU8aCchdjDdIoBU++1suGg7WPcpbmV0+2saDKQ80wt5SoT3FSY5AXmw7XSgr6TCpjwweQlNZcsy5GQ4Wbp1/tZUmtl3NPjEzq/d9l2NRED2XmyzVMzFwy/RFCzDpht+aDZ0W58rQobgegp2476/JI4ZbQyxr8uKcmwUpMooGc4tu/2kNLRz6o+OqOJOetjPCR95RM+bbMs4FSCtful0g/+G+H2zb+Ht+136TfFZ/U3x32aL720QZ+83Qb21tSnLE8zHkrwxjyd5zRgl446/gwT7zSM9jmdRkHsxCKkFJ09kNzR4ZUxqIu7qY8NLY6OULMJl6H5vKTw5x7YhhFvvbneDJes7bimdd6Ctq37Blg3fGF32+gufG8ODWlbp59vYdF1V6uOqOU4Aj13vxOOGdZgHOWB1HvqAsohDg6CTgJIWYlbWvc48tgnhC1JQ4uXRvj3g2dAJSGnXzwnLhMZGeBfV25wWDTIY9u6ubSU2LECjejEaNwWwkyz942pE0P9KHad0DV5AactIayAPzZxWVkLXA7kGLhs4DSmmvXlRAPOXlicw8N5W6uOStO1Ft8MZxkVtHUnOLXT7YNXlcMBV/9SD3zh6khI8Rsp7XGfzA2bI9zea3TgMYab8E9ui5+9PpTQTdceWqYS04K4zIZ00VCa51/iDm+7gkxp0nASQghJpDb1Fx9WpSzjw+TytrEQ45xF6u1MOhKWrgdBiHP1GVnifFT092Bmc7ODdM2dbvwKK1xGRxz7SBRPAIuuHxtiAvXhHEaTGmG61gZhuLZN/rQqCETZFvDrQ8d4CvXV+NQRdZpIYqY1pr3nVrCxm1JepL5+8rSOh+N1Z6RX2fn7wESQRJi8kjASQghJpihNGXB8ReJhHyNoP+8t5ktuwdwOw1uvKCcUxb5MGXyMe0qow5q4y72tB2eIJ6/OkrMq5DR6vhlHAG8a68h/fj/Hm50uqG0Ydr6JGYH2wan0kV7WmZtxVOv9rB2abjg39p7s+RscMyRJCelQGNgKFmiJI5NiQ++dVM9+zqzOB2KyqgD9xh2hRNCTC4JOAkhRJHQSvGrJ9vYsju/U0s6a/Nf9+6j7sYGamPGKK8Wk83r0PzdNbW8+FaCLbv7OWVJkOX1Xop2VlvkbFuTnX86bm+I3OYHUZEqHCdcSNJbWXzrn4SYQKaCujIPfo+RD7gccbhfuCaG1zk3su4Gcoo/buvn0U3dzKtwc9GaGGVBOf3FuxdwaRZVHJreyoEkRDGQgJMQQhSJgSy8sLWvoH1/V4ba2Mhp4TOFUoq+dP7/g+6D9RBmkLBH897jA1y4Mr9d80zrf7HJGD4y1WspXXE2XT0pUpaW2aaY/bTN+08r4Yf3tfCxCyu5/4UOuhM5LlgT4z0nhGZsPTHDUOgxLmFUhuL+l3q467l2AN5uGWD9G31862MNhD0z8/2LyaVV/sGbmgvRWCFmEQk4CSFEkXA7FA0VHt5qHhjSHglM3qXaMBSGocjlJn8Al8opHn2llzuebQcN7z+9lPeeGMIzzhpX001rTU62WZ9QynRgWfKZiolnYdA7YON2KPyu4glylwfhLy+vYl9Xlr98fzVBr0nYo2dksCltwdv7s2zenqShwsOyOi9B98jvoy8F927oGNKWSFnsbU8Trinc7VXMXTaKtw/k+N0z+8lZmitPL2VxlROHFFEUYkaQgJMQQhQJE5uPX1jBP/xsF6lMPgB0+rIQtSVOJjo1XClo7YNn3+ihtSvDWcdHWFDuxGFM3mRny94Uv3qybfDr3zzVRlWJi9Xzjr6LjChOWim6+zWGUoS9SFaSKErdKcUP79vHa7uSBH0mn7qkkmW1LophgbLWEPZAuPLgtlzYM3IZnTIUj/yxd8i1fX6lm89dUzPihhlKgcNU5N4RaDZNiSLMVhlL0dyVozuRoyzipCJsjqk+5a72HF+/bdfg19/+1R6+/ME6FlfINFaImUDOVCGEKCLVEYN/+sQ89ndl8LpNKsImrkkoetmRhK/cupP+dH6G88zrvfyfK6pZPd89abGDZ17rLWh7cnMPaxdVkstZk/NLxYRLZOA3T3fwxOZuDAWXn1bKhavCMy5TTcxuNoofPXiA13YlAejrt/jeb/fynY/PoyIkQY2J0t0Pv3umfUjb9n1pWrpyLIgfvfJ5wKW5/pwyfvzg/sG28qiT2lIXUntn9slpxe+e6+T+F7sG226+pJJ1S30jZvWZpsGTmzsL2v/wYidLr6jAmsDsbBtFe59NV9KiNOSgxM+YDsVUDvZ05GjpyFBV4qKu1CnFyoU4ggSchBCiiGit3/HUe3IGLdv3pweDTYf84vFWltfX4ZqkLKf5VR5efHNojarFVR5ytiaVM/A4pX5PsVNK8dJbCR5/pRsAS8Mdz7SzsMrL8hrnKK8WYiiHI59rNBlLepNp2PR2Ykib1vmaeBUhyaqcKLbWWMMEDEZbIqs1nLHET2Wslj++laAm7ubEeT78TrkHFDNLKw702nT2ZYmHnMRDakwZg6291pBgE8BPHtzPivp5hEcoUam1JuAtDFwGvSYTGTa2UTzxWoKfPHQAANOAz1xTy4pa14i7J1oo7nx+aCDtslNiXHVaFEMCp0IAFEVWsRBCiCk2XB2TyS4dcurSILHg4ecc1SUuVi4O8c937OPTP9zBrY910JOSzIOiphRPvVqYqbbxrT5MU4YUYmxsDTvaLP719638xx9a2dNloyd0+piviVcWKQyChvzyrHUiRXyKs44PD20LOKiKjRCAVoretGIgC0uqXHz0nBLOPs43YuBBTD8bePzVPj7/vzv47q/38tn/2cGGNwfy6yNHkUwVBpUzOU0qM/LAw7Y1ZywP4TyiYJNp5HdznMhAdXufPRhsArBs+Le7mulNjf66dwbS7t3QSUdibAMqjaI9Cc3dNmlb7qFidpK7rhBCzEHzKz24nQbp7OEB2wfOiuM2Jy/JKOaFW26oZ29HBq2hPOriSz/eMTgQffTlbg50ZvnbKysx1QwsZjIHKDRLar1saxla2H5+pRfblr+ZGJud7Rb/8LPDNVmefb2Xb9zUQE1kYiZchqGwLM3fXlPLv9/VzJ62/NaYZx4fpjp69GVeYvyU1ly7rpS6Mg9PvdpDY42XC9dECbiGv5EM5BT3vdDNfS/kC4a/79RSLlwdwiszkqLXkdD87NHWIW3/c/9+ltTOI+od+bVlEQdel8FA5vB9orbMTTRgMFomd2VI8c2PzeOVtxNYNqxc4B/bstiDu+LaXWlMNfLYpjtZuKy/P22TSNkEXEf/XUeOoQ7RGtI5m9HyOjKW4t6Xurn7uQ60hupSF5+9pobYKJ+lEDONXN6FEGIOKvUrbrmxnkc39XCgK8N7V0VYXOWa9B2cAi7NkoPLBd/cny146vnariRd/Ralfsl0Kka2rTlvVYTn3+iloy8HQH25m+PneWU15CyVtRX7eywSAxblUScxH8e00tc0De7b0DakTWt4+rVePnxW9Jh3K8zYsGFrktsebSVnaS4/rZRPXuxHKU1l2DEpNfHmuoBLc/4JAd6zIoDD4KhLkJSCzTsHuGf94d3p7ny2nfoyN6tk84ii1zdgF1y2pSO7AAAgAElEQVTns5YmmbKJekcOrkQ8iq9+uJ4f3NfCrgNpjp/n52MXVIxpCb/WUB6AC04MHvx69Ncks4rfb+jigZc6cTsMPnRuGac2+nEe5ffFw46CIvYlIQcR/8gBsbKwg/KIkwPd2cG2ypiLeNAc8XUAuzty3PXs4XOhuT3Db55q5+YL4yi5oYpZRAJOQggxB2mtKQ8qPnJ2DKUmp4bKaDyuwgGq06Fwyi5FRS3mhVturKelI4tpKqqiDikYPktlLMXtT3fwyMZ8zS6nqfjyh+qYHzePKcBoDDM3najTfvuBHP/9h8OFqH/zVBvxsJNTF3smPaA+l9m2xgBGSnR0OEyeeq2noP25N3o5eVH5tNyHxNjFQw58bmNI/cdowEFsDMEVrTXVEcVXr68hnQOfi3HXOBrr+WsYivVbE/zhhXyx8YGMzf/cv5/KWB2Lyoef+ka98HfX1vCvd7aQSFmUhpx85uBOiyP9Wo+p+cJ1tfz6qXY270hywnw/15xZOqai4fs6MgVtr7ydJJ2L45FETDGLSMBJCCHmMMuavgF+RcTk5CVBXth6uJD4h95TRsSrZGJY5PxOzaLBLanlb1WMMrYikdL4PQr3u9wIoKUrNxhsgnw2w3/c08I3bqjHZb67a4dl2Vy6toQNR5z3hgGnLw8fc3aTaRq80FRYY+yRl7s4tbEa9Lvrs1LQloDdrWmcDkVDmYugJOSMm2XZLKnx8ur25JD2RTXeEQszi+IQ8sCXPljHv97ZzIHuLDWlLv7y/dX4nSMHZY7kNDRO1+T2M2crHtvUXdD+6s4kjZWRox5rS6tcfPcTDSRTFmG/iccc2/uK+eBPLoqTzsVxOxhzdlJ5tLDO2bIGHx4HclsVs4oEnIQQc5aNwtIKl6FnTYBDKehJKVo6MjgdiuqYs2izT1yG5uPnl3HeygjtPTlq4i5qoo5Z87cQs5ODHO7kPkh0QDBOyleBRfE8jlYKWro1379rLy0dGcoiTv76imrqYua4z62e/lxB24HuLKmcxnUMb7m2xOCWGxt4/JVuHKbi7BMiVEfUMU+ybFtTU1oYCaorc6OUftc/vrlb85Vbd5LN5X9CacjBVz9cR0SKXI+LbWvOWBbi8U09tPfmlyCVR52sXRyQgNMMoLWmNmpwy411JFOagOfQ+Gm6ezaUaUBDhWewdtshVTH3iMeZ1pqACwKu0etKvZPSOp+VNI6X1cedXLgmygMv5YuOl4adXHd2XHbrFbOOBJyEEHOORrGzPccvHm+lO2Fx6Skx1i7yF21gZjxaE/D3t+4kkcoXwFxU7eVvrqg6agHX6eZ1HKzpVHnoSV9x9lMIABML97bHST/+v4Ntngv+nFT9Oo4xOWfCJDOKb96+m55kPljU2p3lG7/YzT99Yt64s3LKI4WpCMsb/PiPMbvHAOpiBh87rxQ4mGk5AZ+f1pqVC/zcG3LQ3pt//z63wYVrYtjv9g+kFL97pm0w2ATQ3pvj9V0DnLFkltcuU9Cbyu8wFg3kMz6OVdQLX7+hjuaOLCiojjnxO2fzhzj7uA2N2wfFer/Wts3lp5bwxzf7Bpf/1cZdHFdXXBFit6n5wLoY566MkMrY+cLqUmNOzEIScBJCzDn7e22+9rNdHHrQ9b/370dRwVnH+Wd2do0yuPPZtsFgE8BbzQM0NadYLQVZhThmnlQr6Sd+PKQt/cgPcX94Cf2u+DT1aqjOhDUYbDqkP23T3psjGB9fWlJZSPHpq2r4r/taSKZsFlZ7+MRF5ZgTNNGcjCW9US987SP17GnPYNma2lIXUd+7TxqwtGJ/Z2GtlfbeLEr5ZvY9YwQ2sGl7mv+8t4V0VlMacvJ319aMbXewUfidmsWyJFdMovIgfOfjDeztyOJ1m5SHzaIMbJoqX08TxpkeJcQMMjH7zwohxAzy5t4B3plVfc/zHaQLd8WdUXK25u13bFcP0NKRxjCkELcQx2ygr7AOkJXFSBUWQp4ufo+B4x0VuA0FQd/418AZwKp5br73yXn83z+ZzxevrZ4RW3YH3Zrjqp2sqHUR8R7bChWH0ly4JlbQfsI8/6xeBtae0Hz/rmbS2fx7bO/N8v27msnYci8RxU9rCHtgWbWTtUvDRRlsEmKukICTEGJGUgq6U/B2a462hGY8z8l9nsJLX8jnwJzhQRmnoTnz+HBBe2Otb1ZPjISYKjpQCq6hERflC0F3M24reZRXTa2oT/GJiyqGtH3kvHJKfO/u59m2xu/UlPjzwZe5RmvNmkU+PnRuGX6PQWnYyd9eXUNtycxaJKBUvqj6WLX3ZAsCdc3tGfoG5t4xIKaPUkoemAkxw82su6UQQpAfOL/davGt23eTzmqUgo+eV87ZywOYY5gQLa7yEA046ErkBn/eh95ThjmusFXx0RrOWh5kX0eGp1/rwWkqrju7jIZSudQLMREGXCUELv88qfv/FZ3owAjFcZ/8flJP/BTXJXHSJcdNdxdBa05Z7GXBJ+bR1pulJOigLGSi5mCwaKJ4HZoLTwxw1vIghlK4TXtGLaVLZBQtnVm6kznKIi4qwuaoNQujgcIdtEpCDvwehSz9EZNNKfD1t6B3bkRnBjDnr2YgWF9UGzQIIcZGZiFCiBmnP6v4/p2HU/21hlsfPsCyet+Y6kuEPfC1j9bx5t4UfSmLJTVeqiKzY/18wAUfP7+Uq88owTQUIS9oyW4SYkJorcmFKnEtPgXlCWD39zDw5M8gm4KB4llWZwDlIUV56FDR79l9DVAHL/uTGQPSmoNFs4tvV66RZGzF1uYUtz/eSmt3lmjAwQ0XVLBqnpuCteVHKAsZfOjcMm57tBUAt1PxV++vxuuYWe9fzEy+/hbSv/pi/toKZF+4A+/V/0Ai2jjNPRNCjJcEnIQQM04ybQ9mJx2psy9HRajwqexwIh44eaEHpQ5NUmbPCFppTcQLoAvKzQgh3j2Hw0ATwOrrILfxvqH/GK4Y/kVi8ig40Kt5Y1c/hqFYVu8jHlAzKvtosnUmbX728IHBe2ZXIsd/3tPMNz82n7j/6K8zlea9xwdZucBPb9KiNOwgeoz1sIQYC6UUevemwWBTnib7wm9xXvR5svYUZTkpRcYCl4kc+EIcAwk4CSFmnKDXoCLqYn/X4Z2DlIJ4ZPyXNBlDCCFGYwN7Om0e/mMHSsEnT/0QjlQf9p7XweXFfc7HSQdrp7ubc05Lt+bLP9lJzspfyN1Og2/c1EBZYHr7VUz6Bgof0KSzms6+LHH/yPdMQ2nKAoqyQP775H4ppoJSQCZV0K7TA0xVNaeuAbhnfQevvJ1k5cIAl66NEfXKCSDEuyEBJyHEjOM2NH9zZTXf/vUeuvpyuJ2KP72silK/wWzKVBJCFIc9nTZf+cnOwa+feQ3+9ZOfpdzsQTvcDLiiUph/ipmm4oGXOgeDTQDprM3zW3q5Ym1Y/h4HlQRN3E41uAQd8hP6WECmAKI42bbGaFgJ63/DkWM650nvJzkF2U0pS/Hd3+yhuT3/UPPhjV007e3nq9fX4jIlbVyI8ZK7jRBiRqqKKL59Uz1dCQu/1yDiYUYuo+jPKXa3ZkikbapLXFSEDJQEzYQoGg6HwYMvtQ9ps2z43Qv9fPy8SizLHrEWzkSzMehM2pgGRHwKNQOvexND0Z3IFrR2JXIoJYWtD4n54OZLqvj3u5sHM5Q++t5ySkdYTifERFIKDMPIXyvHaCBYj/far5F94U50KoFzzeVkKpaP+fWGoejP5q/VMWt814K2Hmsw2HTI7tY0rX05aiKywbsQ4yUBJyHEjKR1fucg78Gb/0yccw1kFd+/ex9bdvcD+UHZF66rZWmVc0a+HyFmK6UKF3JMx7QjkVHc9ngrz77ei6Hg4rUxLjs5gncOjuYsy+bCk2Jsejs5pP3MFeFxTWxnPQ1r5nv455vn09aTJRZ0EA8YsmuhmBI9KXh5ez8796c4aXGQhZVO3GNIUrIwSIQX47zgsyitSeqxZzblNLz8VoqfPLyfgbTNpaeUcMGqMH7n2I55l3P4hXsuc6oW9Akxu0iYVgghpsmejuxgsAnyQbMf3reflCWXZiGKRS5nc8HqKEfGnJSCc06MTGlgwzAUG5oSPPt6L5BPqrp3fSdvtWRGeeXstbjCxd9eXUNdmZv5lR6+cF0t9SVzMPo2CoWm1A9Lq5yUBxWGBJvEFEhmFd+8fS8/emA/j23q5ju/3sPjmxMoY+yBm6xtkBlHsAlgd7vFv93dTF+/Rc7S3PVsO89v6cMY4+8tDRicuzIypO381VFKg6OPzZSC7gF4eWeajTvSdPYP/8BCiLlE7spCCDFNkqnCyWpnIkvO0rgl5iTEiJShSKTBUOB3Mak1e2pjJl+/oYFHXu7GUHDeygjVUZOxLNtSSpG1wWmCPoY+ahTPHAw2HWnT2wlWziudk1k9DkNzYr2L5R/OF2w3sZGldEIUh+aOLPs6hwbEf/t0G6cfFyTonpzfqZTijSMe5B3y8MvdnL0iiGMMsR9Taa5dF+OkxUF2taZpKHMzr9yFMYZrS1sCvnrrLhIpCwCPy+DrN9RTHpSgk5i7JOAkhJiR0raircfC6VCUBgzMGfjEtqbUhWGAfcQ88ZwTIvhdamauERRiigzkFI9u6uWu59pxOQw+cl4Zaxb6cBqTc94oNHUxg0+eXwpwMLgz+u/q6Iffr+9gy55+TjsuxDnHhwm5310fFZpl9T7ebhkY0r6w2ottz71g0yFaHwo0CSGKiTVMgN2y9aSGhLXWlIWdBe01pW4c49hXxuuA46qdLKtxHawPOvoLDUOxfmvvYLAJIJWxeXhjNze8p2ROPhQQAmRJnRBiBuoegK/9fA9f/PFOPvvfO7jtyU5SuZn39CgehK98qJ7qEhdOU3H+6ihXnl4CWgYlQhyNUrDx7X5+/VQbmZwmkbL4z3v3saO1sID0RLMse8yThmRW8Y+37eaxTd3s68jwu6fb+d8HD2C9y429bVtz7olhyiKHJ1OLqrysaPBJfLpI2ErRncr/7ce6fEeI2aqm1EXYP3Q53EUnxQh5Jvf3Lqn1UFXiGvza7VRcva70XT3IG89mNEopDnQVLnF+Z5aXEHONZDgJIWYWpbhnQyd7j9hB5JGNXZy0OMDSqsKnWkVNw4K4ydc+UkfO1vicSGaTEKPQGDy8saugfeO2BEuqoti2RqNo7bPZ35kl4DOojjnxmFN7bu3vytLVlxvS9vK2BJ3JOHH/uwtGRL3wjx+tY19nFtNQVEQdU/6+DENN6vLFmao3rbjtsVae39KHz21w0wUVrFngnZHZt0JMhKBL8/cfqeeRjd1saxng7OMjrFrgnfRxTsgNX7m+lt3tGbKWZkGVj4DDmvSdjC3L5oxlYZ7c3DOk/fzVUcluEnNaUQWcGhsbvwdcBTQAK5qaml472L4YuBUoATqAjzY1Nb01Xf0UQkyfjJWvWfJOOw+kOa7aNekDisngMmxcw6R6K5XflaorkSPodRD2ailPIuY8pTS1cTfb96WGtFfG8ue/UrClOcO3f7VncF5zypIgH7+gDPcUBmecw+xoZBjgOMbMF59Ds6Ds0PBt6t5PMqNoak7x9r4Bltb5WVDhHHF3PFOBy+rDNlykmaSCLcVCKe59oYvnt/QB0J+2+X/3tPCNGxuojcligtEcygaTQObsU+qDD54ZRRMDbU/ZMzW/Sw8+hIzHvbS19U3J751f7uQvL6/ml4+3Ytmaa8+Ks7TajQzexFxWVAEn4C7g+8DT72j/AfD/mpqaft7Y2Phh4L+A90x154QQ089lwokLAjzyjgyH+jL3jAw2HY1SsLPd5ju/3kNiwMLtVPz5+6o5od6NkoGLmMO0rbl0bQkvbO1jIJN/ahwPOzlhfn5pWcpS/ODefUMmNuu39nHhSTHmx8e329GxKI84OH6en807koNtV5xeStQ382q0ZW3FDx/Yz8vb8u/l9+s7ueikGNedGUUN8168uW547QGyrzyICpYQOPtjDJQswdKzM/gykIVnXu0paN/dnqY25p2GHs0cLT2a597oAQ2nHhekOmrI3HyWyQcS58Yf1WloTl7o4fh59aA1Hsf4luUJMRsVVcCpqanpGYDGxsbBtsbGxjJgFfDeg02/BP69sbEx3tTU1DblnRRCTC+ted/aKFt3JweX1Z23Ksr8chezaUCTzCq+99u9JAbyxSfTWc2/3LmXf755PiW+ae6cENOsIgTf/ngDe9ozmIaiLu4i6Mqf/5kcdCVyBa/Jn0tTF3Bym5o/vbSCt1rS7GpN0VjjZV6Za8YFmwAO9FiDwaZDHnipk/euClP6juWBpgJevZ/sS3cDoDv2krrjFjzXf4ekv3aqujylXA6oLXOxZffQgu6xQFENs4tOc4/mSz/eMbhxxr0bOrjlxgZqorMzMCnmBq017oMbWMzAy70QE24m3AlrgeampiYLoKmpyWpsbGw52D7mgFNJSWCSujd3xOPB6e6CKGJTeXzEge/evJDmjjRuh0FN3I3XPXUTyanQtCdJT3LopNm2oXdAs6Q+NE29OjZyDREjGe/xUQosritsD2Ys1iwO8tKbh5dQGAbUV3iJx6c2WhsHGqpm/vijubdwOYrWYDocBZ+p1dtG7+aH3vHNNmZPM/GG4951H4r9+vHxi6r40o+2k87mZ5gr5vlZ2hAgHnaN8sq567an9gzZpdXW8NDGbj53Xf24f1axHx9iesnxIUYix8fkmgkBpwnR0ZGQteHHIB4PTtn6ZzHzTNfxUe4HsEj09lNY1ekwpaAtkS8q3NtvcdLiALUlZlFv0+kyFAGvOZjhBGAoCHrUjDwX5RoiRjLRx8cN7y3DUPBCUx/xsJM/vayKsNuSY/BdivkUFTEX+4/YbWl5g5+gyy74TN2A8sfQmeYh7Zbpedef/0y4fpQHFN/9xDxaOrN4XAbVMQdk0rS1pae7a0XJNA3S2cJCyumMTVdXklxu7EWWZ8LxIaaPHB9iJHJ8HDvDUCMm98yEgNMeoLqxsdE8mN1kAlUH24UQYlTtSfjyT3bSn84PYO95voMvf7COxRXFewkMuuFvrqzmu7/eQzqrMQz41CVVxPzT3TMhil/YrfmzS8u44b1luBwKjzl1xWpnI69D84UP1PDQH7t5dWeStUuCnLUijGOYHdjSeAic8zFSd9zCoWXOqrQOu6Rhajs9xbTWRL0QrT60W6occCOxLJtzT4zwxCvdQ9ovXBMdV7BJzA3KUPQO5M+pkFehJYlAiBmjeGdbBzU1NbU2NjZuAq4Hfn7wvy9L/SYhxFht3TMwGGw65JdPtPHl66oxKc6BrdaaxRUOvvfJ+XT05Yj4TWI+hUxihBgbQ2uCLgAtwaYJEPXCdeuiXH1GDIeyRyyEO1CyFM/134HO3eD2Y5fMY8ARmcLeipmgNmbwtY/Wc+/6TmwNl54So34KC/uLmWEgBw9t7OHu5zsAeN+pJVywKjTiLplCiOJRVKdqY2PjvwJXAhXAI42NjR1NTU3LgE8BtzY2Nn4V6AI+Oo3dFHOYYSi0lsnLTKIUZIZJ209lDk6Yjm2H8kmlNYQ9mrDn0ABcDjwhxPTRWmOOIYBnYZAM1EFgmCJbQhxkKJhXavLXl5cDYFvF+QBITK+te9P87pn2wa/veKadmribNfPcx/yz05Zib2eWvn6LypiL8qCBjLWEmFhFFXBqamr6K+CvhmnfCqyd+h4JkZfTsLvd4tUdSeIRF8vqPIQ9090rMRZaw9I6H6YBR45lrzqjFKchwUMhhBBiOkmgSRyNw2Hw9Gs9Be1Pv9rDKYsqyeWsYV41NmlL8b8PtbJ+S75+j1LwuQ/UsqzaKWNDISZQUQWchChGSile3p7i3+46XAC1LOLkHz5cR8Ald6SZoCKk+PqNDdz9XAddiRyXri1hWY17xCUhQgghhBBi+ti2ZmGVl5feHLo1zKJqL7Z9bIHKlq7cYLAJ8g8of3DvPr7zsXq8DhkfCjFRJOAkxCgGcoqfPrx/SFtrd5ZdbRmWDRYHFcWuJmLwF5eW559aaRtJmRZCCCGEKF62rTl1aZBHNnbR3psDoCTo4LTjgse8+3jfQGF2VHciRyaH1IcSYgLJ6STEKPozmlRm+BpAc42lDTqTFg5TEfUpZlrOsT7Gp2Fi4hiGOubBohBCCCFmt6gXvn5DPXvbM2igptRFwHns44eqmBPDgCOHhqsWBgh6ZIMWISaSBJyEGIVl25xzYpQHXuwcbHM7FeVR1zT2aur1phX/dd8+Xt2ZxDTgyjPiXLAyhMucuzdlw1SAkvoT45DMKN7cl2L3gTSNNV7mlTtxT9GmRDaKjoTG1prSgImp5O8mxFxnA31pRVdfjpKQg5AbWW4tRJHxOzWNlYdWFUzM+VkaUHz5g/X85+9baOvJclJjkI+eW4ZRpLsXCzFTScBJiFGEvQYhv8kVZ5TyUlMf8YiTU48LEw+bMEduSkopHvxjF6/uTAL54tu/eaqNxhoviyvm5mWkudvmDy900ttvcfHJMRZWuHAaMkk50juzmNKW4gd/2M8r25ODbVeeUcr7Tw4z2U8T+7Nw+5PtPLE5X3x05cIAn7iwnKDUYRNizkpmFC/v6OeNXf1UlrixbZuVCwPURY3p7poQYrJpWFRu8s2b6snkNH43GBJsFmLCzc2ZohDj4DI0ZywN8dDGLpbU+YgGTBZVunHPoeyItMWQwoqHbNs3QGNlaBp6NL3292q+/JOdg7vevbI9yWevqWFF7dzKejuatKXYvj/Dm80D1Jd7WFTlJg4c6LGGBJsA7nqunbNWhIh6J7dPb+xJDwabAF7elmDDVj/nnxiQpX1izujPKfZ1ZlFKURl1zOnCuDaK3zzTwWObugfbltb5SGdtytdGcc/h7F0h5gqtwW3YuF3IKjohJokEnIQYg4hXc+0ZUdIW+eU/c+wJiMuEJbU+2nqGbk1bUzr3dnpTSrF5R4J3rqK745l2ln+wBqXnTiByOFop7nuxm7ue6xhsW7nQz+evayCbK/xsbBssWwNq0vpkmgabtycK2tdv7eX8E4PIKFPMBd0pxbdv30NLZwbI10H53LU1hD3T3LFp0pnUQ4JNAFt297N6cZBkWuP2TVPHhBBCiFlEcoaFGCutcRt6zgWbANCaK88oIRI4HKNetdDPwgr3NHZqumhMszA44himbS7qSmrueb5jSNvL25Lsak1RGXUSDQ59znHiggBR/+TeimzbZkld4ezxxAUBJNgk5gLDUDy/pW8w2ASwtz3DC28mUWpuXruso2Q2Ok1FwDM3P5NDTCz8/Xvx79+Iv3cHTp0Z/UVCCCHEMCTDSQgxJiU++NZN9ezvyuJ0GFRETFyTXbNIKbIWOIsoq0xrOL7Bh9upSGcP9+maM+NzPrsJIGdrhpvHZXM2voDiqx+q4/frO9myp5/TjgtxzvFhzEkO+mgNKxp8LG/w8drOfgDqy92sWxaS5XRiVtBKkRkhA9cwDN7YnSxo37I7yUWrguRyc+88KA2aHD/fz+YjlvlWlbhYMc8/+fe2ImYo8Ox5kfT9/zLY5lx7Nfr4y8nhHOGVQgghRCEJOAkhxszv1CwoO3TZmNwBedcA3PtCJ5u2JVi5KMClJ8WIeItjElAWNLjlxgbWb+2jJ5lj3fIw9SUOJFsGSgImx8/zs3nH4UlcachJbdwD2TQlPrjx3BJydglOU6OnKOATdGn+z/uraO3JYWsoj5j5jEUhZriOfvjN021s2ZVfDva+U2JEPEOPbcuyOP24MK+8PTTodMrSENYs2mXT4TCxbXtMgWQTm5svKufZNxJs2NrL8gY/55wQodSvi+X5xrTwZDpJP/KDIW3ZDb/FvWAtOX/tNPVKCCHETCUBJyFE0UlZiu/+Zg/N7fk0/ode6qJpdz9f/mBNUQQJtNaUBxVXrA2jlDo4YZv+fhUDE5ubL67g0U09rN/ay7I6H5eujRGPuGhrS+e/SWscCqY6Icxl2NQM7j4lfy8x8/VnFV+/bRedfTkAHtnYxc4DA3zh2hqcR2xskc/M9HD+6igPb+xCAeevibGi3jsr6vAN5BSv7U7x9Ks9LKr2cvqyILExbEQQcsMlq4NcuDqEica253awCYBMErKpwvaBXvBPfXeEEELMbBJwEkIUnbae3GCw6ZBdrWnaey2qI8VTei7/FH2uz04KhdyaK08Nc9nJYRwGRbMcUsxsSikMQ82qjJxjdaA7NxhsOmRbc4qOPouK0NA6RD4nfOjsGJecHAUg6lXMiuuXUjzwxx7ufLYdgE1vJ3h8Uxdf/2g9ftfo78+2NQpNMRxVSuWP8+lc6mt7Y6hIBbp7/+FGhwsdKp+2PgkhhJi5imfmJoQQBzkdw1+anI65Xch1JtG2xqHmaJF9MeG6U/DYawn++6F2XtubJW1Nd4+Kg8tZeE001NGvlUprol6IemFagk1K0Z9VZOyJu5b3puD364duVNDem2NvZ3bCfsdU6EnBs00D/Pb5bt46kCM7gZ/ReKQMP+5LP4sqrQdABUvwvP9LpNyl09IfIYQQM5tkOAkhik48aHDOCWEef6VnsO29q6KUBAxmxRN5IcSYJTOKb/xyNwe68gGEJ17p5oPnlHHR6uCU1QArVuVhkzOWhXjm9d7BtivOKCXmV0UX7O1LK+7Z0MmjL3cTDzn5xMUVLCx3oo7xmn6018+kxxPJrOJbt+8Z3EXwrmc7+JNLK1m3xDct2U4JbzXu9/8DZqYP2+knafqL7XASQggxQ0jASQhRdEylue6sEtYuCbHzQIqGcg/zy12TvpuZEKL47O3IDAabDvnt022cvixI0DVNnSoSDqX5yLlx1q0I09KRoa7MTX2pE1Vs0QGluHtDJw+91AX/n737jJOjOhP9/ztVXZ3TzPTkLAlJSCAJgcg5CQzGGIMN2IABs17f/97du2vv3r2Ls8EJ73/tu8Fr73ptgsHGJmNs4pqcsUBkUBpJk3Pq6VB17ovWtBj1SCj0zHT3PN8XfJijmenqnurTdZ56zt+qHLQAACAASURBVPMAHQNJrr+1je9e3Zqz9W9fhX2K846p4M6nerNjsbBFfYVFsdyg2NqTzAabJt3ySBcrWxcwPG5jGoqKoJHJGp0lCeUDz45CWMXxMgohhChAEnASQhQknwuW1Vssb3DvKGorV7xCzEfTJXhkyqfJnADgc2kOrrNYVm/teEl2/7ooBUlbkbQhYO35e/NpPAWP/Wlwypijob0vSU3Yc0C/WzuatavDNFZ6ePqNIRbV+zhmaYiAVTznR8rOPdZESrNuwxg/faADgGOWhbn8tMqiel5CCCGEBJyEEAWtFDooCSH2X0PMTSRgMjS2s3DTR44sJ+QtjG1jSiniaUXa1gQ9zNkxfejDKnivy+anv+ugezDJCYdG+OQJMUKemT9el5HJOuocmJrF4/fmp5SozwWHt3o46qAaHEfPadHt/dEYc+NzG8STO0uXn3l4GQ+9MpD9+tk3hzlicZA1C7xzcYhCCCHEfpGAkxBCCCEKVsit+fpnmnn01UHe3z7BySujrGr1FUSwyUGxfkuC//x9JyPxNKevLuP8o8sJ7kV3tNnWPaK57tYtODtiGo+/NoTtwDVrYzO+Bc9jaq75SA3X39qWzVhb0uCjKeYmn1lW6XQh9Jrbd2V++OYVzdzzbD9t3ROcdlgZyZRmc+fElO97Y/M4Rx/kl06NQgghioYEnIQQQghR0CoCcPHxZYBCa6dgMh+3D9j842+3Zb9+6KUBAh6TC46JFFxB846+VDbYNOnpN4a49OQYwRmuhaU1LKq2+O7nWmnvTeL3GjTF3PhlexiQeX2qQ4rPn1WJ7YBlwj0vDOV837JmP86uf0QhhBCigOUnl1kIIYQQYgZltko5hZDYlLWlK5Ez9ti6AeKpab55jk23fa085MIyZ+fxFZqakGJ1q4eltZYEm6ahHQcDB9t2OPGQMIvqd26fO3xxkGWN3oI6/4UQQogPIxlOQgghhBD7IRLIjdbUlrtnLYizLxoqLFYuCPDqxjEgU0D88+fU4nVpCWIUoLBH8/cX1dM9ZGMYisqwgTWLXeqEEEKIfJCAkxBCCCHEfmit9rCozsf77XEALFNx+enVmAXYVdPn0vyPc2vY1pdiNG5TW+GmJmQUzPZEkcttaBrKJjPT5O8khBCi+EjASQghhBBiPwTdmi9dWMe23hQTSYf6mJtYoCDqmU/L59IcVO1i5+VfgR6oEEIIIUqCBJyEEEIIIfaT36VZXLPzcqpQg01CCCGEELNNioYLIYQQQoh9opQi4SiStoFSaq4PRwghhBAFSDKchBBClDTDUIynwFDgMaVA8t6wSGFO9NOdCtMXdxEJWpQHlKTvCACStuLljeP8+o89GEpxySlVrGr1YhlyfgghhBBiJwk4CSFEgTDNTNKpbTt5/91pB9oHHTr7k0SDLppiFl5X6S8OJ9KKp94c5e5nevG6Da44o5pljR4sAxyn9J///vCmh9Dr7uFF3yn80yOdpG2NacBffryBw1rcUvanAKQcRdIGnxuMOQgCvtue4Mf3dWS//ud7tnPtJU0sqZXLSiGEEELsJFcGQggxxww0/tE27Lf+iE4n8C07hXhkATb56a2uDHjunTg//d3OBeKxy8NcdXolbrN0owdKKV7eMM5Nj3QBMDxuc8NvtvEPlzbx+sYxmqo8HNzoJeSZ4wMtIEqB0b6eTk8rP3o0TdrOnB+2A/9y93Z+8GetlPnm+CDnMaUUWwdsfvq7DrZ0JzhicYjLTqsi6p2997HLZfDQK4M544+/NsjyxirS6fwHzAvFZLak40DAjXT4E0IIIT6E1HASQog55httY+LX/0Bq3e9Jv/4YE7d/Bd/g+3n7/cNxxY0PdU4Ze+aNYbqG7Lw9RiGyteL3L/bnjL/0zijPvDnMv9zbzj/d1cGELfVnJpmmgbN5HcM6SDI9dTGdsjXDY6V9zhS6gbjmGzdvYXNXAq3hxXdG+Jd720nr2TuHtYbacnfOeHW5u6SzBtOO4tl343zxPzbzP3+8kbufH2I8JXOHEEIIsScScBJCiDlkGArnvWfAmbqQT718L1Z+EpxIpB0SqdyF4HiydDMRAAylqS7LXRiH/Cbjiczr/X57nPb+9GwfWsGybQezYRlRPYDfM/USwWMZlAUlMXoudQ2kct7L726LMzg+e+9l23Y4bVUEr3vn+eH3GBy3LFzSAactfSn+9d52RsZtUmnNHU/18sJ7Y1IwXQghhNgDCTgJIcRc09MsFp38ZZKUBUwObpq6D8rnNqiNWnl7jIKkNRccH8Mydy4Iy0IuvG6D8cTO1zw9AzWzipXW4DQeRkXfq3zpdIOAN3OZ4PcYfOmiBiK+0g0oFAO/NzcK7XUbeFyzezlXHVZ896oW/vL8ev7Xx+v59lUtVAZn9RBmlWEoXts4njP+yCsD2LOYXSaEEEIUG7lVKYQQc8hxNOZBx5J65XdTAk/W6vMY3YuYk6VsXPY4adNPSk+fEmXi8IVz67j9iV6ef3uYBTVerlpbQ8RX+h3bGqKK717dyubuCdwug5St+ff72rP/HgmY1JW7kUrYO8WtMjyn/Dkrx3v4p8vLGUh5CQY8hD1Ss2au1URMTlwR4YnXhrJjV62tIeydmfdyPK3oGU7jtQxiQQNDZR5Eayj3Q/mCnQXQ9vT4aUfRPmjTM5SiMmJRW+bCY+qiyYjSWlNdlhugb4i5MRQyfQghhBC7IQEnIYSYY/FwM75PXUd63e8hncC18mwmyg/60J8LJjpJPXMrqbb1mM0rCR5zMaOemmm/N+rV/NnaGJ85NYbHVJjK2eMCUak9LyCLhdZQGYTKoBeA0aTiopMqeXL9EAfV+zjnyHKC7hJ4onmWUD4SgSa8QC0ApR+cLAaWobnslBgnr4gwNGZTU2ZREzFnJBDYOwbX37aFvuHMltOPHl3Bx46K7nujAaV4/I1Rbny4i3OOrmBLd4JXN4yysNbL2UeWUxUs/LlGa1je5Ke6zKJrIAVktpief2xs+gxVIYQQQgAScBJCiDlna4PR0AJcp/xP0DCxF1u8vPYIibu/jR7uzvyO957D6dmM9xPXM2EEpv8hrfG7YE+348dTik1dSbb3JWit8dIcs0qqk13QrTn7sBBnrAxjGhpdJBkWQkzymJpFVS52XsLl/xzWGNzyWGc22ARw33N9rD4oyMLKfSsuNzCuueXRLhY3+BiN2zz+aqbD3abOCZ57e4TvXtVC2HNgzyGtoWPQoWcwRVnIRUOZCyvP81bEq/nap5vY2pMkZWsaK92U+5Vk/QkhhBB7IAEnIYQoEPvSTtwY7Sa9I9g0SQ92Yox2Q7h1vx4/6Sh+/nA3z789kh276MRKPromXPgpCPvAcTQGWhIThNiNeFrzxuaxnPHeodQ+B5wmkg62A6sXhbj9ialz1mjcZntfknDdAdSTU4on3xjj5w/u7MT50aMruOCYKKbK77wVdGsOrt95rBJsEkIIIfZMioYLIUQRUpZnutHdjO+driF7SrAJ4I6nehgYk0WVEPOJ14IVrbmZkpWRfQ8MlYdc1FW4sR09pYD/JJdxYEW3B8c1Nz/SNWXsvuf66BmRiLIQQggx1yTgJIQQRSjpr8Y67CNTxqwjziPhq9r/35nKXaA5DqTswg04GYbCNcsduoQodYbWXHpqNdU7OlkqBRccH6OxfN8T4z2Gw99e1EjvUJK1ayqm/FtDzE197MC6ZcaTDulp5qgPdqIUQgghxNyQLXVCCFGEUlio1RfiWXAEDHVCpJZUtIX0AUzrNWUW0aCLwdGddVuWNfkpDxoUYhumgTg89/YI77ePc+yyCMsaPfjkU02IvKjwa751RRM9wzY+t0FFQKH2cx6o8GuuOC3GWFKxvMnPqxtGaazycEizD7/rwOaW8pCL2nI3Hf3J7FjQa1IVcVGI85YQQggxn8iluRBCFKmk4SdZvgzKl+Xl9wWsTFHc3z7Vy1tt4xy9NMzZR5bhynMdlHwYSymuu7WNnqFMx6gX3xnlguNjfPzoiBQCFyJPvKamsWwyg/DA3lcGmpBbc3Cdi0May3Cc/HQ+9BgOf/fJBn7+YBevbRpjUZ2Xaz5SS8gjnRWFEEKIuSYBJyGEEFkVAfj8WZUkbPC6KNjgzbbeZDbYNOneZ/s4bWWY0P6XsRJCzAI7z9t0K/zw1+fXMJEGjwtcas/BprRWDI45eNwGYQlMCSGEEDNGAk5CCCGm0hqPQVF2cZN1oxClwTQzW3n3NjhlKk1gL8pBDcQV/3JvO+9tj+N1G1x9Vg1rFvowCjCTUwghhCh2UmlViBJhmoYUTxYlSSkYTSmGEyrzBVBf4SYWnnrP5NyjKgh7D6zjlRCFIp5WvN2e4ul34mzps0nPk3iIg2JTr83PHu7lticG6BzW6DylIDkY3PRIF+9tjwMwkXT413vb6Ry28/L7hRBCCDGVZDgJUQK2D2kefaWX8aTDmavLaIm55G6tKAlJB55+a5xbH+smZTuceXg5Hzu6jKBb85VPN/P0m8O8u22cEw+NsrzJi+yNEaUgYSt+8kAnr7w/lh37s3NqOWGpr+RP8Q1dKb71y7bs1w++NMANn19IuffAf/d4SvPye6M54539KeoishdXCCGEyDcJOAlR5NqHNNf+fBPOju1Pz7wxzFc+3cRB1fL2FsVvc3eanz/Ymf36Dy/2U1NmcfqKIGU+zXlrwhhHRbFtO29ZEELMtY6B9JRgE8BND3exsrWVkLuEz3PD4M6ne6cMpWzNS++OsHZl8IDf4x6XorHKw9buxJTxSNA8oN8rhBBCiOnJ/hshiphhKF56byQbbJp09zN9KCVbi0RxMwzFa5vGcsYfWzdIysmc346jSaftks/6EPNLPJlbQG0i6ZDKc7HtgqPBmWZ3m+1kd9MeEEs5/Pk5tXisnb/s1FVRGsrlBo0QQggxE+QTVogiZ09T2FlN/qfE1yaitGmtaYjlbnNprfF+aBcqIWacMoinNB4XGHmebOsqLHxuY0rgafWiIFHf3k3sSUfRPWSTTDvURC38VpG8WbTD+cfFeOtXO7fUmQasWRLC2fXOyn5qKje54ZpWugZS+L0mNRETyyiS10cIIYQoMhJwEqKIpRxFfYUH05gaeFq7prxg29nvjmEoxlMKQ4HHdCSYINAaljV5aax0s7UnCUDAa3DeMRWyfU7MqaEJxV3P9PLcW8McVO/jstOrqQ7lr4RY1Atfv7yZmx/pZnPnBMcuD3Pe0eV7FdgaT8F/PdTNC++MAFAecvGVTzdR4c/Psc20xbUWX/l0E394aYCA12Tt4WUsbvDT35dbe2l/aK2JeiFaO9nSTuYSIYQQYqZIwEmIImbbmode6uOqs+t4p22cRNrh0JYAqVRx9bOfsBVPrx/lzqd78bgMLjujmkOb3LhkV+C8F/bAtRc3sq0vRdrW1Fe4ifoku0nMnbRW/Nv97bzVlul09urGMTbctIXvfa4lb/WVtIbasOJLF9SQSIPPYq+jWRs6k9lgE0D/SJq7n+nj6jMqQRf+Z4OpNAdVu1h6XjVKQTrtYBryYSCEEEIUI6nhJEQR81pw5MFh/uN37WzuitM7lOJnf+igusz68B8uEErBq5vi3PhwFyPjNr3DKf7pjm209UqbapHhtzSLa1wsq7eIeCXYJObWwJiTDTZNGp2w6RxI5f2xDDQ+l97rYJNSiq29iZzxt9rGSc5C/SelIKUV8bRCHWCQyLYd0unCD5CJ2aMUDE3A+q1J1m9NMjSRn9peQgghZo5kOAlRxBxHc/zBQWwb7n++j4jfxT9c0kRttHhiyRqDP7w4kDP+8nsjLKouwymyrYFCiNLmdhlYpsop4O11z/28q7VmYa03Z/yopSE8Zv62/E3HAd5tz3SVHBpLc85RFZy6MkygWOpHzQDTVNilXuh9FvWMwldv2sJoPHNDKuQ3+cZlzcRic3xgQgghdksCTkIUOb8FH1kd5JQVIUxDYaniuiOsFNSUW2zomJoxUBmxpE6PEKLgRH3w6dOq+MVDXdmxY5aFqYmYFEI9oJZKNx8/LsY9z/TiaFjW5Gft4WUzPp92DDp8+7adxb5/80QPlqk4e3Vw3mUlTqQV73UkWL95jEW1PpY1+QjmabvlfGUYiidfH8oGmwBGxm2eemOYg1tCc3hkQggh9kQCTkKUAK3Ba2oKYbGzr7Tj8LFjKnjxnRGS6czxR4MuVi4IzLtFihCi8GmtOXFZkNYaL+19SWJhF02V7oLpdOYxNecfHeGkFWFSaU1F0MClZv7Y3u+YyBn7/Uv9nLIijMcsrhshB0KjuPf5Ae5/vn/HyADLmvz89cdr8ZiFcY4UI8NQtPXknmNbpxkTQghROCTgJISYc7URg+9e3UJbdxKXqWiu8hDxyoW5EKIwuQxNa8ykNebbMVJY85XSmnIfgGK2ji3iN3PGKiMWrtzhkjYQ1zzwQv+UsTfbxukcTNNcMc9ejDxKpx1OXhHl5Xendis8aUV0jo5ICCHE3pj7ggNCiHlPa00soFjd6mFFk1uCTUIIUWQW1nipK3dnvzYMuOy0akzmT3YTgO1opis9aOe5HmGmgLZiY49N/3gms6rULa33cNXaGvweA7/H4Kq1NSyp88z1YQkhhNgDyXASQgghhBAHJOTRXHtpA23dKeJJh8ZKNzVhNe+2RlcEDNYsCfLiOzszcaqiFrVlFvnKNlNK8U5nihtu30oipTEN+PNz6zhykQ81CxlthqFQSmHbsxtM9JiaUw8NcNSSVlAQsJDGIkIIUeAk4CSEEEIIIQ5YyA3LG6zs1/Mt2ARgoLnyjGoW1/t5+s1hDmn2c8bqKD5X/l6MkQT88I7tJFKZ32k78OP72ln0+QVU+PP2MNPqH4fn3xmhvS/B8csjLKh2Yc3ifgnH0fhck/8/e48rhBBi/0jASQghhBBCiDwJujVnrw5x5mFhDKXRec7CGYnbjE7YU8YcDf0jaSr8M3dpPzQBX71pC8Pjmcd+/LUhvvDRWo5d7JeuskIIIaYlNZyEEAVNKYVpylQlhNh/mXo38Pq2JG+1pxhNln69GzG3HEejtJP3YBNkCrRHAlMLkJsGVIRm9j7ylp5kNtg06dbHuomnZ/Rhd8s0DQxD3stCCFHIJMNJCFGw/Mle2PIyTtcGvAvWkK45mIQRnOvDEkIUme5R+OqNmxmbyOzBqYpafPnSRqLeOT4wIfZDwK354oWNfP/XWxmdsPFYir/4WD1l/pntSjjdFjbbzh2baSlHsak7xZOvD1EVsThplUHEPT+3cAohRKGTgJMQu3C5DBxHSyHKOeazh0nd9x10/3YA0m89gfuoCzFXfQLbkTuaovgppRiMazr6U3g9BrVRFx5T5p18MwzF71/oywabALoHU7y2cZyTlvtlkVpgbK0YS4LHUnhNR/4+09AaWmMm3/9cC4NjNiGfQcTHjEdcmqrc+D0G44md76WLTqzEb81ePSWlYH3bBD+8c3t27IEX+7n+yhbKfbNzDEIIIfaeBJyE2CFpw/udKZ5+Y4j6mIejl4Yon+Him2L3xsaTtC+5AkvZVHY8hXvT0yRfvBvP0lMYd1fM9eEJccC2Dzp8/eYtTCQzK7UjFoe45qyqvBYXFuBoxaauRM74tt4EhhHAtuX1LhQDccXP/tDJa5vGqIpa/I/z6lhQaX74D85DWmuCbgi6d2w5n4XTuMIP37yimYdfGWRbT5IzVkdZ3uSd1Rt0CVtx62PdU8bGJhw2dSYob/XM2nEIIYTYOxJwEoLMHfAX3hnnp7/ryI498EI/13+2hYhXFiOzbSAO378zzva+zPa5E5acz+WHVBN4425m5ap6BwfoGdF0D6aIBExqo+asduMRpctG8YuHOrLBJoCX3h1h7eFRltRae/hJsa8UDqcfFmVDe3zK+OEHhSTYVEDSWvGv97Xz7rbM36l7MMV1v2zjB9e0Uhmb44MTQCaBqiqouPyUzE0f23aYzc/kzEEo7GkCXI6kwgkhREGSpZMQQMKGwTGbjxxZQdifuZs6PG7T1pN7V1zMMKX43QsDbO9LZYeefCfF+8E1WCvXkvSUz8phGIbi1c0J/vY/NnHDb7bx5V9s4e7nhkjLdj6RB8k0bJ4m62ZgdI6q75YwreGwBX4uOD6GZSr8HoOrz6qhtVruuRWS4bjOBpsmpW1N52BqNz8h5optOzuCTbPP49J88qTKqWOWYkGNFGQTQohCJFdbYt6LpxWPvTbCfc/04vUYnHdsjD+9N8obW8aQMk6zL+UoXt04ljO+aTzMEWsuIK1nJ04+FIeffCDjDeC+5/o4blmIuqjE6sWB8Vlw7LIwj60bnDJeVyFbQmaC39J8/KgIpx8WwQCCHqROX4HxuBRBr8noxNQq1CGvbKkTO2mtOXyhny9d1MCDLw9QE7U45+gYFT6NliwnIYQoOLJqEvOaUooX3xvn13/sJp50GBhJc8sjXRy5NIzfY9Bc6Z7rQ5x33Kbm8INyO9EtaAgTN0KzdhzxlDOlMOqkkfjc3NUVJUZrPn5cBasWZs51r9vg8+fWSjBzBmmtCVoavyVNIQpRyAufP7d2ytiph0WpiUrASUzlNjQrGt38/Sdq+expMZY0BiTYJIQQBUoynMS8ltaKB1/qzxnvGUrynataKfNr6ZAzy7SjOeuIKG+3jbOxcwKAMw8vY0G1m9msFVEWMGis8rC1e+e2J8ulqIrKtCnyI+LR/NV51QzFq3C7FCGPzDdi/nIczaFNbm74XCudg0kifhd1ZS4sQ94UYnpzta1vNigFIwlF73CakM+kPKBQs10vSwgh8kBWTmJeMw1NXYWbrbvUamqIeSiXYNOciXrhHy6up3fExjIVFUEDY5YvtCyl+eIFdfzrfZ28tz1OZcTiLz5WR7l/xjtPi3nEVHpHN0yZb4QwgOqwojo8ubVU3hRifmrrd/j2bW2MTTgYBnz2jBpOWBbAVPKeEEIUFwk4ifnN0VxwXIxX3h8llc58iMfCFsubvLL4m2NuQ1MXmdxeNLt/DKUgMLYNz3O/5svNNYwdfyz+qkpMtynnhdgvwwlFW08S29E0VbolcCkAUIaBAxjakfNBCAFAwlb86K7tjE1kMrgcB/7rwU6WNrZQE5Zt10KI4iIBJzHv1UUV37+6lbaeBJbLoKnSTdgjV/7zmS/ZR+K3X0MnxrCA6Pr7MBeuQZ/2lySRlvVi3/TH4es3b2FwRwc6n9vgm1e0UD17JclEgVFK0THkcO9zPXT0JVl7RBmrFvjwmvLZI8R8N5rQdE/TnbFvJE1NWGqLCiGKi4TJxbynNVQE4LAWD4c0WBJsEqjBdnRiaqc8e8OLuOK59b6E2BOlFK+8N5YNNgHEkw4PvtSPYao5PDIxl3rHNF/+xWaeen2IDR1x/u2+dp5+cxTDkHNCiPku5FHUlOUGlmJhueElhCg+EnASQohdWdO0pne5wZSkULFvDEPR3pfIGd/am0RrCS7MV1u6EyTTU29u3PFUL+PJwjwnlIKkoxhJKBwK8xiFKBVuU/NXF9QTCWQ6NLpMxefPqaUydODvPaUyW7zXb0uxfluKvrgiLZ9FQogZJKsnIYTYRTpcj9F0KE7b+uyY+7hLSXgqoMCa4qS1onfEwTSgPGBIQdECY9sORy0N88ifBqeMn7E6CrrATiYxa1zTZLd5LQNViLcBFWzssfnxfR10DiRZtTDAlWfWUOYrrrnGMBSGoUin5X0nCl9DVPHdq1roH7EJ+gzK/Covhf96RuGrN21mNG4DUBW1+Py5ddSXu/C7ius9LYQoDhJwEkKIXSSMAN7T/gKr9330YCeqaiHJshYKrQPzSELxkwc6eW1TZvvfiYdGuPTkCvySdV9QFlRbfOGjtdzyaDfptOYTJ8RY0exDS5Xoeaul0kM06Jqy1fIzp1fhNQuveHj/GHzrl22k7cyBrdswxo/vb+d/X1iPqQpsUtyNvnF4/LXM9sVTVkU5pNGLVxbXooBpDQFLEyg3dg4cIMNQPPhyfzbYBNA9mGL9pjGGxjysWeApuPlHCFH8JOAkhMgr01QoZZBO2x/+zQVswhWBmsNRtYXZTcwwFM+8PZINNgE8sX6IwxYFObx1mi2BYs5Yhua4JX4OW9CK1uC3HAk2zXNhr+YblzWxbuMYPYMpDl8cojlWmF0wOwdT2WDTpLe3xhmKO5T75+ig9sFwQvH1mzczNJb5TFq/aYyLT67inCNCaKcAX3AhZohGsbFjIme8dyjF1u4JVrVU45IsaSFEnhVi8rYQoggpBb1j8OunBvn+He2s25IkUdwxJ6Awg02QuXB84e2RnPHXNo1hmjK1FxrH0XhNB5+r8DJYxNwo88GphwS4+IQyFlaauAqojIpSoAwDw1AEvbnzSdBr4rEK6ID3YGtvMhtsmnTnUz2M5JZWyxullBSAF4VHO5y6Kpoz3FrrY2AkjVJyzgoh8k8ynIQQeTEQh6/euIXRicyF/boNY3z2zGpOXxHEkbvIeafQrFoY4L3t8Snjyxr9OE5xbHMpRErBwDi09SRRCpoqPUS8cv6KmaE1BZftFk/Dq5smePiVARorPZy1ppy1R5Tz4Es7u3R+/txaQh4ohqlmujW0UmpGSp8rlamRs27jKOMTNqsPClIfNVEU1t9YzE9aw+qFfs47poIHXujHNBRnrSnnvW3jfPLkKsxCK1IphCgJEnASpWvHwnFwNE15yEXEB3LNN3PaupPZYNOk2x/v4ZilQXwy0+Sd42hOPCTCi++MsLkrc6t+xYIAy6U20AHpGYWv3LiZsYnMhXfYb/LNy5uLYuuQEAdKGYr/fm2EX/2xG4D3tsd57q1hrr+ylWOXhRgaS1NT7qYqpIrmRkJjhZvykIv+kZ31si46MUbIo/MeMOsZhWt/vpl4MvOL73iql69f1kxrzMzvAwmxn3wuzUXHRTlpRZSeoRQbO+KcvaaMpgoXcpEshJgJsgwUpUnBus1J/vnu7aRsjdul+OtPNHBIgyXbWWbI9HeRQTpoz5yIV3PtoJM5QAAAIABJREFUxQ10DaUxDUVV2MQy5ATfX6apeGzdQDbYBDA8bvPc2yOce0S4aBbYYmakNXQNOfSNpImFLarDpdcVciwJdz3dM2VsPOGwvTfBiiY3FGHgJOTRfPUzTTz39gibOxMcvzzMknp33oNNSsH6zWPZYBNkMkp+80QPf/eJOulKKQqGdjSVAagOWRzaaGHbGgk2CSFmigScREkaGIf/e/f2bKHTZFrzo7u284NrWghLPeW8mrAVL74zTMDnIuw3GR7fmeV0ySlVBKzi2HZRrDympql8chEoF4wHRCm29OQWdtnak8AwdmR0KEU8DW5DFU2HLnHgNPDY+lFueaQ7O3bV2hpOPiRQuIXe9oMCLNMgkZqarWqaxX3noNwH5x4exjAU6fRMvW8V8UTu7x6fcNDIvRdReOQmihBiNkjASZSkwdF0TlediaTD0JhD2CMFlfMl6ShueqSHp94Yxus2uPiUKobG0nT1JTnh0AgH1brlgkYUDTvtcPqqKOs3jk0ZP/6QCOm0w0hScf/zAzz+2iANlR4+e0Y1jeVGKcUbxG70jcGtj3ZPGfvFw52sWLCAqM/AVKVRDD7ghk+fXsVP7u/IjlWEXDTF3BR7QNtx9Ix+HmmtWbkgwO2P9/DBhzn/uBgGTpG/ekIIIcT+kYCTKEllIReWS5FK77zE83sMogGTYr9oLiSdg2meemMYyAT0fvFgJ01VHr766SbcykZea1FsDm7wcMUZ1fzmiR6UgktPqeKgWjdawW1/7OWp14cAeHdbnK/dvIUbPtcq9Z3mgbEJm11jFY4D73ckuPeZXo4+OMxJh4QIFXkGreNojlzkp/LSJl58d4S6cjerFgYIeT58Lh+IQ99wmrKQiwq/Yj7O/3VRk29c3sIdT/UyGrc575gKlje6SyIYKYQQQuwPCTiJkhT1wd98ooEf3bWdiaSD32PwxQsbCHtLavfDnPtgrZtJbd0JRuI2FbIIF0XI64IzVgY59uAgSoHfyizChycUT78xNOV7U2lNe3+Scr97jo5WzJZYyEXIbzLygS3D0aCLbT0J2roTtHX38O62cf7yvFpcRb7V0jI0i2tcHFxfgePoD21CoBSs35rin+7YRsrWGAZ84dw6jlo0/zp1KDTNFQZ/c341oFA4mVG58BBCCDFPScBJlCYNhzRY/OCaFobGHKIBc0ewSS768qm23I3bpUh+IJNsebOfqM8Aaa8ripTj6Gxnxcn6Yy4TAl6T0fjU2jY+t2zRnQ+CHs21lzTxL/dsZ1tvkuYqD2cdWcHND3dmv2fdhjH6R22qQoVZrcdRiqHxTEAo6v3wIIht790cPjSRqZmY2rGN3XHgx/e3s+jPFszbGw8KTdeIZv2mMRytWdEaoDqs5lv8TQghhJCAkyhdWkPYw46aTVoym2ZA1Kv5+mXN/PT3HbR1JThyaYhLT6mSYsqi5AQs+NzZNfzwzu3ZsWXNfurKLWQVWfq0hrqI4hufaWQsqUna8H9+tmnKtm2lCre49mhSceuOLaGWqfjkyZWccmgIdx66Wo7EHSaSU+d8x4GR8TSxYCb7T8+zzhEdQ5prf7E5e364TMV1n22hLlKY50e+KJVpJOIyFKbcdBJCCIEEnIQQB6ihzOB71yyifzBBwK1lz6IoSVprVjV7+faVLWzrTRAJuGiudONzaQxDkelBtX9FiTWKgbgmmdKUB03chizUCpVlaKLeTMOEg5v8vPaBAvNnrymnvABrFykFj78+nK0/lrI1v3y0m9ZqL4trDvwyMBowc7YbHrs8TN+IzS2Pbaci5OK8Y2LUl82PDB/TVDz5+uCUYGTa1jz08gBXnxHb68yxYjOWUjzx+gh/eKmfyojFZadV0xKTpgpCCDHfScBJCHHAwn4XibF4QSwm0loxkQKfG8xCOCBRMgylaSgzaCjz7RjRDE0onnlrhFfeH+XIJSGOXhLcqwLLk1K24sF1w/z2yR4cBxbWevmr8+uJ+uTcLWRuQ/OFj9Tw1rYJNnTEWdbkZ1GtG1WAc07KUTy5fihn/K2t4yytixxw57agW/OlCxv4x99uY3jcpipqcWhLkB/dtTMb8MV3R/nOVS1U53m7ocYg7YDHNbMd6PaNYnjczhkdHk/PwbHMDmUoHl03xG+f7AVgYCTN127ezPeubs3731wIIURxkYCTEKI4KUU8BR4XGGiUgo5h+OkD23l/+wTLm/1cfVYNscBcH2h+JR1F+0Ca0bhDbbk1b2ukFIKEo/jh3dvZ0D4BwDtbx3l1wyj/6/waXGrvFr9t/Wluf7wn+/WGjgnufLqXK8+IoSQ1oKAF3JojFng4cpG3gIIduSxTsajeR3tfcsp4Q8yTl+PWGhZUmnzv6haGxmzCQRffuqVtyvekbc272yaoPti3m9+yjxRs7Xe47b+76B5Mcvaaco5ZGsRvzf3fwbYdTl4Z5fHXpgb51h5RXrLZTeNJeOCF/iljjgNbe5JUF3vrRiGEEAdEAk5CiKIznFDc+1w/z7wxTEuNl8tPryLkM7jul5uzd5bf2DLOd3+9leuuaMJrzv0iJB8StuKmx3p4cv0wAIYBX760mYOqTdm2MAe6h9LZYNOk1zaN0TtiUxPeu2Li7b3JnLGX3hvl0lNieM28HKaYYYUcbIJM/aTzj6ngT++PZre9La73saTeS77SUrWGgKUJRA1swO3KzWqxphnbXz0j8LWbtpDeUaj8xoe7SKQczj0iRCGUi2qJubj20iZ+80QPtgMXnhBjYXXpXnK7zEym83hi6nzmlaYKQggx78kngRCiqDgofvZgFw+9PMDohM3rm8f42k1b6BhI52xj6B5M0TeSu7WhWG0fSGeDTbCjG9R97UzYsmVhLhhq+td9d+PTqYrmLkIPbvThkWCTyKNYAL57ZQvXXtLI1y9r5m8vrCPonplAmYnDpadWTRkLeA0W13vz9hhbehLZYNOke5/tYyxZGHOhqTRLalxc+6l6vnJxHcvrLfIYbys4bkNz5VnVU8bqKtw0V1lzdERCCCEKRenebhFClKTBcc2f3h+dMhZPOjsKN09lGKXVtn5kmhogPUMpkinwyK6FWVcVNlmxIDClcPSxy8NUBDOdMfdGc6Wbk1ZEsttvokEXl5xSVZC1gERxC3k0S2onAwAze34tqXXzzcubeeGdEaJBF6sXBakI5K+nhHea6E3QZ2IW2HSvtEMJx5mytIYltRbfuaqVDR0ThP0mC2s8hGYoqCmEEKJ4SMBJCLFXlCqMBnSWqfBYBonU1H0TXrfiE8fHuOOp3uzYp0+tojxQIAeeBzVl7py/w2GLggQ8hdcZaz6wDM2ff6SG9ZvjvNE2xorWAMubfJh7Wb8JwOvSXHFajLPXlJFIaqqjroKoQyPEgTCUpiVmsqCqDK0zXR7zOQ03V3moLrPoGkhlx65cW4PHzO/jiL1nAPVRRX10Z1MFIYQQQgJOQog9srViW7/Nu9vHiYUtFtV696kLV76FfZrLz6jiPx7ozI6tXhSgImDwkSPCrFwYoH84TWXEojZqlkywCaAqZPB3n2zk3+/vYGgszYrWAFeeWY3B3BUtUSoT7Cqhl3mfBN2aY5d4Of5gP47joPfjhXApTV1kMjVjnr6QoiTNVH2rkEfz5Usaebc9weBoiiUNfhrKzf16/4nipRSMpxQb2+O4DYWnROo1CiFEKZGAkxBit5RSrNs0MaW9dVOVh//zqQYCc5SFoR04ZnGApspmtvYkqQi7aKlyZy80WypMWiomC+CU1sWnQnNIg5vvXd1MMqUJ+RTmHD1HB2gfcFi/eZyQz2R5s4+yPDWgKjZaU7Ldp4QoVBEvrFngQSnPjoB3ac33Ys+UUmzqtfnhndvoH0lTFbX46wsaaChT8/YGiBBCFCIJOAkhdms8DT9/sHPKWFt3gq29SZbWzl0xUJehaa4waa6Yf6n7Wmv8LvC7YC6f98Zum2/esiX7ddhv8q0rmudt0EkIMTckuDA/DU9ovnNbG/FkJtjfPZjiu7/eyveuapZtyUKIGeWgSNvgcc3fDP99IQEnIcRu2TaMTeR2eUumZHadz2wMbn2sfcrY8LjNu9snOGpR/jpRCSGEENPpGU5ng02ThsbS9I/a+MsKrHq8EKIgKQVbeyZ4b2sSpRRNMTdh7x7WOAra+h1++WgX3YMpzjy8nJMOCUmQ+0NIwEkIsVtBD6w9opwHXujPjrldivqYew6PSsw1R8NoPHcLWTzhFExx+bxQCo1CadkuJ4SYf0zT2FGbbq6PJFfY78JQmc+jSZZLEfRJsEkIsXd6RuGrN73PaDxzcz3sN/nG5c1U+Hfz/SPwtRs3M1lF4bb/7iaRcvj4URGpIbgHMisLIXZPaz56ZBmXnFJFZcRi1cIA37yihVhgPjR6FrvjNjQfO7ZiypihYGmjryAXJvtOsbnP5gd3dfKt27bzaluS1HyIORkKBwMlb28xT6W1YjihSDnz+02QsBVvbk/x80d7+eOb4wxNzPUR5SoPwGfX1mS/Vgo+f06dbOsWotgpxURaoWc4TGEYisfXD2WDTZDJ1n/2rREMY/rPgK29CXYt2fm75/sZS0377WIHyXASQuxRwK35yOogp60MYZmZbA+J4s8BpRiMaxwNZT6FmsP6TVprjljkx/xoLfc9109Z0MVFJ1ZSE1ElUU5r26DN127akg2e/eNvt/HFCxtY2VSamX1KwbZBzZ1P9dAzmOLsI8s4rNWP11UCf0wxo5SCoQkYHLUJ+03K/MWb4dg9Cv/+u+28v32CBTVe/vzcWmoj868AtTIUj786wi2PdmfH6srdfOXTjXPWLGQ6BnDiwQGWNrQyMqGJ+BWxwPz7ewlRSoYSinuf6+e5t4ZZWOvjM6dVUR2amc8VwzDY0pXIGd/SNYFhRKbtsuqxcoNgIb+Ja0fHZjE9CTgJIT6U1pmsFrmSmxsTacUDLw1x73O9OA6ceGiEi0+KEXTP3d/DY2qOWexjzUGNGIrMtrMSOD0MQ/Gn90dzTvV7nuljRXN9SW6v6x6Br/5iMyk786R/fF8HV55Zw2krAjPW1l4UP6UU73WlueH2rcSTDpZL8Rcfq2dVs2dOA+L7Yzyt+PZtW+gfSQOwsXOC625t43tXtxRUkGU2jEzA7Y/3TBlr70+yvS/F4prCWjYYSlMTVhy6MExPz8hcH44Q4gDY2uAnv+vg9c1jAKzbMMr72+N873MthGbgejedtjl1VYR1G0anjJ94aIR0evprveZKN3UVbtr7ktmxq9bW4HEV5tbjQiFb6oQQosC915Hg7mcywSaAJ9YP8cK7o6g53vukNZg4JRWE0Rp8HjNnPOgzi24Rvbc2d01kg02T7ny6l3FJERd7MJKA//+327KFm1Npzf+9axsD8eJ7n/SN2Nlg06ThcZue4fRufqJ0ORrsaQLN040JIUS+DIzb2WDTpNEJm47+mbsYObjBw5Vra/C5Dfweg6vW1rCkzrPb7w+6Ndde3MjffKKeq9bWcP2VLSxrsCTY9CEK61aFEEKIKUzT4E+73H0BePL1YU49NERJpBUVEK01KxcE8LmN7EJaKbjg+IqSzfCzXLmBS5/bwJRbUmIPhsZtRnfpYmo7MDCSptxXXJeXAY+BYZAN6kPmfR+YJvhc6sJeOHtNOfc/v7NZSNhv0hBzI583QoiZYpkKy1Q5N8C87pm7GPGYcNFJVRy1JIhCE3DzoZndIY/OZPKWUpOcGVZcVwRCCDHPOI7DwlofjzA4ZXxZkw9DaeSmc/5VBeG6K1t4deMY8YTNYYuCNERNSnWx1VrtIRp0MTSWZu0R5cQiFjXlbtI2WHKVIHYj4jcJes0pQSfTgLJg8Z00ZX7FZ06t5qZHurJjnzqpkorgPKzLoTXnHllGbbmH/351kEX1Xs5cXTYjW1oKndpRO7FzIIXfY1ITNbGM+fc6CJFPFinc493o5Dg6VE3cDAMQ9SkuPbWKGx/eOQ8fuSREzQxffyml8LsydxucfUjY39tg02AcBkZtykImUe9+HGAJKL6rAiGEmGFKZT4gtvYmMQxFU8w9Z/WStIYVLX4W1HrZ2JFpFRQLuzjtsKjU15khWkNlAM5YEUSpybtdpftaR7zwjcua6Bm2ufWxLv7wYuY8q4xYXHtpI+XS9UlMI+SBv7mwge/fvpWJD9RwKvMXX5BGoTn50ABLm1roHUpREbaoiZgYB/g8lAHJdOauPUW09dhvaU5c5ufE5QFAo+fpZ822AYev37yFxI42pSceGuEzp8SkoYIQ+8ntxDFfvZvES/cAoAJlBM+/llF/A1prTlweZEGtl7buBFVRi+ZKd6aGbDFSsL4tyQ/v2k4qrbFciv/18XoObXIX20fkAZOAkxBC7KJ7FL5245bsnftY2OIrn26cs3bLIY/m7y+qp30gjeNo6sot/POskO1c0FrPm3Tpcj+8tTWZDWoC9AylePRPg3zy+LJ5u+AUu6e15qBqkx9c08LAqE0k26WuOM8Vl4KGqEFDdLJ+x4E9j5Gk4tF1QzzzxjCLG32cf0wFscCBH+ds0Xp+NArRSpFMKzyuqc83rRX/+fv2bLAJMvUTT1oZ4aAqWT4JsT+soS3ZYBOAHhsg+cTPcZ/19ySxsAxNa8ykNeaf/I65OdA8GIzDj3YEmyBT5/BHd23nB3/WOu8ynWTGFEKIDzAMxcOvDEzZJtI7nOKVDWOcfmhwzhZTXpdmQeVkPZHi/QAWhckwDDZ8INg06c0tcZzjyku2YLo4MFpD2APhHbWO5kF8Yq84KP7roS5efjdTf69zIMmrG8b4zlXNBOVmQV6YpoFS7Lab1N7oGYPfPNHNO9viHLU0xDlHlhPxZP4+SRs2deXOiUOjNkjASYj9M9qXM+RsfxvLHgczMuMPn495Y28Njdkk01Pn+2RaMzxmE/XOr/qAUhJUCCGmUGzqzL3I3NqdwDDmtiucEDPFth1WLshNvzj+kDCmkgWyEPuif8zJBpsmDY2lZ7Tb0ryhoGNIc+NjffzbA91s7LGZSNof/nO7GE0qvnlLG8+9NcLASJo/vDjAj+/rIK0zn/M+V6Z+zK5qyqwDfgpCzFuhqpwhs+lQ0qZ/59emwuXKc4hCwfZBh5893Ms/35+ZNxxm9po+GjDxWFOfh8cyiATmV7AJJOAkhBBTaO1w2qpozvhRS0PYdvHU4BBiXy2u9XDeMRUYO64Mjj8kwlFLgrm1wpRicAL6xpnxCzYxlTIU8bQi6WTu0orC5DLVtF0e3dN0hBT7pmNIc+0vNvPQywM89fowX795C69O08n1w3QNphgaS08Ze7NtnP6xHd1J0Vx6ShVLGzN76b1ugy98tJba6PxbLAqRL8lII+5jP5UpcAeoSDXWCVeQwkIpRfeI5rYnBvjhPV281Z4i5eRnzmwfdLj2F5t5bN0gz76ZmTc2dqf3+DM2Bmmt9vuzNuqDL17YgG9Hlz2f2+CLFzYQnYd1MSUnVAghPkBrWNnq45MnVnLXM724DMUlp1SxsEZaQovS5nVpLjw2yumrItgaygIKY5c9Uglb8ci6Ye54qpe0rTlqaYjLT6si5JH3xkwbTyn+uH6Ye5/tI+A1+ezaGpbXuzHmWQZaWiv6Rh0sU1EWUKgC3McX9SkuPKGSXz/ekx07pNVPTdSFfI7sP8NQvPL+COld2qb/5olu/veFdfvUYspt5UYETSPTmn1S1Kv5uwvrGBx38LgMwl5dtDXKhCgEKeVFLz8P98JjIBXHCVQxamSyq3vHNF++cQsTycz7+IV3Rvir8+s5YqHngLZrG4biubdHcqaHe5/r5Usfr835flsr3u1I8qvHe0imNBeeEGNFs4ddpwzDUIwlMzN6wMqt+ak1HFzn4oZrWhgac4gEDCLe+bn1XAJOQgixC59L89E1YU5eGcYAAm65yBTzhNY7775Nc85v7klNWUQ///YIzdVePnpEaF5eRM0Ww1A8+/Yov/pj5rUfTzjccPtWrruimaaK+ZNxMZRQ/Nt9HbzVNo6h4GPHxvjIEWE8hfYSaM0Zq8Isqvfy7rYJGirdLK7z4DHlTbI3DNNAa9B7G0Daj5e1OmJy1NIQz789kh278ITKTJfFD0xmLqWJBTKdF2WOE+LApTFJe2tgl8LZGzomssGmSbf9sZtDW5oOuFOdmiYb20BNO3e09aX5zq+2Zr/+0V3b+duLGji00Z0dS9qKZ94Y41d/7EZruOikSo4/OIB3l8jKzjqHRvbr+UgCTkIIMQ2tNUFr8v/n9liEKASGoXi7bTxn/KnXhzhrdRjXPMu0mU0JW/HgSwM5429tjdMcC82LgLhSmdfgrR3noKPhrqd7WdbsY0lN4dXVcZuaJTUWB9e5c7elimnZWrGxO8W9z/bhMg0+dkw5TTEzW//DcTSrFwX57RM9fHCH+4UnVe1TdhOA29BceUYVp6yM0t6fpKXaQ1OFJR/4QhQQlYe9446Tyca+59neKdPEecdU4Owyb5imwbNv5n7W/u6FflY012WD4O92JPivBzuz/37Tw13EwvWsavbk/KyQgJMQQggh9oLjaBorcy+mFjf4sAxZp80klwFVZRadA8kp42Uh17wINkGma9gL74zkjG/omGBprbtgXwcJNu29jd0pvvXLtuzXL783wnWfbaGpfOdeltqw4vorW3n0TwOMTjiceXgZqxYGGRnKDYZ/GL+lWVZvsbzB2jF/yd9KiNlkGCo7Ry6s9eJ1G1OynC4+uRKPeeDZhXURxbevbOWxdYNMJB1OX102ZV6ZpLUmGswNj5QHXSg0GnC5DJ5YP5zzPY+tG+KIhbWk0/vexKDUScBJCCGEEHtlcb2XZU1+3tyRZRIJuDjv6IqCXeyXCqUdLj6pije3bM7Wr6mKWiyp937IT5YOy1Qc3OSne3BoynhTpVfOvxJgugweeLE/Z/yJ9UNccWrFlKYddRHFZ0+LZdube90muaHIvSenjxCzK+UotvSmeG3TGHXlHpY1eYkF4Lormnli/TBdg0lOWxVlYU3+bibURRRXnFqRnTem4ziaNYtD3PNMH/EdgS+XqTjnqIpsYMxxNE1VHp57a+rPNld7cjKmRIYEnIQQQgixV4JuzV9/vJaOgTSptKa2wiJoyWptNjSUK773uVa2didwWwbNle75VaxdO5x/bAVvbB6jdzjTXejIpSEWVBfedjqx77QGzzSt0L2WMe2CU7rGClGcDEPx/Nvj/PSBjuxYQ8zNtZc0UhWCT50QRSm1IyiU38+4vZk3qkLw7ataeHtrnLStWdrkpzq081AcR3PswSH+8GI/w+OZbKagz+SkQyOS0bobEnASooAkbMXAmIPPbRD1IXdthRAFx2NqWmKTVZpljpo1GioDUNnq2Tkwz1T4M3fAuwbTWC5FdcTEOsBisqIwOLbDOUeV89xbw0yu2Vym4rhDwjmLOKUgnlbYDgTc0/wyIUTBGk3ALY92TRnb1ptkW2+KJbUubFszl59vWmc+a45b4kNN9hDY5XDK/fDtK1to68lsc2+MWTvWbbN+uEVBAk5CFIieMbjh9q10DiSxXIqrzqrhmIP8867ltRBCCLE7fkvTWikBz1LUUGZy/ZUtPPvWCJZLceSSELWRqZ2kHA1vbkvxHw90MDSe5rTDyrjkVEsWNEIUCUdDIpWbaZQqwKzFPQWQwh7NIQ3WXn3vrkYSio1dCUbjNq3VHmqjJqqEP89kfhaiAKS14t/vb88WhE2lNT+5v4MFV7dmLraEEEJkxdOK9oE02tHUlVv4ZVvfnFBK7uiK/FFo6qMGnzwuCuwouL7L+dUx5PD923e2LH/45QF8bpOLjo1IVrgQRSDogbPXlHP/8ztrtvk9Bg2xmU1XNAyF1gdegPxAjSYV3719K1t3ZEcpBf9wSRNLako3LFO6z0yIIjKehPe2x3PGuweT1EakxaYoHErBcELRNZjCaxmypUXMuuEJxfd+s/NirbrM4h8ubqTMN8cHNo+MpxQbu5J0TLaTj1l4TJkHRH7sqQ7K1p5Eztgjr/RzzpERfOY0PyCEKCxac86RZVRELB770yDN1V7OP6aCshnakmZrRVtfmpffG6Ui7GLlggDlc3i9sKU7mb1+gcxz/sWDnXzzsiYso/CyvPJBAk5CFACvBfUxN9t7p7a8Lg9JMVRRWLpG4Os3b2Y0nimUePwhYS4/tRKvSxabYuYppXj5/dEpF2tdAymefH2Y84+Sgp2zIeko/uvhbl54e2dfsE+eVMm5R4Ql3UkAMGErOgcyhd1rylx4DyAYaRgKjULv6P4U8ucuXWrL3Vi59caFEAUqYGnOWBHk5ENCuAzQjjMjHx9KwZvbEtxw+7bsWCRg8q0rmonupsmrYaj9vpawUQzHNR6XIuCevhbvZPe7DxoYTZN2dMnOYyX6tIQoLm5D8/99tA6fe+db8oLjY9RE5XadKBwOipsf6coGmwCeen2Ytt7UHB6VmE9MU/HOttxs0DfbxlFKth/Phq4he0qwCeCOJ3sYGJdgk8hkwF7/q2189aYtfPWmLVx/2zaGJvbjvamgfUjz77/v4Tu/aee1tiRJG1qqLA6q35me4DIVnzunDpfUuxSiqDiOxsTJBpNnQtI2uOWR7iljQ2M2mzpzMyVHEooXNya454VhNnSnSet9m7cGJxT/eGcnf/XjjXzpPzezbkuC6Z5ZY6UbY5cIzNlryvGXcAMEyXASokA0lpvccE0L3UNpgl6TypCBKRdQooAk7Om3fvYMp1hcwnvPi1nSUXQP2RiGoipsFP2iLJ12WLMkxDNvDk8ZP+GQCM4MXrSKnZLTFHu1HUjZGpCg33ymlOLFd0fZ0rVzMbelO/H/2Lvz+MiqMvH/n3Nv7VuqKvue9JbeoWmgoUEaREQWBQQcEGRVvzozOt8ZdX7OfHUccUPU8TvOOC7fWVTEBRFBEAVBpUH2vRc6NL1m6XT2rapS2z2/P6pT3emkm04n6dTyvP+AV05SnZta7j3nued5Hp57Y5QLT/ZNa9fA/mH+WRneAAAgAElEQVTNZ36wm1Q685ite6J87PJaTl/o5BPvraG9L0ksblFTZmdpg4++vtFZ/3uEEPnNQjM2xTUrkZp4LoqmFHfc0z7h3PWhi6vYsNx7TOctjcGdj3axeXcEgNFYmm/c084dH2ymKjDxulgZUHzu+kZ++Pv99A0nufDUMOetDqALeIe2rBCEyBFaawJOCFSMfywL98Qj8pPbBqe2+Nn42tCE8drSAr4tk8eGxuCbv+pg574xANYu9nHrhRX48vzlWl7v4tJ1YR56rh8NnH9ykJMXeKRg8AlSFbIT9NkYHE1lx1Y0egh7DeS6VdxMU7HpwILrUJt2jXLRKQEsKz3Fo6b2RvtYNtg07p4neji5uQGP3Zpwk8MwJNAphJjMbYP3nlXGf/2uKztmNxXNVRPz6Tp6kxOCTQB3PdbNKQub8R5DdZNIQvP8G5OD3vsGElQFDqvFq6G5zOSz19aRTGs8dl3w5QAk4CSEEOLYaM1VZ5exry/B9o4YNlNx7Xnl1IZsyEIztxiGYuPmoWywCeDF7aOcuTzA6QuPULggT7htmvedHeKCUzKdrIIehZJg0wnjtWv+6boG7nmyl217o5yxNMBFp4XyfvecmLl02mJdS4CXtk9ceJ2xLEA6fezBJgBziooCdlOxqzvB4kp7QbcQF0LMDsvSnNHixe2s4bfPDVAetHH5+jIq/RNLDh6+4wlgLGmRPnRzlFJEk+C0KczDkuUcNqgOOdg3MLEWb8Bz5NIoJhamCcWwOVsCTkIIANSBhOJoQtPWm2Q0lqam1EFVQO5ai4OCLs0/vK+G/oiFw6YIuZXsLMlBGsVLb07eafD63ihnLvGQTufPDEepTFc0m5mpd6c1oPXBrnTy/jvhyrzwkXeVE09lml4UciqAOHZaw+pmN+eeVMKfXs3shD1ndQknNU9/B2JLnRuP0yAaP3iuevuaEN+4p50v39REqXdWD10IUaCcpmbdIhenL6pFqakLlNeW2XE7jAkFvd9xSoiAC9CZ2nT3PdXHk1uGqSt3cMuFVdSHjOy/4zA0H3l3NV+4a292Z+bZKwPUhe3IGkoCTkIUvUQaXu9I8OAzfZy1soTntg2zeXcUyCz0Pn1NPctr7LKmE1k2panwZVIYJNiUmxSa01p87OicWHNrRaM3r4JN0aTi8c0jPPB0Hz63yU3vrGRprf34Op4o6I/Avv4kXrdBddCGcwbds4qe1jhN0PnzdhIngNeuuen8Mi47I4wGwl4D4zgWXGVe+Mx1jTy5eZjRWJpFtW6e2jJELG4xGElT6pWmKkKIY5OZqh65E17IDbfd2Mgvn+xlz/44550c5G3LM9ugNAZ3PrafZw80y3izY4x//tEevvah5oM3voDmcpOvf6iZff1JfG6D6pANhyFzDJCAkxBFTSnYtDfOv/6qA4DTlwaywSbInKC//5t93H5zoyzMhMgjlqU5e3mAV3dEeH1v5jN9xjI/FSE7sZTCbcv9z7NhKJ5pHeWnf8x0mBkdS3P7z9v40s1N1IemH3La3WvxhR/vOVDcGtYvD3DTO8px5cFzIUQ+MdCUesfrKh3f50trCHkNNu8eJW3BE5sH0RrsNkWpX4JNQojZozVU+hV/eXEFKQscJtm6SsNjVjbYNC6R0nT2JwnVHlLgSUPYA2GP/eCAADi+m4RCiMKQshT3Ptl7yNeTT44DIymS0yu9UDCUUthsprRbzwGGoUAZKCkOe8wCTs2nrqzm09c0cN35laQt+Mz/7Oa7D3URT+f+8xhPK377/MCk8W1tUab7kUxqxfce7MwGmwCe2jpMe39ypocphJgjPofmQxdVMxpLozV4XQZ/f3U9Qc98H5kQIldZwL4hzUu74mzfnyKWmsaEQWtsamIRb5up8Lomh0zcDgmjHCvZ4SREEVMKXIecMB02A8OYWMDu7JUl+JwUXaB+JK544c1RXtw+ymlL/JyyyIM/z7t75avRhOLpbaM8uXmIZQ0e3rk2SNj91o8TMJaEf723fUJdgpffjNA5kKK5LLd3CdgMqCixs/+wIpxBr23aKb7xFHT2JyaND0fSyFRIiNykNTSVGXz1lkYGo2kCbhO/U1K5hRBTU0qxtS3BHXe3ZcfWLPLy0UuqcB1npobfCbe+q5pv3deRHTtpoVca5kyDzLKEKGIGmr/YUM4Xf7IXgEde6OeDF1XzwNN9dA8m2LA6yJVnlRZdUd6kpfiPB/exZU8mFem1nRGeX+Dlf7+nCpvkY59QFoqf/KmXJzdnCtDu6hrjuW3DfPHGRjz22X0tlCq8t3oyrScEm8aNJSwgtwNOSltcc145W38YyXaKqSix01LnZrqTPI8dTm/xT9oWXx2WKLIQuUxr8Ng1npJMA5NjPUdrpUimMwWDC+28LoSYWjQJ3/vNvgljL78ZoaMvycKK4wt7WJZmTbOLL9/cREdfghKvSWO5A+cM0/FtNgPLmribqlBJwEmIIreo0sYXb2riudYRAh6TZfVu1i2pJ5ECj4NptRs3DIVGobDyus1nz3A6G2wa99rOCD2jFtWBo2/N1SgGohqtNSGviUEePxE5YCCqs8Gmcb3DKToHkiw6zsnD4QbHYFvbGCOxFMvqPdSEjILJNy9xK9Yu8fHiGwfblDvtBtVh+1EelTvqwwZfvbWZPT1xXHaDpgonfuf0J2cGmuveXkEsbvHargg+t8mHL66m6i0+z0KI/KIUdA1r7nmih11dY5x7UpBzV/nxSWxZiIKXTMNQJDVpPDI2s7m4qTR1IYO6kOvAyPEHieJpxbb2OE9uGWJBtZszlvomFB8vRBJwEiIPpbWicyDN3t44Ia+NxgoH3uPc7WEoaAgbNJ0VROvxreoa+zQ7eY4m4JnWUZ7eOszKJi/nrQ4QzNMT6JH+7LdamsZSivueHuB3L/SjdaYo8fVvL8fnKPy7F3PFVExK8wSwzVItp6Ex+NydexkYOThB+ex1DSyuLIzLo4Hm5gsqCfnsPLVliMZKJzdeUEXIrfIjLUVDhV9R4Z/5JC/o0vztFVUMxzQOm8LvpCjuLApRTAZj8Lkf7SEaz1w07n68h+7BBDe/o2xaN9CEEPnH74Qzlvp55pDdzKYBNaVHjjhrbeEgQVo5SM/gFGGamVuVR+sErJTisVdH+NmfMs1Qnt02wu9f7Oe2GxoLeq1QGDNqIYqIYSheeHNsQi7xikYPf3NZ9Yy6Lc1k4RWNp/nhoz3ZdJXtHTGe3TbM566rz4tuWIerCJisbPKyeXckO7ZmkZdSf2ZL/5Fsax/jt8/3Z79+auswS+rcnL/Klx+L+xwUdCvec0YZ9z11sLj94ho31bOUO79jX3xCsAngzse6+dy1tZiqMF6zgFNzw3lhrj47jMMGJrpo348m+sCdRJ3XuzCFOBbFlLIxrqMvmQ02jXv8tSGuPKuMEtcRHiSEKAgKzfXnV+B0GDyxeYiasIMPXVxDmXfqn/ckeon94W548zkcDasxVr2LiLNiWr/T0rCnL81Dz/UAcMm6MA2l5pQ75Ufi8MsneyaM9Q6naO9LsrS6cMMyhfuXCVGgRuLwX7+bmJ+8ZU+Ujv7jz0+eqX198Um1UTr7EnQN5n5h4qnYDc1HL63klR1RXtoxyimL/KxZ4MF+lACEaRq8vCMyafyprcOcv9pfeMWBThjNxaeWsKTOzas7R1lY7WZFgxvncRZ/PNxU9Y1GoinSlsKcpd+RE7TGLVd8IYpCPK3Y1hFn46YhmqtcrF/uL5pGCw7b5N2vTruBWSh50kKIowo4Nbe+o4xrNpThMBV2Y+q7S049RuqRf8Pa1wqA1deO2vMqris+z5jhO+bft7ff4nM/2pP9+tltI3zhpiYaw5NPOjr7nym/U7Dk9CtEnkmlmXT3DiCWmL+TlaHUlG3K87mDvd8B5yz38onLqzhnmfstt7palsWSuskz+pVNXtQ0LyRKZdq4JyyFmm7/9wLksmlW1tm54bwwZy5xHVcNnyNZWO3COOxKeNmZZbhmuSC5yE1aKcbSiilPYELkIWUo/vDaCN+4p53nW0e4+/EePn/nXkbixfEery21s7hm4rX4+vMrZvW6IYTIdRqvXR8x2ARgRvZng03ZR/V3YIx0HfNvsdkMHnmxf9L4Yy8PZlPsDhVwwmXrSyeMBX02agu8gYnc7xQizwRcmdpAf94ynB1z2BS1pfNXBLimzME714Z4+IWB7FhLnYeqYH63DNVak0od2/FrDSc1eVhc62Z7RwyAqrCDDasC00pnSFqKzXvj/PSP3Vhac/U55axZ4MKRA7cHTDOTnjFf6VjpmSTXH0FVieLzNzTxsz910z+S4tLTSzltsaeoUlCKVX8U7t7Yw6bdEdYs9HHl2WWE3PK657O0VvRHLAxDEfaqoqzZMzIGv3xiYsrGwGiK9r4Ey2ryo1nATLhtmr99bw3bO8foGkjSUuemocxWtGnEQoipKXPq86Eyjv08qTXYpggs2Y4wZ9dac8GaANWlTv706iCLatxsWBUo+IC4BJyEyDMKzfvPLSfgsbFx0yD15ZkiwGHP/BUBdtpN3rs+zIpGL6/sGGVJnZtVTbOX9pQv/E7Np66qoWswhWVpqkP2adew2tWd5Jv3tme//vavO/n799Wxsm7+7n4k04od+xM898YI9eVO1iz0EXQVyGuroTFs8Kkra0inNQ4TWZgUgVhK8eWf7qV7KAnAxk1D7NwX45+vq8dRZOetQjGSUPzg99083zqCUnDhqSEuPyOMR3YrAsWV1e1zaNY0OVHNrmwjFCGEOFTCXY5t9QWkXvt9dsxceDpJX9WEn1NKoQwFenI9vHTa4p2nBNn42iDj3zIUnL8meMTi4W4bnL7QyZlLqoumxp4EnITIQ36n5v0bQlxxZhi7TedEEWC3TXNyo4O1C8qwLKuoJreHcpmaptLxulXTexJsNoPHNw1NGn/kxQFObqomlTrxVY4NQ/H06xH+87cHtxg/EOjnthsaCqqjhqEtDKO4FmXFrHsolQ02jWvvTdAzkqY2mAPbCcW0ZM5TIzzfmqklqDX87vkBljd4ObmxsFMVDud3whVnlfHzxw/ucirx2qgvd1BsgZf5nhcJIXJXEjvGqX+Bd+FaEm2vY1QuJF25lLhyZn9mNAHPbx/l6ddHOGmBl7OXByg57IZrbcjkSzc38/imIQwFb1tZQk3w6CnMWjMvc/r5IgEnIfKUtvSMutLNlaO1AxVHZ1maiuDkrbwVQce8BUJGE/CTP3RPGOsdTrK3N8HyIkjPEIXJaZ8cVFJq6nGR+zSZgNPhXts5ytoFZUV1XdJac/7JAWpKHfzx1SEW1bg4e0UAfwHdIBBCiNkQN30Elr2NkYo1k3cvofifR/bz/BujAGzbG+WZrcN85tq6CRkcCk1tUPGBc8OAnpPyD/lOZlZCCJEjLEuzflkAj/PgqdlpV1xwSmjeFkxaQ3KKi2cxbAEWhavcb3DB2tCEsXefUUqptzgKKxcahWZVs2fS+JI6D5ZVPMGmcS4zk1L291dWc/m6EsKTnxohhMgJSilQsx+SUAqGxhQ7e9L0RTM3Jo5kqjlt34iVDTaN29Mdp2swNeW/kU5bEmw6AtnhJIqSBQxEYCSWpixgw+/UkkojckKFH758cxM7usawrEwXtXLf/NXn8jng8vVl/GLjwfQMr8ugvqy40lREYTGV5uqzwqxr8dPZl6C2zEFDmX3aHSVFbrAszdtXB3n29RH29ScAWNbgYWWjq6iv7alUer4PQQghpmQBe3rT3PvnXuIJzeXrS1lS7cBmzPykrZRi+/4UX/35XuJJjWHAhy6qZv0S9zE3pT3SzxnS1XbaJOAkik5aK57YGuEHj3RhafC5TP7h2nrqQ7LhT8w/rSHsgfAC1yFj87di0lrzjpMDlJXYeezlARornFx4apigW+odifzmsmmWVNlYUjU+FZI3dD4LujX/fH09XYMpTENRWWIWXeMKIYTIF+39Fp/70Z7s17f/PMqnr6mflXINown45r3txJOZa4Blwfcf2sfi2mYqfMcWMCr1GZy7uoQ/vXawtuqyBg+VQROZL0yPBJxE0ekZSfPfDx8sgDw6luZbv+rgizc14JyFqLoQhcZt06xf4uLMlloMMh01JNgkxIkTTSp6hlO4HQZlfgNDJrtTcts0zWXH17RBCCHEiWEYimdeH540/uAz/ay4qho9w1To0ViakejEHZ5aw8BomgrfsYU/DDTXbChj9QIfL705wvJGLyc1eXAc41pRKUUkAYYBHntxl6KQgJMoOr3Dk3Nv9w8miYxpnFLnQIgpZTpLWxRfNRQh5lfPKHzxJ3sYGM1cuy5bX8q7TwvikN07osCktGIwqnHaFQEpdSBEQXM7J2eWeJwGSs38dkHAYxLy2xgYObjmMwwoC0wv9OGxa05d4GTdYveBDtzHdmTRpOLRV4a4/+k+nHaDGy+o5JQFbuxFurFBcohE0Qn6Jm/VrA478DklJ1cIIUTuSKP4n4f3Z4NNAPc/1UfHwNRFS4XIV4Njijvu6eTvvreTT3x/F89sHyOtZV4mRCGyLM3pLX4ctoOfcUPBe84sxZqFJjkeu+aTV9UR8GR2vDrtiv99RR1hz/GdU9Jp65gD4EopXnwzyj1P9JJMaUZjab7960729CaP63cXAtnhJIpKIm3w2+e7ufqccu59soe0BSVek49dUSt3i8W8UgpQBupAypoQQsRTsLUtMmm8bzh5SOqYEPnNUoo7H+tmW1sMgLGExbd/3clXbmmiNij3xoUoRJV+xZdvaealN0dJJC1OXeyjepbqI2kNDWGDr97axOBoGp/boMTNCSk+mtaK3780MGn8lR0RllQFi3KOLwEnUVT2DyV5YtMw9eVO3nduBVpDPGkd2OIod9LE/BhLKV7aGeOxlwdoqHBy8WlhKvxSlFuIYueywepmL6/smBh0Ki+ZeVFV8dY0it5RTddAgoDHRnXQlJtTcyCWgBfeGJk03jWQpDbonIcjEkKcCBU+uGiNH6XGaxzN3vlVa/DaNd7xplAn6NRtGlBX7mT3/rEJ41Uhx7w2AZpPEnAqABawb9CiozeB32PSWOHAYyvON/RbMY1MUKmtJ85P/9CdHT9rmX++DkkUOWUofv/KML/Y2APA9o4YT28d5iu3NBFyz/PBCSHmlYHmhgsq6exro3swiaHg6nPKqQnZkKLYc0spxdaOBHf8vI3xG9Lnrwly7YbSYy4aK46Nw4TGCie798cnjJd4ZRefEIVO6/mr16aUYn9/grGUwueYncLe2rK47MwwL7wxwlgikx5YEbSzqsldtDeS8ybg1NLSsgT4IVAK9AE3tLa2bp/fo5p/Sile2x3nX37Znh1b0ejhby6vxiV34SYpD5icstjHS9tHs2PnrCqh1Gcgk/fCpFH0RzX9IylK/TZCHoXKodd6NKG4/6neCWPRuMWu7gShRsc8HdXUxtKK/YMplFJUBk3p6ijECVDmgS/e2EDvcBq3QxH25tY5rFBFkvCdBzo5dP3x2MuDnHtSCY1hCYTMJruh+fAl1Xz+zj3ZNubnrC6hvtSOzM2EEHMhllI8+sow9z3Vi91UvP/tFZzR4sFxlCxepRQJS2EqfdRusVUBxe23NtHek8BmKhrKHfgcxXsuy5uAE/Bd4Nutra0/bmlpuR74HvD2eT6meRdNwn/+dt+EsS17orT3JVlUcfwvb8JS9I6ksRnqQDCmMNgNzQcvrOD1FSW8vjfCykYvS+ucmKp4TwIFTcHLu8b41n0dWFZmm+vfXFHHyTkUyLEssNsUiZSeNJ5Lhsbg679sZ8+BO9BLat38zeU1+J3y2RFirrlMTV2ocK7F+WAsqRmKpCeNj0TTIAGnWVcfMvnah5rpGkjidZpUBc2i7egkhJhbSsEru2LZ7IJkSvOfv+2iItjA0uqp18/xtOKFN6P8+uk+/B6Ta8+rYEG5bcobQFpD2A3hhvH1RnGfy/Ji9tLS0lIBnAL89MDQT4FTWlpayufvqHJDMg0jsckTolj8+FerQ3HF7b/o4NP/tZtP/r9d/OgPvfQOFU5lfZ8DTlvg5Obzyzil2YlHSmEUrIEofPv+zmzwJm3Bv93fweDY0R93InmcikvPKJswVhqwURXKnTemYSieen00G2wCeKMjxks7I5li50KIOWWaBjZbXkzZckoaxUhCkbCm/9yVuAyW1k/MazYMqA7lzg2LQqK1JuiCpdV26sOGBJuEEHNHGTw6RWHv51uHMc3J1wulFC/uiPK93+xjX3+CN9pj3PbjPXQOTl6Di8nyZYdTPdDR2tqaBmhtbU23tLR0HhjvOZZ/oLTUN4eHN38CyTRnryjhic1D2TG7qWiu9lBePv0CMP3DSd7cNczpLSWcujjAA8/08sdXhzh9WQnnnhSazUMXBaa8fPbqYA1HUrzZGaN7MEFVyMGiWjc+9/RPV507RkmmJ05akynNWEpRXp4754S1S9K4HAY7OmOUBuzUVzhpqHBTmiOFgS1L89rOrknjr++JctU5lcf878zme0QUnrd6f4xGU3T2x7GbBjVlDpz2wt9lYlmabW1RHnmhn8hYmgtPC7OyyYvLceL/9oHRJLu7xojFLerKnTRUuE7o75/u+WNHZ4zvPNDOlt1R6sudfOyKOlY1T++8//H31vPt+zP/Rthv42NX1LG43odpSqQ918j1RRyNvD/EoSxL01zlZntHbMJ4Y6WbcNg76edHoyl+/XTbhDGtYVv7GCcvPvZ5cLHKl4DTjPX1jRZsG8JrNpThcRk8/toQtaUObr6wCr89RU/P5I4fRxNJKr79wD42744C4HEafOCCKr7/m0627Y2yqs5esM+hmJnycv+0329HktaKe58e4IFn+rNjf7GhnIvX+qfdR9DnBJfDyBbtg8z72mtn1o53NlT5wd7soanCgc2mqCyxYSXG6OnJja1YSinOWOZny56JnbJOWeSjt3fkmIogTvc9Yhy4w2Slcyy3UMyJt3p/DMXhOw90sXVvFKXgotPCXHZGCHeBN8joGtb8w3/vYvxj8OTmIT77/gYWV53Y6VsspfjeQ1289GbmHOC0G3z+hkZqSk5M4GW654+Epbj9Z+2092R2Zbb1xPncD3bxtQ81E5hGGrDPhE++t5qRMY3LpnDbNf39o2/9QHFCzeYcRBQeeX+IqVy4NsiTmweJHsgKKgvYWd3smfK9opVBideks2/iuNuh5L1FJhPiaJt78mV/dhtQ29LSYgIc+H/NgfGi53dqrtsQ5l8/0sz/uaaWhrBxXFXwd3TFs8EmyBQufmbrMKubfSyp80iwSZwQvaPWhGATwC829tAfPcIDjqLEBZ+6uh6fK7MbwOc2+dTV9QRO7I35t6ah1AsLK2w0hs2cK/ivtWbtIi9nLD14h/Cc1SWsaJyDjhsK2gYs/v3B/Xz1nn1s7UyStGQ3QTFThuKxV4bYujdzEtAaHnqun537E/N8ZHPLMBQvbB/l8JjrvU/1ZnK7TqC9PclssAkgnrT44e+7SE/7NsCJMTBqZYNN42IJi/2D0y8PYJJJ9XLZ5q+TkhBCiNlV4Yfbb23iH65t4NN/Uc9tNzQQdE19klfa4ppzKyaUkSjxmiyrl3bSxyIvdji1trZ2t7S0vAJcC/z4wP9fbm1tPaZ0uqKgNceRcZSlFHQPTJ6ItfWM8d63lbOq2QvJ+BSPFGJ2TVV/zNKZxQKe6S2ytIYlVTbu+GATw9E0JV4TnyMTQBHT43NoPnJxBVefU4ZSEPYaR+3Qcbw6BzWf/cHubGeoTbsi/P376llZlxvpheLES6bh+dbJdxDfaI+yqj4oN0NOgIHRyfODPfvjJFLMaO4xV1wOhWOKZgw+V77cZxVCCDGXtIagCxavDh3YpXT0uURTmY2v3NLMtrYoHqdJS52LkMSbjkk+XXk/AnyspaXlDeBjB74Ws0RraK6evO1j/YoSzl7qpTwoRTLFiVFRYiPkm7iCqQo5KPMfX80SrTU+h6YmaOC1awk2zYCBptynKPOqOQk2GYbilR2jHB4/uO+pXrTKp8uVmE12E1Y2Ta6p0FzlKuhgk2VpTl3s4/D6pVesLzvhbSxrS52TxtavKMnZphtBD9z6rqoJY5esC1N+nNcRIYQQxU2hqSlRnL/KyxmLJdg0HTl4X2pqra2t24B1830chayh1MYtF1Zx1x/2E09q1i31c9HaIAZSQ0WcOB675jPvb+CHv9/P1r1RVi/w8oHzK3IuzUzMPq3BbpucomO3qRxN3BEngrY0F58W4tWdEbr6M2l0p7X4WVzjotBbDVeVKL50czOPvTzA6JjFO9eGaCqzcaL/7pqQyUffXcMPHu4ilrBYu9jH5WeGczaAry04fbGHxlub6R5MEPTZqA3asEnnMyGEEDOQo5e9nJY3AScx9+yG5rxVHtYuWkAyrQl5DFSBBZuUgljSwDA0TlPqMeSqch/83RVVjKXAZVMS9CwSWmtOWuDl54elwlx1dnlmBSmKVsgNt13fQNdgErtNUREwi6NtuoaaEsVN52dSWVMpi/kIsplKs36Ji1WNzSRTmhLP3OxynE2mytyNrikZ352V28crhBBCFCIJOIkJtJUpQp5RWAu8WEqxccsI9z/Vh8dpcOM7q1hR68BQMgnNRQYajw1kkVBcKv0GX7q5iee2jRCJW5y5PEB9SNLpBLhsFk1l4ylRxXVeSOdAt0atM7XccMARn38F3SOavT0JXDZFY4XzkDmFEEIIIYqNBJxEUVBK8cL2KHc91g3AaCzN1+5u4ws3NdEYlsWsELlCa02lX3HZuhKUgnQ6hxarShFLgs1U2NX8BwCEyDVt/Raf+9EeUgc+t5UhO5+5tp6SXOsMKoQQQogTQlbaoiikLHjo+f5J45t3R1BKqsMIkWssS+dUsGk0ofjZEwN8/Du7+Oe72tjZm0YKSwlxkFYGP/1jTzbYBLB/IMkbndLhVgghhChWEnASRcE0oDI4uZ1O2G/P2aKnQogcoRT3PdPPQ4bms0sAACAASURBVM/1E09atHXHue3He+gelnOHEONSaegeTEwaHxxNIvd1hBBCiOIkASdRHLTmqnPKsZkHZ71lARvL62WfvxDi6CIJeOylgQljlgUdfZMX17PFMBQ2uw3DkMu0yA9Om+ai08KTxlvqPNKgQwghhChSUsNJFI36kOKrtzazpzuOw65oqnAQcL7144QQxc1uKkI+O73DyQnjbufcBIOGxyye3DzEK7vinLHIzvoWDy6Pe05+lxCzxbI0Zy71EU9a/PrpPnxuk5svrKIubFJsRd6FEEIIkSEBJ1E0tIZyH5T7JMokhDh2TtPiQ5dUcfvP2rI7NRbXuqkvczDbC+m4ZfD1e9rZ3Z3ZPbWtDTbtifF3lwRJ232z+ruEmG0eu+bSU/2ctzqAaYDT1JK2LoQQQhQxCTgJIcTxUop4Cpw2kJyRwqU1LK12cPutzXT0JvC6DBrKHXjts/+adw+MZYNN417cmaB7KElp2az/OiFmnWWB25b5bMhpUQghhChuEnASQojj0B+De//cy6ZdEU5Z5OOyM0sJumR1NdeUUowmIBK3CLgNXOaJec4VmuqAojqbhzs3v9c4QnVlJSlJQgghhBAiz0jASQghpmksZfCVn+5h/2Cmps9jLw/yZmeMz15bh8OQwMCcUfBGV5J//VUHw9E05SV2PnFVHbVBVTA7KSpCTpbXu9jaNpYd27DMSWWJSfIojxNCCCGEECLXSMBJCCGmaf9QMhtsGrdnf5yekTS1JdJVbK4MRuH2n7eRTGWiSz1DSe64u43bb27CZbPm9+BmiV1ZfPw9Fby6Y5TNe2OsaTA5qclNyuGXustCCCGEECKvSMBJCCGmyWGfHFRSChzm1OlQYnb0DqeywaZx/SMpBiIpqgso0Odx2jhrZZBzTwqRsjTptNTCySWRhGJPT4LRWJq6cgdVJQaF8+4TQgghhJg9EnASQohpKvcbnHtSCX96dSg7dsnpYcr8hkQG5lDAa6LUxKfY7TDwuQqv7bplQdwqrL+pEESTim/c28mbnTEgE2j+9DX1LK+xy0dfCCGEEOIwEnASQohpsinNtRtKWb88QHtPgvoKB41ldpSsOOdUmU9xwzsq+eHv9wNgGPBX76kh4NKy2BdzRimIJBXDUYuUpenqP9hFUGv4z4e6+MrNjTiMwkjrFEIIIYSYLRJwEkKI4+C2wdJqO8tkZ8MJYwDnrfSxssnDwGia8hIbYY9Cywsg5ohSip09Kf7llx0MRVIEfTauPb+Su/+0n6FIGoCB0RQpS+OQvDohhBBCiAlkeiSEEDMgsY4Ty1CaSr9iabWNUg+oAkulE7lleAy++vM2hiIpAAZHU9z1aBcXrA1nf+Ydp4Tw2OfrCEGj6ByCJ7fFeOqNMXojmV1ZQgghhBDzTXY4CSGEEEVMoxhLgcuOpIUepn80RTQ+MVUuGrfwu008ToPz1wS56NTQvEWelVJs35/ijp+3EU9mjtPlMPjCjU1U+uflkIQQQgghsiTgJITIO4ahsKSgshAz1heBnz7ezZbdEU5e6ON955QTcstna5zfY2IzFan0wefEbipOWuDhjJZmPHbmNaVzNAlPbh7KBpsAxhIWj28a4tq3BUmn5bUUQgghxPyRlDohRN6IpxXb9iW579khXt4dJ5LMjCsF2jBQhpzShDhW0ZTiSz9t47ltI0TGLP68ZZg7ftFGPC2fo3Eht+Ijl1ZjHEhRMxR89N01hD0Kt03Pe/2wZIpsLalDdQ8mUHmWVxdJKrZ0JHlyW4y2fou0zq/jF0IIIcRkssNJCJEflOKRl4f5xcae7NCqZi9/+e4qXt8b46HnBigvsXHZ+jJqg0pqK4lZF08rhmMWXpeB157/nfF6hlL0DicnjHX0JugdSVEbzNGgk1LEkmAzwa7m/gVQaE5b6ObrH15A/0iKUr+NsFflTPE2lx1OWujlpe0jE8bPOylEKpU/XfNiKcW/3b+PrXuj2bG/vqyWMxa7ZDerEEIIkcck4CSEyAuDUc29T/ZMGNu0K8LOfQm+dV8nAG92wgtvjPKVW5uo8MndcTE7lILOQc03ftlG92CSEq/J31xRx6JKk3yuWe60Tw4qKQVOe25+dkYTivuf6ecPLw9SFrDzwYurWFRpn/PC8QpNmRfKvONTptx50V2mZnWTlxsuqOThFwZQwFXnlNNS4wDyJ+DU2Z+cEGwC+MHDXaxoaMI7jwXZhRBCCDEzOXoLUwghJkpZmvQU66f9Q4kJXyfTmp1d8RN0VKIYRJOKr96dCTZBJoXpKz/by2D0LR6Y48r9BheeGpowdvn6Mkq9OTg1UJlg08MvDJBMa/YNJPjST/ayfzh/gipzpdSjOXelj8++v57bbmhg3SInNpVfz0ssMfl4I/E06cnZgkIIIYTII7LDSQhAK8VgVGNpCHkMjDy6M1wsQl6DtYt9vLh99OCYzzblZgOHmZs7NER+Goyk6R9JTRhLpjS9wymC7vy9jJpKc9VZYU5v8bN/IEl12EF9qW3Odwwdj2gSHnt5cMKYpaGzL0FVwDlPR5U7bEqTeRryM9WzptSBw6ZIpA4e/FkrSvC7yaUNZUIIIYSYpvydKQsxS2IpxW+eH+TBZ/uwLFi/IsD155Xjc8gsN5eYaG5+ZyVNVS6e2jJMS72by84spWtgYg2agMdkQbULWaWI2eJzmbgcBmOH7MJQCgJecx6PanY4Tc3iShuLK3MvXexQNgPKAna6BibuaPS4cnA3lpi2Uo/i8zc28eNH97O3J86GVSVcdGoQlY/RMyGEEEJkScBJFL3t++L8+um+7NdPbRlmYbWbC0/2SbHSHBNwaq5YF+DitSU4zEw78qDHwW03NPLC9lHCfhsnL/ASdBXe65bWirEUOG2Z3QzixAm4NH/1nhq++ct2xk8JN7yjkjKfQa4GaAqN09R88OIqvvSTvdkdPEtq3dSXOZDXIP9praktUXzyymqSaXDbmPcOgEIIIYSYOQk4iaJmmgav7YxMGv/zliHecbI/J1NLip1lgd04mDZiomkqM1lQEUTrwlyk9Ebgv3/XxeY9ERbVuvjwRdVUl0gnvhNFa1jd4OTrH15A73CSoNdGud/AkPPDCaM1LK6089Vbm+nsS+BxGdSXOfDa5TUoJCYa08yZJoBiBpRSmKbKq26JQgghZp8EnERRsyyLhdVuYGDC+PIGDwZalpN5pFB3o8XTijvubsumEr3ZMcZtd+3la7c24S2wtE+lFIahSE9VHX6eHexUNt4yq7Ce+3yg0FQF1CE1m+Q1ECIXDY8pXtwxSmtbjNNa/Cyvd+G2yedVCCGKkQScRFHTGlY2ullc62Z7RwyA8hI7F5wSRBdoAEPkl76R9KS6NaOxNN3DKZrL8r+G0Lj+GLy0fZT23jhnLAuwsNKGfZbL86S1QV8kjc1UhDxK6sPMItM00FoXbOBXCHFsYinFV3/RRltP5rr11NZhLl0X5uqzQ3LOFUKIIiQBJ1H0/E7Np66qoWsgRdrSVIfseCRNQ+QIl8PANODwTT8eZ+EUSx6Kwz/fuZfB0UwnuD+8Msj/urSaty31zFoAYziu+P5D+3htVwTDgMvOLOPiUwM4CydmNy/SWrG7J8XGTf0EfTbOWhGg0q8KMrVVCPHW9g2kssGmcQ891887TwkSdM/TQQkhhJg3EnASAnCZmTpAGbJQErkj7FVcf34lP/z9/uzYZetLKS+ggtVtPclssGncXY91s3ZhE65ZCAgpQ/HoK4O8titTr82y4Fd/7mVZg5ul1fa3eLQ43HAcdu1PkExZOOwmX/9FW/Z7Dz3Xz1duaaLMO48HKHKXUiRS4LAhhZoKlDXF66qRl1sIIYqVBJyEECKXac25K30sqXXTPZQk7LdRF7JhFFCnuql2MaXSGksrZiOolkjBM1tHJo1v74ixvNYhaWDTMDym+Pxde+kZSnL2yhLaeuITvh9PWmxri3H2UtnKICbqi8I9T/Tw+t4op7X4ufT0ECWuoz8mrRV7+1I89NI+Qj4bKxrcBAqwC2khqQnZqQzZ2T+QzI69/eQgQa+SqJMQQhQhCTgJIUSOM5WmPmxQHy7MYsn15Q48ToNo/GDe4FVvK8Nrt2ZlfeIwYVmDe1ItrPpylwSbpqm1c4yeocxC0lCK9BTPX9rSKFlbikNEU4ov3LWH/pHMTsaHXxhg9/4x/r+rarAdIXiulOLV3WP833s7smOVITv/9P4G/M65e3MNxKB/JEXQa6PUOztB72Jgmpldtx40/3hNPX/eOsKW3VHOXhng5AUeqd8khBBFSgJOQggh5lXYA7fd2MQjLw6wtyfOBWuCrGp0z1odIK017zmzlNd2Rug7sOBds8jL4honBxeTimgyk+pzpAVwsVMKhiIHUx9feGOYK84u567HDqZ72k3Fsga3BJvEBF0DqWywaVxrW4y+UYtKv5ryMbEU/PCR/RPG9g8k2dubYEXt7KfCKgWb25P8yz3tJNMaw4CPXlrDukVuJOh0ZBawpzfNH1/tx+M02LC6hOoSxXtOC3DZuhKstCU13YQQoohJwEkIUTQ0iv3DFh19Cfxuk/oye8G1alaGYmQMLA0BF7OyzUQpRTwNpsrstpptWkOFD244LwwotJ79BUqpB750cyNdA0nspkFl0MRhZH7H0JjiF0/28vTWYRornNzyrmrqQ4Yskg6jNSytO5gqF41bvL43wscvr2XjpkFCPjvvOjV0oGj4PB6oyDlO++SgkqEyAcoj0Rqi8fSk8WTKmuKnZ254TPGtX3WQTGfevJYF33mwk0UfXkCpZ05+ZUHY2Z3mth/vyX79yIsDfOWWJir9ZC5EQgghipoEnASGoTAMRTo9O+krQuQipWBLe4I77m7Lvs9PXujlLy+twmUWxhs/kVZsfG2Unz/eTTKtedepYd69LoR3Bl0Xx1KKZ9+IcP/TfXhdBtefX8mSShvqyOvE45ZJb5u718Jj0ywoH7/sZX5PWiv+6+EuXtmRKSj+ZucYn79zN3d8sJmQlCGapDZo8I/XNvCj3+9nJJZiWYOHFQ0u1i2pBo1cR8SUKkpM1i8P8NTW4ezYFWeXETpKXR+PA95zZhm/2NiTHXPYFPXlzil/fqaGY2liiYnBLMuCwdEUpR6ZLk/JMLj3ya4JQ6m05sXto1x6akBSloUQQkjAqdj1x2DjpiG2t8fYcFIJqxrds7bjQ6MYHgO7CT7n1IWBhThRYinF93+zb8La5pUdETr6kiysKIxT4Y79CX706MEUlIee66c67ODcFd7j2q2jlOLFnVH+63eZBUXvEHzpJ3v58s1N1IWM2TrseTUU09lg07h4UrNvIEnILR3sDqcULK228fkP1JO2NB575tyeTsn5XRyZXWlufEc556wqoaMvQWOFk8Zy+1Hr+mhL846TA/jdJg+/OEBNqYMrzy6jzKvmZPdh0Gvi95iMRA/uqrLbFKX+wrg+zJWpXgqZ7gkhhBgnV9EiNppQfP7OPQwcaEe+aXeEK84q471nlqBnOFsYjit+8qcentoyjM9lcsu7qljT7JqTdJzjpRQYRiZtRoJhhS+ZgsFIatJ4ZGxu0jNONNNUvLxjdNL4H18dZMNK33Gl1qUs+M2z/ZPGN+2OUh/2F0TKmcOmJhUsB/A4CiOgNlfsysJuZnaACHGosbSisz/FWMKiptRByJ2po+a2aZbX2llRZz9wOnrr84fbpjlvpZeL1pUSi4yB1nN23vE5NJ+8qo6v39POSDSNx2nw8ctrCcpOxyOzLC4/q4wte/ZmhwwD1i72ybxKCCEEIAGnotbem8gGm8Y98Exf5o7iTHasK8WDz/Xz1JbM1vnRsTTfuq+DL93URH04NxZx0SS8vDPGxk1DLK33sGF1gLBMKguazwlnLPXz9Osj2THTgJpwYexisSxNQ/nkHuMLa9wYaI4nLmAYirDfRntPfMJ4idekUIroBlxw84VVfPvXndmx01v8VIdsFMrfKMS4sbSioy/JcCxNdchBZcBAzeL7PJpU/PuD+9i8Kwpkajd9/oYmakoO5uBON16ktcbnthEbndvPo9awoNzkjluaGIymCbhNStyyO/utLKq089nrGnj4hQE8LpML14aoDsxBzrUQQoi8JAGnIqamKMKi1Ph/jn+CFUvBxteGJo2398Wpz4WojlL8+tkBHnous3Pj9b1RNr42yBdvbMTryM2JZcpSdAyk2D+YJOy3UV9qw2nO91HlF4XmurdX4LAbPLF5iKqQgw9fUk2ZrzAmxlrDqiYPtWUOOnoTAPg9JhedGjruBZPSFu87p5zNuyPZnSwlXhvL6gunC5llaU5d6ObLNzexrz9BiddGfZkdZ4HU9RJiXDyt+O9HunnmQNBdKfjU1fWsqnfM2q6h3d2JbLAJMumpP360m09eWYWRBwFcrcHr0HgdBqBlB98xMJVmcaWNpe+pBDJ13IQQQohxEnAqYnVldsqDdnoGk9mxK9aXEXDOrLGVw1TUlTt5oz02YTzozY2322BM87sXJqYJ9Y2k6OhPsqQqN45xAqX44+YR7ny0Ozv0zrUhrjknLO3bpyng1Nz6jjKu2VCOw6axF9jzV+LSfPb99bT3JklbmroyB/4ZBlEbSg1uv6WZNzvHcDoMFtc4CU7eSJXXTKWpCxnUhcb/sMJ6XwgB0DmQygabIHOd/95v9nHHrY24Z+nS1z8yOW15d/cYiTS45CZJQZNAkxBCiKnk4OpanChee2Zx+mzrKDs6x1i/PMDSWueM73SaWNz0zio+96PdJA8Ukl3Z5KGxwkEuLOQUYCiFddixzEXXrdkwENX85A/dE8YeeXGA89cEZdv6cdEz6tqW6zw2fUjgdBb+Tg1VAUVVYHZ2J2oMYkmNy64wjivRTwhxPCKx9KSxoUiKRErPWsCpvsIxaeyclSW47aDl4y6EEEIUHQk4FbmgCy5a48dYGyCVspitgFB9SPG1DzWzry+Jy6GoDdtxzVL3u5kqcSsuO7OUXz7Zmx2rCTuoLbWTCwGxw40lLKa6cRiNp5GPsMgnfVG487EuNu2KsKLRww0XVFLmOfpjMoHguelKJUQxqS51YBpMuJ6sWeTD75pZGv2haoMmH313DT98pIto3GLdMj8Xnx6acSMSIYQQQuQnWa3mCa0U0QQ4bMx6GpBlzX6XNq0h7IZw3XhB5hyabGrNhaeU0FTl4tltwyyqcbN2kRdPjgTEDlfqN6mvcNLWfbBwc8BjUhnMzQCZEFPpG0rwlZ+10X0ghfeVHRHaevby5ZsacR/hszc4ptiyJ8pgJMWqJi91YYPcaDsgRP4p9cBnr2vkuw/uo2sgwelL/Xzg7RWzWlvJZsBZLW5WNzWTTGkCHoUhwWIhhBCiaB1zwKmlpeWbwA9bW1tfmcPjEVMYiit+9qcent46THXYwf+6pIamckNiDTPgsmlOanBwSnMFljV3bZZng8PQfOLKWu76Qw+vvDnKkjo3N72zCr9DF0zh5kKilEIp6Wx0uH39iWywaVzfcIqe4RQN4cnFXQbH4HM/2pPtpPlzeviHa+pZVlMYXQWFmA8Lyk2+cGM9yRR4HBw52KRgKAbDUYuQz8Tv5Jivk5al8doBOzMrCCmEEEKIvDedHU4m8HBLS0sPcCdwV2tra/vcHJYYZ2Hwg9938eIbowB09CW47a49fO1DzZS+RSqKeGv5UuQy7Ia/uqSCsVQFThuYSLAp1ygFPaPw4psjDEdSnL7UT33YlB05B7idJkpNXn+6HVM/Q7u64tlg07g7H93P5z/QgF3lx+cWAGUwltI4TWa1/bwQx8tpaJyTSy0dpGDT3gTfuq+DeFLjdRl88up6FlXYcvrmzJGkUYwlwW0/SoBNCCGEEHPimNdCra2tHwdqgE8DJwOvt7S0PNrS0nJDS0uLb64OsNiNjFnZYNO4VFqzry8xT0ck5ouBxmPTmDJhzkm9EfjMD3Zz12PdPPBMP5/9wR62d03u2FSs6sodvPfssgljl60vpdQ39WUonpr8Po/ErbzaOTY4pvifR3v55P/bzbcf6qY3Mt9HJMRbG4jCN+/NBJsAImMW37inndE8nHZ0j8LXf7mPv/r3HXzzvi56o/N9REIIIURxmVYNp9bW1jTwIPBgS0vLCuAnwA+A/2hpafkZ8LnW1taOWT/KImY3FQGPyXB0YncZTxH1F1ZKMXKgfJHfhRQfFTlHKXh9b4xofOLOm5/9qZvPXlMn3dgAp93k4lNKWN3spWcwSVmJnbpS2xF3HCyodE4qcHz5+jLcdrDy4OlMWAb/91ft7Nw3BsBz20bY3h7jyzc3FnSXRJH/+kdSpNIT36OjsTRDkTTeYP7s2YwkFV/8yR4GD+yUfHVnhNt/1sYXb2zAZcpnUAghhDgRphVwamlpCQBXA9cDq4FfAn8J7AU+Afz2wLiYJV4HfPjiar5+z8HsxdNa/NSGbRRDEaexlOLRV4b51VO9KODKt5Xz9tV+nDJZzH1KMRwDlCbgmiKXqsAkUpOjIPGkxkIXdFpd0lJ0D6cZHE1RHrRT7jOOmDpmNzXNZSbNZeMB8yO/JyoCii/c2MTdG3vpG05y8elh1i705M0Op/7RdDbYNG5gNEX3YIrm8uK5YSDyT9BnwzAmBnY9ToOAxySf5h09w6lssGlc92CS3pE0dXkUOBNCCCHy2XSKht8DXAhsBL4L3Nfa2ho/5Pt/BwzN+hEWOa01KxscfPWDzezrS+D3mNSV2ooi4KIUbGkb4+6NPdmxn/6xm5pSByc1HK0AhZhvsZTiN88P8ptn+1BK8Z4zS3nXKSW4crQT4ExpDcsbPJN25Lz3rDLsqnDrbaU0PPTCEL98shfIfGb/9r11nNLsnHlgSENdyODvLq8kbWW6X+VT/RiHTWEoOPxpcNrV/ByQEMco7FH89Xtq+Y8HOkmlNU674m+vrDtQOHy+j+7YeaaoD2eoI9eNE0IIIcTsm84Op2eAv25tbe2a6putra1WS0tL5ewcljiUAVQHFNUB53wfyglls5n88dXBSeN/3jLM2gUVpKbYUSLmn1Lw2u4Yv36678CI5t4ne2mscLKmqXDfw1UBxRduaub+p3sZGk1zybowy+ocebVAm66eEZ0NNkFmMfrdBzv5+oea8c1WTFhrzDzcIBf2KK58Wzm/OCRgvmF1CRUl+bVLRBQfhWbtAhff+HAzg5EUYZ+dEndud3OdSpnP4LL1pdz/VF927H3nVhCWhitCCCHECXPMAafW1tavH8PPSDlGMWvSaYuF1W5e2zmx0m5zlWtW0moMQ+VFek7CUuwfTJO2NFUhW87XnjBNg42bJm92fGrrMKctqizoQGFdUPHXl1Rmwgn5UGhohg6vLQcQjVtE4hY+R7Hv5NFcuCbA8kYP7T1xqsIOGsvs2NSJ//wqBYm0ImWBxyF18MRbU2hCbgi5D6Tv5+FbxlCad58W5JRFPnqHU1SU2KgJ2aRbpBBCCHECTauGkxAnkmVpNqwK8IdXBhmKZOowhP02zljqm1GgaDQBrR1xdu6LsazBy6IqR86meo0kFN9+YB9b92RiuXVlDv7+fXUEXfN8YEdhWZqWOjebdk0MFC6qdedFgG+mdBEEmsZVlNiw2xTJQzrKVYcdhLwmSKF0HKZmYbnJwvLxLRUn/v1vAa+3J/mfh7sYjaW5ZF0p558UwCOFy0URcEyjbpwQQgghZp8EnEROC3vgyzc30taTQCmoL3Pgcxz/hDFhKb77UFd219QDz/Rz6bow7zsrRK5NRJWCTbuj2WATQHtvgsc3DXPFupKcDd5YluZtKwP88ZVB+kYygcKKoJ11LTMLFIrcE/LAP17bwL/f30HfcIrGSicfv6wWhyHBplzRMWDx1Z+3Zb/+xcYeXA7FhSf75fMohBBCCCHmlAScRM7zOzTLa+0HvprZAmn/YHpSit5Dz/Vz/pogpTlW18EwDN5oj00af21nhMvXBcm1ANmhQm744o2NtPclUEpRW2qXVvCFSMOiCpOv3NRINKHxuw3sSoJNuUIppjyH/O75ATas9DPd2slKKRKWwmaA0vI6CyGEEEKIo5OAUx5JWIp9AykiYxbVYTthT/4V0p1vqfTkJ8zSkLY0kFs1Z9Jpi5MWePnDKxMLp5+xLIBC53C4KcPr0LRUz06gUOQurcFl07hsIGl0uUXrTIv7w1UE7dimGWyKpRTPtkb47fP9lAXsXHNeOfVhQz7aQgghhBDiiCTglCfGUoofPdbDk1uGAbCbin+6vpHGUmnvOx2VIRsVJXa6h5LZsZMXegnnaM2ZlloX568J8tjLmaDT2sU+zpxhDSshRH4zDEUkCQqFx66Pej5YUuOkMmRn/0DmnGczFe9/ewXGNCJFhqF4YssIP36sG4B9/Qm2/jDC7bc2U+nPrUC9EEIIIYTIHRJwyhPt/clssAkgmdZ89zed3HZ9PXZDgg/HymPT/J/31/O7FwbZvDvCmcsDbFgVwDaPaUAJS9E9lOn2VVFi4jjk9fTYNR84r5RLTg9hWVDqNzBlS4EQRSuehqe3Rrj78R5MA97/9gpOXejGfoR7D34n/NN1DezpThBPWtSXO6jwq2ntTIom4ddP900YS1uwZ3+cSn8OdzAQQhy3pKUYjFo47YoSl+yoF0IIcXwk4JQnhiOT24939CaIpzniQkNMLeSG6zaESL0tjKks9DzOokbiin/79T62tWUKg7fUufnYZdUEnAd/xkBT5h3fRSAzPiGK2da2OP/9u67s1995YB//cE09y2rsR3yM36FZWXfI96d5GjENhc9tMhydeB1yTrcIlBAiLwzEFP92fwdvdo7htCtuurCKMxZ7MJXMQYQQQkyPzBbzRFXYMWnstBY/nsnD4hhYlsbAmtc7dkopXtwRyQabAFrbYzz/RgSlJE1FCDGRaTN49P9n784D5Cjr/I+/n6rq+5qj574DySQkIYGAhFOQGzlEUA4BAUXXY3f1t/52dV3XA1d0Qdd1df2t7qqIrnIooIgiIMgp9xWOQALJ7B9jIgAAIABJREFUJDOTua/umb6qnt8fnelk6EAyk5np7pnv6795kumu6a6urvrU9/k+zwznjT+0YQRruk2ZpsFtOHzw5JopY9GwRWuNfAEJsdBoDH52bw+buhIAJNOa/7qjm+6R/BufQgghxN5I4FQiasOKT5/XSNBrArCqNcClJ1ZjSI1zyTJNxQtvWjEP4JnNMUxTPppCiDfR0BD15A3XRz1z2tdNa2ivd/Evl7fygROr+cTZ9XzxkmYi+ZsihChxExnNk6/F8sYn+8AJIYQQ0yFT6kqEoWBdm4dlV7WSSmvCfiW9fEqcbTscujTIE6+OTRl/R3sI2y6+BuZCiMKybYeTDonwwPPDjCezx4iQ32T98tCcLyRgAE0VBs2VoYJOQy4VhqGIpbJhXdADWhZ6ECVD0VztZWtPYspoyC+XDEIIIaZPvj1KiONoAi4IuKCQvXyUgqEJ6OhNoYHmKjcVfmkoOV1aw9o2P+uXh/jLK9nQ6fD2IIceEJALOrEgaRSDcc3AWIbyoEllUEmZ7TTVhBTXXNlKR18KpaClyk1kXvt2F/+xSanCfh+lHHjslTg/v7eXjK157zFVnHBwEJ+ccYkSMDZuc9rhFVz/xx0kUtlge/2KMD63TPUXQggxfXL6I6atLwb//NOtxCay8/n9HoOrL2+lKlDgDStBAbfmo6dXc/6xUTQQlVXoxALlOJrntib59q3bcZxsKPBXZ9Zx5FI/hQ4xUo5iKObgcSvKfaqoA1+tswsflDfPb/8kB+gadni5Y5yQz2J5k5eyIlugLu1Ax4DNG90JaivcLKlx43fN/3v5ek+GH965q7H7L+/vpTJssX6pV27MiKIX8Cpuf7iP9xwdRSmwDMXG7eN4XRI4CSGEmD4JnMS0GIbikZdGcmETwHjS4f7nRrjw2DJse2GeTSulcFCYSs/61BVT6ewy5UChL7yFmCudA0m+e3snzs7ZolrDf/2um2UfWUKlv3DbNTgO3/r1djp6k7hMxaUn13DMCj+WXFtNsbknw9U/78j9XB60+MplzfNcXfXWlFLcv2GMF7eOU1/p4S+vjOL3GHzizFo85vwdV03T4PFXRvPG7356iPXLGkDLdOl9oxia0NiOpiIwy3WQCvpjmq6BNH6PQUOlC58l372TQh7FFafWcu3N28nYGqXgQ6fV7rZarhBCCLHvJHAS02IYiu39qbzxbX1JlDKAbBBlmgZKKTKZ0l/VJJ5WPPFqjD8/P8qBDV5OW1dOpVRzCTEtI/EMqczUizrHgZG4TaXfLMg2ORjccO8OOnqTAKRtzY/+sIMD61ppLJfJfpNsrfjpPT1TxoZiGTZ1J1nXVhydw0cSGr/XIp3R3P/cMKvbAixr9LNjOENL5fztX46j99jYvaXag0LLLYV9kLQVdz45wu2P9uM4cPiyIH91tgvXLD3+1n6HL92whclWiata/XzyrLqCVMMVI601K+pdfPMjbfSPZigLmEQDClk8VwghxEzIGbWYlkzG4fiDI3njJx1SRiZjo5SiZwx+et8A1/26m5c606Sd0j1L0Upx66OD/OiuHjZ3T3DXk0N86WdbGUuV7t8kRCFUhV2E3hQseVwG0XDh7ntMpOHpTXtYjWlYVmPana2ZUtU6aSJZPNU6KVvxv3/q4YU34sQmbB59aZSHN4xgWfN7mqO15tADA1SGdu3Xfo/BqYeVz3lj94Vi844Utz7cn6uGfOLVGPc8NbhfgYdlGZimQUYrfvj7bnZfl2PDlnE69nAjbbEr98HSGouqoIRNQgghZk4qnMS0La1189F31/HL+3txNFzwziraGzyApi+m+aefvEEynT2xfnpTjE+d28C6JZ55611hmgqNwpmFld5GJ+Cep4amjI3EbToHUiyvm637rULMPqWylYa2rYuiJ1FNhYe/f38T37plO0OxDCG/yaff20jEqwvW18ZjaQ6o97Kpc+pqTOVB+WrcndeCs4+M8uO7dvUlMgw4sL5I5tMBw2NpxsanhmKbuiaYv+tkxeC4JpF2iIYsvnJZCx39KRxH01TlptwnC2vsC8NQvNQxnjf+0IYRTjkkjMn0vtcdrXijP8NdT/bjdRucub6C7sH8cCm778h3uhBCCDHb5KxaTJvL1By7ws+6A9sA8Lt29TV6rXMiFzZNuvHPfaxubcal5vZuuFLQPaL5/ROD9I2mOW1dOSsaPLj2o3+HUhrTVDhvmgpkGnK7TxSveFrx3BvjPL5xjNVtAQ5fGiBcBDOfWisNrrmyhdFxh5DPIOiBjKOwVGFCMUtprjq9ji/fsJXxndU6p64rp6HCQvqp7eI4miPbA1hmHXc8NkBFyOLCd1ZTG1FF8zJ53fmVTJap8Hvm/lidduDuZ0e56YE+HAcao24+875GVjbsCjAkbNo3jqNprckPMle2BrAMPe0WWJt701N6j3X2JzludYR7nxme8v8aovPbhF8IIYRYLCRwEjPiOBrvziDH2e0EUO2h7tqYpxkNvTH4/E+2kN4ZDm14I84nzq7fr5WBIl7F+cdW8Yv7enNjTVVumqtcjCY1YxMOZQGToLtwVRpC7M7Wip/9qY+HX8w2Ln76tRgPbfDy2fc1zGvz5D3RGvyWJhBRdA47/OiP/fQMpTh1XQWHLfUXpHFvfURx7Yfb6BnJNhCuDptYSj7Mb+a1NMet8LN+mR/TVBjaKZqwCaAmYnLUyjCPvLirYfcFx1dR5lNznvZsH7T55f19u37uT/GL+/r4+BnVqGJ6kUrE8kYvB7X4eWlrttKpMmRx9pFRtJOZ1uMow+D2RwemjL3WOcF7j6kildE8tGGESMDiqjNqqQtLhwkhhBBiLkjgJGbV0gYvXrdBIrUrhbrwndW4DWfOA5lNXRO5sGnSzQ/0cciSZtzGzJ5ca827Dg7RUu3hmc0xWmq8rG3zs7EzyX/c1kUy7RD2m/zf9zfRWmlI6CQKbjDu5MKmSZu7EvSM2DRXFMdFVV9M84Xrd4XDP/x9N/FENacfGpz3z5DWEPJoQtWTX4fyIX4rWmtcBkVZruMyNB88McoJa8roHUrTWOWmscKal23t3UPPr2c3x0hkqvHJWda0Bd2aT7+njh3DGTK2prbcRWudj76+sWk/1p5ueG3qGucjp1Zx4TujuAyFz1Uc046FEEKIhUhOhcSsigbgq5e38tCGUfpHUhy/powl1a55OZnb0zQ3y1Q7q65m/vweU3NQg4vVzRU4jqY/rvnWr7bnKrtGx22+ect2vn5FS8FXuTFNA8eRk2eRr5j2iW19qbxw+LZH+nnn6pAsTy5mzGdBe61Fe+38hoeV4fzeP8ub/HjkDGvGPKbebXXBGd4wchzOOTLKs5viuTHTgHcsC6Edh5A7+9hFdGgUQgghFhw5HRKzSmuoDsL5R0UwDEUm4zBfJ/0H1nnxe4xcLxaAi0+Yveoq284+yOBYZso0QoDhWIbRCQe/qzC9nZK2YvOOFI+9MkZTlYfDlgUoK55+vmIeVQSNvKlFS+q81JYVT18iy8z/nPg8Boaxf+GwEIXQVGly2mHl/OHJ7AITZUGLy06qwZB9ueDaoiZfuayFPz03gtdtcPzBEeoi0oNRCCGEmC8SOIk54Th63peArtxZXfX4xjH6RtIcvTJCa5U563cvy4Im6k1tQYJek5DPoBAXy0rBI6/Ep6wgdefj2VWSgm654FlsTDSXnBBldWuAx14ZZc2SIIcvCxa8f9PuWqrdRMMW/aO7erJ88ORavObcT70VYrZ5TLjg2ApOWFtGIuVQE7EKXu0qsgwFrVGTq06JAmDPwuq1QgghhNh3EjiJBUPr7JS+Mw8Lo5SasxPLyoDio++u4wd3duM44LYUf/veBoLuwrQ2iacUv9ytqTlA/2iGjv4UB9XLMs+LUdANxyz3cfyqILbtzHv4uzdhD/zzJc28uHWC/tE0a9oCNFVaRTXtT4jpMJWmLqwAE6nSKz4SNAkhhBCFIYGTWHCyF9dzd8JvAEcu89PesISReIbKsEXE99Y9chwU/TGHkbhNVcSizDe7m+cAmT0ECsUWMojpUSq76uNM3keNomvI5tnXx/C4DQ5uC1AdLK5ez2XebCimlH/OP7NidigF/kQPDGwFZaArWxl3Rwu9WUIIIYQQokhJ4CTEDCg0lQGoDOz8CL3FtbKtFX96YYwb7slWILksxecubGZpzexN9Qu54dyjotz0wK5luYNek6ao5603TBS14Ql4sWOCwbEMB7cFaKowMdS+v5cdgzZfvH4Lk1mV123wtStaiQbmZntnSuviamYu3p5/vJPkTf8EqQkAlC9E4PyriXtrC7xlQgghhBCiGEngJIqKUor+uGZrbxLTULRWu4mUcPPrvjEnFzYBpDOa79zWydevbME/S6txaa05cW2I6jIX9zwzTFudl5MPKaPMJ6vvlKKRhOKLN2xlKJbtb3TzA338wwVNrGp07dv7aShufaif3QujEimHpzfFOHVtSAIeMSOmaeBsuDsXNgHoiTH05r9grD5XKiqFEEIIIUQeCZzEjCkFsZRiKGYT9BmU+/Z/yk73iMMXrt9CMp19oEjA5CuXtRJP2AyOZYhGXNSEDcxpVHsU0mRosLvhWIZ4wsEfnPlKOYYxdaqVz4IjlnpZ314POtuwXXKF0vRGTyJvv7nhnh6uvqwZl9p7HxKtFbEJO288nnDymt0Lsa8MNM7A9rxxZ7ATpWR1QSGEEEIIkU8CJzEjSkHHoMPXb9zG2LiNy1J8/Kx6Dm3zomZ44aEMxR2PDeTCJoCacjd/fmGEXz/Unxv78Om1HLciQClc4FRFLAzFlGqTunI3Yb9JtvvS9GQcRcdAhg1b4tSUu1nR5CPsyT641qClMWrR0sBgHGITNtGwRdCz51Bw9/1/0nhyZ+Nvc+/Po7TD2UdWct0tu8IBpeDwZcE5qULRSpHMgNdC0qw5YmvFjhGbgbEM0ZBFTcSc99A9bWsCq0/G3rZhyrjZfgwJOe6UHgX9MegZThH2WdSVmViGfH6FEEIIMbskcBIzMp5WfOtX2xkbz1ZSpDOa/7itk+s+0kY0MNPKHUX3YGrKyDuWh/n5vT1Txn7yxx5Wt7ZR7pvh08yjyoDBp89r5Hu/6SKRcqgMW3zqvAY8xvQv0AxD8dSmCb73m67cWF2Fmy9c3ETQnb1QUAoGxmHHUJqAx6Cu3MItFxEFl3Hg/g1xfnZvD46GkN/k8xc1Ux/J/6y01XiwTEXG3vW+veeoSnwucPZxt1nR6OHvzm/ktof78XkM3ndcFQ3ls7961sA43PTnXl7YMs7aA4K879go5T7Z32aTBu7fEOP6u3cdB684pZbjVwVmHO7PVLpuNZ7jryD1l5vBMHAf/QHS0fZ53Qax/5SCV7oyXHNjR+6Ycvrh5Zx/dDkuo7DbJoQQQoiFRQInMSNjEw4Do1On/Tga+kdtooEZ7lba4bTDynmtc1ePkIydXwWSsTXxpEO5r/jPjBWatS1urruqLbvNAQOvObOLxHiKKRedAN2DKbb1p1hR7wJgy4DDV27YSnpnWHHMqjAfPLEKzwyfU8yO3jHNT+/Z9d6Njdt89/ZOvnRJU14gWB1WfOWDrdzyQB99I2nOeEcF6w7wT6s6yWVo1jS7Wd3cgGGonUnV7O4DExnFNb/ooHckDcBDG0Z4Y8cEX7qkCY+EnLNmcDw7pXJS0GuSyDi8uD2F32NQX2HN+JgyXSnDT6b9NDwHHIVGMW5KT7BSNJ5WfO+3XVMC7N8/McQxKyM0VRT/96rYP30x6BpI4fcaNFa68M1SP0khhBBiTyRwEmilSGfAY+37ilFBr0FZ0GJ4t14zSkFFaB/m/LzVdmhY3eLjilNr+dWDfbgtgxXNfgJeg3hi15lxZdiiMjj71Rr7w9EwENcMxbLTpcr9MFm7ojWEPZqwZ//6nDgakqn8Epd0JvuYaUfx/+7oyoVNAA9tGOXEtWUcUC0f9ULqH03njW3vTzGe1LjfXKmnobFM8alzarC1wlLOjC/qDfTU+ZyzqG8kkwubJnX2p+gftWkok4vW2RKfsHNvoVLwgZNquOHuHYwns8eCg1r8/PXZdQRc83M8dBzNhBHK/iBhU0maSOkp392TRsYzNFW4C7BFYr5s6Xf48s+2MDkL9qAWP39zTt2sLWIihBBCvJlchS5iSkHvGNz0QC+buxIcvTLMKYeWEfLs/cQj4NZ86twGvn7jNhIpB8OAq06v24/pdFleS3Pi6gBHLg+iFPgsh3/6QAvfu72T7f0pltR5+diZ9UV1R84BHn11gh/c2Y3WYBrw6fMaWdPsntXrsaAH3n1EBbc9MpAb87gMGqPZC4Sknb3gf7ORuI181AsrGnbljTVVe/B7DN6yl5fWmBRv83ePOz9UUiq7T4rZUxm2CPtNRsdt1iwJ8siLI7mwCeClreO8viPJ6iYJCsS+CfsUSxt8U6qJDQW15fnHKbFwpLXBD//Qye4t117aOk5HX4rldfLeCyGEmBtyFbqIjSYVX7xhS25Fq9sfHaBrMMUnzqzB0G/fLEZrOKDa5LqrWhkYzRAOWFT41az0FHEcnZsi4jjQEFF8+ZImxlPgd2enCxWTwTj8cGfYBGA78N3bu7juqlbCntl7Hu1oTltXRlnQ4u6nh2mscnPe0VEqAwqtNX43HN4e4omNY1N+r24vd6zVzoywWIONhaAmbHDlabVc/8cd2A5EAhafPLse9wx6eRWLaNDg1MPKuevJodzYWesrqQzIimWzKejW/ONFzXz39k6qy908sXE07//0DKc5eJYDbrFwWUrz8bPq+N5vutjUlSASMPn4WfVUBgzks7twpW1Nz2D+TanYROl+DwkhhCh+EjgtYl2D6bzl05/YOMbwCVVU+Pf++9mpYhCumtyN5u5E1WVoIt45e/j9MhLP5M1aSqQcYhMOYc/sVnv4XZqTDg5y3MoglgFonZtuZWjNpSdWM5Fw2LA1TsBr8JEz6qgJ77nqTCnoGdO8uHUcrWFla4DakARPc8FUmuNXBji4dQnxhENlyCTgLt7qpX1hKs35R1fwjvYQ3YNp6itdNFW65r2R9UKnNdTvDN2TGfC6FL95dGDK/1lS6y3pfUnMv0o//OMFDYxOaLwuRcC971PqRWnyu+D4NWX88amhKeMNlVIdKYQQYu5I4LSIeaz8IMJlKayZt2FalCrDFi5L5XopAUQCJmWBuekz5Tga6y2KSMq8mr87r5aRcY3bUoS9vGWz6R2jms//eAupndvtMhX/ckUrtW8RUIn9pDUVfqjwZ6sIFsK1ncfULK2xWFoz96HzYucyNC43nLqujL7hFI++PIbHZfCBE6tprrSQ115Ml6X0zptLC+N4JPZCa845soJUxuGB50eIBK3sTak9rJYqhBBCzBYJnBaxunKLVW1+Nrwxnhu76PhqIl4ldzqnocwHf//+Jv791k5iEzblIYvPnN9YsAoWk10XEc5bVMqbpuLPzw/nwibIltvf88wwH3xXJbY9OyX2SVvRNZghlXGor3AR9koFlSgdSoFSalorBM61kFvz0TOqufD4KixTEfHqoto+IUTxCrk1V54Y5f3HRrFM8FkSNgohhJhbEjgtYh5T84kz69jcnaR7MMUB9T5aoqaETdOlYXmdi2s/3MrYhE3Eb+J3FfdJnFKK4Xj+KkXDsUyup9P+iqcV//Gbbl7amg00g16TL13WQnVwdh5fiLk0koANWyfoHU5x8JIgrVELUxXHh9rQmnIfvF2oLIQQe6YJ7pxFV8znKUIIIRYGCZwWuYBLc3CzmzUt89xwVikyDrjMbDPsueZSNq5MDNv0kGT2m0FprQm4IOAqjelSmYzDu9aW8dCGqQ2IT1lXTiYzO1ewm7uTubAJIJawueXBPj52RjWq2F8gURQyWtE7apPOaGoiFt55Wp1yLKX4ys876BtJA3DrwwP8zXsaOPwArwTyQgixm4lMtpJZo6mvcOEvolWEhRBCFJ4ETgKY37tcg+Nwx+ODvLQ1zvoVYd61JkLYM3cbEEj1kXn4BlKbnkBFmwme9FHi4QMW/YVjW5WLz17QxM0P9qMdzfnHVbGkZnYOCUopuvewGs7mrgRpG9yz20tdLEDjacVP7+3jkZeyoWhdpZvPvr9xZ2XP3OroS+XCpknX372DVS1tuRU0hRBisRtJwDdu2sb2/uz3fXWZi89f1DQvx2khhBClQS77xLwazyi++r/buOfpIboGUvz6oX5+cOcObD03u6KbFOm7v4e96XFAo/u3krjly/iSvXPyfKXEVJqDGlx84cIGvnBxI6saXeyhj/yMaK05oD6/kuyYVRE8EnOLfbB5RzIXNgF0D6S484khZm3O59vI2PmhUiLl4CzykFosHkrB0AQ815HihW0pRhLSWFpMpZTiydfiubAJoHc4zUMvjmIYsr8IIYTIksBJzKsdQ2n6R6dWDjz/RpyBuD0nz2dNDOJ0vTJ1MJNEjXTPyfOVIgMHk9lvBNMStbjspBrcO1OsI5aHOGlteF6mUIrSZhiK13ck8saffz1Oem4OFVM0Rt14XFMvmM45MkpAVg8Xi0TPGHzuR1v45i3bufbm7Xz+J1sYGN/774nFwzQVG7dP5I2/tHUCJYGTEEKInaTWQMwrl5mfcRoKrDk6OdEuD7h9kHrTSZE7MCfPJ3ZxGXDy2iDvaA+QcaDcZ6DmINgSC4/jaJbW58/JOGxZELc591OAowHF1R9s5dZH+unsT3HKugoOO9AvYalYFEzT4J5nBhlP7jpej47bPL4xxrvXhWRVxEVoIqPYPpAmkXJoqHRTGcj2gjxieYi/vDy1F+Sxq8M4s7TSrRBCiNIngZOYVzVlJoccGOCZTfHc2FnrKykPqDm5iky6yvGdcCXJu76XG7NWHEs6XD/rzzVbLMtAa7AXwAmbdjRhz+RPpf/3iPmzpMbNaYeV84cnhwA4sN7LKYeWz0vvNa01tWHFx0+vwdbZ6aeLveebWFy29yXzxjoHkigVBuSzsJjE04p/v62bV7ZlS9xcpuLLl7XQWG5wUJOXs9ZX8rvHB0DDSYeWs6bNL8dLIYQQORI4iXnlNjQfOb2W17qSbOlJsKzBxwG17jlbtczRkGw+Es+FTTDSDf4ImbIWUqr4OlqmHcWr3SnuenKQaNjFKevKqYuool/xToi54LU0Fx5XwcmHlpG2NdGQhduY39BSawcDWTpcTINSJG3wmJTsjmPbDicdUsaGLfEp40cfFF4QN0LE9GztTeXCJoC0rfnJ3T187n0N+CyH9x1dxsmHRtAayn0KCSSFEELsTgInMe8CLs3aFjeHtnl2lubP7clJBotMqBVCrXP6PPtDKXhha4Jv39qZG3vghRGuubKNqmABN0yIAjLQVAUVoJAKOVHshhOKOx4b5MlXx1jZEuC8Yyqp8Bd6q2bmoCYPV5xSy00P9GIaioveVc2Bta5Cb5YogJF4Jm+sqz9Fytb4LEBrynJrhEjYJIQQYioJnETBSB+IXVKOwU0P9E0dy2he7Zygqr34qrGEEELsknIM/v3W7Wzuzja7f3DDCK9sG+fqDzbjt0rvu85rwYkHB1i/vA2lFH6Xlu/sRaqp2pM3dvyaCH43aLkPIIQQYi9klTohioBCo/aw3Lss9CKE2F9pbdAzphmcAI0cVObCQCyTC5sm9Y2k6R3Orw4pFY6j8Vkar+lI2LRAORgMJ2A8rTDe4oSjPmLy6fMaCftNDJUNm04/vFwWURBCCLFPpMJJiCLgMjQXnVDFdTdvz4153QbLGqS6SQgxc8MJxXdu386mzgSGAe87topT1oZxmXKxOJvcpkLtYe0Lt0sCPlGcRpKKn9y9g6dejRH0mVx1ei1rWj15d6INpTm01cPyD7eScSDkoWT7kwkhhJh/UuEkRBHQGg5qdPOFDzRz3OoI5x4d5auXtxKV/k1CiJlSitseGWBTZ7byxnHgxj/30TFQulU3xaoiYHD2+sopY8euilAdNgu0RUK8HcUtD/bz1KsxAGITNv/26052jOx5jpzW2Wq3kFtL2CSEEGJapMJJiCJhKVhaY7H8tCq0zvbLkPM6IcRMJTLw5KtjeePb+pMcUF2i3ayLlEJz5jsirG4LsKUnQWPUQ1uNG0vJQVwUn/E0PPziaN5410Ca+kh+zyYhhBBipqTCSYgiY9vSL0MIsf88JrQ35k/LrS2X1cbmgseEZbUWp64NclCDC18JNgsXi4PLhIaoO2887JeKPCGEELNLAichSkBaG/TFNGPJbJ8QIYTYG4XmohOqKQvuKmY+ZlWYlioJnOaSVKaKYucyNFedXofL3HVCcdiyIE1ROTYIIYSYXTKlTogiNzgB37ltO693J/C6DT50Wi2HH+jDQK5qhJh3CvrGstPSPJZBc5WbkKd4P4vRAFxzRQs9w2k8LoPqsInLKM7tNU1j51Ti4tw+IRaSlkqDf72qjR2DaXweg/oKC68sJiCEEGKWSeAkRBFzUPz4rh28vnO57UTK4Xu/6eLrH2qjPiKlTkLMt+2DDv/8061k7OyFWU25iy9c3ES4iNueBFyaJVUWYynFa90p0hlNY5WbaEAVRbiTshUPbxjmLy+N0FztYe0BAcq8hd4qIRY2raHSD5X+yaqmwh8LhBBCLDwSOAlRxMZT8Nzr8bzxHUMpaey5gBlGNggogixA7EZj8Iv7enJhE0DPUJpXO5MctqS4P4+jCcXVv+igZygNgMel+MoHW6kLFza4Ngx48IUY19/dkxurLnPxpUuaCboXzgdAGTA8rhhP2lQETTxSSSKEEEKIRUACJyGKmMdSNEbdbO9PTRkvD8pHdyFyOxO4Bl7D6XgOo7IZ3bCacVdFoTdL7JRxoGc4lTc+OJZGKU9RB4QvdkzkwiaAZFrz64f6+cSZ1VDARQrGkopf3t83Zax3OM32gRTL6xZGPxkHxWMbJ/if33eTymiqy1z8w/ubqAoWesuEEEIIIeaWNA0Xooi5DIePnVWPx7WrCuHkQ8tpKJfAaaEcwmODAAAgAElEQVQxFVgb7yZ529dIP/07knd/n/QdX8dr5y9rLwrDY2lOO6w8b3x5k7+owybDUPSO5AdlnQMpbKewFU6OBnsPgZftFGBj5oAyYMeIw/d/20Uqk/07e4fT/Odvu8jot3/tLcvANOU0TQghhBClS65ahShyzRUm113Vxo7hDEGvQU3YxCrSpr9i5jypQVKP3jxlTPd3YA5vh8oVBdoqsTvH0Ry1IkQipfnNXwYI+kyuOLWGxgqTYu5/4jia1a0BfvVg/5Txkw8tw1KFnboZ9sJZ6yu59eFd2xb0mTRF3RTza7ovxpKKPz0/gs+Tv9T85u4EsaTeY6+qlA2vdqX449NDVEVcnLKunNqwURT9toQQQgghpkMCJ1ESHA29Y5re4TSRgEVduYF7kdz41VoT8UKkdvLjKhcdC5J2wLHzx510/pgoGL9Lc9Y7wpy4NoypFB7LKYkgoDlq8jfvaeD6u3cwkXQ4+8hKjlgWLPi2a0dz6qER6qMe7n5qkCW1Xk5ZV07EW9o9zByl+Pl9vTzy0hiXnlyb9+915W58bsWbj+dKKZ7dMsF3b+/KjT3wwgjXXNlGNDDXWy2EEEIIMbskcBJFTyl4+vUk37mtMzf27iMqOO+ociw1/1ckaUfRM2KTSDvUlrkIeUr7wkgUh5SnAmvVu8i8cE9uTPnC6LLGAm6V2BPtaHwWQOl89i0Fhx/gZVVLG46jCbgpeNg0ye/SnLk+yvqlPkCjnX1/XZVSxFNgmuA1i+f9GBnXPPJSdjrsC6/HOGVdBX98ahAAr9vgE++px7OHStWkDTf9eWpPq2Ras7k7QfRAWbpPCCGEEKVFAqfFxjCyN1R16TTIGE0ofnBn95Sx3z02yLErw9SXzW+ZUyKj+Nl9/TzwwgiQnfrxpUtbqJbmr2I/ZbSBddj5uMsbyLx8P0btUsy1ZxCXpuFilmit8ZoaTIommNmddqb3vRRPK/7w1DBPvxajqcrDMasiHNTgxijAjYg3Mw1wW4pURvPs5hgrWwJcelIN9ZUemqIuIt49B35KgaHyezsZi6SiVwghhBALi5zCLBKOhk29Nv96SxfX3NTFy10ZMiWSOSXSDolU/sbGEvP/B3T0p3NhE0BswuaGe3pwKGzjXbEwJKwyEivOgHO/SuaoDxP31hd6k4QoSkrBwy+NUR5y0d7kZyRu88aOBD1jxfHFFvEpLjyhOvfzi1vjPLFxjANqXYQ9+i2ry9yG5qLdfg/A7zE4oFaqm4QQQghReqTCaZHYNmjzlZ9tzf388i87+PzFzbTXFv8uUBYwaKr2sK03mRtzW4rqsvnf9v7R/H46r3VOkMywc4qNEPvHcTQpXNKqS4i3kbQVSiluf7ifoVgGyIY6sYTNxceVo/ew8t180o7muJUBWqqbea1rgvoKD0vrPNkKs7f7PQ2rmj3808XNPPDCCFVlLo5aEaYyUJxVaUIIIYQQb0cqnBYB0zSmVOVMuvPxwZJYctmlNP/nvQ0sb/IB2WarX/hAC+W++d+W+kp33thhy0ISNi0CSsFERjEQh1SBl5IXYrGzTIXHZeTCpkl/fHKQkYkCbdSbuA1YWmPx7kPDrG1xE3DvW2LkMjTLai3+6vQqzj0iQlVQwiYhhBBClCa5TF4EtNb497Asc8BrUExlFEopYilIpDVhr8K1W0PVSj/8w/kNxJMarzs77aAQJ+AN5RaXnlTNL+7rI2Nrljb4OP/YKHt+HRWDE5qxcZuKkEXYUzxNesU0KdjUY/Od2zsZGsvQWOXhU+c2SO8uIQrE0A4VYVf+uFKoIvpeg5kf9zOlMu9dCCGEEOItSOC0CDiO5uiVYe58fJC0nT3xNQw44/AKbLs4Tsw18HJniv/8bRcjcZsldV4+eU49Uf+u/2Mqh3CB21i4DM0pa0IcvixIKq2pCBp7XCnPAR7dOM5//74b28mGe5+9sJnWSkPuVJegoXH42i87SGeyb972viTX3rSNr36wGc9epsjMFsNQjCUhldFEfAqjyC6qhZhvbTUuaspd9Aztmup87tFRwl4l4b4QQgghRBGQwGmRqIsovnZlK89sjpOxNeuWBqmLqKIpcBqIwzdu3MZk243XuxN89/YuPn9Bw5RKp2KgtabMC3gVb/UC9o1p/ut3u1bWiyccvv3r7VxzeQteq7j+HrF3fSOZXNg0qWc4zVDcoTY899PrHA3PvpHkB3d2E5uwOXhJgA+fVkuZV/YlsXgFLM3nL2rmyVdjbO6eYP2KMO31HgmbhBBCCCGKhAROi4TWUBNSnH5ICKWyVU/FEjYB9AyneHOP19e7E4wmNJX+Pf9OMRscy+SNDYxmGEs4eIOF7f+jDEUsmV2222fJNL99EfbnT0n1uQ0CnvmZlrpjVPOtX23P/fz863F+/qdePn5GddFNHxKlI+Mo+mM2hlJUBg3MPVRrFrsyr+bkNUFOOzS0cwpa6f0NQgghhBALlQROi4zWhel9tDcRf/6uGAlY+NxvXUVUzCpD+X9PNOwi5Cts36x4WvH7J4e58/FBfB6DK06pZW2bB0t6YL+tqpDBBcdXceP9fUC2gfjHzqon7J2fz9OOwVTe2OMbx7j85GoC+W1shNirsZTi//1uBy+8EQfgmFURLjkhit9VesdbrTWZTOlttxBCCCHEQlf8S5SJkqKUwrQMDGN6CUZNxOTMIypzPxsGfOLs+pK9mI4GFR87qw7LzL4OQZ/Jp89rwFfA6XSGoXj4pTF+8+gAGTvbzPw7t3WybcAu2DaVClNpTj0kxNc/1MpnL2jkuqvaWNPi2WvYpBQMJxTPd6TYsD3NaHJmz7+nCqv6SjduU5JCMX2GoXjk5bFc2ATw0IYRXtqWKOBWCSGEEEKIhUYqnMSsiaUUT26K8dgrMdYeEODI5SHCnn1fBvrcI8s46qAQo+MZasrcVAZLd7qXoeDIZX6WN7YxNmFTGbQIegpbXZbMwL3PDOeNv9wxzpKqcMm+1vPFUlAfMaiPuHeO7P316hnT/PP1WxhPZlebKgtafOmSZiqmOU20MeriqIPCPPLSKAAuU/FX767HZcgqVnNJKRgch46+FKahaK5yEfYUeqv2n0bx+CtjeePPvxHniKU+bFv2KyGEEEIIsf8kcBKzIqMV/3NXD0+9FgPgxS1x/vLyKJ99fwOefWz67TI0jeUGlO+8oC/1/ENryn1Q7jOBwk9ldJnQEHXT/abpWVURl4RNc8AwFH98eigXNgEMxzI8+VqMU9eGpvWae03NFSdXcfrh5cQSDnUVLir9FGyfSjuKwbiD21KU+1XhNmSO7RjVfOH6rSRS2fewImTxxUuaKfcVeMP2k0JzyIFBXuucmDK+stmP40jYJIQQQgghZocETmJWDMScXNg0aXNXgt7hDE0V+dOBRAFozfuOq+KFN+Ik09mAoKHSTXujt8AbtkApRUdv/hy6zoEUhqGw7emFNB5T01JpAtnPU6EynuGE4ju3dbKpK4FlKi46oYrjV4WKbjXJ/aUMxe8eG8iFTZBdDOC5N+KcsDJQ0hmb42iOXRniyY1jvL4jO41u7QEBVrb4JHwWQgghhBCzRgInMSveqpOMUtJjppjURwy+8eE2tvelcFuKpqibgFsuMOeCdhxOPrSMVzrGp4yvXx4q+ilLNgaJtMbnAmP3UkOluPmBfjZ1ZUOKjK254Z5eltb7aI0urGBZa8X2/vxm7d0D6RkFhsUm4oV/vLCBnuEMhqGoDpsLLjQUQgghhBCFJU3DxayoDBoctTI8ZeygZj/VkYV1EVrqtNZU+ODgZjfL610SNu0nG4OhCUjYijdnq1rD6mYfHzixGq/bIOg1+cgZdRxQW7yd8JWCnjH4+k2dfPy7m/nWrTvo3y0vm0jDk6/m9/7pHsoPZkqdwuGUdeV544ctC5Z82DTJbWiaKkwaygwJm4QQQgghxKyTCicxK0ylufSEKg45IMhTr8VY3eZnbVsAt1zEiAVqcELx/Ts62bhtgoqQxSfOrmdpzdRDqtfSnLY2yLErQygg4M5OZypWsaTi6p9vYXQ8u3Lh82/EufbG7Xz5sia8psZjwdIGH8/vtroZQGWoeEO0mdIa1rR5+cC7qvnVQ/24LcWlJ9XQVu2i9BvMCSGEEEIIMfckcBKzJuDWrF/q5ejlfmzbkV4ge6MUGoXSxT29SuTLaMV3b+/MTS0bHMvwtV90cN1HllD5phXotAa/lf0sFHs/5t7RTC5smtQ9lGJwzKa+zMBAc9nJNXz5Z1sZ2/n/jjs4QnNVcYcwppkt5p3uVEafBacfGuTYVWEMBT5Ly3FNCCGEEEKIfSSBk5hVWkMmU+RX1QWmUWwdyPDrhwYYT9icfVQlKxo8MqWlhIxM6FzYNMl2oGcoRaXfPW/bYRiQshUug1kJQvye/FnWpgHe3cZrQvCNK1vZMZzG5zaKuvePo2FLv80dj/WhgDPXV9BSaWJMo7Wc44Dfyh7TJGsSQgghhBBi30ngJMQ86xq2+eJPt+YuXq+7eTufOb+Rg5vnL6gQ+8fnUoT8Zq7KZ1LIN3+H1LGU4r7nRnj4pVHaG32cc2RlXnXVdEWDBuccVcntjwzkxi5+VzUVfpVLW7SGoFtzYPXk31q8KUzHgM2Xbtia+/mJV8e4+vJWWiqkfaEQQgghhBBzTQKnRUKp0r07b2vFQMwhbWuqwmZh+kIpxVgCLBP8rplXkxiG4ulNsbz34vZHBljd0iDT60pEwA0fO7Oea2/elnsvTz2snNqy+QkyHBQ/ubuXJzZmG3h3D6R4dnOca65oIeCa+efDVJqzDy/j0AODDI5lqI64qC0zS/LgYVkGdz3Vnzd+7zPDXHVKtOhXChRCCCGEEKLUSeC0wMVSis3dSXpHUhxY76OpwsIq0ukvezKRUdz4wAB/enYYgCV1Xj51bgNl3vn7G2IpxU0P9vPA8yMEfCYfOrWWNa1eTDX9bdAafO78lfv83mx/nNJ5ZxY3rTUrG91cd1UbO4bSlAUsasvmb2rZYFznwqZJw7EMXYPpvMbl0+UyNW1Rk7bo5H5amnul1uCy8gNAlyycKeaZy2Vi205RLxgghBBCCDEXZF7BAjaRUfzbrV1881fbueGeXr740608tmkcYzoNTApsU3cyFzYBvN6d4O6nh1Dz9DcopfjDU8Pc/9wIjoaxcZtv39pJ15C991/eA601a5b48bh2ffSUgvceE5VmxCVGoakKKlY3uWmqmN9l5S0z21vpzdxW6Xy255ptO5yyrmxKvybDgOMOLscu9u7tYtaZpoFpzu/nI5FRPLMlyddv6eKWR4YZiO/9d4QQQgghFhKpcFrAOgfSvNY5MWXshrt7WNvWRqAEVjE3DMWrb9p+gKc3xTj3yHJm+9o65Sj6x2xcpkFlUGGgmcjA/c8N5/3frb1Jmip8M3qe6pDia1e28uzmGONJh3VLgzSWmZRqJYmYf2U+xXnHVHHTA325sZUtfmrLLGQ/2qWx3OBfrmjlzy+Mkkw7HFDn4/u/7eTiE6o5uMUtL9UiYGvF671pfvf4IH63wenvqKCpwpjz994w4M8vjvHze3sBeG5znHufHeaay1sJz2OF7nxzMIglNG7X5KqOhd4iIYQQQhSSBE4LWDKdf6aXSDmUSusSx9Esrc8PddYeENy5KtfsPddIQvFvv+7k9R3ZlcdOO7yc9x5ZgcuChqib0Y6pwVdZcOYfHa2hKgCnrAmhFDunWchZuZgGrTn5kDBLG7y8sm2CpmoP7fVePKbsR1Po7Mp7L26Nk7E19+2slvyP2zu57qolRBbwhb/I2tST5l/+tyP38yMvjfK1K1qpn+N+a7Gk4pbdAmHIVsh29CdZ1bgwF4gYSSh+fPcOnn4tRnnQ4q/OrGNFvRv5fhNCCCEWL5lSt4A1VLrwuqe+xccdHCHsneYDKdjcNc5zHSle25FhIjN/0xIOrPNwzKowQa/J+cdVcfmptRy3ugxnFtMmZSh+98RgLmwC+MMTQ7zRm8JEc9lJtbh2K6da1uCjrWb/S8S01tLTQ8yYx9S017k4d32EQ1s9BNzZfUkpSNiKtDZQMsOO4bjNtt4k3QOp3FgyrRkdzxRwq8S8MAxue3hq43hHwxOvxeZlarnawwdwT2MLgYPip/f08PRrMQCGYhm+fuM2esZK5A6XEEIIIeaEVDgtYOV++MplLfzi/j46ehMcv6aME9dEpl0atLXf4Us3vJ6rjFre5Odv31O3X6th7Su/S3PlyVVsX1fBv960jdiEjaHg0pNqOH5VcEaNu98smYGnXo3ljb/Rk+CgBjeN5XDth9voHEjhdRs0VrrwWRIUieKwe2g5kVE88OIYv3l0gKDX5PJTamivdy3qOwsVQQuPS02p+PR7DMqDMv1w4dNYe5h7bc5D2BRway54ZxXX392TG4sELJqiJTCffQbiKXjiTd+jWsOOwTQ1oYVZ0TWfNIqBuGZgNEN5yCQaUJRQO04hhBCLmAROC5jWUBtWfOqcGtI2eCzQ06yoyWjF//yhe8o0vFe2jbOtL8Xy+vk5cXY0fP+3XcQm7NzP19/dw4pmH/WR/b+U9phw8JIA9z4ztVdTS7U318i7wg8V/smTZrlIFcXHMBR/eSWW6xkzNm5zzS+38S9XtNJUvngjpzKf5jPva+Lbv95OPOEQ9Jn83XmNhDyzOy1XFCFH856jojy3eVe3bpepOGxpcM6rS7WGYw4KUl3m4sENo7TUeDhyRYiwZ06ftmDcliIacdE/kp4yHvIv3mPPrFHw3JYk3/71dhydrWK96vQ6jlruW9Q3E4QQQpQGCZwWAaU1bgP0DCrb0zbsGErnjY+O28D8BE7xpKZ7MJU3PjCaoT6y/3dOtdactb6Cl7aO557nuNURltRI7wlROpK24vdPDOWNv7JtnOaK4KINV7SG5XUu/vXDbYyN20QCJkE3sirkItEWNfnq5a088MIIXrfBMSvD1EXUvHwePKZmdZObQ9qqcZyFPYXaazp8/Kx6vvq/W5lcBHL9ihANFS7ke3T/jEzA937TyeTuozX89++7WdG0hMpAYbdNCCGE2BsJnMTb8rng+DUR/vCmC9mG6PyVyAc8isaom+39U0OnaHj2Aq8KH3z50iZ6hzO4XAZVIQNrFqbrCTFfTAMqIxY7hqZ+TsoC1qINmyZprQm5IeQ2gJmvnKUUDE1A73CGoM+gOmRiGTN7MKUgmTFIO5qAm6Ipt4qnFZ0DaZSChgoX/nmYOj2XDAXNFQYffFdlrm/efL/UmczC72OkNRxYY3LtVW3sGEwT9JnUl1uykMEsiCWcvEVgHA0j4zaVAbNAWyWEEELsGwmcxNvTmrOOqCCV0dz/7DCRgMWHz6iblals+8ptaD55TgPX/HIbI/EMpgFXnFpLdTh78ThbvKamuXLy5E1OkmeTUjCezjacCLhZ0Hf6C8XQDhedUM0Xr9+SmwIbDbtob/Ah+/Ps2NLvcPXPt5LKZF/PM4+o5NwjI7imeTjUKDZ2pfnBnd0MjqU58ZBy3nNkBUF3Yd+noQm4+udb6R/NNlSvq3DzuQsbKZvuQhNFyC6V5VlLmYaqgKIqINPPZ1NZwCQSMBmJ27kxj0tRGZI+dEIIIYqfBE5ir0Juzafe28T5R1dimeCz5v8OcUOZ4htXtjAwZhP0GZT7VdFUBIi3l7QVD70U46Y/92EYcPEJ1RzRHsA9w8oQ8daayw2+/qE2tvYk8boNWmvchD3yOs+GpK347u2dubAJ4I7HBli/IkRzxfQSp55Rh6/9siN3CPvjU0NYpuLCY8sLdlwzDMUDG0ZyYRNA92CKJ1+Lc/LBQZmCKESBBN2av39/E9+8ZTuDYxnCfpNPvbeRMt/8n4sJIYQQ0yWBk9gnLsvI3X0vxAmO1tkV6/yTF3ZyllUyXtqWmLJS0w9/v4OKcBMrGxbmak2FVhNS1IQWQElKkUmkoWc4v5/dUCxDc8X0phhv70/lHcLufWaIs9eX4y/Qt7IyFK90TOSNb+qc4LRDQmQycswVohC0zk4LveaKFkYnbEJek4D0oRNCCFEiZIELIcScMS2De54dzht/eMMIliWHH1E6Ah5ob/LljdeUTT84DXjz9/2qMjcus3DrnDu2wzsPjuSNH7E8tCh6EAlRzLTOVpfXhAz8Li1hkxBCiJIhV3xiVmQcxfYhh5e70gyMA4W7bhLFRGtaqvLXAW+s8kgfJ1FSLKX56LvraKrO7s8+t8HfnttAdWj6B7uWKjfLGnaFV4YBHzqtFpcqXLCjNRzc6uOMd1RgGNkm9OcdG2VFk4+JjMo2YhNCCCGEEGIaZEqd2G9pW3HTw4Pc9WR2JTvTgM9f3MLSGlNmvi1ytq1519oy7ntumHgiezEdCZisXx6SwEmUnKgfvnhxI8NxB5/bIOydWQ8Vv0vzf95bz7b+FONJh4ZKN9VhVfD+v36X5sJjyzn9sHJMAwbjNv9683Y6+1O8c02Es95RQUh6ggkhhBBCiH1UFIFTe3v7JcDfAwcBn9q4ceN3d/s3P/BjYB2QAT6zcePGOwqyoWKPukYyubAJwHbgP3/TxdeuaMYrSyIvelVBuOaKVjr6UhiGojnqJuyV/UKUJrehd1Y17V/DXr9L016323S8YvlIaE3EC4Pj8OWfbiVtZzfsD08MEU84fPiUKEruJAghhBBCiH1QLFPqngUuBP53D//2GWB048aNBwJnAf/d3t4enM+NE29vdLeleif1j6ZJpOWiRGSn6pT54OBmN6saXRI2CVECOgdSubBp0kMbRhhLFGiDhBBCCCFEySmKwGnjxo0bNm7c+BKwpwYWFwD/tfP/vQY8CZw+j5sn9qKmzJXX3mNFs4+Qpyh2LyGEENPk28PxO+QzscwCbIwQi4RhKCzLlJZpQgghFoyimFK3F83A1t1+7gCapvsglZVSFLW/qqpCexyPlDv8wwXNfPf2TmITNgfWe/nke5qorc5f0UksXG+1fwgxSfaR0mF40qxsCfDi1nhu7CPvrqelbu6+S2X/EG9noe8fmYHtpF9+iEzHC/jbj8I68B2YkapCb1bJWOj7h9g/sn+ItyP7x9yal8Cpvb39abLB0Z7UbNy4MX9O1iwbGIhJk+L9UFUVoq9v7C3/fWWDi2s/1EoirYn4FZbKvO3/FwvL3vYPIWQfKT1/fU4tW3tTjI7bNFS6qS835+w9lP1DvJ2Fvn94nRj2bV9FD2wDILPlWazOV7CP+hBpLWWFe7PQ9w+xf2T/EG9H9o/9ZxjqbYt75iVw2rhx46H78esdQAvQt/PnZuC+/d4oMau01gTcEHBD8XS/FUIIMVN+S7Oi3gVMNjeXY7sQc8Ec6SSzM2yalNlwH+5DziHtrSnQVgkhhBD7rxSa7NwMfBSgvb19KXA48IeCbpEQYtFw6ySB0dcJ7HiGwEQXptpTqzkhhBBCCCGEELsrih5O7e3tFwHXAuXAOe3t7Z8FTtnZSPxa4Cft7e2bABv4yMaNG6XuTQgx59w6ifnkjSSfvTM7oAx8Z/8D8Zq1aFkaXgghxH5SSuGUNaAqm9EDHblxa9W7SPuiUlgohBCipBVF4LRx48ZfAL94i3+LA++b3y0SQghwjXXuCpsAtEPyj9/De9F1TJjhwm2YEEKIkqYU9MXgqU1jjMYynH/y/yXQ+Tj29hcxl67HaVwr/ZuEEEKUvKIInIQQoihNjOYN6YlRVHocJHASQggxQ/1x+KefbGE8mZ2m/dvH4IuXnkb7qrNI2Q5SRCuEEGIhKIUeTkIIURiRGlBTD5NG9QHY3rL9e1ylSDnqzQ8thBBikXh520QubJp0wz09JDNI2CSEEGLBkMsdIYR4CxO+Wrzv+RwqkA2YjNoDcZ/6SZJ4Z/R4SkHPmOY/7ujlcz/u4PbHRoml1GxushBCiCKnFKQz+QtQJNMaLU2bhBBCLCAypW4RsLVBytb4XAq0rLAlZlfSNtjcNY6JIuhmQTXTdrQiXrUaz4XXYqTGsb1lxPDM+PGGJ+CLP92au6t9y4P99A6n+dApUdQCet2EEEK8Na1hRbMf0wB7t9Oy846J4lJaKpyEEEIsGBI4LWBKKbYPOfzork46ehMceVCY846JEvHImUypUgpM08Aukv4OPWPwrVs66B5KEfKb/PU5DSyvW1iHFa0hYYTAGwIgrRX9ozZKKaIhA0vt+xvROZDOm0Lx4IYRzj+2krKZFU0JIYqQYWQrFx2nCA7UoijVhhRXX97Kbx8dYChm8+4jKljR6C6K73YhhBBitiysK0MxxdAEfOmGLSTT2bOX+58bYSRu87dn12BIyXbJ8WWGMTqeIbPlaTwta3CaD2XCVVGw7Uk6im/eso0dQykAxsZtvnFjB9/8yBIq/AXbrDk1llR8/3c72LAlDsC6ZUE+dEoNQfe+fZ48rvzpcx6XgWUoZO1rIRYABTtGNI9tHCWT0axfEaK+zETJ51vsQWOZwcffXZPdOxypQBdCCLHwSOC0ACilmMiA22RKkNQ9mMqFTZOe2RRjZLya8gUaCMyHlKPoHbFxHE1NmYXHnPsLCTcpnAd/RHrT4wDYm5/AaFyJ57TPkFS+OX/+PRmOO7mwaZLtQN9Ihgr/wju0KKV4/NVYLmwCeOrVGIcvC3F0u2+f7krXV7hY2uDjtc6J3NglJ1YT8sJQHEYnbCqCFiHPwpqaKMR0GIYinspGsAE36BKqEuoe1vzjj9/ITZP67V8GuPryVpr+P3v3HR9Xdef//3XunV7Uezc2FpjeIdQAoYcUICEVSALJlm+ym80m27LZdDY9j19203ZDyqZsCCRLIAmQCoQeCN2iuFuWLatLI0259/z+kC1bHtu4SJoZzfv5D+jMjOZofGfmnvc953OqVTJTds8qaBIRkUVs8Y0Ky8xY2nDnY8P84clh2usivPX8BlqrHKy1REP5J7ixsEMwoNkUB2o8Y/jaL/p4ctV06NDZGOYDV7RRGZnf1zM4sYX0trBpO3/DM4THN5NOds3rc+9JIuKQiLiMT3mz2tuO0KwAACAASURBVCvjbkH6M98cx/DI82N57U+smuCsFXFyuykAu6towPK3r2vhpU1p+oYyLGuN0lEX5JEXJ/nqz3vJepZ4xOFDb2xnSZ2rpRUFlvYMGwezjKY8mmpCNCSNdtqYZ1nf8OBzE3z/t1vwfMvrz6jnlUcliQSK/83guoZ7nxmeVZPHt/DLhwf5i0vq8bzi/xtERERE5pLOnUuYNYYf37uV2x4YYGTC4+m1E3zku2sYSE2f1DZXBzipOznrMdde0ESFasUcEGPg6bWTM2ETwNrNae55emSmXsf82cNApYCJRCIEf/WaFpydPkXe9MoG6pOL82PFWsuJhybz2o8+JI7n7fsV6kTIckxniIuOS7K03mUk5fOV/9tIdttgdGLK5wu3bGQiq93rCinjG77zm37+7Xvr+MItG/ngN1fzzPoMxujfZT69tDnLN3/ZRyrtk85afvi7LTy5dpLSeNkN6czudx6DkvgDREREROaUZjiVsLEpuOepkVlt6ayldyBDTVuIsGt514UNXHBCFSPjHs01IVqq3aIuYmoxjE1BwIVEuLgKrjqOw8r1qbz2P780weUnVzGfs8ay8QbcruPw1jy+oz8t3eSSjfP2nC/HWssRbUE+f8MhDE34xMOGhqSDux9FtEuJ71tO6Y7zSE+M57YdB8ctjXNMV+yAlr9tf8zAaI5dD/Ph8Rxjkz6xpAaphdI7lOO+p0dntX39jk38+zu7iAcL1KlFznUdHnhuNK/9148Nc+qhLdgi32XV83zOOrqKux8bntV+8cnV+xVKi4iIiCwWCpxKWMCdXiI3MTX7RDay01K6aMDS3RQEto+QijcMGMsYvv/bfu5/dpRExOWdFzdxXFcEZx4CDMc1GMx+DQI8z+eoJXF+++fZg4lTDktisPP6ymYIEz3nBtw1D+O99Ahu13Gw9FRSpsDFuCzUxuCwzkr6+8co5uNrLiTD8IErW9gyksMYQ33SIegc3N9cm3QxZvZktcp4gGTUYbG/nsVsfNLLaxtNeWRyVoHTPPF9S1tdOK+9szFMqbwX2mscPvr2Tm57YJCc53P5abUsqQ9SKv0XERERmUuLc+1LmUiE4LoLm2e1dbdFaa0pwdGQMdz24CD3Pzt9dXt8yuPLP91I73D+oO/gngc2DPt87Zf9fPbWTfRsypHbj3HA4W1hzj66cubnow+Jc9phyQWZiTUZrGZy+UX4r/4Ik4dfRipYO+/POYsx9I/DE+syvLQlx1SuPGffBI1Pa5VDS6U56LAJoCZh+MtXtxBwp1/PWNjh/Ve0Eg9qgFpIzTUh3F2+IY/qilMRLc/jfiFML1uNU5PccS0sHnG44PjqoprtujcOsKTO5W9f08gHXt/MoY2BRTvrU0REROTlaIZTCfN9ywmHRPjEtZ2s7ktTWxFkSWOQaAkUV93VZBbu3WV5IMCGrWnaquduF7beYcu/fHvNzO7Df35pgn+4up0VLfsW0sWCcN35dVx+ag2+hbqki8vCLZWw1pLNznEItw+Mgef7snzyB+tmln+d3J3kXRc2lEQx32LmACcvi7L8hiWMpjxqkgEqtEtdwdXG4cNv7eSrt/WyeTjLCcsTXHN+I65mqsyr6ih8/JpO1vVn8H1Le32I6mhBy9UdEF87j4mIiIgocCp1rrF01Lh01BR4adVBCrmGtvowz2+YnNVeFZ+7Q9RxDI+9OMau44Cf3reVw9/YitnH+iAOlvrE9lkO5TGomPIMX71906xaQw/3jHHxydUsrdfHyMEyWKqjUB11AVtyg+tFycIhdS6fvLaDdA4SIYMpk/d7oSVDliNad1wE0PtBREREpDRpSZ0UBdf4XHtBI8HAjuUqRy6J0VEf2qfHZ32H/nHLeMbsccc4ayHo5t8WCJgS2QGpcDI52DqSzWsfSy38bCuRhRRyLMmQVdgkIiIiIrKfNDVBikZ7tcNn37WE3sEM0ZBDa01wn5ZrDaTgSz9dz9rNaWJhh3df2swxnWF2zZ2stRy3NM6P7zFkdyrcdMUZ9eRNe5JZ4uHp4ugPrRybaXMMtNTsWyAoIiIiIiIi5UWBk+TxrGFk0hIMGCrCC7e8x1qoiUFNbHuIsecnNgY862ANfO2OjazdnAYglfb54q0b+ez1S2jczZbyjRWGT13Xxf3PjjE+meOso6por9FEv5fjWMtbz2vAAg+vHKMmGeAvLmuhPqmd1ERERERERCSfAieZZSRt+O9f9fHnlyaIhhyuvbCJk5fNXdHuuZD2DH9ePcnPHxygJhnknGOqGR732DyUmbnP5uEsjcn82TfWQmPScMVplRhj8DzNbNpXlWHLX17awDXnNRAMQDRgVdhaRMqeZx0GJzxc11AdMxh9LoqIiIgACpxkJ9YYbr1vgD+/NAHAZMbnqz/vpe26LpoaCtu37YwxPPJiim/csQmAdVvSPLl6nGte1cxNd26auV9V3N3r75neYluDgv3lWEsyPP3/GlOJSLkbTRu++ctNPLFqAsfAa15Rx8UnVBDR2ZWIiIiIiobLDpNZeOC50bz23oHMbu5dGBkffvbHrbPafB9GJnJEQtOH82Wn1NBctffASURE5GAYx/CbJ0Z4YtX0RRrfwk//uJXVW/I3WBAREREpR7oGJzPCrqGjIczzGyZntVcndn+YGAOprGFsyicZcYgF57/ek2MMsYgLzD6hb6oO8oGr2kiEHRoqXQJG029ERGT+ZD14cDcXaZ7fMMkRbaFtM2lFREREypdmOMkM1/hcd2ET4eCOw+LE5Una64J59zXGsHqrxz98ay0f+MZq/unba1k74GPy63TPbR/xecu5s9f3VcRcutsiLG8M0FLllHbYZAxpzzDvL6SIyD4y+kjarZxnOLQ1v8ZhZ2NEYZOIiIgImuEku2ircvjs9V1sGswSDTk0VwcIu/knzqNTcOOP1pNKTxfdHhjNceP/rucz7+wiEZrfE+3ljQE+eV0XT6yaoDLmcmRXjOriqmv+sqZyho1DOXI5n5baEMmQZTAFt/5xK0+unuDYpXFe94rakvu7RGTxMAb6xuCZNRMYA0d0xmhMGtVvY7rm4U/+OMChrTGeWTPBwGgOgGOWxjm0JYxqBIqIiIgocJJdWGupikBVy/ZZTbs/aR4Yy82ETduNT3oMjnskauZ34pwx0F7t0HlSBdbO/zK+uTaeMXzx1l5e6J1eupiMuXzkbZ187scb6Nu2097vnxjhpd4pPvLmdkKudtITkYXXO2z5l2+vIetNf8gGA4ZPXddFY1LTncam4NePDeG6hktPqSUWdnEcOKwtSjxYYl9KIiIiIvNES+rkgFTEXNxdjp6ga0hGF+6Q8v3SC5sAVm6YmgmbAMZSHrc9MEDFLjvrre9P0z+WW+juiYjgug53PzY0EzYBZHOWe54axXUVOLkGwkGHbM7ysz9u5Qe/3cz//Hoz6YwuEIiIiIhsp8BJDkhNzHD9Jc0zdT2MgRsubaY6poHI3jiOYX3/VF77S71TNFaH8tpDAb1FRQ6Eh2EgBWMZo/pDB8AYGEnlB94jEzmMXlASYctbzptdT7CzIUzrbmoeioiIiJQrLamTA2Q57dAoy65fwuBojtqKALUJQ0lOOVpAvm9Z0RHjp38cmNV+1lGVTGVnXxm/9JSa6dd0AWuBWAybR33WbUkTi7h0NYTmvSaXyFwbmTJ881d9PLlqgkjI4ZoLGjn10BhuKW8osMByOZ8LTqjhkZ7xWe2vPKaKXE6zeKyF07rjtNR08My6FM01IQ5vixIL6BhbTCyGoZRlJOVRk3Spiug0R0REZH8ocJIDZgw0JAwNCV3R3R9dDSHecl4DP/5DPznPcuaRlZx5RJKAA4e3R9m4NUN7fZiOugDOAheeXdWf4+P/s5btGyy114f4xze2kciffCVSlKwx3PLHrTy5agKAqYzP12/fRMe1XbTPc325xWZpY4APvqGdn9zTj3EMV51VR1d9ABXEnhZ0LMsaAyxvrty2K51el8XEBx55cZKv3d6L508vofzQG9s5tDGAVeokIiKyTxQ4iSywsGu56Ngkpx2WwPOhKmow2wYqhzUHObwlWJArqDlr+PZdfey8m/f6/gyrN2c4ql2Jk5SGySw8/uIEwYAhm9txMPcOZmiviRSwZ6UnYODItiCHv7kNAzj4KFTJ5/t6TRajwQn46s97Z74T01mfL926gX9/ZxdxXWcTERHZJwqcRArAWktFeOanXW5b8O4AkPNhcDdFyiemvAL0RmT/WQzDKZ9XnVCNYwyBgOGWe7aQzlqqEu7L/4IF5Nvp5atbhjNUJYK0VDsEi3QClouW0En5GRzLsmuWOJryGJv0iQdVx0xERGRfKHAS2SZrDeksxEMGU4YDrGgQLjqhmpvv3TrTZgx0NiyOWSFGJcYWvbUDOf7tuzuWhFbGA1x5VgMvbEjRUReiWGbnGAceWpniq7dvmmm7/LRaXndqlepMiRSJhqoQ11zQRCbnE3AMW4azPLRylIqoQ7F8loiIiBQ7BU5S9oyBNVt9vnp7L70DGU5cnuDt5zdSFSmvE0rrW849thIL/PKRQaoTQa67sJHmytI+uY5lBzGbe7ATQzjN3UxVdJLTR9+cshj6x316B7LEIw5ttUGiC1w82cfww99tmTUjYWQiRyzscMNFDYTc4jmGh1Pw37/qm9V22wMDnH5EBc0V+TMnAgEHay2eVzx/g8hiZgxsGcnxvbt3LDPvbo/xj1d3EA9ZXbwQERHZRxp1SdkbTMHHvr92pt7Lo8+PMzHl88ErWnDN3M10chzDyBSMpTwqYy6JcPGdtMaDltecUsmrjq8k4BiCprRrtkSzQ2R/9nHs8I6ZJOFX/z1e8wlF99qXKmPg+b4sn/rBupmB2TGHxPnLy5oWNHTyfBiZyF/+OZXxCAfm9r3mW9g0Mr2bY0U8QFd9iPh+7OY4mbFkcvn3n5jyoGLH13LWN7y0OcNvHh+mrjLIOUdX0lThqGCxyDxL5xy+fvv6WQF2z/oU45M5bIVOnUVERPaVvjWl7G0ays4qLgzw3LoUI5M+NbE5ehIDz2zM8OVbN5JK+yRjLn9/ZTtL6t2iGzxa3xJ1oZSDpu2cgTWzwiaAzB++TfgNhzNl5uoft7xNeQ5fv33TrIHZE6sm2DCQ5dDGhfuKCblw2am1fOOOHf/exsCKjtichk3GwDMbMnz2xxtm2pa1RPnAlS3E9jFgq4k7tNSG6B3IzLRFQg71Ow1kjYFn1qf5wi07nufXjw3x6XcsoS4+B3+IiOxR1rcMjGbz2scny2+5vYiIyMEo0hKlIgsnHs5/G8QjDuE5LAo6nILP3byBVHr6ZHUs5fGZm9cznnmZB8rByaXzmuzkGMZXIfS5kvUsW4tgYGat5cSlMa6/pJnG6hDLWqJ8+C2dtFTNbbHwyZzhv34xeznci72TrOvf9zdzyLX8/VVtHN4+HXq21YX417d0UBXd8ZmT8R1+9Pstsx6Xzlpe2Dh5EL2fH45j8HCmUzJm/iNSsuJBOPOoylltjoGWWm1PJyIisj80w0nKXnNVgLOOquSep0Zm2q6/pJlkGPw5GjMPjnt5s6jGJz2GJjziVcp9501tBzgB8Hfsvhc6/jLSwSRlWBd+XiRCcOaRs98/hRqYRQKWsw6PceryGI5jtu2uNrcz9TwfRlL5uzlOZfbveWpj8MErW5jIWKIhCBpbdLMd98V4xnDfs2Pc+9QIF51UTU0yyOahDO31YTrqgoRfpnZWzho2DOZ4bM0AVXGXtppAUdXbknJlecOZdQDc+9QIdZVBbri0mYZkadc0FBERWWgKnKTshVzL286t49xjKxmZ8GisDtFUYfB33Q/5IFTGXRxndoAVCTnbdruR+TIZayZ21UfJ3v9D/JHNBI++EH/5WXgKm+aOtbzxrOmB2X1Pj1BTEeTdBRyYWWsJOszbc8dDcP5x1dz1p6GZtoBraK3b/4DNNT4V4d3fFnJ83nhOA1/caUldOGg4tDW6388zX3wMP/j9Vu57eoTjD03y9JoUDzw7OnP7a06r5fWnVWH29G9hDL95Yozv/2bHTK5LTq7hqtOrtVufFFwybHnn+XVcfXYdQccQDvglGQqLiIgUkgInESDsWg6pD0D9/LwlamOGv7isha/e3ovvTw9Q3/vaViojqHj1PPKtYbxiKaGL/wHHzzLlxuY0SJRpybDlXRfU8aZz6gi4hoi7iAdm1vLa02qIhh1+89gwTbVBrnlVE/UJM6cZl7VwZHuYf35TB79+fJj6ygBnH11JfcIUzWs7PGm57+npmW0rOmP8z683z7r9tgcHOOfoSmr3UHNqMGX54e9mLxv8xcOD24qja12eFANLPDj93yJ524mIiJQUBU4iC8JyyrIoy64/hOGJHDXJADUxhU0LJWMDYAKgsGn+2PIZmCVClitPq+LSE6sJBpheujcPf3PQsXQ3BziivQFrLZ5XXMvuXGMIuIacZ3e7/NhaSOd89lQucirj7/Zx07Xu5rb2loiIiIgsPK3nEVkwlto4LG0IUB1V2CRSyqy1RAL+tjpR8yuX8/G84vvAqIrClWfWAzA+5VFXOXtZYWdDmLrknoOjukSAltrQrLbKuEtjla6FiYiIiCwGOqsTERGR/Wat5bxjkhzSHOa5dSn+32tbufPRQZ5Zk+K4ZXFe94paQs6eg7KQ6/PBq9r43m+28MSqCbrbolx3YROJ0OKfJSciIiJSDhQ4iYgUIccxOI4hl1OFcyleYddyWHOQFa1V+L7l3RfVk85BJMA+TeOsicF7X92EDQSxuQxuGSzJFBERESkXCpxEZFHyMQylLAaojhtMCY1ih6fg/mdHeX7DJKcfWcmRHRGigdLpfykxBiYyhuEJj0TUUSH/A7S9GL+xlojLftW0Mvg0VIfo70/PT+dEREREpCAUOInIojORMfzonq384ckRjIFXHV/N619RQyxY/EnCRNbw8R+so384C8BjL47zmlfUcsVpVSWVhGR9Q/+Yh2MMdcnpcoETWcPYpE9lzCEWLPxMFmNgw5Dl33+8juHxHOGgw19e3sKxnWHMfFQBFxEREREpIwqcRGRRMQYeX5XiD09Ob9duLdz1pyG626OcdEikwL17eRsHszNh03a3PzjA+cdWUVn83QdgNA3/cdsmnlufAuD84yp5xZEeX7plPaMpj+pEgPdf2UZXrVPQ0GkyZ/j8LesZHs8BkM76fPnWDXz+hkOojReuXyIiIiIii4F2qRORRcVxHf747Ghe+8MrxwgE9JE33xzHcP9z4zNhE0BdZZh//9E6RlMeAEPjOT7z4/WMZ0yhugnAaMpn68jscM+30L9Lm4iIiIiI7D+NvkQWmcmc4cXNOZ7ZmGV4cnrGTzmxvuXIrlhe+4rOWFFuLb+r1pog9VWzt5e/9JRaKqMF6tB+shgefX5sdqOZnj20s7GUx9C4t4A9y5eIOlTG8yf6Vic1+VdERERE5GDprFpkERnPGL5way8v9k4CEAk5fOztnTRVlE/q5PuW01dUcN9TI2wcyADQ2RjmhGUJbKGLBu2DeNDy4Te388Bz4/SsT3HGkZUc0VE6lawNlhMOTfL8hsmZNtcxOA74O2VOoYAhGd3P6tJzLB60vO91rdz4o3VkchZj4LoLmqhPOgXtl4iIiIjIYqDASYqeh2EiPb3NdjhQ+ELDxezFTemZsAlgKuPzv/f0875XN5ZMYDEXqiKWf31LO31DOYyBpuoAEbd0/v6qCFx6QpJXn1SB5/klEZRtNx34JXn0+VFe2DgFwNaRNO++tIWv3d6LteA48FeXt1AZtQXNdayFQxtdPnfDEgZGc1TEAtTFUcFwEREREZE5oMBJitrgJPzXL/t4es0ETdUh/vLVLSypL2yh4WJlDGwezuS1r92cJuNBqMwW0EYDliX17rafSu+A8X07s9V8qakIWz50VStbRjwcx1Bf4VBfHWNZc5ihcY/aigA1MVMUIai10wFfVURfhyIiIiIic6nMhqBSSnLW8JXbenl6zQQAfUMZPv79tQymXuaBZcpaWN6aX+jnlUdXEgkUfmAv5SXkWNqqHVoqDUFjCQYd6hOG5U0BamOaRSQiIiIistgpcJKiNZyyvLhtSc52Wc/SN6QdpPakrSbAuy9tJhZ2cAyce2wVrzymclbtHBE5MJ41rBv0eeD5SZ7rzZLKlk9tNBERERGR/aU1BFK0IkFDLOyQSs9OS6YLDcvOhqdg7ZYM3rYd2j5/wyF4vqUiQlEsWypVac+waShHJmdpqQmSCOm1LFeOY3jo+Un+47bembajl8T568ubSqo+mIiIiIjIQlHgJEWrIgLvvqyFL96yYabt/OOraKws7M5WxWYwBR/+7lrGUtNbzIeDDp+4tovGJHqZDsJ4Br7y8008u3Z6DWdl3OUjb+2kLl7gjklBjKXhpjv7ZrU9uXqC3sEch9QrBJfFyxjYOgG9AxkiIYe22iBRLdMWERGRfaDASYqW71uO6QjxmXctYfNwhspYgJbqAEFHJ7rbOY7h4efHZsImgHTW585HB7nu/Fo8T6/VgXqhNzMTNgGMTHj87P4B3nVBPVitUSw3Oc/mzbaE6Z0gQYGTLF5rB30++t21ZLd9nxzeEeO9r2kmHtT3i4iIiOydajhJUXMMNFUYjukI01XnEtLSlVmMMfQN5u9M1zuQwaL6MgfKGMOGrem89uc3TM4MuqS8JKOGUw5LzmoLBQzNNcEC9Uhk/nk4fPuuvlmfe8+tS7GuP/97R0RERGRXCpxESpjn+bxiRUVe+4UnVuN7moVzoKy1dLfl7/h3xpEVhLWUpCw51vK28xq48MRqYmGHw9qjfPTtXdTEFOzK4pXJWXq35odLIzvNqhURERHZEwVOIiVuSUOQ9722lbqKIJXxAO+6uIkV7ZFCd2vhGcNE1jDlGYw5+BCgqz7I1ec0EHCnf9fJ3Unt+FdCAgEXx5nbMKgibHnL2TV88T1L+NBVLbRWGayK8ssiFg3COcdU5bW31YUK0BsREREpNarhJFLigo7lxKURjuzqxFpLLDhd/6qcTGQMdzwyxK8eHSIecXnnRU0c1RHGNQf+OoRcy6UnJDl9RZKcb6mOGRxVYS96UzlYuTHD754YprMxzNlHVlI7l4XerUUbZS5exkDWN1gMIcfXJp/WcunJ1UxMedz71AjJmMs7L2qmpUqbd4iIiMjLU+AksghYawlvK6ZeTjNwrDFMZuH3T41y+0ODAIxM5PjCLRv4xLWddNQcXDJgraVyZrKYBlfFzhi479kJvvvrzQA8/uI4v3l8mE9d20VlRP9+snc5H57dmOWHv9uC51muPKuOY5dECJX5XPBkyPKOV9XxhrPqCDgQC6KZfSIiIrJPyvw0SkRK1VjG8F93beWWPw7ym8eH825/oXeKOVhZJyVkImv48T39s9rGUh7rd1ODRmRXq/s9PnfzejZuTdM3lOEr/9fLyo06dgCMtSRDlmjAKmwSERGRfabASaSEGDM39YlKnjHc+scB7n1qhKGxHPVV+TuF1SQCWg5Tdoz2ZpQDEgi43Pt0fnD9q0eGcANaQykiIiJyIBQ4iZQAYwz945a7nxznF4+N0TtiKeeRdSoL9zw5AsBjL45x1tFVBN0dL0hHQ5hlzeFCdU8KJB70ufqchlltlXGXjnoVOJa9MwYS0fwqA1UJF3eOi8+LiIiIlAvVcBIpAZvHLP980xrS2ekpO//7e/j4tV20V5dnZhx0DY01ITb0p/F9uPkPW7j63Eaq4i6JiENHXYh4SNObyo218IrD49RVtvGHJ0fobAjziiMqqAjrWJC9y+U8jl+W5LePD5FKTxfCCwYM5xxTTTabK3DvREREREqTAieRIuc4hkeeH50JmwB8C7c9MMBfX9aILacq4dsEjc8NFzfz0f9Zg+fD4FiOx18c5a8vayYWtKjAd/kKu5aj2kMct6QR37dlt2OjHBhrobXG4fpLm+kdyGKtpbU2RFtNQDWLRERERA6QAieREjAx6eW1je+mrZx01Tt89volbBzIEo84tNYEiQY0MJRpuVz5BbFycKIBOK4rQmd9CGuhJu7gmvn/THEco2BUREREFiUFTiJFzvctpxxewe0PDc5qv+zU2rKc3TTDQl3cUBcP7WgQETkIDpa6+PaaTfP7mTKRNTzfO8ULGyc5vD3GsuawQnMRERFZVBQ4iZSA9mqHj7y1k5/c289UxvL6M2rpbg6xECHLVM6wbmuW4fEcTTUhWqodAqqhKyJywLK+4aa7t/DwyjEAbn9wkPOPr+at59TgKDwXERGRRUKBk0gJcAwsbXD50JUt+NZuG5DM/6Ak4xu+/et+7n92dKbthkuaOXNFFFvGk6tERA5G/6g3EzZt9+vHhrj4xGrqEwXqlIiIiMgcK88trkRKlfUX9Op337A3K2wC+M7dfYxMLlgXREQWndweajZ55bxMWkRERBYdBU4ic8B1HVx38b2dJjP5g5901pLJacmHiMiBaqgM0FYXmtV2WHuM2oRboB6JiIiIzD0tqRM5GAY2Dlt+9+cBcp7llcdW0V7jLJokt7kqSDTkzAqeVnTEqI67gK7Ei4gciIhr+eAb2rnrT0M8sWqCk7uTvPKYSoKOwnwRERFZPBQ4iRyE3mHLP9+0mu2rIH7752E+dk0XXbWLI3KqjFr+7W2dfOuuPlZvmuKUwyq46qw6XIVNIiIHpSpieeMZ1Vx5eg0Bx8ffwzI7ERERkVKlwEnkALmu4b6nh9m15MYdDw3w3lc34nmlH8pYC82Vhg9d2UrGs8SC2xpFRGSPLIb+cZ8tw1mqEwEaK1wCu5m9ZLdtAqHSTSIiIrIYKXASOQjebrKX/blIbRwYnTRkPEtVzOAW6XbYAeMTCLDXjfGMgbRn8C3EguhqvYgsGGMMtkjCcGPg8TVpvnTrhpl8/qqz6rnkhApcUxx9FBEREVkICpxEDpDnWc46spI7HxmcFTJdenLNPs1uyll44NkU3717M+ms5eglca6/Rk+dVgAAIABJREFUuInKSOkNSKYyHk+sy/DduzczlfF53el1nH54gkig9P4WESkdnjWsH/RYuT5FXUWQ5a1hKsIL9/zG5E/6HJ0yfO3nvbPab76nn5OWJ2iqMAvXOREREZECU+AkchBaqhw+fm0Xdz46RCZnufikajpr922XoY2DHt/8Rd/Mz0+unuCn9w9w7Xm1Jbds7bl1KT5384aZn79z92aiYYfTu6Ol9qeISIkwxvDEmim+dOvGmbaW2hD/8qZ2EqH5/eAZSxte3DTF0HiOZS1R2qpdnG2zlybS/m53+BxNeTRV6LRLREREyofOfEQOgsHSXu3wnovrAcjl9r0QR+9AJq/twedGeeNZtURL6J3pOIbHXhjNa//lI0OcsjyuAuMiMi8mc4ab7tw8q613IMP6rRkObwnO2/NOZA3/fvMG1m1Jz7T93ZVtHNsZwlqoTjg0VYfoG9rxGR8MGBqqSuiDXURERGQOLI6ttEQKLJfz9ytsAqhO5g8+DmmKEtq3CVJFw1pLXUX+4K6hKoirLb5FZJ741pKa8vLaM9n5/dxZ15+ZFTYBfOvOPqa86eVyYcfygata6WyYXttXWxHgn97UQVV0XrslIiIiUnR0uU2kQDrrQ5zcneThnjEAoiGHt72qoeSKyloLxx2apDoRYGg8B0DQNbz+jLr9q6AuIrIf4kG49JQafnb/wExbKGBoqw/N6/OmdxNojac8PI+Zy3gNCcOH39zO+JRPLGyIBqyWF4uIiEjZUeAkUiDRgOX6ixp49ak1TGV8mqtDVEZLc1DS0RDhY2/vZM2WNJmcT1dDhIZkyZWiEpESYq3lwhOqSMRc7v7TMC21Id54dj118fndsa6tLkjQNWR32qb04pNriIfB7jTRNeT41MQglYXnerNMpn1a68I0JOatayIiIiJFRYGTSAGFXbutyLgLlGbYtF1lxHJMx46ZBaX8t4hIaYgHLRcdm+SVR1UQcCzG2nkNmwDqE4aPvr2TH/y2n01Dac4/rppzjq7A7mZG50TG8NlbNrJq0xQArgMfeWsXXXWqaCAiIiKLnwInERERKVm+bwkaCwsUclsLbdUOH7iiiZw/feFgTyHXmv7MTNgE4Plw0119fPhNrQRKbPm0iIiIyP7SJTYRERGR/eRgCTl7n5k6lsrltW0ZzpDV5p0iIiJSBhQ4iYiIiMyDjm071e3svOOqiWl+uYiIiJQBBU4iIiJlwHHAGgfHMYXuStloqnT4x6vbqasMEnANl5xcw0UnVM17nSkRERGRYqBrbCIiUvQ8HHw7vfOXxur7b3jK8IenRnj8xXFO7k5yxhEVVIT37YV0HIPjGHI5rQPbXw6wojXIjdd1kvMtsSDaUUFERETKhgInEREpWj6G5zdl+eHvtjCV9bni9DqOWRIl7GrQvq/SvsPnb1nP2s1pAFZtmuLJVRP83RXN08W298AY6B+H+54ZYePWNOccU8XyphDBRf7aG2P2PgPJQP8Y9A5kiEcc2mqDRAJ7vr/dFpSGHBassLmIiIhIMVDgJCIiRWv9QI5P/XDdzM9fua2X91/RxrGdoQL2qrRsGc7OhE3bPbsuRd+wx8hEjqDr0FYXJB6cnYYMpuDD31nDxNT0zKaHVo7xnsuaOb07tiiXhIW9cQJbX8QOrMPULyFXewhpJz7rPsbAC5s9PvGDtfjbJnwdtyzOey5pIrqX0ElERESkHClwEhGRouQ4hod7xvLab39ogGO7WsFqide+cPdQs2nlhim+d3cfAO31If7hDe0kd1pmt3ZLZiZs2u6Hv+vn+KWdRNz5628hhGwGc/93SK+8d6YtePxlBE64mtxOp0ppz/D123tnwiaAx1+cYMNAlkMbdUolIiIisjMVDRcRkaJkLVTG8wfx1ckARnWv91l9hcvxhyZmtZ22ooKnV4/P/Ly+P8PKjVO7PHJ3M3YW5yye4MQmcjuFTQDZx+4gNNk/u82D/pFs3uPHJ7157d/BcBxDMOhi9KYRERGRBabLcSIiUpSstZx4aIJgepjWyBhjfpSfPOHwmtPqsL5mN+2roGO5/qIGnjuikufWpziyM86GrWluvmd2mNI3mMFZFsH3p0OlzoYwsbBDKr3jtX7j2Q3EgrDYXn6by+yuFbzZ7bEQvOKISu57emSmzRhoqS3OJZ6jU4YHe8Z44qUJTj08yXFL4yRCizM0FBERkeKjwElERIpWB+tpXHUjdmwAAiFOP/cGstWteHaRremaZ/EgnHhImFMOjWAt9I/kByxHdMZmwiaAmhh8/Joufv/kdNHw846rorslPOs+i4Vf0YSpaMCObplpcxqW4iUaZ93PWMvVZ9fhW8sDz45SnQjw7suaaUwWX0XwtGf4/K0bWN03Xb/rqTUTnHpYkndf3IC7l2LxIiIiInNFgZOIiBSlsE2R/tWXp8MmgFyG3F1fIfKWLiZibYXtXInyvOmg4fQVCQbHctz56CCRkMPbz2+kvTbAzqGJtVCfgKvPrMIYQy7nU2yhylyZcpLEX/tPeI/+DG/9UwQOORHn2MuYIJJ334qw5d0X1fPWV9YTdCESsEVZRL1vODcTNm334MoxrjyrjoZE8S2vsxj6x316B7Ikog5tNXvf/U9ERESKnwInEREpSm56DG9gQ/4No/2gwOmgxINw9ZnVXHZyNY4DiRB7nLk0HVIt/oH/RLiJwJk34HppMm4Ez99zKGOsJbFtFV0RZk0Ae6zZ5BRhLSdjoKc3y6d/tI7th+GJy5PccFGDQicREZESpqLhIiJSlPxQApOsy78hUbPwnVmMrCURssQCdlEukzsQOd8hbaJ7DZtKRWOVy/LW6Ky2M4+spCZefKd+UznD1+7oZefD8NHnx9g4mF+gXUREREqHZjiJiEhRSrtx4he9l6mffRKy00uDQqe/iUy8ucA9Eyl+Ycfyvte28NhLEzy1eoITlyc5qiuKQ/FVfM94MDCay2sfnyy+voqIiMi+U+AkIiJFyVqYqF5O9C1fwIxugWgF6VgjOX11ieyTZNhyzhFxzjs6gef5RVlrCqaXdJ5yeJKHnhubaXMMNNcGC9grEREROVg6axcRkaJlLaSCtVBbW+iuiJQkay25XHEGTdsZLG87twHXwAPPjVFXEeQ9lzVTnyi+3f9ERERk3ylwEhEREZGCqghb3nNxA289t4FgACJuce7+JyIiIvtOgZOIiIiIzDnjOBgDvrePtZhKYPc/ERER2XcKnERERERkzmR9WLkxw+0PDVKdCPDqU2torXa0Ok5ERKTMKHASERERkTlhDDy1Ls2Xbt040/bQylFufOcSGpOmgD0TERGRheYUugMiIiIisjjkfMMt926d1eb58MzaFEZ5k4iISFlR4CQiIkUl4PiESeM4Gp2KlBxjCAXz37uhgE45RUREyo2+/UVEpCgYA4nJjQT+8FXsLf9E5OnbiOaGC90tEdkPLj5Xn9Mwqy0acjisPapC4CIiImVGNZxERKQoRDMDpG/+V2x6AoDMH79PYHQzgdPeQc7q+ohIqTi0KcjH3t7JgyvHqIi7nLQ8SX1CO8+JiIiUGwVOIiJSFMzQhpmwabvc078ldPzryIVqC9QrEdlfDpauOpelZ1djLfi+VdgkIiJShhQ4iYhIcXCD+W2BINbR7CaRUuR5SplERETKmc7iRUSkKHhV7Zj6rlltodPfRDpUXZgOFYGMb+gbtQxPgrb4EhEREZFSohlOIlJghr5Rn40DGeIRh466ELFgCV8VNzCUgv6RHBUxl/qkg2tK+O9ZQFNuktilH4RNz2IHN+K0HUm2Zim+X+ieFcbgpOFzP9nAhv40AdfwtvMaOfOIGAHlTiIiIiJSAhQ4iUjBGAMre7N86kfrZup7HNYe429e10wsUHohjTHwwmaPT/9wHdltS0necHY9Fx2fVEiwj1LBGug4A6fL4PuldwzMFR/Dt+/azIb+NAA5z3LTXX0sbemio0aTk2Xv0r5h66hHJORQEwN9/IiIiEghKHASkYJJew7f+MWmWcVkV65Psb4/S3dz6X08pbKG/+9nG2fCJoAf/6Gf45fFaalUSLA/yjlsApjMGp5YNZ7XvmUkS0dNuAA9klIxmILP3Lye3oEMjoErz6rnguOShPQRJCIiIgtMpx8iUjBZzzIwls1rT6W9AvTm4KUylqHxXF778G7aRPYmHLAsa4nmtdckSi+IlYVjMXz/d/30DmQA8O106L1xsDQ/U0VERKS0KXASkYKJh+DcY6pmtTkGWmpDBerRwamIGtrqZ88+MQYaqnez+5rIXgSM5fqLm0hE3Jm2S06uoa1GgZPs2VTO8MRLu5kZN7wj2HddgzmIAvQ5a9g8ZhlUIXsRERF5GTpzFZHCsZbXn16L6xp++/gwDVVB3nVxM40VDrPW2ZWIoLG877UtfP4nG+kbynD+8dUcszTBc2unaKkN0V4XIOSU3t9V7owxTOYM1lpiQbtgh2ZzpeEz7+pi83CWWMSlQQXo5WWEA5bDO2I8sWpiVntdRZCcb1izNcujz4/TWBXk2KVxqvMn0e3VSNrwH7f1snL9JI6B155ex8UnVBJ2dVyKiIhIPgVOIlJQiZDlLWfX8PpX1BBwDEHHL8mwabvGpOHj17QzPmX5+YODfP7m9TO3XXFmHZefVImhdP++UuZb2Dph2TqSo7YiQH3SwXmZf4usb/jTqkm+/5vNZHOWK86s48wVSSILUNTe2un3R6Jh+1e1jhvZOwfL21/VyCe+v25mee8lJ9fQVhvgibVTfPmnG2fuW5UI8IlrOqkI79txZRzDLx8eYuX6SWD6/XTrfVtZ0RFjeZNOJ0VERCSfzhBEpPCsJRqAxTKgDjuWwazlt38entX+0/u2csYRFdTGCtSxcmYMD78wyX/+vHem6V0XN3Hm4fG9BoCrt2T5z9t2POZ7v95CVSLAyUsjpZyLyiJWH4dPX9fJlpEckZBDfdIhZ+F7v948637D4znWbElzdPu+LWFO5+DhnrG89tV9U3Q3J/R+EBERkTyq4SQiMg/SWT+vzbe7b5f5N5SyfPMXm2a1fevOPgYn9vzv4boOD64czWu/60/DYPT1KQvHYhhMwYubcwykpn/em1jQ0lXn0lRhcI3Ft5DJ5idCnrfvKVHIhcM68tPy1rqwwiYRERHZLZ0xi0hpMzAyBRuHfSZzpmhq2DZUBqhJzp5E2tkQpi7p7uERMp/GJ32yuwyufR9GJ/ccOPm+paUmnNfeVhfCqJaSzDPHdXBcAwaeWJvm776xio99fx1/941V/GnV1H4V7I4H4fVn1s1qCwcNHfX5x/ceWcsVZ9TO+lw75bAkS5tKc5MHERERmX9aUiciJctieHz1FF/9eS/prKU6EeDv39BOW1XhU6dY0PIvb+7gR3/o59m1KY5fluCKM+tUNLxAahIuFTGX0dSO7eFjYYe6ZIA9LeW01nL8oXH+74EAIxPT9XAiIYeLTqzB34+ZISL7I+tDz8YMv3x0iOpkgAtOqOEHv92Mty0b9X34z5/38rkbllCzj0W/fd9yxuEJKmIuv3xkiJbaEK8+pYa6xHQx/H1VG4NPXdtJ33COUMDQWOkS1GeaiIiI7IECJxEpWVvHfb78040zyzmGxnN88ZYNfPLaDiJFsGtSXRz+6pIG0h5M725f+D6Vq0TY8g9Xd/ClWzewZThLXUWQ972+lYrI3mvU10ThE9d0sq4/jW+hvS5Ebbyk69pLETMGnlqX5ku37ijuff8zo7z9VU1861c7loTmPMvohEdNdN9nTEYCllOWRTh5WSuOsfi+3a+wabtY0HJI/fbn1RtBRERE9kyBk4iUrIGxXN7Av38ky9ikTyRR+FlOAAa7LWySQrIW2qoMn7img/EpSyJsiAb3bcBdGbEctVNh5YKETQaGJ2FgNEdF3KUuVjzLR2XuZH3DT+7dOqst51mGx7PEwg6p9PQ0p3DQoTqx/x8s08euj6+cSERERBaAAicRKVnVifyPsKpEgETEQVfeZXciriUSB7AlM0vJGMMLm3Pc+KN1ZHIWY+AdFzZx5oqYCjEuMsYYgk5+kliVCBCLuKTSPomIy99e0UpVVDPtREREpLgpcBKRklWfcHjHhU18+64+fDt91f99r2slFiydMEHk5Uxk4Eu3biCTmz6orYX//lUfh3csoaFIZvLJ3HDxeeMr67nxR+tn2iIhh6M6Y5y0LM7opEcy6pIMc0DL4UREREQWkgInESlZjrGcvSLGkV2HMDLhUV8RoDKqsEkWl7Epf1ax8+0Gx3I0JIIF6JHMp+7mEP/2tk7ue2aE6kSAUw6roC4xHTDFQ9OzN/UZJyIiIqVAgZOIlDRjpotz18VdSmUgZgyMZwzD4x6JmEPVyxSulvJWGXOoqwiydTQ70+YYqK9U2LQYuWa6KPeh59Vh7fbi3oXulYiIiMj+U+AkIrKAjIE1W30+c/N6xlIe4aDD/3tNC0d1hDGqOyW7EQ1Y3n9lG5/98XqGxnNEQg5/dXkLNTGDapUtXp7nF7oLIiIiIgdFgZOIyAKayBo+95MNjG1bIpXO+nzx1g18/oZDqIkVuHNSlKyF9mrDje/oZHDcIxl1qIyoho+IiIiIFDdtcCMisoBGUz4jE7lZbZ4PW0dze3iEyHToFA1YWqscKsLluQTTqD66iIiISEnRDCcRkQWUiDgkIi7jUzuKQDsGapL6OJbFzRiITW6G4Y0QjOBVdTDlJl72cWNpwwu9UwyO51jeGqW12sU1ZZi4iYiIiJQYjXBERBZQMgx/c0Urn/nf9WRyFseBd1/aTE280D0TmV/x0dVM3fyv4E0XP3faVhC54G+Yciv2+JjxjOHGH69nfX9mpu39V7RxXFeoLGd5iYiIiJQSBU4iIgvIWsvypgCfu2EJg2MelXGXWhV/lkXGs4a+EY/+kSxViQBLq30y93xnJmwC8Dc8S3DrKmg8do+/Z31/ZlbYBHDTnX0c9s5OIq7eMyIiIiLFTIGTiMhCs1AVgaqIu6NBZAEFbYZQajM2l8ZPNjHlvPzStn1ljOHBnhRfv2PTTNvHrqzk0MEN+XdODe71d6Vz+e+N8UkP3wfc/PuLiIiISPFQ4CQiIlJGwt445uEfkn76NwCYykbir/lHJsJNc/L7hyfhW3f2zWq76d4UNx52Nt6f75jVbmo79/q72uqCBF1D1tsRPF1ySg3xUHkWThcREREpJdqlTkREpIwEBlaR2xY2AdiRzXiP3ErA+HPy+yczPtldZiat3pxl4rBLCBx2JmAwkQThi97LVEXHXn9XfcLw0Wu6OHpJnPrKIG86t4GLTqjCKm0SERERKXqa4SQiIlImjAE7uD6v3Vv3FAFvipwTO+jnqEk4tNaG2Diwo/ZSNOSQCtUSPes9hE69GusEmQxW4vt7D46shbYqw/tf10zOt0QCvOxjRERERKQ4aIaTiIhImbAWTN0us4pCUYJHn0/Ojc7Jc4Qcy99d1cYRndPhVUdDmH99ayeVEUPWuqSCtUy6FfsVHDn4hByrsElERESkhGiGk4iISBnJVR9C8PhLyT52B6PHvZWng8fxzOYwR8bSrGiPEg8efKhTF4MPXNFMKgORoCFofC2DExERESkzCpxERETKSNqNEzzxzfhHXs5/3TXFoy9MAGl+98Qor1hRwbsurCdgDj4ccrEkQ6BdGEVERETKk5bUiYiIlJmsddkwVbEtbNrh/mdHGRifm+LhIiIiIlLeFDiJiIiUoT3VQ/JUJ0lERERE5oACJxERkTLUUOmyrDUyq+3wjhj1SbdAPRIRERGRxUQ1nERERMpQyLH8zWtbuefpUR5/cZwTlyc5fUWSoKMZTiIiIiJy8BQ4iYiIlKmKsOXykyq47KRKHOwel9mJiIiIiOwvBU4iIiJlbDpksqhUuIiIiIjMJdVwEhERERERERGROVUUM5y6u7v/AzgPSAPjwPt6enoe3XZbI/A9oAuYBG7o6el5qEBdFRERERERERGRl1EsM5x+CRzV09NzDPBp4H93uu3TwD09PT3Lgb8C/qe7u9sUoI8iIiIiIiIiIrIPiiJw6unpub2npye77ccHgLbu7u7tfXsD8LVt97uP6VlQJy58L0VEREREREREZF8UxZK6Xfw1cEdPT4/f3d1dC5ienp6tO92+DmgHHtmfX1pbm5jDLpan+vpkobsgRUzHh7wcHSOyNzo+ZG90fMje6PiQvdHxIXuj42N+LUjg1N3d/RjQsYebG3t6erxt97saeDNw1lz3YWBgXNs9H4T6+iT9/WOF7oYUKR0f8nJ0jCwM3xr6Rn22jmSpTgZornQJOMX/3afjQ/ZGx4fsjY4P2RsdH7I3Oj4OnuOYvU7uWZDAqaen5/iXu093d/frgE8C5/X09Gze9riB7u5uuru763aa5dQBrJ+/3oqIiJQeYwwPPJ/i67dvmmm76qw6LjmxEpfiD51EREREZHEpihpO3d3dlwFfAC7s6elZs8vNNwPv2Xa/M4Ao8KcF7aCIiEiRG0pZvvWrvlltN9+zlYExv0A9EhEREZFyViw1nG4CMsBPuru7t7ed19PTMwD8A9M7010DTAJv6+np0dmziIjITlJpn2wufybT2KRHQ7JYvu5FREREpFwUxRloT09P/V5u6wPOX8DuiIiIlJyapEtDVZAtw9mZtljYoaGyKL7qRURERKTMFMWSOhERkcUm5xv6xuDR1RkeWZVm6wQYM3/PF3EtH3pDO0ubIwC01Ib4lzd3UBGZxycVEREREdkDXfYUERGZY1M5w3Mb09x0Zx/D4zkAggHDJ67torli/gKg+gT889WtTKQhGoKQY7FWBcNFREREZOFphpOIiMgc2ziUZXXf1EzYBJDNWf7v/gGMM79fvQFjqYxYQo6CJhEREREpHAVOIiIic2xwLMdoystr3zyUxVcOJCIiIiJlQEvqRERE5lh1IkhnQ36ydNFJ1Tj4KHMSERERkcVOM5xERETmWEdtgHDA8rbzG2moClIZd7nmgiaO6YqikkoiIiIiUg40w0lERGSOhVzLad0xhqfguGVxoiGHZMjiaz2diIiIiJQJBU4iIiLzwADVke0/+fh+ATsjIiIiIrLAtKRORERERERERETmlAInERGREmYMTGQN6wY9BlKgiVQiIiIiUgy0pE5ERKSE9Y5YPvXDtYxMeDgOvO28Rs45MoFrVC9KRERERApHM5xERERKVMZ3+MptvYxMeAD4Pnzn7s1sHvUK3DMRERERKXcKnEREREpUKuOzfks6r33rSK4AvRERERER2UGBk4iISImKhRzaG8J57XWVWjEvIiIiIoWlwElERKREhRyfv768hcq4C4DjwDWvaqSxwi1wz0RERESk3OkSqIiISAlrqTTc+I4uBkZzxKMuNTGDQQXDRURERKSwFDiJiIiUMGshHrTEa7fPalLYJCIiIiKFpyV1IiIiIiIiIiIypxQ4iYiIiIiIiIjInFLgJCIiImUvZw3945bhKcCYQndHREREpOSphpOIiIiUtZG04Wu3b+KZtSkCruENZ9Vz7jEJQrosJyIiInLAdColIiIi5csYfv7gIM+sTQH8/+3deZSdZ30f8O977yxaRpY02i1blmPjB2OMjZeWUHazOARKCAVDWEMgQElPmx6fnPb0hDTpCVCSNqcBTkjghOaEpYRCAoVAKDUJYYkLtoEY6gfHxHiVZG2WrG222z/uWJY8trHkO3NnNJ/PP/Y8771Xv3vn0fO++t7ned5MTHbysa/syO07J/tcGADAwiZwAgAWpaZJDk8k1960f8axH+84bGUdAMBjIHACABaV8akmt9wzmS9/70C27Z3MeWcsnfGYjauH0un0oTgAgFOEPZwAgEWjaTX52o0H8uEvbTva9qsvOyP19oPZd7C7jO6fPn5Ftq4fSiJxAgA4WQInAOiRsakmO/dPZniwldFlTRqBxbxz76FOPnrN9uPa/uB/3ZXffN3WHDg0keGhVjasbGeo5XcHAPBYCJwAoAf2HG7yX/7nHbltx5G0muTn/tnavPDSlRlqCy7mk4nJZGzi+N/J4bGp7DswnrJpcLrF7wwA4LGyhxMAPFZNk0/97c7ctuNIkmSqk3z6aztz266JPhfGg61a1uSy80aOa1u+pJVNo0N9qggA4NRkhhMAnICD48mtO8aza/9EtqwbyubRdiYmk+v/4b4Zj71r11jOXT9zQ2r6p5VOfvF5G7Jx9VC+/v19Off0JbnqWeuycknHJuEAAD0kcAKAR+nIZJM/+Py2fPdHB462veVnN+Vp5y/LBWcty7U37T/u8RtXDz74JZgHVgx3ctXTVuclTxnNULuTJsImAIBes6QOgEVlKsmde6fyrR8dzg+3TeTQRPOon3vX7onjwqYk+ZP/vT37DyevfOa6rDntge9xnnvJqmxZK3CarzqdTobbUzZ2BwCYJWY4AfCYNE2Tg+NJu9VkuD01r2eKtFpNbvjR4fzep+882nbp40by1hduyPCj2Nz78PjUzLaxqYxPdrJmefLON5yV7Xu7dzpbv6KVdvNIr9lkz6FODhyeypoV7SwdmMcfHAAAnCCBEwAn7cB4ky9df28+f+2unLZsIG+8cmOecMZQWvN01sj+I8kH/3LbcW3X3Xxf7ty9Jj+1rv0Tn3/66GCWDLVyeOyB4Ony80aycmkryVSWDnSyde39r/Pwn8Fkp8k36oF8+K+2Z2Kyk9UrBvLvX7klG1eczLsCAID5x5I6AE5K0yRfvXF//vzrOzM20cnOfeN5z5/dnjv3TPa7tIc1PtnJfYdn1nfoyMyZSw9l1dImv/m6s/LErcszsrSdKy9fnTc8b0NaeXTPv9/2fVP54F9uy8RkN5Tas38i7//snRnvOC0fq5Nk98Hkrr1TGZt89EsfAQDoPzOcADgpRyaafOm63TPa/+GuQ9kyunxeLq07bUkrl503km//8IE7yg22m2wafXR7LXU6nWw6rcnVP78xRyaSpYPJybzRnfvGZ7T9ePuRHDgylVWW4YPcAAAP0ElEQVRLTvjlTknjU8mXbtifT371nkx1kjPWDuXql5+RUTf9AwBYEHyVCsBJGWgn61fNDGpWLR+Yl2FTkrQyldc/b0OeddHKDLabnL1xSX7jtWdlzfITfZ1Od8+lk3yja1bM/L5n89qhLBsyi+d+d+yezCf+phs2JckdO8fyP75yTzrxGQEALAQCJwBOSiudvOaKDRloPxAAbF4zlHM3ze8pOiuHO3njc9fmvW//qfz6qzZny2hrzgOyDStbefVz1qeZ/uiWL2nlV/755gy15mlS1wc79s6cBXbDLQdyaKIPxQAAcMIsqQPgpJ052sp//qWzc8fOIxkebGXLuqGMDC2A0KTTybI+ngEHmuR5F6/IJecuz32HprJu5UBWDHfm7cywflhz2szZc+dvWZolrlwAABYEl20AnLxOsm4kWTcy/EADj0ornawbabJupJ1kcYRNE1NN7twzke17x7NmxWDOWNPO8MPcHPDMNe1cednqfPHbe5Ikq0YG8trnbpi3d0AEAOB4AicAYPY1Ta65cX8+8uUdR5uef+nqvPIZow/58OF2ctXTR/Psi1fl8NhU1q8cyPJBYRMAwEJhDycAYNbtOdjJx6/ZcVzbl67bk3v2Tz3sc9pN966AZ69tC5sAABYYM5wAYJHaP9bkzl1jSZIz1szu/luHx6Yy+RDZ0sEjk7P2ZwIA0D8CJwBYhHYfTH7rIz/O7vu6t30bXTGQd7xmS0aXzs6ft2ZFO2euH87tO44cbTttWTsbVs7cHBwAgIXPkjoA5tzYVJNt+zrZezhpmqbf5cypVqvJfWNNdh9MptKf995qNfn69/cdDZuSZPf+iXzz/+1PqzU7NQ21Orn6ZZvzTx6/IoPtJk88a3ne8ZqzsmLYUjkAgFORGU4AzKl9Y638nxv25ls/3J/te8byhudvyFPL8rSbUz94mOw0ufaHh/LHX9yWQ2NTufickfzSCzZk5ZK5fe+tVpNb7j48o/2Wuw6l1VqZqanZqWf10uRfvnB9Do+vz/Bg0l4kd+cDAFiMzHACYM7sPJh89Jod+fr37815ZyzLy5+5Ph/6wrZsu3dx7ONz157JvP+zd+XQWHczo+/ccl8+9fWd6czxLK+Jiak8/cKVM9qf/sSVmZh4+E28e6GVTpYNdtKOpAkA4FQmcAJgThwYb/KfPnpbvvmDfdmxdzzX3LAn19+8P099wsps3zve7/LmxN27x2a0ffMH+3KoD2//gjOX5BXPWJfBgSaDA02ueua6nH/mkrkvBACAU5IldQDMiW17xrNn/8RxbTfddjC/8JwNGR1ZHKejlcvbM9q2rF+S4YEmmeMZP0sGOnnx5aflmReelqZJVgwnHevbAADoETOcAJgTQwMzTzmtVrJpdCibVy+OwGnLuqFcXlYc/Xl4sMkbX7Ax7czuMraH0+l0smK4k5GhjrAJAICeWhxX+AD03YZV7Vz6uJFcd/N9R9te8tNr88Qtw30LXOba0oFOfvnK9XnxU0Zz6MhUNo0OZfXShTuzaDJN9h3qZGigyYrhzNpm4wAALDwCJwDmxFCrkzdduSHPvmhVbr/nSM7dvCRb1w0tmrDpfsPtTrauaSdpJwv4Lm33HmnyoS9sy3d/dCAjS9p58ws35qKtw6ZOAwCQxJI6AObQ8sFOnrRlKC+67LSUjYMZbi/QtGWR6zRNPnbNjnz3RweSJPcdnszvffrObLvX7xMAgC6BEwBzbqEuIaPr4Fjydzftn9H+UHfhAwBgcRI4AQAnZGigyeY1QzPaT3uIu/ABALA4CZwAgBMy2EzlLS86PYPt5mjbU85fkTNHB/tYFQAA84lNwwGAE7Z1TSu/8+azc/ee8Sxf0sqmVQP25AIA4CiBEwBwwjqdZHRZMrrs/llNwiYAAB5gSR0AAAAAPSVwAgAAAKCnBE4AAAAA9JTACQAAAICeEjgBAAAA0FMCJwAAAAB6SuAEAAAAQE8JnAAAAADoKYETAAAAAD0lcAIAAACgpwROAAAAAPSUwAkAAACAnhI4AbDwNU32H0n2jzVpWk2/qwEAgEVvoN8FAMBjcXC8yReu25vPX7s7rSb5F09fl2c/aSTD7X5XBgAAi5cZTgAsWE2TfO/WQ/nMN3ZlYrKTsYlOPvaVHbn57vF+lwYAAIuawAmABatptXLNd/fOaL/2pn1pt53iAACgX1yNA7BgNUnOPX3JjPatG5dkaqoz9wUBAABJBE4ALGCTk1O54qJVWbn8gQ2b1q8azKXnjqTTmV+BU9MkU7GpOQAAi4NNwwFY0NYsT975i1tzx86xtJomZ6wdzPLB+RU27TvS5Ks37sv/rftz0dnLc8WTV2bVzIlZAABwyhA4AbDgrRjq5PzTB6d/ml9h00SnyQc+ty03/vhAkuTWbYdz3c37845Xn5kl7flVKwAA9IoldQAwi7bdO3U0bLrfHTvHsmPvRJ8qAgCA2SdwAoBZ0mma3L177CGPtdv2cgIA4NQlcAKAWXLgSPI339ubp16w8rj2i89ZnvWntR/mWQAAsPDZwwkAZsnQQJNtu8dy0TlDedVz1ufOe8aycXQoF5+zPIMt+zcBAHDqEjgBwCwZbk/lLT+7Kb/9sdvSbjdZt3IwYxOTee7FKzLfNjcHAIBeEjgBwCzpdJLHbRzIe958du7eNZ6Rpa1sHh10dzoAAE55AicAmE2dZP1Ik/UjQw80AADAKc6m4QAAAAD0lMAJAAAAgJ4SOAEAAADQUwInAAAAAHpK4AQAAABATwmcAAAAAOgpgRMAAAAAPSVwAgAAAKCnBE4AAAAA9JTACQAAAICeEjgBAAAA0FMCJwAAAAB6SuAEAAAAQE8JnAAAAADoKYETAAAAAD0lcAIAAACgpwROAAAAAPSUwAkAAACAnhI4AQAAANBTAicAAAAAekrgBAAAAEBPCZwAAAAA6CmBEwAAAAA9JXACAAAAoKcETgAAAAD0lMAJAAAAgJ4SOAEAAADQUwInAAAAAHpK4AQAAABATw30u4A50E6SVqvpdx0Lns+QR6J/8JPoIzwS/YNHon/wSPQPHon+wSPRPx6bYz6/9kMdbzqdztxV0x9PS/K3/S4CAAAA4BT09CRfe3DjYgichpNcnuTuJJN9rgUAAADgVNBOsinJt5IcefDBxRA4AQAAADCHbBoOAAAAQE8JnAAAAADoKYETAAAAAD0lcAIAAACgpwROAAAAAPSUwAkAAACAnhI4AQAAANBTAicAAAAAemqg3wUwv5VS/kOSq5JMJmmSvKvW+onpY8uSfDjJpUkmklxda/1cv2pl7pVS3p/kiiRHktyX5F/XWr89fWxDkj9NsjXJoSS/XGu9tk+l0gellNck+bUkT0jyb2qt7zvmmPGDlFLOS/InSdYk2ZXkdbXWm/tbFf1SSvndJC9L97xxYa31xul2/YSUUtake11xTpKxJDcneUut9Z5SylOS/GGSpUluTfKaWuuOftVKf5RS/iLJ2Umm0r0u/Ve11u8YQzhWKeU3kvzHTJ9njB+zywwnfpL31VqfVGt9cpIXJvlgKWX19LGrk+yrtZ6b5MVJPlRKGelXofTFF9IdrC9K8q4knzjm2LuSfLXWel6Styf5SCml6UON9M93krwyycce4pjxgyT5QJL3T48T70/3go/F6y+SPCPJjx/Urp+QJJ0k76m1llrrhUluSfLuUkoryUeSvH26j3w1ybv7WCf98/pa60XT/2753SR/PN1uDCFJUkq5JMlTMn2eMX7MPoETj6jWeu8xP46ke7K/v99clekBe/pbgm8n+Zk5LZC+qrV+rtY6Pv3jN5OcMT1wJ8kr0j3Bp9b6tXRnQV0291XSL7XWG2utP0j3m8YHM34scqWU9UkuSfLx6aaPJ7mklLKuf1XRT7XWr9Vabz+2TT/hfrXW3bXWvz6m6e+SnJXuTNnD09caSffa4xVzXB7zwIP+3bIyyZQxhPuVUobTDRzfdkyz8WOWCZz4iUopby2l3JTkhnSXRe2aPrQlx38LeVuSM+e6PuaNX0ny+Vrr1PS096bWuvOY4/oHxzJ+cGaSO2utk0ky/d+7oh9wPP2EGaa/3Hpbks/mQeeT6WuPVilltE/l0UellA+VUm5L8ttJXh9jCA/4rSQfqbXeekyb8WOW2cNpkSulXJ/uX7SHsqHWOllr/UCSD5RSLkzy0VLKl48JnTiFPZr+Mf24Vyb5hXSXQrBIPNr+AQA99t509+h5X5KX9rkW5pFa65uSpJTy2iS/k+TX+1sR80Ep5afTXWnx7/pdy2IjcFrkaq2XnMBj/76UcleSZyX5VLozEs5Kcs/0Q7Yk+Uqva6R/Hk3/KKW8NN1vka6otW6fft6uUkpKKWuPmeW0JcntD/c6LDwnMn48BOMHtyfZXEpp11onSyntJKfHOMHx9BOOM725/OOSvHh6VvX955P7j69NMlVr3d2vGum/WuufllL+KMkdMYaQPDPJ+Un+sZSSJGck+askvx/jx6yypI5HVEp5wjH/f3aSJyf5wXTTJ5O8ZfrY45JcnuSLc10j/VNKeVGS/5rkBQ+anpp0+8dbpx/3tHTv/HDdnBbIfGb8WOSm7wDznSSvmm56VZIbaq33PPyzWGz0E45VSnlnunuu/Fyt9ch083VJlk5fayTda49P9qM++qeUMlJKOfOYn1+cZHcSYwiptb671np6rXVrrXVrukHkC9KdBWf8mEVNp9Ppdw3MY6WUP0tyQZLxJJPp3h3kE9PHlif57+mGUJNJfq3W+pk+lUoflFLuSffWxMeetK+YnuG0Md27PpyV5FCSt9Zav9GHMumTUsqr0j2Rr063nxxI8vxa6w+MHyRJKeXx6d6qenWSPeneqrr2tyr6pZTy+0l+PsnGJDuT7Kq1XqCfkCSllAuS3Jjkh+leVyTJP9ZaX1pKeWq6N6JYkgdua769L4XSF6WUDUk+k2R5utcVu5NcXWu93hjCg5VSbk3yolrrjcaP2SVwAgAAAKCnLKkDAAAAoKcETgAAAAD0lMAJAAAAgJ4SOAEAAADQUwInAAAAAHpK4AQAAABATwmcAAAAAOgpgRMAAAAAPTXQ7wIAABa7Uso5Sb6V5Lm11utLKacn+W6Sl9da/7qvxQEAnISm0+n0uwYAgEWvlPLmJL+a5LIkf57k72utV/e3KgCAkyNwAgCYJ0opn01ydpJOkstrrUf6XBIAwEmxhxMAwPzxwSRPTPJeYRMAsJCZ4QQAMA+UUkbS3bfpK0l+JsmFtdbd/a0KAODkmOEEADA//Lck3661vinJ55N8oM/1AACcNIETAECflVJekuTKJG+bbvq3SS4ppby6f1UBAJw8S+oAAAAA6CkznAAAAADoKYETAAAAAD0lcAIAAACgpwROAAAAAPSUwAkAAACAnhI4AQAAANBTAicAAAAAekrgBAAAAEBP/X+dDwKICDQ7AgAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE USE embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909214794,"user_tz":-120,"elapsed":1618,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"227556e6-4640-410a-f537-98be05306d43"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment_sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE USE Embeddings, colored by Sentiment')\n","plt1.savefig(\"use_sentiment\")\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909230696,"user_tz":-120,"elapsed":1736,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"55297bbd-9222-4470-ff4e-194ed95b51cc"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE use Embeddings, colored by Emotion')\n","plt1.savefig(\"use_emotion\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 5.4 Plot low dimensional T-SNE USE embeddings with hue for Emotions\n"]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE USE embeddings with hue for POS \n","Because we will have a list of pos labels for each sentence, we need to explode on the pos column and then do the data peperation for T-SNE again before we can visualize with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"OZ_2DTk9bC-O","colab":{"base_uri":"https://localhost:8080/","height":759},"executionInfo":{"status":"ok","timestamp":1619909233187,"user_tz":-120,"elapsed":372,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a9cabd11-6b38-4835-e3ae-b9cf99190ca5"},"source":["predictions_exploded_on_pos = predictions.explode('pos')\n","predictions_exploded_on_pos"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentenceposspellsentiment_sentimentsentiment_sentiment_confidencesentence_embedding_useemotionemotion_confidence_confidencenp_array
0NC and NH.NNP[NC, and, NH, .]negative0.5229[-0.06570463627576828, -0.03522052243351936, -...surprise0.99959[-0.06570463627576828, -0.03522052243351936, -...
0NC and NH.CC[NC, and, NH, .]negative0.5229[-0.06570463627576828, -0.03522052243351936, -...surprise0.99959[-0.06570463627576828, -0.03522052243351936, -...
0NC and NH.NNP[NC, and, NH, .]negative0.5229[-0.06570463627576828, -0.03522052243351936, -...surprise0.99959[-0.06570463627576828, -0.03522052243351936, -...
0NC and NH..[NC, and, NH, .]negative0.5229[-0.06570463627576828, -0.03522052243351936, -...surprise0.99959[-0.06570463627576828, -0.03522052243351936, -...
1You do know west teams play against west teams...PRP[You, do, know, west, teams, play, against, we...negative0.4733[-0.0254225991666317, 0.05448468029499054, -0....fear0.975006[-0.0254225991666317, 0.05448468029499054, -0....
..............................
499Hard drive requirements tend to include extra ...IN[Hard, drive, requirements, tend, to, include,...positive0.5396[0.029393689706921577, -0.02757555991411209, -...sadness0.977163[0.029393689706921577, -0.02757555991411209, -...
499Hard drive requirements tend to include extra ...DT[Hard, drive, requirements, tend, to, include,...positive0.5396[0.029393689706921577, -0.02757555991411209, -...sadness0.977163[0.029393689706921577, -0.02757555991411209, -...
499Hard drive requirements tend to include extra ...NN[Hard, drive, requirements, tend, to, include,...positive0.5396[0.029393689706921577, -0.02757555991411209, -...sadness0.977163[0.029393689706921577, -0.02757555991411209, -...
499Hard drive requirements tend to include extra ...VBG[Hard, drive, requirements, tend, to, include,...positive0.5396[0.029393689706921577, -0.02757555991411209, -...sadness0.977163[0.029393689706921577, -0.02757555991411209, -...
499Hard drive requirements tend to include extra ....[Hard, drive, requirements, tend, to, include,...positive0.5396[0.029393689706921577, -0.02757555991411209, -...sadness0.977163[0.029393689706921577, -0.02757555991411209, -...
\n","

7957 rows × 9 columns

\n","
"],"text/plain":[" sentence ... np_array\n","0 NC and NH. ... [-0.06570463627576828, -0.03522052243351936, -...\n","0 NC and NH. ... [-0.06570463627576828, -0.03522052243351936, -...\n","0 NC and NH. ... [-0.06570463627576828, -0.03522052243351936, -...\n","0 NC and NH. ... [-0.06570463627576828, -0.03522052243351936, -...\n","1 You do know west teams play against west teams... ... [-0.0254225991666317, 0.05448468029499054, -0....\n",".. ... ... ...\n","499 Hard drive requirements tend to include extra ... ... [0.029393689706921577, -0.02757555991411209, -...\n","499 Hard drive requirements tend to include extra ... ... [0.029393689706921577, -0.02757555991411209, -...\n","499 Hard drive requirements tend to include extra ... ... [0.029393689706921577, -0.02757555991411209, -...\n","499 Hard drive requirements tend to include extra ... ... [0.029393689706921577, -0.02757555991411209, -...\n","499 Hard drive requirements tend to include extra ... ... [0.029393689706921577, -0.02757555991411209, -...\n","\n","[7957 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"k1M_a4pmfMGA"},"source":["## 6.2 Preprocess data for TSNE again"]},{"cell_type":"code","metadata":{"id":"K0rpmiy6a2UK","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619909375922,"user_tz":-120,"elapsed":119780,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5ab5525e-54ff-48ea-ed56-0f9cce4284b4"},"source":["\n","# We first create a column of type np array\n","predictions_exploded_on_pos['np_array'] = predictions_exploded_on_pos.sentence_embedding_use.apply(lambda x: np.array(x))\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions_exploded_on_pos.np_array])\n","\n","\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (7957, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6ze0HWqqfQDh"},"source":["# 6.3 Plot low dimensional T-SNE USE embeddings with hue for POS \n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1619909390922,"user_tz":-120,"elapsed":3073,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4795a107-4163-4d6b-a894-be5c3dea3ba5"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions_exploded_on_pos.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE USE Embeddings, colored by Part of Speech Tag')\n","plt1.savefig(\"use_pos\")"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'use' in nlu.load('use') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619909393091,"user_tz":-120,"elapsed":597,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b9d405dc-3425-4400-c0ac-f8c76b6ec043"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sentence_embeddings/sentence_similarirty_stack_overflow_questions.ipynb b/examples/colab/component_examples/sentence_embeddings/sentence_similarirty_stack_overflow_questions.ipynb deleted file mode 100644 index 47e1a3fd..00000000 --- a/examples/colab/component_examples/sentence_embeddings/sentence_similarirty_stack_overflow_questions.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"sentence_similarirty_stack_overflow_questions.ipynb","provenance":[{"file_id":"14t63wVHMj9quZKVGOp1XkEeucaLyUqQ4","timestamp":1604700763779}],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"display_name":"Python 3","name":"python3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"xMRm8Yz-52Lk"},"source":["# Sentence similarity with NLU using BERT embeddings\n","![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sentence_embeddings/sentence_similarirty_stack_overflow_questions.ipynb)\n","\n","## What will we cover?\n","\n","## 1. How to get sentence Bert, USE, Electra sentence embeddings using BERT\n","## 2. How to find N most similar sentences in a dataset for a given sentence in the dataset using BERT\n","## 3. How to calculate the similarity matrix and visualize it for a dataset using BERT\n","## 4. How to find the N most similar sentences in a datset for a **new sentence** that does not exist in the data using BERT\n","## 5. How to find the N most similar sentences in a dataset for a new sentence using BERT, USE, Electra at the same time!\n","\n","\n","\n","\n","# 0.1 Install NLU and Java"]},{"cell_type":"code","metadata":{"id":"4zQoLp5KqQ1f","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619910326818,"user_tz":-120,"elapsed":117824,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"04990dcd-0b60-47c5-d58c-dd503f2e9f3b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:03:29-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.111.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:03:29 (53.7 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 67kB/s \n","\u001b[K |████████████████████████████████| 153kB 54.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 47.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"U_Pyd8qo58uY"},"source":["# 0.2 Download sample dataset 60k Stack Overflow Questions with Quality Rating\n","\n","\n","https://www.kaggle.com/imoore/60k-stack-overflow-questions-with-quality-rate"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":606},"id":"WVhqAbgQhUWe","executionInfo":{"status":"ok","timestamp":1619910337031,"user_tz":-120,"elapsed":128027,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9f7c9655-a7fd-48cf-9725-2d6a3450b00d"},"source":["import pandas as pd\n","from sklearn.metrics.pairwise import cosine_similarity\n","import numpy as np\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","\n","# Download the dataset \n","! wget -N https://ckl-it.de/wp-content/uploads/2020/11/60kstackoverflow.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/60kstackoverflow.csv')\n","max_r = 5000\n","df = df.iloc[0:max_r]\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:05:27-- https://ckl-it.de/wp-content/uploads/2020/11/60kstackoverflow.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 50356825 (48M) [text/csv]\n","Saving to: ‘/tmp/60kstackoverflow.csv’\n","\n","60kstackoverflow.cs 100%[===================>] 48.02M 6.75MB/s in 7.6s \n","\n","2021-05-01 23:05:35 (6.29 MB/s) - ‘/tmp/60kstackoverflow.csv’ saved [50356825/50356825]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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234553174Text Overlay Image with Darkened Opacity React...<p>I am attempting to overlay a title over an ...<javascript><image><overlay><react-native><opa...2016-01-01 02:48:24HQ
334553318Why ternary operator in swift is so picky?<p>The question is very simple, but I just cou...<swift><operators><whitespace><ternary-operato...2016-01-01 03:30:17HQ
434553755hide/show fab with scale animation<p>I'm using custom floatingactionmenu. I need...<android><material-design><floating-action-but...2016-01-01 05:21:48HQ
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499536742008is it possible to use JavaScriptSpellCheck in ...<p>I would like to perform Spell Checking on t...<javascript><html><jsp>2016-04-20 11:11:19LQ_CLOSE
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499736744886Facebook SDK iOS - User photos doesn't retriev...<p>I am facing a weird bug with Facebook SDK. ...<ios><objective-c><facebook><facebook-graph-ap...2016-04-20 13:09:41LQ_CLOSE
499836746382Validate user input using seperate function<p>How do I get this to not return 'brea outsi...<python><python-3.x><python-3.5>2016-04-20 14:07:03LQ_CLOSE
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"],"text/plain":[" Id ... Y\n","0 34552656 ... LQ_CLOSE\n","1 34553034 ... HQ\n","2 34553174 ... HQ\n","3 34553318 ... HQ\n","4 34553755 ... HQ\n","... ... ... ...\n","4995 36742008 ... LQ_CLOSE\n","4996 36743857 ... LQ_CLOSE\n","4997 36744886 ... LQ_CLOSE\n","4998 36746382 ... LQ_CLOSE\n","4999 36747527 ... LQ_EDIT\n","\n","[5000 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"Rn-wuQ2S5_-O"},"source":["# 1. Embed Sentences with Bert Sentence Embeddings \n","\n","We could either embed the Title or the question Body."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":521},"id":"bpoI_85H41sw","executionInfo":{"status":"ok","timestamp":1619910404836,"user_tz":-120,"elapsed":195825,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8a23ca7d-44db-45c1-d6e8-db922e3e0831"},"source":["pipe = nlu.load('embed_sentence.bert')\n","# pipe = nlu.load('en.embed_sentence.bert_large_cased') # if you have some time and RAM try a big BERT model!\n","predictions = pipe.predict(df.Title, output_level='document')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentence_embedding_bert
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"],"text/plain":[" document sentence_embedding_bert\n","0 Java: Repeat Task Every Random Seconds [-2.009953498840332, 0.08406741172075272, -0.0...\n","1 Why are Java Optionals immutable? [-0.9489684700965881, -0.04183836281299591, -0...\n","2 Text Overlay Image with Darkened Opacity React... [-0.7274762392044067, -0.8136711716651917, -0....\n","3 Why ternary operator in swift is so picky? [-1.0510447025299072, 0.16469576954841614, -0....\n","4 hide/show fab with scale animation [-0.801064133644104, -0.08930190652608871, -0....\n","... ... ...\n","4995 is it possible to use JavaScriptSpellCheck in ... [-0.28274181485176086, 0.9793228507041931, 0.2...\n","4996 Map foo - how do I get the va... [-0.7471789121627808, 0.14025633037090302, 0.1...\n","4997 Facebook SDK iOS - User photos doesn't retriev... [0.2970831096172333, 0.5095561146736145, -0.35...\n","4998 Validate user input using seperate function [-0.9171112775802612, 0.5364910960197449, -0.5...\n","4999 Get wikipedia city info - Java [-0.92241370677948, 0.20816855132579803, -0.52...\n","\n","[5000 rows x 2 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"buH6SNJs5THm"},"source":["# 2.1 How to find N most similar sentences in a dataset for a given sentence in the dataset using BERT \n","Sentences with small distances between their embeddings will be deemed as similar to each other. "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":436},"id":"P5qUoiRqIP7B","executionInfo":{"status":"ok","timestamp":1619910405126,"user_tz":-120,"elapsed":196109,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f1fdddd9-754c-4827-dc0d-eb8c4276dd6d"},"source":["\n","## Calculate dinstance between all pairs of sentences in DF \n","e_col = 'sentence_embedding_bert'\n","\n","def get_sim_df_for_iloc(sent_iloc, predictions=predictions,e_col=e_col, pipe=pipe):\n"," # This function calculatse the distances for one sentences at predictions[sent_iloc] to all other sentences in predictions using the embedding defined by e_col \n"," # put embeddings in matrix\n"," embed_mat = np.array([x for x in predictions[e_col]])\n"," # calculate distance between every embedding pair\n"," sim_mat = cosine_similarity(embed_mat,embed_mat)\n"," print(\"Similarities for Sentence : \" + df.iloc[sent_iloc].Title)\n"," # write sim scores to df\n"," df['sim_score'] = sim_mat[sent_iloc]\n"," return df \n","sentence_to_compare=33\n","sim_df_for_one_sent = get_sim_df_for_iloc(sentence_to_compare,predictions,e_col)\n","sim_df_for_one_sent.sort_values('sim_score', ascending = False)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Similarities for Sentence : How to play gif in android from url?\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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IdTitleBodyTagsCreationDateYsim_score
3334562879How to play gif in android from url?<p>I want to play animated gif from url in and...<android><animated-gif>2016-01-02 05:21:15HQ1.000000
299935734941How to combine multiple find() in jquery?<p>I have these two conditions:</p>\\n\\n<p>1) F...<javascript><jquery>2016-03-01 22:32:43LQ_CLOSE0.902185
391736146295how to create a alert box in android alternati...<p><strong>Create an alert box that show alter...<java><android>2016-03-22 04:49:09LQ_CLOSE0.901864
397136163803How to get assets img url in Symfony controller<p>I'm using assets in Symfony 2.7.10 and I wa...<symfony><twig><assets>2016-03-22 19:47:10HQ0.896660
245535506935what is the URL for JetBrains IDE plug-in repo...<p>I thought this was a simple question, and s...<plugins><intellij-idea><repository>2016-02-19 13:50:04HQ0.891305
........................
332635870607background invalid property<p>The page only accepts colors in the backgro...<css><background-image>2016-03-08 14:53:30LQ_CLOSE0.561228
44734705628Undefined variable<p>I still get this error for some I guess stu...<php><laravel><laravel-5>2016-01-10 12:58:08LQ_CLOSE0.560557
18134610787Undefined index<p>I get Undefined index: image error in this ...<php><undefined-index>2016-01-05 11:35:49LQ_CLOSE0.550355
430336280912Calculating summations<p><a href=\"http://i.stack.imgur.com/YkWea.png...<algorithm><math>2016-03-29 09:53:15LQ_CLOSE0.544262
365136023236undefined index - register form<pre><code> &lt;?php\\n\\n$mysqli = mysqli_co...<php><html><mysql><server>2016-03-15 22:12:09LQ_CLOSE0.522544
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5000 rows × 7 columns

\n","
"],"text/plain":[" Id ... sim_score\n","33 34562879 ... 1.000000\n","2999 35734941 ... 0.902185\n","3917 36146295 ... 0.901864\n","3971 36163803 ... 0.896660\n","2455 35506935 ... 0.891305\n","... ... ... ...\n","3326 35870607 ... 0.561228\n","447 34705628 ... 0.560557\n","181 34610787 ... 0.550355\n","4303 36280912 ... 0.544262\n","3651 36023236 ... 0.522544\n","\n","[5000 rows x 7 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"eosEuDDO0vzI"},"source":["# 2.2 Plotting function for plotting the distance between one sentence in the dataset and every other sentence"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":800},"id":"tVzFo9kzGI01","executionInfo":{"status":"ok","timestamp":1619910406753,"user_tz":-120,"elapsed":197731,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"65b6f575-f9c7-45e4-cbb3-5ba6420b38ca"},"source":["def viz_sim_df_for_one_sent( sent_iloc=0, N = 40, sim_df_for_one_sent=sim_df_for_one_sent):\n"," # Plots the N most similar sentences in our dataframe for sentence at position sent_iloc\n"," sim_df_for_one_sent = get_sim_df_for_iloc(sent_iloc)\n"," \n"," sim_df_for_one_sent.index = sim_df_for_one_sent.Title\n"," sent = sim_df_for_one_sent.iloc[sent_iloc].Title\n"," ax = sim_df_for_one_sent.sort_values('sim_score', ascending = False).iloc[:N].sim_score.plot.barh(title=f'The {N} most similar sentences in our dataset for the sentence \\n\"{sent}\"', figsize=(20,14))\n"," ax.set_xlim(0.8, 1)\n","\n","# Just put in any number and get the plot for similarities of the sentence at df.iloc[i]\n","viz_sim_df_for_one_sent(0)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Similarities for Sentence : Java: Repeat Task Every Random Seconds\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"GoLztDO51CQz"},"source":["# 3.1 Calculate every similarity score between every sentence in the input dataframe pairwise and generate similarity matrix"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":932},"id":"nS68sVs11Aom","executionInfo":{"status":"ok","timestamp":1619910423490,"user_tz":-120,"elapsed":214464,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9d24c2e4-ecf9-4147-b741-499a71b1f760"},"source":["def get_sim_df_total( predictions,e_col, string_to_embed,pipe=pipe):\n"," # This function calculates the distances between every sentence pair. Creates for ever sentence a new column with the name equal to the sentence it comparse to \n"," # put embeddings in matrix\n"," embed_mat = np.array([x for x in predictions[e_col]])\n"," # calculate distance between every embedding pair\n"," sim_mat = cosine_similarity(embed_mat,embed_mat)\n"," # for i,v in enumerate(sim_mat): predictions[str(i)+'_sim'] = sim_mat[i]\n"," for i,v in enumerate(sim_mat): \n"," s = predictions.iloc[i].document\n"," predictions[s] = sim_mat[i]\n","\n"," return predictions \n","\n","sim_matrix_df = get_sim_df_total(predictions,'sentence_embedding_bert', 'How to get started with Machine Learning and Python' )\n","sim_matrix_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentsentence_embedding_bertJava: Repeat Task Every Random SecondsWhy are Java Optionals immutable?Text Overlay Image with Darkened Opacity React NativeWhy ternary operator in swift is so picky?hide/show fab with scale animationAccessing pointer member of the structure using structure pointerHow To Disable 2nd Saturday 4th Saturday ,Sunday And Holiday Date Using JQuery CalendarResizing containers in bootstrapChanging Theme in Windows 10 UWP App ProgrammaticallyTextBox Value Disappears VB6MongoDB Failing to Start - ***aborting after fassert() failureWhat's the best way to store text data?ios/objective-c/xcode: Expand Label based on quantity of text using Storyboardoutput FILE ,is this a fault?Pod install displaying error in cocoapods version 1.0.0.beta.1Haskell Stack Ghci test-suiteWhy does the reverse() function in the Swift standard library return ReverseRandomAccessCollection?eb deploy does not update the codeHow to create a function that returns a byte array in C++? Arduino project.bluebird.js vs bluebird.core.js what is the difference?Create a temporary directory in PowerShell?how to make sure a file's integrity in C#Stopwatch and ReadKey doesn't work properlyVbscript email attachmentCan I throw from class init() in Swift with constant string loaded from file?C# - Count a specific word in richTextBox1 and send the result to label1Android: Create bigger Floating Action Button with bigger iconShould I use the final modifier when declaring case classes?I need to create an array with numbers given by the userHow do I make the Kotlin compiler treat warnings as errors?c++ vector type function implemetationJava and enum [Novice]Difference between uwsgi_pass and proxy_pass in Nginx?How to play gif in android from url?undefined reference to SIGN in C using GCCWhat does the double backslash mean in a function parameter in Elixir?Sending a positive octet of zero bits over a socketany one can help me with this sql syntax error? what should i use near the select statement...Popup in android after i scanCreate XMl file in particular format in c#How to select the last blcok element in a repeated html in webdriverphp session not working when redirecting in another pageRead numerical values from a file with lines of stringsBest way to achieve custom ui layout in Visual Studio (c#)im having this errorWhat's the name of an OSX-like list object in Java FX in Windows?Are these statements equivalent?: import package vs from package import *I want to print the most visited sites/urls in the browser.Where i can learn about openstack and cloud computingWhy compilation fails?Best merge or join function in rNeed Assistance Understanding ls -d command in linuxgetting a number using regular expressionswhat's wrong with this simple codePython re.search PatternsWhy does this change to the makefile make the performance go up?What is the difference between events and helpers?Keep getting matching error in haskell when testing functionGetting Error I cannot ger itexpected primary expression before ']' token ...... line 10 column 21Counting the number of elements associated with another value in Remail and mobilenumber validation same textbox html5 with buttonHow to encrypt with both the private key and public keyHow to acess different date format in jsFloat Exponent from user inputconvert dollar into Indian rupeeGrovy ALM HpQC - How to fill ST_ACTUAL design step fieldi want to display All \"name\" values in array (underscore/js)Is it possible to use the instance defined in managed C++ class in C#?Auto Generate alphanumeric Unique Id with C# with sql serverinsert into column data into new tableAdd a security code to http get requestError: unexpected '}'is it possible to use JavaScriptSpellCheck in jsp pages?Map<String, Integer> foo - how do I get the value of the integer - JAVAFacebook SDK iOS - User photos doesn't retrieving in release build but works perfectly in Debug build.Validate user input using seperate functionGet wikipedia city info - Java
0Java: Repeat Task Every Random Seconds[-2.009953498840332, 0.08406741172075272, -0.0...1.0000000.7656370.6800680.6778560.7492960.7158720.7058810.7091590.7399790.8027630.7150880.6951360.7654050.7479270.6820310.7099190.7802330.7759240.7498670.7313250.7132170.6872050.7363260.7505890.7620000.7879590.7253580.7410850.7275060.6941120.7307520.7123810.7834770.7393180.7009640.7516850.7185080.771953...0.6764660.7559050.8082910.7345220.7250940.7116020.7805670.7076840.6971400.6945140.7251540.6876860.7951000.7448630.7657130.6500180.7569090.6782610.7200760.7641530.7477150.6344890.7199860.8013890.7453870.7707560.7880140.5822610.6667670.6939860.7613540.7120830.7279560.7255020.6464180.7205720.7403560.6912540.7644470.718065
1Why are Java Optionals immutable?[-0.9489684700965881, -0.04183836281299591, -0...0.7656371.0000000.6946780.8247100.7091870.7185990.6966050.7651500.7217820.7074970.6878960.8111560.7507060.7772840.7007370.7235710.8009950.7928200.7575600.7585830.7724760.7163840.7825900.7114840.7910460.7515910.6843670.8121610.7189010.7950400.7341510.7648060.7900750.7962280.7395100.7919390.6774510.834184...0.6520650.7126860.7734500.7871910.7335410.6779460.7244670.8167960.8481850.7623890.7214320.8015390.7141390.6937830.7535130.7761350.7743010.7692800.8069420.7133500.7199040.7203870.7300610.7667820.7895730.7685600.7375330.5760790.6768300.7750700.7926380.7276840.7561400.7434300.6739070.8043380.7721220.7235590.7476170.760723
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3Why ternary operator in swift is so picky?[-1.0510447025299072, 0.16469576954841614, -0....0.6778560.8247100.7064181.0000000.6492640.6972820.6154270.6668820.6879960.6796030.7426410.8107540.6839850.8361260.6645580.7257490.7916260.7724290.7971600.7950090.7591300.7659310.7529220.5928790.8240160.7755280.6404280.7713570.6991650.7996170.7113400.6498080.8158350.7964400.7248090.8852430.7171000.819361...0.6816690.6425370.7555700.7778590.7024560.6090160.7329340.8130770.7524940.6747730.7337080.7916160.7304980.6830800.7286240.8028760.6427410.8266220.8299340.7817940.7671690.7484310.7202230.6215740.7384570.7219080.7180460.5238390.7544540.7864760.8033970.6875570.7082030.7089760.7243060.7614060.7648880.6660920.7066920.622864
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Get wikipedia city info - Java\n","0 Java: Repeat Task Every Random Seconds ... 0.718065\n","1 Why are Java Optionals immutable? ... 0.760723\n","2 Text Overlay Image with Darkened Opacity React... ... 0.638225\n","3 Why ternary operator in swift is so picky? ... 0.622864\n","4 hide/show fab with scale animation ... 0.749019\n","... ... ... ...\n","4995 is it possible to use JavaScriptSpellCheck in ... ... 0.817931\n","4996 Map foo - how do I get the va... ... 0.742580\n","4997 Facebook SDK iOS - User photos doesn't retriev... ... 0.715581\n","4998 Validate user input using seperate function ... 0.660260\n","4999 Get wikipedia city info - Java ... 1.000000\n","\n","[5000 rows x 5002 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"h7pcnqWsj-04"},"source":["#3.2 Plot heatmap of similarity Matrix for the first N sentences"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"ZsVlsmtY3FIi","executionInfo":{"status":"ok","timestamp":1619910425390,"user_tz":-120,"elapsed":216361,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"78efa3cc-96ce-4c94-c0fa-9635fcdc4adc"},"source":["non_sim_columns = ['document','sentence_embedding_bert']\n","\n","def viz_sim_matrix_first_n(num_sentences=20, sim_df = sim_matrix_df):\n"," # Plot heatmap for the first num_sentences\n"," fig, ax = plt.subplots(figsize=(20,14)) \n"," sim_df.index = sim_df.document\n"," sim_columns = list(sim_df.columns)\n"," for b in non_sim_columns : sim_columns.remove(b)\n"," # sim_matrix_df[sim_columns]\n"," ax = sns.heatmap(sim_df.iloc[:num_sentences][sim_columns[:num_sentences]]) \n","\n"," ax.axes.set_title(f\"Similarity matrix for the first {num_sentences} in the dataset\",)\n","\n","viz_sim_matrix_first_n()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"pJ8ZMQNukEJU"},"source":["#3.3 Plot heatmap of similarity Matrix for the sentences between starT_iloc and end_iloc "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"mbNPD-3aT9yj","executionInfo":{"status":"ok","timestamp":1619910428565,"user_tz":-120,"elapsed":219532,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7146a9e9-98fe-445b-cc20-4cbabea06080"},"source":["def viz_sim_matrix_from_to(start_iloc,end_iloc, sim_df = sim_matrix_df):\n"," # Plot heatmatrix for sentences at df.iloc[start:end] \n"," fig, ax = plt.subplots(figsize=(25,14)) \n"," sim_df.index = sim_df.document\n"," sim_columns = list(sim_df.columns)\n"," for b in non_sim_columns : sim_columns.remove(b)\n","\n","\n"," ax = sns.heatmap(sim_df.iloc[start_iloc:end_iloc][sim_columns[start_iloc:end_iloc]]) # +2 because first 2 cols are not sim_scores\n","\n"," ax.axes.set_title(f\"Similarity matrix for the sentences at positions df.iloc[{start_iloc}:{end_iloc}] in the dataset\",)\n","\n","viz_sim_matrix_from_to(750,800)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Ih5QycrIzhhG"},"source":["#4.1 Find the N most similar sentences in a datset for a **new sentence** that does not exist in the data using BERT"]},{"cell_type":"code","metadata":{"id":"nG8q2vb_5pb1"},"source":["def get_sim_df_for_string(predictions,e_col, string_to_embed,pipe=pipe):\n"," # Creates a Dataframe which has a sim_score column which describes the similarity with the string_to_embed variable\n","\n"," # put predictions vectors in matrix\n"," embed_mat = np.array([x for x in predictions[e_col]])\n","\n"," # embed string input string\n"," embedding = pipe.predict(string_to_embed).iloc[0][e_col]\n","\n"," # Replicate embedding for input string \n"," m = np.array([embedding,]*len(df))\n"," sim_mat = cosine_similarity(m,embed_mat)\n","\n"," #write sim score\n"," df['sim_score'] = sim_mat[0]\n","\n","\n"," return df"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":877},"id":"hOTFuXBMYQtf","executionInfo":{"status":"ok","timestamp":1619910430424,"user_tz":-120,"elapsed":221384,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"37bb6a2a-76e2-4a29-9f59-f88c95e240ea"},"source":["question = 'How to get started with Machine Learning and Python' \n","sim_df = get_sim_df_for_string(predictions,'sentence_embedding_bert', 'How to get started with Machine Learning and Python' )\n","ax = sim_df.sort_values('sim_score', ascending = False).iloc[:20][['sim_score','Title']].plot.barh(title = f\"Most similar Sentences for sentence\\n'{question}'\", figsize=(20,16))\n","ax.set_xlim(0.8, 1)\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0.8, 1.0)"]},"metadata":{"tags":[]},"execution_count":10},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"oth3iQhAozjp"},"source":["#4.2 Define Helper plotting function to plot results of embedding a string"]},{"cell_type":"code","metadata":{"id":"ynUadcFLnW34"},"source":["def viz_sim_df_for_one_sent( question='How to install linux dualboot', e_col='sentence_embedding_bert', N = 40, sim_df_for_one_sent=sim_df_for_one_sent):\n"," # Plots the N most similar sentences in our dataframe for sentence at position sent_iloc\n"," sim_df = get_sim_df_for_string(predictions,e_col,question )\n"," sim_df.index = sim_df.Title\n"," sim_df.sort_values('sim_score', ascending = False).iloc[:N][['sim_score','Title']].plot.barh(title = f\"Most similar Sentences for sentence\\n'{question}'\", figsize=(20,14))\n"," ax.set_xlim(0.8, 1)\n"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":820},"id":"mQUamdk8e865","executionInfo":{"status":"ok","timestamp":1619910432828,"user_tz":-120,"elapsed":223782,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"98051aa9-dbbc-422e-ce6d-7552a3caa3e6"},"source":["question = 'How to sort an array in Scala?'\n","e_col = 'sentence_embedding_bert'\n","viz_sim_df_for_one_sent(question,e_col)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":789},"id":"LfCO4LhjfqRx","executionInfo":{"status":"ok","timestamp":1619910434835,"user_tz":-120,"elapsed":225786,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"06dc1833-8919-4f53-945a-9e8f716c0004"},"source":["viz_sim_df_for_one_sent('How to install Linux?')"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"gyG1opWVecIb"},"source":["# 5.1. Multi Embedding Similarity, find the N most similar sentences in a dataset for a new sentence using BERT, USE, Electra\n","\n","First, let's load 3 embeddings at the same time and embed the text in our dataset"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":623},"id":"HKxebzOGeLGm","executionInfo":{"status":"ok","timestamp":1619910686381,"user_tz":-120,"elapsed":477328,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4801f7d0-f279-4202-9069-c733e8aca402"},"source":["multi_pipe = nlu.load('use en.embed_sentence.electra embed_sentence.bert')\n","multi_embeddings = multi_pipe.predict(df.Title,output_level='document')\n","# multi_embeddings = multi_pipe.predict(df.Title)\n","\n","multi_embeddings\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n","sent_electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n","sent_small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentence_embedding_usesentence_embedding_electrasentence_embedding_bert
0Java: Repeat Task Every Random Seconds[-0.05815371498465538, 0.016799110919237137, -...[0.271599680185318, 0.2292635440826416, 0.1583...[-2.009953498840332, 0.08406741172075272, -0.0...
1Why are Java Optionals immutable?[-0.00033905860618688166, -0.04124700278043747...[-0.20169825851917267, -0.15781627595424652, 0...[-0.9489684700965881, -0.04183836281299591, -0...
2Text Overlay Image with Darkened Opacity React...[0.02146691083908081, -0.06822465360164642, -0...[-0.13871802389621735, -0.060319237411022186, ...[-0.7274762392044067, -0.8136711716651917, -0....
3Why ternary operator in swift is so picky?[0.04972146451473236, 0.035496875643730164, -0...[-0.186016246676445, 0.017687972635030746, -0....[-1.0510447025299072, 0.16469576954841614, -0....
4hide/show fab with scale animation[-0.0456671379506588, -0.04558160528540611, -0...[-0.2715802788734436, 0.1265854835510254, 0.05...[-0.801064133644104, -0.08930190652608871, -0....
...............
4995is it possible to use JavaScriptSpellCheck in ...[0.062474653124809265, -0.032156772911548615, ...[0.03771193325519562, 0.12696674466133118, 0.1...[-0.28274181485176086, 0.9793228507041931, 0.2...
4996Map<String, Integer> foo - how do I get the va...[0.017181310802698135, -0.012151309289038181, ...[-0.1985224038362503, -0.00037411280209198594,...[-0.7471789121627808, 0.14025633037090302, 0.1...
4997Facebook SDK iOS - User photos doesn't retriev...[0.056753773242235184, -0.047539979219436646, ...[-0.201043039560318, -0.10363501310348511, 0.0...[0.2970831096172333, 0.5095561146736145, -0.35...
4998Validate user input using seperate function[0.04016668349504471, -0.01402831170707941, -0...[-0.033403486013412476, 0.3082466423511505, 0....[-0.9171112775802612, 0.5364910960197449, -0.5...
4999Get wikipedia city info - Java[-0.019626915454864502, -0.025358259677886963,...[-0.4026571214199066, -0.2229754477739334, -0....[-0.92241370677948, 0.20816855132579803, -0.52...
\n","

5000 rows × 4 columns

\n","
"],"text/plain":[" document ... sentence_embedding_bert\n","0 Java: Repeat Task Every Random Seconds ... [-2.009953498840332, 0.08406741172075272, -0.0...\n","1 Why are Java Optionals immutable? ... [-0.9489684700965881, -0.04183836281299591, -0...\n","2 Text Overlay Image with Darkened Opacity React... ... [-0.7274762392044067, -0.8136711716651917, -0....\n","3 Why ternary operator in swift is so picky? ... [-1.0510447025299072, 0.16469576954841614, -0....\n","4 hide/show fab with scale animation ... [-0.801064133644104, -0.08930190652608871, -0....\n","... ... ... ...\n","4995 is it possible to use JavaScriptSpellCheck in ... ... [-0.28274181485176086, 0.9793228507041931, 0.2...\n","4996 Map foo - how do I get the va... ... [-0.7471789121627808, 0.14025633037090302, 0.1...\n","4997 Facebook SDK iOS - User photos doesn't retriev... ... [0.2970831096172333, 0.5095561146736145, -0.35...\n","4998 Validate user input using seperate function ... [-0.9171112775802612, 0.5364910960197449, -0.5...\n","4999 Get wikipedia city info - Java ... [-0.92241370677948, 0.20816855132579803, -0.52...\n","\n","[5000 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"cHDGSQ-Fykih"},"source":["#5.2 Multi Embeddings Similarity calculation\n","\n","\n","Let's define a function that takes in a string to embed, a list of embeddings and a pipeline\n","\n","get_sim_df_for_string_multi() calculates all embeddings loaded in the input NLU pipeline for the input string and calculate distances to every sentence in the input DF across all embeddings and will give us a final normalized score. "]},{"cell_type":"code","metadata":{"id":"GAe2UM9Dg5eA"},"source":["def get_sim_df_for_string_multi(predictions,embed_col_names, string_to_embed,pipe=multi_pipe):\n"," # Creates a Dataframe which has a sim_score column which describes the similarity with the string_to_embed variable\n"," # This accumulates the distances of all embeddings in embed_col_names and normalizes it by dividing by len(embed_col_names)\n"," #make empty simmilarity matrix which will store the aggregated simmilarities between different embeddings\n"," predictions.dropna(inplace=True)\n"," cum_sim = np.zeros((len(predictions),len(predictions)))\n","\n"," # embed with all embedders currently loaded in pipeline\n"," embeddings = pipe.predict(string_to_embed).iloc[0]\n","\n"," #loop over all embeddings columns and accumulate the pairwise distances with string_to_embed into cum_sim\n"," for e_col in embed_col_names:\n"," # get the current embedding for input string\n"," embedding = embeddings[e_col] \n"," # stack embedding vector for input string\n"," m = np.array([embedding,]*len(predictions)) \n"," # put df vectors in np matrix\n"," embed_mat = np.array([x for x in predictions[e_col]]) \n"," # calculate new similarities\n"," sim_mat = cosine_similarity(m,embed_mat) \n"," # accumulate new simmilarities in cum_sum\n"," cum_sim += sim_mat \n","\n"," predictions['sim_score'] = cum_sim[0]/len(embed_col_names) \n"," return predictions"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"aKFUXVrGg5bG","colab":{"base_uri":"https://localhost:8080/","height":782},"executionInfo":{"status":"ok","timestamp":1619910691413,"user_tz":-120,"elapsed":482354,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2da26108-24e0-4786-ba56-2acb72b6cdf3"},"source":["question = 'How to get started with Machine Learning and Python'\n","col_names = ['sentence_embedding_use','sentence_embedding_electra', 'sentence_embedding_bert']\n","\n","sim_df = get_sim_df_for_string_multi(multi_embeddings,col_names, question )\n","sim_df.index = sim_df.document\n","sim_df.sort_values('sim_score', ascending = False).iloc[:15][['sim_score','document']].plot.barh(title = f\"Most similar Sentences for sentence\\n'{question}'\", figsize=(20,14))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"IGUvNsMbpIF6"},"source":["# 5.3 Define helper function to plot the similarity results of a multi embedded string"]},{"cell_type":"code","metadata":{"id":"yFxOHJ_ovgIX","colab":{"base_uri":"https://localhost:8080/","height":811},"executionInfo":{"status":"ok","timestamp":1619910696066,"user_tz":-120,"elapsed":487005,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d3560a37-207a-4d51-a6e9-9713c6454f4c"},"source":["def viz_sim_df_for_one_sent_multi_embed( question='How to install linux dualboot', e_cols=col_names, N = 40, multi_embeddings=multi_embeddings):\n"," # Plots the N most similar sentences in our dataframe for sentence at position sent_iloc\n"," sim_df = get_sim_df_for_string_multi(multi_embeddings,col_names, question )\n"," sim_df.index = sim_df.document\n"," sim_df.sort_values('sim_score', ascending = False).iloc[:N][['sim_score','document']].plot.barh(title = f\"Most similar Sentences for sentence\\n'{question}'\",figsize=(20,14))\n","\n"," ax.set_xlim(0.8, 1)\n","\n","question = 'How to sort an Array in Java'\n","col_names = ['sentence_embedding_use','sentence_embedding_electra', 'sentence_embedding_bert']\n","viz_sim_df_for_one_sent_multi_embed(question, col_names)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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array'\n","viz_sim_df_for_one_sent_multi_embed(question)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"s3RG1uFGqXiy","colab":{"base_uri":"https://localhost:8080/","height":755},"executionInfo":{"status":"ok","timestamp":1619910704517,"user_tz":-120,"elapsed":495449,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"13ecddaf-19df-4316-9841-1b100abd120c"},"source":["question = 'How to install Linux'\n","viz_sim_df_for_one_sent_multi_embed(question)"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"l5-gmXBpHY9t"},"source":["# 6. There are many more Sentence Embeddings to try out!\n","Even multi lingual embeddings like nlu.load('xx.embed_sentence.labse')"]},{"cell_type":"code","metadata":{"id":"gClWIqj0CSFV","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619910704518,"user_tz":-120,"elapsed":495447,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b22af312-97ee-45e6-9af6-d73abb4797dc"},"source":["nlu.print_all_model_kinds_for_action('embed_sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed_sentence') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.tfhub_use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed_sentence.use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.tfhub_use.lg') returns Spark NLP model tfhub_use_lg\n","nlu.load('en.embed_sentence.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed_sentence.electra') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_small_uncased') returns Spark NLP model sent_electra_small_uncased\n","nlu.load('en.embed_sentence.electra_base_uncased') returns Spark NLP model sent_electra_base_uncased\n","nlu.load('en.embed_sentence.electra_large_uncased') returns Spark NLP model sent_electra_large_uncased\n","nlu.load('en.embed_sentence.bert') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_uncased') returns Spark NLP model sent_bert_base_uncased\n","nlu.load('en.embed_sentence.bert_base_cased') returns Spark NLP model sent_bert_base_cased\n","nlu.load('en.embed_sentence.bert_large_uncased') returns Spark NLP model sent_bert_large_uncased\n","nlu.load('en.embed_sentence.bert_large_cased') returns Spark NLP model sent_bert_large_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_base_cased') returns Spark NLP model sent_biobert_pubmed_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_large_cased') returns Spark NLP model sent_biobert_pubmed_large_cased\n","nlu.load('en.embed_sentence.biobert.pmc_base_cased') returns Spark NLP model sent_biobert_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.pubmed_pmc_base_cased') returns Spark NLP model sent_biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed_sentence.biobert.clinical_base_cased') returns Spark NLP model sent_biobert_clinical_base_cased\n","nlu.load('en.embed_sentence.biobert.discharge_base_cased') returns Spark NLP model sent_biobert_discharge_base_cased\n","nlu.load('en.embed_sentence.covidbert.large_uncased') returns Spark NLP model sent_covidbert_large_uncased\n","nlu.load('en.embed_sentence.small_bert_L2_128') returns Spark NLP model sent_small_bert_L2_128\n","nlu.load('en.embed_sentence.small_bert_L4_128') returns Spark NLP model sent_small_bert_L4_128\n","nlu.load('en.embed_sentence.small_bert_L6_128') returns Spark NLP model sent_small_bert_L6_128\n","nlu.load('en.embed_sentence.small_bert_L8_128') returns Spark NLP model sent_small_bert_L8_128\n","nlu.load('en.embed_sentence.small_bert_L10_128') returns Spark NLP model sent_small_bert_L10_128\n","nlu.load('en.embed_sentence.small_bert_L12_128') returns Spark NLP model sent_small_bert_L12_128\n","nlu.load('en.embed_sentence.small_bert_L2_256') returns Spark NLP model sent_small_bert_L2_256\n","nlu.load('en.embed_sentence.small_bert_L4_256') returns Spark NLP model sent_small_bert_L4_256\n","nlu.load('en.embed_sentence.small_bert_L6_256') returns Spark NLP model sent_small_bert_L6_256\n","nlu.load('en.embed_sentence.small_bert_L8_256') returns Spark NLP model sent_small_bert_L8_256\n","nlu.load('en.embed_sentence.small_bert_L10_256') returns Spark NLP model sent_small_bert_L10_256\n","nlu.load('en.embed_sentence.small_bert_L12_256') returns Spark NLP model sent_small_bert_L12_256\n","nlu.load('en.embed_sentence.small_bert_L2_512') returns Spark NLP model sent_small_bert_L2_512\n","nlu.load('en.embed_sentence.small_bert_L4_512') returns Spark NLP model sent_small_bert_L4_512\n","nlu.load('en.embed_sentence.small_bert_L6_512') returns Spark NLP model sent_small_bert_L6_512\n","nlu.load('en.embed_sentence.small_bert_L8_512') returns Spark NLP model sent_small_bert_L8_512\n","nlu.load('en.embed_sentence.small_bert_L10_512') returns Spark NLP model sent_small_bert_L10_512\n","nlu.load('en.embed_sentence.small_bert_L12_512') returns Spark NLP model sent_small_bert_L12_512\n","nlu.load('en.embed_sentence.small_bert_L2_768') returns Spark NLP model sent_small_bert_L2_768\n","nlu.load('en.embed_sentence.small_bert_L4_768') returns Spark NLP model sent_small_bert_L4_768\n","nlu.load('en.embed_sentence.small_bert_L6_768') returns Spark NLP model sent_small_bert_L6_768\n","nlu.load('en.embed_sentence.small_bert_L8_768') returns Spark NLP model sent_small_bert_L8_768\n","nlu.load('en.embed_sentence.small_bert_L10_768') returns Spark NLP model sent_small_bert_L10_768\n","nlu.load('en.embed_sentence.small_bert_L12_768') returns Spark NLP model sent_small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('fi.embed_sentence') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.cased') returns Spark NLP model sent_bert_finnish_cased\n","nlu.load('fi.embed_sentence.bert.uncased') returns Spark NLP model sent_bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('xx.embed_sentence') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.bert.cased') returns Spark NLP model sent_bert_multi_cased\n","nlu.load('xx.embed_sentence.labse') returns Spark NLP model labse\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"0StujAoXcF3f"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sequence2sequence/T5_question_answering.ipynb b/examples/colab/component_examples/sequence2sequence/T5_question_answering.ipynb deleted file mode 100644 index be808af0..00000000 --- a/examples/colab/component_examples/sequence2sequence/T5_question_answering.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"T5_question_answering.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"CebbOFtOMv6X"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sequence2sequence/T5_question_answering.ipynb)\n","\n","# `Open book` and `Closed book` question answering with Google's T5 \n","With the latest NLU release and Google's T5 you can answer **general knowledge based questions given no context** and in addition answer **questions on text databases**. \n","These questions can be asked in natural human language and answerd in just 1 line with NLU!.\n","\n","\n","\n","\n","## What is a `open book question`? \n","You can imagine an `open book` question similar to an examen where you are allowed to bring in text documents or cheat sheets that help you answer questions in an examen. Kinda like bringing a history book to an history examen. \n","\n","In `T5's` terms, this means the model is given a `question` and an **additional piece of textual information** or so called `context`.\n","\n","This enables the `T5` model to answer questions on textual datasets like `medical records`,`newsarticles` , `wiki-databases` , `stories` and `movie scripts` , `product descriptions`, 'legal documents' and many more.\n","\n","You can answer `open book question` in 1 line of code, leveraging the latest NLU release and Google's T5. \n","All it takes is : \n","\n","\n","\n","```python\n","nlu.load('answer_question').predict(\"\"\"\n","Where did Jebe die?\n","context: Ghenkis Khan recalled Subtai back to Mongolia soon afterwards,\n"," and Jebe died on the road back to Samarkand\"\"\")\n",">>> Output: Samarkand\n","```\n","\n","Example for answering medical questions based on medical context\n","``` python\n","question ='''\n","What does increased oxygen concentrations in the patient’s lungs displace? \n","context: Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. \n","Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin.\n"," Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","'''\n","\n","\n","#Predict on text data with T5\n","nlu.load('answer_question').predict(question)\n",">>> Output: carbon monoxide\t\n","```\n","\n","Take a look at this example on a recent news article snippet : \n","```python\n","question1 = 'Who is Jack ma?'\n","question2 = 'Who is founder of Alibaba Group?'\n","question3 = 'When did Jack Ma re-appear?'\n","question4 = 'How did Alibaba stocks react?'\n","question5 = 'Whom did Jack Ma meet?'\n","question6 = 'Who did Jack Ma hide from?'\n","\n","# from https://www.bbc.com/news/business-55728338 \n","news_article_snippet = \"\"\" context:\n","Alibaba Group founder Jack Ma has made his first appearance since Chinese regulators cracked down on his business empire.\n","His absence had fuelled speculation over his whereabouts amid increasing official scrutiny of his businesses.\n","The billionaire met 100 rural teachers in China via a video meeting on Wednesday, according to local government media.\n","Alibaba shares surged 5% on Hong Kong's stock exchange on the news.\n","\"\"\"\n","# join question with context, works with Pandas DF aswell!\n","questions = [\n"," question1+ news_article_snippet,\n"," question2+ news_article_snippet,\n"," question3+ news_article_snippet,\n"," question4+ news_article_snippet,\n"," question5+ news_article_snippet,\n"," question6+ news_article_snippet,]\n","nlu.load('answer_question').predict(questions)\n","```\n","This will output a Pandas Dataframe similar to this : \n","\n","|Answer|Question|\n","|-----|---------|\n","Alibaba Group founder| \tWho is Jack ma? | \n","|Jack Ma\t|Who is founder of Alibaba Group? | \n","Wednesday\t| When did Jack Ma re-appear? | \n","surged 5%\t| How did Alibaba stocks react? | \n","100 rural teachers\t| Whom did Jack Ma meet? | \n","Chinese regulators\t|Who did Jack Ma hide from?|\n","\n","\n","\n","## What is a `closed book question`? \n","A `closed book question` is the exact opposite of a `open book question`. In an examen scenario, you are only allowed to use what you have memorized in your brain and nothing else. \n","In `T5's` terms this means that T5 can only use it's stored weights to answer a `question` and is given **no aditional context**. \n","`T5` was pre-trained on the [C4 dataset](https://commoncrawl.org/) which contains **petabytes of web crawling data** collected over the last 8 years, including Wikipedia in every language.\n","\n","\n","This gives `T5` the broad knowledge of the internet stored in it's weights to answer various `closed book questions` \n","\n","You can answer `closed book question` in 1 line of code, leveraging the latest NLU release and Google's T5. \n","You need to pass one string to NLU, which starts which a `question` and is followed by a `context:` tag and then the actual context contents. \n","All it takes is : \n","\n","\n","```python\n","nlu.load('en.t5').predict('Who is president of Nigeria?')\n",">>> Muhammadu Buhari \n","```\n","\n","\n","```python\n","nlu.load('en.t5').predict('What is the most spoken language in India?')\n",">>> Hindi\n","```\n","\n","\n","```python\n","nlu.load('en.t5').predict('What is the capital of Germany?')\n",">>> Berlin\n","```\n","\n"]},{"cell_type":"code","metadata":{"id":"s6p3BcAQYeBl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619910199312,"user_tz":-120,"elapsed":137566,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5dd51aeb-8121-41a0-85d5-4423a68fe1a0"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:01:02-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-01 23:01:02 (1.66 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 45.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 50.9MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"CqI-ovPLjzH7"},"source":["# Closed book question answering example"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FYZQHT4FYjlQ","executionInfo":{"status":"ok","timestamp":1619910251528,"user_tz":-120,"elapsed":189765,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"eac7625a-7a1a-4dbf-b683-e1324d4f0804"},"source":["t5_closed_book = nlu.load('en.t5')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["google_t5_small_ssm_nq download started this may take some time.\n","Approximate size to download 139 MB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"uHK91QxwYn6y","executionInfo":{"status":"ok","timestamp":1619910268144,"user_tz":-120,"elapsed":206373,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d9864b9e-e9e6-4187-e9d3-d44a6f301263"},"source":["t5_closed_book.predict('What is the capital of Germany?')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0What is the capital of Germany?[Berlin]
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"],"text/plain":[" document t5\n","0 What is the capital of Germany? [Berlin]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"4IugHdKcZMTW","executionInfo":{"status":"ok","timestamp":1619910269805,"user_tz":-120,"elapsed":208028,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"882d4cb6-f9e1-4ac5-9f01-90432486504d"},"source":["t5_closed_book.predict('Who is president of Nigeria?')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0Who is president of Nigeria?[Muhammadu Buhari]
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"],"text/plain":[" document t5\n","0 Who is president of Nigeria? [Muhammadu Buhari]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"dZfMDsyXqvZ0","executionInfo":{"status":"ok","timestamp":1619910270728,"user_tz":-120,"elapsed":208945,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f1b6ddcb-ee63-46bf-e81b-44e6f63a73b2"},"source":["t5_closed_book.predict('What is the most spoken language in India?')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0What is the most spoken language in India?[Hindi]
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"],"text/plain":[" document t5\n","0 What is the most spoken language in India? [Hindi]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"3Bu-Beo7ZNps"},"source":["# Open Book question examples\n","\n","**Your context must be prefixed with `context:`**\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"886fxf0iZO5A","executionInfo":{"status":"ok","timestamp":1619910324424,"user_tz":-120,"elapsed":262635,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"10c17c0d-9622-4f73-ed5c-2a38c5c2f6ed"},"source":["t5_open_book = nlu.load('answer_question')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["t5_base download started this may take some time.\n","Approximate size to download 446 MB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"5koR8GOOZqUN","executionInfo":{"status":"ok","timestamp":1619910341165,"user_tz":-120,"elapsed":279370,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3189115a-0221-4e31-dfc3-992c51558b85"},"source":["t5_open_book.predict(\"\"\"Where did Jebe die?\n","context: Ghenkis Khan recalled Subtai back to Mongolia soon afterwards, and Jebe died on the road back to Samarkand\"\"\" )"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0Where did Jebe die? context: Ghenkis Khan reca...[Samarkand]
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"],"text/plain":[" document t5\n","0 Where did Jebe die? context: Ghenkis Khan reca... [Samarkand]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"PM2NCOTnjSY8"},"source":["## Open Book question example on a Story"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"b8LZV-DjaejR","executionInfo":{"status":"ok","timestamp":1619910358092,"user_tz":-120,"elapsed":296292,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fb234179-e448-4317-a129-1aa96add7f6b"},"source":["question1 = 'What does Jimmy like to eat for breakfast usually?'\n","question2 = 'Why was Jimmy suprised?'\n","\n","story = \"\"\" context:\n","Once upon a time, there was a squirrel named Joey.\n","Joey loved to go outside and play with his cousin Jimmy.\n","Joey and Jimmy played silly games together, and were always laughing.\n","One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond.\n","Joey woke up early in the morning to eat some food before they left.\n","He couldn’t find anything to eat except for pie!\n","Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast.\n","After he ate, he and Jimmy went to the pond.\n","On their way there they saw their friend Jack Rabbit.\n","They dove into the water and swam for several hours.\n","The sun was out, but the breeze was cold.\n","Joey and Jimmy got out of the water and started walking home.\n","Their fur was wet, and the breeze chilled them.\n","When they got home, they dried off, and Jimmy put on his favorite purple shirt.\n","Joey put on a blue shirt with red and green dots.\n","The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed.\n"," \"\"\"\n","questions = [\n"," question1+ story,\n"," question2+ story,]\n","t5_open_book.predict(questions)\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0What does Jimmy like to eat for breakfast usua...[cereal, fruit (a pear), or oatmeal]
1Why was Jimmy suprised? context: Once upon a t...[He couldn’t find anything to eat except for pie]
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"],"text/plain":[" document t5\n","0 What does Jimmy like to eat for breakfast usua... [cereal, fruit (a pear), or oatmeal]\n","1 Why was Jimmy suprised? context: Once upon a t... [He couldn’t find anything to eat except for pie]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"-OlZcBoGjPTS"},"source":["## Open book question example on news article"]},{"cell_type":"code","metadata":{"id":"JSSQz8jxa4Bg","colab":{"base_uri":"https://localhost:8080/","height":235},"executionInfo":{"status":"ok","timestamp":1619910367143,"user_tz":-120,"elapsed":305337,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2dde8fcb-f877-4924-a964-cbda7aaa821d"},"source":["question1 = 'Who is Jack ma?'\n","question2 = 'Who is founder of Alibaba Group?'\n","question3 = 'When did Jack Ma re-appear?'\n","question4 = 'How did Alibaba stocks react?'\n","question5 = 'Whom did Jack Ma meet?'\n","question6 = 'Who did Jack Ma hide from?'\n","\n","\n","# from https://www.bbc.com/news/business-55728338 \n","news_article_snippet = \"\"\" context:\n","Alibaba Group founder Jack Ma has made his first appearance since Chinese regulators cracked down on his business empire.\n","His absence had fuelled speculation over his whereabouts amid increasing official scrutiny of his businesses.\n","The billionaire met 100 rural teachers in China via a video meeting on Wednesday, according to local government media.\n","Alibaba shares surged 5% on Hong Kong's stock exchange on the news.\n","\"\"\"\n","\n","questions = [\n"," question1+ news_article_snippet,\n"," question2+ news_article_snippet,\n"," question3+ news_article_snippet,\n"," question4+ news_article_snippet,\n"," question5+ news_article_snippet,\n"," question6+ news_article_snippet,]\n","\n","\n","\n","t5_open_book.predict(questions)\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0Who is Jack ma? context: Alibaba Group founder...[Alibaba Group founder]
1Who is founder of Alibaba Group? context: Alib...[Jack Ma]
2When did Jack Ma re-appear? context: Alibaba G...[Wednesday]
3How did Alibaba stocks react? context: Alibaba...[surged 5%]
4Whom did Jack Ma meet? context: Alibaba Group ...[100 rural teachers]
5Who did Jack Ma hide from? context: Alibaba Gr...[Chinese regulators]
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"],"text/plain":[" document t5\n","0 Who is Jack ma? context: Alibaba Group founder... [Alibaba Group founder]\n","1 Who is founder of Alibaba Group? context: Alib... [Jack Ma]\n","2 When did Jack Ma re-appear? context: Alibaba G... [Wednesday]\n","3 How did Alibaba stocks react? context: Alibaba... [surged 5%]\n","4 Whom did Jack Ma meet? context: Alibaba Group ... [100 rural teachers]\n","5 Who did Jack Ma hide from? context: Alibaba Gr... [Chinese regulators]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"vlpHM1m8ixDL","executionInfo":{"status":"ok","timestamp":1619910370125,"user_tz":-120,"elapsed":308315,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"43d918c9-d053-45a0-c80a-0d89d110eb2e"},"source":["\n","\n","# define Data, add additional context tag between sentence\n","question ='''\n","What does increased oxygen concentrations in the patient’s lungs displace? \n","context: Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin. Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","'''\n","\n","\n","#Predict on text data with T5\n","t5_open_book.predict(question)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0What does increased oxygen concentrations in t...[carbon monoxide]
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"],"text/plain":[" document t5\n","0 What does increased oxygen concentrations in t... [carbon monoxide]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"id":"-DRunqWhs6QN"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sequence2sequence/T5_tasks_summarize_question_answering_and_more.ipynb b/examples/colab/component_examples/sequence2sequence/T5_tasks_summarize_question_answering_and_more.ipynb deleted file mode 100644 index 949d7ceb..00000000 --- a/examples/colab/component_examples/sequence2sequence/T5_tasks_summarize_question_answering_and_more.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"T5_tasks_summarize_question_answering_and_more.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"YcJLn3NGaKIH"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sequence2sequence/T5_tasks_summarize_question_answering_and_more.ipynb)\n","\n","# Overview of every task available with T5\n","[The T5 model](https://arxiv.org/pdf/1910.10683.pdf) is trained on various datasets for 17 different tasks which fall into 8 categories.\n","\n","\n","\n","1. Text summarization\n","2. Question answering\n","3. Translation\n","4. Sentiment analysis\n","5. Natural Language inference\n","6. Coreference resolution\n","7. Sentence Completion\n","8. Word sense disambiguation\n","\n","# Every T5 Task with explanation:\n","|Task Name | Explanation | \n","|----------|--------------|\n","|[1.CoLA](https://nyu-mll.github.io/CoLA/) | Classify if a sentence is gramaticaly correct|\n","|[2.RTE](https://dl.acm.org/doi/10.1007/11736790_9) | Classify whether if a statement can be deducted from a sentence|\n","|[3.MNLI](https://arxiv.org/abs/1704.05426) | Classify for a hypothesis and premise whether they contradict or contradict each other or neither of both (3 class).|\n","|[4.MRPC](https://www.aclweb.org/anthology/I05-5002.pdf) | Classify whether a pair of sentences is a re-phrasing of each other (semantically equivalent)|\n","|[5.QNLI](https://arxiv.org/pdf/1804.07461.pdf) | Classify whether the answer to a question can be deducted from an answer candidate.|\n","|[6.QQP](https://www.quora.com/q/quoradata/First-Quora-Dataset-Release-Question-Pairs) | Classify whether a pair of questions is a re-phrasing of each other (semantically equivalent)|\n","|[7.SST2](https://www.aclweb.org/anthology/D13-1170.pdf) | Classify the sentiment of a sentence as positive or negative|\n","|[8.STSB](https://www.aclweb.org/anthology/S17-2001/) | Classify the sentiment of a sentence on a scale from 1 to 5 (21 Sentiment classes)|\n","|[9.CB](https://ojs.ub.uni-konstanz.de/sub/index.php/sub/article/view/601) | Classify for a premise and a hypothesis whether they contradict each other or not (binary).|\n","|[10.COPA](https://www.aaai.org/ocs/index.php/SSS/SSS11/paper/view/2418/0) | Classify for a question, premise, and 2 choices which choice the correct choice is (binary).|\n","|[11.MultiRc](https://www.aclweb.org/anthology/N18-1023.pdf) | Classify for a question, a paragraph of text, and an answer candidate, if the answer is correct (binary),|\n","|[12.WiC](https://arxiv.org/abs/1808.09121) | Classify for a pair of sentences and a disambigous word if the word has the same meaning in both sentences.|\n","|[13.WSC/DPR](https://www.aaai.org/ocs/index.php/KR/KR12/paper/view/4492/0) | Predict for an ambiguous pronoun in a sentence what it is referring to. |\n","|[14.Summarization](https://arxiv.org/abs/1506.03340) | Summarize text into a shorter representation.|\n","|[15.SQuAD](https://arxiv.org/abs/1606.05250) | Answer a question for a given context.|\n","|[16.WMT1.](https://arxiv.org/abs/1706.03762) | Translate English to German|\n","|[17.WMT2.](https://arxiv.org/abs/1706.03762) | Translate English to French|\n","|[18.WMT3.](https://arxiv.org/abs/1706.03762) | Translate English to Romanian|\n","\n","\n","# Information about pre-processing for T5 tasks\n","\n","## Tasks that require no pre-processing\n","The following tasks work fine without any additional pre-processing, only setting the `task parameter` on the T5 model is required:\n","\n","- CoLA\n","- Summarization\n","- SST2\n","- WMT1.\n","- WMT2.\n","- WMT3.\n","\n","\n","## Tasks that require pre-processing with 1 tag\n","The following tasks require `exactly 1 additional tag` added by manual pre-processing.\n","Set the `task parameter` and then join the sentences on the `tag` for these tasks.\n","\n","- RTE\n","- MNLI\n","- MRPC\n","- QNLI\n","- QQP\n","- SST2\n","- STSB\n","- CB\n","\n","\n","## Tasks that require pre-processing with multiple tags\n","The following tasks require `more than 1 additional tag` added manual by pre-processing.\n","Set the `task parameter` and then prefix sentences with their corresponding tags and join them for these tasks:\n","\n","- COPA\n","- MultiRc\n","- WiC\n","\n","\n","## WSC/DPR is a special case that requires `*` surrounding\n","The task WSC/DPR requires highlighting a pronoun with `*` and configuring a `task parameter`.\n","







\n","\n","\n","\n","\n","\n","The following sections describe each task in detail, with an example and also a pre-processed example.\n","\n","***NOTE:*** Linebreaks are added to the `pre-processed examples` in the following section. The T5 model also works with linebreaks, but it can hinder the performance and it is not recommended to intentionally add them.\n","\n","\n","\n","# Task 1 [CoLA - Binary Grammatical Sentence acceptability classification](https://nyu-mll.github.io/CoLA/)\n","Judges if a sentence is grammatically acceptable. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","\n","## Example\n","\n","|sentence | prediction|\n","|------------|------------|\n","| Anna and Mike is going skiing and they is liked is | unacceptable | \n","| Anna and Mike like to dance | acceptable | \n","\n","\n","## How to configure T5 task for CoLA\n","`.setTask(cola sentence:)` prefix.\n","\n","### Example pre-processed input for T5 CoLA sentence acceptability judgement:\n","```\n","cola \n","sentence: Anna and Mike is going skiing and they is liked is\n","```\n","\n","# Task 2 [RTE - Natural language inference Deduction Classification](https://dl.acm.org/doi/10.1007/11736790_9)\n","The RTE task is defined as recognizing, given two text fragments, whether the meaning of one text can be inferred (entailed) from the other or not. \n","Classification of sentence pairs as entailed and not_entailed \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf) and [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","\n","## Example\n","\n","|sentence 1 | sentence 2 | prediction|\n","|------------|------------|----------|\n","Kessler ’s team conducted 60,643 interviews with adults in 14 countries. | Kessler ’s team interviewed more than 60,000 adults in 14 countries | entailed\n","Peter loves New York, it is his favorite city| Peter loves new York. | entailed\n","Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years. |Johnny is a millionare | entailment|\n","Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years. |Johnny is a poor man | not_entailment | \n","| It was raining in England for the last 4 weeks | England was very dry yesterday | not_entailment|\n","\n","## How to configure T5 task for RTE\n","`.setTask('rte sentence1:)` and prefix second sentence with `sentence2:`\n","\n","\n","### Example pre-processed input for T5 RTE - 2 Class Natural language inference\n","```\n","rte \n","sentence1: Recent report say Peter makes he alot of money, he earned 10 million USD each year for the last 5 years. \n","sentence2: Peter is a millionare.\n","```\n","\n","### References\n","- https://arxiv.org/abs/2010.03061\n","\n","\n","# Task 3 [MNLI - 3 Class Natural Language Inference 3-class contradiction classification](https://arxiv.org/abs/1704.05426)\n","Classification of sentence pairs with the labels `entailment`, `contradiction`, and `neutral`. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","This classifier predicts for two sentences :\n","- Whether the first sentence logically and semantically follows from the second sentence as entailment\n","- Whether the first sentence is a contradiction to the second sentence as a contradiction\n","- Whether the first sentence does not entail or contradict the first sentence as neutral\n","\n","| Hypothesis | Premise | prediction|\n","|------------|------------|----------|\n","| Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years. | Johnny is a poor man. | contradiction|\n","|It rained in England the last 4 weeks.| It was snowing in New York last week| neutral | \n","\n","## How to configure T5 task for MNLI\n","`.setTask('mnli hypothesis:)` and prefix second sentence with `premise:`\n","\n","### Example pre-processed input for T5 MNLI - 3 Class Natural Language Inference\n","\n","```\n","mnli \n","hypothesis: At 8:34, the Boston Center controller received a third, transmission from American 11. \n","premise: The Boston Center controller got a third transmission from American 11.\n","```\n","\n","\n","# Task 4 [MRPC - Binary Paraphrasing/ sentence similarity classification ](https://www.aclweb.org/anthology/I05-5002.pdf)\n","Detect whether one sentence is a re-phrasing or similar to another sentence \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","| Sentence1 | Sentence2 | prediction|\n","|------------|------------|----------|\n","|We acted because we saw the existing evidence in a new light , through the prism of our experience on 11 September , \" Rumsfeld said .| Rather , the US acted because the administration saw \" existing evidence in a new light , through the prism of our experience on September 11 \" . | equivalent | \n","| I like to eat peanutbutter for breakfast| I like to play football | not_equivalent | \n","\n","\n","## How to configure T5 task for MRPC\n","`.setTask('mrpc sentence1:)` and prefix second sentence with `sentence2:`\n","\n","### Example pre-processed input for T5 MRPC - Binary Paraphrasing/ sentence similarity\n","\n","```\n","mrpc \n","sentence1: We acted because we saw the existing evidence in a new light , through the prism of our experience on 11 September , \" Rumsfeld said . \n","sentence2: Rather , the US acted because the administration saw \" existing evidence in a new light , through the prism of our experience on September 11\",\n","```\n","\n","*ISSUE:* Can only get neutral and contradiction as prediction results for tested samples but no entailment predictions.\n","\n","\n","# Task 5 [QNLI - Natural Language Inference question answered classification](https://arxiv.org/pdf/1804.07461.pdf)\n","Classify whether a question is answered by a sentence (`entailed`). \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","| Question | Answer | prediction|\n","|------------|------------|----------|\n","|Where did Jebe die?| Ghenkis Khan recalled Subtai back to Mongolia soon afterward, and Jebe died on the road back to Samarkand | entailment|\n","|What does Steve like to eat? | Steve watches TV all day | not_netailment\n","\n","## How to configure T5 task for QNLI - Natural Language Inference question answered classification\n","`.setTask('QNLI sentence1:)` and prefix question with `question:` sentence with `sentence:`:\n","\n","### Example pre-processed input for T5 QNLI - Natural Language Inference question answered classification\n","\n","```\n","qnli\n","question: Where did Jebe die? \n","sentence: Ghenkis Khan recalled Subtai back to Mongolia soon afterwards, and Jebe died on the road back to Samarkand,\n","```\n","\n","\n","# Task 6 [QQP - Binary Question Similarity/Paraphrasing](https://www.quora.com/q/quoradata/First-Quora-Dataset-Release-Question-Pairs)\n","Based on a quora dataset, determine whether a pair of questions are semantically equivalent. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","| Question1 | Question2 | prediction|\n","|------------|------------|----------|\n","|What attributes would have made you highly desirable in ancient Rome? | How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER? | not_duplicate | \n","|What was it like in Ancient rome? | What was Ancient rome like?| duplicate | \n","\n","\n","## How to configure T5 task for QQP\n",".setTask('qqp question1:) and\n","prefix second sentence with question2:\n","\n","\n","### Example pre-processed input for T5 QQP - Binary Question Similarity/Paraphrasing\n","\n","```\n","qqp \n","question1: What attributes would have made you highly desirable in ancient Rome? \n","question2: How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER?',\n","```\n","\n","# Task 7 [SST2 - Binary Sentiment Analysis](https://www.aclweb.org/anthology/D13-1170.pdf)\n","Binary sentiment classification. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","| Sentence1 | Prediction | \n","|-----------|-----------|\n","|it confirms fincher ’s status as a film maker who artfully bends technical know-how to the service of psychological insight | positive| \n","|I really hated that movie | negative | \n","\n","\n","## How to configure T5 task for SST2\n","`.setTask('sst2 sentence: ')`\n","\n","### Example pre-processed input for T5 SST2 - Binary Sentiment Analysis\n","\n","```\n","sst2\n","sentence: I hated that movie\n","```\n","\n","\n","\n","# Task8 [STSB - Regressive semantic sentence similarity](https://www.aclweb.org/anthology/S17-2001/)\n","Measures how similar two sentences are on a scale from 0 to 5 with 21 classes representing a regressive label. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","| Question1 | Question2 | prediction|\n","|------------|------------|----------|\n","|What attributes would have made you highly desirable in ancient Rome? | How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER? | 0 | \n","|What was it like in Ancient rome? | What was Ancient rome like?| 5.0 | \n","|What was live like as a King in Ancient Rome?? | What is it like to live in Rome? | 3.2 | \n","\n","## How to configure T5 task for STSB\n","`.setTask('stsb sentence1:)` and prefix second sentence with `sentence2:`\n","\n","\n","### Example pre-processed input for T5 STSB - Regressive semantic sentence similarity\n","\n","```\n","stsb\n","sentence1: What attributes would have made you highly desirable in ancient Rome? \n","sentence2: How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER?',\n","```\n","\n","\n","# Task 9[ CB - Natural language inference contradiction classification](https://ojs.ub.uni-konstanz.de/sub/index.php/sub/article/view/601)\n","Classify whether a Premise contradicts a Hypothesis. \n","Predicts entailment, neutral and contradiction \n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","| Hypothesis | Premise | Prediction | \n","|--------|-------------|----------|\n","|Valence was helping | Valence the void-brain, Valence the virtuous valet. Why couldn’t the figger choose his own portion of titanic anatomy to shaft? Did he think he was helping'| Contradiction|\n","\n","\n","## How to configure T5 task for CB\n","`.setTask('cb hypothesis:)` and prefix premise with `premise:`\n","\n","### Example pre-processed input for T5 CB - Natural language inference contradiction classification\n","\n","```\n","cb \n","hypothesis: Valence was helping \n","premise: Valence the void-brain, Valence the virtuous valet. Why couldn’t the figger choose his own portion of titanic anatomy to shaft? Did he think he was helping,\n","```\n","\n","\n","# Task 10 [COPA - Sentence Completion/ Binary choice selection](https://www.aaai.org/ocs/index.php/SSS/SSS11/paper/view/2418/0)\n","The Choice of Plausible Alternatives (COPA) task by Roemmele et al. (2011) evaluates\n","causal reasoning between events, which requires commonsense knowledge about what usually takes\n","place in the world. Each example provides a premise and either asks for the correct cause or effect\n","from two choices, thus testing either ``backward`` or `forward causal reasoning`. COPA data, which\n","consists of 1,000 examples total, can be downloaded at https://people.ict.usc.e\n","\n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","This classifier selects from a choice of `2 options` which one the correct is based on a `premise`.\n","\n","\n","## forward causal reasoning\n","Premise: The man lost his balance on the ladder. \n","question: What happened as a result? \n","Alternative 1: He fell off the ladder. \n","Alternative 2: He climbed up the ladder.\n","## backwards causal reasoning\n","Premise: The man fell unconscious. What was the cause\n","of this? \n","Alternative 1: The assailant struck the man in the head. \n","Alternative 2: The assailant took the man’s wallet.\n","\n","\n","| Question | Premise | Choice 1 | Choice 2 | Prediction | \n","|--------|-------------|----------|---------|-------------|\n","|effect | Politcal Violence broke out in the nation. | many citizens relocated to the capitol. | Many citizens took refuge in other territories | Choice 1 | \n","|correct| The men fell unconscious | The assailant struckl the man in the head | he assailant s took the man's wallet. | choice1 | \n","\n","\n","## How to configure T5 task for COPA\n","`.setTask('copa choice1:)`, prefix choice2 with `choice2:` , prefix premise with `premise:` and prefix the question with `question`\n","\n","### Example pre-processed input for T5 COPA - Sentence Completion/ Binary choice selection\n","\n","```\n","copa \n","choice1: He fell off the ladder \n","choice2: He climbed up the lader \n","premise: The man lost his balance on the ladder \n","question: effect\n","```\n","\n","\n","\n","\n","# Task 11 [MultiRc - Question Answering](https://www.aclweb.org/anthology/N18-1023.pdf)\n","Evaluates an `answer` for a `question` as `true` or `false` based on an input `paragraph`\n","The T5 model predicts for a `question` and a `paragraph` of `sentences` wether an `answer` is true or not,\n","based on the semantic contents of the paragraph. \n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","\n","**Exeeds human performance by a large margin**\n","\n","\n","\n","| Question | Answer | Prediction | paragraph|\n","|--------------------------------------------------------------|---------------------------------------------------------------------|------------|----------|\n","| Why was Joey surprised the morning he woke up for breakfast? | There was only pie to eat, rather than traditional breakfast foods | True |Once upon a time, there was a squirrel named Joey. Joey loved to go outside and play with his cousin Jimmy. Joey and Jimmy played silly games together, and were always laughing. One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. Joey woke up early in the morning to eat some food before they left. He couldn’t find anything to eat except for pie! Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. After he ate, he and Jimmy went to the pond. On their way there they saw their friend Jack Rabbit. They dove into the water and swam for several hours. The sun was out, but the breeze was cold. Joey and Jimmy got out of the water and started walking home. Their fur was wet, and the breeze chilled them. When they got home, they dried off, and Jimmy put on his favorite purple shirt. Joey put on a blue shirt with red and green dots. The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed., |\n","| Why was Joey surprised the morning he woke up for breakfast? | There was a T-Rex in his garden | False |Once upon a time, there was a squirrel named Joey. Joey loved to go outside and play with his cousin Jimmy. Joey and Jimmy played silly games together, and were always laughing. One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. Joey woke up early in the morning to eat some food before they left. He couldn’t find anything to eat except for pie! Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. After he ate, he and Jimmy went to the pond. On their way there they saw their friend Jack Rabbit. They dove into the water and swam for several hours. The sun was out, but the breeze was cold. Joey and Jimmy got out of the water and started walking home. Their fur was wet, and the breeze chilled them. When they got home, they dried off, and Jimmy put on his favorite purple shirt. Joey put on a blue shirt with red and green dots. The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed., |\n","\n","## How to configure T5 task for MultiRC\n","`.setTask('multirc questions:)` followed by `answer:` prefix for the answer to evaluate, followed by `paragraph:` and then a series of sentences, where each sentence is prefixed with `Sent n:`prefix second sentence with sentence2:\n","\n","\n","### Example pre-processed input for T5 MultiRc task:\n","```\n","multirc questions: Why was Joey surprised the morning he woke up for breakfast? \n","answer: There was a T-REX in his garden. \n","paragraph: \n","Sent 1: Once upon a time, there was a squirrel named Joey. \n","Sent 2: Joey loved to go outside and play with his cousin Jimmy. \n","Sent 3: Joey and Jimmy played silly games together, and were always laughing. \n","Sent 4: One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. \n","Sent 5: Joey woke up early in the morning to eat some food before they left. \n","Sent 6: He couldn’t find anything to eat except for pie! \n","Sent 7: Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. \n","Sent 8: After he ate, he and Jimmy went to the pond. \n","Sent 9: On their way there they saw their friend Jack Rabbit. \n","Sent 10: They dove into the water and swam for several hours. \n","Sent 11: The sun was out, but the breeze was cold. \n","Sent 12: Joey and Jimmy got out of the water and started walking home. \n","Sent 13: Their fur was wet, and the breeze chilled them. \n","Sent 14: When they got home, they dried off, and Jimmy put on his favorite purple shirt. \n","Sent 15: Joey put on a blue shirt with red and green dots. \n","Sent 16: The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed. \n","```\n","\n","\n","# Task 12 [WiC - Word sense disambiguation](https://arxiv.org/abs/1808.09121)\n","Decide for `two sentence`s with a shared `disambigous word` wether they have the target word has the same `semantic meaning` in both sentences. \n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","|Predicted | disambigous word| Sentence 1 | Sentence 2 | \n","|----------|-----------------|------------|------------|\n","| False | kill | He totally killed that rock show! | The airplane crash killed his family | \n","| True | window | The expanded window will give us time to catch the thieves.|You have a two-hour window for turning in your homework. | \n","| False | window | He jumped out of the window.|You have a two-hour window for turning in your homework. | \n","\n","\n","## How to configure T5 task for MultiRC\n","`.setTask('wic pos:)` followed by `sentence1:` prefix for the first sentence, followed by `sentence2:` prefix for the second sentence.\n","\n","\n","### Example pre-processed input for T5 WiC task:\n","\n","```\n","wic pos:\n","sentence1: The expanded window will give us time to catch the thieves.\n","sentence2: You have a two-hour window of turning in your homework.\n","word : window\n","```\n","\n","\n","\n","# Task 13 [WSC and DPR - Coreference resolution/ Pronoun ambiguity resolver ](https://www.aaai.org/ocs/index.php/KR/KR12/paper/view/4492/0)\n","Predict for an `ambiguous pronoun` to which `noun` it is referring to. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf) and [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","|Prediction| Text | \n","|----------|-------|\n","| stable | The stable was very roomy, with four good stalls; a large swinging window opened into the yard , which made *it* pleasant and airy. | \n","\n","\n","\n","## How to configure T5 task for WSC/DPR\n","`.setTask('wsc:)` and surround pronoun with asteriks symbols..\n","\n","\n","### Example pre-processed input for T5 WSC/DPR task:\n","The `ambiguous pronous` should be surrounded with `*` symbols.\n","\n","***Note*** Read [Appendix A.](https://arxiv.org/pdf/1910.10683.pdf#page=64&zoom=100,84,360) for more info\n","```\n","wsc: \n","The stable was very roomy, with four good stalls; a large swinging window opened into the yard , which made *it* pleasant and airy.\n","```\n","\n","\n","# Task 14 [Text summarization](https://arxiv.org/abs/1506.03340)\n","`Summarizes` a paragraph into a shorter version with the same semantic meaning.\n","\n","| Predicted summary| Text | \n","|------------------|-------|\n","| manchester united face newcastle in the premier league on wednesday . louis van gaal's side currently sit two points clear of liverpool in fourth . the belgian duo took to the dance floor on monday night with some friends . | the belgian duo took to the dance floor on monday night with some friends . manchester united face newcastle in the premier league on wednesday . red devils will be looking for just their second league away win in seven . louis van gaal’s side currently sit two points clear of liverpool in fourth . | \n","\n","\n","## How to configure T5 task for summarization\n","`.setTask('summarize:)`\n","\n","\n","### Example pre-processed input for T5 summarization task:\n","This task requires no pre-processing, setting the task to `summarize` is sufficient.\n","```\n","the belgian duo took to the dance floor on monday night with some friends . manchester united face newcastle in the premier league on wednesday . red devils will be looking for just their second league away win in seven . louis van gaal’s side currently sit two points clear of liverpool in fourth .\n","```\n","\n","# Task 15 [SQuAD - Context based question answering](https://arxiv.org/abs/1606.05250)\n","Predict an `answer` to a `question` based on input `context`.\n","\n","|Predicted Answer | Question | Context | \n","|-----------------|----------|------|\n","|carbon monoxide| What does increased oxygen concentrations in the patient’s lungs displace? | Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin. Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","|pie| What did Joey eat for breakfast?| Once upon a time, there was a squirrel named Joey. Joey loved to go outside and play with his cousin Jimmy. Joey and Jimmy played silly games together, and were always laughing. One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. Joey woke up early in the morning to eat some food before they left. Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. After he ate, he and Jimmy went to the pond. On their way there they saw their friend Jack Rabbit. They dove into the water and swam for several hours. The sun was out, but the breeze was cold. Joey and Jimmy got out of the water and started walking home. Their fur was wet, and the breeze chilled them. When they got home, they dried off, and Jimmy put on his favorite purple shirt. Joey put on a blue shirt with red and green dots. The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed,'| \n","\n","## How to configure T5 task parameter for Squad Context based question answering\n","`.setTask('question:)` and prefix the context which can be made up of multiple sentences with `context:`\n","\n","## Example pre-processed input for T5 Squad Context based question answering:\n","```\n","question: What does increased oxygen concentrations in the patient’s lungs displace? \n","context: Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin. Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","```\n","\n","\n","\n","# Task 16 [WMT1 Translate English to German](https://arxiv.org/abs/1706.03762)\n","For translation tasks use the `marian` model\n","## How to configure T5 task parameter for WMT Translate English to German\n","`.setTask('translate English to German:)`\n","\n","# Task 17 [WMT2 Translate English to French](https://arxiv.org/abs/1706.03762)\n","For translation tasks use the `marian` model\n","## How to configure T5 task parameter for WMT Translate English to French\n","`.setTask('translate English to French:)`\n","\n","\n","# 18 [WMT3 - Translate English to Romanian](https://arxiv.org/abs/1706.03762)\n","For translation tasks use the `marian` model\n","## How to configure T5 task parameter for English to Romanian\n","`.setTask('translate English to Romanian:)`\n"]},{"cell_type":"markdown","metadata":{"id":"l73NeLo6r71r"},"source":["# NLU Example for every Task:\n","\n","\n","# 0.1 Install Spark NLP and NLU"]},{"cell_type":"code","metadata":{"id":"sDSc7ZPkajRW","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619910205279,"user_tz":-120,"elapsed":144872,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"80df999d-e83d-443a-93a3-84c5f3a3146f"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:01:01-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:01:01 (35.6 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 70kB/s \n","\u001b[K |████████████████████████████████| 153kB 40.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 19.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 41.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"zRfTmN5Rp59D"},"source":["## 0.2 Define Document assembler and T5 model for running the tasks"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3fJqtnZtaDpd","executionInfo":{"status":"ok","timestamp":1619910294234,"user_tz":-120,"elapsed":233806,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9c014173-6e4e-4dec-ecbc-152d7036f1f0"},"source":["t5 = nlu.load('en.t5.base')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["t5_base download started this may take some time.\n","Approximate size to download 446 MB\n","[OK!]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"88eNPgivmCTl","executionInfo":{"status":"ok","timestamp":1619910294235,"user_tz":-120,"elapsed":233801,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"61c7de4e-533d-4a23-a589-a4086b85566b"},"source":["t5.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['t5'] has settable params:\n","pipe['t5'].setMaxOutputLength(200) | Info: Set the maximum length of output text | Currently set to : 200\n","pipe['t5'].setTask('base') | Info: Transformer's task, e.g. summarize> | Currently set to : base\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"KBKk3WWFabhn"},"source":["\n","# Task 1 [CoLA - Binary Grammatical Sentence acceptability classification](https://nyu-mll.github.io/CoLA/)\n","Judges if a sentence is grammatically acceptable. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","\n","## Example\n","\n","|sentence | prediction|\n","|------------|------------|\n","| Anna and Mike is going skiing and they is liked is | unacceptable | \n","| Anna and Mike like to dance | acceptable | \n","\n","## How to configure T5 task for CoLA\n","`.setTask(cola sentence:)` prefix.\n","\n","### Example pre-processed input for T5 CoLA sentence acceptability judgement:\n","```\n","cola \n","sentence: Anna and Mike is going skiing and they is liked is\n","```"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"roTo1IGqaayd","executionInfo":{"status":"ok","timestamp":1619910327263,"user_tz":-120,"elapsed":266822,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b9eae46a-65bd-42d4-d686-9d55c5f9bd62"},"source":["# Set the task on T5\n","t5['t5'].setTask('cola sentence: ') \n","\n","# define Data\n","data = ['Anna and Mike is going skiing and they is liked is','Anna and Mike like to dance']\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0Anna and Mike is going skiing and they is like...[unacceptable]
1Anna and Mike like to dance[acceptable]
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"],"text/plain":[" document t5\n","0 Anna and Mike is going skiing and they is like... [unacceptable]\n","1 Anna and Mike like to dance [acceptable]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"FeSXp9bVio-T"},"source":["# Task 2 [RTE - Natural language inference Deduction Classification](https://dl.acm.org/doi/10.1007/11736790_9)\n","The RTE task is defined as recognizing, given two text fragments, whether the meaning of one text can be inferred (entailed) from the other or not. \n","Classification of sentence pairs as entailed and not_entailed \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf) and [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","\n","## Example\n","\n","|sentence 1 | sentence 2 | prediction|\n","|------------|------------|----------|\n","Kessler ’s team conducted 60,643 interviews with adults in 14 countries. | Kessler ’s team interviewed more than 60,000 adults in 14 countries | entailed\n","Peter loves New York, it is his favorite city| Peter loves new York. | entailed\n","Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years. |Johnny is a millionare | entailment|\n","Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years. |Johnny is a poor man | not_entailment | \n","| It was raining in England for the last 4 weeks | England was very dry yesterday | not_entailment|\n","\n","## How to configure T5 task for RTE\n","`.setTask('rte sentence1:)` and prefix second sentence with `sentence2:`\n","\n","\n","### Example pre-processed input for T5 RTE - 2 Class Natural language inference\n","```\n","rte \n","sentence1: Recent report say Peter makes he alot of money, he earned 10 million USD each year for the last 5 years. \n","sentence2: Peter is a millionare.\n","```\n","\n","### References\n","- https://arxiv.org/abs/2010.03061\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"azVTmLRHf_tO","executionInfo":{"status":"ok","timestamp":1619910330638,"user_tz":-120,"elapsed":270190,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"29621b37-9f2f-43f8-90ab-1a28fbf6c3b8"},"source":["# Set the task on T5\n","\n","t5['t5'].setTask('rte sentence: ') \n","\n","data = [\n"," 'Recent report say Peter makes he alot of money, he earned 10 million USD each year for the last 5 years. sentence2: Peter is a millionare',\n"," 'Recent report say Peter makes he alot of money, he earned 10 million USD each year for the last 5 years. sentence2: Peter is a poor man']\n"," \n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0Recent report say Peter makes he alot of money...[entailment]
1Recent report say Peter makes he alot of money...[not_entailment]
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"],"text/plain":[" document t5\n","0 Recent report say Peter makes he alot of money... [entailment]\n","1 Recent report say Peter makes he alot of money... [not_entailment]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"4SnQfLLIjZjG"},"source":["\n","# Task 3 [MNLI - 3 Class Natural Language Inference 3-class contradiction classification](https://arxiv.org/abs/1704.05426)\n","Classification of sentence pairs with the labels `entailment`, `contradiction`, and `neutral`. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","This classifier predicts for two sentences :\n","- Whether the first sentence logically and semantically follows from the second sentence as entailment\n","- Whether the first sentence is a contradiction to the second sentence as a contradiction\n","- Whether the first sentence does not entail or contradict the first sentence as neutral\n","\n","| Hypothesis | Premise | prediction|\n","|------------|------------|----------|\n","| Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years. | Johnny is a poor man. | contradiction|\n","|It rained in England the last 4 weeks.| It was snowing in New York last week| neutral | \n","\n","## How to configure T5 task for MNLI\n","`.setTask('mnli hypothesis:)` and prefix second sentence with `premise:`\n","\n","### Example pre-processed input for T5 MNLI - 3 Class Natural Language Inference\n","\n","```\n","mnli \n","hypothesis: At 8:34, the Boston Center controller received a third, transmission from American 11. \n","premise: The Boston Center controller got a third transmission from American 11.\n","```"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"PP_-VKIojMUh","executionInfo":{"status":"ok","timestamp":1619910331988,"user_tz":-120,"elapsed":271533,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d8f7dc14-d283-4e7d-afdf-4917c8599787"},"source":["# Set the task on T5\n","t5['t5'].setTask('mnli ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," \n"," ''' hypothesis: At 8:34, the Boston Center controller received a third, transmission from American 11.\n"," premise: The Boston Center controller got a third transmission from American 11.\n"," '''\n"," ,\n"," ''' \n"," hypothesis: Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years.\n"," premise: Johnny is a poor man.\n"," '''\n","\n"," ]\n","# Set the task on T5\n","\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0hypothesis: At 8:34, the Boston Center control...[neutral]
1hypothesis: Recent report say Johnny makes he ...[contradiction]
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"],"text/plain":[" document t5\n","0 hypothesis: At 8:34, the Boston Center control... [neutral]\n","1 hypothesis: Recent report say Johnny makes he ... [contradiction]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"FDaoLg8Dkj8W"},"source":["\n","# Task 4 [MRPC - Binary Paraphrasing/ sentence similarity classification ](https://www.aclweb.org/anthology/I05-5002.pdf)\n","Detect whether one sentence is a re-phrasing or similar to another sentence \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","| Sentence1 | Sentence2 | prediction|\n","|------------|------------|----------|\n","|We acted because we saw the existing evidence in a new light , through the prism of our experience on 11 September , \" Rumsfeld said .| Rather , the US acted because the administration saw \" existing evidence in a new light , through the prism of our experience on September 11 \" . | equivalent | \n","| I like to eat peanutbutter for breakfast| I like to play football | not_equivalent | \n","\n","\n","## How to configure T5 task for MRPC\n","`.setTask('mrpc sentence1:)` and prefix second sentence with `sentence2:`\n","\n","### Example pre-processed input for T5 MRPC - Binary Paraphrasing/ sentence similarity\n","\n","```\n","mrpc \n","sentence1: We acted because we saw the existing evidence in a new light , through the prism of our experience on 11 September , \" Rumsfeld said . \n","sentence2: Rather , the US acted because the administration saw \" existing evidence in a new light , through the prism of our experience on September 11\",\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"KmRnjdDBkFJf","executionInfo":{"status":"ok","timestamp":1619910334970,"user_tz":-120,"elapsed":274509,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e5275e36-d79c-497b-85f4-1706baee6ac9"},"source":["# Set the task on T5\n","t5['t5'].setTask('mrpc ') \n","\n","# define Data, add additional tags between sentences\n","data = [\n"," ''' sentence1: We acted because we saw the existing evidence in a new light , through the prism of our experience on 11 September , \" Rumsfeld said .\n"," sentence2: Rather , the US acted because the administration saw \" existing evidence in a new light , through the prism of our experience on September 11 \" \n"," '''\n"," ,\n"," ''' \n"," sentence1: I like to eat peanutbutter for breakfast\n"," sentence2: \tI like to play football.\n"," '''\n"," ]\n","\n","\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0sentence1: We acted because we saw the existin...[equivalent]
1sentence1: I like to eat peanutbutter for brea...[not_equivalent]
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"],"text/plain":[" document t5\n","0 sentence1: We acted because we saw the existin... [equivalent]\n","1 sentence1: I like to eat peanutbutter for brea... [not_equivalent]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"pHcRyNahk8x-"},"source":["\n","# Task 5 [QNLI - Natural Language Inference question answered classification](https://arxiv.org/pdf/1804.07461.pdf)\n","Classify whether a question is answered by a sentence (`entailed`). \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","| Question | Answer | prediction|\n","|------------|------------|----------|\n","|Where did Jebe die?| Ghenkis Khan recalled Subtai back to Mongolia soon afterward, and Jebe died on the road back to Samarkand | entailment|\n","|What does Steve like to eat? | Steve watches TV all day | not_netailment\n","\n","## How to configure T5 task for QNLI - Natural Language Inference question answered classification\n","`.setTask('QNLI sentence1:)` and prefix question with `question:` sentence with `sentence:`:\n","\n","### Example pre-processed input for T5 QNLI - Natural Language Inference question answered classification\n","\n","```\n","qnli\n","question: Where did Jebe die? \n","sentence: Ghenkis Khan recalled Subtai back to Mongolia soon afterwards, and Jebe died on the road back to Samarkand,\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"JGG9z8Vmk4zJ","executionInfo":{"status":"ok","timestamp":1619910338336,"user_tz":-120,"elapsed":277868,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3d0c2702-1734-40f6-eca1-3746905a3065"},"source":["# Set the task on T5\n","t5['t5'].setTask('QNLI ') \n","\n","# define Data, add additional tags between sentences\n","data = [\n"," ''' question: Where did Jebe die? \n"," sentence: Ghenkis Khan recalled Subtai back to Mongolia soon afterwards, and Jebe died on the road back to Samarkand,\n"," '''\n"," ,\n"," ''' \n"," question: What does Steve like to eat?\t\n"," sentence: \tSteve watches TV all day\n"," '''\n","\n"," ]\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0question: Where did Jebe die? sentence: Ghenki...[entailment]
1question: What does Steve like to eat? sentenc...[not_entailment]
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"],"text/plain":[" document t5\n","0 question: Where did Jebe die? sentence: Ghenki... [entailment]\n","1 question: What does Steve like to eat? sentenc... [not_entailment]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"lzBXz5calRkP"},"source":["\n","# Task 6 [QQP - Binary Question Similarity/Paraphrasing](https://www.quora.com/q/quoradata/First-Quora-Dataset-Release-Question-Pairs)\n","Based on a quora dataset, determine whether a pair of questions are semantically equivalent. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","| Question1 | Question2 | prediction|\n","|------------|------------|----------|\n","|What attributes would have made you highly desirable in ancient Rome? | How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER? | not_duplicate | \n","|What was it like in Ancient rome? | What was Ancient rome like?| duplicate | \n","\n","\n","## How to configure T5 task for QQP\n",".setTask('qqp question1:) and\n","prefix second sentence with question2:\n","\n","\n","### Example pre-processed input for T5 QQP - Binary Question Similarity/Paraphrasing\n","\n","```\n","qqp \n","question1: What attributes would have made you highly desirable in ancient Rome? \n","question2: How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER?',\n","```"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"2WWW-0X6lRJT","executionInfo":{"status":"ok","timestamp":1619910341054,"user_tz":-120,"elapsed":280579,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a7dd4e52-2496-4655-f243-1cd9e5828725"},"source":["# Set the task on T5\n","t5['t5'].setTask('qqp ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," ''' question1: What attributes would have made you highly desirable in ancient Rome? \n"," question2: How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER?'\n"," '''\n"," ,\n"," ''' \n"," question1: What was it like in Ancient rome?\n"," question2: \tWhat was Ancient rome like?\n"," '''\n","\n"," ]\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0question1: What attributes would have made you...[not_duplicate]
1question1: What was it like in Ancient rome? q...[duplicate]
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"],"text/plain":[" document t5\n","0 question1: What attributes would have made you... [not_duplicate]\n","1 question1: What was it like in Ancient rome? q... [duplicate]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"GsvuFTkjlm-N"},"source":["\n","# Task 7 [SST2 - Binary Sentiment Analysis](https://www.aclweb.org/anthology/D13-1170.pdf)\n","Binary sentiment classification. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","| Sentence1 | Prediction | \n","|-----------|-----------|\n","|it confirms fincher ’s status as a film maker who artfully bends technical know-how to the service of psychological insight | positive| \n","|I really hated that movie | negative | \n","\n","\n","## How to configure T5 task for SST2\n","`.setTask('sst2 sentence: ')`\n","\n","### Example pre-processed input for T5 SST2 - Binary Sentiment Analysis\n","\n","```\n","sst2\n","sentence: I hated that movie\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"FPP4pMVQlOtz","executionInfo":{"status":"ok","timestamp":1619910342972,"user_tz":-120,"elapsed":282491,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dbd0c889-9a19-4b01-ae87-91ab12ba5062"},"source":["# Set the task on T5\n","\n","t5['t5'].setTask('sst2 sentence: ') \n","\n","# define Data, add additional tags between sentences\n","data = [\n"," ''' I really hated that movie''',\n"," ''' it confirms fincher ’s status as a film maker who artfully bends technical know-how to the service of psychological insight'''\n"," ]\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0I really hated that movie[negative]
1it confirms fincher ’s status as a film maker ...[positive]
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"],"text/plain":[" document t5\n","0 I really hated that movie [negative]\n","1 it confirms fincher ’s status as a film maker ... [positive]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"markdown","metadata":{"id":"dpZQ_H8fl4OV"},"source":["\n","# Task8 [STSB - Regressive semantic sentence similarity](https://www.aclweb.org/anthology/S17-2001/)\n","Measures how similar two sentences are on a scale from 0 to 5 with 21 classes representing a regressive label. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf).\n","\n","\n","| Question1 | Question2 | prediction|\n","|------------|------------|----------|\n","|What attributes would have made you highly desirable in ancient Rome? | How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER? | 0 | \n","|What was it like in Ancient rome? | What was Ancient rome like?| 5.0 | \n","|What was live like as a King in Ancient Rome?? | What is it like to live in Rome? | 3.2 | \n","\n","## How to configure T5 task for STSB\n","`.setTask('stsb sentence1:)` and prefix second sentence with `sentence2:`\n","\n","\n","### Example pre-processed input for T5 STSB - Regressive semantic sentence similarity\n","\n","```\n","stsb\n","sentence1: What attributes would have made you highly desirable in ancient Rome? \n","sentence2: How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER?',\n","```"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":142},"id":"yPODqDWYl35B","executionInfo":{"status":"ok","timestamp":1619910346069,"user_tz":-120,"elapsed":285581,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"413634ad-f1c3-4412-9155-2d952bde28e0"},"source":["# Set the task on T5\n","t5['t5'].setTask('stsb ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," \n"," ''' sentence1: What attributes would have made you highly desirable in ancient Rome? \n"," sentence2: How I GET OPPERTINUTY TO JOIN IT COMPANY AS A FRESHER?'\n"," '''\n"," ,\n"," ''' \n"," sentence1: What was it like in Ancient rome?\n"," sentence2: \tWhat was Ancient rome like?\n"," ''',\n"," ''' \n"," sentence1: What was live like as a King in Ancient Rome??\n"," sentence2: \tWhat was Ancient rome like?\n"," '''\n","\n"," ]\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0sentence1: What attributes would have made you...[0.0]
1sentence1: What was it like in Ancient rome? s...[5.0]
2sentence1: What was live like as a King in Anc...[3.2]
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"],"text/plain":[" document t5\n","0 sentence1: What attributes would have made you... [0.0]\n","1 sentence1: What was it like in Ancient rome? s... [5.0]\n","2 sentence1: What was live like as a King in Anc... [3.2]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"2pGz7_qsmQUF"},"source":["\n","# Task 9[ CB - Natural language inference contradiction classification](https://ojs.ub.uni-konstanz.de/sub/index.php/sub/article/view/601)\n","Classify whether a Premise contradicts a Hypothesis. \n","Predicts entailment, neutral and contradiction \n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","| Hypothesis | Premise | Prediction | \n","|--------|-------------|----------|\n","|Valence was helping | Valence the void-brain, Valence the virtuous valet. Why couldn’t the figger choose his own portion of titanic anatomy to shaft? Did he think he was helping'| Contradiction|\n","\n","\n","## How to configure T5 task for CB\n","`.setTask('cb hypothesis:)` and prefix premise with `premise:`\n","\n","### Example pre-processed input for T5 CB - Natural language inference contradiction classification\n","\n","```\n","cb \n","hypothesis: Valence was helping \n","premise: Valence the void-brain, Valence the virtuous valet. Why couldn’t the figger choose his own portion of titanic anatomy to shaft? Did he think he was helping,\n","```\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"XjGzx2v8l2lk","executionInfo":{"status":"ok","timestamp":1619910347200,"user_tz":-120,"elapsed":286706,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4ebb4587-22d1-42cb-ef5f-7075b4f3bbb8"},"source":["# Set the task on T5\n","t5['t5'].setTask('cb ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," '''\n"," hypothesis: Recent report say Johnny makes he alot of money, he earned 10 million USD each year for the last 5 years.\n"," premise: Johnny is a poor man.\n"," ''']\n","\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0hypothesis: Recent report say Johnny makes he ...[contradiction]
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"],"text/plain":[" document t5\n","0 hypothesis: Recent report say Johnny makes he ... [contradiction]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"Q8Zg4o7NnDy7"},"source":["\n","# Task 10 [COPA - Sentence Completion/ Binary choice selection](https://www.aaai.org/ocs/index.php/SSS/SSS11/paper/view/2418/0)\n","The Choice of Plausible Alternatives (COPA) task by Roemmele et al. (2011) evaluates\n","causal reasoning between events, which requires commonsense knowledge about what usually takes\n","place in the world. Each example provides a premise and either asks for the correct cause or effect\n","from two choices, thus testing either ``backward`` or `forward causal reasoning`. COPA data, which\n","consists of 1,000 examples total, can be downloaded at https://people.ict.usc.e\n","\n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","This classifier selects from a choice of `2 options` which one the correct is based on a `premise`.\n","\n","\n","## forward causal reasoning\n","Premise: The man lost his balance on the ladder. \n","question: What happened as a result? \n","Alternative 1: He fell off the ladder. \n","Alternative 2: He climbed up the ladder.\n","## backwards causal reasoning\n","Premise: The man fell unconscious. What was the cause\n","of this? \n","Alternative 1: The assailant struck the man in the head. \n","Alternative 2: The assailant took the man’s wallet.\n","\n","\n","| Question | Premise | Choice 1 | Choice 2 | Prediction | \n","|--------|-------------|----------|---------|-------------|\n","|effect | Politcal Violence broke out in the nation. | many citizens relocated to the capitol. | Many citizens took refuge in other territories | Choice 1 | \n","|correct| The men fell unconscious | The assailant struckl the man in the head | he assailant s took the man's wallet. | choice1 | \n","\n","\n","## How to configure T5 task for COPA\n","`.setTask('copa choice1:)`, prefix choice2 with `choice2:` , prefix premise with `premise:` and prefix the question with `question`\n","\n","### Example pre-processed input for T5 COPA - Sentence Completion/ Binary choice selection\n","\n","```\n","copa \n","choice1: He fell off the ladder \n","choice2: He climbed up the lader \n","premise: The man lost his balance on the ladder \n","question: effect\n","```\n","\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"bTt90f0pmtxi","executionInfo":{"status":"ok","timestamp":1619910349016,"user_tz":-120,"elapsed":288515,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1bc9acc5-6ffa-4013-de17-1ef1707394df"},"source":["# Set the task on T5\n","t5['t5'].setTask('copa ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," '''\n"," choice1: He fell off the ladder \n"," choice2: He climbed up the lader \n"," premise: The man lost his balance on the ladder \n"," question: effect\n","\n"," ''']\n","\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0choice1: He fell off the ladder choice2: He cl...[choice1]
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"],"text/plain":[" document t5\n","0 choice1: He fell off the ladder choice2: He cl... [choice1]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"markdown","metadata":{"id":"MtTZAk02nR16"},"source":["\n","# Task 11 [MultiRc - Question Answering](https://www.aclweb.org/anthology/N18-1023.pdf)\n","Evaluates an `answer` for a `question` as `true` or `false` based on an input `paragraph`\n","The T5 model predicts for a `question` and a `paragraph` of `sentences` wether an `answer` is true or not,\n","based on the semantic contents of the paragraph. \n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","\n","**Exeeds human performance by a large margin**\n","\n","\n","\n","| Question | Answer | Prediction | paragraph|\n","|--------------------------------------------------------------|---------------------------------------------------------------------|------------|----------|\n","| Why was Joey surprised the morning he woke up for breakfast? | There was only pie to eat, rather than traditional breakfast foods | True |Once upon a time, there was a squirrel named Joey. Joey loved to go outside and play with his cousin Jimmy. Joey and Jimmy played silly games together, and were always laughing. One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. Joey woke up early in the morning to eat some food before they left. He couldn’t find anything to eat except for pie! Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. After he ate, he and Jimmy went to the pond. On their way there they saw their friend Jack Rabbit. They dove into the water and swam for several hours. The sun was out, but the breeze was cold. Joey and Jimmy got out of the water and started walking home. Their fur was wet, and the breeze chilled them. When they got home, they dried off, and Jimmy put on his favorite purple shirt. Joey put on a blue shirt with red and green dots. The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed., |\n","| Why was Joey surprised the morning he woke up for breakfast? | There was a T-Rex in his garden | False |Once upon a time, there was a squirrel named Joey. Joey loved to go outside and play with his cousin Jimmy. Joey and Jimmy played silly games together, and were always laughing. One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. Joey woke up early in the morning to eat some food before they left. He couldn’t find anything to eat except for pie! Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. After he ate, he and Jimmy went to the pond. On their way there they saw their friend Jack Rabbit. They dove into the water and swam for several hours. The sun was out, but the breeze was cold. Joey and Jimmy got out of the water and started walking home. Their fur was wet, and the breeze chilled them. When they got home, they dried off, and Jimmy put on his favorite purple shirt. Joey put on a blue shirt with red and green dots. The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed., |\n","\n","## How to configure T5 task for MultiRC\n","`.setTask('multirc questions:)` followed by `answer:` prefix for the answer to evaluate, followed by `paragraph:` and then a series of sentences, where each sentence is prefixed with `Sent n:`prefix second sentence with sentence2:\n","\n","\n","### Example pre-processed input for T5 MultiRc task:\n","```\n","multirc questions: Why was Joey surprised the morning he woke up for breakfast? \n","answer: There was a T-REX in his garden. \n","paragraph: \n","Sent 1: Once upon a time, there was a squirrel named Joey. \n","Sent 2: Joey loved to go outside and play with his cousin Jimmy. \n","Sent 3: Joey and Jimmy played silly games together, and were always laughing. \n","Sent 4: One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. \n","Sent 5: Joey woke up early in the morning to eat some food before they left. \n","Sent 6: He couldn’t find anything to eat except for pie! \n","Sent 7: Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. \n","Sent 8: After he ate, he and Jimmy went to the pond. \n","Sent 9: On their way there they saw their friend Jack Rabbit. \n","Sent 10: They dove into the water and swam for several hours. \n","Sent 11: The sun was out, but the breeze was cold. \n","Sent 12: Joey and Jimmy got out of the water and started walking home. \n","Sent 13: Their fur was wet, and the breeze chilled them. \n","Sent 14: When they got home, they dried off, and Jimmy put on his favorite purple shirt. \n","Sent 15: Joey put on a blue shirt with red and green dots. \n","Sent 16: The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed. \n","```"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"U87YZ46LnNpx","executionInfo":{"status":"ok","timestamp":1619910355096,"user_tz":-120,"elapsed":294588,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6fb3546b-6c87-4714-d0d6-02671af3a7c9"},"source":["# Set the task on T5\n","t5['t5'].setTask('multirc ') \n","\n","# define Data, add additional tags between sentences\n","data = [\n"," '''\n","questions: Why was Joey surprised the morning he woke up for breakfast? \n","answer: There was a T-REX in his garden. \n","paragraph: \n","Sent 1: Once upon a time, there was a squirrel named Joey. \n","Sent 2: Joey loved to go outside and play with his cousin Jimmy. \n","Sent 3: Joey and Jimmy played silly games together, and were always laughing. \n","Sent 4: One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. \n","Sent 5: Joey woke up early in the morning to eat some food before they left. \n","Sent 6: He couldn’t find anything to eat except for pie! \n","Sent 7: Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. \n","Sent 8: After he ate, he and Jimmy went to the pond. \n","Sent 9: On their way there they saw their friend Jack Rabbit. \n","Sent 10: They dove into the water and swam for several hours. \n","Sent 11: The sun was out, but the breeze was cold. \n","Sent 12: Joey and Jimmy got out of the water and started walking home. \n","Sent 13: Their fur was wet, and the breeze chilled them. \n","Sent 14: When they got home, they dried off, and Jimmy put on his favorite purple shirt. \n","Sent 15: Joey put on a blue shirt with red and green dots. \n","Sent 16: The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed. \n","\n"," ''',\n"," \n"," '''\n","questions: Why was Joey surprised the morning he woke up for breakfast? \n","answer: There was only pie for breakfast. \n","paragraph: \n","Sent 1: Once upon a time, there was a squirrel named Joey. \n","Sent 2: Joey loved to go outside and play with his cousin Jimmy. \n","Sent 3: Joey and Jimmy played silly games together, and were always laughing. \n","Sent 4: One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. \n","Sent 5: Joey woke up early in the morning to eat some food before they left. \n","Sent 6: He couldn’t find anything to eat except for pie! \n","Sent 7: Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. \n","Sent 8: After he ate, he and Jimmy went to the pond. \n","Sent 9: On their way there they saw their friend Jack Rabbit. \n","Sent 10: They dove into the water and swam for several hours. \n","Sent 11: The sun was out, but the breeze was cold. \n","Sent 12: Joey and Jimmy got out of the water and started walking home. \n","Sent 13: Their fur was wet, and the breeze chilled them. \n","Sent 14: When they got home, they dried off, and Jimmy put on his favorite purple shirt. \n","Sent 15: Joey put on a blue shirt with red and green dots. \n","Sent 16: The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed. \n","\n"," '''\n"," ]\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0questions: Why was Joey surprised the morning ...[False]
1questions: Why was Joey surprised the morning ...[True]
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"],"text/plain":[" document t5\n","0 questions: Why was Joey surprised the morning ... [False]\n","1 questions: Why was Joey surprised the morning ... [True]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"KevnNo0pnpaA"},"source":["\n","# Task 12 [WiC - Word sense disambiguation](https://arxiv.org/abs/1808.09121)\n","Decide for `two sentence`s with a shared `disambigous word` wether they have the target word has the same `semantic meaning` in both sentences. \n","This is a sub-task of [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","\n","|Predicted | disambigous word| Sentence 1 | Sentence 2 | \n","|----------|-----------------|------------|------------|\n","| False | kill | He totally killed that rock show! | The airplane crash killed his family | \n","| True | window | The expanded window will give us time to catch the thieves.|You have a two-hour window for turning in your homework. | \n","| False | window | He jumped out of the window.|You have a two-hour window for turning in your homework. | \n","\n","\n","## How to configure T5 task for MultiRC\n","`.setTask('wic pos:)` followed by `sentence1:` prefix for the first sentence, followed by `sentence2:` prefix for the second sentence.\n","\n","\n","### Example pre-processed input for T5 WiC task:\n","\n","```\n","wic pos:\n","sentence1: The expanded window will give us time to catch the thieves.\n","sentence2: You have a two-hour window of turning in your homework.\n","word : window\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"1KoYaT8cnboA","executionInfo":{"status":"ok","timestamp":1619910356253,"user_tz":-120,"elapsed":295739,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b35bf8d8-8b54-43d2-c558-94acc9f6a920"},"source":["# Set the task on T5\n","t5['t5'].setTask('wic ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," '''\n","pos:\n","sentence1: The expanded window will give us time to catch the thieves.\n","sentence2: You have a two-hour window of turning in your homework.\n","word : window\n","\n"," ''',]\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0pos: sentence1: The expanded window will give ...[True]
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"],"text/plain":[" document t5\n","0 pos: sentence1: The expanded window will give ... [True]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"markdown","metadata":{"id":"YvcjGf82n39w"},"source":["\n","# Task 13 [WSC and DPR - Coreference resolution/ Pronoun ambiguity resolver ](https://www.aaai.org/ocs/index.php/KR/KR12/paper/view/4492/0)\n","Predict for an `ambiguous pronoun` to which `noun` it is referring to. \n","This is a sub-task of [GLUE](https://arxiv.org/pdf/1804.07461.pdf) and [SuperGLUE](https://w4ngatang.github.io/static/papers/superglue.pdf).\n","\n","|Prediction| Text | \n","|----------|-------|\n","| stable | The stable was very roomy, with four good stalls; a large swinging window opened into the yard , which made *it* pleasant and airy. | \n","\n","\n","\n","## How to configure T5 task for WSC/DPR\n","`.setTask('wsc:)` and surround pronoun with asteriks symbols..\n","\n","\n","### Example pre-processed input for T5 WSC/DPR task:\n","The `ambiguous pronous` should be surrounded with `*` symbols.\n","\n","***Note*** Read [Appendix A.](https://arxiv.org/pdf/1910.10683.pdf#page=64&zoom=100,84,360) for more info\n","```\n","wsc: \n","The stable was very roomy, with four good stalls; a large swinging window opened into the yard , which made *it* pleasant and airy.\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"g4ZLodm1nyGQ","executionInfo":{"status":"ok","timestamp":1619910373890,"user_tz":-120,"elapsed":313369,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a851f937-0dde-4f4b-b457-9c7d0ec9c157"},"source":["# Does not work yet 100% correct\n","# Set the task on T5\n","t5['t5'].setTask('wsc ') \n","\n","\n","\n","# define Data, add additional tags between sentences\n","data = ['''The stable was very roomy, with four good stalls; a large swinging window opened into the yard , which made *it* pleasant and airy.''']\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0The stable was very roomy, with four good stal...[wsc The stable was very roomy, with four good...
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"],"text/plain":[" document t5\n","0 The stable was very roomy, with four good stal... [wsc The stable was very roomy, with four good..."]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"_MyugUXQoJd8"},"source":["\n","# Task 14 [Text summarization](https://arxiv.org/abs/1506.03340)\n","`Summarizes` a paragraph into a shorter version with the same semantic meaning.\n","\n","| Predicted summary| Text | \n","|------------------|-------|\n","| manchester united face newcastle in the premier league on wednesday . louis van gaal's side currently sit two points clear of liverpool in fourth . the belgian duo took to the dance floor on monday night with some friends . | the belgian duo took to the dance floor on monday night with some friends . manchester united face newcastle in the premier league on wednesday . red devils will be looking for just their second league away win in seven . louis van gaal’s side currently sit two points clear of liverpool in fourth . | \n","\n","\n","## How to configure T5 task for summarization\n","`.setTask('summarize:)`\n","\n","\n","### Example pre-processed input for T5 summarization task:\n","This task requires no pre-processing, setting the task to `summarize` is sufficient.\n","```\n","the belgian duo took to the dance floor on monday night with some friends . manchester united face newcastle in the premier league on wednesday . red devils will be looking for just their second league away win in seven . louis van gaal’s side currently sit two points clear of liverpool in fourth .\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":111},"id":"hBM0VycaoAnB","executionInfo":{"status":"ok","timestamp":1619910475499,"user_tz":-120,"elapsed":414972,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ca7e7c14-b529-41e3-8847-dbadbbafaf87"},"source":["# Set the task on T5\n","t5['t5'].setTask('summarize ') \n","\n","\n","\n","# define Data, add additional tags between sentences\n","data = [\n"," '''\n"," The belgian duo took to the dance floor on monday night with some friends . manchester united face newcastle in the premier league on wednesday . red devils will be looking for just their second league away win in seven . louis van gaal’s side currently sit two points clear of liverpool in fourth .\n"," ''',\n"," ''' Calculus, originally called infinitesimal calculus or \"the calculus of infinitesimals\", is the mathematical study of continuous change, in the same way that geometry is the study of shape and algebra is the study of generalizations of arithmetic operations. It has two major branches, differential calculus and integral calculus; the former concerns instantaneous rates of change, and the slopes of curves, while integral calculus concerns accumulation of quantities, and areas under or between curves. These two branches are related to each other by the fundamental theorem of calculus, and they make use of the fundamental notions of convergence of infinite sequences and infinite series to a well-defined limit.[1] Infinitesimal calculus was developed independently in the late 17th century by Isaac Newton and Gottfried Wilhelm Leibniz.[2][3] Today, calculus has widespread uses in science, engineering, and economics.[4] In mathematics education, calculus denotes courses of elementary mathematical analysis, which are mainly devoted to the study of functions and limits. The word calculus (plural calculi) is a Latin word, meaning originally \"small pebble\" (this meaning is kept in medicine – see Calculus (medicine)). Because such pebbles were used for calculation, the meaning of the word has evolved and today usually means a method of computation. It is therefore used for naming specific methods of calculation and related theories, such as propositional calculus, Ricci calculus, calculus of variations, lambda calculus, and process calculus.'''\n"," ]\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0The belgian duo took to the dance floor on mon...[manchester united face newcastle in the premi...
1Calculus, originally called infinitesimal calc...[calculus, originally called infinitesimal cal...
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"],"text/plain":[" document t5\n","0 The belgian duo took to the dance floor on mon... [manchester united face newcastle in the premi...\n","1 Calculus, originally called infinitesimal calc... [calculus, originally called infinitesimal cal..."]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"markdown","metadata":{"id":"ZyxqNOO1obBv"},"source":["\n","# Task 15 [SQuAD - Context based question answering](https://arxiv.org/abs/1606.05250)\n","Predict an `answer` to a `question` based on input `context`.\n","\n","|Predicted Answer | Question | Context | \n","|-----------------|----------|------|\n","|carbon monoxide| What does increased oxygen concentrations in the patient’s lungs displace? | Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin. Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","|pie| What did Joey eat for breakfast?| Once upon a time, there was a squirrel named Joey. Joey loved to go outside and play with his cousin Jimmy. Joey and Jimmy played silly games together, and were always laughing. One day, Joey and Jimmy went swimming together 50 at their Aunt Julie’s pond. Joey woke up early in the morning to eat some food before they left. Usually, Joey would eat cereal, fruit (a pear), or oatmeal for breakfast. After he ate, he and Jimmy went to the pond. On their way there they saw their friend Jack Rabbit. They dove into the water and swam for several hours. The sun was out, but the breeze was cold. Joey and Jimmy got out of the water and started walking home. Their fur was wet, and the breeze chilled them. When they got home, they dried off, and Jimmy put on his favorite purple shirt. Joey put on a blue shirt with red and green dots. The two squirrels ate some food that Joey’s mom, Jasmine, made and went off to bed,'| \n","\n","## How to configure T5 task parameter for Squad Context based question answering\n","`.setTask('question:)` and prefix the context which can be made up of multiple sentences with `context:`\n","\n","## Example pre-processed input for T5 Squad Context based question answering:\n","```\n","question: What does increased oxygen concentrations in the patient’s lungs displace? \n","context: Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin. Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","```\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"OiotszcWoY4r","executionInfo":{"status":"ok","timestamp":1619910478948,"user_tz":-120,"elapsed":418414,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"998c52aa-411b-4e85-83c2-24073abb71dc"},"source":["# Set the task on T5\n","t5['t5'].setTask('question ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = ['''\n","What does increased oxygen concentrations in the patient’s lungs displace? \n","context: Hyperbaric (high-pressure) medicine uses special oxygen chambers to increase the partial pressure of O 2 around the patient and, when needed, the medical staff. Carbon monoxide poisoning, gas gangrene, and decompression sickness (the ’bends’) are sometimes treated using these devices. Increased O 2 concentration in the lungs helps to displace carbon monoxide from the heme group of hemoglobin. Oxygen gas is poisonous to the anaerobic bacteria that cause gas gangrene, so increasing its partial pressure helps kill them. Decompression sickness occurs in divers who decompress too quickly after a dive, resulting in bubbles of inert gas, mostly nitrogen and helium, forming in their blood. Increasing the pressure of O 2 as soon as possible is part of the treatment.\n","''']\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0What does increased oxygen concentrations in t...[carbon monoxide]
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"],"text/plain":[" document t5\n","0 What does increased oxygen concentrations in t... [carbon monoxide]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"code","metadata":{"id":"ZRWahi-cop_w"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"EV4YUQdkoqXw"},"source":["# Task 16 [WMT1 Translate English to German](https://arxiv.org/abs/1706.03762)\n","For translation tasks use the `marian` model\n","## How to configure T5 task parameter for WMT Translate English to German\n","`.setTask('translate English to German:)`\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"2aEz3xiGombi","executionInfo":{"status":"ok","timestamp":1619910500013,"user_tz":-120,"elapsed":439470,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"024efd66-1995-4536-a07e-dd3710be8350"},"source":["# Set the task on T5\n","t5['t5'].setTask('translate English to German: ') \n","\n","\n","# define Data, add additional tags between sentences\n","sentences = ['''I like sausage and Tea for breakfast with potatoes''']\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0What does increased oxygen concentrations in t...[Die heutige Variante des Oxygen-Stahls bietet...
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"],"text/plain":[" document t5\n","0 What does increased oxygen concentrations in t... [Die heutige Variante des Oxygen-Stahls bietet..."]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"kZQe18dQo3CH"},"source":["# Task 17 [WMT2 Translate English to French](https://arxiv.org/abs/1706.03762)\n","For translation tasks use the `marian` model\n","## How to configure T5 task parameter for WMT Translate English to French\n","`.setTask('translate English to French:)`"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"SaSJkuK8o1sL","executionInfo":{"status":"ok","timestamp":1619910508067,"user_tz":-120,"elapsed":447517,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"017658fd-2e9e-4c37-a3d6-1e315f861ac2"},"source":["# Set the task on T5\n","t5['t5'].setTask('translate English to French: ') \n","\n","\n","# define Data, add additional tags between sentences\n","data = ['''I like sausage and Tea for breakfast with potatoes''']\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0I like sausage and Tea for breakfast with pota...[J'aime les saucisses et le thé au petit déjeu...
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"],"text/plain":[" document t5\n","0 I like sausage and Tea for breakfast with pota... [J'aime les saucisses et le thé au petit déjeu..."]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"_nozgTDFo7cK"},"source":["# 18 [WMT3 - Translate English to Romanian](https://arxiv.org/abs/1706.03762)\n","For translation tasks use the `marian` model\n","## How to configure T5 task parameter for English to Romanian\n","`.setTask('translate English to Romanian:)`"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"_879n2Ljo5tc","executionInfo":{"status":"ok","timestamp":1619910513755,"user_tz":-120,"elapsed":453199,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"47f8eb2e-db20-4abe-9d05-cfb347733fa9"},"source":["# Set the task on T5\n","t5['t5'].setTask('translate English to Romanian: ') \n","\n","# define Data, add additional tags between sentences\n","data = [ '''I like sausage and Tea for breakfast with potatoes''']\n","\n","\n","#Predict on text data with T5\n","t5.predict(data)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentt5
0I like sausage and Tea for breakfast with pota...[Mi-ar plăcea cârnaţi şi ceai la micul dejun c...
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"],"text/plain":[" document t5\n","0 I like sausage and Tea for breakfast with pota... [Mi-ar plăcea cârnaţi şi ceai la micul dejun c..."]},"metadata":{"tags":[]},"execution_count":21}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/sequence2sequence/translation_demo.ipynb b/examples/colab/component_examples/sequence2sequence/translation_demo.ipynb deleted file mode 100644 index faa1e054..00000000 --- a/examples/colab/component_examples/sequence2sequence/translation_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"translation_demo.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"5hueV5WBrCzf"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/sequence2sequence/translation_demo.ipynb)\n","\n"," \n"," # Translate between more than 200 Languages in 1 line of code with the [Marian Models](https://marian-nmt.github.io/publications/)\n","\n"," Marian is an efficient, free Neural Machine Translation framework mainly being developed by the Microsoft Translator team (646+ pretrained models & pipelines in 192+ languages)\n","You need to specify the language your data is in as `start_language` and the language you want to translate to as `target_language`. \n"," The language references must be [ISO language codes](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes)\n","\n","`nlu.load('.translate.')` \n","\n","**Translate Turkish to English:** \n","`nlu.load('tr.translate_to.fr')`\n","\n","**Translate English to French:** \n","`nlu.load('en.translate_to.fr')`\n","\n","\n","**Translate French to Hebrew:** \n","`nlu.load('en.translate_to.fr')`\n"]},{"cell_type":"code","metadata":{"id":"abuB9K1_QVuL","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619910182124,"user_tz":-120,"elapsed":123409,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"84536a68-cdee-4f1b-c665-cb4457881362"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:00:59-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.109.133, 185.199.111.133, 185.199.108.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.109.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-01 23:00:59 (1.53 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 72kB/s \n","\u001b[K |████████████████████████████████| 153kB 50.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 58.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5ugeWRVe0Pcc","executionInfo":{"status":"ok","timestamp":1619910188001,"user_tz":-120,"elapsed":129272,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ecf8e69f-d606-409c-d8f1-0fab3a6844d1"},"source":["# Download bitcoin newsarticles\n","import pandas as pd\n","!wget http://ckl-it.de/wp-content/uploads/2020/12/small_btc.csv \n","df = pd.read_csv('/content/small_btc.csv')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:03:01-- http://ckl-it.de/wp-content/uploads/2020/12/small_btc.csv\n","Resolving ckl-it.de (ckl-it.de)... 217.160.0.108, 2001:8d8:100f:f000::209\n","Connecting to ckl-it.de (ckl-it.de)|217.160.0.108|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 22244914 (21M) [text/csv]\n","Saving to: ‘small_btc.csv’\n","\n","small_btc.csv 100%[===================>] 21.21M 4.86MB/s in 5.1s \n","\n","2021-05-01 23:03:06 (4.14 MB/s) - ‘small_btc.csv’ saved [22244914/22244914]\n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"xMnjlxA1V16o"},"source":["# Translate English movie Titles to German"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":410},"id":"ht0z7aiSVcIN","executionInfo":{"status":"ok","timestamp":1619910301411,"user_tz":-120,"elapsed":242675,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dd69d995-0d29-4070-d48d-56e14f33f734"},"source":["\n","translate_pipe = nlu.load('en.translate_to.de')\n","de_df = translate_pipe.predict(df.title.iloc[:10])\n","de_df\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["translate_en_de download started this may take some time.\n","Approx size to download 370.2 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetranslated
0Bitcoin Price Update: Will China Lead us Down?[Bitcoin Price Update: Will China Lead us Down?][Bitcoin Price Update: Wird China uns nach unt...
1Key Bitcoin Price Levels for Week 51 (15 – 22 ...[Key Bitcoin Price Levels for Week 51 (15 – 22...[Preisniveaus für Bitcoin für Woche 51 (15.-22...
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9Why Bitcoin is falling, and will rise again[Why Bitcoin is falling, and will rise again][Warum Bitcoin fällt und wieder aufsteigt]
\n","
"],"text/plain":[" document ... translated\n","0 Bitcoin Price Update: Will China Lead us Down? ... [Bitcoin Price Update: Wird China uns nach unt...\n","1 Key Bitcoin Price Levels for Week 51 (15 – 22 ... ... [Preisniveaus für Bitcoin für Woche 51 (15.-22...\n","2 National Australia Bank, Citing Highly Flawed ... ... [Die National Australia Bank, die hochflawed D...\n","3 Chinese Bitcoin Ban Driven by Chinese Banking... ... [Chinesische Bitcoin Ban durch chinesische Ban...\n","4 Bitcoin Trade Update: Opened Position ... [Bitcoin Trade Update: Geöffnete Position]\n","5 Key Bitcoin Price Levels for Week 52 (22 – 28 ... ... [Key Bitcoin Price Levels für Woche 52 (22. - ...\n","6 Bitcoin Survival ... [Bitcoin Überleben]\n","7 Massive Bitcoin Sell Going On ... [Massive Bitcoin verkaufen weiter]\n","8 Why Bitcoin will rise on Monday 23rd by more t... ... [Warum Bitcoin am Montag um mehr als 10% steig...\n","9 Why Bitcoin is falling, and will rise again ... [Warum Bitcoin fällt und wieder aufsteigt]\n","\n","[10 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"LbxlhONgD7ph"},"source":["# Translate English to French"]},{"cell_type":"code","metadata":{"id":"ycAKvrDZIckC"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"2gKhAsr0IcyN"},"source":[""],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"vvQ3UzDIhRz3","colab":{"base_uri":"https://localhost:8080/","height":410},"executionInfo":{"status":"ok","timestamp":1619910380504,"user_tz":-120,"elapsed":321758,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"521d2fad-f652-4682-a86c-0423708a7129"},"source":["translate_pipe = nlu.load('en.translate_to.fr')\n","tr_df = translate_pipe.predict(df.title.iloc[:10])\n","tr_df\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["translate_en_fr download started this may take some time.\n","Approx size to download 376 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetranslated
0Bitcoin Price Update: Will China Lead us Down?[Bitcoin Price Update: Will China Lead us Down?][Bitcoin Mise à jour de prix: La Chine nous mè...
1Key Bitcoin Price Levels for Week 51 (15 – 22 ...[Key Bitcoin Price Levels for Week 51 (15 – 22...[Niveaux clés des prix Bitcoin pour la semaine...
2National Australia Bank, Citing Highly Flawed ...[National Australia Bank, Citing Highly Flawed...[Banque nationale d'Australie, Citant des donn...
3Chinese Bitcoin Ban Driven by Chinese Banking...[Chinese Bitcoin Ban Driven by Chinese Bankin...[L'interdiction de Bitcoin chinois sous l'infl...
4Bitcoin Trade Update: Opened Position[Bitcoin Trade Update: Opened Position][Bitcoin Trade Update: position ouverte]
5Key Bitcoin Price Levels for Week 52 (22 – 28 ...[Key Bitcoin Price Levels for Week 52 (22 – 28...[Niveaux clés des prix Bitcoin pour la semaine...
6Bitcoin Survival[Bitcoin Survival][Survie Bitcoin]
7Massive Bitcoin Sell Going On[Massive Bitcoin Sell Going On][Vente de Bitcoin massif allant sur]
8Why Bitcoin will rise on Monday 23rd by more t...[Why Bitcoin will rise on Monday 23rd by more ...[Pourquoi Bitcoin montera le lundi 23ème de pl...
9Why Bitcoin is falling, and will rise again[Why Bitcoin is falling, and will rise again][Pourquoi Bitcoin est en baisse, et va se leve...
\n","
"],"text/plain":[" document ... translated\n","0 Bitcoin Price Update: Will China Lead us Down? ... [Bitcoin Mise à jour de prix: La Chine nous mè...\n","1 Key Bitcoin Price Levels for Week 51 (15 – 22 ... ... [Niveaux clés des prix Bitcoin pour la semaine...\n","2 National Australia Bank, Citing Highly Flawed ... ... [Banque nationale d'Australie, Citant des donn...\n","3 Chinese Bitcoin Ban Driven by Chinese Banking... ... [L'interdiction de Bitcoin chinois sous l'infl...\n","4 Bitcoin Trade Update: Opened Position ... [Bitcoin Trade Update: position ouverte]\n","5 Key Bitcoin Price Levels for Week 52 (22 – 28 ... ... [Niveaux clés des prix Bitcoin pour la semaine...\n","6 Bitcoin Survival ... [Survie Bitcoin]\n","7 Massive Bitcoin Sell Going On ... [Vente de Bitcoin massif allant sur]\n","8 Why Bitcoin will rise on Monday 23rd by more t... ... [Pourquoi Bitcoin montera le lundi 23ème de pl...\n","9 Why Bitcoin is falling, and will rise again ... [Pourquoi Bitcoin est en baisse, et va se leve...\n","\n","[10 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"it3tWEkmD-1f"},"source":["# Translate English to Hebrew"]},{"cell_type":"code","metadata":{"id":"j20Ci-ScdkZe","colab":{"base_uri":"https://localhost:8080/","height":410},"executionInfo":{"status":"ok","timestamp":1619910465020,"user_tz":-120,"elapsed":406269,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c86d2cf6-e407-4c76-a4ba-7af1335bcb1a"},"source":["translate_pipe = nlu.load('en.translate_to.he')\n","tr_df = translate_pipe.predict(df.title.iloc[:10])\n","tr_df\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["translate_en_he download started this may take some time.\n","Approx size to download 399.3 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetranslated
0Bitcoin Price Update: Will China Lead us Down?[Bitcoin Price Update: Will China Lead us Down?][עדכון מחיר הביטקוין: האם סין תוביל אותנו למטה?]
1Key Bitcoin Price Levels for Week 51 (15 – 22 ...[Key Bitcoin Price Levels for Week 51 (15 – 22...[רמת מחירי Bitcoin מפתח לשבוע 51 (15 - 22 Dec)]
2National Australia Bank, Citing Highly Flawed ...[National Australia Bank, Citing Highly Flawed...[בנק אוסטרליה הלאומי, ציוץ מידע שגוי ביותר, קו...
3Chinese Bitcoin Ban Driven by Chinese Banking...[Chinese Bitcoin Ban Driven by Chinese Bankin...[סיני Bitcoin באן מונע על ידי משבר הבנקאות הסי...
4Bitcoin Trade Update: Opened Position[Bitcoin Trade Update: Opened Position][עדכון ביטקוין: מיקום פתוח]
5Key Bitcoin Price Levels for Week 52 (22 – 28 ...[Key Bitcoin Price Levels for Week 52 (22 – 28...[רמת מחירי Bitcoin מפתח לשבוע 52 (22 - 28 Dec)...
6Bitcoin Survival[Bitcoin Survival][הישרדות הביטקוין]
7Massive Bitcoin Sell Going On[Massive Bitcoin Sell Going On][מכירת Bitcoin מסיבית ממשיכה]
8Why Bitcoin will rise on Monday 23rd by more t...[Why Bitcoin will rise on Monday 23rd by more ...[למה Bitcoin יעלה ביום שני 23 על ידי יותר מ -10%]
9Why Bitcoin is falling, and will rise again[Why Bitcoin is falling, and will rise again][למה ביטקוין נופל, ויתרומם שוב]
\n","
"],"text/plain":[" document ... translated\n","0 Bitcoin Price Update: Will China Lead us Down? ... [עדכון מחיר הביטקוין: האם סין תוביל אותנו למטה?]\n","1 Key Bitcoin Price Levels for Week 51 (15 – 22 ... ... [רמת מחירי Bitcoin מפתח לשבוע 51 (15 - 22 Dec)]\n","2 National Australia Bank, Citing Highly Flawed ... ... [בנק אוסטרליה הלאומי, ציוץ מידע שגוי ביותר, קו...\n","3 Chinese Bitcoin Ban Driven by Chinese Banking... ... [סיני Bitcoin באן מונע על ידי משבר הבנקאות הסי...\n","4 Bitcoin Trade Update: Opened Position ... [עדכון ביטקוין: מיקום פתוח]\n","5 Key Bitcoin Price Levels for Week 52 (22 – 28 ... ... [רמת מחירי Bitcoin מפתח לשבוע 52 (22 - 28 Dec)...\n","6 Bitcoin Survival ... [הישרדות הביטקוין]\n","7 Massive Bitcoin Sell Going On ... [מכירת Bitcoin מסיבית ממשיכה]\n","8 Why Bitcoin will rise on Monday 23rd by more t... ... [למה Bitcoin יעלה ביום שני 23 על ידי יותר מ -10%]\n","9 Why Bitcoin is falling, and will rise again ... [למה ביטקוין נופל, ויתרומם שוב]\n","\n","[10 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":5}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_lemmatization.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_lemmatization.ipynb deleted file mode 100644 index 2d4d08a6..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_lemmatization.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_lemmatization.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_lemmatization.ipynb)\n","\n","# Lemmatization with NLU \n","\n","Lemmatizing returns the base form, the so called lemma of every token in the input data. \n","\n","I. e. 'He was hungry' becomes 'He be hungry'\n","\n","The Lemmatizer works by operating on a dictionary and taking context into account. This lets the Lemmatizer dervie a different base word for for a word in two different contexts which depends on the Part of Speech tags. \n","\n","\n","\n","This is the main difference to Stemming, which solves the same problem by applying a heuristic process that removes the end of words.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911225298,"user_tz":-120,"elapsed":118160,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e9551ad1-55b5-4109-d104-26b34a6b5b29"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:18:27-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.111.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:18:27 (35.6 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 50.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 52.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and lemmatize sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1619911271065,"user_tz":-120,"elapsed":163915,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0140c90f-22dd-4a77-a4f2-3093fd8d1bf4"},"source":["import nlu\n","pipe = nlu.load('en.lemma')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["lemma_antbnc download started this may take some time.\n","Approximate size to download 907.6 KB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenlem
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][He, be, suprise, by, the, diversity, of, NLU]
\n","
"],"text/plain":[" document ... lem\n","0 He was suprised by the diversity of NLU ... [He, be, suprise, by, the, diversity, of, NLU]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"IRSEzc-RCceu"},"source":["# 3. Get one row per lemmatized token by setting outputlevel to token. \n","This lets us compare what the original token was and what it was lemmatized to to. "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":297},"executionInfo":{"status":"ok","timestamp":1619911272266,"user_tz":-120,"elapsed":165110,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f46c6c13-a499-4218-f640-92eda81d96e6"},"source":["pipe.predict('He was suprised by the diversity of NLU', output_level='token')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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"],"text/plain":[" token lem\n","0 He He\n","0 was be\n","0 suprised suprise\n","0 by by\n","0 the the\n","0 diversity diversity\n","0 of of\n","0 NLU NLU"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"av7EiK4adb24"},"source":["# 4. Checkout the Lemma models NLU has to offer for other languages than English!"]},{"cell_type":"code","metadata":{"id":"hZ8xLHY7dgJ8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911272266,"user_tz":-120,"elapsed":165105,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1e14aa84-ffd3-49e5-f7c6-9f8bf877efbc"},"source":["nlu.print_all_model_kinds_for_action('lemma')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('nl.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('en.lemma') returns Spark NLP model lemma_antbnc\n","nlu.load('en.lemma.antbnc') returns Spark NLP model lemma_antbnc\n","For language NLU provides the following Models : \n","nlu.load('fr.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('de.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('it.lemma') returns Spark NLP model lemma_dxc\n","nlu.load('it.lemma.dxc') returns Spark NLP model lemma_dxc\n","For language NLU provides the following Models : \n","nlu.load('nb.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('pl.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('pt.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ru.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('es.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ar.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('hy.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('eu.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('bn.lemma') returns Spark NLP model lemma\n","For language
NLU provides the following Models : \n","nlu.load('br.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('bg.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ca.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('cs.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('fi.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('gl.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('el.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('he.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('hi.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('hu.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('id.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ga.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('da.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ja.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('la.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('lv.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('mr.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('fa.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ro.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('sk.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('sl.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('sv.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('tr.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('uk.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('yo.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('zh.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('et.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ur.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('ko.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('bh.lemma') returns Spark NLP model lemma\n","For language NLU provides the following Models : \n","nlu.load('am.lemma') returns Spark NLP model lemma\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"TsRxB950elTp"},"source":["## 4.1 Let's try German lematization!"]},{"cell_type":"code","metadata":{"id":"5d_J7-20dvCw","colab":{"base_uri":"https://localhost:8080/","height":430},"executionInfo":{"status":"ok","timestamp":1619911284313,"user_tz":-120,"elapsed":177146,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fd96ff1d-fdbc-4982-d82e-349fb2b46b66"},"source":["nlu.load('de.lemma').predict(\"Er war von der Vielfältigkeit des NLU Packets begeistert\",output_level='token')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["lemma download started this may take some time.\n","Approximate size to download 4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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"],"text/plain":[" token lem\n","0 Er Er\n","0 war sein\n","0 von von\n","0 der der\n","0 Vielfältigkeit Vielfältigkeit\n","0 des der\n","0 NLU NLU\n","0 Packets Packets\n","0 begeistert begeistern"]},"metadata":{"tags":[]},"execution_count":5}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_normalizer_example.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_normalizer_example.ipynb deleted file mode 100644 index 33d0148f..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_normalizer_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_normalizer_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_normalizer_example.ipynb)\n","\n","# Normalziing with NLU \n","\n","The Normalizer cleans text data from dirty characters, lowercases it by default and removes punctuation. \n","\n","### Removes all dirty characters and from text following a regex pattern. \n","- Dirty characters are things like !@#$%^&*()?>< etc..\n","- Useful for reducing dimension/variance of your data since fewer symbols will occur\n","- Useful for cleaning tweets \n","- Matches slangs\n","- Language independent \n","- You can use a regex pattern to specify which tokens will *not* be removed. \n","\n","I.e the pattern [a-z] matches all characters from a,b,c... to x,y,z. It will throw\n","```\n","pipe['normalizer'].setCleanupPatterns('[a-z]') \n","```\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911221247,"user_tz":-120,"elapsed":111849,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e5d5ec1b-dbf7-4196-a549-f2a34b1e49a6"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:18:29-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.002s \n","\n","2021-05-01 23:18:29 (1000 KB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 69kB/s \n","\u001b[K |████████████████████████████████| 153kB 42.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 24.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 54.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and normalize sample string"]},{"cell_type":"code","metadata":{"id":"pmpZSNvGlyZQ","colab":{"base_uri":"https://localhost:8080/","height":534},"executionInfo":{"status":"ok","timestamp":1619911262521,"user_tz":-120,"elapsed":153103,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9cb74b42-51cd-4fa2-dc89-681dc14987c6"},"source":["import nlu \n","\n","\n","nlu.load('norm').predict('@CKL_IT says: that #normalizers are pretty useful to clean #structured_strings in #NLU like tweets')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokennorm
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...CKLIT
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...says
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...that
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...normalizers
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...are
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...pretty
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...useful
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...to
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...clean
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...structuredstrings
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...in
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...NLU
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...like
0@CKL_IT says: that #normalizers are pretty use...[@CKL_IT says: that #normalizers are pretty us...[@CKL_IT, says, :, that, #normalizers, are, pr...tweets
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"],"text/plain":[" document ... norm\n","0 @CKL_IT says: that #normalizers are pretty use... ... CKLIT\n","0 @CKL_IT says: that #normalizers are pretty use... ... says\n","0 @CKL_IT says: that #normalizers are pretty use... ... that\n","0 @CKL_IT says: that #normalizers are pretty use... ... normalizers\n","0 @CKL_IT says: that #normalizers are pretty use... ... are\n","0 @CKL_IT says: that #normalizers are pretty use... ... pretty\n","0 @CKL_IT says: that #normalizers are pretty use... ... useful\n","0 @CKL_IT says: that #normalizers are pretty use... ... to\n","0 @CKL_IT says: that #normalizers are pretty use... ... clean\n","0 @CKL_IT says: that #normalizers are pretty use... ... structuredstrings\n","0 @CKL_IT says: that #normalizers are pretty use... ... in\n","0 @CKL_IT says: that #normalizers are pretty use... ... NLU\n","0 @CKL_IT says: that #normalizers are pretty use... ... like\n","0 @CKL_IT says: that #normalizers are pretty use... ... tweets\n","\n","[14 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"fvWCtpHCwOYz"},"source":["## 2. Configure the normalizer with custom parameters\n","Use the pipe.print_info() to see all configurable parameters and infos about them for every NLU component in the pipeline pipeline. \n","Even tough only 'norm' is loaded, many NLU component dependencies are automatically loaded into the pipeline and also configurable. \n","\n","\n","By default the normalizer will set all tokens to lower case. \n","Lets change that"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":193},"executionInfo":{"status":"ok","timestamp":1619911266966,"user_tz":-120,"elapsed":157539,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"58ffe095-0db8-4638-d75d-64fc2afb1990"},"source":["pipe = nlu.load('norm')\n","pipe.predict('LOWERCASE BY DEFAULT')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokennorm
0LOWERCASE BY DEFAULT[LOWERCASE BY DEFAULT][LOWERCASE, BY, DEFAULT]LOWERCASE
0LOWERCASE BY DEFAULT[LOWERCASE BY DEFAULT][LOWERCASE, BY, DEFAULT]BY
0LOWERCASE BY DEFAULT[LOWERCASE BY DEFAULT][LOWERCASE, BY, DEFAULT]DEFAULT
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"],"text/plain":[" document ... norm\n","0 LOWERCASE BY DEFAULT ... LOWERCASE\n","0 LOWERCASE BY DEFAULT ... BY\n","0 LOWERCASE BY DEFAULT ... DEFAULT\n","\n","[3 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"v4qbFCJ1Ao6I"},"source":["### 2.1 Print all parameters for all NLU components in the pipeline \n"]},{"cell_type":"code","metadata":{"id":"TN59JZIBtKC8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911266970,"user_tz":-120,"elapsed":157538,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a05d6176-2d09-46fc-9394-c486b47e2420"},"source":["pipe.print_info()\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['normalizer'] has settable params:\n","pipe['normalizer'].setCleanupPatterns(['[^\\\\pL+]']) | Info: normalization regex patterns which match will be removed from token | Currently set to : ['[^\\\\pL+]']\n","pipe['normalizer'].setLowercase(False) | Info: whether to convert strings to lowercase | Currently set to : False\n","pipe['normalizer'].setSlangMatchCase(False) | Info: whether or not to be case sensitive to match slangs. Defaults to false. | Currently set to : False\n","pipe['normalizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@34b63906) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@34b63906\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"C9z5pzjmAkFV"},"source":["### 2.2 Configure the Normalizer not to lowercase text "]},{"cell_type":"code","metadata":{"id":"L8QsX18utG_Q","colab":{"base_uri":"https://localhost:8080/","height":142},"executionInfo":{"status":"ok","timestamp":1619911267790,"user_tz":-120,"elapsed":158352,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5e36e37f-4372-423c-b327-646c868bd178"},"source":["pipe['normalizer'].setLowercase(True) \n","pipe.predict('LOWERCASE BY DEFAULT')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokennorm
0LOWERCASE BY DEFAULT[LOWERCASE BY DEFAULT][LOWERCASE, BY, DEFAULT]LOWERCASE
0LOWERCASE BY DEFAULT[LOWERCASE BY DEFAULT][LOWERCASE, BY, DEFAULT]BY
0LOWERCASE BY DEFAULT[LOWERCASE BY DEFAULT][LOWERCASE, BY, DEFAULT]DEFAULT
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"],"text/plain":[" document ... norm\n","0 LOWERCASE BY DEFAULT ... LOWERCASE\n","0 LOWERCASE BY DEFAULT ... BY\n","0 LOWERCASE BY DEFAULT ... DEFAULT\n","\n","[3 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"VlQHcW_VAfn9"},"source":["### 2.3Configure normalizer to remove strings based on regex pattern.\n","Lets remove all occurences of the lowercase letters x to z with the pattern [x-z]. "]},{"cell_type":"code","metadata":{"id":"JVXrpP7IvCR1","colab":{"base_uri":"https://localhost:8080/","height":328},"executionInfo":{"status":"ok","timestamp":1619911268326,"user_tz":-120,"elapsed":158883,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"58532d9b-afa8-4e97-dec9-f319f3f71ed5"},"source":["# Configure the Normalizer \n","pipe['normalizer'].setCleanupPatterns(['[x-z]']) \n","pipe.predict('From the x to the y to the z')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokennorm
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]From
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]the
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]x
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]to
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]the
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]y
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]to
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]the
0From the x to the y to the z[From the x to the y to the z][From, the, x, to, the, y, to, the, z]z
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"],"text/plain":[" document ... norm\n","0 From the x to the y to the z ... From\n","0 From the x to the y to the z ... the\n","0 From the x to the y to the z ... x\n","0 From the x to the y to the z ... to\n","0 From the x to the y to the z ... the\n","0 From the x to the y to the z ... y\n","0 From the x to the y to the z ... to\n","0 From the x to the y to the z ... the\n","0 From the x to the y to the z ... z\n","\n","[9 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"f8h4s-dmB1D7"},"source":["#### NOTE: The regex pattern is applied **BEFORE** lowercasing. \n","This is why the X,Y,Z tokens are kept i nthe following example\n"]},{"cell_type":"code","metadata":{"id":"C7mfz7tLzUkc","colab":{"base_uri":"https://localhost:8080/","height":328},"executionInfo":{"status":"ok","timestamp":1619911269119,"user_tz":-120,"elapsed":159671,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c2051e02-bd2d-455b-e37a-1ab39689039b"},"source":["# Configure the Normalizer \n","pipe['normalizer'].setCleanupPatterns(['[x-z]']) \n","pipe.predict('From the X to the Y to the Z')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokennorm
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0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]the
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]X
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]to
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]the
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]Y
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]to
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]the
0From the X to the Y to the Z[From the X to the Y to the Z][From, the, X, to, the, Y, to, the, Z]Z
\n","
"],"text/plain":[" document ... norm\n","0 From the X to the Y to the Z ... From\n","0 From the X to the Y to the Z ... the\n","0 From the X to the Y to the Z ... X\n","0 From the X to the Y to the Z ... to\n","0 From the X to the Y to the Z ... the\n","0 From the X to the Y to the Z ... Y\n","0 From the X to the Y to the Z ... to\n","0 From the X to the Y to the Z ... the\n","0 From the X to the Y to the Z ... Z\n","\n","[9 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"IRSEzc-RCceu"},"source":["# 3. Get one row per normalized token by setting outputlevel to token. \n","This lets us compare what the original token was and what it was normalized to. "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":328},"executionInfo":{"status":"ok","timestamp":1619911269763,"user_tz":-120,"elapsed":160310,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fc0f4dcf-e52a-4e54-b645-da62711d98bb"},"source":["pipe.predict('From the X to the Y to the Z', output_level='token')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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tokennorm
0From[From, the, X, to, the, Y, to, the, Z]
0the[From, the, X, to, the, Y, to, the, Z]
0X[From, the, X, to, the, Y, to, the, Z]
0to[From, the, X, to, the, Y, to, the, Z]
0the[From, the, X, to, the, Y, to, the, Z]
0Y[From, the, X, to, the, Y, to, the, Z]
0to[From, the, X, to, the, Y, to, the, Z]
0the[From, the, X, to, the, Y, to, the, Z]
0Z[From, the, X, to, the, Y, to, the, Z]
\n","
"],"text/plain":[" token norm\n","0 From [From, the, X, to, the, Y, to, the, Z]\n","0 the [From, the, X, to, the, Y, to, the, Z]\n","0 X [From, the, X, to, the, Y, to, the, Z]\n","0 to [From, the, X, to, the, Y, to, the, Z]\n","0 the [From, the, X, to, the, Y, to, the, Z]\n","0 Y [From, the, X, to, the, Y, to, the, Z]\n","0 to [From, the, X, to, the, Y, to, the, Z]\n","0 the [From, the, X, to, the, Y, to, the, Z]\n","0 Z [From, the, X, to, the, Y, to, the, Z]"]},"metadata":{"tags":[]},"execution_count":8}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_sentence_detection_example.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_sentence_detection_example.ipynb deleted file mode 100644 index b48c5f3f..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_sentence_detection_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_sentence_detection_example.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"ranKMTS37jDN"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_sentence_detection_example.ipynb)\n","\n","# Detect sentences with NLU \n","\n","SentenceDetectorDL\n","SentenceDetectorDL (SDDL) is based on a general-purpose neural network model for sentence boundary detection. The task of sentence boundary detection is to identify sentences within a text. Many natural language processing tasks take a sentence as an input unit, such as part-of-speech tagging, dependency parsing, named entity recognition or machine translation.\n","\n","In this model, we treated the sentence boundary detection task as a classification problem using a DL CNN architecture. We also modified the original implemenation a little bit to cover broken sentences and some impossible end of line chars.\n","\n","We are releasing two pretrained SDDL models: english and multilanguage that are trained on SETimes corpus (Tyers and Alperen, 2010) and Europarl. Wong et al. (2014) datasets.\n","\n","Here are the test metrics on various languages for multilang model\n","![alt text](data:image/png;base64,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\"Metrics\")\n","\n","\n","bg Bulgarian\n","\n","bs Bosnian\n","\n","de German\n","\n","el Greek\n","\n","en English\n","\n","hr Croatian\n","\n","mk Macedonian\n","\n","ro Romanian\n","\n","sq Albanian\n","\n","sr Serbian\n","\n","tr Turkish\n","\n","\n","## 1. Install NLU and Java 8"]},{"cell_type":"code","metadata":{"id":"c0qqCrWszHqD","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911229447,"user_tz":-120,"elapsed":118779,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"feded787-fc56-4c88-f04b-bd601f9198eb"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n","\n","import nlu\n","import pandas as pd \n","pd.set_option('display.max_colwidth', -1)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:18:31-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:18:31 (49.4 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 36.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 19.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 48.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"U901gdUaAdz0"},"source":["# 2. Load the SDLL model and predict the sentences"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":103},"id":"sFN76Dp_vG2k","executionInfo":{"status":"ok","timestamp":1619911229454,"user_tz":-120,"elapsed":118769,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b7e06fed-4b3d-45e8-b259-36abe07d40e6"},"source":["text_data = '''\n","Denial is the most predictable of all human responses. But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it.\n","I am the Architect. I created the Matrix. I've been waiting for you. You have many questions, and although the process has altered your consciousness, you remain irrevocably human. Ergo, some of my answers you will understand, and some of them you will not. Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant.\n","Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix. You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision. While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control. Which has led you, inexorably, here.\n","Humph. Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness.\n","The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion. Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.\n","There are two doors. The door to your right leads to the Source and the salvation of Zion. The door to your left leads back to the Matrix, to her... and to the end of your species. As you adequately put, the problem is choice. But we already know what you are going to do, don't we? Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason. An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it.\n","As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level. While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself. Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster.\n","The first matrix I designed was quite naturally perfect. It was a work of art. Flawless. Sublime. A triumph only equaled by its monumental failure.\n","If I am the father of the Matrix, she would undoubtedly be its mother.\n","'''\n","text_data"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["\"\\nDenial is the most predictable of all human responses. But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it.\\nI am the Architect. I created the Matrix. I've been waiting for you. You have many questions, and although the process has altered your consciousness, you remain irrevocably human. Ergo, some of my answers you will understand, and some of them you will not. Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant.\\nYour life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix. You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision. While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control. Which has led you, inexorably, here.\\nHumph. Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness.\\nThe function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion. Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.\\nThere are two doors. The door to your right leads to the Source and the salvation of Zion. The door to your left leads back to the Matrix, to her... and to the end of your species. As you adequately put, the problem is choice. But we already know what you are going to do, don't we? Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason. An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it.\\nAs I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level. While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself. Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster.\\nThe first matrix I designed was quite naturally perfect. It was a work of art. Flawless. Sublime. A triumph only equaled by its monumental failure.\\nIf I am the father of the Matrix, she would undoubtedly be its mother.\\n\""]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"j7CAYGm97gHm","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1619911268499,"user_tz":-120,"elapsed":157808,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b2b10c26-f4fc-4902-8407-670fc2c8e38a"},"source":["\n","# sentence_detector is an alias for sentence_detector.deep . Both NLU references give you the SDLL model\n","sdll_pipe = nlu.load('sentence_detector.deep') \n","\n","# sentence_pipe = nlu.load('sentence_detector')\n","\n","\n","sdll_sentence_df = sdll_pipe.predict(text_data, output_level ='sentence') \n","sdll_sentence_df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentence
0Denial is the most predictable of all human responses.
0But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it.
0I am the Architect.
0I created the Matrix.
0I've been waiting for you.
0You have many questions, and although the process has altered your consciousness, you remain irrevocably human.
0Ergo, some of my answers you will understand, and some of them you will not.
0Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant.
0Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix.
0You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision.
0While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control.
0Which has led you, inexorably, here.
0Humph.
0Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness.
0The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion.
0Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.
0There are two doors.
0The door to your right leads to the Source and the salvation of Zion.
0The door to your left leads back to the Matrix, to her.
0.. and to the end of your species.
0As you adequately put, the problem is choice.
0But we already know what you are going to do, don't we?
0Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason.
0An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it.
0As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level.
0While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself.
0Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster.
0The first matrix I designed was quite naturally perfect.
0It was a work of art.
0Flawless.
0Sublime.
0A triumph only equaled by its monumental failure.
0If I am the father of the Matrix, she would undoubtedly be its mother.
\n","
"],"text/plain":[" sentence\n","0 Denial is the most predictable of all human responses. \n","0 But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it. \n","0 I am the Architect. \n","0 I created the Matrix. \n","0 I've been waiting for you. \n","0 You have many questions, and although the process has altered your consciousness, you remain irrevocably human. \n","0 Ergo, some of my answers you will understand, and some of them you will not. \n","0 Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant. \n","0 Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix. \n","0 You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision. \n","0 While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control. \n","0 Which has led you, inexorably, here. \n","0 Humph. \n","0 Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness. \n","0 The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion.\n","0 Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race. \n","0 There are two doors. \n","0 The door to your right leads to the Source and the salvation of Zion. \n","0 The door to your left leads back to the Matrix, to her. \n","0 .. and to the end of your species. \n","0 As you adequately put, the problem is choice. \n","0 But we already know what you are going to do, don't we? \n","0 Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason. \n","0 An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it. \n","0 As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level. \n","0 While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself. \n","0 Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster. \n","0 The first matrix I designed was quite naturally perfect. \n","0 It was a work of art. \n","0 Flawless. \n","0 Sublime. \n","0 A triumph only equaled by its monumental failure. \n","0 If I am the father of the Matrix, she would undoubtedly be its mother. "]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"ouB-AmiW_WHF"},"source":["# 3. Lets compare the SDLL with the Pragmatic Sentence detector"]},{"cell_type":"code","metadata":{"id":"DFi8VWxq88c-","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1619911269923,"user_tz":-120,"elapsed":159226,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c1937b0b-8d19-4b59-9505-48123df287b9"},"source":["sentence_pragmatic_pipe = nlu.load('sentence_detector.pragmatic')\n","pragmatic_sentences_df = sentence_pragmatic_pipe.predict(text_data, output_level ='sentence') \n","pragmatic_sentences_df"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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sentence
0Denial is the most predictable of all human responses.
0But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it.
0I am the Architect.
0I created the Matrix.
0I've been waiting for you.
0You have many questions, and although the process has altered your consciousness, you remain irrevocably human.
0Ergo, some of my answers you will understand, and some of them you will not.
0Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant.
0Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix.
0You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision.
0While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control.
0Which has led you, inexorably, here.
0Humph.
0Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness.
0The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program.
0After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion.
0Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.
0There are two doors.
0The door to your right leads to the Source and the salvation of Zion.
0The door to your left leads back to the Matrix, to her.
0.
0.
0and to the end of your species.
0As you adequately put, the problem is choice.
0But we already know what you are going to do, don't we?
0Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason.
0An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it.
0As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level.
0While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself.
0Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster.
0The first matrix I designed was quite naturally perfect.
0It was a work of art.
0Flawless.
0Sublime.
0A triumph only equaled by its monumental failure.
0If I am the father of the Matrix, she would undoubtedly be its mother.
\n","
"],"text/plain":[" sentence\n","0 Denial is the most predictable of all human responses. \n","0 But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it. \n","0 I am the Architect. \n","0 I created the Matrix. \n","0 I've been waiting for you. \n","0 You have many questions, and although the process has altered your consciousness, you remain irrevocably human. \n","0 Ergo, some of my answers you will understand, and some of them you will not. \n","0 Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant. \n","0 Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix. \n","0 You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision. \n","0 While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control. \n","0 Which has led you, inexorably, here. \n","0 Humph. \n","0 Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness. \n","0 The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program. \n","0 After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion. \n","0 Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.\n","0 There are two doors. \n","0 The door to your right leads to the Source and the salvation of Zion. \n","0 The door to your left leads back to the Matrix, to her. \n","0 . \n","0 . \n","0 and to the end of your species. \n","0 As you adequately put, the problem is choice. \n","0 But we already know what you are going to do, don't we? \n","0 Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason. \n","0 An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it. \n","0 As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level. \n","0 While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself. \n","0 Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster. \n","0 The first matrix I designed was quite naturally perfect. \n","0 It was a work of art. \n","0 Flawless. \n","0 Sublime. \n","0 A triumph only equaled by its monumental failure. \n","0 If I am the father of the Matrix, she would undoubtedly be its mother. "]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"7g90T41_3P-Z"},"source":["# 4 Compare SDLL with Spacy"]},{"cell_type":"code","metadata":{"id":"R-eqoOTXxM0D"},"source":["!pip install spacy > /dev/null"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UpwQxkvbNqJt","executionInfo":{"status":"ok","timestamp":1619911278067,"user_tz":-120,"elapsed":167362,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b9e2ad02-be67-4b3e-9c4d-338a0f193f03"},"source":["sdll_df = sdll_pipe.predict(text_data)\n","print ('with John Snow Labs SentenceDetectorDL')\n","print ('===================================')\n","for i,sent in enumerate(sdll_df.sentence): print(f'{i}: {sent}'.replace('\\n',''))\n","\n","print('\\n\\n')\n","import spacy\n","\n","print ('with Spacy Sentence Detection')\n","print ('===================================')\n","nlp = spacy.load(\"en_core_web_sm\")\n","for i,sent in enumerate(nlp(text_data).sents): print(f'{i}: {sent}'.replace('\\n',''))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["with John Snow Labs SentenceDetectorDL\n","===================================\n","0: Denial is the most predictable of all human responses.\n","1: But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it.\n","2: I am the Architect.\n","3: I created the Matrix.\n","4: I've been waiting for you.\n","5: You have many questions, and although the process has altered your consciousness, you remain irrevocably human.\n","6: Ergo, some of my answers you will understand, and some of them you will not.\n","7: Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant.\n","8: Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix.\n","9: You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision.\n","10: While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control.\n","11: Which has led you, inexorably, here.\n","12: Humph.\n","13: Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness.\n","14: The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program. After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion.\n","15: Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.\n","16: There are two doors.\n","17: The door to your right leads to the Source and the salvation of Zion.\n","18: The door to your left leads back to the Matrix, to her.\n","19: .. and to the end of your species.\n","20: As you adequately put, the problem is choice.\n","21: But we already know what you are going to do, don't we?\n","22: Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason.\n","23: An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it.\n","24: As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level.\n","25: While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself.\n","26: Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster.\n","27: The first matrix I designed was quite naturally perfect.\n","28: It was a work of art.\n","29: Flawless.\n","30: Sublime.\n","31: A triumph only equaled by its monumental failure.\n","32: If I am the father of the Matrix, she would undoubtedly be its mother.\n","\n","\n","\n","with Spacy Sentence Detection\n","===================================\n","0: Denial is the most predictable of all human responses.\n","1: But, rest assured, this will be the sixth time we have destroyed it, and we have become exceedingly efficient at it.\n","2: I am the Architect.\n","3: I created the Matrix.\n","4: I've been waiting for you.\n","5: You have many questions, and although the process has altered your consciousness, you remain irrevocably human.\n","6: Ergo, some of my answers you will understand, and some of them you will not.\n","7: Concordantly, while your first question may be the most pertinent, you may or may not realize it is also the most irrelevant.\n","8: Your life is the sum of a remainder of an unbalanced equation inherent to the programming of the matrix.\n","9: You are the eventuality of an anomaly, which despite my sincerest efforts I have been unable to eliminate from what is otherwise a harmony of mathematical precision.\n","10: While it remains a burden assiduously avoided, it is not unexpected, and thus not beyond a measure of control.\n","11: Which has led you, inexorably, here.Humph.\n","12: Hope, it is the quintessential human delusion, simultaneously the source of your greatest strength, and your greatest weakness.\n","13: The function of the One is now to return to the source, allowing a temporary dissemination of the code you carry, reinserting the prime program.\n","14: After which you will be required to select from the matrix 23 individuals, 16 female, 7 male, to rebuild Zion.\n","15: Failure to comply with this process will result in a cataclysmic system crash killing everyone connected to the matrix, which coupled with the extermination of Zion will ultimately result in the extinction of the entire human race.\n","16: There are two doors.\n","17: The door to your right leads to the Source and the salvation of Zion.\n","18: The door to your left leads back to the Matrix, to her... and to the end of your species.\n","19: As you adequately put, the problem is choice.\n","20: But we already know what you are going to do, don't we?\n","21: Already I can see the chain reaction: the chemical precursors that signal the onset of an emotion, designed specifically to overwhelm logic and reason.\n","22: An emotion that is already blinding you to the simple and obvious truth: she is going to die and there is nothing you can do to stop it.\n","23: As I was saying, she stumbled upon a solution whereby nearly ninety-nine percent of the test subjects accepted the program provided they were given a choice - even if they were only aware of it at a near-unconscious level.\n","24: While this solution worked, it was fundamentally flawed, creating the otherwise contradictory systemic anomaly, that, if left unchecked, might threaten the system itself.\n","25: Ergo, those who refused the program, while a minority, would constitute an escalating probability of disaster.\n","26: The first matrix I designed was quite naturally perfect.\n","27: It was a work of art.\n","28: Flawless.\n","29: Sublime.\n","30: A triumph only equaled by its monumental failure.\n","31: If I am the father of the Matrix, she would undoubtedly be its mother.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WecT4_27xOJk","executionInfo":{"status":"ok","timestamp":1619911279481,"user_tz":-120,"elapsed":168771,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dc478ba5-f1e6-4c1b-fa28-83156b980d77"},"source":["text = \"\"\"John loves Mary.Mary loves Peter\n","Peter loves Helen .Helen loves John; \n","Total: four people involved.\"\"\"\n","\n","sdll_df = sdll_pipe.predict(text)\n","print ('with John Snow Labs SentenceDetectorDL')\n","print ('===================================')\n","for i,sent in enumerate(sdll_df.sentence): print(f'{i}: {sent}'.replace('\\n',''))\n","\n","print('\\n\\n')\n","import spacy\n","\n","print ('with Spacy Sentence Detection')\n","print ('===================================')\n","nlp = spacy.load(\"en_core_web_sm\")\n","for i,sent in enumerate(nlp(text).sents): print(f'{i}: {sent}'.replace('\\n',''))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["with John Snow Labs SentenceDetectorDL\n","===================================\n","0: John loves Mary.\n","1: Mary loves Peter Peter loves Helen .\n","2: Helen loves John;\n","3: Total: four people involved.\n","\n","\n","\n","with Spacy Sentence Detection\n","===================================\n","0: John loves Mary.\n","1: Mary loves Peter\n","2: Peter loves Helen .Helen\n","3: loves John; Total: four people involved.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"KpQzabVLztHv"},"source":["# Compare the multi language sentence splitter for Cyrillic"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3eYkZFKGyNEY","executionInfo":{"status":"ok","timestamp":1619911283453,"user_tz":-120,"elapsed":172738,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"bba182af-e104-46dd-b380-83d31d786752"},"source":["\n","cyrillic_text = '''\n","B чeтвъpтъĸ Gооglе oбяви няĸoлĸo aĸтyaлизaции нa cвoятa тъpcaчĸa, зaявявaйĸи чe e \n","въвeлa изĸycтвeн интeлeĸт (Аl) и мaшиннo oбyчeниe зa пoдoбpявaнe нa пoтpeбитeлcĸoтo изживявaнe.\n","Πoтpeбитeлитe вeчe мoгaт дa cи тaнaниĸaт, cвиpят или пeят мeлoдия нa пeceн нa Gооglе чpeз мoбилнoтo пpилoжeниe, \n","ĸaтo дoĸocнaт иĸoнaтa нa миĸpoфoнa и зaдaдaт въпpoca: Koя e тaзи пeceн?\n","Taнaниĸaнeтo в пpoдължeниe нa 10-15 ceĸyнди щe дaдe шaнc нa aлгopитъмa c мaшиннo oбyчeниe нa Gооglе дa нaмepи и извeдe peзyлтaт ĸoя e пpипявaнaтa пeceн.\n","Πoнacтoящeм фyнĸциятa e дocтъпнa нa aнглийcĸи eзиĸ зa Іоѕ и нa oĸoлo 20 eзиĸa зa Аndrоіd, \n","ĸaтo в бъдeщe и зa двeтe oпepaциoнни cиcтeми щe бъдe пpeдлoжeн eднaĸъв нaбop oт пoддъpжaни eзици, ĸaзвaт oт Gооglе.\n","Al aĸтyaлизaциитe нa тъpceщия гигaнт cъщo oбxвaщaт пpaвoпиca и oбщитe зaявĸи зa тъpceнe.\n","Cpeд пoдoбpeниятa e вĸлючeн нoв пpaвoпиceн aлгopитъм, ĸoйтo изпoлзвa нeвpoннa мpeжa \n","c дълбoĸo oбyчeниe, зa ĸoятo Gооglе твъpди, чe идвa cъc знaчитeлнo пoдoбpeнa cпocoбнocт зa \n","дeшифpиpaнe нa пpaвoпиcни гpeшĸи.\n","'''\n","multi_lang_sentence_deep_pipe = nlu.load('xx.sentence_detector')\n","multi_sentence_df = multi_lang_sentence_deep_pipe.predict(cyrillic_text,output_level ='sentence')\n","\n","\n","\n","print ('with John Snow Labs SentenceDetectorDL')\n","print ('===================================')\n","for i,sent in enumerate(multi_sentence_df.sentence): print(f'{i}: {sent}'.replace('\\n',''))\n","\n","print('\\n\\n')\n","\n","print ('with Spacy Sentence Detection')\n","print ('===================================')\n","for i,sent in enumerate(nlp(cyrillic_text).sents):\n"," print(i, '\\t',str(sent).replace('\\n',''))# removing \\n to beutify printing"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n","with John Snow Labs SentenceDetectorDL\n","===================================\n","0: B чeтвъpтъĸ Gооglе oбяви няĸoлĸo aĸтyaлизaции нa cвoятa тъpcaчĸa, зaявявaйĸи чe e въвeлa изĸycтвeн интeлeĸт (Аl) и мaшиннo oбyчeниe зa пoдoбpявaнe нa пoтpeбитeлcĸoтo изживявaнe.\n","1: Πoтpeбитeлитe вeчe мoгaт дa cи тaнaниĸaт, cвиpят или пeят мeлoдия нa пeceн нa Gооglе чpeз мoбилнoтo пpилoжeниe, ĸaтo дoĸocнaт иĸoнaтa нa миĸpoфoнa и зaдaдaт въпpoca: Koя e тaзи пeceн?\n","2: Taнaниĸaнeтo в пpoдължeниe нa 10-15 ceĸyнди щe дaдe шaнc нa aлгopитъмa c мaшиннo oбyчeниe нa Gооglе дa нaмepи и извeдe peзyлтaт ĸoя e пpипявaнaтa пeceн.\n","3: Πoнacтoящeм фyнĸциятa e дocтъпнa нa aнглийcĸи eзиĸ зa Іоѕ и нa oĸoлo 20 eзиĸa зa Аndrоіd, ĸaтo в бъдeщe и зa двeтe oпepaциoнни cиcтeми щe бъдe пpeдлoжeн eднaĸъв нaбop oт пoддъpжaни eзици, ĸaзвaт oт Gооglе.\n","4: Al aĸтyaлизaциитe нa тъpceщия гигaнт cъщo oбxвaщaт пpaвoпиca и oбщитe зaявĸи зa тъpceнe.\n","5: Cpeд пoдoбpeниятa e вĸлючeн нoв пpaвoпиceн aлгopитъм, ĸoйтo изпoлзвa нeвpoннa мpeжa c дълбoĸo oбyчeниe, зa ĸoятo Gооglе твъpди, чe идвa cъc знaчитeлнo пoдoбpeнa cпocoбнocт зa дeшифpиpaнe нa пpaвoпиcни гpeшĸи.\n","\n","\n","\n","with Spacy Sentence Detection\n","===================================\n","0 \t B чeтвъpтъĸ Gооglе oбяви няĸoлĸo aĸтyaлизaции нa cвoятa тъpcaчĸa, зaявявaйĸи чe e въвeлa изĸycтвeн интeлeĸт (\n","1 \t Аl) и мaшиннo oбyчeниe\n","2 \t зa пoдoбpявaнe нa пoтpeбитeлcĸoтo изживявaнe.\n","3 \t Πoтpeбитeлитe вeчe мoгaт дa\n","4 \t cи тaнaниĸaт, cвиpят или пeят мeлoдия нa пeceн нa Gооglе чpeз мoбилнoтo пpилoжeниe, \n","5 \t ĸaтo\n","6 \t дoĸocнaт иĸoнaтa\n","7 \t нa миĸpoфoнa\n","8 \t и зaдaдaт въпpoca:\n","9 \t Koя e тaзи пeceн?\n","10 \t Taнaниĸaнeтo в пpoдължeниe нa\n","11 \t 10-15 ceĸyнди щe дaдe шaнc нa aлгopитъмa c мaшиннo oбyчeниe нa Gооglе\n","12 \t дa нaмepи и извeдe peзyлтaт ĸoя e пpипявaнaтa пeceн.\n","13 \t Πoнacтoящeм\n","14 \t фyнĸциятa e\n","15 \t дocтъпнa нa aнглийcĸи eзиĸ\n","16 \t зa\n","17 \t Іоѕ и нa oĸoлo 20 eзиĸa зa Аndrоіd, ĸaтo\n","18 \t в бъдeщe и зa двeтe oпepaциoнни cиcтeми щe бъдe пpeдлoжeн\n","19 \t eднaĸъв нaбop oт пoддъpжaни eзици, ĸaзвaт oт Gооglе.\n","20 \t Al aĸтyaлизaциитe нa\n","21 \t тъpceщия гигaнт\n","22 \t cъщo oбxвaщaт пpaвoпиca\n","23 \t и\n","24 \t oбщитe зaявĸи\n","25 \t зa тъpceнe.\n","26 \t Cpeд пoдoбpeниятa e вĸлючeн нoв пpaвoпиceн aлгopитъм, ĸoйтo изпoлзвa нeвpoннa мpeжa \n","27 \t c дълбoĸo oбyчeниe, зa\n","28 \t ĸoятo Gооglе твъpди, чe идвa\n","29 \t cъc знaчитeлнo пoдoбpeнa cпocoбнocт\n","30 \t зa \n","31 \t дeшифpиpaнe нa пpaвoпиcни гpeшĸи.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"xUojIYeu4oOR"},"source":["# Compare the multi language sentence splitter for Greek"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tjb0OpPp32ug","executionInfo":{"status":"ok","timestamp":1619911284089,"user_tz":-120,"elapsed":173369,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2a12068a-b60c-4183-9138-668a0e01a70f"},"source":["gr_text= '''\n","Όπως ίσως θα γνωρίζει, όταν εγκαθιστάς μια νέα εφαρμογή, θα έχεις διαπιστώσει \n","λίγο μετά, ότι το PC αρχίζει να επιβραδύνεται. Στη συνέχεια, όταν επισκέπτεσαι την οθόνη ή από την διαχείριση εργασιών, θα διαπιστώσεις ότι η εν λόγω εφαρμογή έχει προστεθεί στη \n","λίστα των προγραμμάτων που εκκινούν αυτόματα, όταν ξεκινάς το PC.\n","Προφανώς, κάτι τέτοιο δεν αποτελεί μια ιδανική κατάσταση, ιδίως για τους λιγότερο γνώστες, οι \n","οποίοι ίσως δεν θα συνειδητοποιήσουν ότι κάτι τέτοιο συνέβη. Όσο περισσότερες εφαρμογές στη λίστα αυτή, τόσο πιο αργή γίνεται η \n","εκκίνηση, ιδίως αν πρόκειται για απαιτητικές εφαρμογές. Τα ευχάριστα νέα είναι ότι η τελευταία και πιο πρόσφατη preview build της έκδοσης των Windows 10 που θα καταφθάσει στο πρώτο μισό του 2021, οι εφαρμογές θα \n","ενημερώνουν το χρήστη ότι έχουν προστεθεί στη λίστα των εφαρμογών που εκκινούν μόλις ανοίγεις το PC.\n","'''\n","\n","\n","\n","\n","multi_sentence_df = multi_lang_sentence_deep_pipe.predict(gr_text,output_level ='sentence')\n","print ('with John Snow Labs SentenceDetectorDL')\n","print ('===================================')\n","for i,sent in enumerate(multi_sentence_df.sentence): print(f'{i}: {sent}'.replace('\\n',''))\n","\n","\n","print('\\n\\n')\n","print ('with Spacy Sentence Detection')\n","print ('===================================')\n","for i,sent in enumerate(nlp(gr_text).sents):\n"," print(i, '\\t',str(sent).replace('\\n',''))# removing \\n to beutify printing"],"execution_count":null,"outputs":[{"output_type":"stream","text":["with John Snow Labs SentenceDetectorDL\n","===================================\n","0: Όπως ίσως θα γνωρίζει, όταν εγκαθιστάς μια νέα εφαρμογή, θα έχεις διαπιστώσει λίγο μετά, ότι το PC αρχίζει να επιβραδύνεται.\n","1: Στη συνέχεια, όταν επισκέπτεσαι την οθόνη ή από την διαχείριση εργασιών, θα διαπιστώσεις ότι η εν λόγω εφαρμογή έχει προστεθεί στη λίστα των προγραμμάτων που εκκινούν αυτόματα, όταν ξεκινάς το PC. Προφανώς, κάτι τέτοιο δεν αποτελεί μια ιδανική κατάσταση, ιδίως για τους λιγότερο γνώστες, οι οποίοι ίσως δεν θα συνειδητοποιήσουν ότι κάτι τέτοιο συνέβη.\n","2: Όσο περισσότερες εφαρμογές στη λίστα αυτή, τόσο πιο αργή γίνεται η εκκίνηση, ιδίως αν πρόκειται για απαιτητικές εφαρμογές.\n","3: Τα ευχάριστα νέα είναι ότι η τελευταία και πιο πρόσφατη preview build της έκδοσης των Windows 10 που θα καταφθάσει στο πρώτο μισό του 2021, οι εφαρμογές θα ενημερώνουν το χρήστη ότι έχουν προστεθεί στη λίστα των εφαρμογών που εκκινούν μόλις ανοίγεις το PC.\n","\n","\n","\n","with Spacy Sentence Detection\n","===================================\n","0 \t Όπως ίσως θα γνωρίζει, όταν εγκαθιστάς μια\n","1 \t νέα εφαρμογή, θα έχεις διαπιστώσει \n","2 \t λίγο μετά, ότι το\n","3 \t PC αρχίζει να επιβραδύνεται.\n","4 \t Στη συνέχεια, όταν επισκέπτεσαι την οθόνη ή\n","5 \t από την διαχείριση εργασιών, θα διαπιστώσεις ότι η εν λόγω εφαρμογή έχει προστεθεί στη \n","6 \t λίστα των\n","7 \t προγραμμάτων που εκκινούν αυτόματα, όταν ξεκινάς το PC.\n","8 \t Προφανώς, κάτι τέτοιο δεν αποτελεί μια ιδανική κατάσταση, ιδίως για τους λιγότερο γνώστες, οι \n","9 \t οποίοι ίσως δεν θα συνειδητοποιήσουν ότι κάτι τέτοιο συνέβη.\n","10 \t Όσο περισσότερες εφαρμογές στη λίστα αυτή, τόσο πιο αργή γίνεται η εκκίνηση, ιδίως αν πρόκειται για απαιτητικές εφαρμογές.\n","11 \t Τα ευχάριστα νέα είναι ότι η τελευταία και πιο πρόσφατη preview build της έκδοσης των Windows 10\n","12 \t που\n","13 \t θα καταφθάσει\n","14 \t στο πρώτο μισό του 2021, οι εφαρμογές\n","15 \t θα ενημερώνουν το χρήστη ότι\n","16 \t έχουν προστεθεί στη λίστα\n","17 \t των εφαρμογών που εκκινούν μόλις ανοίγεις το PC.\n"],"name":"stdout"}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_spellchecking_example.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_spellchecking_example.ipynb deleted file mode 100644 index 614c3dd1..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_spellchecking_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_spellchecking_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_spellchecking_example.ipynb)\n","# Stemming with NLU \n","\n","Stemming returns the base form, the so called stem / root or base word of every token in the input data. \n","\n","I. e. 'He was hungry' becomes 'He wa hungri'\n","\n","\n","Stemming works by applying a heuristic process that strips and mutates suffixes on words.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911238974,"user_tz":-120,"elapsed":127171,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2a0484b0-4b83-4e78-d269-93d1ffae4554"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:18:32-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:18:32 (29.9 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 65kB/s \n","\u001b[K |████████████████████████████████| 153kB 40.5MB/s \n","\u001b[K |████████████████████████████████| 204kB 18.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.7MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and stemm sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":131},"executionInfo":{"status":"ok","timestamp":1619911282936,"user_tz":-120,"elapsed":171127,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"96d513d4-4a58-482c-fcfc-e98151b20e54"},"source":["import nlu\n","pipe = nlu.load('en.stem')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
documentsentencetokenstem
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][he, wa, supris, by, the, divers, of, nlu]
\n","
"],"text/plain":[" document ... stem\n","0 He was suprised by the diversity of NLU ... [he, wa, supris, by, the, divers, of, nlu]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"IRSEzc-RCceu"},"source":["# 3. Get one row per stemmed token by setting outputlevel to token. \n","This lets us compare what the original token was and what it was stemmed to to. "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":297},"executionInfo":{"status":"ok","timestamp":1619911284273,"user_tz":-120,"elapsed":172458,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"84bfd9ab-bcad-4b7b-feb9-c80d547b89d4"},"source":["pipe.predict('He was suprised by the diversity of NLU', output_level='token')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
tokenstem
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"],"text/plain":[" token stem\n","0 He he\n","0 was wa\n","0 suprised supris\n","0 by by\n","0 the the\n","0 diversity divers\n","0 of of\n","0 NLU nlu"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"av7EiK4adb24"},"source":["# 4. Checkout the Stemm models NLU has to offer for other languages than English!"]},{"cell_type":"code","metadata":{"id":"hZ8xLHY7dgJ8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911284276,"user_tz":-120,"elapsed":172456,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"111b1922-9166-4167-b7f3-e601cf51bb8d"},"source":["nlu.print_all_model_kinds_for_action('stem')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.stem') returns Spark NLP model stemmer\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"TsRxB950elTp"},"source":["## 4.1 Let's try German stemming!"]},{"cell_type":"code","metadata":{"id":"5d_J7-20dvCw","colab":{"base_uri":"https://localhost:8080/","height":379},"executionInfo":{"status":"ok","timestamp":1619911289150,"user_tz":-120,"elapsed":177324,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"707b978e-5b86-4bc6-f039-345fa879fa4d"},"source":["nlu.load('de.stem').predict(\"Er war von der Vielfältigkeit des NLU Packets begeistert\",output_level='token')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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"],"text/plain":[" token stem\n","0 Er er\n","0 war war\n","0 von von\n","0 der der\n","0 Vielfältigkeit vielfältigkeit\n","0 des de\n","0 NLU nlu\n","0 Packets packet\n","0 begeistert begeistert"]},"metadata":{"tags":[]},"execution_count":5}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stemmer_example.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stemmer_example.ipynb deleted file mode 100644 index 6d00347b..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stemmer_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_stemmer_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stemmer_example.ipynb)\n","\n","# Stemming with NLU \n","\n","Stemming returns the base form, the so called stem / root or base word of every token in the input data. \n","\n","I. e. 'He was hungry' becomes 'He wa hungri'\n","\n","\n","Stemming works by applying a heuristic process that strips and mutates suffixes on words.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911476903,"user_tz":-120,"elapsed":107659,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1b0bd754-5bae-494d-f8ba-2f35ce7f9091"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:22:49-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.110.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:22:49 (34.9 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 66kB/s \n","\u001b[K |████████████████████████████████| 153kB 46.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 49.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and stemm sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":131},"executionInfo":{"status":"ok","timestamp":1619911514148,"user_tz":-120,"elapsed":144887,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a07f1d69-b96b-46d0-9439-767b8d215afb"},"source":["import nlu\n","pipe = nlu.load('en.stem')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenstem
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][he, wa, supris, by, the, divers, of, nlu]
\n","
"],"text/plain":[" document ... stem\n","0 He was suprised by the diversity of NLU ... [he, wa, supris, by, the, divers, of, nlu]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"IRSEzc-RCceu"},"source":["# 3. Get one row per stemmed token by setting outputlevel to token. \n","This lets us compare what the original token was and what it was stemmed to to. "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":297},"executionInfo":{"status":"ok","timestamp":1619911515219,"user_tz":-120,"elapsed":145950,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"107a45b7-ee3a-4881-d26f-2cd6d4ae9206"},"source":["pipe.predict('He was suprised by the diversity of NLU', output_level='token')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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tokenstem
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"],"text/plain":[" token stem\n","0 He he\n","0 was wa\n","0 suprised supris\n","0 by by\n","0 the the\n","0 diversity divers\n","0 of of\n","0 NLU nlu"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"av7EiK4adb24"},"source":["# 4. Checkout the Stemm models NLU has to offer for other languages than English!"]},{"cell_type":"code","metadata":{"id":"hZ8xLHY7dgJ8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911515229,"user_tz":-120,"elapsed":145954,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"08fea50c-3448-4577-d6b6-3b2497d127c2"},"source":["nlu.print_all_model_kinds_for_action('stem')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.stem') returns Spark NLP model stemmer\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"TsRxB950elTp"},"source":["## 4.1 Let's try German stemming!"]},{"cell_type":"code","metadata":{"id":"5d_J7-20dvCw","colab":{"base_uri":"https://localhost:8080/","height":379},"executionInfo":{"status":"ok","timestamp":1619911519561,"user_tz":-120,"elapsed":150280,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3e2093b2-0ad6-4edc-8b4d-5607eef656b6"},"source":["nlu.load('de.stem').predict(\"Er war von der Vielfältigkeit des NLU Packets begeistert\",output_level='token')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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"],"text/plain":[" token stem\n","0 Er er\n","0 war war\n","0 von von\n","0 der der\n","0 Vielfältigkeit vielfältigkeit\n","0 des de\n","0 NLU nlu\n","0 Packets packet\n","0 begeistert begeistert"]},"metadata":{"tags":[]},"execution_count":5}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stopwords_removal_example.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stopwords_removal_example.ipynb deleted file mode 100644 index a8c00f2e..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stopwords_removal_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_stopwords_removal_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_stopwords_removal_example.ipynb)\n","\n","# Stopwords removal with NLU \n","\n","Stopwords refer to the most common words in a language. \n","\n","I. e. 'the, is, at, which,on' are stopwords which will be removed.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911485055,"user_tz":-120,"elapsed":113698,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3cc471e0-4db7-4d06-a8fb-55d2ca23e2f4"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:22:51-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:22:52 (33.4 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 43.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 17.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 43.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and remove stopwords from sample string\n","\n","\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1619911524410,"user_tz":-120,"elapsed":153035,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9adf7c27-268f-4d7a-8571-f8609cc4e1ab"},"source":["import nlu\n","pipe = nlu.load('stopwords')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["stopwords_en download started this may take some time.\n","Approximate size to download 2.9 KB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenstopword_less
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][suprised, diversity, NLU]
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"],"text/plain":[" document ... stopword_less\n","0 He was suprised by the diversity of NLU ... [suprised, diversity, NLU]\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"av7EiK4adb24"},"source":["# 4. Checkout the stopword models NLU has to offer for other languages than English!"]},{"cell_type":"code","metadata":{"id":"hZ8xLHY7dgJ8","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911524412,"user_tz":-120,"elapsed":153031,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"cbbe6b6b-60bc-4044-fd89-f766ebfc1181"},"source":["nlu.print_all_model_kinds_for_action('stopwords')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.stopwords') returns Spark NLP model stopwords_en\n","For language NLU provides the following Models : \n","nlu.load('fr.stopwords') returns Spark NLP model stopwords_fr\n","For language NLU provides the following Models : \n","nlu.load('de.stopwords') returns Spark NLP model stopwords_de\n","For language NLU provides the following Models : \n","nlu.load('it.stopwords') returns Spark NLP model stopwords_it\n","For language NLU provides the following Models : \n","nlu.load('pl.stopwords') returns Spark NLP model stopwords_pl\n","For language NLU provides the following Models : \n","nlu.load('pt.stopwords') returns Spark NLP model stopwords_pt\n","For language NLU provides the following Models : \n","nlu.load('ru.stopwords') returns Spark NLP model stopwords_ru\n","For language NLU provides the following Models : \n","nlu.load('af.stopwords') returns Spark NLP model stopwords_af\n","For language NLU provides the following Models : \n","nlu.load('ar.stopwords') returns Spark NLP model stopwords_ar\n","For language NLU provides the following Models : \n","nlu.load('hy.stopwords') returns Spark NLP model stopwords_hy\n","For language NLU provides the following Models : \n","nlu.load('eu.stopwords') returns Spark NLP model stopwords_eu\n","For language NLU provides the following Models : \n","nlu.load('bn.stopwords') returns Spark NLP model stopwords_bn\n","For language
NLU provides the following Models : \n","nlu.load('br.stopwords') returns Spark NLP model stopwords_br\n","For language NLU provides the following Models : \n","nlu.load('bg.stopwords') returns Spark NLP model stopwords_bg\n","For language NLU provides the following Models : \n","nlu.load('ca.stopwords') returns Spark NLP model stopwords_ca\n","For language NLU provides the following Models : \n","nlu.load('cs.stopwords') returns Spark NLP model stopwords_cs\n","For language NLU provides the following Models : \n","nlu.load('eo.stopwords') returns Spark NLP model stopwords_eo\n","For language NLU provides the following Models : \n","nlu.load('fi.stopwords') returns Spark NLP model stopwords_fi\n","For language NLU provides the following Models : \n","nlu.load('gl.stopwords') returns Spark NLP model stopwords_gl\n","For language NLU provides the following Models : \n","nlu.load('el.stopwords') returns Spark NLP model stopwords_el\n","For language NLU provides the following Models : \n","nlu.load('ha.stopwords') returns Spark NLP model stopwords_ha\n","For language NLU provides the following Models : \n","nlu.load('he.stopwords') returns Spark NLP model stopwords_he\n","For language NLU provides the following Models : \n","nlu.load('hi.stopwords') returns Spark NLP model stopwords_hi\n","For language NLU provides the following Models : \n","nlu.load('hu.stopwords') returns Spark NLP model stopwords_hu\n","For language NLU provides the following Models : \n","nlu.load('id.stopwords') returns Spark NLP model stopwords_id\n","For language NLU provides the following Models : \n","nlu.load('ga.stopwords') returns Spark NLP model stopwords_ga\n","For language NLU provides the following Models : \n","nlu.load('ja.stopwords') returns Spark NLP model stopwords_ja\n","For language NLU provides the following Models : \n","nlu.load('la.stopwords') returns Spark NLP model stopwords_la\n","For language NLU provides the following Models : \n","nlu.load('lv.stopwords') returns Spark NLP model stopwords_lv\n","For language NLU provides the following Models : \n","nlu.load('mr.stopwords') returns Spark NLP model stopwords_mr\n","For language NLU provides the following Models : \n","nlu.load('fa.stopwords') returns Spark NLP model stopwords_fa\n","For language NLU provides the following Models : \n","nlu.load('ro.stopwords') returns Spark NLP model stopwords_ro\n","For language NLU provides the following Models : \n","nlu.load('sk.stopwords') returns Spark NLP model stopwords_sk\n","For language NLU provides the following Models : \n","nlu.load('sl.stopwords') returns Spark NLP model stopwords_sl\n","For language NLU provides the following Models : \n","nlu.load('so.stopwords') returns Spark NLP model stopwords_so\n","For language NLU provides the following Models : \n","nlu.load('st.stopwords') returns Spark NLP model stopwords_st\n","For language NLU provides the following Models : \n","nlu.load('sw.stopwords') returns Spark NLP model stopwords_sw\n","For language NLU provides the following Models : \n","nlu.load('sv.stopwords') returns Spark NLP model stopwords_sv\n","For language NLU provides the following Models : \n","nlu.load('th.stopwords') returns Spark NLP model stopwords_th\n","For language NLU provides the following Models : \n","nlu.load('tr.stopwords') returns Spark NLP model stopwords_tr\n","For language NLU provides the following Models : \n","nlu.load('yo.stopwords') returns Spark NLP model stopwords_yo\n","For language NLU provides the following Models : \n","nlu.load('zu.stopwords') returns Spark NLP model stopwords_zu\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"TsRxB950elTp"},"source":["## 4.1 Let's try German stopword removal!"]},{"cell_type":"code","metadata":{"id":"5d_J7-20dvCw","colab":{"base_uri":"https://localhost:8080/","height":430},"executionInfo":{"status":"ok","timestamp":1619911531540,"user_tz":-120,"elapsed":160153,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5582cf2e-2c8a-4739-bd1d-8a5a9ec92177"},"source":["nlu.load('stopwords').predict(\"Er war von der Vielfältigkeit des NLU Packets begeistert\",output_level='token')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["stopwords_en download started this may take some time.\n","Approximate size to download 2.9 KB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenstopword_less
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0der[Er, war, von, der, Vielfältigkeit, des, NLU, ...
0Vielfältigkeit[Er, war, von, der, Vielfältigkeit, des, NLU, ...
0des[Er, war, von, der, Vielfältigkeit, des, NLU, ...
0NLU[Er, war, von, der, Vielfältigkeit, des, NLU, ...
0Packets[Er, war, von, der, Vielfältigkeit, des, NLU, ...
0begeistert[Er, war, von, der, Vielfältigkeit, des, NLU, ...
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"],"text/plain":[" token stopword_less\n","0 Er [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 war [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 von [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 der [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 Vielfältigkeit [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 des [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 NLU [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 Packets [Er, war, von, der, Vielfältigkeit, des, NLU, ...\n","0 begeistert [Er, war, von, der, Vielfältigkeit, des, NLU, ..."]},"metadata":{"tags":[]},"execution_count":4}]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_tokenization_example.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_tokenization_example.ipynb deleted file mode 100644 index 80cfff01..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_tokenization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_tokenization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/NLU_tokenization_example.ipynb)\n","\n","# Tokenization with NLU \n","\n","Tokenization is the process of splitting input texts into segments which corrospond to words. \n","\n","I. e. 'He was hungry' consists of the tokens [He,was,hungry]\n","\n","\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911492789,"user_tz":-120,"elapsed":119255,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"789fae0e-ed69-45ce-d5c4-cd3e5bdc5000"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:22:53-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-01 23:22:54 (1.43 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 54.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and lemmatize sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":131},"executionInfo":{"status":"ok","timestamp":1619911534182,"user_tz":-120,"elapsed":160635,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"449db32a-a3aa-45ac-db15-c7da025a8dcd"},"source":["import nlu\n","pipe = nlu.load('tokenize')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetoken
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU]
\n","
"],"text/plain":[" document ... token\n","0 He was suprised by the diversity of NLU ... [He, was, suprised, by, the, diversity, of, NLU]\n","\n","[1 rows x 3 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"IRSEzc-RCceu"},"source":["# 3. Get one row per token by setting outputlevel to token. "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":297},"executionInfo":{"status":"ok","timestamp":1619911535143,"user_tz":-120,"elapsed":161588,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"577b54eb-681b-4878-dd77-af39cb493b62"},"source":["pipe.predict('He was suprised by the diversity of NLU', output_level='token')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
token
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"],"text/plain":[" token\n","0 He\n","0 was\n","0 suprised\n","0 by\n","0 the\n","0 diversity\n","0 of\n","0 NLU"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 4. Checkout possible configurations for the Tokenizer"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911535144,"user_tz":-120,"elapsed":161585,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a4cf93b6-6202-48f2-a2c0-e31b6abf69bb"},"source":["pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setContextChars(['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]) | Info: character list used to separate from token boundaries | Currently set to : ['.', ',', ';', ':', '!', '?', '*', '-', '(', ')', '\"', \"'\"]\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed legth for each token | Currently set to : 0\n","pipe['default_tokenizer'].setMaxLength(99999) | Info: Set the maximum allowed legth for each token | Currently set to : 99999\n",">>> pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'] has settable params:\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setStorageRef('SentenceDetectorDLModel_c83c27f46b97') | Info: storage unique identifier | Currently set to : SentenceDetectorDLModel_c83c27f46b97\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setEncoder(com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@60928804) | Info: Data encoder | Currently set to : com.johnsnowlabs.nlp.annotators.sentence_detector_dl.SentenceDetectorDLEncoder@60928804\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setImpossiblePenultimates(['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']) | Info: Impossible penultimates | Currently set to : ['Bros', 'No', 'al', 'vs', 'etc', 'Fig', 'Dr', 'Prof', 'PhD', 'MD', 'Co', 'Corp', 'Inc', 'bros', 'VS', 'Vs', 'ETC', 'fig', 'dr', 'prof', 'PHD', 'phd', 'md', 'co', 'corp', 'inc', 'Jan', 'Feb', 'Mar', 'Apr', 'Jul', 'Aug', 'Sep', 'Sept', 'Oct', 'Nov', 'Dec', 'St', 'st', 'AM', 'PM', 'am', 'pm', 'e.g', 'f.e', 'i.e']\n","pipe['deep_sentence_detector@SentenceDetectorDLModel_c83c27f46b97'].setModelArchitecture('cnn') | Info: Model architecture (CNN) | Currently set to : cnn\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('shrink') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : shrink\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ON37vb9KmnJ2"},"source":["# 4.1 Configure Context Chars \n","By defining custom context chars, we can get extra tokens from suffixes that match the context chars. \n"]},{"cell_type":"code","metadata":{"id":"iD376MeemfZG","colab":{"base_uri":"https://localhost:8080/","height":173},"executionInfo":{"status":"ok","timestamp":1619911536222,"user_tz":-120,"elapsed":162657,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e7842d13-0e90-485c-e32c-42608b4ea3fc"},"source":["pipe['default_tokenizer'].setContextChars([',','!','o','d'])\n","pipe.predict('Hello, world!')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
token
0Hello
0,
0world
0!
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"],"text/plain":[" token\n","0 Hello\n","0 ,\n","0 world\n","0 !"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"Aen1EcOQnmYf"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/text_pre_processing_and_cleaning/document_normalizer_demo.ipynb b/examples/colab/component_examples/text_pre_processing_and_cleaning/document_normalizer_demo.ipynb deleted file mode 100644 index 8958236c..00000000 --- a/examples/colab/component_examples/text_pre_processing_and_cleaning/document_normalizer_demo.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"document_normalizer_demo.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"uXIWSN300w5v"},"source":["\n","![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/text_pre_processing_and_cleaning/document_normalizer_demo.ipynb)\n","\n","\n","\n","The DocumentNormalizer extracts content from HTML or XML documents, applying either data cleansing using an arbitrary number of custom regular expressions either data extraction following the different parameters"]},{"cell_type":"code","metadata":{"id":"abuB9K1_QVuL","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619911221148,"user_tz":-120,"elapsed":124898,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2e87d14b-ff33-491b-91bd-34963a8d5794"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 23:18:16-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-01 23:18:17 (46.4 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 69kB/s \n","\u001b[K |████████████████████████████████| 153kB 41.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 36.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4SQzdgwyQ65Q","executionInfo":{"status":"ok","timestamp":1619911312421,"user_tz":-120,"elapsed":1485,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b20f2ef4-3821-42fa-931f-65448afd70cb"},"source":["pipe = nlu.load('norm_document')\n","data = ' Example

This is an example of a simple HTML page with one paragraph.

'\n","df = pipe.predict(data,output_level='document')\n","print(df['doc_norm'])\n","print(df.iloc[0]['doc_norm'])"],"execution_count":null,"outputs":[{"output_type":"stream","text":["0 [ Example This is an example of a simple HTML ...\n","Name: doc_norm, dtype: object\n","[' Example This is an example of a simple HTML page with one paragraph.']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"o73dDzocR7L_"},"source":["pipe.print_info()\n"],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_ALBERT_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_ALBERT_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index fdce1717..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_ALBERT_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_ALBERT_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_ALBERT_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# ALBERT Word Embeddings with NLU \n","\n","Computes contextualized word representations using “A Lite” implementation of BERT algorithm by applying parameter-reduction techniques\n","\n","## Sources :\n","- https://arxiv.org/pdf/1909.11942.pdf\n","- https://github.com/google-research/ALBERT\n","- https://tfhub.dev/s?q=albert\n","\n","## Paper abstract :\n","\n","Increasing model size when pretraining natural language representations often results in improved performance on downstream tasks. However, at some point further model increases become harder due to GPU/TPU memory limitations and longer training times. To address these problems, we present two parameterreduction techniques to lower memory consumption and increase the training speed of BERT (Devlin et al., 2019). Comprehensive empirical evidence shows that our proposed methods lead to models that scale much better compared to the original BERT. We also use a self-supervised loss that focuses on modeling inter-sentence coherence, and show it consistently helps downstream tasks with multi-sentence inputs. As a result, our best model establishes new state-of-the-art results on the GLUE, RACE, and SQuAD benchmarks while having fewer parameters compared to BERT-large.\n","\n","*Tips* : ALBERT uses repeating layers which results in a small memory footprint, however the computational cost remains similar to a BERT-like architecture with the same number of hidden layers as it has to iterate through the same number of (repeating) layers.\n","\n","\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620008635221,"user_tz":-120,"elapsed":133830,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f85fa6a3-1e9b-4c52-cebc-6fc6187928b9"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:21:41-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-03 02:21:41 (1.69 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 64kB/s \n","\u001b[K |████████████████████████████████| 153kB 4.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 4.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 4.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with ALBERT"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620008687779,"user_tz":-120,"elapsed":186379,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a0d14434-35ed-46a9-d01d-f0d1bd60a054"},"source":["import nlu\n","pipe = nlu.load('albert')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["albert_base_uncased download started this may take some time.\n","Approximate size to download 42.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_albert
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][[0.5267670154571533, -1.4880205392837524, 0.8...
\n","
"],"text/plain":[" document ... word_embedding_albert\n","0 He was suprised by the diversity of NLU ... [[0.5267670154571533, -1.4880205392837524, 0.8...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620008700046,"user_tz":-120,"elapsed":198639,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"02e1650a-f9f0-4d47-a298-aa013785738e"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:24:47-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.94.206\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.94.206|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 51.1MB/s in 4.7s \n","\n","2021-05-03 02:24:52 (51.4 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
\n","

1010826 rows × 10 columns

\n","
"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","Lets add Sentiment, Emotions and Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":674},"executionInfo":{"status":"ok","timestamp":1620008916839,"user_tz":-120,"elapsed":415424,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"34115c29-ae23-409a-87b6-b180f453da68"},"source":["pipe = nlu.load('sentiment pos albert emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","albert_base_uncased download started this may take some time.\n","Approximate size to download 42.7 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenspellsentimentsentiment_confidenceposword_embedding_albertsentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNCnegative[0.5229]NNP[-0.7502237558364868, -0.27007487416267395, -0...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andandnegative[0.5229]CC[0.8893578052520752, -0.9173166155815125, 0.30...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNHnegative[0.5229]NNP[-1.3560729026794434, -0.22673526406288147, 0....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0..negative[0.5229].[-0.3477935492992401, -0.18007415533065796, 0....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouYounegative[0.4733]PRP[-0.491576224565506, 0.7055105566978455, 1.843...[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
499forforpositive[0.5396]IN[0.6375014781951904, 0.3995434641838074, -0.77...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499thethepositive[0.5396]DT[-1.0179412364959717, 0.9191025495529175, 1.71...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499filefilepositive[0.5396]NN[-0.5016565322875977, -1.0222691297531128, 1.1...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499unpackingunpackingpositive[0.5396]VBG[-1.2137858867645264, -0.7602250576019287, 0.1...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499..positive[0.5396].[0.020166903734207153, -0.7140110731124878, -0...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
\n","

5797 rows × 9 columns

\n","
"],"text/plain":[" token spell ... emotion emotion_confidence_confidence\n","0 NC NC ... surprise 0.999590\n","0 and and ... surprise 0.999590\n","0 NH NH ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You You ... fear 0.975006\n",".. ... ... ... ... ...\n","499 for for ... sadness 0.977163\n","499 the the ... sadness 0.977163\n","499 file file ... sadness 0.977163\n","499 unpacking unpacking ... sadness 0.977163\n","499 . . ... sadness 0.977163\n","\n","[5797 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 3.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620008917305,"user_tz":-120,"elapsed":415876,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f9015356-845c-40cf-9e75-49368bdd0384"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 3.3 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1620008917308,"user_tz":-120,"elapsed":415873,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"976c2b29-245b-4224-c40a-8b64db92a0d5"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAX0AAAEnCAYAAABFbJPAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAfJ0lEQVR4nO3de5wcZZ3v8c+XBALInYy8QgIkQMATUAPGyFFcWVFIAAXvxEUuohGFVVd3FVcUDsqR9YbHVYNBsoBCAGWBLBclosiiRhhiDiEIkmCQxJAMRBPkKuG3fzxPQ2WY6fR0d6amU9/369Wv6X7q9uvqnm9XP1VdpYjAzMyqYbOyCzAzs8Hj0DczqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6FvHkvQPkm4qu45NhaSQtHe+f76kz7VpvrtL+qukYfnxLZI+0I555/ndKOmEds1vU+fQL4GkpZKelPSYpL9I+pWkUyQ19HpIGpv/QYdv5DoHZTnN1hIRl0bEYWXWVSTpEEnLyq6jHSLilIj4wobGy+/lN21gXn+MiG0iYl2rdUk6S9IPes1/akRc3Oq8q8KhX563RMS2wB7AucCngQvLLck61VD4YO7LUK2r0iLCt0G+AUuBN/Vqmww8B+yfHx8J/BZYCzwEnFUY949AAH/Nt/8N7AX8DHgUeAS4FNihMM2ngeXAY8B9wKG5fTPgdGBJnvZKYKf+ltPHc6k3/dg8/Un5OfwZOAV4NXAX8BfgW73mdQbwILAKuATYvs5zPhG4rTD9a4E7gDX572sLw24BvgD8Mq+Dm4CRdV6jo4EFef0vAabk9pOA3+V5PAB8KLe/BHgyv4a1Gnett37ydMfn5/so8LniewMYAXwD+FO+fQMYkYcdAizLr+vDwPeBu0kbE7V5b57fCwf08xz/BViR5/3+vH73zsMuAr6Y748Ersuv12rgv/Pz+n5+vk/m5/upwmt+cn7Nbi20DS+8Fl8Cbs/r91peeM8cAizr6/8FmAI8A/wtL+//F+b3gQbeQ7U6Tsi1PQJ8tuw8GPT8KbuAKt7oI/Rz+x+BD+f7hwAvz2/iVwArgWPysPX+iXLb3sCbc1B05X+2b+Rh+5JCd9fC9Hvl+x8D5gFj8rTfBWb3t5w+am5k+vOBLYHDgKeAa4CXAqPzP+Yb8vjvBxYDewLbAP8JfL/Ocz6RHPrATqQPlfcBw4Fp+fHOefgtpODdB9gqPz63n+c0mfTB8ea8/kcDL8vDjiR9wAp4A/AEcGDhNesdWPXWzwRSeB0MbAF8lRRotdA/O0/70vya/gr4QmFZzwL/lue7FSl0rygs+2hgYT/PcQrpPbU/6QPrMvoP/S/l13DzfHs9oL7ey4XX6ZI83616v3Z53S8vLPsq4Ad11uHzywDOqo1bGH4LL4R+I++hC3JdrwSeBv5X2ZkwqPlTdgFVvPX+Rym0z6OfLQ/SVt55+f56/0T9jH8M8Nt8f29SuL4J2LzXeL8jb/Xnx6Ny8AxvcDmNTD+6MPxR4D2Fx1cBH8/3bwY+Uhi2b71aWD/03wfc3qu2XwMn5vu3AGcUhn0E+HE/z+m7tXXdwGt5DfCxfL+vwKq3fj5P/gDIw7YmbcnWAm4JcERh+OHA0sKyngG2LAzflfQNZLv8+EfAp/qpexaFDz3Sh2F/oX82aWt87w29lwuv0559tBVDv7jsCfm5DOtnHT6/DDYc+o28h8YUht8OHLsx/s+H6s19+kPLaNLXZyS9RtLPJfVIWkPqFhnZ34SSdpF0uaTlktYCP6iNHxGLgY+T/mFW5fF2zZPuAVyddyj/hRRS64BdGqy5kelXFu4/2cfjbfL9XUlfy2seJP2zNlJL72lr048uPH64cP+JwnJ7240UuC8iaaqkeZJW5+d7BHVeF+qvn11J38AAiIgnSB+K/T2nB3NbTU9EPFWY/k+k7qt3SNoBmErq5uvLesvmxeuu6CukreebJD0g6fQ649Y8NIDhD5K+QdRbj41q5D3U6Ptgk+TQHyIkvZoUULflpsuAOcBuEbE96eu18rDoYxb/N7e/PCK2A44rjE9EXBYRB5NCKEjdApD++aZGxA6F25YRsbyf5fRWb/qB+lOur2Z3UhfGygZq6T1tbfpm6niI1IWzHkkjSN9MvgrsEhE7ADdQ/3Wpt35WkLp9avPfCti5znPaPbfV9LW8i0mv/buAX9d5HVaQPtyK8+5TRDwWEZ+MiD2BtwKfkHRonRrqtdf0XvbfSH3sj5O+8QCQD/PsGsB8672HDId+6SRtJ+ko4HLS19aFedC2wOqIeErSZOC9hcl6SDvQ9iy0bUvqH14jaTRpJ11tGftKemMOrad4YYcjpA+TcyTtkcftknR0neX0Vm/6gZoN/JOkcZK2IX2QXRERzzZQyw3APpLeK2m4pPeQug2ua6KOC4GTJB0qaTNJoyW9jNTvPiLX8qykqaT9FDUrgZ0lbV9oq7d+fgS8RdJrJW1B+iamwrSzgTPyNCNJ3UHrHa7Yh2uAA0n7Ei6pM96VwImSJkjaGjizvxElHSVpb0ki7etYxwvvn5XUf3/057jCss8GfhTpkM7fA1tKOlLS5qSdsiMK060ExtY5vLnee8hw6JfpvyQ9RtoS/CzwddKRITUfAc7O43ye9E8KPN8NcA7wy9xtcBDwf0j/7GuA60k7sGpGkA4LfYT01falwGfysP9H+kZxU17WPOA1dZbTW7/TN2EW6YiQW4E/kD6g/rGRWiLiUeAo4JOkLpJPAUdFxCMDLSIibie9FueR1ucvgD0i4jHgo6TX4s+kD+I5henuJYXOA7nGXam/fhfl53c5acv7r6R9L0/nWX4R6CYd6bQQmJ/b6tX+JOnbyDjWfw/0Hu9G0n6in5G6bn5WZ7bjgZ/m+n4NfCcifp6HfYn0wfQXSf9cr7Zevk/ab/AwaSf/R3Nda0jv/e+RvqU9TjpKqeaH+e+jkub3Md9+30OW1PbAm1nJ8pbpX4DxEfGHFubzeWCfiDiubcXZJsNb+mYlkvQWSVtLeglpX8FC0tEqzc5vJ9Ix8jPbU6Ftahz6ZuU6mhd+fDWedPhgU1+/JX2Q1F14Y0Tc2r4SbVPi7h0zswrxlr6ZWYU49M3MKmTInwFv5MiRMXbs2LLLMDPrGHfeeecjEdHV17AhH/pjx46lu7u77DLMzDqGpH5Pq+HuHTOzCtlg6EvaLZ/46x5JiyR9LLfvJGmupPvz3x1zuyR9U9JiSXdJOrAwrxPy+PfLlzczMxt0jWzpPwt8MiImAAcBp0qaQLowxM0RMZ50OtPamfemko43Hg9MB2bA8z8aOZP0E/TJwJm1DwozMxscGwz9iFgREfPz/cdIp4YdTfpRSe26lBeTzt9Obr8kknnADpJGkc4FPjciVkfEn4G5pAs5mJnZIBlQn76kscABwG9Ip5ZdkQc9zAvnqx7N+ufKXpbb+mvvaznTJXVL6u7p6RlIiWZmVkfDoZ9PBlW7ytHa4rD8s/G2/bQ3ImZGxKSImNTV1edRR2Zm1oSGQj+f1/oq4NKIqJ2udWXutiH/XZXbl7P+BRLG5Lb+2s3MbJA0cvSOSBeV+F1EfL0waA7pqvLkv9cW2o/PR/EcBKzJ3UA/AQ6TtGPegXtYbjMzs0HSyI+zXke66PRCSQty27+SLspxpaSTSdehfHcedgPpuqGLSdefPAkgIlZL+gJwRx7v7IhY3ZZnMUBjT7++jMUOyNJzjyy7BDPbBG0w9CPiNta/hFvRob0bcv/+qf3MaxbpyjZmZlYC/yLXzKxCHPpmZhXi0DczqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU49M3MKsShb2ZWIQ59M7MKceibmVWIQ9/MrEIauUbuLEmrJN1daLtC0oJ8W1q7jKKksZKeLAw7vzDNqyQtlLRY0jfztXfNzGwQNXKN3IuAbwGX1Boi4j21+5K+BqwpjL8kIib2MZ8ZwAeB35CuozsFuHHgJdtQ0gnXGwZfc9isZoNb+hFxK9DnBczz1vq7gdn15iFpFLBdRMzL19C9BDhm4OWamVkrWu3Tfz2wMiLuL7SNk/RbSb+Q9PrcNhpYVhhnWW4zM7NB1Ej3Tj3TWH8rfwWwe0Q8KulVwDWS9hvoTCVNB6YD7L777i2WaGZmNU1v6UsaDrwduKLWFhFPR8Sj+f6dwBJgH2A5MKYw+Zjc1qeImBkRkyJiUldXV7MlmplZL61077wJuDcinu+2kdQlaVi+vycwHnggIlYAayUdlPcDHA9c28KyzcysCY0csjkb+DWwr6Rlkk7Og47lxTtw/w64Kx/C+SPglIio7QT+CPA9YDHpG4CP3DEzG2Qb7NOPiGn9tJ/YR9tVwFX9jN8N7D/A+szMrI38i1wzswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU49M3MKsShb2ZWIQ59M7MKceibmVWIQ9/MrEIc+mZmFeLQNzOrEIe+mVmFOPTNzCrEoW9mViEOfTOzCnHom5lVSCPXyJ0laZWkuwttZ0laLmlBvh1RGPYZSYsl3Sfp8EL7lNy2WNLp7X8qZma2IY1s6V8ETOmj/byImJhvNwBImkC6YPp+eZrvSBomaRjwbWAqMAGYlsc1M7NB1MiF0W+VNLbB+R0NXB4RTwN/kLQYmJyHLY6IBwAkXZ7HvWfAFZuZWdNa6dM/TdJduftnx9w2GnioMM6y3NZfe58kTZfULam7p6enhRLNzKyo2dCfAewFTARWAF9rW0VARMyMiEkRMamrq6udszYzq7QNdu/0JSJW1u5LugC4Lj9cDuxWGHVMbqNOu5mZDZKmtvQljSo8fBtQO7JnDnCspBGSxgHjgduBO4DxksZJ2oK0s3dO82WbmVkzNrilL2k2cAgwUtIy4EzgEEkTgQCWAh8CiIhFkq4k7aB9Fjg1Itbl+ZwG/AQYBsyKiEVtfzZmZlZXI0fvTOuj+cI6458DnNNH+w3ADQOqzszM2sq/yDUzqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU49M3MKsShb2ZWIQ59M7MKceibmVWIQ9/MrEIc+mZmFeLQNzOrkA2GvqRZklZJurvQ9hVJ90q6S9LVknbI7WMlPSlpQb6dX5jmVZIWSlos6ZuStHGekpmZ9aeRLf2LgCm92uYC+0fEK4DfA58pDFsSERPz7ZRC+wzgg6SLpY/vY55mZraRbTD0I+JWYHWvtpsi4tn8cB4wpt48JI0CtouIeRERwCXAMc2VbGZmzWpHn/77gRsLj8dJ+q2kX0h6fW4bDSwrjLMst/VJ0nRJ3ZK6e3p62lCimZlBi6Ev6bPAs8CluWkFsHtEHAB8ArhM0nYDnW9EzIyISRExqaurq5USzcysYHizE0o6ETgKODR32RARTwNP5/t3SloC7AMsZ/0uoDG5zcwKxp5+fdklNGTpuUeWXYI1qaktfUlTgE8Bb42IJwrtXZKG5ft7knbYPhARK4C1kg7KR+0cD1zbcvVmZjYgG9zSlzQbOAQYKWkZcCbpaJ0RwNx85OW8fKTO3wFnS/ob8BxwSkTUdgJ/hHQk0FakfQDF/QBmZjYINhj6ETGtj+YL+xn3KuCqfoZ1A/sPqDozM2sr/yLXzKxCHPpmZhXi0DczqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU49M3MKsShb2ZWIQ59M7MKceibmVWIQ9/MrEIaCn1JsyStknR3oW0nSXMl3Z//7pjbJembkhZLukvSgYVpTsjj3y/phPY/HTMzq6fRLf2LgCm92k4Hbo6I8cDN+THAVNIF0ccD04EZkD4kSNfXfQ0wGTiz9kFhZmaDo6HQj4hbgdW9mo8GLs73LwaOKbRfEsk8YAdJo4DDgbkRsToi/gzM5cUfJGZmthG10qe/S0SsyPcfBnbJ90cDDxXGW5bb+ms3M7NB0pYduRERQLRjXgCSpkvqltTd09PTrtmamVVeK6G/MnfbkP+uyu3Lgd0K443Jbf21v0hEzIyISRExqaurq4USzcysqJXQnwPUjsA5Abi20H58PornIGBN7gb6CXCYpB3zDtzDcpuZmQ2S4Y2MJGk2cAgwUtIy0lE45wJXSjoZeBB4dx79BuAIYDHwBHASQESslvQF4I483tkR0XvnsJmZbUQNhX5ETOtn0KF9jBvAqf3MZxYwq+HqzMysrfyLXDOzCnHom5lViEPfzKxCHPpmZhXi0DczqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU0dGplM7NONPb068suYYOWnnvkoC7PW/pmZhXi0DczqxCHvplZhTQd+pL2lbSgcFsr6eOSzpK0vNB+RGGaz0haLOk+SYe35ymYmVmjmt6RGxH3ARMBJA0DlgNXky6Efl5EfLU4vqQJwLHAfsCuwE8l7RMR65qtwczMBqZd3TuHAksi4sE64xwNXB4RT0fEH4DFwOQ2Ld/MzBrQrtA/FphdeHyapLskzZK0Y24bDTxUGGdZbnsRSdMldUvq7unpaVOJZmbWcuhL2gJ4K/DD3DQD2IvU9bMC+NpA5xkRMyNiUkRM6urqarVEMzPL2rGlPxWYHxErASJiZUSsi4jngAt4oQtnObBbYboxuc3MzAZJO0J/GoWuHUmjCsPeBtyd788BjpU0QtI4YDxwexuWb2ZmDWrpNAySXgK8GfhQofnLkiYCASytDYuIRZKuBO4BngVO9ZE7ZmaDq6XQj4jHgZ17tb2vzvjnAOe0skwzM2uef5FrZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU49M3MKsShb2ZWIQ59M7MKceibmVWIQ9/MrEIc+mZmFeLQNzOrEIe+mVmFOPTNzCrEoW9mViEth76kpZIWSlogqTu37SRprqT7898dc7skfVPSYkl3STqw1eWbmVnj2rWl//cRMTEiJuXHpwM3R8R44Ob8GGAq6YLo44HpwIw2Ld/MzBqwsbp3jgYuzvcvBo4ptF8SyTxgB0mjNlINZmbWSztCP4CbJN0paXpu2yUiVuT7DwO75PujgYcK0y7LbeuRNF1St6Tunp6eNpRoZmYAw9swj4MjYrmklwJzJd1bHBgRISkGMsOImAnMBJg0adKApjUzs/61vKUfEcvz31XA1cBkYGWt2yb/XZVHXw7sVph8TG4zM7NB0FLoS3qJpG1r94HDgLuBOcAJebQTgGvz/TnA8fkonoOANYVuIDMz28ha7d7ZBbhaUm1el0XEjyXdAVwp6WTgQeDdefwbgCOAxcATwEktLt/MzAagpdCPiAeAV/bR/ihwaB/tAZzayjLNzKx5/kWumVmFOPTNzCrEoW9mViEOfTOzCnHom5lViEPfzKxCHPpmZhXi0DczqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU0HfqSdpP0c0n3SFok6WO5/SxJyyUtyLcjCtN8RtJiSfdJOrwdT8DMzBrXyuUSnwU+GRHz88XR75Q0Nw87LyK+WhxZ0gTgWGA/YFfgp5L2iYh1LdRgZmYD0PSWfkSsiIj5+f5jwO+A0XUmORq4PCKejog/kC6OPrnZ5ZuZ2cC1pU9f0ljgAOA3uek0SXdJmiVpx9w2GnioMNky6n9ImJlZm7Uc+pK2Aa4CPh4Ra4EZwF7ARGAF8LUm5jldUrek7p6enlZLNDOzrKXQl7Q5KfAvjYj/BIiIlRGxLiKeAy7ghS6c5cBuhcnH5LYXiYiZETEpIiZ1dXW1UqKZmRW0cvSOgAuB30XE1wvtowqjvQ24O9+fAxwraYSkccB44PZml29mZgPXytE7rwPeByyUtCC3/SswTdJEIIClwIcAImKRpCuBe0hH/pzqI3fMzAZX06EfEbcB6mPQDXWmOQc4p9llmplZa/yLXDOzCnHom5lViEPfzKxCHPpmZhXi0DczqxCHvplZhTj0zcwqxKFvZlYhDn0zswpx6JuZVYhD38ysQhz6ZmYV4tA3M6sQh76ZWYU49M3MKsShb2ZWIQ59M7MKceibmVXIoIe+pCmS7pO0WNLpg718M7MqG9TQlzQM+DYwFZhAuoj6hMGswcysygZ7S38ysDgiHoiIZ4DLgaMHuQYzs8pSRAzewqR3AlMi4gP58fuA10TEab3Gmw5Mzw/3Be4btCKbMxJ4pOwiNiFen+3l9dlenbA+94iIrr4GDB/sShoRETOBmWXX0ShJ3RExqew6NhVen+3l9dlenb4+B7t7ZzmwW+HxmNxmZmaDYLBD/w5gvKRxkrYAjgXmDHINZmaVNajdOxHxrKTTgJ8Aw4BZEbFoMGvYSDqmK6pDeH22l9dne3X0+hzUHblmZlYu/yLXzKxCHPpmZhXi0Dcz64ekt0japHJyk3oytmmQtKOkV5RdhxnwHuB+SV+W9LKyi2kHh34TJA2TdG/ZdWxKJN0iaTtJOwHzgQskfb3sujqRpF0kXSjpxvx4gqSTy66rE0XEccABwBLgIkm/ljRd0rYll9Y0h34TImIdcJ+k3cuuZROyfUSsBd4OXBIRrwHeVHJNneoi0mHRu+bHvwc+Xlo1HS6/L39EOlfYKOBtwHxJ/1hqYU1y6DdvR2CRpJslzandyi6qgw2XNAp4N3Bd2cV0uJERcSXwHKTfxwDryi2pM0l6q6SrgVuAzYHJETEVeCXwyTJra9aQPPdOh/hc2QVsYs4mbZ3eFhF3SNoTuL/kmjrV45J2BgJA0kHAmnJL6ljvAM6LiFuLjRHxRKd2mfnHWWabGEkHAv8O7A/cDXQB74yIu0otrENJ2gV4dX54e0SsKrOeVrl7p0mSDpJ0h6S/SnpG0jpJa8uuq1PloyO2k7R57jLrkXRc2XV1ooiYD7wBeC3wIWA/B35zJL0LuB14F6nr8Tf5FPEdy6HfvG8B00hdEFsBHyBdFcyac1jeYXYUsBTYG/iXUivqUDmotsrntToGuCJv/dvAnQG8OiJOiIjjSReC6uiuXYd+CyJiMTAsItZFxH8AU8quqYPV9i8dCfwwItwH3bzPRcRjkg4GDgUuBGaUXFOn2qxXd86jdHhuekdu857Ip4deIOnLwAo6/M1Qsuvybx+eBD4sqQt4quSaOlXtSJ0jgQsi4npJXyyzoA72Y0k/AWbnx8cCN5ZYT8u8I7dJkvYAVgJbAP8EbA98J2/9WxPyD7PWRMQ6SS8Bto2Ih8uuq9NIuo50caI3AweSPkhvj4hXllpYh5L0duB1+eF/R8Q1ZdbTKod+CyRtBeweEUP9Gr5DnqStgU+Q1ud0SeOBfSPCx+wPUF6XU4CFEXF//v3DyyPippJL6xiSbouIgyU9Rjr0VYXBzwGrga9ExHdKKbAFDv0mSXoL8FVgi4gYJ2kicHZEvLXk0jqSpCuAO4HjI2L/HFy/ioiJJZfWMSRtFxFr8zemF4mI1YNd06Yq/w7iVxGxb9m1DJT79Jt3FmlP/i0AEbFA0rgyC+pwe0XEeyRNg+d//KINTWTruYx09NOdvHjrNIA9yyhqUxQRj0o6pOw6muHQb97fImJNr1zy16bmPZO7y2q/It0LeLrckjpLRByVPyjfEBF/LLueTV1ErCi7hmb4aJPmLZL0XmCYpPGS/h34VdlFdbAzgR8Du0m6FLgZ+FS5JXWeSP2115ddhw1dDv0BkvT9fHcJsB9pa3Q2sBafybBpETGXdIbNE0nrc1JE3FJmTR1svqRXb3g0qyLvyB0gSfeQTvl7I/D3vYd7Z1nzJI0G9qDQ7dj7RFe2Yfn3DnsDDwKPk/r2IyJ8YRpzn34Tzid1PewJdBfahXeWNU3Sv5GuUrSIfEpg0vp06A/c4WUXYEOXt/SbJGlGRHy47Do2FZLuA14REd552wb5XDsHkz44f5lPwmbmPv1mOfDb7gHSRSqsRZI+D1wM7AyMBP5D0hnlVmVDhbf0bUiQdBXpakQ3UzhUMyI+WlpRHSp/a3plRDyVH28FLOjEHxJZ+7lP34aKOflmrfsTsCUvnLBuBOlcPGbe0jfb1Ei6hnSlp7mkPv03ky4Esgz87anqHPpWKkkLqfNLZh9mOHCSTqg3PCIuHqxabOhx946V7aj899T8t/bjt+PwaS0GTNIw0lXI/qHsWmxo8pa+DQmSfhsRB/Rqmx8RvszfAEm6DXhjRDxTdi029HhL34YKSXpdRPwyP3gtPqS4WQ8Av5Q0h/SLXAAi4uvllWRDhUPfhoqTgVmStif9uvnPwPvLLaljLcm3zYBtS67Fhhh379iQkkMfXxjdbONw6NuQIelI0plLt6y1RcTZ5VXUmST9nD52gkfEG0sox4YYd+/YkCDpfGBr0plLvwe8k3RsuQ3cPxfubwm8A3i2pFpsiPGWvg0Jku6KiFcU/m4D3BgRry+7tk2BpNsjYnLZdVj5vKVvQ0XtlAFPSNoVWA2MKrGejtXrwuibAZOA7Usqx4YYh74NFf8laQfgK8B8Up/0BeWW1LGKF0b/G7CUdHSUmY+DtiHjXmBdRFwFfBuYB1xTbkkd69PAxIgYR/qF8+PAE+WWZEOFQ9+Gis9FxGOSDgbeSNqZO6PkmjrVGRGx1uvS+uLQt6FiXf57JHBBRFwPbFFiPZ3M69L65dC3oWK5pO+SrpN7g6QR+P3ZLK9L65cP2bQhQdLWwBRgYUTcL2kU8PKIuKnk0jqO16XV49A3M6sQf+UzM6sQh76ZWYU49M3MKsShb2ZWIQ59M7MK+R+HQlb1m4vkEAAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620008917312,"user_tz":-120,"elapsed":415872,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f223886e-73c3-40a4-f02a-1b0bdf8fa0fd"},"source":["import numpy as np\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_albert])\n","mat.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(5797, 768)"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009037811,"user_tz":-120,"elapsed":536368,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e40b97a9-cd6e-4bfd-ac50-579b5c73fa3d"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (5797, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 4.2 Plot low dimensional T-SNE ALBERT embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620009040482,"user_tz":-120,"elapsed":539032,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"38dba768-08f1-4171-d5f2-2d2e220cb41d"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ALBERT Embeddings, colored by Part of Speech Tag')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ALBERT Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":10},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##4.3 Plot low dimensional T-SNE ALBERT embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620009041370,"user_tz":-120,"elapsed":539916,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6c276bbf-eb41-43fe-e96d-fbbb8289da7c"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ALBERT Embeddings, colored by Sarcasm label')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ALBERT Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 4.4 Plot low dimensional T-SNE ALBERT embeddings with hue for Sentiment\n","\n","* List item\n","* List item\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620009171989,"user_tz":-120,"elapsed":2033,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b846edf6-431b-44dc-a2a8-50821f89cfba"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ALBERT Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ALBERT Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":13},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 4.5 Plot low dimensional T-SNE ALBERT embeddings with hue for Emotions\n"]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620009174451,"user_tz":-120,"elapsed":2404,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b09619f6-6a93-47bc-beeb-908b4c264403"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ALBERT Embeddings, colored by Emotion')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ALBERT Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 5. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'albert' in nlu.load('albert') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009174452,"user_tz":-120,"elapsed":966,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d8f6b2ac-cf36-4f75-8bfa-1e1d2e72d5a5"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_BERT_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_BERT_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index e90dd8fe..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_BERT_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_BERT_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_BERT_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# Bert Word Embeddings with NLU \n","\n","BERT (Bidirectional Encoder Representations from Transformers) provides dense vector representations for natural language by using a deep, pre-trained neural network with the Transformer architecture\n","\n","\n","## Sources :\n","- https://arxiv.org/abs/1810.04805\n","- https://github.com/google-research/bert\n","\n","## Paper abstract\n","\n","We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation models, BERT is designed to pre-train deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be fine-tuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, such as question answering and language inference, without substantial task-specific architecture modifications. BERT is conceptually simple and empirically powerful. It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score to 80.5% (7.7% point absolute improvement), MultiNLI accuracy to 86.7% (4.6% absolute improvement), SQuAD v1.1 question answering Test F1 to 93.2 (1.5 point absolute improvement) and SQuAD v2.0 Test F1 to 83.1 (5.1 point absolute improvement).\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009295710,"user_tz":-120,"elapsed":126886,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"87056935-45c9-4cd0-cf18-36dccb1eaf8b"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:32:49-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 02:32:49 (9.84 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 66kB/s \n","\u001b[K |████████████████████████████████| 153kB 7.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 7.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 4.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"VbhFk9tO6XWe"},"source":[""]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620009349934,"user_tz":-120,"elapsed":181103,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"58f54880-2432-4b30-ac91-9588d6a5c202"},"source":["import nlu\n","nlu.load('bert').predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_bert
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][[-2.178703546524048, 0.7735095620155334, 0.07...
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"],"text/plain":[" document ... word_embedding_bert\n","0 He was suprised by the diversity of NLU ... [[-2.178703546524048, 0.7735095620155334, 0.07...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 2.1 Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620009359100,"user_tz":-120,"elapsed":190262,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8d7e33e1-b5a9-4235-f507-5c66c7a78818"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:35:49-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.83.43\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.83.43|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 94.3MB/s in 2.6s \n","\n","2021-05-03 02:35:52 (94.3 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3. Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment, Part Of Speech and emotion to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":674},"executionInfo":{"status":"ok","timestamp":1620009494117,"user_tz":-120,"elapsed":325273,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"baee67d1-b558-478f-a120-30ced51a1185"},"source":["pipe = nlu.load('pos sentiment emotion bert')\n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['comment','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenposspellsentimentsentiment_confidenceword_embedding_bertsentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNNPNCnegative[0.5229][-1.462327241897583, 1.3096603155136108, -0.48...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andCCandnegative[0.5229][-1.024696707725525, 0.7884304523468018, -0.68...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNNPNHnegative[0.5229][-1.4548953771591187, 0.6408097743988037, -0.9...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0...negative[0.5229][-0.4392944574356079, 0.8077083826065063, -0.3...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouPRPYounegative[0.4733][-1.153470754623413, 0.9713531136512756, -0.55...[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
499forINforpositive[0.5396][-0.6388858556747437, 1.300196647644043, -0.81...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499theDTthepositive[0.5396][-0.467822402715683, 1.8508617877960205, -0.52...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499fileNNfilepositive[0.5396][-0.6004684567451477, 0.7807854413986206, -0.1...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499unpackingVBGunpackingpositive[0.5396][-0.8144223690032959, 0.40262287855148315, 0.2...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499...positive[0.5396][-0.31592145562171936, 1.1434425115585327, -0....[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
\n","

5797 rows × 9 columns

\n","
"],"text/plain":[" token pos ... emotion emotion_confidence_confidence\n","0 NC NNP ... surprise 0.999590\n","0 and CC ... surprise 0.999590\n","0 NH NNP ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You PRP ... fear 0.975006\n",".. ... ... ... ... ...\n","499 for IN ... sadness 0.977163\n","499 the DT ... sadness 0.977163\n","499 file NN ... sadness 0.977163\n","499 unpacking VBG ... sadness 0.977163\n","499 . . ... sadness 0.977163\n","\n","[5797 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620009494437,"user_tz":-120,"elapsed":325587,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9bf215d6-4521-4b50-f075-625b30bcd1f0"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":5},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"HzACb9BrhDe8","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1620009494438,"user_tz":-120,"elapsed":325583,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b08b4b13-b829-468c-940f-75cb512b8c51"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","\n","predictions.emotion.value_counts().plot.bar(title='Dataset emotion distribution')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 3.1 Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52"},"source":["import numpy as np\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_bert])\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["# 3.2 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009554227,"user_tz":-120,"elapsed":385363,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"84bcbb15-35fc-4da2-9569-8d65a54ea8f8"},"source":["from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (5797, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["## Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n","from matplotlib import pyplot as plt\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 3.3 Plot low dimensional data with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1620009558497,"user_tz":-120,"elapsed":389626,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5e9d2f81-79ab-490c-959f-0a013577f987"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Embeddings, colored by Part of Speech Tag')\n","plt.savefig('pos.png')\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["# Plot low dimensional data with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1620009559498,"user_tz":-120,"elapsed":390624,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dbe9f2d0-0212-4f1a-ff17-d5fc4212dc5b"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Embeddings, colored by Sarcasm label')\n","\n","plt.savefig('sarcasm.png')\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["# Plot low dimensional data with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":844},"executionInfo":{"status":"ok","timestamp":1620010111859,"user_tz":-120,"elapsed":2760,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"4127f100-6c94-4384-aec6-3331d879b5f1"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Embeddings, colored by Sentiment')\n","plt.savefig('sentiment.png')\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"sAkMQJgpft0T"},"source":["# Plot low dimensional data with hue for Emotion\n"]},{"cell_type":"code","metadata":{"id":"6v-5xmsMft0o","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010113014,"user_tz":-120,"elapsed":3466,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d77b8c3a-56ab-4300-eff6-172421b6a1f6"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BERT Embeddings, colored by Emotion')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE BERT Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 4. NLU has many more bert word embeddings!\n","\n","Make sure to try them all out! \n","You can change 'bert' in nlu.load('bert') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010113015,"user_tz":-120,"elapsed":3396,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"be0c5ac1-bfef-4bdf-a412-560faf537498"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"SV99MZaL2rkl"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_BIOBERT_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_BIOBERT_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index 25bb51ee..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_BIOBERT_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_BIOBERT_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_BIOBERT_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# BIOBERT Word Embeddings with NLU \n","\n","BERT (Bidirectional Encoder Representations from Transformers) provides dense vector representations for natural language by using a deep, pre-trained neural network with the Transformer architecture.\n","\n","This Bert model was fine-tuned on a medical dataset\n","\n","\n","## Sources :\n","- https://arxiv.org/abs/1810.04805\n","- https://github.com/google-research/bert\n","\n","## Paper abstract\n","\n","We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation models, BERT is designed to pre-train deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be fine-tuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, such as question answering and language inference, without substantial task-specific architecture modifications. BERT is conceptually simple and empirically powerful. It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score to 80.5% (7.7% point absolute improvement), MultiNLI accuracy to 86.7% (4.6% absolute improvement), SQuAD v1.1 question answering Test F1 to 93.2 (1.5 point absolute improvement) and SQuAD v2.0 Test F1 to 83.1 (5.1 point absolute improvement).\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009259200,"user_tz":-120,"elapsed":106994,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d8aee4cd-33f7-4411-fd5e-f81e164bf663"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:32:32-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 02:32:32 (66.9 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 75kB/s \n","\u001b[K |████████████████████████████████| 153kB 48.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 50.6MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with BIOBERT"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620009327328,"user_tz":-120,"elapsed":175115,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"58a64092-d412-475d-9ac8-2271c03a6207"},"source":["import nlu\n","pipe = nlu.load('biobert')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_biobert
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][[-0.3066421151161194, 0.013826344162225723, -...
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"],"text/plain":[" document ... word_embedding_biobert\n","0 He was suprised by the diversity of NLU ... [[-0.3066421151161194, 0.013826344162225723, -...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620009337620,"user_tz":-120,"elapsed":185401,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"12facaea-a930-4427-907f-17df988e6930"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:35:26-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.104.142\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.104.142|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 48.1MB/s in 5.5s \n","\n","2021-05-03 02:35:32 (44.3 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
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10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3.1 Visualize Embeddngs with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":674},"executionInfo":{"status":"ok","timestamp":1620009512965,"user_tz":-120,"elapsed":360739,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fc638a75-36fd-4117-d5cc-362dfd216688"},"source":["pipe = nlu.load('sentiment pos biobert emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenspellsentimentsentiment_confidenceposword_embedding_biobertsentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNCnegative[0.5229]NNP[0.08338333666324615, -0.15817764401435852, 0....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andandnegative[0.5229]CC[0.2312745749950409, -0.2740359306335449, 0.06...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNHnegative[0.5229]NNP[-0.018805548548698425, -0.0434170663356781, -...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0..negative[0.5229].[0.275846391916275, -0.35986292362213135, 0.25...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouYounegative[0.4733]PRP[0.2144516557455063, -0.3174148201942444, 0.00...[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
499forforpositive[0.5396]IN[-0.4654908776283264, -0.021534433588385582, 0...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499thethepositive[0.5396]DT[-0.6310207843780518, -0.24342991411685944, 0....[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499filefilepositive[0.5396]NN[-0.007009629160165787, 0.02797984704375267, 0...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499unpackingunpackingpositive[0.5396]VBG[0.2357555776834488, 0.1817028969526291, 0.131...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499..positive[0.5396].[-0.18247532844543457, 0.11713927239179611, 0....[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
\n","

5797 rows × 9 columns

\n","
"],"text/plain":[" token spell ... emotion emotion_confidence_confidence\n","0 NC NC ... surprise 0.999590\n","0 and and ... surprise 0.999590\n","0 NH NH ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You You ... fear 0.975006\n",".. ... ... ... ... ...\n","499 for for ... sadness 0.977163\n","499 the the ... sadness 0.977163\n","499 file file ... sadness 0.977163\n","499 unpacking unpacking ... sadness 0.977163\n","499 . . ... sadness 0.977163\n","\n","[5797 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 3.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620009529452,"user_tz":-120,"elapsed":1857,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9f1f0270-aa1e-4f99-ee04-ef24f4ff2035"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 3.3 Checkout emotion distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1620009530452,"user_tz":-120,"elapsed":685,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"77609a20-da78-4278-8ccb-d2506d101ef1"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"M0J-WO0-QVOa","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009530686,"user_tz":-120,"elapsed":502,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f7d61985-e683-4944-9d20-377a31da103f"},"source":["import numpy as np\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_biobert])\n","mat.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(5797, 768)"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009645947,"user_tz":-120,"elapsed":115434,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b3eacfe0-1a33-4097-ced6-d0579e29c15b"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (5797, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE BIOBERT embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620009648242,"user_tz":-120,"elapsed":117073,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5709cae9-a04b-4a4a-ce14-24b7688324e3"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BIOBERT Embeddings, colored by Part of Speech Tag')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE BIOBERT Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##6.2 Plot low dimensional T-SNE BIOBERT embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620009649124,"user_tz":-120,"elapsed":117618,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2514f030-67c6-4c31-b546-888044e30f45"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BIOBERT Embeddings, colored by Sarcasm label')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE BIOBERT Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABJwAAAM7CAYAAAAPkIoEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5wV1fn48c/MbXt37/bO0tsB6SKKioKIKMYSY4sKtlSTaBKTmNixJpr4i+ZrjD027IqxK4rSFAUsgMBQd5eyve/evXXm98fcXbZKW1hgn/frxSu7M2fOnJlzb7z32ec8o1mWhRBCCCGEEEIIIYQQXUXv7gEIIYQQQgghhBBCiMOLBJyEEEIIIYQQQgghRJeSgJMQQgghhBBCCCGE6FIScBJCCCGEEEIIIYQQXUoCTkIIIYQQQgghhBCiS0nASQghhBBCCCGEEEJ0KQk4CSGEEOKwoJT6VCn10y7qa7ZS6rnv2Z+vlJoW+/kGpdTjXXHeA0kp1V8pZSmlnN19rpb3U3RuV6/LNm2fUkrduZfn2etjhRBCiCb7/QOGEEIIcbBTStW3+DUeCALR2O+/MAxjTpv2NwA/AzKBamCJYRgXxvZ9CkwEhhiGsTW2bRrwuGEY/WO/5wPZLc4B8JRhGL/pYGyzgRtjYwLYCtxkGMZrsf1TgOcMw+jd4pgzgFuAEUAAeB/4s2EY22L7LweeABpjh5QCfzcM4z+x/f2BLUBDm+H8xDCMl5RSTwEXA6HYvxXA1cB44JFYWwfgAfxNBxuG4evg+qxYG6vF5tsNw7i3bduDlWEYd3f3GMRO3/f+FEIIIcSBIwEnIYQQPV7LQEgsGPRTwzA+6qitUuoyYBYwzTCMTUqpHOCsNs0agJuBn3/Pac/s7BwdeMkwjJmx858KvKGUWmwYRkkH4zsPeBL4JTAXSAbuBhYrpcYZhlEVa/q5YRiTYseMAxYqpZYahvF1i+5SDMOIdDKmew3DuEkp5QX+AzxhGMbxwJxYn1NoEwj7HmMMw9i4G+3EQUIp5fye10a32c335+72dVBeoxBCCHGokICTEEIIsWcmAB8YhrEJwDCMYuDRNm3+BfxRKXVPU7uuYhjGB0qpOmAQ0CrgpJTSgPuAOw3DeD62uTG2zGwl8HvszKe2fX6tlFoLDAe+brt/F+NpVEq9DLyyxxezC7HsrhHY2V1nA/nAubF/v49t/4lhGB+2OGyQUupLYBjwCXCFYRiVsf4mAv8POAIoAH5rGMansX0DgKeAI4GlgNFmLLOAOwFfrI+24xxsGMbMFtlhlwN3YGfM/dMwjLtibb3Aw9hBkGLgv8A1TYE5pdSfgWuAJGAH8CvDMD7ejXvVB3gAOAG7ZMILhmH8RimlA00ZP17sbLerDcOo6aCPXrGxTQIqgXsMw3isxTWOxM6YOwu4Vin1SuxenA6YsWu51TCMqFLKAdwTuw+12K/LXZmglPoXkAu8AVxlGEZAKbUauN4wjLdiY3EBRcApbQKksIv3p1LqCuA6oDdQFrvGR2L7pgDPAf+H/fqaF8sG/DPwEyALWA/80DCMrUqpB4AfYQd1NwC/MwxjUayvo4GHgKHYmYRzDMO4tsXr40rgduzX0/XYWYJPAH2xA7Xtsh07EpuDE7Dn9tvYPfuuRZMMpdQ87KzLr4BLDcMoiB07LHat42P34mbDMF7enfMKIYQQu0NqOAkhhBB7ZilwqVLqT0qpo2JfrNvaDjwG3NaVJ1ZKaUqpHwBuYE1HTbC/sLYK/hiGYQKvAad00u8E7C/Gy/diTAnARcD+ylA6E3gWSMUOhn2A/fklD/sL+yNt2l+K/WU+F4hgB/9QSuUB72AHjdKAPwKvKaUyY8c9j/2lPwM7UHRZU4dKqSOws7hmAb2AdOyAxfeZhD0fJwO3KKWGx7bfCvQHBmLPx8wW51HAb4AJhmEkAqdiB9m+V+w1+DZ2EK0/9r15Mbb78ti/k2Ln9AEPdtLVi8C22DWeB9ytlJraYv/ZwKtACnYm21PY93gwMA6YDjTV0PoZcEZs+1Gx/nblEuxrHoT9erwptv0ZWtwn7ABXUQfBJtj1+7M0Nq4k4Argn0qpI1vsz8F+ffTDzlC8Fvv1fXrsmCvZuUx0GTA21v554BWlVFxs3wPAA4ZhJMWup20g5xhgCHAhcD/2stlp2AHWC5RSkzu6QR14L9ZPFnZAaU6b/Zdgv54zgG/YmYGYAMyLjTsL+DHwUOy1LoQQQnQJyXASQggh9oBhGM/F6g5dAcwGAkqpew3DuKdN078CG5VSIzrp6g2lVMvlOn9qyibpwAWxukwuIA4726O6g3YZsf8t6mBfUYv9ABOVUtXYtZaaghAb2hxTbsdAmh1rGMba2M9/VEr9BvtLeAF2MGJvfaWUMlv8fqFhGB/Efl7U9HMsm+NHwN9iWTQvAo8qpVJa3I9nDcNYHWt/M/BNbJnVTOBdwzDejbWbp5RaDpyulPoEOzNmmmEYQezlhW+1GM95wNuGYSxs0e+uMlBuMwyjEfhWKfUtMAZYC1yAnYVSBVTFMnpmx46JYte9OkIpVWYYRv6ubx0AR2MHif7UYgnY4tj/XgL8P8MwNsfGfj2wOpbp0yyWIXU88APDMALY9+1x7ADe/Fizzw3DeCPWPgk7CJMSu84GpdQ/sYM0j8Su8/4Wdcz+CkzZxXU82KL9XdjZNzdhZx3drJRKMgyjFjvw92xHHezq/WkYxjstmi9QSn2InSH0VWybiZ2lFYyN46fAdYZhNGW8fdvyXC36uk8pdRN2kPFbIAwMVkplGIZRjh0Ia+mO2H3+UCnVgJ2RVho75yLsQN2CXdwvDMN4sunnWBZalVIquUUG2zstXrc3AjWxuT4OyDcM47+xdl8rpV4DzqeLA+VCCCF6Lgk4CSGEEJ1QSvWlRSZRU62nWBHxObGlPT+M/fxNiyAJhmGUKaUexM7C+U8H3f9wD2o4vdyihlN/4G2lVE3TUqAWymP/m4u9bKel3Bb7AZa2qOGUDbyAXevp+hZtMr6nhs0/YjWc+mIv01LYy/b2xpHfU8Op5bLBRqDcMIxoi9/BDpg1BZy2tmhfgB2ky8DOWDlfKXVmi/0u7GV3vYAqwzAa2hzbJ/Zzr5b9GobRoJSq2MU1Fbf42R8bY7u+2vS7USn1O+xAyQil1AfAtYZh7NjFufoABZ3MVa/YtTQpwP78l91Bu0rDMOratD2qo7Fi308XUNQiKKm3aNP2OluOoTNt2/cCMAxjh1JqCXCuUmouMAP4bWedfN/7Uyk1AzvLbGhsvPHAqhaHl8UCQU36AB0ui1VK/RF7qV0v7KL3SewM6v4E+72/Tim1BTsA+XaLw9u+rtv+3q7AfgfndwB3YQeJMrGDZcTG0BRwavn6qldKVcbG2w84JhZ0buKkk0CeEEIIsTdkSZ0QQgjRCcMwCg3D8DX962B/2DCMV7ADLSM76OLv2EuZxnfhmPKxl9Gc2dFu7CVR57fcGKvjcy7QYS2gWPHx1zrpc1fjKcT+8v9ArD5Rd+vT4ue+2Jkm5dhfvJ81DCOlxb8EwzD+hp39lRpbZtTy2CZFLftVSsVjL6vbG0W0Xo7XcrwYhvF8LBDYDzuI0TZzriNbgb5KqY7+kLgj1leTvtjL4NoWnN8BpCmlEtu03d7i95ZPEtyKXUMro8X9TDIMoymjr9U9o/X97Ezb9i0DbU9jZ6mdj51p1XJcHWr7/lRKebBf5/8Asg3DSAHeBbROrhHs6xzUtm+l1AnYtaAuAFJjfdU09WUYxgbDMC7CXq52D/Bqm9dXV7gYO7NwGnYdqf6x7S2vp+Xr1oe9/G8H9nUtaPN+8BmGcVUXj1EIIUQPJhlOQgghxB6IFREuAxZiP43uVOy6K1+0bWsYRrVS6j7sL6Z1bffv5fl7A6dhf1Fuez4rlnXxmFJqG/A6dr2du7GzL/7ZSZ/pwDnAdx3t3xXDMOYppXZgL6d6YG/66EIzlVLPYNc+uh14Nbb87jlgmbKf8vcRdnbORGCjYRgFseV1tymlbsBeonYm8Gasz1eBL5RSk4AvY/3u7R/tXgauV0otw86uaV6aF6vhlAcswS7O3Yi95LGpoPUnhmFobTuMjakI+JtS6lbspXnjDcNYgp259mel1HvYr9u7sZ96GGm5XDJWBPsz4K+x19BQ7CydSzq6CMMwimLL0e6LLTGsBwYAvQ3DWBC7zmuUUm9jv0/+shv35tex9n7smkYvtdj3BnYR7mzg3s462MX70429ZLEMiMSynaYDq79nTI8Ddyil1mDXKRuFHYRLxA7clQFOpdRfsN9jTeOYiV28vKxFFpFJ10rEDvpVYL+W7u6gzektXrd3YGc2bo3d578puxh+U72vsUB9i2WzQgghxD6RDCchhBBiz9RiP/WrEHsZ173YNXkWd9L+AewAQFtvKaXqW/yb+z3nvLCpHXah4iV0UmfFMIyXsGvc/B77i+ga7CdYHW8YRstlYMe26HMt9hfnq9t0V91mjNd+zxj/DlwXyyLZU9+2Oc/9e9FHk2exi1kXY9e7ugbsgAp2NsgN2Ne6FfgTOz8LXYxdyLkSe8nVM00dxp769WvsAstFQBV2JtneuD127BbswNer2EEDsIMhf8POyCrGzo5pWuLYB/isow5jSwzPxC7eXRjr/8LY7iex78nC2DkDtJ/nJhdhZ8nsAOZi1zL6vmWfl7KzgH1V7FpyY/sewy7w/i12faTXv6efJs8DHwKbsZex3dniGhuxs5MG7KKvTt+fseWC12AHw6qw5/zNzjqK+X+x9h/G+n4C+/30AfZS0vXYy/8CtF4SeBrwXez99QDw49g1dKVnYufejj0HbetEgX1Pb8V+XY8nVnw9di+mYxcL34H9ersH+zUohBBCdAnNstpmDgshhBBCiANBKXUVdjDie59KFivg/UrLOmE9jVLqFmBoUz0zIYQQQhzcZEmdEEIIIcQBopTKBQYCn2M/zv4P2E8I/F6GYfx0Pw/toKaUSsNe4jeru8cihBBCiN0jS+qEEEIIIQ4cN/AIdk2v+cD/sGsTiU4opX6GvVztPcMwFnb3eIQQQgixe2RJnRBCCCGEEEIIIYToUj1hSZ0HmIBd5LOjoq1CCCGEEEIIIYQQYs84sB8YsoydD0Fp1hMCThOARd09CCGEEEIIIYQQQojD0AlAuyc294SAU1HTDxUV9d05DtGN0tN9Mv89mMx/zybz33PJ3PdsMv89m8x/zybz37PJ/B84uq6RmpoALeIuLfWEgFPzMjrTlHpVPZnMf88m89+zyfz3XDL3PZvMf88m89+zyfz3bDL/B1yH5YvkKXVCCCGEEEIIIYQQoktJwEkIIYQQQgghhBBCdCkJOAkhhBBCCCGEEEKILtUTajgJIYQQQgghhBCih4hGI1RVlRGJhLp7KIcFp9NNamomDseehZAk4CSEEEIIIYQQQojDRlVVGXFx8SQk5KBpWncP55BmWRYNDbVUVZWRkZG7R8fKkjohhBBCCCGEEEIcNiKREAkJSRJs6gKappGQkLRX2WIScBJCCCGEEEIIIcRhRYJNXWdv76UEnIQQQgghhBBCCCFEl5KAkxBCCCGEEEIIIcQ+OO+8M1m27Itdtps06Si2bdu6V+fYl2O7gwSchBBCCCGEEEIIIUSXkoCTEEIIIYQQQgghhOhSzu4egBBCCCGEEEIIIcThYM2a1TzwwH0UFGzB4/EwefJUrr76WlwuV3Obzz9fwssvv4DfX8/pp5/FVVddja7b+UBvv/0/XnjhWSoqKjjiiBFcd92N5OTkdtfl7BPJcBJCCCGEEEIIIYToArru4Oqrr+Xttz/i4Yf/y4oVy5g795VWbRYu/IQnnniGJ56Yw6JFC3jnnTcBWLToU5599r/cddffefvteYwePZbZs2/sjsvoEhJwEkIIIYQQQgghhOgCw4YNZ+TIUTidTnJze3H22T/i66+/atXmkksuIykpmZycHC644CI++ugDAN5443Vmzbqc/v0H4HQ6ufTSK9mwwaC4uKg7LmWfyZI6IYQQQgghhBBCiC5QWFjAgw/+k3Xr1hIIBIhGIyg1vFWbrKzs5p9zcnIpLy8DoKSkiAceuI8HH7y/eb9lQVlZ6SG5rE4CTkIIIYQQQgghhBBd4L77/saQIYrZs+8iPj6Bl19+nk8++bhVm9LSEgYOHARASUkxGRmZgB2IuvTSK5k+fcYBH/f+IEvqhBBCCCGEEEIIIbqA399AQkICXm88BQX5zJ37ars2L7zwLLW1tZSUFPPKKy8wdeopAJx99rk8++x/2bx5EwD19fXMn//RAR1/V5IMJyGEEEIIIYQQQogu8Otf/457772L559/hiFDFCefPJ0VK5a1ajNp0mR+8pNZNDTUM2PGGZxxxtkATJ58Eo2NfmbPvoHi4mJ8Ph9HHXU0U6dO645L2WeaZVndPYb9rT+wBaCsrK57RyK6TWZmosx/Dybz37PJ/PdcMvc9m8x/zybz37PJ/PdsmZmJrFq1mpycft09lMNKcXFBu3uq6xrp6T6AAUB+22NkSZ0QQgghhBBCCCGE6FIScBJCCCGEEEIIIYQQXUoCTkIIIYQQQgghhBCiS0nASQghhBBCCCGEEEJ0KQk4CSGEEEIIIYQQQoguJQEnIYQQQgghhBBCCNGlJOAkhBBCCCGEEEIIIbqUBJyEEEIIIYQQQgghRJeSgJMQQgghhBBCCCFED/Duu29x003XHZBzOQ/IWYQQQgghRNfRdSImeBwQjZrdPRohhBDikPfZ2jpeWVxFRV2E9EQn509K5bjhid09rGbRaBSHw9Hdw9gjEnASQgghhOhmmgY1fpPtZY249Sj9Mhy4vfGYltauXUGFxUsLiiipCjF1bCrHHpFIKGziduokeTUcSABKCCGE2BOfra3jyXnlhCIWABV1EZ6cVw7QJUGnSZOO4uc//xULF35KTU0Nv/71NUyZcjIAS5d+xiOPPIhpmqSkpPKnP91A7959+Oqr5TzwwD9Qajjr1xv87GdX8c9/3sv06TNYsWIZZWWl/PKXV1NdXcm8ee9TW1vL9dffwtixRxKJRLjuut9RU1NDMBjkiCNG8Kc/3YDL5drna9kTsqROCCGEEKKbldaaXPdkIX99tYTbXi7n9lcq8FdXoWmtA07FdXDbs/ms2tJAaXWYFz8t5eOva6hsiHLn84X89eXt5FeYtDlMCCGEEN/jlcVVzcGmJqGIxSuLq7rsHAkJCTz++DPcfPNt3H//PwCoqqrkzjtv4ZZb7uTpp1/klFNO5bbbbmo+ZsuWzZx11jk89dTzHH/8CQCEw2EeeeS/3HXXvdx77504HE4ee+wZfv7zX/PII/8GwOFwcOutd/LEE8/y7LMvEY1Geeed/3XZtewuCTgJIYQQQnQnTeO1xRX4gzszk/LLInxX0EBcpKZV0/ySIOFo6w/E7y+rINHroKwmzPptjcx+Np/i2tZthBBCCNG5irrIHm3fGyeffCoAI0aMory8jGAwyHffrWbQoKEMGDAQgNNPP4uNG9fj9zcA0Lt3H0aOHN2mn1MAGDp0GIFAgJNPng7AsGHD2b59GwCmafLCC89x+eUXc9llP+arr5azYcP6LruW3SUBJyGEEEKIbhQxYUtpsN32ohoNPWpvNzWNiAmj0uq4ZqqDwTnu5nY+b+t6DqYJBSXt+xNCCCFEx9ITO6421Nn2veF22//tbqrDFI1Gd3mM1xu/y36aftd1nWjUDpDNm/c+K1d+w0MPPcYzz7zEOeecRygU2veL2EMScBJCCCGE6EZuB0wd3b4+xBHZJhF3IlWNsGJVEdqyl0ia+zsmrriRGwcs5Lzx9gfNcyZlsrbQ3+rYOI98xBNCCCF21/mTUnE7W69Hdzs1zp+Uul/PO2LEKDZtWk9BQT4A7733NkOGKOLjE/ap3/r6OpKTU4iPT6C+vp55897vgtHuOSkaLoQQQgjRjUzTYtLIZEqrw3z8TS0el84lx8UxpF8cdaaX/3tzO78fsQnPyrnNx3hWv8mZU/qQ1/cYemd6uO6xTc37slJcDMjyALu/rE7TwEJH0ywsU5bjCSGE6FmaCoMf6KfUpaamctNNt3PbbTcSjUZJSUnlllvu2Od+TzvtDBYtWsjFF59LamoaY8aMIxg88NnPmmUd9h8q+gNbAMrK6rp3JKLbZGYmyvz3YDL/PZvMf891yM29rtPgD+G0wiR5dYJ4KK61ePz9YmanPQ9blrVq7ug3mugPbqYhaLKtIsqW4kZSfE6G9PKQ7Nn90zZG4JstAT5cXkWvDDdnTkwjN0nnUP+MeMjNv+hSMv89m8x/z5aZmciqVavJyenX3UM5rBQXF7S7p7qukZ7uAxgA5Lc9RjKchBBCCCEOBqZJQpwTcNL0N8g4l0Z1fQR//wHE0ybglDuUcNTEo1sMytQZnJXAnsaINA0WflfPnI9LAdhU1MiX6+q45yf9SWtfNkIIIYQQYrfJAn8hhBBCiINUSrzGjAlpbEwYB76MnTsS0tCGnoDZYvnb3iQk+cMacxeXt9oWDJsUlknRcSGEEELsG8lwEkIIIYQ4WFkWJ47wUVTlpSr3NlKDO3A7wUrtTYNz3wuZahq4XTr+oNlqu9OhY+k6OlLTSQghhBB7RzKchBBCCCEOYi7dom+6TmJaOpHcUfgzR9HYBcEmAK8TZp2c3WpbWqITp1PjtjnbeGFhFZWNXXIqIYQQQvQwkuEkhBBCCNFDWZbFuAFx3DKzLys21JOd6iYpwck/Xt5KKGKxuSjAF2trufPyfiS4JNNJCCGEELtPAk5CCCGEED2YU7cYnOVkaE4qlY0W1/x7c6v9FXURiirDDM6Wj41CCCGE2H2ypE4IIYQQogex0ChvgPXFYSr9oOk6DSGNinoLh6bhdLQ/xkQ78AMVQgghxCFN/lQlhBBijzSENYqqInhcGj6vg7R4Dcs0d31gjMOhoWMRju7HQQohOqGxemuQ0poIwbBJtd9kXcTimXnF+IMmYwf5uPa8vtz7UmHzEf2y44hELTRNw9qbR+EJIYQQhwBt42L0ZS9CfQX40jEn/Bhr8KRuHZNpmmiahqYdmn/4kYCTEEKI3VYX1Hj2k1JU7wQKihvpl+MFIC/DQ/9MJ3GOzr+MappGQn0BkW/fxaotJ2HMaTRkjiTqiMeh7X7ASgix92oCFtsrwjw/vwSAy6bn8PSHxc37v9lUj8/r4Ddn5/HNJrumk6bBhu1+RvZORuJNQgghDkfaxsXoix5Fi4TsDfXl6IsexYR9DjoFAgHuvPNW8vM343A46du3H7/73R+ZPftGGhoaCIVCHHfc8fzqV78F4IknHmHLls00NNRTUlLMww//l1WrvuXJJx8lEomg6xo33ngbgwcP4bbbbqKwsIBwOEReXh+uv/4WkpKSKCzM5667biMQCGCaUWbMOJOLL57FE088QmFhPg0NDWzdWohSw5k58zIefPB+iouLmDx5Kr/+9W/38W7uJAEnIYQQu23d9gDD+/hYvLqaQb28rb6oTjsylfMmpRHvtL+Rei0/jsYKrKAfMykXPVRP4OWbqR91HgW9pxEoc5Kj1fP26npOOyqd3qm6ZE8IsZ81BGHu4rLm34Ph9sHeL9fVkpPmZktxgK821JGc4OQP5/VG3p1CCCEOV/qyF3cGm2K0SAh92YtE9zHg9MUXn+P3N/Dcc68AUFtbi8fj4Z57/kl8fDyRSIRrr/0NS5d+xsSJxwGwZs1qnnxyDikpKRQWFnDPPXfy738/Rp8+fQmFQkQiYQB++9s/kpKSAsCjjz7EnDlPc9VVV/P6668yadKJzJp1RfM5mxjGOh5//Fm8Xi9XXjmThx9+kH/8419Eo1HOP/8szjrrHPr06btP19xEAk5CCCF2i6ZplFWHiJpw9LAkXohlSDT56KsqJg5PYmi2g4RgCZHNK4iWbETrOwarshiHw6JuzIXcu3YEm0qigInTUcfvf9SLO58v4K9X9CfF2y2XJkSPoQGNoZ1BJpezfTnPPpke+mXFYRQ2cN3kAFllS4h+4yc08ETMzCG4XVICVAghxGGmvmLPtu+BwYOHkJ+/hfvuu4dx48Zz3HGTME2Thx56gFWrVgIWFRUVbNiwvjngdOyxxzcHkpYt+4KJE49rDgK53W7cbjcA77//Nh9++D6RSJjGxkBzm7Fjx/HQQ/8iEAhw5JFHceSRRzWP5+ijJ+Lz+WJjG8ygQUOb++vbtx/bt2+TgJMQQogDy7IshvWJZ2NRgKhpYXaQ7lBRG8abFSD4zn1QEasBs+EzGH06ZOWx2T08FmyyRaIWry+uZMygRIqqwqR4XQfoaoTomTKTdAbkxLGlOABAcWWQUQMSWLWlAQCPS2Pa+DQee3cH95xtkvzerVjRCDoQt/ZjgjNugj6jkLV1QgghDiu+dKgv73j7PsrL681zz73M8uXLWLp0CY8++m9OO+0H1NXV8uijT8Wyne4iFAo2H+P1xu+y32+//Zo33niN//znSVJTU/nww/d5883XAZgy5WRGjhzNl18u5bnnnuKdd97kllvuAMDt9jT3oesOPB53i991otGuK7Qqf6ISQgix2/qmOxmYE4dpWuSmu1vtS010kpniIlqxbWewqcmq9yFjADXh9gGlkuoQaYlO4tzynyQh9jenZvLbc/IY1T8BgO/yG5g1LZvbL+vHny/ow19+3I9VW+o594QM0sq/gWik1fGeVW8SjUrNNSGEEIcXc8KPsZytP9taTjfmhB/vc9+lpSXouoMTT5zCNdf8gerqKnbs2E56egYej4eyslIWL17Q6fFHHz2RpUs/Y+tW+/N1KBTC72+grq6OhAQfycnJhEIh3nnnzeZjtm3bSlpaOqeffiZXXPEz1qz5bp+vY29IhpMQQojd5tQthuY4yUxOYuQAH/9bUs6qLQ0MzvMyfXwqeelOAkUR3G0PtCz8UScDcxOA1uvjJw5PIhyJ0ivVCVIlRoj9Ls1rce05OfjD4HGCW7cAB5rmoLoRTp+QhgZYhZF2x2pWBF1iw0IIIQ4z1uBJmLBfnlK3adNGHn74QQBMM8rMmZczbdqp3Hzzn5k16wIyM7MZP35Cp8f36dOX6667kVtvvZ5o1MTh0LnxxtuYOPE4PvzwPS666EckJ6cwduy45sDS/Pnz+Ft6GecAACAASURBVPDD93G5nGiaxm9/+4d9vo69ofWAAq39gS0AZWV13TsS0W0yMxNl/nswmf/9J2jqVPlNHBokezUsCypKyui76HaoLW1uFx0yGWv0D3CXrOZr5wQe/bSR2oYIJ41NYerYZNJ9TrzO/fPfI5n/nkvmfs+U1MEtT+c313h6/BKIf+smsFpkNP3geqJ5YzpdUadpdjq+aZrdvupO5r9nk/nv2WT+e7bMzERWrVpNTk6/7h7KYaW4uKDdPdV1jfR0H8AAIL/tMZLhJIQQYq95dJMcX9NvFqAxb73OhdOux7NpIXHl66jvMxFn7xG43rkN9/gzGPvlTdw77Sr83hySS5YSv6GU8DGXETW1brwS0RDWKK2JEOfSyUzScWq7jhZousbWSpPC0iA+r86ALA+JnsP+D1mHJU3TePuL8lYFxW9938E/zrkDffV7WCE/2pjTiWSpTgNJcZFq9O2rMAtXovcdhZk3moAz5QBdgRBCCCEONhJwEkII0YUszjw6jVtf2sqRQ05j6PCzGZlai+u1a9HikzEbqtgx8Vr+84WPjTv89M8ew6+muMgNh6kIuEmO13Yr0CG6VnkD3DGngKp6ewnVtCNTuPCEdDyOzuciENVYWxDk/te3NQcg8tLd3HhRb3zt1lSKg52JRmFpsNW27RVRnlubzsxp12CZFpFo568HN0GsBY8T2rzc3rBuEY6BR+GeejUhzYPDYa/Dk/pPQgghRM8hq/CFEEJ0qbR4mD2rLxOH+8hJ90BiBqHTbyba6whqB0zl7k+8bNxhf7HNLwlyx1uNrC7W+P0jm7n31R1UByTT6UDSdAffbrbrcMViAnz0VTWF5eHOj9E0tpSGeXlBWatsl+0VIfJLQp0eJw5eOhbTxqW22z5usI9w2PzeYBOAq76EaFOwKSa6eTnOhhIKKkz+9VYJ979ZwpbyaIdPuBRCCCG6Wg8oH3TA7O29lICTEEKILpfgtshOceFyaERx4MxTBCdfQ6nei4ra1oWI6/xRQhELt1Nj3dZGnp5XgiX/eTog/GGNj76t5b1lldT5o/xkRi+yUuwnCZZW7ww4RdEprbeo8AOaTtiEwtIg1fXtg1L+kGSwHIosy2L84HjOPzETl1MjIU7nF2fkMiDLfj0EohoFFVG2VpmEOlj+anYSRQqEotz8dD5frKtjmVHHrc8UUFjRdY9bFkIIITqi6w6i0fYPvxB7JxqNoOuOPT5OltQJIYToUmFTY1NxhEfeLqSiNkJmsovf/6g3fdKixHmc6DqYLWISmgamBScfmcp7X1ayYkM9DSFLlmXtZ5oGi9bUMedju7h7aXWYDdv9zDolh6c+KCY3zZ6A2qDGw28XsbqgAV2HGRPSOO2oNEqrgkwamcIHyyub+9Q16Jvp6ZbrEfsu3mVx1oQkpo5JQtchwWUHkqoDGv94dVvzkruR/eP5xQ9yqaqLEDEt8tLdbPOnMeSEWVg71hLZ/BVYJnqvYSwvTwJqWp3nvWVVXH1mFpGIBCeFEELsH16vj7q6alJS0tE0+UPmvrAsk7q6Krxe364btyEBJyGEEF1G1zXySyPc/9pW/EH7y2RZTZi/vlTIPVcOIMNncf6JWbz06c4n2J12VBqBkElOmh2oyMtw43F1y/B7lMaIxlufV7TaFjXtQNSFUzLpne5A0zQ+WFHN6oIGwA4UvvNFJVkpbk4am8rSdbXMmJDGku9qSE10cekp2WQn6dgF5MWhyLIsEmLvPzP2eliwqqZVfafV+X4+W1vH/5aU4w+a/Gumj9xN7xPJX4ye1pv4Gb+hsrwa5+BjWL28/Yd8l1OWzQohhNi/fL5kqqrKKCnZhnwu2VcabnccPl/yHh8pASchhBBdxh+GzUWB5mBTkzp/lK83NzC6fzwTh/lISnBQ54/idupU1IYpqQrh9ei4nBq/PKMXLikcvt85dQ2f10Gtv/XyJq/bwUkj4sGCUBS+WFfb7tjiyhDD+sQxZVQy5TUhJo1MJtXnwOcykQ91hx5N16httEDTSPK0qdOg6azc3NDumILiAIN6eRnRy0Hmlrex1ryPBUT9a/CXbGLLxNtx+JM5aYyDj76uas5q1DSYPj5VspuEEELsV5qmkZaW1d3D6PEk4CSEEKLL6JqG26W3WzbncmjUB6K8vLCcK6Zn4g9E0XWNqGlRH4jy2eoabpnVn3/8zEdaPJ0+dl10nTgXnH1cJv95azt5GW6OH5FCfJxOSoIDl9NBOBzF5dBQfeIprW69JCo1yYVlQUYCZCQ0rX2UAMKhyB/W+PDrGt78vAJNgx8dn8HJY5KIc9pvQg2LY4YlsmF7Y6vjzh9jkrh9KYklX+HIHog+5TKs+kqwLELrlpBlluBM6U+C2+KuKwawZFUN43uHGRZfjstahxXJo9G5538pFUIIIcShQwJOQgghuozHYZKd7OSc4zN5bVEZYGc0zDwlhw+XV1BcGeKSqRlMGOrj8fdKWJ3fQHaKi5sv6Uf/dA3LkmDTgRKNWrgcFr8/tw/FlUFeXVRGOGIxvF88vdJycTk0NhQFmDQimdX5DVTV2YU3R/ZPwBenk5nooKNsJl3XsCxL5vEQoGmwurCR1xeXN297aUEZvTM8jOlnBxJN0+L4EYn4vE5q/BHWFvg5caiT7G8egm2riQLRHQaOrIE48oYRNhbjHnMqub0z8LsssCAvWeOKiVFCb96LVbGVEEBiBgnn3EKDR/76LIQQQhyuDqqAk1IqDvgnMA0IAJ8bhvFzpdRQ4GkgHagALjUMY0P3jVQIcTBxOHQsLMyoha5rODCJonf61CSx/1gWDM114/M66JPloTFokpbo4vVFpWwvDzEgJw63A+Kd8Icf5dAQhDinhsdpSoDiALMsi6F5cawqCPDCJztraq0t8PPGknKOHZHMjsowLgfMnJZDMGSSnuQk3qOTleTApbeeMKcVpLwqQENtHVmJGsnJ8fidqQf6ssQe0B06C76tabf9s7W1jB9kF/WOWBrL1jcw5+MSgmGLY4YnclxePebi1a2OiZZuxjX0GCx/LcHPX8GbNRCSwGmF8dRvQyvfgmfkFKJFGwivXwp15UTWzEcffzGmKdlxQgghxOHooAo4AfdiB5qGGoZhKaWyY9sfBv5tGMZzSqmZwCPA1O4apBCi+7m0CFo0zNoKF28sqSDZ5+Rnx1rE5S8muuUrXIOOhsHH4XelNR/jcGiYpmRe7G9O3aJvmk5uWhxz5pcz/5tqwC4U/NMZOThj9ZkcWCR5AGROuku7ej0xn6+r45SRLp7/uByXQ2NY33gG9fIyKNdDbpJG28wm09J4d0U9zy+qwbQgxefkplPr6NvHSUBPPEBXc/hxOHQ0jf1W78gyLQbneVmV37pG08CcOEzTwh/W2FoR5sn3i5v3fbG2jvLRGmltOwM7ZSomvG4xrrzxuDcsITjv4ebtrmHH4xw4nsjmFbBjLeUqSlq8FBEXQgghDkcHTcBJKeUDLgV6G4ZhARiGUaKUygKOBE6JNX0BeFAplWkYRln3jFYI0V10DeLr8gkvmYNZVUTfQSdxZM4EakNhtA8fIlS+GYBo0XochStxn/oHquu9rN4W5tvN9QzIiWNUv3gSPRLh2N9cmFw8JZ0pY5LxB01yU11Sn2k36Lp2QLPzshLbf9kflO0kIVTOj0/KwrIgGDYZkudF1yygffviygDPLdyZKVNdH+E/S9zcfpYffBJw+j66bt/PlnNuWlBQEeW9ZeU4dThtQhp90hxoXVyQ3TQtpo5JJi3JhT8Yxalr1DREOGaYj+1VJvfP3c5Rqv38vWt4uHzocUTWf9a8zdF7ONHywubfrZQ83IFKgp/8t9Wx4XVLiDtxJpHNKwgPPIEtJWHSBsaBJVlOQgghxOHmoAk4AYOwl8vdqpQ6CagHbgIage2GYUQBDMOIKqV2AH2APQo4ZWbKh96eTOb/0FXTEGZLUYC6xii9EiPo7/0fVG8HwPvNK0we0UBZzlHoxuZWx0ULV+ILVfDcV2Fe/nTnkqH+OXHcefkA0pPdiP0vL3vXbfa3Q+H9X9sQ4buCBlZtrqdvdhxjBvrITffst/NZlolZVczQDAfHDHLxxaYwAPEenUvHNuJ3ZTBvRSUVtXbtJk2DW2b1Z+TAnfcyGDYprgwSNKOMGpDAqi07M2U2FYdosBLp0833/mCde8syiexYT9j4DCscwj18Es48heZwsWJDLbc+U9DcdsmaWv7200GMHtj117J+dQ1Pvl/UHAg+coiPqKXxr/9to6Q6RGJ8+4+KYT2OyLGXE8gag6t4Fe7ew3A2VhL84nUAtDgfa9xjUf4GiATbnzQawRw+lXnVQ3j2i22cfVwG50/OItXn6vLrO1jnXxwYMv89m8x/zybzf3A4mAJODmAg8LVhGH9SSh0DvAWc31UnKCur66quxCEmMzNR5v8QEIxqbC4J8fXGevpmxTFqgJc4p8bTH5exeLX9aHaHDjeffg1DP58NIfupSe61H5I+4+gO+/QHLV5f1Do2nV8cYON2P2aogy9C4rBzKLz/NU3j/W/qmPPxzsDooNw4rjs/D6+z67OdXFYId8FnbA2lsrwqm58cHeLMwY0ETSe5lJC6ZQXz837RHGwCOzPt2XnFDMhy4tIs6gLwxtJKPlheBcAxw5I4Y2I6by+tsMef4yY+3t2t9/5gnvuEhkKCL94Apn2PQyvexnX+HYQzhvLWZ+Wt2loWfLSigt4pGtFo12UCBaIa//7ftlZZh19tqOeEUSlsLw8BUOePMLS3l/XbGumfHccPjklja4mfN79q5Jjeg0hI68872xIZlVJPynF5WOjkR3N4bIHODRdkoJ94M/GhclLXzIXaYnDF4e81nr+v1fi2wD7H3MXlDOnlZWTvrg04HczzL/Y/mf+eTea/Z5P5P3B0XSM93dfp/oMp4FQIRLCXzGEYxhdKqXLsDKc8pZQjlt3kAHoBW7tvqEKIrqZpGp+uqmPO/J1fuPtkuvn12XnNwSaAqAn/Waxx94jT8K6cax8bl0BhIIVBeaNxlK6ndtwlFOu9iPP5SPXkEjXz250vEpV1XeLgUROweHlB68DopqIAOyojDMpydPn53LWFFNfp3LIkhVq/n5WFLi4eFaS/q4j41HT8w3+BuUFH16FlPefahiifrqxje0WIIXle3l9W1bxv6dpazj0hE5/XgdOh8asfZGE6JIuwI7quYW74vDnYZLMILfsfVSf8Hoej/bJFTdMImlqXfnALR6CqPtJue0MgSnaqm5KqEG99XsEp41OZODyJ3DQP97y0c9ncXJfG3dPrOCmjnv9bkcHq/FwAXA64ckY2980tpbTai8fVj19M/iNHl7+BX03ngfluvitoXTdqdX4Do/umysMehBBCiMOI3t0DaGIYRjnwCbFaTbEn02UB64FvgItiTS/CzoKS+k1CHEZqA/DywtZv661lIcqq238ZKqmOUDVgOiTnABA65jI21vkwp1xF6Zn38+elitnzvPxlbpSn5lfy89NzWx1//LB4jkhvxG0/nFuIbmeaHQdBI12YzdJK9Q4K6U2tPwrAyq0R/vJuHD//aABbE8ewNN9BSWWQS6Zmc9wRSc2HTRqVzFtLK8gvDvDluvZ/OVy31c8dl/Xl3p/0Iyul5wWbTDSioQCuQCUerfP/f9E0INJ+vx4NMefjMk47Kq1l/W10Dfpmx/HIO8XUh7uuwLbPAxOHt15yoOv2a/GHx2eQkuDkmqkOfpi5lhkJX5MVLiQreWcANBi2+KYylcTCRcyYsLOM+KRRybz7RQWl1eFYO5N/fRRix/irMLMVp49x88Mj3STG7+yrqVC5EEIIIQ4fB1OGE8AvgSeVUvcBYWCWYRjVSqlfAk8rpW4BqrCLiwshDgNxZj2O2iIaHLlEO/jCrev2l7OWSz5GD0zg+S/CnHP8bYxILMORMoDTcBI1Yc4npdQ0RHA6NIbkedleHmTy6BQum57NktW1XD3ZImfja0TnfAnZg/CdeDkNvr5SyFp0q+R4jRNHJbNg5c7C20nxDnqlu2n7RLhdaft+6VBCGtS2LwA+dWwq/3pjO5t2BJq3nXVsOmMGJjCkdzzV9REqaiNEonBEvwSWr28ddBrVP55Mn94jnwZZH9bQS9aTtPQRrKptmLmKhJN/QYO3V7u2gTAw4Di0r9+l5fyWDzyVL99tYNqEDGZf2p+PvqpC1zSG9onn7c/LKaoMMXlMCiPzumbpmYbFJVOzcDp0lnxXQ2ayi7OOy+CdpRXUNUb518Ve4t69HerLsYBc3cn1U27kD295GNnHw4S+FulJTqjyEAxH+d2PevP1xnrGDfbxSezplC1FQ0EyG78h5Zs5jI9GmHH8Oby0bRA76t0M7+tlT1/rQgghhDi4HVQBJ8MwNgNTOti+DjjmgA9ICLHfaBr4QmWY+cuJrFlIaq8jmD7uNIqqLY7oH08obPH1hloGZVj86bQ4Hl4QptYf5Yh+8Rw1NIn/flBEVV2Emy8agtO0AItgVGP9tkbGDfYxeqCPbzfVk5nsxunQmD4mkRkjXfDO3UR3rAPA3LaGwGuzib/4H/hdaT3uC7I4eGiWxYUnZtA708PClTUM7uXlzIlpJLo7flE6HBqaphGJ7MyAqg9rFJSFqawNk5Xipm+Gs9P6T5HUfvSv30pyQgI1DdHm7YNzPc01mJq892Ulf7moLy6nxiffVONy2k8y83p0+mV5KCi1a6H1SnNz3BFJRE27HpvXBfVB8AdM/GGLgpIgKT4HA7M9+Dq5rkOWplFbXETf+Xc315azigxCb91L3Hl3EdATWjZl7bYgry10MfvM2ThXvYUeDVE+8DSeWJmBx2WyttCPy6FRUBLAtGDByp3Bm8raCHofd5dlAyV7LH52agYXTs5gw44AT7xbREPQZPLoZBKrviNc36KelBkhy3ide8+/kizjNZzfLUPPHIDr+Iv44MMq4tw61/wwDz3iJzPZRVlNuPlQXYOBFBB86+/N2xKXPsIvZvyRutwJuB2H2WtCCCGEEAdXwEkI0TM4iRBXvJLA/CewGmtwD5uEc8AoZgQDPP9tHC/MLyXOrTPz5EwSS1Yy7usn+P1Zf2d9KWzeEeCpD+wnKpVWh4gG/JTWm1Q0OshJj2PSyCRSfC6e/rC4+XxL19bw158MoJ9eTigWbGoW9KNt/YZ4zYHZezSNztQDfDeEsPncFjPGJTJtTBJOzcLqIAKqaRoldSYLVtZQXhNm6tgUBma7QNN4aUFZqwypH5+UxWlHJqF38Lj5oCORtH4DuPMik0XrQmwpCzNlqI4rUtWubcS0KK4M8di7RfTN8nDlabnM+aiE/y0p4+4rB1Lrj2CaFr3SXDQELR58p4zt5UEumJLFS5+WcsqRaTwzb+f7sV+2h79c0JsE1+ETYGgMg1Zb3BxsamLVFKP7y8G3M+AUsXReWVhGQWmEG+f5OO+E37BoZRXfvhdA16LMnJbD3CVlDMiJIy3RxTeb6lv1mZO2b8Emh0PHsqxWfWiWRbIHxg+MY9CV/TFNSPfpaN+1z1Jy+MvpV/kZ4U2LATB3rCP45j1cOvlO1tX4+Peb27nh+EquOdHLne9rBMP2eX52ciLapvntB7T6PRL6HUU42n6XEEIIIQ5tEnASQhxwcXVbCbx5b/Pvoe8+xUrpxfyyLL6I1YUJhEwef6+Efj/MZVBDFfG1Bbz4ibdVFtIpoxL40qjlsfl28dnzT8xk3OBE/vtBEfEenSljUklKcFBUEWL99kb6DYgDp7t97ZSQn+DC53D0HY1n+rUEtbj9fg+E6IhpWjjofDlaWb3Fjf8tIBi2g0ifr63l2nN7k5roRIsEOGWUhyXrw/iDJq8tLOPIwT5yOnkqcFDzkpwEZ030Ea81EnzxemrUmSQnDGqV9XS0SmLp2lri3HbZx1cWlPLLs3qRnewkIwHS4x04HBp1Qbh9TiHV9RHOPSGTx98pYvLYFN76vPUT1wpKgmwtCzGsV9c+kaw7eZygx3Vwox1OcMe32qQBeqxA07ayIK8sLGfy6FQmjU6jvCbCm5+VU1UXobq+np+d3otg2M548nkd/HhKFnlpe1dE3mUFcVdsILpuEXpyFtrgY/HH92r1WtMsi1Rv7BfLRM87ov0ljZpOZMX/Wm8M+vEFSnn2I3spZnRsLX1Kl3HrBedQUq+TGg99679F19Pa9aclZh5SC+lcoRrMiq2g62hpfYi45LHbQgghRGck4CSEOOCsss3tttUFYOH69gXCN9bGM8jtJW/t81w/45c8/hlU1UU4ZVwiJw61+MPzdrAp3qNjAYtX15CS4OT0YzKYu6iM8tow/XPimDI2haDHS9wJswh+8kRz/87Bx9hBKCBauBJPfTHBxP775bqF2FcbdwSag01NVqwt56qx5QwJvQTREJedfi7vlw3kucX1BEImu3o+iF1vKYwjJYukr57mtlNu4I3NGQTDJieMTqG+0SQvzcG20kbWbQsyqJeX9EQn2YkaUctiW6XJ4u9qGZLnpTr2xDOXU6M+ECXB46DW3/59HQgfSiGGXdOx8Ob2ITDqbOJW7QzGuCdfQdCT2ao0kY7JBVMyuecl+2G728tDvLaolFtn9eNfc7ejesczbXwqpgkNjREun55NxAS3UyPdp+NkzwvJaxq4t39D8N1/7tz49TvEX/hXGjzZnR4XSO5P3Nl/IbTgKaygH/+w0ylJGEl28IV2besiOwOIwbSBvFvQm5fn7HwQxJQjBvDjcb1J8rwNQb+90eGivP8paAHtkMh4czeWYP7vDrQ6O4hqpebh/MH1RLwZ3TwyIYQQ4uAkASchxIHnTWm3yWM20D/TSVVd6y+nXq+HwPAZxK1+k5HL7+Ce6dewxTEIVfIum0qHYln2UpUUn5PSqjDL19fyux/15u8vbyUcK0KeXxzgiXd3MHtmHxyDpxCfnIlZuhlcHszybUQ2fol7xEmEvvsEy5R1HeLgZWHhi3Pw8+Mt8hxlRDQ3vdIaMd+6u7mN/tH9nHzyHyg9ajDZyU7YjQBFSI/HO+pkIkUbyPr4Vq44ZhaLXVP4+8tbOX5EMgtWRvgu3w7ufrKylsmjk7j85EwKKyLc+kwBABnJOwMXlgUel87y9bWcMCqFT7/duTTL6dDonXH4ZDc1SU5wExp3DuagCTgaK3GlZhPy9aKDZyEwrJebmy/py4KVNaT4nJwwMomcZAe3XzaAeSsqefnTUhwOjbOOTUfXNPo0/1/m3j210G02El4yp/XGoB9KN0KfzgNOEZw0ZI/Fef49LF5ZySvLI7jXwOxxFxG/7OnmduH+x/LptiQgTHaKi3Itk1eXt/7DwqdrGhnQN4fc8TfR1yxAs6KUegawpiSLvlaIEb0P7teE06ljrvkU6nZm7GlV2zG3LMcxakaHD70QQgghejoJOAkhDjgzcxBaZj+sMvuLKrqDhMHjmDk4nXXbimgM2V+qBvfysr0yzO2bjuWKKZMIRSzqQ2mU1Zr092aRFSglK3koJwzR8HkgLsXLwlXVFFeFcLs0Zk50kuetpyoSz4tfmVQ3mCTHN9L4wUNYjXW0TDuIO3EmevZAzKTcbrgjQuyeoXle7v2hScq82yHUiJ6WhyN3COE27bzr3uP0KTfhde5egCJsOXCnDyDu+Isg5Kc87UieeL4Ey4L+OXEs/qikVfsFK2s5c2IGc5fsLDC+fpufCSqRZUYd87+u4sIpWTw/v4TRA32celQaX6yrJTfNxcyTs8n0aYddkX7LApcnDjNzMCa0m5OWHJrFkGwnw2dkYpqxekqWxeYdfhausutwmRGL1xaVMzTPS3bivgVjNCzMjoLpuzEJlgURzYOekEpp9Q4AHt0ygnNPuIkBnkoC7lTW+HNY+3mIyaNTOGNiGpGoRUdlpoIhi7vng8vRHzTwunUmjzGpqo8AB3nASQerZB1t76JeugGH8wyi0faZfEIIIURPJwEnIcQB1+hMwXvmDegV+RAOQFpv6uN7kYXG3/8/e+cZYFd1nutn7b1PbzPnzJne1StCBVWK6MVgUQzCYGMbmyS2b3qur6+NW+w4Tuw4ceLY8XUcjDEG00wxVRSBUAGBhBDqbWak6X1O32XdH2c0o9EIEKA+6/l31u5nt7Xe/X3v94U6NjemSaRt2ntMHl+TH9C+tC/Ajv0pLjxb8vuV7Vz92TrCDWv4j0sP4Ky5F5lNwdkfJ75sIS0Z+O5laUrX/Rsy2QtuHzPO+1OktxohbWS6f/ROeQIYl/81KeEfPU2hOAWwpSCbyVK8+YHhSmhmBuEa7TlmeiKkspKoP59OlTQ1LCnxGhqZnEPAI9APi5ZJuuJ46pdg93fQ2B3CkfltvJs/tSMllj28jte2DbB0VgFf/ngF6axNXZmXf/5CHT0Ji3jYxQ2Lo7h0ifYeHlVjjUOrDDoIXjrE9P0gG3YnmV5V+JEiaLJaAP+CG8k+97PhRsMDxeOOankp4axaH3++rILH1nSRETpWyVRWtGf5xSMtlMey1Jf5aGjPsHZrP1fNK6C+zMuelszQOgqDBvbgxXQw+nTZoigrNvTwt9dXfuhjO1FkTQd9/BI4sHVEu6w9h1xOiU0KhUKhUBwJJTgpFIoThsdOYPQ2QGYACsrJFE/HZtAAd3As5dYhHnbxq6dayFn5Ro9LMK7MR3Wxl7Bf51OXlNBkSmrLpmE98p3hDaz5LeMWeiitmEfsqZ/kxSaAXJrwKz9hj/4PvNhTyEUXfYXQ8z8YXk4zaDTG4xFxAqeVfa1iLLG12WTP7nZquvYNXaVyoAu9sAxc3rx4C6DpdNRcht+jY0t4a1+Oh1d1cMU5MR5b3UlLd46p1X6+cGUpscP01azwMeCtoXUggdsQ5CxJd79JdbGHxvbs0HzTa3wUBTWuWVjE5n2NQ+0r3+rl0tkFVBR4htpifoP8Da7urfdCF5IJFT72tmZGtNcUez5SVToAKSVm9Tl4PhbA2vQsIlKMMfMykr7yo4pyAnDrknnjPJxdX4kmJG2p/QAAIABJREFU8hE/z76Rr2rY3JWjuStfjMFtCK6dX8BfXlvBH1Z3sX7HAJOr/Sw/P46mgXQkjR0ZJlUFaOrI8OmLSygv1DnVrw8pgdp50LEXtuar7cmzPoasmKYEVIVCoVAo3gUlOCkUihOCx0nCSz8nu2f9YIvAe83fkSqdg5QSS0JXErY2JhlIW/zdTdXs3J/CdmBmfYCs6fDY6i4270uiCfjiNRVU9b8zaju+Hc/SF6hDJg8r7+7Y6MlOfv+yTc/sGj5zznLE67+HgjI6Z32Wf3jGYfnSDHPrPaPWqVCcbBxN59n17XT1S64avxjP5seHpmXWPojvuq/TvW83jmnSFZ5ELlJHrR/2djr868P7+eSFJdz1TAtZU+I2BBGv5NnXO7jhvBKypqQvZRP26UR8EPZKiiMGn7qklPtfaufZ9d3cdmkpvQM5Nu1LM7/e4NyZhRhCMqHUxdc/Wc0T67rwe3Sumh+lvODUFw9ORRxHcsW8QtZu7ac/lU/cqoq7mVHrOyaCRk7zkSubi6tyHg6CjO2AlHh0C5lNkcGL5vK8pwAlJfnIOAm2DbPHB1l5WFTW4qlhpJQUeCWfuSjG8vNjePR8Wh/ANeeE6ctE2LY/TV2Jj7KoG1189OM7EVjuMMa5tyPO/ng+dDBQhP3hbLUUCoVCoRgTKMFJoVCcEIzepkPEJgBJ7vlf4Lnpn0nrIXa2Wvzij810D1hMrw3Q2m0ya1yQu59rw3YkBUGDzYOmxRMq/by1J8H5NeFRPikiGMVyBxDeIDKTOHQKKT0CwPMbepl53eVk5s6hqUfwzFMmWdNma1OK+RN82GoEoTjFsB3wujWaOkzenLGEc+o60PeuBZcH98IbyYSqYMYEkhlJgSEIuAEkTR35qCSJJGtK5tUZfGZKG9Fdf0SmXGhd1/NvLwXZ1JjD59b4y+sqmFLhYma1l46Ew999ogpHSsoLNGIyxU1zg0hPENPOKwS6kEwsNfjb68oQMHjvfHR1RNcFIMbcvRjzw/c/W8uB7hy6JqiIufAbh/2fQiARaDgfSojKp7PlF3QlWshsWUlraBpdToSi0iIKCgJ49aNb8eRKL5fNLeTZN3qQEhZNCzNvYhB5cMekxKuPXKYnLfnOPY109JkHD4c7b6lhfPFhM56iWI4Afzz/Y2xdngqFQqFQfGCU4KRQKE4M2eSoJpnsRXNydGWgoS2L48AdV5Wzbms/e1szlBS6uWlpMf0JC/MQrxMpJboGMlSMCEaRie78BN3APXkJm5p1fPP/lMJV/wq2BUIjMe827t/kBiy8bg3d0PnpCyPlqqnV/jE3wFWcHriEw6JpEV7b3s+/v2Azr/4GLliwjKn1YZxgFEeCC0nUBxzikRQYHO0bmsClCz49pZ3CV340JAk5+9/mtvPv5G8afaRzDj98cD//ckcdEa+kJCQgNBx6kmKw9PsRvKdddgo92wfuIGkt8KEjcjQBVmqAnb1u9rWbFEVcTCj3EHR/uPWdjoQ8ksllBw20h/9IIaChy+HBVzrpTVpcPT/KzFofnqMUhw5FCCCXwnrtAZ73X8fdT+UAC2jljitLWDIleFSpdj5D8snzo1w+txApJdGAjvY+KsyeluyQ2AT5zdy9oo1v3lyBLlRknEKhUCgUZxJKcFIoFCeGgnLQdDikUpI+/hxMd4RUv41pSz62sIhfPd2COejd9GBHB8sWFxEvMEimJR6Xhiags8/k/LMKaRpwUTfzYtBd+fUabhL9KcorYmzoC7Lw2h9i9XXQYQb49esGO1vzxq63XVpCVZGHiZU+duzPGyMvmR5mcqUXlQqkOCWRkvGlbv782kq2N6XQNUGgLIQe1HHeQxioK/EwvtzH5n1JPnlBjKK99466wmPtr1FRdAkHOnOYlqRrwCZyeFjKexBM7yf79E+wOxsRwRj6RV8mFZuC+0MErBi5Hl7Y4+ZXzxwYaptY6eNvrqs46op7ZyotfZJv3L0PZ/Bv+PdHm/ni1WUsnOgfjig6ChI5eGtvmvH6fvTSRfzmmdyI6f/zTDsz6oJEjjK7WEg56AUmOJqQn1R29Dx9CQtLctqk1ilODDaC1j6HnCkpLTTw6WP7GaBQKBSnI0pwUigUJ4S0rxT/dXeSXfFfyN5WjEmL0RfeTFIaxMKCsF8nnXWGxKaDPP16N//7xip8pYKzxtWyaU+CadEU1fpO3LrE1idjPfvvyPQAztSL6Rp3NT+6rwnTkmQvLuGe51MsW1zE3Kkac6bAlCof0ZDB39/TwNTaAHMnhdEEzKz1E3ApsUlx6hJ0S86u8TCp3IvLAI/mvK/QEPVL/teychrbc8SCGlp3YFSAku3ykzPz69E1KAiMVoocoLXPoakjR9CrU1vsJuCWeJ0k2cd/iB2M07PwL/LbfPNR+maEiVdU8kEEXCEELUkP969sH9G+Y3+axs4ck0rHbpdFCNi+Pz0kNh3kkVe7mDs+gHGUkUE2gntf6mTV5j7+7mKDoPCMCmQybUkiZRPxaMdo70dSX+pFEyOrH161IIrPYNTxKcYuSVPwu5VdvLwpX/xjXJmPP726jJLgSd4xhUKhUHwgxm7vTaFQnFAcBInCyXhu+Ad0J4tphMjI/MA26JZMrfLS0HG4IxP4PBpVMYO0Kfnm3Y38ySKb2lX/AokOLEAEonivu5MB6ePRTYJH7u3GcaCu1Etv0kJKeGRVJ4YuuG5JEfGwwY7mLJfOi9IzYPG7F9qQEiZV+fjqJ8rRVIST4hRGIIeE0aMNain0Sgqr8ylarjlXY+9+DeTgyF530VY4m44+E12DL11TQaFfcHgq1/Zmk+//rmmorb7My9/dUIE/101v7fk80HcOK57LIoDLZn6aixB0pw+m+B3lsQnI2doRI2DSR2gbS0gJHtdoAcjn0fLpcUdJd8Jh1ea8yfdDbxv81dIC/B6bdM7BbQiypqQwZBANDRu/67qG43w4v6gjURrR+ManarhnRRs9CYsrz4myeEroI1fiU5xZbD+QHRKbAHa3pFnxZi/Lzy9EV2UBFQqF4rRBCU4KheKEkhU+0H1D41khBG6ZpiKk43Z5iEdcI/w9PnNpKV5DsqUpixAwPr0REh1D02WyG2f7K3hdPhaXzqD26jheq48ewvzsyeFICcuWTK7y85Vf7WNgsAJUTYmX65bEeeiVDrr7LSwH3Mfno75CcUqQitThX/4POHvXg+5C1M4hrFXyzVttCoM6hX4xVE3sIFlb45dPto5o29OSoakzRzweZKMxl+fePmhODk+9laGuuoyJhZJ8mtXR4TiSWEBwzqQw67b1D7V7XILKuIexnu46qdJL0KeTSA/HqN1yYXG+atxRcqg4tafN4qGNHu78ZBnbD+ToT9nEIi6mVHrxuyRZK5/G19SRIhLQqY57iHg+uvAnkNQX6XxteSW2I/EaKLHpJKFp+QviVPv/NU2wvSk1qn1LQ5KMGSVwuJH+CdonIcQxFV8VCoViLKAEJ4VCcdLw2AmMvWsx33wcAoVUnPspvv7JcWxpzNA9YDK91k91zEBKSdaSFEVc+Pv2jFqP3boLpENp072UheP4LvsSe1IaPvdwtMQ5k4Os3NQ7JDYBNLRlmD85jMelceU50cGBzwk7fIXihONIjUSwFu2sOqTMG/CHgfCQZ9PokVTGhJ6ENao9nXWwfEWsasjBYfUi124bYMHkUN60/zDEoOpxpHRAn8/NjedFiQR11m0doKLIzScvLCEeOPqIrjOVqB++e1sNm/Yl6U/azBoXpLLwgynk0YDOudMjvDIY5eQK+LlrRQfbm9JD8/zZx8oomRJgR2uOHz/UNJTmPH9yiE9dXEzYfWxOhI6Drqln7slAExJfYj9yz+tIaaPVn0M6VI0jhxVJw9BwHHlSxCjHkYwrHx0eObHSh9fFcdWeDUPDkZLupKQ/5VAYyEu6L2zsY/v+FOfNKGBWnQ+/SsFXKBSKo0IJTgqF4qSgaQJj52qyL/0K97QL0GKVyF1rKCnp5YXmEnptH9FgGF1IhBDUFHvY35GhZ+p8Cve+PmJdRuUUMusfB0D2d5Bd/xiVV/4ffvD5fFl4j9ugImrw3UNSgg7SNWDymUtLmD3Of8p95VUojheHX+uaJpAIkCO/3vdnBHe/0Mri6RFWvtV7yPxQUeTGsh0mV/vZtHdkFcrKIi9dA9agmfQgAtr6JW/tSaAJwYz6AKVhwUAm7x0VcIPtQDwouHVpjGULY3gNMMT7e1WNBaTMi05LpwUGIy0++H+i4fDJpUVMq/Xz2vYBptUGeO6NnhHz3PVsG5Or67hnResIT7112wZYOquQqeWq63i64080krnva+AMCsKvPYL/pu+RCNVhOrCr1eTlt/soi7pZNDVM/OiKFh5TplR6mTcpxOvbBwCoKPJw2dwounSQQtCTlJi2JBbUjtrD7L0wHdjZavL23gRVcR+/erqFnCXxezQ+fUkpz2/ooT9ls6UhxVXnRLnp3EKlgisUCsVRoHoNCoXipOCyU+TefByjbjYylyHz8j2DU57g2qlX8uPWpdy3soM7roizq9Xinudb+dQlZbyd8rFw1rW4NuUFJnHWlTgD3ZAb/kKPpmM5Do4Dhi4IB3TcuuT8GRF++8JIQ+JzJoWYVuFSYpNiTCIEtA3AM+u7aOrMccuSCOOLQbr8ZGzBW/uSvLYtwfXnxrno7ELWbOkjHnHxuStKKQnlRY/ZE0K8vKmP1p58tbPymJugTx8UiYYjJpp7JV+/ax+Wnb/Xli0uIpNzeO6NbnxundsuLWHOOC+GAGyHoOsk/CGnAQcj0z4sflfeDyqVdejsG+2bl845mBY0d+VGTRtIWaiu4+mNrgvsrSuHxSYA6dDb0UFDpprOfov+lM3WxhSvvtPP06/38A+fq6XAe2LfkSGP5M+uKuGaBTGylqSs0EXY45CxBE+u7+PR1Z04EiZX+fjSNeVEPB9+/4QQrN+d4mePt/C5y0vZ19jFzGo3b+7Nkso6/PaFNi6ZHeXhVfl0/qfWd3P53EIi3mN1tAqFQnHmonoNCoXipCCFjvCF8tFJr/x2xDT3lqe4asEi/nGFyQ3nxvnH+xqpKfEykLIJ+wt4x7eMsqoL2NuaobwqTvUfvpBfZ/l0ctE6QjPOY3urw9//tgFzcHB72ZxCPrYgyv7OHC+/3YtLF3zivDj1xUpsUoxdelLwjV/vw2VofOuSDGUb/xvZvR/3pIVQfy79AxEAHnqlg+piD5fMiaIJqC1yIQeNx4uCgqsWRMnk8vdRf8qisT3D1GovIphPidV1jWff7BwSm4oLXJiW5OnXuwFIZGx++lgz3/50DXVFo6vkHSsylqCxy6R3wKI06qa8UMsLXGOI3rTkp481Y9l5sdDj0siaw3ltC6eEKAppzBoXYOPukZFrFUWeE727imOOQOZG+iMlZt7Iw031lMSyZE0Hj0vjC1eW86MHm0hkbBrasxRUu0/YHg5kBVua0jS0ZZgzIUR51IVn8LHQ0GHyyKudQ/Nua0rz1Os93HxeIXLwXa5pAk0TJNIWDuJ9i4HkbEncbuW/lg1QFE5hNj6K7TVou+bjfP8lHx19Nm7X8INCE+IDuNMpFArF2EYJTgqF4qSQw01wya3QtvMIUyXxoOQzl5XSNWAxZ2KIkM/gvhfbcGS+QtbNS0vY2NHLjOl+vDd/n6Z+Nw9sgO1bTBbKMEUFmSGxCeCZN3qYXB2gs99k+dJibBs6+nJoqteoGMM0duRIZR2+cp5Dycrv4Vh58+/cm0/iSvaybPpVPLxaw7Qlje1ZGtuz3H55KRpyaAjn1iTTqgOs3TZAS3eWyriHdNbh+/c18c+fryXozkdSJQ7xT5tWG2D9joFR+7OtKU19PHRcUuhMR3D38x2semfYkPzzV5Ry/rTA0EB1LDCQtoeEvyfWdPKZy0p5eVMvBzqznDsjwpVzC9GkzacvKSWVa2ZHUxq/R+P2K8ooL1APzNMd23bwTb0Q652XhtpaYvMI93n59bPDxQEunFXADecWcd9LHcf0o0zOhqYumwNdOUoKDKrjLgxN0NJr0z1gUhbz8PMnmtndnOb6JUVs25/mXx/Zj9+j86lLSkY8RwB8bo0DXTlyFrh1aE/A6i19tPWYTK7y09yVZe7EEPXFOkdyPNOFg6dhFZNX/RykQ9Zw4zv3FjKvPULpS9/lS4u+yQ9fdI9IL71mYYywj7Fex0ChUCiOCiU4KRSKk0Y6NpmAL4y2aQVO/3DlORGrZmtfmF+90MpnLy9lQoWfu58b7gjvacmwbls/n74ojltzaJU1fOPRBvqS+RSBx9Z2Mb02wIIpYdZuHR5ctvXmeGdfknf2DX+1v2BmwQc23lUozhQOVqmq1NphUGw6iLljLd6q6Xz5Y3P5zye7sWyHy+dFmTshMEoQ6uw3eWxNJ7Gwwdqt/UODs76UQ9CtYVkOl84t5LVBP5aufpOSQhdtPSPTtuIFruPm19TaZ48QmwDufq6NWfV1hMdQ4E40aBD06iQyNv0pm//3x2YWTAkPpSUd/P+L/JKvfqKC3pSD1yUIeU69amaKD0emoB7v9d/AfP0RcCQyXMYfnhzpcfjCxl7+5oYqfG6NmpJjc4NIBM9t7Of+lcPv+/NmRphRG+CnjzUDcMtFJexuTlMec+P36vxmRRsAfUmbf7q/iTtvrRladtniIly6oLUnx9uNGarjHu68a99QsZBVm/u45aIS/uXB/Xz15iqqjvCu92bayT6fF5sAsHJkVv8e96zLyK57mDL7AH9+3RI6+0wWTwuzYHKYSRUe5d+kUCgUR4kSnBQKxUnDlhr9vkqCy76O9fqD2I2b0WvOYnf5lfzy0bwo9NrWfqbVBkYt+8aOAWbUBZhV46G12xwSmw6yeV+ST15YMkJw8rhGdzYP/WqpUIw1quMuoiEDSxs9oBQeP+TSNHamWba4iIVTQkT9HHGg5fdqmJbDgc5hASkSMPC4dA6GAdTHDf7PTVU8tKqTXM5h+YUlbG9KD6VzVRd7mFTh5XiFDaSzo8uh5SxJzpLgGTuROyGP5CvLq/jxQ/vpHrAoCBpcMS86Qmw6iI4zaPwuVTW5MwgLg0R0Kq4rJgMCrWPwPjgM03b4+8/UEPMfG32lJy154JWOEW0vb+qjpnjYDOngZpYtifPoqyPnBdjWmOLCWQU4ErY1pdjWmE8PfPWdPm67pHRIbDrIijd7WDA1zJu7EtTMj4wWTZPdw2LTwX3IJhFG3kQuHPYxtdyFLHNxwbQAluWgQpsUCoXi6FGCk0KhOK4IAbquYdujBzMHSXhKCM67Ds0TpCN2Nl99ZFg82tqYYsHUyKhl6st9PLu+h8pYCe4jmLAYusDvzQtMfo/GHVeV8/aexIh5SgpclBYaqM6jYqwS9sA3b61GpMNoJeNw2nYPTfPMvopOrZinNqa5/fICigLvHuHicQluvbiU37/UTjrnEAnoLF9ajMcYnt/QYGqFi8k3lSNE3lflB5+v5UBnDrehUVXkOq6lxksLXfg92ogB6ZRqHwV+jbH0DJASamMa3/9sDQMZh5BXw+969+ez4szFdPLvyLJCncoiN/sPEYy9bo3J5W6CHnHMgnly5pGFS/uQNtN0iAQMDA0Kgq4RIjZAOKBzxewwDV0W3/5Nw1C74Miisu1INE0cUsjgMAIx0HRwhlP1hD+CzGURgUKS4Xrcg88924aUKchakrBPoB/y3Bju6zgq+EmhUCgOQQlOCoXiuJHMCTbuTbF+5wBn1QeYMy5I6AiVZHRdYG9+HnPjU+hziwn5pzIw6NPgSGhoy7BoapjVW/LRStGQwewJIf7fH5tJ52xKCw3OHh9gw67hVLnrlxSxaFKAqVV1FIQ9uKXJ+DIPkaDBum39TKsJcOU5hfgM1TNUjG0KfbAvFWJP7Z+w6KwmtL5mtFARSXeMVGAc37jVT2lEe890qphfI5Wx+NiCGLouyOQcPIYg7BsVPJA38JV5D6ioD6JVB82Ij++9GPFKvvmpGu56tpU9LRnOmRTmE+cVHZOS6qcbUoLPkPiCApBqgDzG8RmS/32ln5+/AFv256gscvGlRSalub0kPPXHbDuxkM64Mi+7WzJDbQVBA+eQC/CxNZ187vIy+pM2l8wuxKfluGJ8Go9M0yFjVFf7MTSJcVjAsu2Ax63hcQmy5vD6Ljq7kJVv9XDF3KojXudpbzG+q/6a7NM/ATOL8IXwXvQFuroTdC3+GgWBYkDiSHi7Mct9L7UTj7gJejVuPD9OgVcO9XXSWYfyIg+xsEFxSCDUjaVQKBSIMfBFqxbYC9DRMdqgVDE2iMdD6vyfYGwp+K+n2lm7bfh/n1Tp5+9uKMOtHZa2oWu4Xv5PrC0vIQIFbJz1Nf7pGXOoc3j53EI+vijGazsSZHOSVNbmyXVdlBa6+erNVQgpkQh2NGfY35FlfIWP+mIXHj2/gkPPv9AEpg0unTFlFDyWUff/+/P67gz//mgzLh3OHufHEA6bGnP88PN1Rx11ZNqC5l6bnoRJcYGb0rCGdpLFnCOdextB1gK/C+XDcoaj7v2jw0MW+dDXyEbrScWn4+1vwLP9OdzzriU947pjGv3WmxE88mon63cmmFzl5+YL4li25GdPtLC3NcOkSh93XFlGcVhgZTN4Nz2M3PwsRuVUpG3hWnIrCX8VGVvw3d/tp7F92Htu8bQQH18YZ8WGHtp6ciyeUUDIo1EWdRELDN/uuq7hOMORSJoAb64LkRnA9BbSmA6DlBSFdIzB/kprv2Td9gSmLdm5P0VdqY/6Mi+zx/v4+RNtTKoOsPqdPnY3p9FE3l/qijmRoX6I4sSj7v+xjTr/Jw5NE8RiQYA6YN/h01WEk0KhOC50JpwRYhPA9v0p2vvsUSbd+ao5F2BteQmZ7GXm1n/nR5ffTLt3HMFIgLICA5fmMKXKz90r2tjemOK8GRFmTQhx5115s/ALzy4k4NV4fkMPD62y+fNlFcyu84wKmpCOxBCjoy4UirGKW2aZX9BC5SW9tDgx/ntNloGUzcy6AF7X0a9H1yHi1ygKe09pg2kdiV9l0p7W2Ag6Bxz6kjbxiEGhH3U+PwKO5kIrKMG162Uiu14enhAqOiqxydA1EOBOdyISHeAJkvWXYB1hmFHglXzm4iJuPr8IjwECCQi+vryCjAU+FxhCIh1JONmAk+5Gn3sN5t430YJRRHcjnkAJ6G7+9oZKVr7dx1u7k8yfEmLR5BAhj+S2C2MgIFoYoLNzAClBd3IY/Qcwe9oY0CJ0uiqJxsIE3fnopZQrBq4YACVuQc4a/DA1ePiprMO2ptRQ0ZGtjSlqS7yMr6iko8/E25phd3M6/39KeHhVJ1Nr/EwsUUMthUIxtlFPQYViDCIEGIaOZdkf+QO/EAJ/6gC0bMs3lE0m5a8Y7ESO5t02lykYh/far5Fb9yBIm5qYoCzuxRR502EbwW+ea8Xj1rhmURHlMTc/emC4qs4z67u5dE6UoM+gL2nzs8eb+eEX6oh432WDCoUCt5NCW3cv2uYVVAFVbh9Vl/wfvveCn9suKcmnvx0FfRnBXc+18cbOBEGvzheuLOWsWs+oMuQaEl+qGbqbwO3FidaSNgqO+XEpzlxsKXh24wC/e7EdAJch+OryaiaU6Cpg7UNiOhrB+Z/AbnwbrLxnkigogfKp77mcS2Zxd27HeutptEABetl4MmseRCa6cS+8CTHtSkxxhIIEUuI9bATi0iQu92HzZZNooRiZ1fcDYAPm3o34l1eT9VVR4JVcOz/CsvkFCOSQyG0fYgolJejCwb3zJXIv/QoBhAH39Gt4Ys8lXLmweCjqWgho7Yf7VraxpyXDudMjXDangJBbghAjKtwC7GvL0JuwmFDh542dIytgAuxrzTCpNKiuS4VCMaZRgpNCMcZIZ23e2pvkjV1pZtV5mD3Oj8/rfv8Fj4QQZFMJ7A0v4N72DNgmGG78N36XWKiGeZOCvL592Kh7YoWPkshw1apDsYSLRNEM3B+bAgKSzsjHUyIDbw929jbtTrBscdGodazZ2sd5Mws40Jkla0oSGYeId3RlOoVCkcfV20B284rhhlyais1386+f+wbCOMqMMyF44JVO3tiZv9cTGZsfP3yAf7y9lvLIyPvP37uTzEPfHjLoFbEqfFf/X9KuwmN1SIoznPZ+e0hsgnyl0Z/84QA/+FyN8uT7CCRDtfhv/gF0NYHhxonVkDLe/b50ELR3p5DtaYosibb5BcytL+M791bSL91Fbs39eKrPwgx/eA8oLRwn/dzPRjZaWZyu/VBZld8PRwLyPaVxT6aT3Mt3j2jzbn6M6Yvm0tYXo2ow6rovLfjm3XuHCgs8tqaLtp4cX7yyBP9o3QwAly7weQT1ZT66+kdGdVcUeZTYpFAoxjxKcFIoxhAO8Mtn23l9Zz7se92OJDOqk/ztdSUIbfTjQNMEQoBty6HfyVzenNOWcP/KTtZs6aOy6HzuOG8Jda/9EyS7cba8iHvBZ/nsJSXMqg/y2o4BZtUHmTcxMMq/6XBy0jhiGJTHBUVhF539JpYjcbtGC0nFBS4O1qsrDBpEg0cWtxQKxSCp3lFNTvse/DJNSr7LCOvwVZj5kuSH09xlUh4ZXoebXH7Qd0g1KNnVhNa5G8rmfoidV4xFehL2qLbehEUyK/GpXu2HRkpIesugoux9502agt+80M7qdwaAOBdPv4UbZ04guOn3OKle8Pghm4JkN3wEwcnyREAfndcr9eET7SGLcCxyRvDd03itLN4F1+VDmCRkN7+A7O+gMmSx35JkbIFXlzR350ZUsQRYt22ATy6NEw8KFk0Ls/qd4Uim6bV+SiI6l80uoLXPZldzmp6BfJXdhVPC1Je4UX0QhUIx1lGvZoViDNHdlx0Smw7ydmOWtu4MpUVBdE2ip7vJ5hxc0kTftRLNMdEnLiERrmXtzhx3PdvGtBo/6ZzDpj35iKOGdpNvPSn40cW3UfTqj5GJToSAoFty3lQ/S2eEBksFf/iOl8+8sB+aAAAgAElEQVSQfPGacr53bwO2A36PRnXcQ2NH3jBU1+Di2VFypkM84uKvrq8cLPX94f8vheKMJ1wyqkmvn43pCh71OMmlQUXcQ2NbdkR72K+P+K1JE3ugY/QK0qPFKoXi3SiOGGgi75NzkPKYm7AvX3FPcfxwyRzu/kZW7isYFJvyrNicY+qFs1ngegwQw6GRofh7r09Y6HYWU/djSzFqeloP4T/3VrJP/dtQm/CHkbE6dBx83dvJvfxrnFQf3rOvwJm4lIweGrEOTYBIdpN5/TEwM2B48C5ZTm7zS2zqCvIfLzZQFHbxlZuq8LhHf8jyuASGJtCF5FMXxjl7XJCNuxNMrw1wVp0Pt+bgdsOEYp0f3F5LS5eJ2yUoDuu43ucDm0KhUIwFlOCkUIwhHOfITtnScfDYSbS3/oi5/lFcUuKaci7C7SO38WnMDU/hvu47/PSxvEdGfbmP373QPmIdpiVptqIUAfr0S8hY+W1JCZY1+ov0B0VKGF+s86M76mnpMYlFXLT1hjjvrAIcJ+/j8ciqDm5eWsL3PlONV1dik0LxfmTDVXgu+gLZlb8GK4dWXIex5NMk5dF3D1ya5I4ryvj2bxowB6Mh500KUV3k4lABIKcH8M68lNzaB0auIH7syq6fMgjoSWskszZuXSPsF3g1VangWBALavzV9ZX87PFmUlmH4gIXf3Vd5ftGz35YXOQQjo3tCozwBhpraJrAvW8d5rZXWd3/mVHT3zjgZnG8FuEPg23mnyuB8iOuSwgIJBoxV/0Wu3Mv7snnImdcxa5kAT0Ji+ICF/GgQANyFXPwXPcNnN2vIcJxRN1cku4iAokGMg99h4PPmNyqe3Ej0KZdMyLSyZXtJvvkj/NiE4CVJbPqd8hrvsVd9+fn6+w3+Y/HDvB/l1cxrcbPOw2poeVvuaiEiE/iOBBwSRZM8LJ4sn/wI9rwMUkp8WqSuvhBoV11QBQKhQKU4KRQjCmKCzzMqvWwcd9wJMKkchdlUTdG2yayrz081G5uWYln/nUIbxCZSSDfeoLJVTextTFDJucQ8GokMyM73wGPhueqvyFXNOm4HUPUD1G/i6yjseadPjr6zBHTIwENrypDrFAcFRYunPEX4a08C6wsti9GUnxwp/2amMYP76ijucvE79UoLzRGlQN3HHCmXIzLtjA3Ponmj+C+4HbSoepjdTinDC19sL8zzY79adZu7aMy7uWWC4upKtSQUiKEwHTyYp0Sxj8YAsnZtR7++fN1JLMOhQHtuJSe14SD0bYV+erdyMwA4qyrMSaeh2UEjvm2Tgc81gC5lb8Gt4+ZFRZbG0dOn1bpwjPxdiwH3Lf8mIy36IhRSwC+bCeZB7+J5o+ghYowNzwFvR08lryRtbvypuVfuqacBRO8mLgxY1PRi6fhOAxHSnfs5nBRx9zwJO5JF5LRhs+Rk+gZFpsOYuXY25wgkQkONTW0ZcnkHL58TRl723K09uQYV+alKmYclqonsKyxKzwqFArFB0UJTgrFWEJofPHKItZu7ee1vQ5zqmHhlBCG14+9a+2o2a0DW9FL6rEaNiGcHIaW7zyufKuXZYvj/Pb5tqF5z5kUpHJ8jJQx7oQMoLy6w59+rIzv3ds4lFoxb1KIyujIqArF2CNpClp6TNyGNmhSf+aSdTT6kjZ+j0bIw4dKW3UcSLmL4EPWDoB8BGKhDworD/qtHHk/MkYE/eybcM+8AikMkpr/jBNcTKmx80CSt/clWbc17/fSl0zy7d808E+fr8WReTPi7ftTLJ4a5oKzIvkqWIqjxnEkIQ+EPMcvjc7obsB59LvD63/11yAE2rQr3zVa+IxG2kgzA5kE585oYnWsgqauvF/RhHIfZ00ppv/Q6/hdTouhgW4m8Z13K3bbXmS6H9eUc7H2bmBJrcmGBsFFZ0fpSVh0JCEeyD9fHAeyNoDAowOe4Kh1S38BGTnS80kECpAuD5iHpPzqLnpkaMROlhW6CXgEbk0yvdLF3EobLdUGlpeMu5C0pdHQYbKrJU1VkYdxpR78LnXfKhQKxfuhBCeFYozh9Xq4eE4xV8zNYUkD0xE4jkQrmQDbV4+YV49WYDVuBsAz/SKK3sp3rroHLDbsHOA7t9XS2WcSCehUFbnQT2Aam5QwodTgn79QR0u3ScCrURF14VVVisY0nUn4+9820JPID4Rm1gX4y+urzsiXXdsA/OjBRlp7cgS9Ol/6eDnTKl2nvN5qS0hr4fyPU3xfPwz9GUlJ1M1/P90yoj1rOhzoMvnFky30Dl6fD7zSyb72LF+6qhjtTPwzTlM0DezmbYjDzon29pOISRfgaB88CvB0J2eEcc/+GObrfyC6+t/55lmfoMU/Cb24nuKoD/f7RJkJAYHUAawNT0DFJNIrfzMUeWTueg3veZ/Cyrn4zGVFPPxKBx19Jg++3MEdV5VzVp2HjXvS3L+yAwEsX1rMovLxECqGgcH0fqHRNX057Z0aEw6xprN9MfTL/grn6R+Dlc2bkF/y5/QNxIH8sj63xpeXlQ+lZfoy7djP/BtW+24wPPiWfpa1mbP5jye7htY7Z0KQL15VonyaFAqF4n04E/vgCoXifbAciUX+K6COjat9B5rHj1ZQitPbCoAIRtErpuD0teM5+wpybzzOn513OwtnVmFakoqYm1hAUBs7aLJ5Yjpdup5PSXEcCRLiQUE8eDA0Q3X8xjJCE/xhdeeQ2ASwaW+SjbsTzK37COE7pyA5W+NfHsqLTQCJjM0/P9DEv9xRT9R/kndujBP2QlOHjc+tjap4ZehiSGw6yOvbB+i6IA5IXLqg0Cc+UoEFxUfHcUD3HimCpjBfIe00OT3iEP/uj4otBXLGlbj9BVhvP0co2UB06hySQd9RXa++TAeZB+4Ey0QPF41Kc8ttfh7/7EU8tKprKFU+Z0l+9XQLd95aS0/C5vJ5UXoGLP7j0QOUf7aO5kl/zWT3AVx2ig53Nb9Y4+OmpSPvOdsBKs5CLP8R9kA3IlCIE4izRAomVwcYSDnEIzoRb/6+y+Qs9JfvQrTvzq/AypJ97ueUn/tNYLjq5hs7E7T2FVFVONpoXKFQKBTDKMFJoRjjePv2kn3k21iajmfOVVA6ibQp8PXsIrf5RQSS9Mp8KXPPQCtBXyW7mjPYjsSlewkdXeX0j4xL5vB078Ta/goiGEObsIiUv+KMS8dRfHgsqbFjf3pU+96WNAsmeD+w74YQgqwFboNjN2o7RvSlbVq6cyPaHAfa+0yi/tFlxBUnDrcm0YTg6oVF3P/ScHGFiZU+iiKju126BjsOpPmvJ1owdMHyC+IsnRHEpcaxJxVRPgUZiCGSg1EtQkMs/CTmBzDUPxkIAV1J2LY/TTrrMLXGT1lEHBORLKOH0SZfgWviUhzhIiG1Iz4bhRAkcqBrAp8h875lPU2QTYHhPvLzVEp8Hp2mjpHVLm+5uJTv3dtAIp0vPlJd7OG6JXHWbRsgnYvw0zccdF1g2ZLFkwxmFSUwHA9ZfdjHyXYE+IrAVzT0N2hCUhwUFAf1wc1LHATNBzqZ2LBh1O5FzA6gckRbznQAdaMqFArFe3FqvzUVCsVxRdc17O2r8j8cm+zrj+E99xb6Y3PQtt8Dvc0j5s+6C/i//7Nv6HdFzM3Xbq4ieJz9R4QAd8smMk/8cLhxw5P4b/o+SW/pcd224vTBrUnOHh/kqde7R7TXlnoPM319f/qzgqfW97B6Sz/jy30sPz9OcejU0Z38Ho2QX2cgNbICZEFAvdZPNlJCfambt/cmuO3SUvpTFkGfzqxxQUIemFrjZ8shVbCunB/j2fU9AFi25J7n2xlf7qM+fmb7j53qWL4ijGu/g2zdAbkUWsl47MKaUz66qSsJX7+rgUQm/2zQBHz7tlpqosdGGHEcSRbPu/4PiZzgsbXdPPdmDyG/we2XlzKj2gPa4PVs5RAef154sg4RzefdSLfpJR5xDUU4Tary89bugSGxCaCxPcuCKQIBLFsUJRp28dKGXv76YkHVjt/h/OZ17FCMwMV/hoyeM7ScpglSJjgSAm6Qg+8EWwo6Bhx6EhbRkIvGXp1JRTXIzn0jjkv6C0f8LgwZlBUqz0iFQqF4P/RvfetbJ3sfjjcFwF8CpFK595lVcaYSCHjU+T8CQoDRsQPnwNahNqP2LPQND+Na8imc3evAyXf0nKkXs80/jzU7Mhz0Sx1I28yoCxIPH9+BkYcM9rP/ikwPDDfaFkZJHWZB7fsur87/2EBKSTzqpaU7R3uviabBpXOizJ8S/kCVC20p+PmTbbz8dh+ZnENzV47VW/o5b2Zh3qz2FMBjCOorAqze0jckgi1fGmdmjRftyIWhzihsKehMShJZ8Ll1NHHk83uy7n23DhMr/Ri6RlHYYHKlj5hfogs4e3yIiZV+KmIeli2Ksbc1w4ZdiRHL15f7qI2rSLWPykc9/47Ljyysgng9trfglJcWhIDXdqZYt234XSmB7n6TRVNCx3/7muCPr/fxxLpupIRMzmHNln7mTYoQLfAi974O2SR2ZwO+JcsRgULwRxCLb2ODOYGf/rGDm5aWsHlfEtuRTK3x09ieHSWsl8fcXDK7gLBHMqncw6WzAkTX/wJnz/r8DLk01vZVuCbOJ6MFsaRg3c40//TAAf74Wje6YVAZ96Brgpc2J/jhg/tZtbmf5zf0sGRWnGBlPd6GNeDk01+1qReiTVmKrbnpGbCYOzHEn15VRmTsWXmdVqi+39hGnf8ThxACv98N8G9A7+HT1adQhWKMkXUEvUkHn1sQ8Uq08QvhjcfBHvRMeOs5/Bd8lszqe/EuuB5peEmHq/nF+gAi41AUdo1I5cmaJ6haz5GqAskxWClI8Z6UhuD2K0pp7c6haYKwzyCbk2QNcdSl03vTcpQAkEjbtHSbhEpPjdemlJLJZQY/uqOejj6LSEAnHtLQ30V4OZNImoLXdyTJWvlj1TRYMClA6BSz6Qq4BeNLXTi2AwwXVAi4JWfXephT78WS8Owb1qhlSwpOHbEp5wg6BmzcukYsKMakufmpEtn4fgghGEjbo9r7kjaOPP7nLm3Cq+/0cvb4IAMpm13N+RTnfW1ZqqKFeD/+DRLb16P1NdOWjfKyM5N9Gbi9qBRvr0UkkOD3K9u5dnERCKiOe6iKe7j3hfYR25kzMUTULwer10nc2T7sPW+M3BnpYHc34y6O0jdgcveKjqFIqfteaqcgqDOh3MvdK4ar7ToSfvHHFj5xXiVFZ3+LMq0L6fZTOn4cmu7mxsV+li0oxKWLof5HyhS09promqCs0BgyHlcoFApFnlOj56xQKE4InUn40YNNHOjK4XFp/MlVZcypryK4/Ps4+95EWhbUziYTrWXH7Cr6evrZ2Ojipa05HMfi81f6WPNO39D6DF1QWXT8TZxywot/wY1kn/7JcKPugtJJx33bilODrC1o7rHoG8hRUqBTVujh3VIZYn7Y3mhxzwvtQwOMj82Pcv2iwqMSZAwNXIbAtEbO63GdeqFDUT9E/Qdf5Wf+QEcIaO21WPVO35Bf17hyH9VxD5PLXKeE2bZE0NRt8/jaDrKmw8fmxxhX4hp17TmORANuXlrMjgPpoSiO+ZND1Ba7OZnnUwL9GcFARtKbyPHGzgFe3NjL5XOjLFtYqKqBnqI4jmRWfYDfr+wY0X71gii6cD6ScKbrAiE0crZDzgLvEb3tBFfOL2Lt1n5Ko25uvKCY1u4s8UHvsoyniOTEy3nmjV6eW9FDfZnk81eU0j1gsXpLHzPHBZhY4ce0HAYyDj6PxtSaAAunhlm7tR+3Ibjx/GIqYi52tZsEPDrxsMbWVofJwSgyMZxOrRfXIQAe+zbxXIofLrmahw6M47kteYH3uTd7KS4oHnUImZyDaTv8+EUHyKfR/eB2g7JIXuh3acPH3Z2G7/62kc7+/Ae7aTV+vnR12XG3GVAoFIrTCSU4KRRjBEsKfvZEMwe68tFJWdPhJ384wD99oQ4RqkRMq0KIfIcVCwqLY/xyZYaehEXEbzChwsfMWj/XnRvn2fXdlBS6uOWiEuIhjvu4SEowK2bjueZ/Y731NCJUhDHzcpL+8rEwxh7zmA7c/3IXKzYMR+l+6fICzp/iJiNGV5LqTUnueq6NRdMilBS6MC3Jyrd6OX9mhJpAEoROVvMhJRhGvuqhbQ9fSAU+wc0XFI/48j1rXICyAoMz6YLTNPGBva1ONoahsX1/YoQ5/O7mNFsbU0yrLMSyRkd3nGiae23u/PW+oYHsxt1JvvbJaia9S3RcSQh+8LlaWnpMvG6Nkoh+UqMkTEewYW+ahvYsT73WjWVLxpd7ue3SMv7nmRZmjQ8wuezUicBSjKS8UOMbt9Zw/8p2EmmHaxfFmFl7dJXkjoQQ0D4Aq97ppa7Mz8q3etjVnOacyWGumR8l4pWD8wne3J3krmdah5Z9bVs/t1xcSigwfL1EvPCJJYVcszCK7UBLt8l37mkYmv7ihl4+dUkp9z7fxnVL8v2NmhIvy5cW4zhQEDT46n/vG/KounpBjEKvYNpFf4bRuQsMN9bejbimXUDyDz8YWm947X9x3cIv8urualJZh6oiN8URA7chyB3ycSEWNkhmhp8jHpfA79E5/NkvNMHT67uHxCaAdxpSbDuQYW7dCaqmolAoFKcBSnBSKMYIiYxk54HRFbzae01KQ26klCO+9BX64C+ureCtPUmypsOscUEiXrhqdpCLZ4YxdJkPzz9B46Kc5iVXMhvXFXNwEGRs50wa+yveg7Z+Z4TYBPDL5/uZUWQQKAkNDaTyprACy3G4/YoyHl/TyQsbsvjcGteeG8fOZXFWfBtyGbjkr3knVcHzG3spjbq5YGaEkpBAyvxX7POnB6grrWFva4bSqJv6EjfuD+ADdSrTl4WtjRnaenNMrw1QHTNwnUZpILsOpEa17TyQRtMKjzD3iUXTBGu3DoyKmnh8TReTry8dMio+FCkh6JZMKDk1ItUO9FgMpB0eX9M11LarOUO8IMnkaj97W7NMKc9HYNlSQwgQZ1p6s9CwJRhCnhJRcx8EDRhfrPPVT5TjSHBpH+0YulJw56/3cdX8GL98spn+wUi8597o4UBHlr+9vgxDSLI2PPhy54hlc5YklbF5YGUbf3FNGYL8dZLIwqNruugZMEllR+6baUtaurMUhgzcLkEiY/NOQ5J3GpKcN6OAdVv7h8QmgM17+vnunC1Yj/4PB5NTXQtvwkonRx1LdPfTzKv/Mut257hqfoyIV/LXN1Tx8yea6U1YFBe4+OzlZfzk4f1Dy3z+ijIK/HJUBr/liBHm/wfZ05LmnHEfvFCFQqFQnKkowUmhGCP43RqlhW5ae0Ya6BW+S1Wr9gTcedc+0rl8L+vBlzv49qdrqYlpuPWTN7gwbcnJHpApTiypzOjrLWs6pHu7KSiOk8ND1has25rk/pUdzJsUoqUrS2N7vry226XhdWlsarTYWP4V5tQI2jtMVu3tZ0p1AMuRvL0vjXu8n4JBE1iXBuOKdcaXBAbFgzPjmkvkBN//XRPNgz5sD73SyRevKWfRRN+pPUASgkQWdEuyaFqE9TtGemzNnRDCHPSTkwgyFnhOYBBOf1awrz2LZUkmVwd4ZXMf3QPD3kwuQ0MgkKfBddTVb5HKjI4Ue2t3gotnR4kEDXIObGnK8fCqTrxujU+cF6c+rp/2hvVCCFr7Hf6wup2mjiwXzy7knAkB/K5T/7wdjoZEEx/df6qxPUsq6+AytCGx6SBbGlP0JB3iQYFAYOijLwBNg4b2LDkbPDqYUuO3L7az+p1+Zk8IYR/Bn9F2IBoyqI57KIq46BysWlde5Oblt0d+fPjEWSZi9d0j2sw1v8e/7CuYjET6I1y3qJSbLtIJefIf2SaWGXz54+XYDmzcleD5N3u44fxiTMtheo2fykLtiHaRhnBYMCVMY/vI9MVpNYFT+1mqUCgUJ5hjUyNVoVCccgzkYPN+k/V7srQPSNy6w5euKR/hQ/PxRTFKC0aX3RJCsHF3YkhsgryZ5iOvdubj6xWKE0hJgYHHNfJ1Nb7UTUx244i8qrB1f4ZfPtXKQMqmuMDN1sY0hUGDG88v5ovXVHDPilbufbGd+17t5yu/6yNYGMW2Jb9Z0cbvXmjn3hfaaO0dPcg+zYIb3pemztyQ2HSQu59tI3kKF3JJmoL7Xunhf/3nbv7qv/aSyTnccG58aPq50yPMGhfgQK9Ne1Lw0yfb+Yuf7+Wnj7exu3l0VOexpjcj+ObdDfzwgf386yMH+JeHmvjc5WUsnVVAdbEHIeDji6I4Ryp8cAoSDRn4jlCOcVy5D79HY19rhi1NWX704H72tmbY2pjiO/c0sL/n9Di+96IrJfmH+5owdI26Uh/3vdjOcxv6EOq9h36EEcP/Z++9A+SqzvP/z7n3zp0+OzM72/uqd6GOBBJFICRAVAOm2RiX/Fxi55u4JgFM3B3HcWzHcYkNxsYEY3oVICSQEEgIgZCEVnVX23uZPnPL749ZzWq0K6qEdqX7+W/P3jq3nfOc931eRRbYlMxvo8oGN5xXmPN/j0NGlgRLZ/hx2EyEgKYejU27BgB462CERVN9OetIEsyd4GX1ohC/ebKVq84uIN+nsGqmjbP9h/jvi3v4+oUQ9GbuUacZz1bTHcIELYmwu4eahERrzaX84+/qOdSVJqlljlsRMK3czss7B3hqSw+v7Qlzz7Nt3PdCB6/sHsie39GYJiyb7mPuhExatyRg9Zn5jCsaZdULLCwsLE4yVoSThcUpSDQt8YP7DtHYlRlFyhLccXM11SGJH3+mhs5+DY9TpvAYVa2EgFhy+OAhEtcxB+fpLSw+KvxOwR03lvE/j7fR0Jlm6RQnN8yK4/GPI2JKyIrEs0ek3PUMaIwvc3LOTD9Pb+mhP6rleHQYJjz5Wj8DR1RzSmsmf1zTyh03VqJKY3/gfCyONkKHTLTYaJ2QlyTBxrfDPLk5YwYcSxq8uT/C6sUhFk7xYlego0/nO/c2cNXZheyoj7ClLpPStmVPhIPtB/nuJypxniCTayFgR32M7sFoJpssuGl5MZt3D1DXFGf2OA9fWF1Gke9dNjSKKAvKdIdl5k/ysqUuDIDXJXPZkhDPbO5BkuCJV3uGrbe5Lkz1Ev9HH90hBPE0qArIH/LbFI4bfPzcIh7b1IUJfPy8IrbtCxNN5+E6hXrMphCkdbArjJjmeSRVhXbcDomDbQlmj/Pwxv6h6MJrzykg4BTZlPwZVXa+ek0lr+0ZwGWXCeXZONgaZ/XifEzDRBVpPHqY2TUOth1IkNZMtuwOc8uKErbtC6PaBLPHebnrmVZWLcxnIKbxxzVt/OjGIPmv/x6eewUAv2zj9vO+wTeedmMPFiHcAcxob/a4hMOD3tOMfdGVmIkomuJknzyRX25woOk6f3upkxvPL2C62JP5PYIVxJPDq0VG4wYgOFaEq9du8sVLiuiNFSBJgoBLIE61WQoLCwuLD4l8xx13nOxjONH4ga8AxGKjeArX4oTidttPi+tv16M4ut7GdnAjZ5Qb+PPz2NGc6Qi2dCdZMtWHU4F8j4TXLo6Z/mCa4HHZWPtmbuj6J1cUU5w39gIjT5frfyrjd0mcP0Vi2awAKV2wdr+C7szH75FRZUF9Rzpbgru5O8nnLinlt0+24FAlfG6FhvZEzvYCXhs2WaL9iBTTgZjORfMCqMODO04ZbKrMuu39aEeYpK8+M5/ZNY5RmTWYNgT/+0wH4bjOzFo3t64s5UBrnHuebWfdG314XTbiKYOykIP1b/UhCcFli0M0tCeIJQ1iyUzaS57zxLy3JEmwdX+Mtw9lvFwuWRRi7Ru97DoUI5rQ2d8Sp7EzwbLJNpRwC0ldkJYd2dSthq40JhIuu2C0xNDIAooDNiZWuFgw2cfscV5KQ3bueqaNho4k1ywroL0nTUt37jt17kQv44s/WrPkcEqwZV+Mg+0ptu2PkTZl8twKhwMi38+7XwhBc3eKnz7YzEBMZyCms21fhMuXFFASGNrmWKcnBveu6+Yv67rojRpUFDkzFeeOgUuFhVP99EQ0aoodnDvbz+QKJ5ctDjG72pHTj0gZgh/d34RNEVQVOUjrJvXtSSpDKlVGPcaan+LZ/gBLKlNUTh7PKwdMOvvTpHWdRVN81DXGWbO1l0hcR5YEXqfC9Bo389yNKFv+MrQj08AzcJBJ56/gno0JFi0/M2MYHutDCpbhWHQVyVcfRNv/GnrHQRL5k/j2q5V0DEaxCgFBr41x++5F23QfxsHXmX3e2Tzyeu69csuKIvKc7/xkSgJcqsBpY9Q8wxYZrL7f6Y11/T86hBC4XCrAz4C+o/9/Cs3XWFic3ihCR3rjIZKvPw5APrCyagGd067huZ0pOvvSaDrveTBdFpC5/cYq/vpSJ/GEwRVnhZhaboWKW3z0yBg4GjfT09nLD9+cSktPZtCwcWeYyxeHuGiun/mTfKzf3kcsaZBIGTR2JokmDKKJFBfNz2f9UeLpyrl5/OdDrTlt8yZ6cKvHns0+Fch3Ce68uYoHN3bR1JVi+Rl+Fk3yvGuUw8lCkaCi0I6mm8wZ72HbvjCbd2eibtK6yX3rOvjiZWXcvaYtG6W1oz7KjcuLstWyHOqJUwoOl6F/cEPGLNnjkunoy3WOqWuM017XTtnGH+ByBxhY+hXW95Vz15qhKoifXlXCjConPoegO2qQSpsU+GTsJ8moXsIk6ISgU2YgqRBP6iyb6eeM8R5qi2yEfDa27g1nf3OHKjF3vPsjNdg2heCltwZo60uzLvt8d7N0Rh6fXB7CofC+jkcyNV58q3dY+5a6fpZNc5FKnfwKiB+WWFrwb/c20D2QieZ5cnMPB1rjfO3qUpQRop0hMwEVcsMVC/OQJIGmGcDIfQFJCOyqxPYDUbYfyJh2BzwKE1zdpB68A/TBZ2PnsyyYEOX/XXYr3THBuDIHt91Vn7MtpyoR9Ck4VJl4fy9HS5lmTzNdXQPsbU7zveedXDHv6zYP9z4AACAASURBVOSJMJNSbxJ/4S7QBgea6QRpYSdxhEXAoql59PdHId6f2VZvM76217nthuW8snuA8aVOHHYJr0u2orotLCwsPiSW4GRhcYqgxjtJvf5ETpvSsJmzz1zJczvtXDQ/iMMG79VGRGBSWyDz9atKMTkFqxBZjBkciXaST/8XTYtuy4pNh3nslS4K/Dbe3B/h1lUldA9o+N0KRQEVl10iljRYu62XW1eW8PLOfnTd4MoFboSR4GPnFPLwhk5iSYMpFU5uXl6UraJ0qmKaJsU+wedXFaIZGQF6VBvcmiZXnxXitT1RDnUkqWsaXhVqT1OMoG/IWFjTTaIJA5ssWLkgSMgtcSJFxIp8hf93dTn3PNuObQTTZCHAZmYGv2a0F9+LP4Vx/5yzzN3PtHHV0gLcDpknXummrTdFSb7K168pJ+g8YYf+nvDZTc6e4kSa5kIfLNpQEZT4/q01bD8QRbUJZlS7KfB8tJ5nkSTIisT67blickNbBHdfL+KtJ4noGp7ZF5MIjEN7ly6vLdZOvmP4CYS8yuB5j33a+7Ss2HSY3Y1xuiMGRd53js8xDPNd3xWqZHDT+UX86P7GbNvKBUEiLTtx6LlCrLl3ExNnXEe4qJBY0kCRRTbyUpJgSpUbv0fmt0+0smhpAf6j9iWPX8i2FgVIE4lr2GToJsSAbyJOfegchcODXDUL33YD0Fg6048Alpb0YdbtGzq/9r1MmLKK/a02/vuxluxx/NPVFcysVEf3e9LCwsJiFGMJThYWpwBCQCqZYqRBlSrSfGxpOWdP836wDpNpWGHiFieXcBeYI/sMmSZEEjrjypz84uHm7IB3Vq2bL19WxH881M7BtgR/fr6Nb6z2Ma71KYRnIZ/4s0zAY2PVwnymVbupDinIp5DYJCRBIg02BaSRVADTRBHvXYD+qBEiU1GvO6zhcWT8hH7zZAsVBQ6au3JD5Av8NgaiuYPofK/Ctz5eyZRqN6lYbjrl8URH0B83KcyzcfZMPy67zBnjPRzqSFBZ6KCxM8miGolQ/ZrBE5NIlc+jtiKPq84WrN/eR1d/erD6JtzzbBtXnFXA/63roLU7xd9e6uYzF4Y42VF3pkmu6GJCiU9QeoYXyKRtf9TWNTZJIEti2H6/tDCG/sCdHP7NtH2bcVx1O5HglHfcnpQIs6xMY80OF8l0Zl1VEZw/04Wuj9IH5X0ykgG2JBhRKP0gmCZMKVO58xNVbNsXzVSaK3KQbB+eaimcHtweB1/7QwMfW1bAzRcU09qTxDShLGTnkZc7+Zfrq8hzyQy4q4id/UXcm/+AmYwiymcgL76eK1MFVIc6ON/+Os71fwHdQF18NXzsOySa9hA3VfZTzd2PGty4vAiHKpFM6ZTZwxQ++9Ocp0oet5C2Po0/r+3IthkG/PLRZn786Ro8VoC3hYWFxQfCEpwsLMYgOoJYQqcvZqAZgqRm4sLPuJJJmK112eWEr5CqSTWUq75RmzJjYfGuePIBQbneQMg3ma6BoSin5XMCbNsbYUatB5sssubgbx6IctnkOP9xTgO9pp88KUL+K/8F/a3YJ5/Jv3+2lr6IRtCrEHDBiHWvxygDScFTW3rZuGuAcSUOrjungGLf8IH5aKa5z+T79zXQH9WRJfjKleWEfDamVrt5+1CU/mjmHphQ5mRypZuUNjRIzHPLTK104HdAnttG5wkSnPoTgt882cZb9VFcdonLloR4flsPlywM0diZZPvBCOfOyuPswm6kZ3YCgq5lX+OXW0PUvdaFyy5x+ZICNu8eoDucJpY0SGlmTiHQ7QcjJPQQjlHqK/ZRptAdjdNmMqHMQVWRI+vRVl5gp7BzHUcLdOk3nkC5YGqOd9nR6L5iytd/hx9ccD27oyEwYXJ+grKgIDGGnp13oihPZtEUL6+8Hc62XbY4RMAtPrBiKEkiZzJLFibV+TIV+Xl0DBiZqrd9IYpLpiG37swup5xzKy8esjEQ04nEDZ7c3I0iZ7wln96isXJBkDyHyWcvKeWuNW10D1Ry1azb8dk1NjfZuSiaT0lAYuU0gfLQg5jpJACpDX8hMSPG9+qXMneiD92AKVVpJAGV+TLhhIxISIhxizDfWgNCwjbvUrSiKfR1Dk+bjCYMokkDj2pNvVlYWFh8ECzBycJijNGfEOw8FGPdm/3sbsykl8yZ4GX5GX7eGvcpJgTW42zeSrJoKrZ5l6PbvJbYZDGmSTiLcCz/LKz7A7ed9fes7yxhd4fC2dN9TKtyccc9DWzc0cfKBfk88nJXdr3X213cpOwmsOuFbJtUNgXNV0K+gPzDZafew+NxWAQY7aKNgeD3z7Tz+r5MJamteyPsbozxw1tr8NlH+cEPkjIE//VwU1ZU0g34yQNN/Ogztby8a4BLF4Vw2iUK/Co1BQpCwL/cUMWb+yMEvDZm17rxj5AadTwxheD/XuzirfqMT00safCXtR187ZoKHtnUTd3gu7muMcYbpXa+Nf1SlEgbd+8IUdeSyq5z79p2PnNxCZIQ/HFNG36PQvyICqEzajyjVmw62ZimSUVA4gurS1mztZc39kWYP9GDQ1Y5ut6YkN65u9sbh7VvCi5Y8EVCO+7nnJ560mWzMSeuJomDkx1hdrywSSafXF7Ishl+mrqSVBfbqS5QP1BltbgGB9rS1DXHGFfsZEKpHZcts51oWnD3cx288naYPLfC9ecV8pz0Cc6o7cCph3EWVyIKq2l7JfP8PPJyFzecX8SephgtXSkuXxxi3gQ3mCZ5LonmriS1JU4e3ZGmrRcgyfSJKX77VBvxpMEVs/6VeQPP4Nz7HADO+g2cUbaU+vYkDpuguSvJtUtDdEd0/vXuetKayYpZK7h+9Vl4jT7wFpKW7RTkKTmpfQBFfhv+95mWK0mChAaqIiEL45RJybSwsLD4IFiCk4XFGMIUgse3dKPIclZsAjjUkWBPc5yHN+pUFZ7HjNLz2NMK5ZtVrlwi8KlWZ8di7KIjk6hdhqNkCmXxfq6f6CGlBtB0A9M0uf2mSuo7UvRFNP7x6go0PWMcPq7UCc6P46qdTWr/68hlUzDKZxEXrve877gmONCeojeiE/QqFObJhNzvbaZbEiaOZDci2oPpCpCwhzjRCaq9MTMrNh0mmjBo7UnhK7Gd0H0fLyJJc1gFNICu/hRXL8kjkRKoCpl8FwFr3gjzp+c7COXZiCd1dh9y89mVhajSiXvvxVOwaVf/sHbDJCs2HWZvS5L9S1aT70yz9Y/DTalNA/7wbCsBj8InLizmF480A1ASULn6rHxOFbHjRCAJKPbCzecGuW5pEFUGJXwW2htPHhG1KFDOuJjEUYN+m2QiMEmZMo9s6qYsZOdL9+vMq72eidUmbzRB831JfvgpcNqgfcDkUEcShypRXWTHO0a/qy6bybRyG9MrbIMC+vs/DwPB3zb2sGbr0P28cLKXz64sxCZMdjclslFU/VGN+17o4DMXlxB1liO7ZJxOk7QJc8a7eWhjF4mUwf8+1Up1sYOblxcysdiWjZoSAlYvDrH9QJQZtW5W5Ae5d207kbjBwbZMZNuv1sHfn38hi+wvQzKGEaxmXHWA1zf2Y5omy2b5kSTB3zZ0kdZMSoIKVxbVYXvk1yQ9ASRvCHXSWRROOI+vX1vBzx/OVCosCah87dpyXLZMFNd70eXimmDjrghPbekh6FW4eGE+xQEbxXnCepQtLCxOSyzBycJiDBFLQVefTjiezGn3uxVaujNtDR0pGgazS+x2Gx19Gr5Ca4r8VEE3BS29Oi09KfwemcqQilM59XuxuikRdRSDozjToBlImLj1Hg71O/nN451EEpmImHkTvXxuZSF22SSJD9/M5UTLzyRpGO8rQimmCX75WBtvHYxm2z5xYTGTK5w4VYHfKZCOMYKQBLja3yDxxE8z1ZJkBefKrxAvmXtCRSebnPGdOZxaeBj7CazUdrxx2wWl+eow0SnoVTA0MyMkDWoJ/XG4b10nQNY0fHNdmNVn5lMZPHHnrCpQVejgQFtuup7rGOFIdhtIrjzKQ1GajvKgKslX+cGt1XgdEqoMd95cRTJtUpAn4zhJVerGHKaJOhiEEvNU4brue+i7X0QYGtLkZcR91dlFU5qJq38/YtvDkBjANecSnJSS1lVME7bsT7Jl/9Cmk2mT9n6DO+6pz3qelQRV/uXjFXjHSNTgSLyfd6GQJARgDP4APVGTZ1/v5dIz8/G7FXQDZFnQE9Ep9cu8fShXdO2NaDzwYie3X1+eKUAyuO+KoMI3r6vgz893EEsZXDgnQEW+MpSiJwSPb+7lyVd7ANhZn/GF+tLlZby4PVfwfWynwvzKucgNr6HNvYYf/rEte44HWtsoDap09GWevWtnG3hfu4vuJV/m1f5y6rpkFkeTzI7HmVzi40e3VhNLGghJ4sW3+qlrirF0Rh6za5y43kG3FwJeeCvMfS9kOmGd/Wn2tTRx0/JijAonpXlWWp6FhcXpx9jpgVpYWGQqSpkG40pyyxY1tCeYP8k3bPnpNW76oxpCWJ2cUwEhYPO+OP98Vz2/fLSF797byO+e6SBlnJ7X1xM5gLb1MSa89kP+fclePr4gM9h/bU+Ylt7cpBpdP7bYJMky0bRETww0c+i3PNSZzhGbIJP6sb8lwW+fbOfnj7czkBz5t3cku0k8+Z9Dpbl1jeRTP8OR7Bpx+eNFnlNww3lFOW2zxrkp9Y+d+SW7ZPKly8rwujLXU5LglguLKPINF3PSujGiL08yfWI9uRRh8umVxahHmDAvmuylLKiwaEruu3h2rZu320y++rsGLlkUylnnnFl+KvMVQm6BXc5E3BR6BRVByRKbPiAGgoinmtTCT+C++MtEfOPQydw7CU0Qad4PD92GcfA1jNY9pJ74D66tbMChSkhH9YqnV7lxO2X+9Hx7jsF+a0+K/W0nzox+NKCZ0NJv8lZjmpfrYvz66U7qu3QMMs/dZYNRR/c81869a9u574V2YsmMufyUyuFRpHMneJGOKswgCZMppTbuuLGcH9xSydlTXNiPeMx7YvD0lp6cdXrCGqaZec8fSdArk5y0gt2L7+Set3zD3vfPvNbDNUsLAPBKMcKzruU7r5Typ00ptuyN87O1Bo9sS5M2MlFgTrvEd+9t4KGNXexqiPE/j7fy6Kt98A79qXha4vFXunPadAMSaYOte8JI0un5rbawsDi9GTs9UAuL0wRFi0FPAyTCyIFSdF9ZdhBsk0yuOruAtw/FqS52UD/Y4Z1Y4SLPLXPj8iIefKkTw4QL5wXp6E3hdcrct6GXC+cECDitAcxYJpwU3PVMW07blrowly4KUp1/ekWxebUu4o/8CDOWmeX2tdSxYtoqXis5l72taWIJA3jn30QI6IhAXVOEe5/vIJLQmVDm5AuXlhB0kY2YOpL+qIYkgcshsaUuTMhn44ZlweHhAvE+SOdGIqKnIdYL9oIPc+rviGmYnDXVTXVxFQfbEhT5VWqKVNQxJl6UBwQ/urWargENj1Mm6BKIEaLJAi6Z6VVudjQMCYNel0xJwMaJzl+pCEr8+DM1tPamcdklSvwKdtngE8sLmDfRw/YDUaZXu5EkkU2T+7/1HVy9rJDSoErALVPsl7GdwNS/05mRfHPa+jVKunYNKxKgbn8YaiZzy4oSHt7YSfeAxsxaN7euKMbQzWz03JGEY6dOoYGjSRuCx7f08dDGjHhit0l8ckUx37uvkX+5oZKSPBm/R8matQOkNZP713fy1auKmVJu56xpPjbsHAAy5v4LJntJGwJFDL8uijBhBN/yZNpAEgLjqGfZqZh4nDKReOYdLUtw9TyV/d0yd28VTKoYvg+fW2FKhZPrzimgNdmHcE+kvS93YuKxzX0snBakLA+ae9J0DeT+/+nXerhonh+/Y+TfTZbAe8RxZc9PFpimJTZZWFicnliCk4XFKMEAUrEYrpd/g3TwFSBTjU659OvoJbOzHbGqoITX4WZahYNE2sCpCgJeG3ZFYl9LnH+4uoLecJquvhShIid/fr6daMLg9X0Rvn1jhTVrPoZJaSbx1PBBTsZk+PQSnOhpyopNh1HffoZVc5fy3x2CkuC7+xV1hOGthhh3rxlKvdjbHOd3T7Xzj1cVUxJUkaXMDPVh5k304lBlth/ICBwbdw5w5eIgzqO/pq4AqE5IxYfaFBXcwQ9ytu8Lm2RSE5KpLXB/YI+Wk41pgttm4s4KqSOfgywMPndJMY+/2sMrb4eZWObgunMK8drfm9/Khz3GgBMCzsP3WmaHbpvJwvEOzpzoIpIy+fKvDmbX6Q1r3Pt8O19YXcrMihMvilnkkkgZ2Oz24f9QHZw3O4/mPol/vr4KWQKfA2RMhDC5aH6Qe9d25KxSWzLCdk4R2vr0rNgEGeHnkY1dLJ3pZ8Nb/dx0bv6It25Ld5K4JvCoJp+6sIBLFuXT3J1iR32Ur/32AFMqXHz+0pJjFjAQAiQpkxup6yYuVeK8MwKseW0oyqnQb6OWg3xv2QB1yWJSmmCir5/KusfYW3MtLd0xVi3IZ8OOftKDqcWKLFgxJ4CCzsXzvMS1PBpbw0B7zv5NIBLXEX55xMRnSQgEgmM9t6ps8MkLi/j+fY05x5vWTOaO9+RU87OwsLA4XbAEJwuLUcL+do0arSErNmUw0df+GvXafycpuzMt2UGOzJDIYAI6c8Z5uPNPDXzqohLWbe+no29oVra1O0Vbr0Z1KLOOZgo6BnSSaZNiv4LLlklFEKdQefhTjTynYPY4N2/sH4rmsNuk9ySujGUkSWAgkDCyaS3mSFWnhITLoXD7TaXku9/do6ShI0FRQOWG84swTJAFPLqpmx0NUSIJKM2T+MbHK1n3Rh9vN8SYUuXinFkBnn29J5uyVV3kwD7CoSTUIK6L/x+JJ/4jIzrZ7DhWfYWYfeSB2olgtFfUO17k2U1uWBbkqiVB7DIITrzY9G6YZiaNU5UlKgrs7G2O5/zf7xmd3S9JlsA0T8mBsRAw29uGnHaRPEoMVhddS0oolAXg6AfUNGHpNC+abvLkqz3kuWU+eWExJf5T15WiN3J0nT9o601xjlchntAxTZPxpcMFt/mTfPzng81cuiif6ZV22vtS/Pzh5uz/dx2K8dLOAS6d5xt2jyV0QVO3RntvHIcqUVNsJ+CE6VUu8n0K+5rjFAdVZtV68Pc8gWvjvYQUO8JXgBnuRFTP4dk9mWvyt5c6+eZ1VTR1JdB0kxnVLop8g6bdJrT3auztMAn5bHQNDPWTls30Y1cy17ws30ZpUKWlZ8hz7dJF+eQ5OeY73DRhcomN795Sze7GOIosyPfZKMpTKM4TJ/29ZGFhYXEyGJ09HguL94GQBLEUKBKo8skfaHwQTCHxtw1dfG1OZPj/or2gJWBQcHonyvwSP7i1mt6okSM2HcY26B0S1wT3rO1kw45MuHvIZ+PGC4p48tVuLl8cYnKpijKY5iHLQ7ONFh8MSRIIIdD1DyfmycLk1ouKeXBDFy/vClNdZOeWFcUEnAJzLN7474GBpGDDzgFe3R1m9ngP587Mw+8w0QMVCH8RZt/QDLVt/hVMmFiGIr1zx95OAklPURVy8e8PtdHancLvUZhe7eIzq0r445o2FEXg1PuYm3iTWY5tcO4UjKp5/OfzPWzenfEOcaoSNy0vHNE43DAhVjADx/U/yaTRufzE1HxOwXH86MA0OYZf90lFxuCWFcXc8cf6rJH7GePdVIY++ugmIQS6KVCk4YJSUhfsPJRgzdZeSvNVLp6pUKl0kPaWk5KOkT80xnCmekg/eAe6EDgWX4MZ7sJMpxCTlpLw17zjui6byer5Xs6f5UORBTZxak/MFPqHT2LUljho7U6yakEQwzApCyp85coyfv90G5GEzpJpeXicMnVNceoeaOL7n6pmZ0Ns2HY27w6zam5eToqskCT2NCa565k2ugbSlOSrXLGkgOlVDqZX2Mn3KUwodeCyyxR6JUTefGxdh5ALqzF6WhDeM9Eq5vDi7yPZYy0JyJw5rYiurnDmezC4u4Qu+PkjzfSGNT5+XhEdfSmau5LMn+TDMAwK8xTAxKWYfPO6cl7bG2VfS5yFk31MKHXQFzdwq+KYqbBCQEVAojLoRpIkzEEB9xT9RFtYWFi8K+JUHaQcQTVwEKCzM/zOS1qMOWJpwbNv9PPEqz34XDKfWlHM5DLbMDf8ggLvqL7+ppD4t/ua+eq5Ot5Hv5brL1F5BtLKfyJlvPfRlIHg3hd7WPPaUMniuRM8fP7iImySya7mND/4v8acdeZP8hKO6+w+FONr11QwrVylqVdn/fZ+FFmwdEbemK2wcjKvf08MXq2L0NqTYvFUH+OKFGzvYWLclGSS6cxAxzCOGtwIiXjaRJUF8ik88NFMwU8ebM0ZtFQV2fmXj5djl0xcqS6ofw2j4wBS7XxSRdPQ5OFmtYevvyTA1beX5NrfYfY0IyYu5vXAxezq92NTBG/uj1BeYOeCuUFCTo2Cbf9Leue67HbkwhpY9TXq+n3EUwal+Tb8jtMnkmgsMhre/UIIemImrT1pHKpEWVDB/hGnNvfGBc++3sv2g1Fm1XqYO9FLyCvjs5tIkuD57VH+sGbIH86pSnz3cpnKvtdIzbgMzRyb0TxHXn931w6SD30n+z/hykPYHCirv0nscPXLMYAsTOyJTkjFMNwhEpLnuO/DALbsS/C7p1pJpk1KgiqfuqiEPLdE8eFIITL39kBK8MrbYV7dPcCepqGosc+sLMHlEPzsoZacbV9xVoirFvlyTNi7Y4Jv/v4giSNSxoNehX/6WAXl/uH9DkUC+85HSW64N9smFdYSWf4NujQPhV4ZRTJHfP574/DlXx3I7mPF/CAeh0xBnkJtkZqpgnkEQghkWdDcq/OLR1po6EhSXmDni6tLKfNbUUujmdHw/rc4eVjX/6NDkgT5+R6AGqD+6P9bEU4WYxZJEqzfGeZvL2WqPiVSBj/4v0a+e0s1lUFpTHUChGlw5ZIQf9zWy+dWfgvbhl9jDnRiVs9FOfsWku9DbAKQMLlqcYBZNW7ebowxrsTJ5HIHNslECGg+qtw4wP6WOPMm+th9KMZjr3TjPbeQf727Pvv/Z17r4bu31IxZ0elk0J8Q3H5PPf3RjIHoujf7+LtLS6nMV3E5JIKu4V4QQkB9t8n961vo6k9z9ow8Fk/1ETzS8N00Bj2DxtBN/gHoCuvDZsgb2pO092lUBmViaggxaSXSlPcWPeZMtJP427dBz6SLmLtfZHZ1nJ7iT/G/z2bE2YNtCbbti/Cbm+w5YhOA3nEQZ2cdteVnZiNExtJ75kQiCRNnpAk69oHNiVk4npgaOtmHNSowTTOTBl2W6/X0UZHQBT+4v5HWwff+oY4ke5rjjCtxcPH8ADYF/vpiZ8468ZTB3lgBJdvXoI5fjOYoGmnTYwtbbgqYGevHVOIgj52UZMVMY9//Isl1fwBDQ3jy8Vz2TSKu8uO6HwlYOMHBlPIaYimToFfGIQ9Gxh35KTJNXDbYXJcrNgH4PTK1xSpzJnh4fW8m8qiq0M65M3PFJoDusJYjNkGmGl3sGP6EarKH5Ka/5rQZHQcIJJtRg1N4p2fMYxfUljjwe2yML3Xy2KZu0prJFUtCVBXYhtXvNk2TgTh89y+N9A2mGjZ1JvneXw7xw1urcdusj4CFhYXFO2EJThZjCkkSOPQwCJl+3ZVjJHmYuqY4+1oENkUwtdJJ/vCAhxyEyKSN6bqZk5YkRqiYciKZUqZik4PcU6ewcvl3CDl1FHceSfOD5Yk4FZhRoTKryj44OB4aIFcVDvdemFrlZn9LpsM4sczJ468OL+378s4BrjnLf0r6e5wIGjqTWbHpMH9Z287SmX6efLWbz11cyoIJjpz+bVsY7rynnvRgCuP96zuJJXSuXBJE4dSNZhoJ+RglpI9sN833ke7Z25wVmw4j6rfgL7oqpy0S10mmdUayBDbTSYQ4tmns6Yqrdx+JB24fis705OO66tuW6DQKaOvVsmLTYeoaY8yd4KWhM8XEMgeXnxUiHNN58a0+esOZZySWEiQrF2LTEiNt9gMhywJJEqTTJ+ZdZiJo6zc40J7A45CZKpIclpM0bxlyzRz0g69nl1eXXE/Sns9YebXaoy0k1/42+7cZ6Sb17H9jv+w2khzn1EczY5zucwg4wj/vaGRMbl5exO1/bEAbfBfXltipKbLjtpl84eIiOgZC6IZJkV/BPkIqWsAtD+tzqYog35tJbxuGoQ97lwOgDbcSOBqbZPKFS0vZeSjO759uzbbft66DoFfhzImOYX2/7rCeFZsOMxDT6RrQjihsYGFhYWExEpbgZDFmsOsRlN0vkNryCNgcBJdcx01LJvCfT+V2AtK6yb1rO9B0E49D5s5PVBE6xpgnlhbsOBRnS12YaVVu5ox3UUAXWmcTSVQS3gpsHt9Hkv4gC5NJJQpTy0Mc9kzSjsNujxaHhIB8n42vXFlOe2+K5q4ULT0JxpU62bCjHyFg6cw87l3bOWxbmpGJkLJ4b4zUQdd0E1kS6Ab86vEWKm+tIc8p4bVDPJ2JsEkfJaCsfaOPc2f7KXh3G69TinyPzDmz8lj35lA1ujkTPBT6ZD6Q4KMOV5+F08tASgFyB+S9Uj7l4xeg7ducbZOCpYhg+Yf24jrVUIVG6uU/56YCR7oRbbuh8qxs02FxP5E26RzQkWVByCON6IFlcfw47N13JEIAAtwOiUc29fDUlh6cdomLF+azsz7KoY4ETlWgqBKGu+BDH4MQ0DoA2w9EGIhrzKzxUF0gox7nTL0DnRr/9qeGrFdaccDGv15fiddukpRcOM79O+wzDmRMpvMrSfmr0QxBV9SgvTdNnkuh2C+9p7Tnk8JAx7Amo+MAaioC6snz2qoISvzo09U0d6ex2wQVITUb+WOTTMqyBusjP+v5HsEN5xfyp+eGzu/Tq0oIeUxGqmOSdgRRpi5D27Uu2yYcHszAyJFekgA12YuWiGC48inxe3h65FlNpgAAIABJREFU63Ah9bltvZw5qYyjd+p2SEhS7jddEuAZjcZxFhYWFqMMS3CyGBMIAbZDr5J46c+ZhkSE+NO/YNnqr9K6qJRxnjAxw8ZLDU4USWRn2SIJnTcPRJlS7R22TQPB/S91s/aNPgBe3R1m/XYH3xr/Cs437scB2Eqm0TDz76ioLMwxuDyRnOjBbE8M3tgf5W8vdRJJ6IwrdfDJC0to6U5w1dkh5k7wEHILLlkUZOveodxnIeCsaT7LPPx9UFWo4rJLg2kBGS6YG2TjjoyAYprwxr4oj27q4taVJexuiDKxcriq5HLIg1E9p9dvL2Fw3dIQZ4zzsLMhxqRyJ1MqHMc0a303NH8FcvUc9PqhCAf7eZ9BhPOBoZnuspCK0+VEOesmlOLxpOu3IRdUo9TOI+Ep/bCnNaaRJIGiSKTTRjYiVJgaZrRv2LJmPIwsZ5QNNdGFaNiKXv8GZtEs9sUn8dsNOufN9nPt0nycyul1b3+UFPhk5k7wsHXvUFGKJdPy0DSDXYfiPPZKJpo1HNO574UOvnxFOX1RjUpXGGfVCqLiXcKE3wPtYfjuvQ3ZiM9HX+7mnz5WwaxK9bgVPNBNwR+fbc8x5m/rTbO/LcnsKhWAhOyDotkwmCEohGBXU4of39+YXW/VggBXLw5mC2eMKjz5w5pEfhm67STPRpgQcgtCbnWo4X0gYXL+DC/Tq1z0RXRCPhshzzDdJ0valFEWXocaKEHb/RJyYQ222SuJqv5hu5bRUQ9tIf38/0A6gZRXjHnR1yjLzxu23fKQHSHMYUcfcAk+sbyIP6wZKlJx/fmFBAcfDSFO3cIdY520KdHWp2NTBEU+gbCuk4XFR458xx13nOxjONH4ga8AxGLDfWssxgaqSKOv+y1mrD+3ffISJtTdRcGeBylrX8+imQUkfeVseDvj+7J4Wh6Tyl0caI2DrOCyS1nhqDtq8j9PtOVsrzeisWCyj0DTiwBIkU704snEXGW4VE4JmvsMfv5wU7ZiUm9Yo6U7xZWLQ8ystOO1CwTgd8vMGu8jljSoLnbwuVUllAdlxmKAk9ttPynPv0uFBZPzQAgcqsSF84K0DZZYXn5GgPGlTvxehVd3h9m8O8zZM/1IkqCxI0E0MdTT/vSqUsYVfvRVrUYDNhlK/ApnjHNR4ldQP8CE8uHrrwsVpXomavUslOrZKPMuJxmaTGHQwYwaL16XzHmz/Vy1JITXbpKS3ehFk1EnLITSqcTc5Win8TxNPKkhOvbAm0+g9Ddi9/rQVQ+GZMNuk9Drt+WusPA6HtkhEw1HKNn6K7Q3n8bsa8XWtI1KtZuBwjNY+1aUyRVuivJOTKTAyXr2RxOygBm1HiaUu/F7FBZP8+Fzy8yo8fDX9Z1E4rlpv+X5NhZWpqkozSchv7MhddqAph6D+s4UOhJuu8RImbDbDsR5eddATltLT4rF0/wo4v2911KGoKXXoLVPQ7HJOG0i2/7Yq73DvIBm1h6uCjicWFrw/fsaSaSHjmFvc4KFU/LwOUfh1051ozpU9MZdAAi7G/sl/0Tc/uGj0E42kgCvQ1Dgk3HbeddoasVMYex8DtkbwuhrI/XKAzgrp5B2F2aXcbvtGF0HST90JxiD0fDJCKJtN955K9i8J0p88H5xqhKfXVWCe4RbRQCVBXbOnOZn9jgPly4KMqPSDggaewxe2hWhO2Licys4Tt9PxKijuVfnpw8289cXO3l+Wy8pXVBb4sRmBaadFljf/48OIQSuzED5Z8CwGUjrtWgxqnFqfUg99QjZhuYrxOhsyP5PqZxBascLGB2ZaiPoGtLLdzP+4lqEsHH+GQH6oxo/eSBTjc3jlPmHq8qpDsnvGC5/dNfXmeyhVzcY5iQ5RukNp4f5E9Q1xoilDBxHpA5KmIwrkPnK6iIOp/idjoLHh8E0odAruPncIEIS1HdomGYmre7+9R24nTJXnlXApAoXdY0xHKpEPKHz91eUUd+epLUrRWFAZf2bPQQ9BYwrVE7bWdT3GlknDY52j+UzlpS9JEPTc9pUKZPOOqUsgGnmernphkn0sDfKaexdFk6BfOgN7Ov+Hci8CdJbH8R17feJ2ovQas9ENXTSWx8FpxflrJv59rM2dhzq5I4LkxiNb+VsT27cxpIzL+f5nTZ2N8aYXW0f9d5wKSOTDuhSed8iycnGbTOZU62yYLyDeBocqsTDm3ooCqi09uR2yEvtfZTueowm5xcByHeLESN8dVPw6OY+Hnl5yO/vMyuLOXuqe5gBYnIEz6ZYQn/f77OkLrjnhS5e3J6ZfLLbBLffVEW5X8KpmKyaH+TeF4bSsoSA2uJjp5rF0yYDMX1Y+0BMg8Dom2VKCxVz2qXYaxZAMoLpKSSqBk7LT7Pc34QonQiGjlxYjVxQTXLt71A/9n2SwpldzugfnoZIdwPedCd33lzJoc40umFSWaASdB3bu1MWJqV5gtK8zH0hBGxvTPLj+5uyy4R8CrfdWIXfcRpekFGGJEs8+Up31szeMOGJV3uYUulmZsXYKRRgYXEqYAlOFqMWZ7oX7bHvYXY3AgLXFV9Hq38D9IwppFw5neSmB4at50p2MLN2IrUlTn7zxFA53khc56ENXVx3biGVAUHQLbNkmo+NO4dmXSsLbJTE9uRsL+6rJN/zAT1jRiH5vuGPfSjPhmckh2ROfIrf6YBhmGCYVObLbNqtsWlwpj8c07l7TRtfurycAy1xUmkDIQl2N8Z58KUObIpMfzQzK3ugrYkffqoaz+gbA40KZHScA/Xo+15B2N2ImvnE3OXva0A72gWPk0kyGqNkxwO5b8FkDKO1DqqLSMpepCmrUCcsxZQUNh2CiZUpptcKivxtx9osABPKnKP6txcCmvtMfvFoI02dScaVOPj/Li2l8PhXoz/haJqBLeMBTW9Y48ypPt4+FCU5GOFTka8wReynJzSLb/6+npRmcOVZIVbO9Q3zW+qKGDliE8Bda9qZXl1DwJm77MQK1zAPnJUL8nHZRva6OxaN3ems2ASQTJv85olW/vXj5dgkk6XTMxflic09BLwKt15UQkmexLG+33lOwbgSB/tbh/x8JAmKR6HYdBgNBc1VBoczHUfvo3NCkdGJbforaBnBVC6dhK12DqaRBnnoBhTu4LB1hTcf0+bBZ4fp5UPiw/vRP1O64O4jUuwAugY03mqIsWC86yPx/rQ4NtE0bNsfHta+ryXO7Cp1VH9zLCxONSzByWLUInXtGxSbAEzi6+/BefVtGB0HEZjohZMQha9jttblrDcg8qgudKCP8DGpb0vQ3puiJuQE3eDGcwuYWunm5bcHmFnj5uxJKt7NjegAqhNtwQ24KiZ+YM+Y0Uh5UOGCuQGe3ZopA6/Igs9fWopdNq0S7yeY5j6DdW8O97rp6Evx+dWlNHQmiMQMaoodxJImJIcM8cMxnYGYjud4u+yeIjh795J44I6hhs0P4brue4Sd5RxojZNImORbBtUfGAkToSWG/3raUHSMYZgkZTextIQkEqzZ2kMkrqMtcHFV6RTMlrezy+rls9jU6mbBZDsTyxyM5lFzOCn4zp8biCQykTD7WxN8/75DfO+TVWPWe0rXDZbPCfCj+xv5xyuKSEcjqFqYyuQuXIlOHu1bSjKdOd+/vdTFzBo3NaHcPJSjU/EgU7QjkTLAmfueqgwKbruxmgde7GQgprFiXpC541wY70dtgmFVPwEaOpKkdLBJ4LLByjkezp3pRZagpNBDZ+fwQedhFGHyxctK+eVjLexrThDwKHx+dSn5w4O0LEYRKimSL9+f8/7RW+pQp59L3ObNqTqo+0qQFlyNsXlwglJRSZz9BWSXlw/z3tFMiCWG37+RuE5zj0ZtgZW3dTJxKoLxZS46+nKtOCoLHZbYZGHxEWMJThajl3iu34PZ08xrhwR/enM6AbegrjnJnRfdSHnPDzCTUQD0Cct4bJ+fx7d387lLhpv7zqx1I0tDkQxu1WTpVCfnzHBjGiaGYWKc+wXUxdejCRuyPYB6in2YVMnkurMDnDMzj0hcp8hvI2h1rk84aST2Ng9QGlTZ0xzP+Z/PJfOLR5q5+YISdh/qZ2ate1g0gNsh4XNZYtNI2CSd9KtHRTtqSfr64vx501BhgDOneLnp/EI8qnWzv19Uj4eBqZfhefnXQ42Sglw6OfuniUR31ITEAL94pCvrpfPA5gRl53+SM8e9jTj0OlLNfJIlczhfD1Dgk7GN8vS0zgEtKzbJEgS9NvqiGt0RnUKvTGO3Rkd/isI8leKAjXjaxKkKvOqxS8mPBkr9gm9cW8GbB6IU+lzMKgObMpd/ezzFjkPJnGW7+tPDBKfCPNuwogglAZWgd3hEsGlAbUji61eXYACSaXyg9ODiwPBUmPmTvBmPxcHNmSbvK7ok3wXfuqaMgXjmurlsJoYpCCchnDBw2yUCTk7bdObRiKwnSHc3DWs3TdCMXPOnFHZssy5D1CxAi/SDrxjhKfzQkw8uxWT14nzuXTuUsmeTBaoiZSKTLcHp5GLoXHlWiLrGKN0Dmcm72eM9TCi1M5onOCwsTkUswcli1CIKaoe1ef1eGtqjHHZyuuMZG59ZcjvT/P0MaCpv9QV5fH1mNnNL3QDXn1fEX9d3kNZNJpY7mVbtpqbIntNxNE3QtaEOc9pUSKuDBpynmNh0GJsEFQEJAoMCxql5micEIaArCo2dKfwuwTR/P3JyAMMZJCL7R1y+rd/En27i/O5HGD9/Fbe1C9KDpu21JQ5Um2BqlRvTNLlofpAnXu3munOKuH99B5puYrcJvnJlOV57phKOEAIhMlXrrJk6EJiY6aNKXNscvNnnz4pNAJveDjOlys2509zW4PF94rGZpMYtQnM6UXc9Be4A6rzL6BAF9HQlUex2HtrQzt6WBDecExpm3Pyz53WKP7WCqukXk9INZNMkMyVwfK+DSiozGFU8aOb7F2iFGC6+exwSQsCymX7KC+y0dqco9NvwuhQe29Kbk1a2Yl6Alq4k7X1pPnlhMdMr1NGr5ptQ7BOUnJGp4qrjI2UIZKUFyBWc8n3DhR6fw+S2G6v41eMtNLQnmVzh5Lpzi+iPmxR5Rj5t0zD4MPU2S/JkvrC6lN8/3UY8ZTC5wsmN5xV+6MpTijAHK46ZJDTB3rY0T2/pZvuBKDZFcN05hZwz3f2O/o8WHx1pxYsy+Wy07Wty2s1gxcjLYwNfJfgyfx+PSFfThGXTfegGbNjRT9CrsHhaHn97sZOvXVP+obdv8eGZVu3hjpuqaO5OoyqCsqANpzKKZwEsLE5RrCp1FqMOSRLIsoymenGUT8BorcPUdWxzLsE5bja9CZn69szgMq2Z1NYU8JuNJqHSEu5Z15OdUW7tSXHOrDyuPLuQxVPzmDvBQ3Whnbxj+4danKIcz0oVzf0m3/pDPfFYgqsqm9Be/AOSokBvEw49jKZ6wWbPjqjCSXhzZwtTtv0Ymnfi73idsxZPYsY4H3OnFyJJEveu7WDFvCCakUmdq29L4nPLfG5VCYunebn8zBDlAQnThGhKsLEuwj1ru+iOGBQF7ag2QSQp6I1Dd0THZpOxn0bTCbop4cjLQ9/zcrZNLqzh4chCGjtzr3siZbBshs8SnD4AsmJDyq9AmXoOcuUMXtwP3/5rD8++McCGHf2cPzdIMpFica2BIgnqu/SsZq8qgksWBlBPUHqyEAJPpIGOxmZ2thh09KVxO234/a739Oz3JQRvHEywuzmJ3W7D5xhSFgKqxtzxTpp6DR7a0MXBtgQ76qPUlji457lcQ+IDrQkumBdk064BXt41wPzJfnyO41ftTEgCXchIQkIArnQPtnATNqFj2JyYCAwE3VFI6mQruL0bh3oNfv1kG5veDvPx84oozbcza5yXSFzjnNl+5o9zIY8gtvicgqk1eRQHVOIpg3vXtrN+ez9zJ/vxHsMX8MMgRMZnatnsAMvPCHD+LB8u27HvqQ/y7m/u1dlaF876OxoGbD8QZfZ4H0G3pTgdb4QAOwlUI4Epq+9JnzUQqEVViGg3Rk8TwuHBvvzvSBZMxRBDkUUnukqVTTIpyc90KnvCGi9t7+OWi4qpLVTetcqexYnH7bajJ5MUeCWCbumUsseweHesKnUfHVaVOosxRX8CXqkLs6M+yplT8phdcwbBa36IbGqkZB+YcMM5DpbNzKNrMET27YYon76oGNUmZaNGIBPaXFlgp8hjMr0mb9DHwfrYWHxwTCFx3wutpDWTLyzRSD37CxyLryX+wt2gZSICpOLxtC/4Cv7CAhRh0tanMTN/APPNQePkaA8FG39CAVC36Dae2pzprAoh0NIGD27o5Lu31BDyCuzCoEruhL5WiLtJ5VXw53VxNuzIeBLsaYpT4Fdp606S1uGpLd2YJuS5Ff75+kqKvSfjVzo5pIqmY1/9dbTXHwW7B9uCK5na5Gbjzlz/llm1VnTTh8EwTDRMOpu6+PkzQ4JSPGVQYHbyD4En4cmXuSlYzoWX3sSdz7voj+p86dJC/E5OyCtYCJAi7RxqHeBfnssb9BaK4HPF+f6n7Hjfxf+5Nw63/bEha9AvBNx2YxWTCgwcHTtJvXwfNYaGf9LlRCdWsmFPZrne8HA/IdMcSoU1TTjUkaTcf3xmOXrigq17I2w/EKWmxMEFUwTyw1+FZBQkBccFn6Oj6CzuWtvJq2+HkSS47MwQK+fm4TiG11QmYlPQE9a48qwCwjGd2++uJ62bCAG3rChm6RQ30jHSHjVT5sW3enhs01CUVyJl8MyWHj59Yf57ri75fjBN8Krm4HU9vtsXAgK2OJv3DPd92t8aZ0KRZ9QGrI1FZHScnbtIrvsDeqwP++xVGNMuJCH73nXdmC2I7dwvoi6+EVO2Ebf5T0rEr1c1WDHHx6LJXuw2gdduFaCwsLCwOBJLcLIYNcQ1wY/+2piNSHhzf5TzZvv5xHn5CGFm+5V2GcYVyIwrkEESLJzgBMMgbQi+eV0Fz7zWi9+jsGJugGKfsDqHFseNtE62hLg73Y1UNJ7U2y9lxSYAs20ftq69NMoBakIyTlXCZh95wKmRGQn7XDIlQZWfPNCIppsIYdITMahO7SX58J1gZAa20vj/n73zDoyrOtP+79w7d3of9WrJluXebWwwpmN6J6EEQgiw2S8Jabv5st9u6sKGJCS7m7CbZHfJEpIQCIQSQjEYDMYYsI0LrnKRJdnq0oyk0fS593x/jDyyLBtcZFu25/eXdOe2mXvvuec8532f9ywCphuz20+vdrJqWx/Tqp389rXBSmC9kTT/9VIL/+/Tpadc+fajJSUspApnol05AwkkDMGMKkFNqY0dA55Z5flmzpnkPmUHA6oqiKYErcEUiiIo9KgnpRKSKR2hKxTDkJn796yJbi6YZGXajl8jd68GQHbUU/DWv/Cv136HPsWHP8/CSGsPoRjsak2Q1CULXV283eKnPzb4LPZFdd7+qIdr5n38QHR7czwrNkFG0Pjjsg6+f6Ug/sJD2eWelY9wy8Kv80F9Pqm0pC+aptCr0d6Tyq5T4NXoiw7uy2UfGR+XlFR49t3ObIW2DfX9rNpq4ntTrsW57gkw0iTff4Z3xk3jg60ZscQw4Ll3uzLp5KXDU+KEgMZug/c3tDE3vxe7pYCfvRwmNXChpIT/XdLG5Ioq8p2HCNcQZP1R9qc1lEQeU/LcyUEIgS+0mZqCUrqH2khS4j+86Jsch4813ET8uQez/yc/eAazqqJMuf6wHA0yFgh5mX9OYruuMpiSOZp923LkyJHjZJATnHIcEaoi0fQoumIlJUfWELE1lBqW/rJsQw9Xz/cTsB9iI0Oyr0OrKZKJJRpTbyjK+DLpRq5zmGNEsZokl8728fs3OkhpbmzufFI7Phi2niURpKkzQXW+nUKPypagH8+Ei1C3vZFdJz35Ml7ZaWFciYmLZ/v4xfN7SeuSsSVWPtzRTyrcS2n7L7NiE4CRiHPTAo0rxseIKi7qwk5+/XIbteXDH5CdLXFiKT4xuuN0I7WfYazLIvnmTSUEo5BIpCnymbCegqWqVXSCfUlawiqPLe2gtTvTTk4ot/Pla4tO+DU2VAt5TlAELJziJZEySPZ0ZsWmLHoKS6oPZ+l49AOEB6sRQYl2g9lOwpJ3xGJUMAbf+W0jfdHM8zHlUzYae4a/kxo7kiiKOKTgJARE48MjlXojOqn2vcM6SYGG15lUfjcbdsdYtz3M33+6gqeWtbOxIcrkSjuzx7t5bEkrANVFVqoL93OzPga6+g3e2Ti02lJLME2LZRzjB/5PF05kxZb+Ydtuaogwtdw37DcIJwRbtjRzs/4c2nsraZ7/DSLxwJB1pISeiE6By0RPDPZ0JRFCUJGn4bKACZ25412s3Jw5t4tm+igOmCnwaLT3GfjtAvUgorcQgnga0gY4zIwanytVEahbX+PmyTezqdmWrcQ3tdJCVZGVIeXPchw7nfXDFqU2LME88VLiiuMknFCOHDly5BhpcoJTjsPGkerGWP9X0jveRymqwbng00TspSPWTxSMTMJ7Op3rEOY4PhiG5JxJLiJxg+fr+rm1fAyania5cemQ9XrsFQScGlJmhNDaSi/x4luxVM1D6dlL2lNOzDeWeywukjr8dkkrUsK5Uz2cM8XDj59q4ovnm2B7++Cxq+ZD7SLU576FK5XAZTJTdMn9rB5bhuUgTrY1pTZsw4MazjgsqmRateuUTqkN94X5+SsxqopsWbEJYNueKBsbYpxTazuh4/Wk1Cgp9HD/xQZBrDz+ehtT8jSE1YmMDxU8GntNbAn2c/E0ZzaV0RlrIfHij0n3toGqYb3g8ySqFpI+zC6JEBlPnX1iE8Cyeo0LxsPaXUPXvWCG72PfCVJCbbkdRQwNkLh6fgA1sm74+g4fdjQWz7Fy+Vwffpvki1cXkkiBWYPWkME9V5TgtClUFVhwaCPzPlIOFWC033JTqIlJFVaaOoYaflcVHbwMeKhf5yx/G9q7Ge8zT7INn7OQUP9gxJKqQJ7bRGd/Ju2wP6aT59a4eLaPueNd5DuhtszKPZcX09WXYvveKG+sCwFg0RTuu7KY0oCZUu9gtLGBYFNjgv95tY1wNM0ls/1cO9+H42O8mE4UaV3CmPkUr/gRP174WVoowqIYBLxgUgWtfRKDjLO8ALr6UrjtKiVeE+ZTUMw+FEIIzDKOFCpJeRyHCtbhqXPCmYeh5F5eOXLkyHG6kDMNz3FYmEUS+frPSde9C6k4MtSMvuM9LBPPJaXaDns/igBbohNzaDdmGQezDYPMrLTNorJhd5TeyOAg4uKZXubX2o9ZisoZx53ZjOT1N6swqdxKebEbxVeMLVAA6QRG916ExU543ud4O1TF7FoP5oGAC5MCbRGNrz8V46WmAp7ZqLG93WD+BCf5lgTnVEsuneVlUrWbR15opS+iYwgT8wp6UHqaAdDP/wLqaw/Dvmpshg67VzP/6st57sMEcye42dkSQ0rwu0x87Yay42LaeypyKj//FhJs3dVDc8RMR09yWPqS02ZizrgT70ulm91U+dK0RUysquunIaRw7lljsOwZjHJKl05nafIsnnk/zHnTvFg1MJNAf/WnyO6mzErSQK9fg6X2LHSr77CEM0URrNkZpW5vLLtsa4vO+dM8jC2xsqMlgWYS3HFxAedM9aKnhqd87Y/TqjCjxk1bMIlmUrjtggIKfBoOlwNz/TtgDGyvmkiccy/jJ5RyVo0d28A4XJCp/KkAbqugzG+iwK2OqADhtCj0xiS72warMZYGNK7O3465ZQOoJizn3EbBuFpW14WJDVQJnFBu56p5vmxbZDbiWHt3Y+7eidemY+quR23emPksuIvJixayttlEPGlgtyh85YZMta32njSxhIHPpbFgopsX3+/i5VVBghGDyRV2JpSakUKwZHUom5KnG5Ke/jStoSQ1ZQ4sA+ewN2TwwBNNxJOZKOSdLTHMmsqkCuuIa8JH8+wLVwAZbMG26QXy976Fy6zD2Pn877I+HnutnY/qw5Tl23joqSZWbu5j2YZePHaY6utFjXaByQymUzf9ziwSmFvWY7z6M2hYhS2/GN3mH0iRHFk0qw2jcR3EBzyzhILl8q8QsxaMyP5P5bY/x7GTu/5nNrnrf+LImYbnGBFM0W6STRuHLJOxMKK3BfJ8h7UPIcAeqiP+7AOgZzwvzHOuRcy8gSQWrCbJ399Uxpod/WxujHDWBDdTK63HXO44R46RRkqJXQMDC732MWiL/hYx51bCSYVuw83lE4d66xgIfre0lWRKkhwYUW3fG6OxPUag7hcYu9diVVRsc27k8+dfwGPLYU19gq2X3cikdAJl7waMZBySsaEnoqcwxYN89pJaevt15k/I+BPle1TshzAJznFqIYw00tCpb41x7hQv2/cOvQdmjHWg6yc+qlNKSVzzUezPHDsUTvPzTWO4feF3KRKdJDUXy1oCPLc609bHUxJsAlOqn2TbzmH7i3S28+R6D7PGOakuMpNMSzSFg1YVMgzJ7PFOXtjPqBqgO6Fhs8F37xiD2y5wmcHj0OiMxoftY38Ekqo8lW/dXIIhBWZV8vpH/TQreVSc9W1qxG70VJo92lh++bLGZXOjnDPBwUECC48f0uCmhX7Gl9pYta2P8eV2Fkxw4dWciOrxYPUQt+bjl/DgXZW0hFJoqqDIa8q2RSbSqB+9QGL1c9lv7rrifrK/TiJK1coH+fHir9LlmYzJpPBvz+6luSvTYV8wyc0F07088kJz9rTe2tCLz6lx6WwPwXCaS+f48bs03toQor41TnNXggnlDjp6UngLVazRVhpbhqdKvbk+xOVzPFhHNlP/qNAtXpLnfRl9eivJNCjeIt7YFOe9LRlTpwWTvPx+aVtWULpwoolL06+R/N3zgARvKYmL/w7cJWinUNSTRNDQrfP66l4MvZjLp3+Zqs2PYjzzfay3/JCIs3LEjxnV/Niu/TZKcDck4xAoJ+ooO1WDUXPkyJEjx0HICU45sqS30/pzAAAgAElEQVSlIByXWM0KDg2M/ZwPpWoGxTQ40ztAyuJlb8hgd3sCj12lusiC0zy0pyARhOPgU/tJvPqLrNgEkFzzAvaqmSS9EwDwWCUXT3OyeKYr58GU45QhZShg9WO1QiYeYOiNm9TJDtr2JxSKoO/ZnPnH0JGr/sTMi9zUjGmkad55PLRU5Zp593L5eZBKSsxm21DRSdVQnH4CFghkzYlPPaPeo8VMAlMshNQsJMz+ozIDV1UFwxi9bU3S5GRMQS9pPYVmEswY62T9rn6EgEtm+ZhQauVkXu8Sn8p9VxTz29fb2Lw3xW+khwtnjOG/XmgFMu+L8gILfqcCSHSTHeEvQQZbhuynOWbnldVB8r1m3tjQw6qtfZTlW7j38mIqA8qw61PuN/HNT5Xz+zfaSaQMbliYx5yxNmyaGIj2OoR5r4BgFOJJHbNmIpnU8TpVHJpEkRJFZLabUGbn5dVB6oWXVZY5LP+oh2jCAFL85tU2Kgsqqco7seqIU5OcU2tl0SQ7hiExDEkMH3gGJn0GfiO7JhlXsK97N/jDWaLt+4lNmc/0XavR5l5Las2LIA2Etwh/cTEmzcQPn24e0m5t2NXPmKLhBRDe2tCDogj+/E5ndtndlxXT2t3OrBoXmxsjnDfVha1rM/HnH8I774Fh+yjym9FGgdi0D7NZQxRW4BCCeFqwYtNgerPdqgxJ57yyKoT6zn6/a08z2odP0TLjbynJO/Yw02hKsKcrSV9Mp8RvptircDy0zj1Bne893pB91lbWwQNXfZ7qt/8R2rYjaiqPSzsZ03xQuN/E5Shti3PkyJEjx9GRE5xyANAbF2xuitHUkaC+Lcb0aifnTnbhtmTe/C1pH87pN2Fb92R2G716Aet68vjJ0w3ZZZUFFr71qTIcA6JTX0LwxLIOVm4J890rVWrDXcOObQSbUQMTs+WTpZSk07keR47TB5sJzp/u5S8HRGSMsfYMqXAHoHfvxdS4iqpdK3jopgcxnF6ssg013oO2+EskX/05pBJgMmO69H6SlrwT+VVGDY5kB6nX/5NkyzYw27BdeC+J8nmH7QOU0GFHa4o128NUFVmZUe3AYx197Y5hSAJ5Hh64Mcbb28KML3Vy7QIfbodGnlOc9AhQVUjOnWRjWlUViZTE71ToDEsmlNvY3hxj5lgnd1xcgHkgUikhbDgv/RLxZ/85K57Gp1zLS/Vu5oy3sXZHmI27IwA0tif4/u8b+ck9VQMVoIYed2q5xj/fWYE0wGKSSCk/NrVQUQQfNWXSEk0mwWNL9pBIGficGfGqzDfoM1TiVbhgupeULvnVX1sGxKZB6tviVOc7TrhQKeUx+BQmhhuKp+pWYvnMTzFPuBD0BLo9n4iwkUhLdrUMjaaLpwy8juHPV2meeUiqH8Arq7u5cVF+NsW3zB4j8ddfgZGmOr2N6oJJ1HdkBElNFdx5cSHqKFMapMz0R8wqVBVb6RioRrinI5GtfmlSBb5057BtTc0b6KnsoaKo+Jh8JeO64Jcvt7FhVyS77Os3ljFzjGVE02hVVWHpuuCw+3nJTitfKhoL5hPrE3cwhBi4JkIQSYBJBZtJZrwSSWGOdiANHd1ZQIKDV4bNkSNHjhwnnpzglAMhBJv3xHhldZDG9kyncVtTlG17Inz1mmJUYRBPwbPts7hm4Rjc0SZitkKabRP5zZL2Iftq7EjQ1JUk36PhsCj8dVU3K7dkcvMb+21MzK/C6Nw99PiaBSHOnKiMHGceUkoum+2lP6bz1oYeHDaVz19WRGXfq9l1TNWzMZWMRwmUYfR1ka5fQz5dqJ07Sbz2nwCknAFsV36NuLAjnH5S9gCGMfK+GqMdTaRJv/M4Rsu2zIJkjMSrP8dy649IH0bahxCCNzaEefKtjuyykoCZ79xePipTEROKg0Chk1sKEwhVI5YauOYnewQ4gDTAbQEsmXa8yAX/96ZSErrEZhKIAyp7Rdxjsd32MCLcQVg6eORtwdqGFLdeaOOPb3YMWTeVlrQGU/jtw02EpQRNGKAe3k/RG4NVdX1MqnTyqxebsybhof40P/vzXh68qyJbxVAgGVegkkalssBKKDxUrCnwaKPl5z9sDFchwuZCxsLZZYo7H6xOosIzZF2rBrNqXKyuG1zXMGBsiY2/uaqE3kgakyp4a32Iqxfk8aMnm4ZsH47qTK1ykEwaFPsUVCOEHs4I7u41v+VbM2+jacZEIpY8HG4XFQEVeRLL2n8sUnLzufls2h0hEjdYuaWXL15TikkJsXVPlLgtf5i8oRdNJIb9qKIu96c5mBoiNgH89yutPHzPmKyH2EihHCRsSlVAaA4omjCyBzsMhCJI6ZmCMg2dKZo649SU2lm6NshbH/XgcZi474piZhSnUN97nMSWtwBQyiZhv/iLRLXAxx8gR44cOXKcEE6kA0GOUUosDZG4nhWb9rFhV4SucCZsPN+t0pu28I1X3Hzl/Wl8dUk+oaRGX2R4OemWYIqv/7qe19b2sPyjwTLOT74XRVl0F4qvJLPAbMN67m0Ydn+uslyO0x6nWXLXRQF+8cWxPHzPGGZXWbGNn4ewe7DMuRqkJL7ij0Rf+AnCbEO55H5Up5/EG/+V3Yfs7yb2/I8wO5wkrXnoZ6DYBKClwuj1a4Z/0Nt6WNv3xiV/XjE0KqGlO0lzd+oQW5x8DEMSN8yDYtMoRxUGdpMcJjZBRoCNagEi/on02ivY2pJ5j8STBs6DmPjYrSPTVemP65TkWQmGUxyoA3T2puiLDj9XEzq3XViAzTx4DpMq7FQXnXqO/HHNi+X6b6MUjQVALR6PZd51pN95HHeqA7MYvP8VKfnUeQXZFDq/28R37hjDns4EXb0plqwO8sc327n5vAL64zoH+klfMttHwCGoDCikdcHufgdKzYKBTyXOdX9g0vvfwZPq4Id/bKQ7MkrFpgEKXfCje6r41qfL+YdbKqkssPDVG0r4xf+pxl1Zgzr9suy6wumnedzNVJa4jllwisWH35PhqE7y433wjxhdN7h4pndINUQh4OLpDoyF9xAxn9hI2lAMfrcsyD/+dg9PrQhS3xbnrQ29LFkT4s31PRhGxjfuR0/tYU9XivSA2ARg7N0CdctRDlXaMccpiy3dg9rXTCLcg6p/vDdfjhw5Rg+5CKccmE0ctJMPIAb62CYhuffyQj7cGWV1XZjZNU5mjXXQMtfHX98PZtdX9xsXtAaTlAQs7BwIy48nDX61ys4Xz/88ons3UhpIZz4pX1XmWEKMaIh4jhyjDilxmbN/0m8txnbLTxC73yO95kUAIlOuZ412NktWqpQFNK5b9B1K338YGevbt5NMRZ/DLw552qGbbIhAGbJ779APbJ6Db3AgUqAfZCB4sGU5ji9+O/zgs2N4aVU3DW0xPnNJIb96cdDfaV6tixKfiZGIgPU4VMyqwDjIQNTjMOG0Kgc9TrEbfnzPGFqCKSyaQonPhHUURsJ9ElJCv6MC1+VfQ+5Ygd7egN6+C5OngPhzDyLsXpwLbyPmq0EKlb1dcWrLbJw/3UueW+Nf/7yHcFTHblG45YJC/rKyi9+82saXryvl726u4Pl3OwmF0yyY7CGWMNjUGGdsiYUHn2iiLZTim4uvZZpuoNR/gHD5Cc66m//9wIpupInEDPy20TsHKiW4zZJJpftH2hnYVDCwI+fdjjLxIhKRKP3WQhxWL17bsQchlgTMaKrIVv4DOGuiC5eNEQ8KL/WqPHDXGJZt6MGQcN40L2UBE8mDiMbHk7gueOipPbQGM/5hrcEgY4ttXDU/wH+/PHxSYU9XirIDvAv1XasxTbv6RJ1yjhOAI9FBQ0uY/15lYVtzkCnlFu65rAC/a3j0a44cOUYXOcEpB4qU1JbZqC23U7cnCkBtmY2bzytAIkijYMLAZYYLJju4eNo+Q2+DK+b4sGoKr6/todCnccEMH88NRA6sqgvz+cuLaeyIkxrwZOqIaXT7p+INjAEgoTjRDUlLyGBzUxS33cTEMiveM3gwneP0RwhBygCTAimLD6N+beYDXylLjYU8tTwBpGhoi7N6u5mfXHQPee/+LLOO2UZQ+DEjEKdwGqqmqSAE6ZR+xEJzAivOi79A/M8/gHRmUGKaeB5pb8Vhbe+2wWVz/Ly8alAs9zhMlAXM5FJ7TyxSZqJHPn9JHlIKDGlQefcYWoMpPA6VsoBpSMXHY8GhSaaMsbNiUy/XL8zj+Xe7kBLMJsH915fiMB9cIJASPFbwlOwb2AxdSVUHDNH1U+PeMUItJFY8iXD6MU9cRGLVgOF1bzv6QEWyqLuKcFRnyZoQN56bz9NvdxAZiLaJJgx+v7SNG87N58llHaiK4M113XidJioKrKzc1EtXX4q2oBNF9dIWykRO/XiJzuyqm/nU5bews0PyxNIEkXgar9NEnlvlaJ49ISCSzLSETjMnbdIqiQaucoQLXAPLRuJUAg747h2VPPpqG3u7Epw7xcMN5wRQjsP3FEjKfAp3XZSJZspUvzxxYpOqChCCjmAqKzbtY1drDIumUODVaOoY6nvosmsceO8oY2aQ2G+IYzIp6PrHe7zlGL0oiiDU3cs/v26hpz9zb2zak+CBP7XxL/ulQufIkWN0khOccgAQsEvuv7aEbXtjxJM67T0p/uWPjRgGzJ/o5lOL8slzyAFD78E0Os0kmDPeyYJJbjx2le8+3pg11kzrkj+93cHff6qC3W0xNFUwa5wTq2IQZ6AsspTsaE/z4BOD/g8+p4kf3FmBJ+f5mOM0JJYWrNoe4dU1QfI9Zm67sIDqimnojRvor1nM88uHdrQTKYMmWUIeGb+V9jlf4HtPx/jO7ZKA/eDHGM3oUtDaa7ByS5CdLTHm1bqYX+scVt3yYNt1hA36ojoFHhOKdxzW236K6GsFs4OUu4SkOEylWkquOctHacDC2xt7qCmxcfFM7yeeQ47jR8a/R6IApV6FUu/Ip6ztE7cumullb1eKr9yQiYsoz7dk329HtD8ELT06XX1JIolMOmBVgRmXZWTuIyEgriv0RnXsZgWXZYQEFYsTAK16NsltK4Z+Jg1o3wGuSkoHKqxpJpEVm/aRTEuQUJZvQRGSPI+ZV1cHh6xTXWylrik6ZNmHuxPEDQcFPo1IPEZlgYUvXlOCXZNHLNAkDcHKrRH+uKyDtCG5/uw8LprhxnYKRp8dCimhwq/wT7eWktIho60c3++XEZpOLN0RWPZRD/Wtca486+DeS+09SS6bG+DRV1rYd4q1ZTaqim2oVbPQd2cmbkReJcrECzAM6OpNsWZ3gjV1YWrLbcwe68Q9CotD5Ph4VAXa+wU9/UNzSbt6U7T3Gjgs4HOoqCc4Gi9HjhyHR05wyoEQ0NYn+XBHL4mUZEqVg1dWh7Ilpd/f2kex38yV87yYxWBjHozCj59uoqU7iSLg5vPy+eqNZbz+YYjmriSbGyNMrHCwbH2I97Zk0oF8DhV/dUZJSktBZ9igLZRiXIktm3oX6k+zqzXBrKpTzyMjR46PI5oSvLGhj6eXZ6IAm7uSbGqI8Ni981ELVqKk45g1hURqqDdaRPOzdt6D7A1beOGVNLFkms7eNAH7qdeEt/cZPPJCMy3dGWFtW1OU7XujfOHyApRDRDikDcEra3t5enmmyqWmCv7h1gpqCvORlvyjOg+7Jlk0ycaiyQ4E8pi9VnIcO/G0oDcmURTw2ES2st3RYiJNunkbjq4WcPhIucpIKlY8Fomn1ISqKhiGkRFxjuJQTd069W0Jnl3RQe+An6HfZeK7n6nAd4xRuoYQ7GpPs2pbDzaLgtdpojzPTE2R6ZiD8FKuUkzTL0PG+1CsTvQDq8ea7UgJ5QETNyzMQ0qwaIJEavDAqgIOm8KVZwXYsDtCRYEFn9NEaGBA6HGYWDTVTVNHkpdWDRWiFk3zMKHMxo0L87CaBGbFOCoNZWdrkt8sacv+/6flneR7NebXWE85Q/dPQhMSbWQyS0cdfQnBd3/XQF808ww5bSpza4ca1l8ww8v2PRHcDhMPfK6Krt4UNrNCWZ6WqVB58f1Ywm1IQ8dwFxMRdkDwx2VtvPxB5v5buaWPNwt7+MdbynIRMacYaV3i8HqBviHLFQE7mqM8/no706od3Hd5Uba6do4cOUYPo3K0Ultb+13ge8DUurq6TbW1tfOBX5NxLWkAPlNXV9dx6D3kOBLa+iT/738bsmlvz6/s4p4rSnj05ZassepH9RHOm+7GaxUk9UwKwh+WtWcHjYaEp97qpMhvYe3OfsaVWPnOHWN4Y22QlVsGXxAmU8ajoTcueOQvLdTtjaEIuHi2n3yvlhWmYsncLEWOkWVwcHkEGwkIRqA3apDSJYVeE56j7MzEdcHKbf28ckAUQFqXrGpzMv78b9Hf1sJt5/n59SuDhtZ5bo3eqMEv3xTAYPSTz3Fw37XRjFAU6tui2XZjH+9vDQ9EUR58u/Y+PSs2AaR0yS9eaOahz1UeUzSDlIA0Tscx3ClHb1ywfneU5R/1IARcONPHtErbUUedKUJiaVhJeKDCI4A251q0mTeRIpMadyyRHKqqsHJLiJROVmwCCIbTvL+tnytnH5th9LbmFA/tV/nN41C5ekEeBR7TMUf/JoUF89xb0MJ70eK9RF94mH1KhnD4kIXjAbCqkqvP8tLVb1DkN/MfLzST1jOC4N2XFRPsT/GXld0YhuRzi4v40rWldPSk0DSBw6LitSnYSy3ceG4eL6zsxpCSxXP8tIeS/PLFFkrzzNx/XSklHjGkXU5LhZQusWuHjuhSVYUP9hMk9vHGuh4WjC9Bylwf4lRhT1cyKzZBZpLzinl+vnBVCfWtccaVWplZbceQ0BfV0XXJxDLLgCCduT+SWEm6xgzZbzAmefUAsbOxPUFrKE1V3qn3/jyTkRIK/E5unG/w5/cHK4Zed3aAdzdnxg0f1Ud4eXWIWxf5jrnipaYYCCNNSlhyaZg5cowAo05wqq2tnQXMBxoH/leA3wN31dXVraitrf0n4CHg7pN3lqcPiiJYvT2cFZsg07Cv3tbHpEoHmxoy5XgrCi0YUvDws200tMe574piNuzqH7a/9mCS7r4UXb0ptjRGuWyunzyPRiicwmkzMabAjKIqvLSqm7q9mYgmQ8Jra4LccUkR72/tQwgYWzLQoxaCaAqsJg4Z/ZAjx8cRTQvW7QzT2p3AbFIozzfjtw29lwwEwYjEpILXJrIpC72RNO6+3biat5I0u2kKjSVaUk6x+8jPozWUpi2Ywm5R6I8NjWCyaALV7uZ/1vXjtMW4a3ERTR0JKgsszBrroL03lTWOFQLuvLiQfNfBDY5HM4JMROWw5QI+rqBQT2R4SaZQOE00KUe8NHiOE4+iCHa0xnn0lUFD4O17Y3zz0+VMLdOOKlrFmgiSePPRIctSa17AMv4cUo7D8/r6JGwWlT0D77H9aWyPoyjuoxac0lLwxBvtQ5b1RnTSuqS7L43Heuw3fVJYSbrHoXoMrLf+ENmyDeH001cwk+aEBkmJ1azw9PJOlm/spTLfwt/dXE5al6QNSX1zjAK/mSKfmT2dCdbviuCxworNYbY2RTAM+PG91SAlV8/zsmiKh47eNC+s7GRTQybNrrkryUNP7uGHd1diN0kkgl0daX6/tJn5k7247SpOq0plvhmvbWjKnWFIyvOHR0FnquoN/d2jaYX2njTRpEGJ30zAbmQjuHOcfA7W9L+xrodrFgRYs72PqkILuiF5YlkXyzdmKh+PK7XyletKP3YC6FCBi7lo1lOTtMnK1QuszKzx0B3WsVg1lqwJsatlsA1+b0sf1y/wYTlKPVEIgSPcQGr1n5GhVuzTLkWvmk9cdSFERujOeNiO0JfKkeMMYVR11Wtray3AfwC3Am8NLJ4NxOvq6vYZDfyKTJRTTnA6CiIpqG9L0h1OU1VooTxgIn6QaKJk2sCiZaKR/C4TC6d4eOT5ZupbM2VIl2/sZXyZPStI7cOsKdmGuC+qU5Zn4awJLqqKbYwvtRJPGqysi7LqIDOTvZE0c2tcXHN2gGK3IBQVPP1OF6u3hxlXYuOzlxRS5D7u9gU5TiNShqC9V+dnz+zJRiHUlNr422tKyBsQncJJwWOvd7C6LoyqwA0L87l0phubJgiENsLLPwIy4ZVTXQVsMP6evIkVaOLIbkTdkLy7uYebFhXw29cG00Dy3BpjCsw4NMk3biyhqTNJLGEwY76PgCPjbeOxmfjp31TT0ZPC51QJOJVTUoA1DIPqIivVxdZsWwKZdAmffWiVof0p8JgRYuizX1lgwW1VOJGmtjmOD4pJZcWm3mHL393Ux6yqApJJ/SBbfQKpKKQTw5fHwnCISLojQdcNplXbMZuUYe/Bsye5SaeP/r7UJUQP8l7WdYnHObLdNl0qRJxjMMZXUd+Z5t0VfSxbF6LIb2bGWCdvf5S5Lg0dCR56som7Fhfx2EAamxBwzxUlPPlGO7NqXPzXknYumO5jc0OEkoCZ1z4MsXRtiPOnezh/mpddrbGs2LSPUH+aYFjH7lNo7zN44A+N3HFJES+s7Mr6tbjsKt+/o3JIBKSUkjk1Dl7+wERXX2Y9p1XlklneIYJCY3uM598LZv2l3HaVb91SQZn3YxTuHCeU8nwzfpeJYHhwYmHxXD8rNveiCJgyxsaOlkRWbALY2Rxn2YZerp/v5lDBbH674ILpXt5c35NdVuI3U+IfbjJ+OAihYAAKOcHhZKEIqMi3UJEPm/emWLdz6MT3uFIblmNIPbXHWog//e1sMZLEskcxpxOYa87H6A/RlzbTEHVTXmAfMa++HDnOBEaV4AT8APh9XV1dQ21t7b5lFQxEOwHU1dV11dbWKrW1tf66urrgwXZyKPLzXZ+80mlMd1+Knz/TwNb9TDy/fH0p58/w8eL73UNeoNcsyMOkCi6a6aOiwIJd7+PCcQaqYmVChYPpJZIaWxfdE3ppSuXxPyvhxgVuxrrCXDHdwuubk6TSko7eFC8N5M9/4+ZyHnl+L2NLbFQX2wiGwzitKtfMUAnYDUorrdQuLsJqVumLpvnFk/XsaM7MXGxqiPD93zXy8y/VUJx3dN5OZ/r1PxPZ3Rbl1dWdQ1JedjTHqNsTY+I5+Ugp+euStqxXhG7A08s7mVjpYFaZJLHxZULz7iWtmvHuWYGydwPlci8JvYqS4iMzaZGmJDaLyntbern7smJagwkCbo1zpngYU5jZVz4wpuTg2+cDNeVH8yuMLjxegy9cXcr6nWF2t8WZPd7FvFoX+R9jEu3xGfz9p8p55PlmogmD4oCZr99cTknh4SsHued/dOO0DZ+SdtlVPJ6jc8Y37CWkfSUYoZbBhZoVS0E59sDI3Asuj47VYiKS0Hl1dRBFwKfPL2B2rRuv89hKdd94bj6//uvguasK1JY7GFvqQBtITR9J1u8Ks7s1zhtrQwBMqnQcdGKoqzeF06bSH9OREjbt7ueOSwt5bEkbdotKKm2gmQS3XVTIC+9m0mDf2tDL2ZO9mFQxTDjWVEGe10J+vpV1jUH8Lo2OnuQQc+BwVGf5pj7+5qrSIeeSD/z4vnHUt8YxpGRMkZXy/KH5hsvWB4eYmfdFdf7nlVZ+eM9Y3KegB97pSD7w4N3VvLu5l4bWOGdNcuOyqUyudDCuxEZJnoUla/cO227N9jALJnkoDlgIuA/+vN15qZnxZXaWb+xhWpWTC2b4qCg8spxUw5BsaYrwzNsddPWmuGpBgPkTj/0Zz3FsTNGSzBnvZM32jOjksqvccXER+XlD3xlH8u5PbFwNehqluBaBgdHXherwkPrTN6E/iNdXwryFt7F+TymBadV4HLk2ZLST6/uNDkbNk1JbW7sAmAN863gdo7NzeOfpTGJnR3qI2ATwm1daefjeKn5wZyXPr+wmnjS4ZkGAmmITJgGa1DG3rCT59m+5MBnjwpnXsss9j4odT6Ptfp8ioMhs47zb/5H4mseQq1cxLlDBpVfexR+25eFUUzx8eRiH3oOmpphdaWPlzij3XllCOpXkvsmt+D78DbI/hCm8EN15C51agI6wzIpN++iP6zS0RjEZQ/1fDof8fNcZf/3PRFIpQUNbfNjy1u4k3d0RkrpkxaaeYZ9v2t1Pjd/CssDn+MPyJMm0wfkT7+TTczZhJolEP+L7SQDfvq2cN9b38vZHPVw808uMajsOJX3G3ZtFTrhqjhtF8WSiV1JJOjs//rmeVm7m4XuriCQMfHYVs2oc9u+We/4PjRCZyolCZDx7TtbM/eI5ft7d1JutPqWpgvOne4/huqk4r/p7Um/8Er1lO8JbjGXxFwlJD3IE74USF9x6ro8r5/qQUuKySFKxOJ2x4e3OkTBnrA3TNSW89EEQv9vEdWfnURFQ6AlFPnnjI0QIqG+J0h5KZZd19qQoCZjp6k0NWddtNxFLDAr4aV2ydG2IaMLgc5cV47KpVBRa+eOb7dSU2pld42JPSw812l6KPQmqrs/jwed6sv6Q91xRhG2gDbSYwOs0DTsmwK7WGKFQZFjkmAkYX7hPgEvR2Tm4raoqdPcOT8etb40T7EmQiAxPhzzVCScEG3ZH2dwYYeY4J5MrbDi00R+J4VDhshlOlFmuoddYZt4N40uHT/DUlNr5t2f34HGYuP+aYuwH+Z6F+S7OqbVy7qQSpCExjKH3yOHQEZb8w28aSOuZ/f/7s3uJXVHMuRPtOX+fk8wXriikbUGAREpS7NdwWYb2zY703W/RPOxc9CAvb7eiCsnfLE4i//LdbLSsEWoh8dZjTF5wG80dhSSdIy/+5xg5cn2/E4eiCAIB5yE/HzWCE3AeMBHYPRDdVAYsAX4OVO5bqba2Ng8wjjS6KQckksNfjNGEgW5AZUDlq9cWASD3Mzew9NQTf/nfBjdY9RQTLysiufv9wWXJGMnlj2Ny+kkhobuRguUP8fmrfohl21+xbFuSXfXzM2+lLTyTx19r5d9vlLhf+ilyIPY1ve0dTIqKaeF9mDUl61mzP1ZLrnHPcfi4bTC31r2dNp8AACAASURBVM1f3htahWlihR3DMNAUQW2ZfZiJdUWBhe1dKr95Z3DQuGxLgkLXZK6uMWEcRQlvAJ8NPnWOF3mOD+SRl2E/nTjSlCPDkDjN4DQLcml0I0M8LXhnS5hnV3Rh0RTuvKSQaZUWTCch26jcJ/iXu6tYtzOCosDMsc5jTqHutxYTuOUBYsFOdJOdfmE7LjnZ6bTBvmCZkfIGsqiS+TVW5o4rQxHymM87oSu0hNJ0h1MU+cwUexTUgbRgKcFhVQl4BruEH+3u574rS9ixN5Yt4jGu1Eo0obO/1/qiaV4+3B5m4RQv40qs/N//ric54AnZ3JXk65fZucr5Asqz72AB8vPH8F93fY0NIS+lATNFHpFtBysLzCiKZHyZfUiFMoALp3uPuM3Q9Uw05IFMKLdhOw2DU5KG4D9ebGXLwMTiu5v7OHeqh89fko9yCrSZhnHoaqHjSywsmOTOFpapKLBQkmfhjXWZqshNXUkmFB/8okoJ+jGkuO5qi2fFpn08+24X88ZXYD7MLqmqZhpVXT9z3/nHA7MiqQjsi479+H6ZEJm2RlEEJplER+PAy7FbqeKRFW109GTE6Ksreqk4IDVbhrvQYt24lQjgGth3Zv85f7AcOQ7OqBGc6urqHiJjBg5AbW1tA3AVsAW4r7a2duGAj9MXgKdPxjme6pQEtGGljRdN9eAa8NiUB/SUFUWgN244YC8Cpb+TA9E7GzGVTxpckE7gjTdj7Cc2Adg2/Ikb5k7l4aVgBJs5MNE6vXU52vxb8dq83HZRAb99bdA4ddE0D4Vuddg2OXIcClVKLpjuoTWYYHVdGE0VXLcwj3FFGQ8HKSXXLPCzbld/NoVjUqWdSWU2Xl8/3FPm7R2w+Oxi1GMY/GU6JLl7OMfJRQhYvzvG75ZmCr5G4gb/9mwz37ujkur8k1DBSUKxW1AyO9OBl3Jkoq0Uq4OoNvoH2wdDyoxfzLE2F0lD8Pr6Xv709uC7+94rilk0yZ6t5jS22EprMMnUKgcbd0eQEl5d3c0/3FpJf28ftlgbpcZuOq1VdE5ykpYKs2ucKLEephbo+PLcdPcms2ITZKLUqmQ9yo53ssuMzgY8u5cyf/btwwZ7Dk3ytetK6Qynuf2iQp59pxNDwk2L8phcPtwM/HAYX27n0+fn8/TyTgwD8j0an7+s+JQQYI6U9l49Kzbt452NvVy3wE++89T2rLJrknsX53PNggCbGqN09qT4w9JBL8T+2PG7npo6XFWyaspBzc4PRAItPZLlA5HUi6Z4KPGKw9o2x8iQlrCnW2f73hjnVsQJtL6LvmMlaslkUrWX0m8txm2RdPbDe3UxplU7qSy0smRNkKhykIgNzQKaFavNigH0p2BvV4pdLXGqi62MLTRjVnN9vBw59mfUCE6Hoq6uzqitrb0D+HVtba2VjGH4Z07uWZ2a+O2CH9w5ht+/2UFTR4LzpnlYPNuLkBKEIJISmBSwqhlDRCklijv/gL1IpMM7bN/amGmkW+qGLrNaGWbZauhU+yXnTvXi9g9PDRCeQgzFDFIyudLO3ZcVE4nrWDUFv9tELJVp63PkOFwCdsn/u62S3a1RNFXgtQ6W2lYUgVWDf7q9ko6eJH0RnfICC2aTQbF/+Mx4VbEV9dQrDpcjxzAMFF5dMzxQ+MMdYcYV+k7aTO2ZHPV3vGjrNXhm+dCJoseWtDGpopqAHfoSgl8838ykMU4Wz/Fz2Rw/QhE0tcfJV4KMe+fvIJmZ8XciuL+4BvPiL5Oue5XUmucQmgXzuXfQ6J4z5Bg+lwlnb/2w89F3r0WddRM6w1/mDrPEEVCpynNw7mQnSHBaDh358knke8xcNcfN3PEuYkmDQo8Jq3r6iU1w6Oprp8sjZRKSMq/CG+uSLB3wGttHyUEi2UaKccUW3HaVvuhgKuntFxWgKZ/8wzb3GPzT/zZkU0iXrA7ywF1jKPPlovVPFGvrEzzyQjOLJphxtP+RVNOHmQ86GzHXr2Hj+G9SObaU7/22ISuY7yuI8MJGnUnzP43x/lMDexNY59+EUViLITR6EoLlG/vY0hihPN/K3q4kzd0JLpnuyor5OXLkGMWCU11d3Zj9/l4JTD15Z3PqIwR09UvW7uxnRrWDWy8soNijomIQTgj+vLKbtzb04HdqfHZxEVPKLKgYyLJp4MqD8EBKkslMu6kcx9mfQ1v1B0gnUYvGoc24nOgzPxg8YM1CGvRCSmxuZKxv4CQUFG8RJW7J9efk8fLaCJeVTMXUsjH7ufmi+4gIGwld8PDTe0ikDCaUO+joSbK7Lc5XbihjVpUlI5LlyHGYWM0qGR/JTNREJCUIhnU6+9Ls2BtlV2ucbXsGZ4a/dkMZVcU2qoqs7B7wgHJYFW44O2/Eeu8WGUVN9GGYnSRU52kzKMhxaqAIKPabh1QLBCjwmnOiz2lGXyTNgWOflC7pi+rkO1VWbg2zvTnO9ubBe+HmRflEEzpetR+Z3N/rSKK3boeOnaTeezKzJJUgseQ/qLjhu0yu8LF5IMomFE6jlY6HzUOPrY6ZRVJYPla4lxLspswKx5qmKA1JgRPg8KtapqUgpYPdzCkzcCzymRhTaKGhfXCqb854JwHX6TNLIqXk+gV+kimDFZt68ThN3HdFMUWe4xcz5LXBD+6s5KPdEYL9aWaNc1Lh/+RSaKqqsHRtcMizZ0hYuq6Hz1+Sh66fnsLnaKKzN8ljA1WBzymPo77/4dAVwh2Mc4ZZsbVvSHSmlLB6Wx+GauEj7yXMvHkqpkgnwu5Gd+QTtxRgSMEzy7uy1RO3NEYp8pmZP8lNOA7O46eB5shxyjFqBaccI0swCt9+vJH+2OAMzX1XFjNnnIO/fBDkzXWZcN+uvhQ/e2YP37ljDJPykqQsfsw3/gDR3QBGGsNXQTBWQFteKTNumQwtW9FDbby+x0fJwu/i0zuJKm6Wt/rJCzrRF3wTX/8umrRxBNNOSgIaZev/THBcOU+sSpOeewfzqrqxGFE6lUL8lrH4gf64ZPZ4FxZN4aP6fkoCFi6a6SMYThFPWbDl7twcR0l3BJZ+sIezJ7n59+e6+MxFhby0amikx6OvtnLRTB9XnhUAAcG+NAVulTJHlCRHVzVrf5yRJhKv/Bt6qAXh9OO47H6i/gnDBoUnAkUBNR7C6O1AsToxXIXouVfDKYcQ0BODxo6MH1llgRnvx1gWScPg2gUBgn0pzJrKlqYITpvKtCr7GSt+xtOCpq4UXX0Zn6PygIp2GgQiFPg07BaFaGJwgOt1mijwmkDA2gNKiwO0dCf44pWFqEkV3eFDRvaLKFFNkIwO20Y2ruWrN9zBztYEoXCaygILJnceysTzSG99GwAlfwzK1EuHpdONJhq6DB5d0kp7KMWFM7xcOdd3SpRAtyiSb9xUysot/azf1c/8iS7m1jhQTxOxaR8ui+SeS/P49Hl5aCrYTMe/2IHfDhdMcezn0/PJBxSCYT6kkDHaF7mcuhNCWpfZIge6FCAUkEOFPqmahrSN+4inDK49O4+WYJyxpePQvOP22whCUZkVm/bRFkpit6oj5uWXI8fpQm5UcYbQ2JEcIjZBpvx7kc/MWxuGhiZLCU0dcSZveRTF0FHm3UikeFb2hV5hAzCzs6+UZQ2CcybM4YmXwoT6LWS83gHSXO9K8+JeL7oxm5Vb+oBMCt0dZ1/BPJ8JIeBPq9P8CQ/gweNQ+VFNZibObVdIpgxeGRAC6lvjbKjv5xs3lWM2CU6X2bocJxghWLO1ixtty9nWPg8pFdIHUXnCMR2LWeGRF5q58qwAq+v66OhJ8YvbrPhKHMeUbmQ1+km8+CNkuBsA2R8k/vwPsd7+U6LmvKPe79FiDjWg/+UBRLwfiYC5N6NMuyqT2prjlKGrf+ikgtOm8oM7K8lzHGIDkZltD3g0eiI6/+fqEmqKrbito6ttNZPEFGlHGpKgKZ+IYSPgFCMe5ZqWgieXd/Pm+sGqlZ8+P5/LZ3lOeb+fAqfgGzeX86sXW+jsTVHsN/Ola0txagbSEJxV62LbAd4/M8Y60XUdXXXhuPqbJP76E2R/EGF1Yr38flIN64YdR/EW4ku1M7dAJVHuRzcgiQtt4T1YZl6F1NMYrkIi4thF++NFZz98//cNWWP0l1cFSaYN7rwgcErkpnkscOVsF1fNcWMYp3FhCilxmbN/nqhDHtHvmU4bXDrLxzsHiBKXzPIdsQF+jqMjz62xeI6fl1cFebnOwsSJi7FseSX7uV40kZV7rMytdbN0bWjIvXTV/ADFXhMTS1woBxlzZIzCh99/fqcJt+0gH+TIcQaTE5zOEA72kjQMSSxpUOA1s6dzqNuSx25C9rajt+1Eb9yA7dafDAyGBd1RSSicRlUV1u+VdCfSFPjMhPqHlh+2W1Sqim08/nr7kOV//CDJnBkq91xexKOvtGFIsGiCr1xfhiNj30Q8afDWhqHl6vtjOpG4jsppMOWc46SQ0KHWGcL6zl/wnDMDsGJSh1dEnF3jYnNDRiD9YGsfM2ucvLEuhIh0oyqlxzR7pUSDpAfEpizpBCLcAYETKzhpMk566SMQ3xfhIBGr/4SomIHhrz6h5zLa6E8p7OlMktIlFQVmvKM4wkFRBMs39Q6ZVOiP6azY3McN8z0HFUjb+yT/9FgDYwotXH2Wj0RKJxTV8dqVI7q/TcLA1N+K6O9CcQVI2ItIj1DXwmRE6Wjcg4h0Edj1KnaThY+KP8ObcS/XzPNiNWUqA2kygRQmUvLo3w0dffoQsQkykzLVxTYmlmjHZfBgVnUs8W6kaiZq8h6/WXEpqS1S+f6dlYTjBj6HilXRB76SZF6tk/W7+tlQn2nzzp7kZkqlLdtviLirEDf9mP6uLvb2W+jp8XHeBB9sehNSmb6DcOahqGZij38ZTGas595BcuwiUsJCCo2Uo/w4fbmRpbk7yYGZTm+u7+HGcwI4DruynaA/BZoC1gOib4QQ9MQkiZTE51TRxMhf9FxhihODGFAcBIf2GCv3K/zgs5W89EFm8vTKs/yU+4e2U0JkhM49nQksmkJFvhmnOXf9RgLNpHD1PB8ep4k31oZY41rMuVdMQe7ZSI9jDOsSVZikhzH5Gt+/s5Ln3+0mnjS4ZkGA8cVmTMqhnyW/TbB4jo9XVw9O2lcWWJhQbhsWRZUjx5lOTnA6Q6gssGAzK9nyxgAXz/LzzPIObrmgkJ8+05Tt7FYXW+mLpElZfRlpJxlDhPYgC/NZvSvGf77YgmGAqsDtFxWxZHU31y3Mp74llh20VxZa0A2JqgyPG07rknhScs4EOxPLq+mN6OS5TXhtg7NxQhGYVAX9gB64VcvFIec4eqwmCFhTAJTGtrF4zgW88kE3d19ezJLVQVqDSebWuqgotPLEGxmhNM+r0dOf5orZHgpMrSSPtR9hcWSc71MHWOrbPMe446MgEYHg3mGLjXAXnMGCU3dM8Mjze9k14G/ksqt8+/ZKilwn+cQOgaII9nTGhy3f0xlHUbwYhiQtBSQjWEUCxeZma1OCq2bbKfBZ+MVf2kjrErdd5R9uKafUe3jCTSwlcTa8TfqtX2eXmS/+G2T1eejHIP4A9CcFj78e5v06DVUp5rpZX+AKljBdbuKJTdOYUe1kWn4MdfcHpDYuQfGV4Jx7AxHnmKOK6ognDzYpA43tCSwmhap8FTGCg3hXsp30mueIbVmOsHtwnHcnydLZJDg+kYWGAU7NwKkBDI12dpklX7m2iK6wgSIg4FRQxeB3TeqCf30xwqYGA4gBMdZNdvHVW36MEmxCqCaEniD26iOZDdJJEssexZo3hpS35rh8n+OF3TL8vvU6TJj+P3vnHSDFdWX936uqzml6enKeYchZZBAiKQtFW9GSJVmWvfY6h8/rsLZk7zrJ612H9a5teeWsaOUcQEhICBEECBCZYXIOnUNVve+PHnpoBiTCINKcv+BNV3d1V9V775577zlHaNwYSggeXtnJa5v68Hs0PnVZMWOKrQgkugmrtkf440ttpHTJiGI7X76mlBzH4QW/h3FqIpIUvL0zzMrNQcZWOFk8xUeuY/DrFAFVAZUvXF4IcEjdpoZuyff+XJfZP5fkWvnWjWV4hw1yhgQuq+SyczwsmeTFqkqSsgitcjoiDlMkeKwgpUlVQOXLVxWlZ3nT5INJW8lVs3MZVepk7Y4QY8qdnFPrwms9MWRTwhA0dOmEYwaleVYKPOK00ZcbxjDUu+6662Sfw4lGDvAlgGg0eZJP5eTBaYWZ43IwJbjsKhdMy6WhI0FDR4KKAisTqz2Mq3IydYQbt0Nj9bYQi/x1KF11AGjjFtNGPv9+/wAxJSVsa4hw0YwAz6zu5Jr5BSyY5GPJ1ByWzsylPN9GXo6VVVuDJFMDk2JVkZ0RxQ4MVNp6kjhsCrkuBfUALsluAafDksm4QnoRXjrLj/UYHLtdLttZff3PdmSuvwSH04bauIHmyZ9kze4Ec8f7iCcNZo31Mmush2TS4KEVaZF8iyq4eUkRDpvCwsownoIiksohdpVHAUNzYs8rxti1OjNmnfcxkiVTMD/k6j1FU6FhI0SzKzvE1CsxHYPdKE9XHM3zL4Rg7a4oL78z8JskU5JowmDmaPcp2aJimhKnw9LfujyAjy0uIN+jEEoAjZtxvXIPvP0Q9DaRP3I0gVwPP320I6MdlkhJNu+NsGBSDtoH3IpSCJJdzdhf/ElW9Y9RtwHb2PmktEPYSR8hFEXw0sYgz69NXwMp4b1mg/ETKqlqfZmN1hkU5GjUtLxAcuVfkdEgsrsJ/b3XcIyZk/XZR3rtrVaVlVtCJFIDwUJloR27VSGaNPF7LLisQ5PwsKog1j1M6t1XAAmpOPrO1ThGTCZh//DbaiEdGLttApdNcHCeqLXP5P7l2S53DR1Jpk8uw5ZXiuL0kHrih5DKJj3VolpSJ5m4Ptq132FX2dEYpys0ULH9hatLKTkSElYIHnyti2Ub+pBALGHyxpYgc8bn4LYJmnpM7nmkEQF4nRqfmR2noHUlzs6tWJ1ODJsv3dY8jCHDkV5/IQRRXUEi+qtaDg+J4C/LO3n8zS66QzrbG2Os2xlm/qScw2q+SXno9kaJwu+ea6OlZ+AcQzGD2jInJf6ztyZACIHWvwgdz5K7//pLSRaJbprpCsRB8US6b/KI39+iQolfY/YYN5X5FmzqidkfxHTBb59r44FXO1j1XpAVm/oYX+Ml1zXc8fF+GI79PjwIIXA6rQC/AHoP/vvZO5udZZASCtxw08IAm/bFuO/5VoQQ3LKkkKKAhe/cV5c1x35+iQXLxreRgMivxPBX0NttDCo1lxImVDmpKrBSnGsl4ErfdLvaU9zzUAMAt15YzOvv9rCrOc7EahdTaz109KX46UMNmc9cPCWHmxYGsCoDrjTzx7spzbOyfleYinw7k6qcuCynXrA3jNMHigCHHoRx8ylrWcbVtaP5r5VROoPpjL+iwC8+W0sgx0YkZmKzCF5a38XcMS4KivKIyuNPOZoS4mUzsH/sZxDqAJefhLtkyNqQjgY6NmxL/hnz6R8hw12gaMi5t2D6Sj/0cxkq2GwapmmSSh1bllHTFBo7E4PG97bG0U1xyjb0jiqx8YmLi3jw1XYArl9YwKgSGxJBrGUPJa/8CMz0fS73vUN0/M3s6DhEq11vikhSYvsAXjVpKER6evGZ2dUymAYiEQJ74TF/l5QpeGNzcND4lg4bI8vn0PBmksmFSZL/eDL7BXoSuuqhtOioP9NlkXz7pgr+/FIbe1pijK9yMbHazUMr2rhkRoD2vhT5Q2Q7ZE10k3hv5aBxs6secsYMyWd8KOi/fUzVjlIwAqN+Y/bfvfkf/jkdJ5ya5MvXlFDfkSQUTVcSFOcoRxSDRpPw6qZsvR4p0216RV4bkYTJrRcWEY0bXFTZg/PpH4CeIAmw6mGc1/2AsHfECflewzg8IinBC+v6eG5NF16nxicuLmJciQUDQXvQIBw3KcyxkGNPE0eHEovu6EvR3J2ituDo1nFdStp6BwfEPaEUQtjOShmgcFKwbleE1dtCTB7hYs4YD95TuKUdOOGaXHvbU6zbOWDukEiZ/PXlNr760VJc2qn92wxjGDBMOJ110DCZXm1j7B1VCAEOLR0Af/fmSh54tZ1wzOCquQFmFAaxqJchfEWYxWOJqR4CHoFVEyT1tMPG1fPysVkFG/dEGFfhwNMfoIQS8LOHGzKuD799uokZoz186ZoynlrVRVtPkuUbssX5lm3oZfEUHxW5KkKk9VN6wgZOm8p15+VhwTglKwuGcXrBGa4n/uC3wEhnr2sUja8v+Fe+8VRanCPXY8FpgWk1Tuo7k3T26Vx3Xj6lfo34EN5/BioRZyk4Tz6xk/SWoV77E8y+DoTdhXTnIY+zHepkIKYrvNcY59WN7eR6Nc6fmku5Xxz1vKHrBmMrnBnDgv2YPdaLJoyT4iR4JLCpksUTXMwaVQ2Ay5qufEpIBZcSz8rahidfz/efiHL57MHizfk+C27bB9vHq4okouUi7G5kfGAjLOxupCtwXN9FUyRjKpyDtAUrAwqbjJFMrnHhdmoIqx2pH0QOakcstDMIxV74xMVFrN0RYmdTjFVb+/jYkiLuX9bGN28YOg0iU7OjePMxOiJZ48J+avZsFnhVJlQ52Vw3ICw+eYSLfE/a5CMpNdzn3ozxj52QSL9GrT4HI7f6JJ3x8cFlkWndLo7uXrJogsIcC01d2QRCXo5GU59JY2eSP7/USp7XwiXmajjw3pUm+ron0c7/MvpBHO5QImEImnt0QlGD4lwLeW5lSFtFTzcIAa9uCvL4m+mq5o6+FD95sIGf3lnNqxt7ebZ/Hchxq3z7piqKvQJFyEOKRavHYD1nU+HCaX7++kp71viIkvSG2iITWENNEO0DXyFxZ9FxtyufyjAQ3PdSO2u2hwDYXBdh1dYgX7y6lBw7Z8y9aqYStHQnUISgMNeGor1/MqMnpA8aa+hIEEuYuIYj+WGcBhi+Tc9CmGbaRhbSC6YARuSrfPPaEkwJFkUipYPYxI9kBWs+h+Tr15Xzi0ebmD/Jx/pdIepa0yX0/wA+fkEhF0x20xc1iMQHghVTwuptIaqLHWzZF2FijYtgdPCOKhQ1IVelIwLrd4V49PUOogmTmiI7/3xlKfmuM2OhGcbJgaoqGFuXZ8gmAEyd4pYVVBYupb49zm0XFmFVTCwWGFNsgeJ0wKEo0BMTxJISl13gscozRpNVStA1NwT625A+xO8V1tPC3ImUSVmejUKPxDiGYEtVBeu2R/ndM82ZsTc293H3rdWUeI/uvaSE2iIbH5mfz5OrOknpklljPCyYdGjx7VMJpilx9K/qugF7Ow2eXNWGlH6unP9DRmy/D61tO+1aKT0hnbfe6+Oac/N5/M0OTBNcdoUvXVmATTU/MLNuERLVX0j73K9QsOY3yFAnwhNAvejLxCz+47qPpCm5dIaftTtCmY322HIHtSPyiesqkyYqGAo4F9xK4rlfZo4TvgJkbuWxf66EArdkUo0bKdMtUT6XyvWL8in0qgzVwxHFiXfBLUQf/WGm6kzNr0bmn5rVLRZF8pmlxazbGWH9rhDTRnqYVuvMaj2KuMtx3HgPorcZLHZ0bylx5dR1ozsRsAiTT15azA/+ti8jPXDl3ACvbwqS47bw+BvptkSrRaAkI4OOl/Fwf0B9YtrqEobgvpc6Mq23ioBv3VjB6GLtrKykAYgbghfXpUWfZ431UlviQEpIGvDC2jTZdMnMXNwOjfuXtzOx2sWMkS6Wzgrw5KoB84+aYhvFuRr75wgbCdRYF2gO4lb/YRMVpik5d5yHWMLk6dVduB0ql83K4+EV7dywsIAxjU+QePvR9IuFguPyrxMpOueMTcB2hswM2bQfe1rirNkepjhgYXKF7ZRfhz8I0Wicnz3ewa7WtJ7ouDILX7w8H4fDfthjSvIGE1Ln1Lpx2z84OTSMYZwKGCacziKkTEEwLnFYRL8bXPakrSBRDsjaDFrQZDoI/+knq2jsSg2qAHhgeTuzRrlxO1ScNiVT4QRpgfE8r4rPpWGzCEaXOdjeGMv6e1GuBVMo7G6O8deXB5zt9rTGue+FVr56TRHqmRLlD+NDhxAg46FB41Y9zDXn5uF2qFTnWZAHuYuYKKzeGePPL7USiRvMHefjoul+qgJH1mYxjEOjJy7436ebea/fjt3tUPnWTRWU+Y4+2AomlUwwtx+JlGRXU4wS79Frbrmtkitn+pg7zoNpQr5HQRnCTV3CEHSEdNx2DZ9DIE6Ao019t8ndf9mX+f+G3fD9y26ltu3bONU0ybGjMUYyJblxUSGmKZle68Dp1Pqz9x+gYyIl5X6FVnUcjYt/gFdEsHly0JzuITHoCTjhh7dV0tKTQlMExX7tAH2MtPNXsnQ69o/ejVG/CcWbjyydQNSSe1yf29IHd/+5LmOwIQR8+6bKD9R1OVpEA2NxXv8DZFcDWJ3IvCrCllO3Bc1jlSya4OL8yR4Mwxx0f0gJUUsA8o+vuu10x4gClZ9+sprmrhQum4LNqvCdP9Zx0+JCknr6N2vuStI1ZwbF7z2fdaw27XIixonTcGrq0bN03kwJ//N0Mz+6vRL7CdKeOdWhKVDgtzBrrJf23iR/6zcLKc2zcvP5RbyzK01679/vrt8Z4vV37Xz9o2WMKnWwfleY2hIHk6odmd/QnWgj+fwvSbbvBqsDx+I7SZTPPGTbvEQQS0mmj/KAEETjBo++3kE4bvDLx5v54ewCXJkXmyRe+g32G39GTD0JJiMfAg7hMwSkabz/fqKZn91ZzRB1Np8UaKrCyq2hDNkEsLUxxdpdURZMth/WqbQioPLJS4v528ttxJIm4ytdXDUvD4f2wcmhYQzjVMAw4XSWoDMKv36iiT0tcbxOlc9eUcLYEmtWeaoQ4Eh0IvpaMhnKxEEZSillerI/xAyXMiSGlEQTktsuLOLe51pI6hJNFXxukYVpbfcz9aMX0GjamFhVuXq+nQAAIABJREFUwp9eauXdvRHyvBY+e0UJASfEdUlPODXovTfXRYgkGHbteB+kq7mPvoXobIGum9jHL0Hflq2dYp18EZMDNhQkh8oU1Xfp/PcTTZn/r9zch9Om4p/jxztsXXzM2NWcyJBNAOGYwSOvdfD5K4pR5VGWOUmJcqh2huOJ3aRJfmanP3SEUG9csHxjHxZNYdPeMCUBK5fMyKXIc3ziqAdC0xReWt81aPzFvR5GX/kd7CLA1XNsPLaqh7q2OHVtca6fZSPWHSKYKOSZ7UHGVbqoLbJifx99CIGk2At4/YAf4LAb5mOByyIP0EQ5xJojrKT8o1ECY/pFeY/v84SADXsiWW6uUsKjr3fwjetKEEP45XRTIeiuAffp4wYppUQ/kf1eZwIkFLgFBf1R8faW9H6mrjXGmAon2/rnvP9d6+GLi75J/s4nkZgk595J0FGEHdG/FqWRMBTa+lIoQlDgUzM6l8eC8CEqy7uCOkkd7MdgxnImQEVyy/mFbN0X4/k1A0nUps4k+9rizB3v43+fas46Zk9LnM5gikkVVqZW52GaA0G/VaRIvXovZvvu9EAyRuL5X2K78Sfo7uzqy4QheHZtH0+82cknLy3hH69nJ006+lJ0ByYNEE6AjIUQyejJcbX9EBBwK8wb7+WNLQPE6IgSB63dSaIJk0jCxD1E5g0nA6oqead+8Drybn2KJdM0ksnBrXOQvk8XjnMwobKaWNLE71ZxDZNNwziNMEw4nUFQhMQRa4NQOzhzSLiK0bGQMgX/3U82AQSjBj99sIGffaqaPNfAxO0K7SP+j7sgma48UkdMx77g08TVwboSJQErbrtKOD6wgTlvog+fQ7CnJUFPZw//eVEn3QkbPjVKYOvDiN4mfLmFWMeWI6XkK1cXEY6DzZJu8ZMybVuf6x2sm1Dst2I/dmmOMxpCQFcEttbHiCYMxle6KMk5u3UZDod4bi32q75FcvUjgIl15rXEA6OyNvgHY/9zcyDWbA+yZGoO3tM403YyIQS09gwWSt3XFieaBM9RPus5DrhyXh6/fXogMHBYFWpLjs9RcKghhGD1tiDxlMljb6Q1Q7bVR3n7vRA/+kRlxnHGMEwURRxz64CUYLMcYlOuKNz9eoBJ1S6u9K9n6sWFdKac5FsilDU9jdFezpuui3h6dTdPr+7mijkBPjI3B3GK72qHqsVCCEEsMTgoj6dMUgacjnHOfk3ErqCO267gd4rhteFDRGGOBYsmWPVekFvOLyLXrbFhdxjNamWzHE2989OMrfbxwBMdNHXWMWWEm9svLMTvkPTF4eePNrC3Na31NKnGxT9dWoT7GBMdxblWFEFWe9e0kW7cNsEZ0yN+DKjKU3l72+BAf2dTlOmjDu22uX9KNAwTIdKV0EKAlgyRrH83/UebE+vouQibE2J9cNBb1XemCEYNrltYQHHu4M1EZaEd4yCCV8mvwrD7j/5LniZQkNy8KJ8J1W7WbA9RUWDDogoefq0jLdzuSuvGna5I6TC71sKWuuzx6SPspFKHJpv2wzQh1yHBIYBhsmkYpxeGCaczBIoicLa8Q/ype9jfz2CddxOMu4TuuIXdBwXNpky7EeW50ouclRTJ1/+UIZsAjN1rsU28CPInDvo8n11y98creezNLna3xFgw0cd5E7wIKQl4LfzllRSLp7YyYv3fss+zZExmklSR+PpbljMTp5SMLnVw3kRfxgXEogk+c3nJcWX2zmR0ReA7f9pHOJbemAgBd91SSXXeWZqyfB/oWAjnT8J6xTiQEJYfPAXmega/ptBvxW0/uzfpxwMpoaZosF7B9FEevHbJ0RY4pVImk6ocfPkjZby5pY9cj4VzJ/oo93NMmlAnCikTNE3llfWdWeMSSU/E5Jk1vXgdKiV5Nurb41QV2hlZYjtqd07DMFky1c+yDb2ZiiNFgbGVLn7/TDN2Da62vEpt03vUHnCcOWohvXJg0/v0W10snuIj99Ti7U4YTFMysdrF4290ZgXlF0zLxa7KIa3e+jAghKCuy+Seh/YSjBooCtx6QRHnjXNlWYQPY4ihKPTFTGyaINcl+e7HKvnNk838+aVWLprh51s3VfLUqk5+93QzNywu5JePN5Pqb7fbsDvMr580+NqVeby2OZ4hmwA27YmweV+MOaPsxxRs5rkF37yhgt883UxPSGdqrZtbLygc0nbhUxWKItBNgSrkoCpw05CMKXdmaTJBej0qy7cxd5w3qxWxosBGkT+t15Q0BDtbEkR7uzClwtSRHlz+EhSbE8uYeSTfeR4ZD2NRrdhzqzMJXCHS7XTbG6O88k6CqbUuPr20hD++0EoiZVLkT1e+WmwJhMuPjPSgFIzAetHnCIvDa/0cK4SioKgCaUrMg+2oP2S4rJJzR9upLrLx68ebaOxMUhKw8uVryrAdZxwgRPq7IuWQJSoURRxxha1pSmaOcrNhb5x1u9Nx2bwxTibVOIcJpGGc0RgmnM4Q2JLdJF74NQeKZyTf+Du2yqnYbRX4XBp9kWz23OccuPyqGSfVvnfwG4c7cbmbkUYKw11IgvRCJyXku+FTF+WjmxKrOpBlLvGrLJ6Sw7L4ZC6YksD+3rModjeWBbcT9w6UFKdMaOszCcUMCv0Wcp2ABJ/N5ONL8lhyjp9o3KA0YMHvGLp2kzMJQqQrm/aTTZD+nR5c0cE3PlpyQrRhzgQkzSOf+kaW2KgpsrOnXyDfogmuXZCPx3bmCIefDFQXWrl+YT6PrkwLc08Z4ebC6bnIY9zseqySadVWZo4qAVOSSumnFNkEYFEh36ehKtlk5VXz8vnxA/WU5duoKLDz0GsDrRVTa13889KioybcS32CH95ezeptIVK6pCjXylP9TkzvNcQJnb8IZ9N7WceYI2bz5KMDZJgpwTBOnIjxqYiKgMbXrqvgube7iCVMFkzOYWKV47QUqu2Jwf881ZQx6TBNuO+FVsaUVVN8DFpppyqEEAT7jRg9Dj60ijxNmGhGFEN1kJIqcR12tqZYvytMwGNBVaC2xM6oIo0f3FpOPAVuu8KPHmpke0M6uSelzJBN+7GzKcaGBoONe8KDPnPLvgjzxjgxjmGeFEjGlGj85PZKkga4beKMJpuEgM6+JJ1Rwdvbg6zaGmJ8pZOLpuXgP4hEH1Fk4fxz/Ly8Pi0gXltqZ+HkHAIO+Pj5BUyocrFqa5BJI1zMHu3Grqad6oLdPYxqW4Fz61NgsWH4bsVc8GnsfXXElt+Xef/kW49gtbpQxl6KaUpiuuC3TzfT0ZduuXxnV4SO3hRfubaMvS1xglGdSNzg3lejzKr5FgtHa7j8fsIMLdlkImjsMWjuSvDG5l4smsKVcwJUBNSTWgkpJZT6FL5zUzmRuInPqRx30jmmw6a6OK9s6KWmyM75U3PIdx8mthCC3qjEkOB3ikNWwZtAc4/Jxr0R3Pa0k2ee64NjFYfdyheuLKGrL44iBLk+2/BechhnPIYJp9MQUV3Q3JXCMCWleVbcFolIRpCJwa4nZrQPl0fwuStK+NGD9ZkM7dJZuRT6Blx3UqoLbdQc9M3Lso5XLFZif/1K+t/Fo3Fe+Hmi1ryBF0gTTWTrdlgUydLpPjrDXjqNMsqmXoyiqUSFIzMRJ03BU6t7UVSBzaKwtT7G9FEuqgIqUoJVkVQHFCDdYnKmkk3hpKCxK4miCMpyLTgPrmQQgu6IJBgzyPNoeGwHi/kKIv0tIJoqsKiCESUOPE4F05SoZ05McdLgski+cV0pe9tTxBImpXlWSnxDq1VzNsKpmVwxw8eM0V5SukmBV8Mijo8hMk0wE4M14E4VSFNSU2jjstkBHjmAVFIUiCZMpo/y8sDytqxj3tkVoa3XoDz36K2wS3yCj8zxsbtd53t/HhAQjyVNtjKWSTNvxrrhHwhVQ866iQd35KMfYNU+baS7v83vDJ2ADwGLIplYZqGmqAjDFLgsnLZBeXfIoLlrcOtqRzBFse/M6AdOGoLlm0M8tKIDw5BcMM3PVXNyj7oq8GjhSrZjvP0IRt07KKXjcJz7cZ7cYOGR1wcI2xHFDrpDOrnuHAIuidUGijC5YWEB//VoE30RHe0QKslOm0JfxGB0uZMdB5irAEyucR8T2bQfaekCiV2DM/253tmms7c1Qkt3MkMk7WuLs3Z7iO9/vCJrv+XQ4OaFAc6bmENDRwJVhTe2BBlX4WRkocr8sQ4WTUz/9vvJZxMFX9s6HOvvT/+S8TDKCz+n+8K7UeKJQeejb3wOy6iFJISDnrCRIZv2o7EzmTbnKXeyuyXGy+t6aOlOkuf1Ms+TT+IEXK+6Dp36jiT/93xLZmzdzhD/dlsV5f6jX3OGElJKnBo43cdfTS6E4OUNQR7uX3e31Ud57d0+fvyJKry27PeO64Kn1/Ty9OouTDMtF3LDgrxBrax7Owy+/9d9mfjEZVf499uq0snzDzofIC/T4pE+P9Hv2nQ6JjeGMYwPwjDhdJohGBf85OEGGjrSm8gct8b3bq7AbvejePMxgweIDioaGztdrNzUwdXz8rjnzhHEkwYWVRBwK1gOyBboUsE2/RpkqAtj30aw2LDPu4HUluWZ15gt25FbXkaddgOGyftqjAgk+W4ABR03OmStF+1BnbwcKw+taCcUNcj1aJTl2Sj2a1jPklL/rijc/dd99IbTlWfFuVa+dUNZps3QBN58L8ofnm/B6Lcs/+YNFVQGFBD7HdJMJlU7EecXogiBpoLTrrKrMUp70KQkR5yxZN2HCYcmGVcyMF0Ok01DA8MwKXBBevt1ipUjnSC4rZLzp3ipKrSxZnuYigIb+b4B0apDTakpw2Q/+X60ME1JgU+jptjGnpaBIMjl97MmtIT4uCmkDHj+Nclls3O5YFqc7Q1R5o7zMn+896xsvZJS4lSB43TuUlWBw2ElHk+i6x/+76ipab3Fg0mnwCF0Ek9X7G5L8rdX2jP/f2FtD6UBG4smuE6YgYZNRkk+8zNkZz0Axq7VdBSfy2NvZDv07W6JMWe8l7beJOXWMGr3XkhEmGIa/GaBzprkaLb0JFkwyceKTWkJgVFlDpbOzuPRlR3MGOVhXKWTrfvSQuPzJ/oYW27nTCeKhgKJeJyCrk2Ma1tOwh5gyeUL+PEyG30Rnfa+FK29KWryB9Z0IWBHS5If3V+f2TNVFdlJ6ib5Xh8+O6RS2WuUTaSw7XpxEB3tbN1A0F3EweqnwluAVCwgwWlXsFkEiVT2tQy4VQo8giKfmxFFdmwWQYFXzdqvH4iUqdAV1rFaFHKd4qiys5qmsLU+lKm22w8p4fXNQW5ZmHtc5OaphHASHn8zu5U9HDNo6EgwviybfN/RnMhqr3zt3T5GlNhZPMGdmVNMBA++2p71c0fiJlvrY8wf6ziqfXc4KVizM8yqrSEmVjuZP8FHjv0wsZUeo6krRV/UpDjPTq7XhimHM8vDOPUxTDidRhACNu6NZMgmgN6wzsvre7nhPD+upV8n8czPkX2tCIeX7pmf5vcrVdp6+6hrTVBb6uDtbUHuvLSYAs/g7GbUlo+x5OvYE11YbFaMHSvR6zdnvcbYs4bExGvZ2W6yvTFGdaGd2sNojBhSwZASmzrYYls3BH95qTVjE9wd0nn4tQ5Gl5VjHfr29FMOmqbwyoaeDNkE0NKdZP3uSGZR6whJfvfsQNYpEje574VW7ri0mKdWtdHeo3PJTD9VhQ4eX9mZEXC3aILbLyrm23+s48d3VFNwaM3LYQzjfaEoAotFJZXShwm2IYZTk0wqtzK1Kg/TlPTFwOdSqWuNZQWYAHleC0U5Fo4nyHRZJF/7SBl1bQn6YgZVBTZKfApRv4UH90VZsakPRUAwkuKG+QEUJYAmzGHHy+NALJZg094I6/cmmFBuZUqtG4/z2G1WJYKWoKSxI4HDplBVYMNjzX4wVUWgKGRatPxuhavPzefPL7US6tdwunFRIcU+lWNxXlQUQSgBhgleOye99FhVBe/sHtx29uqmXhZMcJ+wliA10oEZ6iJyzk0ErYV4E60YMv27HAy7VaHab9C1YzPebU8huxsQTi/Omdcwp+WvTL/gq8Sxc90cFw5irNwteWxlB+fUeuiLGuS4LXzh6lIq823kusRZSQAfLYQAT+s6XCt/hQlYgMpdr/OF+d/lB8+ng3NNzSbwk4bg3mdbsm7putY48yf46A4mCDgs6DL7GBMF1VcEHfuyxlO2HPq8I/F6C5DBfjJUUbHMvTGjG+mzw6cvK+GXjw844N6wMJ+AR6Gp12BvawKPUyXfZzsk2SQRNPSYrN3Ri6oI3I50C9z8ce7DklOD3kOmK+M1bTBhYdVOL8djVU1X9b/fOauKIHXQnKAcVGGoqgobDjGnvP5ukMUTB6xkpUzvyQ9GLHlkiTNVAaseJiHs/OnlHlZvCwGwrSHKW+8F+debyrEfnPBIRvnLih5efDeReY/vXF9MbcmREVx2JYXQEyQ1F4Y5TFIN48PFMOF0GkFRlIyOzIHY0RTDlLm8Gyule8I3GRdIsGYfPLycjG5TXb+9azBq8B+PNPLjO6oo8Q0snjFd8ML6Pp5c1YUi4LrzXFyVXzjos/RZt7Cl2aC5O4lFU/jdcy2MKnXw2aWF6EZ68rapkl1tOn97pZlQzOCKOQFmjnJlTZ6xhJkhm5aMVbm0qhtvvAVPbzciv4aEemazJF0R2NUUGzS+pyXO+ZM8GIakKzjYseLciTl87091mYDib6+kOP8cf5ZbYEqXbNwdpqbYztZ9UQonDIsRDuPo0B0TvL09xOa6CJNr3Ewf5cZ/mIzbMI4d+7PHXjvcfUslb+8IU5BjpbbUwZrtIcZXOFg6KzC41fYY4LZKJpRnJxpcVsl15+Uxa4wXw4TKAitWNe1+MzxnHA8M/rK8i5Xb0uv1qu0xxm6L8bVrirFoR2/mIARsa0nx4/vrMxVwY8qdfObyYvz2tJaMK9KIvul5ZE8zrkkXkSqeiMfqZEypjS9eXUZvRKfIb6U0Rz2mFsGUKdiyL0FvxCCaMMj1WBhXbh/UjvJhwjQlFQXZGSq3Q2VqrRspByuPpQxBU69Ob1inIMdKkVdBERJFSWtAJXWJz6GgioHfR5eCjpBJJG6S59Pw2wGrk51z/pX/XK7QE9YJeIv55mV25o4TvLk1lDl2wSQfuiH58n3tpIxyrpz6JS4qeRPX5n9gdDcig+044h04pUly+e8xW3axuGwSVdNv4PvPJVgy1U8wnKK60EbACcOVTUcGq4wj334oe1BPUKrXYdFqGFniwOdKS0oIIeiJSsIJk+7Q4D2Xbkq8PdvQ3luBfda1hO3FpExBQ5dOfXucotpPU+2qwrXxQYTTh3XqpSiFNexoFzSP+Rq11ha8lhSOkmqirpKBSyjhnGob99xZTUdfCr9boyhHYWdLih/eX5/5/NKAlW/fWD6onau+2+B7f6rLzAduu8o18/Np6TWoOML2a8MwmVjlxOXQWL8zlJnzNVUwb7z3BLV2pZ81VQWP7fgdRnVTkIwE0buaUG12lNwSHLaBdS4U1WnoMYknTL760TJ+8VgT4ZjB5Bo3M8a48bo0YrrAofVXLpkmI0ocvPxOb9bnjKt0EtdBVVQ0DDRFctXcAL96YsAZVxEwpsL1gefsMPpg4wukNj5Px+wvs3pb9jENHUlae3SqDjL+aehKZcgmSBPcv3q6g3s+UY7lffQzrDKOvWcXiZUPYPS2YBu3ACYvJWrJ/cBzHcYwhgrDhNNpBMMwmTbSwyvv9KIqUJBjpTesc95EH009Rkaj45bzC/nLymwdEEWkN6370dydosSXzrYKAZvqYjy6cqDc9MEVHSz81Hh85ywltf5pAJITL+fRhmqeXNUIpHUGbrmgiPueb2F7c5KtOzpo6VO4ZE4+//73gb7me59rRRHFzB/rzGQf8nwaioDRJRY+lvsm9pWPAemcqzZuIda5t5MUR5YNtljSi2sqdZqUYQiFR9/oYHyVi20N0aw/zRztyQShed7sx3N/5vpAgVGnXaU7NFizpi+i43bsFycexjCOHHFD4TdPNWW0QzbtibBxT5gvXlmMRZwmz9hpiFwnzKrW+OOKHjp6U4wtdzKjSlBoj5LiCEQhjgF9cfjB3+tp703PIS67wvdvrSL/MHvmmC5o7dHRTUlJruWE6+ScrujoSWTIpv14rzFJW3ecsoIPDkgORtJUuPfZlqx2y20NUfa0JJheY8MZbyOy7nlEIoTSvAOjcSu2RXegj7oQn12S41ARQusP7o7tGW7tM+gI6vzlpdbM2MzRHj51ScFJdZCtLnJQErDS3pviS4sFo42tuGOtKG3TkPmjoL+xSTcFj77VwzOruzPHfubyEmaPcvD2rjj3PtdCNGEyvtLJpy8rJscuielw/4pOXt2YbnfL91n4p8tLKPLl8+MXI0QTaYKiK6hz12Mxfnh7JZWFDt7Y0seCST7GVLj46YP1RBPp3/yRNQnyFs/jnHlFYPfgSyVI6Sbyie8j4+mqCqVxI7WRLq6c+iWe3NDDzz89Ap9teN49aojBex+HTeO6BflE4iZf+d89fOUjZeR6Nb77p32U5dmYN97Hik0DRIMioDpPI3/dI+jtOzFadmK/4Se8vFny55cH9tgzRs3lS9dNxxlrJfbSb5Hx+5nuyqF95uf5l5eKCMcMvnVDAWOcA+dkIuiKSOJJk9p8Ba9DEtYF//d8a9Y5N3Ul2deRZHzpAW2wisLDr7VlzQfhuEEwqtMVSlGRe+SVlKV+BU218fVry9mwO4LdpjBvnCdtKjDEj3U4KXj0jS6WbejFZlG45fxCZo9yoh3j/CEEiGAz3hd/An3p3y01ajGpmR/D4nAR1wX3PtHIa/3tqk6bwv+7voKG9jiVzj7ygm/j2FxPNDCGVNV4LHYXUsKkKic1xXb29Lt753ktjChx8Olf7qIsz8ZtFxUzokBjcpWDz19VylOrunDZVeZO8PGH55r5zNJSCg/up+yHqgAbXyT19qPp75CKAYPXhIMrrwCCkcHVU90hPS2V4jh0OK8IsHfuIPrkT8FIz1fJd57FEg+jzf+nQVV7wxjGicIw4XSaobbIwneuyaEwtgtP11ZEXhW2Gi//+3ocRaT1P96rjzJ3vI83t/Rljltyjp8124PMn+ijosCOy66i6yl84TqEqhEPDgQ0M0Z7mDXGy69f6iPPcykXfeSjVFtaqUsU8eSfB9j8aMLkmdVdzJ/ow5no4uaen5PIH0tIXoymCFLGwCLy1OouZo12YekvBw+44I5LislNNWNf/UTWd9S3vopt8iUk3ZW8HwwEezsMXtvUjUUTnDcxh8rA0C+SQw1Dwu7mOPZKlUVTclixKV0SfdmsAKNKbOz/AnluwT8tLebe51rRDYnLppLjTj+yioCyfBuKAhNr3LxyUDZm4ZQc/v5KGzcvzh+uVBjGUaGpWx8kVLtpTySdOfWfvQRmJCXoDhv0RgxMU1KebyPgPDIr5COBaejc80QHjZ1p8qexM8myDfDzW/PIC3zAwaRFR1VVoOtHFpwKARv2RDNkE6RbBJ5b081tiwODMs+hhOA/H2tmV3P63vB7NL73sYojEkg923C4e0Ieo9ufbgo6+wYnFoJRHVPYebPRzqMNl+K0Sq6bfzUjtvyW5FsPY62ZQ1xx91esHfuNKgSEYiaPrezIGn97e4jLZuVSnXf0VVtDAamo7GoOM32Ul4U1CYqXfx8Z6kACxuYXsC3+JBReDUB7yMgimwD+7/kWqgqrs9qatuyL8vfl7Xz20gL2dSQzZBNAR1+K59d0c+G03AyJtB/huEEoZrJ0upcpI1w89kYnKzb1sWRqLuGYwYvr0p/dFVVI5OSjh/swa5fijMbR4ge18PQ0MnZUmBc0B9bj1BE7G5EUdpxzbyTx7H8ODFodtNureOTFThL9ycnXNvcRjBgkUia7W2JMHelm4eQcVm3tI99n4dbFfkbv/ANK+04AZKiDrqDB/cuztYDW7IhgLnARfe5XoKclL2Skl4K3/osbp/8rv38ddrfEGVtqRUqJbgpe3hTi/uVpDSC3Q+W7S63UBGS/Xl82Ygfda6ZJxnnyQCSSJnlHq88modAjKPZZmVJlwzT7RauH+LYTAlZsDmYqh2JJk98920JJoJKa/MHzh6IINAx0lMO29JtSom14LEM2AVh2LEOMmIWomEJDVypDNkE6Znnw1Ta+cFkunhd/k7muNp7FCF2FMvMGDAkem+Rfri2lpVfHMCVNXUl+/XgTpgn17Ql+fP8+vntLFRV+gcehUpJnI5Yw+MNzzZTnWelqaaPCk0OCQxB/epx660j0Od8gP7iFQOMKloy/kVe2DEiljC5zUJgzYOq0H0UBO+Igma6xZXZcTmuWQ/mBsKX6MDv2Zsim/UhtW4l11g3ow1VOw/iQMEw4nWZwWSRTwitIrnpwYHB7Ndec9y8U+QuwWgQleTYsKlwwzU9Hb5KCHCvrdwQZVeakrjXO6++mMzOlAY1/mdVL4PX/4PyRc5l8/VWEevrILXTw4+fb2NeRnqBe39zHf92WT1db16DzaexIcOelxXiS7ZjhbixdLxFo3sjHZn+dP74xsEHOcaloB5gdKcC5ox1YghZ4a/BEKZODHT4Oxu42nX/720Dv/LJ3erjr41VUHoOb04cJTUgunJbLvc+1MLLUwXULCjBNmDLCiU2VWBWdaMJkR7sg4LXwtWvLAYnXmbZZvnCilUvL28ltWws5RTSrs7n1wiJeWtdNSpcsmuJHAN+/tYqA8/gCjWGcGBy8aTgtcLqd7xAikhK8viXExt0RtuxLu4FaNcFdH6+iLGdoSLhQXGbIpgPRHjQ+kHBSk33Q3YgZbEfz5kFeNbr2/m3JiiJo6Bg8z9a1JvpFSAcuuBCwpT6WIZsAekI6z6/r5WPn+U/4HKMokNDTpggfluX98SDPb2f6CDtrdw9UOdUUWSjMPTaBQofF5NwJPl57dyB4UgSU5tnYUh/nP54YCIDvaoAfXnY7VWv/k8EOpRUPAAAgAElEQVRNZccGKdNaROHY4CA3TbycJMJJSqIJg/W7Qiz2NiND2YRYYuXfsI09F7AfUm8lkZKHDNzf3hbitvMLs/Qy92NXU4ylswWqkq3ZZFEFbodCR8jku3+qy4hB17d3cPmcAPPGe1H1KFfwHOpLL6QPEgq2pV8l6fAgYwOteCgaMWzcckEBLuuwScXRQkpIlkzBfvV30LcuJ2IJkBpxLnf/Q2bIJoBcr4XNdQPuzo+81kFVkZ1/ub6C2pwY6t/+GfTsSsWkVLOSqfshwh0ZsilzHrEQxbYQ4KC6cKDNq7XP4O/LBoTuwzGDXy7X+bexb/HNS8/jaw8MkAOKAuX52a3QqjC5fHYuv3q8mYBXw2VXaexMMLbSRaF3MFFxJMgQTScISVNh+YbeQePbGqOMKPBmrSEOvQd2voG56y20sokwZjEpZ0HWaxKGQE1FsDa/O+jbqj0NxEun0HOIFsndzXFIxDJkU+aYTU+hTjwfw5524bZrkuo8lZ4YfP+vAy2OPpfKZbPzaO1JousapiST3L/zXI25+qvY3nwZc1MA96JPEAuMxeg3/Ijpggdfj7LsHS8AI4oW8OUpTVwffIuJl1/I+roUYyqcTK52YjtE1VeB38Y3ringN891EYwajCyx8ZmlBSiHIZvSkKAMnp+F3Y1UhimAYXx4GL7bTjPYEt0kV/8ja8xs30useS8PvJqexCbVuJg91se9zzVTGrBRWWhn5mg3kbjk6bcGSKOmLp2XWoq5qWgUtsrx5L1yF3mJKCgq3555B/e8W8vOVp1ESqL1NZKv6HBQa8fIUgd7W2I0dlq5bNYXKXztR8hgO+O8PUA64FEE3LioAHHQpCgEaL4CjIIaZPuegXGXnx5LwaFyAxlYrCrPrm7PGjNMeHNrkNpFgUFuIqcSpJRMr3USPC+fJ1Z10taT5OMXFFLmE7h7tpFc9SDORJiqkZfxWPMIxo4u5NUNvWzaE2ZqrZtvTNiD/vJvMu9X6XyGzsnfZnS5G4uq8MLaLm5eUkiuY+iqL4YxNEgaApHow9rbgGKmUPLKMRyBU+o6leRqjCpzZFU5Ta5xUeTXOJ2d5IQQaJqCrh+9GHZDRxJNVTJkE6T1Xv74YivfvLY0S/PlWOFwWMnzWQZVsgR8709SWIwI+rsvoa5/JEMvyAkXYZ17M0l5+Gy3YUimj3Lz4rqerPHFU3IQmFmbeCEEew+hH7itIYoh/cfon3dkCCcFyzf2seLdPqqK7Fx3Xh75Xi1tN29LYrdAEtsp9QwpQuETF+YxaUeY1btSTKnSmDPGi1U7xl/KlHxkfh6mCW9u7SPgtXDj4kIq8jTueTh7HZQS1rU6Gb3oDiKqe8iY7UKfxvhKJ1sOELTXVEGR/+Q53gnTpKrQjtuhYRdNg19g6CDTc1ahz4LdqhBPDjyrZfk2PM7B16S8wIZVk1QWDN6FjK1woilw56XF/PaZtMi0EPCpy4rxOwUb6uKDnMdeXNvD7RcXUeB0IlZvH/iDNEku+z3qebehv/CrgdOedRN5Xgfl9n1Y9HISytG3YZ4QCEE0BRaFIxamPllICRupvAn4r5rNtp19RBOSZKoh6zV7mqLMG+/j+TUDlW91rXEsmiClOrFPuZjU2sczf0vO+yRRaWV8lZMtdQPPgduhYnU60YWSXWlisdFruJg+0kl3KEVTu05JgZuuQ8ggNHamiDiKqLB2cf2Ccl5Y10O+z8It5xdS5B3sNjyy2MG9H7ei1a1Gi/egXDAPs0BgnqKi8poiqSq0Z1XUAhTlWLPWYytJzBV/wNizNj3Qugu5czXJpXdhcaZjHEMKnnirh67eGJ8vnwzbXs16TxmoQFOgKHewOdLMMV7cMjj4BE0DFQNDKgTjJnaLwGMz8VtTVBfZ2NuaQFHghkWF/PGF1gxxOaHKyaUzA2yuC6XJpi1pCRLZ00T80X/DftNPibjKAdjdmmTZAd0Iu1tTvNhWxvW2rVQWObA5HXgcCvbDROYGKhOqPfz8DjuxpMTjtqJ8wPyetOTg9OajFo7AaNudGbcvvI2w5jsNM5/DOF2h3nXXXSf7HE40coAvAUSjg7NVpxssehhjw7ODxiNlc3hxtwOARVP8PPBqGzctKkJTBXta4pgSKgrsvPVeMCuQiEsLF0/zkVz1EOzPsEmJtXE9RTMW8NrudAhz5dgEOdsep2DKbDY1pF2rinOtXDwzwH0vtDJ3fA713YIxiXWQjOGbeQkllSVMrHZx/YJ8ynMPnQFNKVbqrSNxKQm0WA9G2WT2jr+DV+ucTKg8vPOCqii8tiVEW0/24lVTZGdqjXNQpsblsp1S19+iwugyO0vO8XPRND9VeRru0F7iD3033RIQDWJrXEvV/PP5n1di7GyKIYElo6F2068hdUBlQiqBvXIc/71SY3dLjByXxqWzArgHr7VnLU6J6y8Eyb5OnC//BGXjk4hdKxHbV6CNmI5h9Z7cczsAFkUyvtpLwGdBVQQXTPNz6cxc3JbTN80eTMCKd4M8sKKLmA55OVZsR5Fu2depE4wYWdlwgHDM5IJpOViGgHHRFBhb7uDN98LoRloI+uaFuUysciMOoUeSQbANddmvyKpIat+NUjsHw+Z738/0OTXy/Da21UcRwFXz8jh3nGfQ95ESFFXljS3ZG/UrZgcYWWw9YXtWKQR/WdbJc2t6iMRNmjqTNLQnqCiyY4934lv7B3jnSew5ueDOwxSD15mT9exbLSq1ZS7On+anttj5vqKuRwKHBueMcrNgsp9Fk3OoyU9XDa/bHaW1J/v7zRjro6a2DGMIK4+sqmRctYeukE5zV5KSgJWvfrSckiGq8DtWBDwquhS4HBbse18DY2BPYJlxNbYxc4nGUtgtgqkjvWxvihGMGkyodPHPVxTjsyv0hA3q+6v9rJrgqx8tw+9IVyxJobCz3+CjosDG4qm5VORZqMnXmDcxh+mjPFw1J0BtkQUBdIXloOfE40y3w//+hQ6mnXsO/n3LBv6YimNMvQazagaJokm0VV5MX2Ailc9+DrH9VSy+XIz8kSc9LuxLCP78Sie/faaFd/ZEqS1zk+M89VusPW4bmtR5fm0v5070s70hmpYosCt84pISptW66ArqNHUmcVgV7ri4iJ6wzg/ubyLmrWLM3JnY80sxJ1zMP5pH8ptnO7loei4+l0ZfRGdClYvPX1lKQA2iuXPQm7axv6pEueDz7JTVdAR1nljVzbJ3I8wa7cLpsAwSpa4ptHCBfR32khFU1xSxaEoOCyd4D9my3BWFrn17KXn1LtSmjYjOPbB9BfbSWnRP8Yfzwx4lBFBZ7GTl5iB6f4VYTbGNy2f5sR4wTdmibeiv3Zd9bCJEh38SltwiVAGdEcmvn2yhsUvn4gsnYGvbnIlfxMSLSdaci6JacNsVCgIONu8NY5gwutzB7RcW4rMDO9+A1EASRR05h9bSxfzyiVYeeq2DWQU95G55GHXtAywZrVBcVYa0udnREKPtgPm2vTfFRTNyqXZHqd32h0Gta1rpGFK+ChRF8PrWENsasuUKTNWCf+Is7vpbIys3B1m2oY9gTOLzWDFRcB3EeUuZdtKzW9Ujql+VkBazL6zAUjwSrWIC1lnXEC+ciHEW6DedEnv/swRCCJxOK8AvgEHljMMVTqcZDLsfy5h5pLatzIwJp48GswBIccE0PyUBK4sm+1m2oYfG/k1UY0eCPc0xFk7xs+ydgYz2rAoTNRUlFek56JMkHrMXyMVhVTByytDCrcxS3yWycA6GKekJ6fzf8y2YZtoJIp5UEDYXSm4Z5BQzw39Av/FhdksKkud2OensuYIpNVewvU2w/qkEn7hYe98qhFTK4JKZATbtGQgAhYC5432ndHXTgZCmxKlB/5KA2bCJg0uhw8EInX0OvrxEYYSlhdy8HNg5uEzY61C45YJCfE6NeNIklTThhNYdDONo0ReX+Dq3IjrrMmMyEUFf9zjaos+in0I2tQGn5LJzPFw5M4dUyhiSUnuLRcUwzBNatn8o6FLwi0cb2dhvdby5LsLb25z8v2tLsCpH1kZQGrDSd4jWm/kTvLgsQ5MklBIq8qz8x51VdPYm8Lo0/G4N5YPaI1KJQ+o3yORgF8yDYVEli8Y7mTmyGlOmXYMON+/WFlv5yPw8Hn+jE8OEcyf4mD3GPaTX02ZG0HrrIRGFnGJaRAmvbx5oIzv/HD8Ad/+lPk2QnXM9Fxcsw/H0z7Bd/W1SeROH7FyGArpuoutDt9kVpkmuA2BAY+Uj5+axaU84IyDssCpMrs3hRGyxcx2Sz11WQOTCAmwaaU3Gk0yEKEhq81Ws1lKs1/0b+jtPIzv2oU1YglExA9HfTiKlpMyvcPfHyonrEqcVVCQgue2CfC6a7ieaMCnyW8h1pp9HmwrXzsvhvIk+QlEDn0shx6FkdJUK3IICd3aFV0W+lXyfhY4DKhUvnRXgmbfSbY/L6uzcmV+J2ZGWA1AKa1G3Pktq6+tYas9ju/NSit0D+gOp1Y9iHXEuceXkOfeaCP7vhTbe2ZWeQ/e1Jbj7r/v4yR015LlO/QqJrrDJy+/0kusJs3ROHqpIu8+5bAKPVfK5y4u4/cJCpCnZUh/jt8+0APDkhhRPbXRx92WTsAdDPL4mvd/8y8tt1BTbmT/Rx6Uz/Lgtkjil2ErCOBbdhkzGUcvG8v/Ze88AOaozbfs6FTrnnpxnFEY5ZyEkARIggwQGEQwGG9b262XX767j58U5h/W+u+u062ywwSBjwGQEQmSEsoRQjpNz7FxV5/vRmh61RiCNUBjBXP90VF1TXV11wn2e535+sd7LM1v6/YUsCS/v6GXlgjB3XF7AH1c3YlppP7x/nBPDWdtNyluUTmFV08/m8QgBOw5HmJE6AMf18cnX7sd53VhiwnXW05xPhwKf4If/UEFdawqbLigJ65nqcH0IRSEtT2W3x1OCaFJic2R7Wv2fe2J87qovM9bXhW53kHLno2rppa0qJNfMy2FShYOkIQm6FCwJ+7s9VK74Our2J5ENO1GrLyJZvZT/faSJt49E+dTFGhXrvo/Vty5qX8WCEYepuuguvn5ftqk7QHNHijF5XoQnjGyvzf5Pezo60bIkIwudAz67ZHqY3zzVlJU2u3ZrJ6V5Dv7yQhPfPANp+wnVSzI8Hi13PJYUmGfBo2uYYU7GsOB0gaHF2sAbxj7jalKHt6HmlKIVjyPWBktnhDjSHMfn0sjx6xmxqY/9DXGWzQ5nBKcJZXYWBfeDpiPcQWSW6CRQvWGWTg8wa4wP4dKwX/sV1ENbOXKgi5d2ZqdXeF0aUwps6Np1mPljiIt0x3qyMU9akqvnhPjqHw6xszZ9cNCrMbnSfdLPVhfofPnmMp7ZkDYNv2JG+GgZ0QuxJ5UI28CtLKcGn7sUJm39ITLSgeLLRZ90GYn1xxit6w46nSW01qV4+OVWvG6Vb92a9n260FEUcc4FirOFoghEx8C0D7V1P9IygPOXmnIiTFNimgPFzcESNQV765Js2NtOUcjG9FEe8s7h2qml28yITX3sqomy5WCMupYEU0d58bsUPPa+BWg2UggCboURBQ5uvSyfh19pIRK3mFnt5Zp5YSJJqG1LYaRSlIUUQl6dpHX6kSVeO3jz+7Y1T/7sq4FcZLAYjnm2hDuIEjy1nW4pwXW02ty79bl2VbJilp+FE31YEgJOcXIxbBDYzV5Y8wsShzalG2xOHNf/NzZNIZGycNkVwj6dB9b2p5CtWp+g7LIFTNdWY+5Yg37Z5AunWukZoiys8u2PV7JlXy+6Jhhd4sKuD1ywnSkEEs/Q6qoASCZNko4itPmfRMEiKhWk7KtR14+uWOjHRf/aFEl5WKXPi+rY90BISYEXCrx97/S731evXfK1W0rZcSTG4aYE+SEbG/f00HW0wpRusyOM9FivFIzEPmExsTW/AyTavhdZNKeMRDKv/4SaDcT53TzqjsmM2NRHypDsqo0xr9p5RvuBs0FfgGh7j8GqF/v7jxmj3BxqNXnsjRZMKblqdpjNx40VmiLY1+VihCd7w+FAQ5wDDXEWTvDj0QUGGmZ4PLZgFYqmYhgG7b1dHI8QgsMtBrPHeJhSWU6sN0KOaCcgEpgVHych3j2FWghBNCERJ0jjFmYKse1JnHY3VtVc4tq7R7iea6SEgAMCJX0dyMDnJunMRZ24BHP7s5k2s2AMB5M5zLen+7XCoM4VM4Js2tdLc2eKH/29m8KgnW/dVoL9OJN9RRH47YBd0J2A/3y4jn316fXL0mnLuWX5R1F1G+1RSXe0nfHlbka4Go5bD4G5/01ypt/ERRP8PPVmdvEBl0Phh4+08JMrP0po7Q8zG0Air5Lu4Fhq20yEEFQVOpg/3peJgCzOsVEcttF+Aq+plGGRMiT3rWnm89cVnsSn6eRICem9+KH9rg7z/mVYcLrQ6G0jsf5RhCeEVjgaq62O2M5XmHTF90h02Xh2QzsNbQn+5ZqiE368OKhw66X5WBJ8uoGSU4GUbTjmXk/85fuQiQgoGo5LPk7xiApurdKOei9JTNWPWn0RK8tdHGipo7Y1iRCweEqAqgI7FbluIuQM+isV+hR+cGclNS0JVEVQlmdLDxAnQVMkYws1Jl1XCJKjkU0XZmcqJVAyCWF3p38DAAS62834xM7M4Gd1t2BFOrAvvA1j7zpksBhl0jKe2uJm3c5uZlR7uHZezoBB90JDS/VgtR7BiEWwgqWY3sJBpUANRZwayKLxsOWRrHZz1CKEZodTrC52IaFpCq9t68kqIf3sxna+dms5Qce5eUbfKR2trdvgoVdaeXxdO3etKEJaMLHchnbM4Z1xwV/WtvDGrm6qi538n6uLmF3tRUqJ3yHoSUi++5eajLmw06bwnWvtlOU7iWmBc/H1MGx+bFd+HuP1+xG1WxEFY9Auvo2YehbSNKUkkFkPndnfT+s4nBGbeibfzH7PNBy9dlbMD/Pg2haqCp28fTgy4HOvHbEzK6eMpD3E81t7mVblxn+Onq2hgCkFr7zVxetvd2MYkt54M0umB7nhojB2dej0KX3v4dmOvEh3o+dXoPE7YH61k6pCB1/6zcGMgKUosKikC61nJPqo2aA7iD3/a7D6xQx9/0s4goX0xUfZFnyUqOI6r1MbXRN4HCq98WzRJZYwaemxyPcOnejcExFyKyya7M+qOFhd4iRlwNfu6S88s2lvL/98TTGvv92NJeG6aSqLcuvJ6d2NZi/nzotGsPaAzsxqL4oQ1LbECBwTjZY0BFvrVJ7e2IHfpXL1vFz2NdbT0ZsWFBQFivOcfO2ew5Tm2vjSDaUU5vkAHwN7thNjWZKJFS4aGirxqlpWCpdt/CISm55AxnrQ2mvQ5t55wZW9T0kV24wbsPLHYR7ZSjQwkv36WCZUFhFLSRKG4PE3WtldG2P2WB8um8ru2ijzxvs43GowukA94buiKILXd/ZkxCaAZzd1U1noZsFYnXgKRhQ56egxaLCPILdqIfYDLx5zApUthxKU5AaZPcbLul09hLwaX/yQC633EJ9bbGfVvlwum/8NRjlb0Z0umnzj+dGDzRxqSm/+jyp28plrilg+J4xhSfL8GrrKAG88RYD9aF57fVsCw5BZaYfDDHMhMuzhdIFhU6y08p+MYrXXIiOdCKcX37xraIjaeHNXD4mUZPn4FD0pG7Vt/WHdi8c70ITF71a3sf1ghA37Y9REnczv/BupnS9jm3I5etkktNLxmLEetHAJtvYD2IweHPFWUn//HsabD+F3wsiZMynOsXPJlHSKw+Z9vUyscHO6nqguHQoCGvl+9R0N894Jyzx5WsyFkMdr6B4c1bPRckpQi8agzLsFcipwHnkDq2FP5jir5TAYSbZO/Cy+8fOx7D4mlDtZPDnAzJGuASHKFxoOswvrqX9HbHoY9eDraLvXkMyfgPSkQ+FPh6Hw+ysCUo4AqsuHaNwFUiLHLEZMWYYhTkFhvQDpjAv+6+G6rKo+sYTF2DI3hYFzM4Ny2FTqO1LUt/X//mPKXFgWHG6KY1qS/KANIcBlV/E60g+ZKRV++vcGNu3rRUpo7TZ4YUsnS6YGCDjTkR5bD8WzvDgMU9KbUpntrcHyF5+T7wdg2rzoo2ajTFiCGLNoyO1snwq29gOY+94gOeoSftVyMao3yG+fbkJVBEtnhAh7ddxONcvMHmDRaIVRbWtpHbOS7z/Wy+6aGPPG+VCPjkVD4d0/m9R3WfzqiQbiSYukkX7PDjTEmT3Oh995/oUASyg09UJbxCRlKkRNgfsc+guez9/fbVeYOdaPTZWMyYOPz0hQuvkXmAc3YtTvxiqagDy0Mesz2ogZKBVTUbxhbPNvIZk37ox6cZ0ODl2QE3Tw5u7+SnqTqtwkDUlFnh2/c+iKGm63nVg0QXWpm8oiJ7oquGJmkOsvyuXJN9s5cIJiCEGvTklAcJvrGbxb7oemfVgHN1I4ogqtcCTJlKS2NYHDplBd4sKmpgXV9ftj/NfDdTR3pqhpSfDqjm6+dGMp0pKMKnFw9ZxcVr3UQiRu0h01GVHkpDg0+J00r0MhqvmxSqbgUAw0lxvbjBVY9Tsxmw8C6XmibcJCUuoQMZwfBKZig1Ap0aKZxPwVRKST/3ioFkVR+N3TjeyqidITNdlTG8PlUCjLc3Dvc028sqOLmWMD+BwCwxIcaTfZsr+XSBI8To2/vdqWVZTDaVMoDNvJD9m5+/eH2Fef9md6Y3eU4omTKO94PeOXmph0DfcdruKp9Z380/JiVswJcdP4HnzPfBPv3mfIq1vL+EofTzRXkls9DhEoYs1bkSw/t/Yeg6KwnYlldnwOgSYkAsn4Sg+HmuK0dhv43Ro3L85n9aYOeqImV88NM65kcB2mIiSueBO2tn3YjB6EzYkphmBY6jng/T7+DyWGPZzeZ8QduTiW3kVi9S/BMkB3oF/5r8T1AHY9mfFMeuDNFLdPjTC/1MmeNo3qXJPqcif/+PvsZ6Cjx4CiAuTBTSTeOFr9Tii4VnyR2H2fR8bT4cVq9UX0zv80+t4XiZt2dtbGSJmS1q4Ue2pjbNzTw2VTA4zIG36kThcpIeIoQIwsAARSSoQEtXI6qU2PZx88ZhFVJX7UvookUmK/ULMJj6dpPzT2C2yYKdyb/0x36N/QXRe2MKPb7IgpH0KOmoewDHCFMeT5XxSeLaSUGYPQYzHPYZqkJiz+cUUx697uYtPeXioKHJgWPPRyfwl105I0dSQpy7XRFx3RGbOydh0hXUa9sTNFwKmjKIKGjoETmcPtkGxvRCuXpN57RuIpkzQVUL0wdIJaBkewCBA05c7mzU0pRlRAPGmxaW8vm/b24nerXHdRLkGvlil3nevXmFllo2fk5/nWoxZgcKAxTnO3SUnwzC+ChSKIJAWqkvZYGQo+KYmUdcJUyOMrpZ0PuhIKz2zs4Ml1bVgyvZN/29ICWiKQcwIz5PcbAklJQOHOhS7M536LuXZT5v/MvNEc1KspD1egtB1KH+/yoUy5iqizCFE2f8ikk1uWZHKFg098qJCeqImuKTS0JdhxMMIti8JcCBMPly6ZWeVg7mgXpmmhKBL9BNUe7LrCHUvzsXXXYHvo+f7/0B005M7lzde62H4wQnm+g8tnhFi/N8LUES4cumDVSy1Z50oaku2HYtS2pyjJsbN2a2eW4XRLVwohnO/Yj4ijVQENCzz2dHonHH2ugioyNBpZORo9cpj4/XfDsX5xinLeUzHfC1JKXLqkOwY/XlWDlGDTFLoi2YPq+t09jCpOdyaWBQcbE5SGXLy4vYc/ru6PrL54kp9ls0LsPJIe02+fqzLHfYBgx+O8UXNrVvVKgAfeTDLruq8hd7+EWjyOnYkSKiydBZPCmJZFntPAeux/+lPvpIVzy4PcunwiKbfCjiNxemIWNk1kNgIg7SF56SQPxjFtQSd8aWUxnVGLnpjFr55soLE9wbJZIRZN9A16nHF17CX+0LfSa0RAGz2f5Mw7SGkePO/i0zjMMGeTYXXgAsMSKlv0mcRnFuKlhxbTz3PP2/n0cnj01RY+trSQR19rYf1Bg9L8XK4Zn2JeZQLTGaDFCiJEFyDRVMGHL8rFpgvW2j5M1cIZFG39LaKzDn30XBIb/p4RmwDM3a/QnTOPP3dexTXjc3nwgfpMBz1/vJ9543xE4hfqSuf8E0kJDjYl6YoalOfZKQoomaSARHAE9mX/SvLleyCVQJ91HWb5DGxDvCzxaRM93sAelK56NJkELmzBCcA0JNiPplu9T3/CPoIuwZWzQjz6Wlumze1QKDtBufFTISUV6jsMEilJcUjDY5OnZNhdELQzv9rJxePcbD2c4IcP9JfHVhXI9duIxE187v5IArsmcNoUYsdNRF329JtpWZLx5S4eejn7b106WuKyKcSss+ej834k7inBsfwLGO3pnVhVyRZiuyImD77UwnduCFAfdZC0RNqrMGLQ0JbkqjmCHYcibNjTg/oeK8KdiK6E4LE32nl+cwcuh8rtSwqYXuXoF/3PEwVBjbyAnlVuPMenUxjUOZ/qo4XCgcY4j7/R/+7vOBzlpe1dzB/nRfWqmCcQo9+PRKUT94KPo+RUYB3eihgxm9eSk/n5IylumX0XE6vbUKVBsLySlCOcjn4dYrfGrkomlLl46NVWtu6PMLnKzZduLMGuQX2npKU7RY5XI9+nog3huYlxNHXdNC0WTvTz7IZ2zKOviSLgihlBXJqFy25lGe+npl7Pr1e3c7gpHRF1qDHOPc828tElBRxuSdHalUQ7Qb+jiPSxl0wJcs/qbMPpsWXHmXsL6IpBJG4R8Ki09ZrsqolhWpBImFwyxY/bJmnstDjQlMDrVKnKt2PTA4hAAbK1ht4pN1HjHEvKEaLYDBNyKJjmhTs3b2hPZt6FE2XHa2q2z6cQ0BmV/HlNc9ZxL23rYvHkIHetKKKjrYdLu/6E9tY6LKFAcPmA8ypCYAbLOFCxkh+vqkFXe7hxUT776mO8dcgiOcHNCBn6xFIAACAASURBVFtggPOmy2jnYI/krUNRWrpSrFyYx6HGOK/uSKdzzhjtzfweqiqQMj2XULHw2BXiKcknlhXisCnkeFR0MbgiSHYZ6w9IOIqx51XacxfwrReD/N9riqkuHF76D3PuGX7qLjDihuDnjzfS3gNpO0wLiFHXmiRhSFa92MzCyQG8TpXthyLsKMthXHG6S/QKyWeuLeZnj9SxYl4Oz2/uyFRSUYSDb970DcYZ21Hzq4je96UBf9tldOLzVfDrZ1qydgNe3dHFbUsKyAmcwzj59xGRlODHf63jQEN/aPcXbihlUqmeNvoTNoyS2dhvnAjSJK75hszO59lAza3g+MCQZNUCFKeP4QX8hYVlWiydFiDss/HKW50Uhe1cPiNIgZesqiynQmdcsOrlFl7enp64+VwqX7mlnILjXYHfASnTi43qIhtfuKGUJ99sx+1QmDrSy9b9PVw+M0yOu9+Pw2uX3HFFAT//e33mHPPH+ygIaJljynN0PrUsn3ufbyGesrhiop35nr1QOeO8v6NRQ3CkJUUsaVGaayfXPfQWscdiSoVowXSKwklK1jdR05xgYqWb7Qf73U0+Mt/DCzsTPPpmG1NGePC5VV7a1u/LcuWsECvmhsj19v+OZwJFEazZ2sWzG9NieE/U5GeP1vGN2yqoyjm/UQRuTfLFG0r505pm3j4UYWy5m1svzcOjn79FZldC0NSRZHfNwEqJG3f3sHhygBNVono/E7Hloky9AW3q9STR2fBEI1L28Kc3UoAPv1vj+6Nz0IfwPQk6JXcuySG5OAe7BqYFa9+K8Ptn+oWUmxbnccUUL4rIFgF6EulID79LwbQkDk0Oegw4EyRMQX2HQXfUoDhs47sfr+SNnd0YlmT+OD9FgXTfYbjzUErHY9XsAKBVL8qITX3EkhaKAntrYqze1M51F+dx7zGiksuu4HaofGxpPpMrnSydHuTJN9tx2hVuX1JAabh/g0Mi2Hwgzi8fryeRkgS9Grdems+Da1tImRZXzAizcW+EqiIHX/3DoUxfXhy2cffNpeRd9SU6uuL84FnJgcYk88cLRsQidPYaVBY4qC524LEN3WdLCIGqiowg2IfX1X+PWjpTjCh0sr+hv19ZMj3IGzvTaWsTKtwUhXTiSeuEkdV76qLcv6aZn94g0LauSzdKiyqtEZc9j+gx1e+Wzgix7VCU1q4UyZTkxoV5/OWFpswxL27r5LNX3MrMpp3H+K6C6crh2/cdpudoVdvN+3q5Zn4OeQGd0SUuJpQ7sSTUdZi8sqMbTRXMG+cj36ewbm+E3z3VkKk4etPiPK6Y6h2UKb9qxjE7Gwa0u6weemM+fvhgDT/5ZCXBgQXzhhnmrDIsOF1gmBJ6YwMV76RhceflBXz3vsM8sS69o1hV6KA810bfpE5KKA3rfP1aNw0RM6tsryXh3pd7+fINF+EQKbSqGRi7X836G116LvlBGy9sGZCaicOmsH53Nytm+c9MjfAPEDWtySyxCeA3TzXwozvKM+bfUkJcuNJz9Pex2ASQ8JVhu/JfSK39LTIeQY5egDrtasQQ3jUd5p3x2iSXTHByyUQPQkhMwxr8QkMIdtfFM2ITQHfU5I+rm/j8tQWDijLRhGRiic6YkiJauw2iCYuJl+Tjd1hZu81SwowRTr53RwWN7Sn8bpXSHD0rslBXJAvGeZheZUcmYoREF9I1g8h5LGEO6QX/Lx9v4O2jKYG6JvjareWUhwYvjggh6E2m77ffreHWT5zCdSaQUqJqOl9cWcJzW7rIC2gsnBQgZVgUeAyEZuO3a+oYX+5m1lgfv3q8Puvzz2xo50f/UIV2hqOOuhKCV7YPrDi1uybKiFzPeR/y8jzwrysKSBhg1zha6OPUEAJUVcWyrDMikgpFsHpTJz6XSl5woG/I6FInTpu4oKMuThfLgiQKYPLRS/Moz3fw1qEIxSE7V84KDmlBoA8hJYYl2FeTpKXbQJL2xNt1NFXpgbXNzBjlJs/T54UnWL83xu+faSSWtBhf7mLeeD+dvSkWT/Kf0++ctAT3v9jGmqNzWCHgCytLWDk/iJR9XqBHDcCx47r0Lti1FmPfG7j8QWwaWelRADlenXtXNxJNWGze28PHLy9kd22UgqDO3HE+gm6BQ01HsaycH+DKGQFU5WgRkWM6jtZei/96pC7Tl3T0GDz4YguLpwR4en07T77ZxscuL2BXTSyrv6lrS3KoOYmnJMzbvQkONNZRWeDA61K555iUsrFlLj57beGQLCjTFYcNe3vZVRNl9lgf40sdGS/S4pDGzGov63f38OzGdq6dn8PlM4LUtycYW+bCaVMJejQunuQnP2jDtCQNnSlGFDrYf8y82uNUMY4unVo6EoSP+fu5G/6X717+edY0F9HYkWRcuZvtB9Op3J+/oZTRxQ6ShswSpADuf9Ng0oQrsW3+KwiF2OSVNKUK6Ik2ZR33zPp2PreylNKwhlOTHGm3+Oof+0XDJ9a18Z2PV3Hv6qas6f0Da5uZUuWmyH/qEbsp3Ys6Yibm/vWAQB89BzW3HE9uMSU5OrWtKVq7DYLO4eX/MOeW4SfuAsOtw1VzwvztldZMm64KRuarFBhH+PPVNaRsXno8FUh3GLeePbjkOeLIPX9mr+e6Aedu7zYwLUlKUbHNuQmrsxGraT+oGtEpN/LwHj+GGmNSpZttB7NraqRMydPr21k61c9wPzY44smBE4DuiIFhkfZl+oBhCB2zdC6Oj4wHM0XKHsS03r8+Rx8E0gLT4ELDjyWegvae1ID2vbVREia4TqPP0TEp9AnSpdBPLKKoIu3BUhLoSwEceJBlSRw2DWxeYgOKsL9HhCBlgk0DOQgx4GBTIiM2QbqE+e+faeSrN5egDibNSsCe+jj/8XADkbiF16XyxesKqcizn1UfiIATVs4PYFgCmyrZvKeT/MhedssRfHRJAVv29XKiHsGywDAtznSVMk2BvKAta5MG0ubC51ts6kNIC8cgffwiKcG2gzFe39nN+AoXc6o9+N+9KvtJSZmwfk8P7T0p7r65nAkVbt46lJ4vhH0aV84M47rAC1ucCcK2JDeVHUaGW1FcAdDiNBtFtHSbuOwKIbdADMFop5gh+O9HGzJeOAAfuSSf5o4k7T0GUkJvzCLPk568NHSa/OKxfmF4x+EobqdKT9Sko9fgo4vDGW+is01jp5ERmyC9qfA/jzfwozsrcOkDryGqh1AmfRht0tX4FBu3L43w6yf7I5gunhjgUFOMorCdvXUx3joU4e3DEUrzHCydFiDfA9AfySUtiVvv/9vH0tJlDGhr6kgScPcPbsmURXPnQN/AWNJECJ3mo/3T7LE+Vr2YnVK280iUhg6DipyhNamMGYIfreqv9LpuVw/LZoW4cUEQISVODT5xRR7LZoWIxk0KQzo5boGiOLEsiRCQ5/NiSMG9q5tYt7sHRYGPLS0kLxhh875eKgscLJ4S4GBjnJsW5XHETDK2ZCKydjsAMhEhp3cXta1heqImf3quMZNmuWVfL1fOCtPQPnD+YVqSnuqr6HCMISadbO/wMTYxUGQXAnL9Ok7NQlEVnnyzNeu3Ni3oihgkUtljs5TpVPIi/6lPcFJSw33RbchEDNuIqaT2vklqz+vYtL/x9Sk38dvDE/C7h9YzMMwHg2Fp4AJDSsmSqX5cDoVnN3RQELJxyyX5FHZtJP7Yj4F0EEygYCTKsi8SJ7s0tt7bQGLfG4xacDlC2LM6vStnBXFo6Ul7xJaLfflXUXvb2NNk8ZvX4XBzitKcBP/3uhJ++kgdh5sS2HXB8nm5vL6ji8p85wVfuv58UBzWURU4dsN3yfRQupLP0JtvnhOklMQUb3rd+MHbCD+vGFLQ2itp6UzhdasU+DUc57m8uk0T+E+gKk0Z6TllgTspBY0dJpqW9kawq9ZZFU3eK+0xeOyNNrYdiDB9tIdlM4METkEMUBSRMdU+lrrWJHED3IPoo3tiFj9cVZ/Z1e+JmvxwVQP/8Q8lOM5SnWYLBQuJLiUqEiEUxir7cb70U7TFv+QPT6QXfJWFDoIeLVNyHKAkx0aOR+NMdxpu3WLFvDB7a6OZe1GSa6e62MGF2klbCLbu6WBaqI05E1uJ2wKs3uhj6ewiHO9BENJVmFjh5tmNHTz8Sgs3Lc7LGCVX5DvI93Le003PNyYKtvrNEOsktetVMA30sQtw5Fnc/YcEQsANC3NZOsWHPsQie+vaU1liE8DfX2vlsulBHnm1FZddIc/fn3bc0D5QINm8r5flc3N4+JUWrp0XxnuO3Bh6YgP7he6oSTwlcb1DES9LQhIdTMm8ajeV+RU0dKSw6wr762PUtyW5bUkB3/7TIZKGxJLgdSkUBPvvAYCdBGqyF1N3kRAD85lC3oEdc9CrEUn0b9SU5TlIHRcZqChQlpuey48uTp9XEYITBRCmhqBnWkOHkRGb+nh6fTtXTE9Xg4V0gYYRuSocU62xrw+RMm0Iv685xbqjVRQtC373dAOTq9z8v0+PZOOeLgwzLR41tCeZMtLD1Eu+SP6R1YiD61Arp2ONWYyzMcHmfb1Z1+J3a7y+s4sFE4MDDMAvmRLkF890UhAqIpmyuGlRLsh0GmBfSh3AjYvyCLvSwqMQ6Q2g43HZFUJejfZjxm6bJigI6gx2jInYckld+gVY/3us+t3pRiOJe8M9fOpD30B4zmzK+TDDnArD8sAFiFuXXDHFy+IJXjRF4LR6SDz+m6xjrMZ96B1HIGdCVrs0051Zyc57+OqyT/OH9QpdEYurZ/u5aJw3ayKYwAGeYgpdgk+FzHT58ICGQ5V8+cZSth6M0tZt8PL2Tjp6Db55W/mgco2HSZPrFXzjtgr+uLqRxvYUl00NsnTacGriMOceIQQHmgx+/mgdHb0GigI3Lsxj8SQvjvMYiq9gMbrEydVzwzy5rg3TgrI8OzctzDulKIB9dVF+/GAtR5rTJY4vmxbksmkBCnziDMfCvHdsKkhp8Idn2thyIB0Z8vT6DvbUxrj7pmL0k6SLWZakKDzQlH3uOF+6Qs0gAs3au2IDUkh64yYdXTEKc89s2qAlYV+TwV/WthBLWnx4fpjJFU501cKz5ymS5dN5bF1/dMKT69r52OUFvL6ji921MaaOcHPT4lxsZ1ocFdDSk578331LOaYl6ew1qCpwEHSeoXfiqFlwT8wi4FbxnoNKQtGkxQJ1A+Lo3EEHrptxHS3xFTg8p68ASEvyoVlBth+MsHl/hC0HDvKh2SFWzAliV86Pb89QQ413IuLdxNb8LtNmNu3Hu+z/EnAX0xkxeGBtCxPK3ZSHh1YPdXw1L4BIwsRhUygI2vj08qKjz2/6//wnULhLc+00dSRx2hXUc/j1CoMDN/fGljnxO09tZ0sVkpKgQknQjhAwudyOIO2N9+NPVFLflsJhExSH9azx0hOrI/ncL0g27keEivEs/ScivqqsdzzXq3D7knzuea4JKcGuC25YmMefn0unZy2ZHqQqX6M814+C4OkNHeT4NG5bkk++T4CE0pDGp68uYuuBHqaO9GSJJwGPRlFo8OLF2cY6QT/Xn9h46pxIxNl2MIKqCkaXuPm33x3M+Dpt2dfLL5MWReE5JLUZXF2aR3NtgqvmeNi0rzfzjOcFdHRNEEtI2rqSfPHGMtZu7aQrYjBlhIfdtVF2HonyyWWF2FSoa08SdKt8/dZyXt3RTW1rgoWT/FQX2TNrK9OwWDY7xPo9PZnrFCKdCv3Z60v574drae5MEfBo/NOKYoIuedKboSoCRVgYlsi8dx41hbV//YBjvYl6oowZ5N0dZpj3zrDgdIFiWZJ0RVeJYqUwogP9JUgONOy0fIWIUDFK60HGvPZVvjVyIVbeSDxj5xJ/h11HmyKPKTGdPsalWUyrctLQYTCy0E5hSCfgHNZITgsJ5SGFu28oIWXJAbn9wwzzblhAXYekoT1J0KtRGtZOWxzqSgruWd2YiRqxLLj/hWbGlLmoPM8Ln1y3ZNmMILOqvVhWujqX8xTEBSEED73ckhGbAJ7b1MG4cheKsFHgHRrpmkKAvacWY+MjKG2H+fzoReydPINvPpwWnQ40xGnpNinyn/x3KMvRuPPKQh5Y20xvzGTGaC8r5oaRg/TNCbqUAQs0uy7wvce0qxNR02HxnfuOZP7900fr+dcPFzNzhANh9yBMK6v6VSJl8asn6vmXa4u5a3khDlWelRSkhm7JjkMx1m5NG4ZfOjXI9FFufGfKe0bAtiNJfvpIHYmUxONQ+fwNJYzI1c7aOCAE5Bn1KDICCz6CjEdIbHgMueEhvOVz2HoknxEFNk5Xdwo64ZsfLaWp00BXBbl+9aRC6QcJISRGw54B7antzzN1xCd5YVtaKGjtTlF+AvH4fFIctg2I9Jg/3s/UkR7mj/MScMis57Y0R2POGC9v7EovsO26YMn0EL99qoFPLivEYxt8AYnTJeSCr3yknJ8/Vk9rV4pJVW7uvLwAVQz+AqQEpJXpcYJOCJb0hUn1f3+H1Uvi7z9Adrek/6e9jvjD38Z5878T1UOZ41QhWTzRzaTKSrqjJjk+HZsGRTeU4NAVdE2w40gCn0vlsileLpviQ1NFOkX66J/TFMn8aieTKpwkDBhV7OTVHV1Ul7i4enZogMXGUKAopJMf1Gnq6E9Zu3RKgIBLDGpBURSy4bIrWT5LF0/0kxewsb82OsBEfNeRKFNHerh/TSd1bQaluQ7iyW7+7eZydtVGUQTEEharXmzmn64p4c2d3VhSUNuarg74wNpmkoakNM9OJGHx+T8ezIyT184LEUtJuqMmbx2KMLow+x2uzNH42q3lPL6uDV0VXDU7TIFfRSD5zu3ldEYsfC7llPwS3fEGrLdWYzUfwDX+EoySaSRUD1Kzo+RXYR7ZnnW88OSe8j0dZpgzybDg9D4gqfvQJl6Gse3Z/kZFg2DJgGPjigf31V/C2r4a88hWPAEfVI0nar1DPPG7YFfl0XzwdJjrsEby3lCFhaoO38fzhYVCW6+JBHI8ygURraco8PruOL88xiPjsmlBblwQxn4akR7xpJUlzPTR0J6kKsdxXp9NKdOpTe6M8fWpfb+kFGw90DugvaYlQdirwxARnPRYK8ZDX4VkDAtQXr+X0RNaWDxxGS9sT1+/TTs10c+pSS4e52Z8eQWGKQl7FPTTWFSFfDp3LfXys2d7sKx0CerPLHUR8uoMfEpOH0URbNjdM6D9iXXtTK0sxjH9aoy/foPr5l7L2zX9/6+pguIc+ykJj6eDhaCxPZlVzvz3zzQS8pUyuXTwY+axCCHoSkBHxOL/PVSbWaz0xk1+8tdafnhHxWkLPifDHa0j8devZaorKcFCHHOvJ/7agxi93fzkrynGlbn4l2sLT1u8dqiS8kwVrqHfl55tTKnQETXRVQXwUej0DTzI4aGhpT+lJuwbelP0kEvwzdsquOe5Rmpakiya5OfKmUG8tnRcyvFjhFODOy/P40OzQ/TGLVx2lZqWOF+9pYzSsHrO0ytH5qt8/2NlJAzw2Dnr47wSacM4KjZlSEQRPc0QCmUfC+R6BLme/nS8qlyNLYcT/OSvtZnjZlV7+cQVeSf047OO+kS5dbh6hpcrp/nSUWTnafAWJ9GNXJrk7ptLeWVHDzsOR1kwwceUStegfb0CTsl/3FFIovkIHqKY3gIarQA9UQO3c+C46XGqxI6KUwcb48we60NVBL98rI6r5uaw7UAvKcPiUx8qIui08LlV8oM6s8Z4+euLLVgyXSn3I5fk859/q83alHn4tXa+/ZE8nt3Qwe6aKDNGexmdr6EoAsuSKEIyMk/ls9cUIADViKH31iI0FZczhMPn5J18JbPuXaqN5KqvIuPp+YFZtwvb7OtQJ68kKXU8F92G+dDXIZFOgVVHzsYIVQ7qvg4zzJli6I1mwwwaQyro069F1+0Yb61BBAqwLfwYUVfBCed5EVse6sxbUGfcQFzowyHuw3zgiaQE969t4aWjlajmjPVy26V5Q75qUHtUZJWkhnT0zkUT/KdVrj3k1ijJtVPbki0nKEKgqsqAksXnipZeSX17CrddoSSsD8pjxq7AuDIXr+7ozmovCNpQhobWBIDVemRAVKrY8SzLr7qSF7bDlTNDhN2nXkpeSIscV+bsp3VNhtSYV+1kZJ5Ce0eEnKCTvKCDOGc26kLKE6fe+N0aAoj6KnGu/Dbjmo/w7RsmsHaPhcepMX+8j3zv2VtLGSgnrE738rZOZlTlk0qd7n1Vaeu1eH5zOwG3PsBvpSdq0h018djOfFShpkhSG/+eVcrb6mhAWiZ4QrQrYSDK20dNhiuHmMnwhUhnQvCrxxt463AEXRPcvDiP5SPnwdZnwTjqXyMUukddye7NcYSA6xfkUHycD9BQQEpJcUDwxeuLSJkDq62dCHtGfEw/S1W5rvO2eSFl+npOtyCLgUJzt4kQgjyvcvIiDHYXqBqYx/nqOU4tJTmShF89mV3m/s3dPXxoduik76aU6cip8/EIRVKwvyFJc1e6YlxJSHtHP7KAA5bP9HHNbD+mmfZWFELQk4DehEQCIZfyrptouhkn/PZfSW16PN2g2Qgs+CLfWRPmn1cUMX+8L2sOcO1FuTz+eitel8o183IIejXiyXSk+K+fqGfuGDefmJnEt+1nqPFO8kdcwVud1dw43mRlfjuGYueILOKttgStXQMNxaMd7cwZZee1PQmQgvUHEhxsjDGh3M2IAht2VWKZFg6jG2XX8whdJ7V/A8LuwTdzBb3+kVjynScoCUtgazmSEZv6SG74O7ZxlxHTgkQ8pThv/jGiqwF0BylvEUnF9Q5nHGaYs8uw4PQ+IaYFUaffgj5lOZZipxfbuw4ypgUm+lCbywwzzDlHCHjrUCwjNgG8sbOHCRVuFo5zn15ay1Hfl5rmGHYNKvLtuO1nfvHYm7BO6KnRHTWAwYdH6MLk9iUF/PSRWrqjJoqAZbPD2HQwz5Ph6IFWk2/96XBGGJ9c5eYfryrIlE0+GZZl8eGL8thXH8+YF88b5yPHr5Pn7y/rJUQ66uS8GRqrJ4iY0e24XTa+fFOIyjzbealalVQ9BHI8hPNzsSyL+Fm4BCklU0a4+evL/SkRigLXzA8jpYVEEPGUI7wVVAB3lItMGfOzuXBt7kjhdg5c1IW8p7dRIwTUdwnuW1PPtoMRqgqc3HyJD0XJTityOxS8rkGWnDtFFGkiWw4OaJeRTqxlX+YnD/UvntJVk4YFp/eCSEVQ6w9zc7XJ5twgD21Mcs/qJkZ/rIKRK7+PVrMJLAOlYhpRRxnfvt3CaVPJ8QzNKnV9qMjTjsi+UKO4O2Lwt1f7N6YWTPCzckEOfsc7f6GEPQfHojtIPP+rTJs++3oSrvxT+ptJU2YZUPcRjQ/ddzNuDqxk+IllBVw89p2FRsuSmbFXCKjtMDnSkuSRV1tpaE+SH7TxmWuKKQuJrHP0CVOB7hqsPrEJwEiSs/HXTCr8AlsPRPnYZblcNjVAW4+Jz63R1WswqsTBxEovf3u5hc6IwR1XFFAYttHQluSqEZ34H/8mSAsL8Lf8kkuvvZv4n7+XEQ/LcqtwXfRZ1uTYqWvt36RTBOSrXRT6glw2Lciql1vYXZO+F4+/0c6183O4dk7ap1Vt3YdQFeIv/an/0g9txnXzD+h1lQ64T5qm0BmTfO/+Gj433WDAU6Qo6RtI+j2L6mHICZ/kFxtmmLPPsOD0PsKUYCpnuCz3MMO8TxGKQjSVNmvcvH9gOs8bO3u4ZKIH4wRmlCejrsPkq388kvENyPVrfOvmfNyuMxsZkuNVKc21U3NMRJJdFxQGTy8XR0pJSUhj5cI8ogkTRQga2hKMLHCcF1+xlKXw6ydqsxbjWw9EqGlNMbrg1IevcRVuvvKRUuraUmiqIOBR8dsF9qOiVUdc8NahKM2dSSZUuqnK1Y565J1DwmXIYDGioy7TZM26GU8wzFifxfneHTAH6f80WHI98L2PV7CzJkYiZTGuzEWBL3uHt+8ZPFfiZ0evwchiJ6/t6Mp41tg0wcLJgdO6H51xhf96+Aj1bWnhc39DjAdfbObjlxfyh2caMK30+/svHy7BZz87C/Nu04Yovxh365+y2s2K2Xz2b9DcmRac3A6FotAHuFTqGcCRaMV4/IcE22sIAuV5o8i/+E5+/qLF4aYEZWOLSY1LWx9IKbEBZaHhNMShiKoKthyI8OK2/o2pl7Z3MarExaJxznd8V00pSFQuwH7zCOhpBneIpLcEg1NLyfU5xAADcE0VFITeW0rv2aSuzRhQyfDe55qZUlV5NPUyGyEEnTFJIiUJelRMU7L9UJQn1rXRFUmLbU0dSb5//xF+9A8VmchzIeBQq8kPHjjC9xa0MMCdqLuJ0jEGmxtiLBzvoaE9xa+fakDKtCj06eXFPPRSS8az8o/PNvGZa0vYuKeb/OgbIPv7eL1qOsnXH8iKVJMtBwhHD3DT4sncv6aF+rYkHofKXYsUfIl6Xj8QYOUiN89t6si6rEdfb2XxJB8ht0AYMZI7X86+bstE1u1AjC7NPFeGhAPNBs9v6sTlVLliVphDSUm+Jwd6WzMftc29ibgeGK7uPMyQY1hwGmaYYT5wtEQEq15qZsOennS1s8V57DgcoyvSP5mYPMJ9WtEuUig8sLYxy6Sypctgx4Eu5k3MwZBnTslwKBb/fE0xv3mqgT21MQpDNu64opA8H6e9XnHbJHOr3bR0G0gJiyd6sSmnN3vRdAXTEmlz1dO4lylL0tgxsKx2b8xksMOX3y7xFx37mfT19CQF37vvCE1HF9qPvtbGp64qYsEY5zmNdjJsftSr7sas2Q4d9YjSiVi5I7HOstBzJnGIBLZ4O5bmIKoHBxUFJGXa1Hd+tfOkvh/niuKwjT88c4SPXJpPd8REIqkqcFISVJCnEeLU2JnKiE197KmNsXCSnxsX51MY1KnMt+M7znj5TKIJyRZtKtPGtmLb9SxoNiKTbyDlHcX8cSledG3zUQAAIABJREFUfquLqkIHN1yci99xdiPI3g1VVbCsk/uYDFUURSB3vwTt/aZjSvNeJpXvxuMcQ44/3RcNFwi5MFBUNUv06WP97m6WTvGSSBgn+FQaQ+gYnnLwlA/+7yK5Y2k+DzhUXtvRRVGOnU8tKyTsZshqkskTpN4nUtYJNwoMCa++HeGe55pIGZKqAgefXl6MJcmITX30xk3aug08OSpCgC3WSqh5P99dqOAJ5Qw4t8wfxbYmneljPbT0mvzmqNgE6aqov3qinusuyuUva5vT12JK/vOhGu5aXoSezK6MoeRXYmx+euD36uogFOzmqlkhRvp68bVsJSfVSaR6Kf/fqACt3QPT7SwrnWViWRLhy0OcKLr5uLZddSl+9GB/X2LTBLdels+WiZ9jZOItvNE6bKPnEMupvmD7zGHe3wwLTsMMaYRITzzTed0nPkZRBe0RiKUkOadpjjvMB4felMKvn6pn19EduAMNcX6yqobblxbyqyfS5tsV+XbmVHtPS3AwLUlT18DJZ2tUIWWaKKpyRicEBV74wspiuqIWLpuCzy7fs1BiUyyKA4Mz5z4WIQSOniOktj+HFmknNuoSjIJxOOyDi/By6nDxxAAvbO085txQGD5zbsoHm5IZsamPv7zQxITySvz2cztzMx0hlOpFqKpCKjUwjWIo40vUkXzpXqKHtiA8YTyX3EG0cCqGNXiBdahMmMNuwedWlvLn55tp7U6xYIKfEQW20xKbABy6QFPFgIpJ8ZSkozvFwvGedKroWfz+mpAUlBXx789dxiUzFpMwBLURLyvsLj48Fz4004+ugpDnR2yym71oTW9jHtiIUjASyqel00IuMFQFqN02oN3dvpvFU+ZQkTccPXYhYZkWo4udbNmfLTpVl7owjLPbV/sdkk9cnsMti3OxaaTnuEP40SkM6ThtCrFj0v3nj/fjdw70IGzosPjt0/0+lAca4zz4YjPzx/sHVEhVFPC40hGA7mgd8VVfJdhniF0xHevSf0S+/Pu0F2KolMPjPo6vw8voQjv1HQbHT4tShoTjbJKumBlOp3CHqgnYXRnD7dShbcgxi2HTI1nHx3xljPCnKCn14DRNzNyZPLZb5U//04LP1cVnV5YQ9mq09fTPCWeP8RI86seYdBdim7qM2DM/7z+pzQlF4zL9r4nCqhezjeeThqS9x+AvGwRleTO55bIP8cdnGmnpamHZrBALJ3hxvUtVwp6k4HBLEikhx6cTcgvsp1kgYphhToVhwWmYIUtPErYciLHtQC/TR3mZWOHAfYzoLwQ09sChpjg9UZOWziS7aqLctaKYPPdwxznMiWnpMjJiUx/pUG6N73ysHCmhIKhhfweDy5OhK7Bsmpffrm7Lavf63Hzud43cckkekyscWSXe3yt2YZHnBrCGRBEAZ7SO5Kq7wUgiAcfB9fQu+AzxUfMHVfVKSMn1F4VJmZJXd3QxutjJ7UsLCHpUhDgzUSCJExg/xxIWqUGkbaUshdp2g6bOJGGfTklIO2WPqT6kECQNsAuwLjCxySniJF+8B+PwVgBkbxvRx36C66bv0O2pOs9Xd/pIKSnyCz53XSEpU+LQOK1IvT7yfBrL5+bwt1f6Fw9XzAwxdYSHHDfnTGkrDSp88qoSGjtS5NkVZgY0bIpEWmBTOG+LWU1YKFsfJbHxsXTDzhcROatxrPgaceXUTJaHCoYJzpFzMet2ZbWLiumsqAxiG94Yu6AwTYs543y8sqMrE6VYGLYxb6zvnKT4Cilxv4uAMJQIOuFbt1fwl7XNHGyMc/EkP0umBk7oSdbYOTACaOPeHm69JJ8PX5TLqpf6+8rblxQQcgk0RWJsfiIjBgGYhzYSK55F3cXfI9+VotHwsbtFY9v+bsaVucgP6DhsSpbnpc+l4nb0+2DNGuOlN2bws0frcNkVPrf4bsbIXdhSvahV04lqQcxoL/ruNQinl+5pt2FqLjSHg6S0SGg+/ra+i4dfTV9zR6/Bt+49zLdvr+SFrR3sPBJl3ngfC8b70BRJb0IQxUuwfDau60Ok9r2JcAcRlbOIOguz+uF3++WXzQ7z9T8cyghq97+QjthaNs1zwiGlLQrfuPdwJqK/osDB8rlhppSf2XnpMMMcy7DgNMyQJGkJfvFYAzsOpweUdbt6mFnt5Y7L83FrR0uZtlp8+0+HMwvDkUVOxle4+d/H6/m3G4tPXj1kmA8kqiIG7L4BuOwKZaG+aIzTH3SllMyrdhGLJXh0QxS3Q+XKWWFe3NZJa3eK/3qkjq98pGxQHkQXGlb9rv7qS0fx7XiIttKpONzOQZ3La0/v7t64MIdXdvTwrT8dxutUueOKQsYU6ekqPO+Bsjw7dl2QSPWf59JpwRPuxp4QRbB2Ww/3PteUaVoxL4flswOnHG3ZERM89Gor2w5EmDrCzTXzwgQHd5sGTdIS1LSZtHQlyfHplIS1QYmBx6LH24geFZsySAvZUQcXsODUhyIt7EqWpcdp4dQsFk/2MarESUtniryATnmeLT2mncN5vpSSgAMChX07OENjkWGLt5Hc9ERWm2w9gtpZC6Ex5+mqTg8pJbJqNmr9Tsy9bwCgjL8Uq3TSsNh0gZLjknzlI2XUtCYRQGmODbc+/Fsej5SQ74XPLM8naYBDf2ehPugZaHw+ssiJzwmXTvYxsdJNd9Qg16+T51UQSBRMZOvhAZ/T2vYjxy7gU/ccAtoz7T97tJ6v3FLK567N5+dPtNDZaxD2adx6abqYyEeXFGCYFtUlLr5xzyEAogmLbz8tCPkm8t3by3HrEneimbbJHyYy+krihkBJ9FDmThCxlYOEWArWbMn2a0oZkv31MW5dFMKwwuiKJJaCF3dECJothGlHyQlhzxuNNmcCUqZT7Y7tklUsVl6cy49X9afUOWyC6aM8zBvr5UBjfED01pNvtrF4knfAmC4UwePr2rLsIw41xmloT1EU0inyn2vzymE+KLx/VzzDXNA0d5kZsamP9bt7mDPWx7QqB4oQ/HF1Q1YUwr76GHPH+dhbF6M7Js/6gu18IxQFKWBATe1h3pWwV+Gai3K4f01zpm1mtZeS0JmrCqXbdFbM8rNksoc1uyz++lIzkXj/7/Tqjm7GFueccSNmE0E0CU5doA21RY0QqOKdy/y+Gwqw7UCUB9Y2c+sclTm+w7iOvIzNqkYWjMHS3ad9WYU+wVduqeDhV1to6Uwxe4yPueN8pywWNXdL7lvTlNX299dbmVntpSx48u8bNwU/+EsNDUe9ql7Y2sXeuhhfv7X0tKPsToYUgme39PDg2v534PoFuSyb4UM7DQHP0pwITwjZ257VLhzDRSyOx2+XBIo1RIl+NPV1iL2n5xV5wigv07LoTgi8jnSkx4VCTAtgW3wXttk3gFBIOXMx5NCsLDbMqeHRLcYW9i2dht/dd0NIiV19d6G+NKxx6dQAz29Op8277Ap3XlGAioVLh4qwApkU+vS7n5IqrgmXYjbtzzqXs3om0cTA6ODOXgN/vJ7iV37Aj6ZfTo8tF3+ikaRVzv9s8pNISUaXOAl7B3optXcbROIWQT1F6oX/xdtWg23SUoRmRyajNGhTsXnSBUh0FfKDNrr+f/bOM0CO6kzXz6nQOU5P6MlBOUckASILCZExAmxMssFe77U3eq931/Y64HXE3l1vurtOGIyxyTmDQCBEkoQCSiiOJufpmelcVef+aKlHzYzQSBqNhNzPr5nq6urqrqoT3vN97xeN5xzD71GRlkRFYlmwsyXNDH0PhW//FIxMwRdxxgqYdSVpMbxdwJQKnW9+tooPdkW4pKaHgmQTWqoH01dHm8M1ZH+/R0MbpqkxLMHOpviQ7Z2RFClj6HHy5Bkt8oJTnlMSeZiJf1e/QdeAhd+l0tKVHPJ6Ii0pDmi47COMTvgEIhHUd5k8vqaDWMLkkjMKmFppP+bohD813LrkzMleygrsdPalKfLr1JXY0Ed5cp/Eju4UtPR05YhNACVBfdTNYrti8KvnMlGB1cV2vnR5Wcbc+CRM0JSyyaDZs4MpgOjMFdicTo7luTSl4IV13SydrrO0/wG0LWszL3wAyvRlqGfdQvoYJ3KWJakJCf7P5WESaXDZQDuKiUQ0YQ3RfKU8YGwePHIX29ZrZsWmgzR2puiImFQET8xqY1uf5OFV7TnbHl3dwbwJHsoDRy8KxvQQngs+R+zpf83OLrTaeRgFNaNxuseMrsJAdxeqasM8hbIUpcybRQ9H2hFCm3Y+xpZXs9uEt4hXG3z8z2u7OWe6nxvOKxy20tWpSkrqpJxlmX8+OaedJ8+YYFfhs+eFWDInQCxpURLQ8Ds+PrtYSjCrzkBf0EV63ZOgatgXf5Z04QRKYhqKICfiZ2KFA2fHVmRfB57193EwOdddVMviSV/hlQ+SLJriozOSxmVXiCUHO/S6UgdBj4pmRkg1bAEg+fbD2dfFmaU0u8ZRW6iiIrnl4hK+c2991qevrtROXYmdgw+/pikYAz0Ubfgf5CHjI/newzjGzyftqRn2O2sCJoU15ilNxB//AQZgAKKohrnL/5FwgY3W7sw4Qgi47eIw2jANjq5IFk/3c//K3P6/otBO0J2Pbspz4sgLTnlOSUr8GhPKHexsSmS3Tatxs68lzuxaF05Ncs4MPy+szQ1f9TgU7ri0HIf6ya1ucyQaeyy+c+9gvvZB36ozJzjGtKrWJ5mAQ1JQY0NR7BjGiSs5b1mSZfMKeGNzX9YryONUWXiMhuSHI2UJfvpQA00HvCXq25N87/f13HVHDd6j8+keFeKucpzXfx9j22vQ34U5+UKUosnHnP6mCElpgY3F5Z1oa9bmvCY/eBF11nJwhY/5fKUEm7CwHYMXeUlAI+TT6OobDFH3OFTCAZ3jua90/cQN/gbi5pAQfEtCf+Loq/9B5j6Pl87BdcP3kD3NCKcXs6CaqBoYnRM+BhyJdsy1j2E0bMIqn4WYexXSV3LcQQmZ6mlD/cMUTUE1k9gGWpFSYniKSeE4zFHyDEdaqqgLPo29ZBzG9jegbAqb7Qv55UtppMyUoQ94NK47K5AX7PLkOU3QFHmgSEmmzzvSo60KQNdh3gr06RcDCnHdj2VJQh7B311XyX8/2cxAwqSq2M6fX16Gtn/zkKZfmCmcmqA27KAsZOc/n2ji5ovDvLk5wvKJMSbY2/H7HCimC0N3oZRPxWramnOMfiVIImUhhEprHzz7djc3LylBKIJiv05NkZ5j3m1ZkipfGtnfxUexBrqJOWpx24ZPQbRbMZIrf5mzTXbswxHZxzc/M5u9bUkGEia1JY4DqXFDj2FZksVTvTR0JFn9QQRVEVxyRgEzat0EnCLfruY5YeQFpzxjjhAwkBR0DRh4nSrBYbxSbIrkL64qZ+WB9JLxZU40VbCrKUahNzPgv2xBAdGExZotETxOlZsvDjO+1EGh++SVcj7RCCHYsLt/yGTxuXe7mF1bccJScE5HLOv4q7mNhLBP8KPba9jXlkRVoKbYTtA1uv7A3QNWVmw6SCxp0RYx8BaPfTMvpSTmrkBdeDOKomCmTY4rkURKPrW4EGN/y3AvEo8nUd0nZ7Dk0iz+7/VV/O9TzextS1BemIkuK/QwIgP3tGlx9jQ/b26JZLedNzOAy6ZwNOqIpqlYljWie7okoBHwaPQODIpkfrd2XCJZWmqkvePAO+6Y3j+aOGUM4+kfIXsyVSfVHSuhfSfRy76D3Xls6Zc2K4bevh1zz7sohTVQM5+YrRAhBPt7LOKdTUze83uS9RlBVK2aievCLxHTC0bra/1JkND8iPEXo028iLd3pfn5Y405r7+2sZfLFwQ4xOsXKQRtfZJEyiIc1HAo+VSnPHlOFaRQSJvg0EY25jJRSBkSp86QgZLL6KG+PcXqXSZxU+HcGQHKCh0oB44rkMyotHHXHTXEUhblxS5SsTh65VSSigrWYKirvnAFV5SW8ykFosmM39Kvnm3m59cpFLx8J6TimIDlKyZ92T/hvuB2Uo/9MzLaAwjiM6/mpf0BrqzT6UsKvvu7fQwkTNZs6wNgfJmDf7y+POf8LUviKyyAUDV05fpQbe318v2H9nDN2UVcMNOD8yNDN2EZWNFePoqZjGOYknFhOz7HAQ+oj+nHPTbJHRcXcu3iEFIK/C4FDTMvNuU5oeQFpzxjihCwv9vih39sYCBuoqmCO5aHOXc82BLdWA4fSdVLdwze3t7P+DInZSEb727vZ2qViy9eGs56jAQckj9bVsSKcwrRVEHAmSlde3q3mRJdGxr5YNeVISJUnlMDKSUhF4Rq7YdsO75jCgFxQ5A2wWvPGEjqmsiU+T2EQyuwnAxMU2KOUi5TmV/BGF+H2BZG9g6WURalk3lpl52LCjJh5yeDMh9888YK+hISt13gUEYm/AC47CqaJrj54jCRAQO/RyOaSOMcYUWimAFbG5K8s72fqmI7iyb7KDpClU6fXfK1G6r436ebqW9LUF3i4IuXllLgkqdElcOPEjcEHX0GTrtCyK2gHEEUk32tWbEpS08D9LaAc/xRf76qgLb1ZZJv3p/dJjY8i/NT32Nv3M9dD+znh4t2otQPRt+Z+zeh7n0XMWn5J3Igr+sKpjk2ovxHkVKSNgV2fegDXVlkx3ZIsxY3BI+91cMLa7uRMlME4K+uqTjiM5AnT54TixDQ2CP5w2sttHanWDo/yNlTvIettieEoLHX4u4XmqhvS3L2NB/XnB3Cb8/sbyNFfVMf//D4YBXZ59+PcedNFdQUD4YnSylx28BtE/jdGh0xiHsqcF3/zxjrn0LGetBmX44smUgo1YrUndhcfr5xYxVPr2nHt/NRSA36HMm+duI717HafT4zlv0A0d9GR1zj/U4/l51bjKYK+uPmkMq2u5oT9EQtir257Zhmc6Iv+0uMZ+5CRlpBd9C/4HZ+t95OMm3wx9faCfk0Fk1w5IwVU7oX26xlpNc/fciPprDfKObv/mcPLrvC5y8JM6/OecRocoGkwAkZYeoUyjfPc9qifuc73znZ53CiCQB/DRCLpY6wa54TTcIUfP8PjdmVdUvC2g8HOKuwA9dT30B+uBp7xQQe36xit2v0x0221kdZNMXHuVPd2IZE8GRWQezqx5dId7vtp831d7lsvLE5gnnIROCmJSVUFeTNSA/H6XT9LWBrU5ofP9DIo2920dJj4HFpVBY7+GBfNLvf5QtDnDHeiXKMIowwk2hduxGt21CNGMLuQSpDTTXHElW3YVbOQRGgGDHklIvYEr6Kdxp0zpx8+LLpY3H9VSFx6Ry16bbLrpBIw32vtLGvNUFje4LPXFCMdwTpfYoqeH5dP795oZWmziRb62Os/bCfRdMDOI6wnORzwOIZfi6cE2TJbD8Foxx1N1p0ROE79+3nmXd6eGl9L4qqUhe2o35MxqFuRrE2vzhke3rqcjS3/6jPwZnuIfXsv+SsjpOMotfOYn2nn9buNJeIlYieptw3minE5PNPSRHvcPQmBOv3JnhnR5S4IXDYtUykwUnA7dTY3ZKksy9TOt2mCf76UxX4DslU3NGS5p4XB037I1GTRMpi7ngvIE+rtj/P0ZO//iePzqjkG3fvo6U7RTRhsWlPFLtNZUrF8KnGvXH4xt37aO9NY1qSva0JWnvSLJzkQQCOVDcvbbPY1JgrkPQMGJw51TtsUM/B6y8RpOxBqFsEE89Fs6mkn/sXjDX3I3eswllShbekhDMmurBvfOJAFNMgwl/C73ZW0GfaeXKz4NyFNYyvcHP/ynZ+8WwrW+tjXH9eMfVtiawHlK4KLl0QHLYvNmw+bFPOQZ96DntKlvKD1700dA5GHEeiBufN8Od0ylIK9OIqUHXoaUQEy4me8xV+sNLJQCIjwr27o5+FU/z4nAIhBNG0wkAaFFUZdZ/STwL553/sEELgctkAfg4MCcXLRzjlGVMGEpLOSHrI9ma1ktD487Hteo32pnb2dwTY8HYPQmTSS7bsjzKp3IHXDhKFSNxCUwVe++mbPnc4KgKCb99czTs7+onFTeZM8FJXrJ+as8U8o05bn+THDwyWx317Wz8g8LpVbl0axu1QKAnYqAiqx+6ZhAWbnoG1D3JQr5IzL0VdeCPmSew2pISIXsLdrcso9C1h6xZJW6/BnbdWfGLvf1VIFk92Ma26lnjSIuhRR1wAoGsAnnirM2dbd79BfXuKQOWRVQKbsA5Z5Tz1sBDc81Jr1h9LSnh0dSez6tzUFh5eYDc9xSjTlmBteTm7LTVpCYYvzDFZmkmZKzZlTzDTD7V2p+ifPA3fnndyXlZr55H+BIlNMUPwk4caaewYNLP97EUlLJ7ixW0b2y9iIkibkr+8uozeAYPeqEFZyEbINZg6KwTUtyWGvPeDfVH6U5Jhik7lOQpUVUEiscxTs33Ic2rT2JkaEvXz9NtdLJ3rxzXMMKKlJ00ynbv/+7sGiMSKCboAVR22Pc18Rq41RywtaOpOs6sjQrFPIegSmKbEsCQ2UqRe/E+s1l0AyFgfiSd/jOOzPyXmKkebcRHmK3tyPqO3cBZ71saZO97L7pYE3f0Gj7/ZyeYDi3zNXSl+83wLn7mgmN+9nBHAb7ywmIBTZMcmEkFXVJI0LIq8KihuhNvD9j0DtPfmVrqtKrYjxNDySXEtwI7Sa2hInU152MfPn+wmljRy9mnpTlHsc/Jha4r1OwdY/UGEoEfjtmVhJpfqiFO0v89zepMXnPKMKR6HoNCvDxGdOmIav4pdxufml7Gqp4YNuzONuJQZz4abLioBAX1Jwb2vtPHu9n4cNoVblpSwaKIL7U9IubcsSUVAUHlmANPKGC6eTmbhmqagqgrJj3SieTI0dw1drXl3Rx8rzinmnhdbmVzpoqLIxhULQwSdx/YZYqAdse7hnG3KpmcRUy7E9FUc20FHCb8DPr+8lPr2FFMnSKqK7BR5PrF6E5BJAQg4IOAY3ujzcFgwbCrt6dIeJNKw5ZCovYN09qU/VnBKSRv6ws8gas/AaN+HGazGKBqP235sCkTKHkSfcynpdU9ltwmXDxmspM7rQFVhfXoS55TNQG3eDIBSNgnGnXlCroUQAiFG/zrva0/niE0AT77VybQqF27b2OWr9ibgF8+08kF9FK9L5daLw0yvduDSciOZpcxUV/ooEytcJy0q65OOFIL6TpPdLQlcdoWSoA2nLigNiFNVl85zimIbxv7B7VQPG53qsA19wWVX0LWMmJTQgiycIHlsXSqn37v6rFCOYWJfEn78YAMNHSmunatRVtqMLbIVtbgWJTwRU7PTVX4WHdUrcKkpinY9jdK2AyKtSGcZZvUCtDM6MdY/BZqN6KwbeHR3IQumuNmwewAAoYis2HQQw5SEfDpfvrKMcFCnPKhlByZJU/DM2l6ef6+Hq84qxGlXKAvZqC7UmTvOzdNeja5+I/udL5lfcFihN+DR+eHbKc6amqY4aGNfa67o7ndrtPQabNgd5eX1mUitlu4UP/rjfn50ew2lvnw1ujxjT15wyjOmODXJX19Tzg//uJ9owkJV4JrFRazZEmFXc5rLZ5/FW1uSQ97X3psi4Fb4/atdvLu9H4BEyuIXz7ZQUVRNTehPL51MWhYKIzMm/qRgi7Zibn8D2b0PbdJ5WGXTsLRjM/k9XfE6h97r4aCNrgNpJ26HQkt3mpfW93DD4uAx+cfIVBwhh95YVjJ29Cd8AvDZYUbloZ4Nx3e8SAL2tCaJJizqSh2U+pVPxCpgyC1YNr+Ap98erHjjd6tUFR9Dub1RRFEECIFlHl/j5NBheo2bjXtyB/ZFviOrCWnVDaWzKJq5mM7Ofo5nTcKwBNqsK7EHyzG2vopSMh5l+hKiegEhXfJPn61m7c4B1o3/c+YsjOC0gfSVEhvlKnVCQMcAbNg9QDRhMneCh4qgOmr3amqY8IFYwoQx9EazULjnpYzYBNAfM/nPJ5r4m2srmFM9WF78IHVhG2dP9/PmBxnT/eKAztVnFaIdbznCP1G2NqX5yQP7s21qOGjjtmVhFEWlxHuSTPLyfCKpKrJRVmCjuXtwkezzy8I41OEzE8qCGvMmeFi3cyC77bMXleB1CKQlMaWgIuzh+zc5eWptP7EUXL4wSHWxA+XAwqsQsGFPnIaOFHNqdK5UX0R//SXSQBpQyyahLbiW/9k3k/V7kygCPrPoCyy1/xG7M5NubQode9UM9GAJpmKjnXL8UT8Om8KaLREK/TqJlIXHqTIQz418LfCq1IQO9r+DX3J/Z5rH3+zi9uWlPLSqnb5Y5n1VxXb+/rpy7rylmv2dKUxLUlloy6a4i8EAKVRVQQgo8Vl866Zq7n2pjeVnFPDr51pIHfDvXDDJS02xjR3NSdYcUogEMsfZ15qi1Jevnppn7MkLTnnGFCmhOqTyw9treWfHAEh4Y3Mv+9szIlNbxGR6pS37/0EmVriIJSxWfxAZcsz6tiQ1IdeYnH+eE4ee6EI+/i1ErC8zVdi3DnHmTagzL+c4562nLIoiGEgJkobE5xCow0ySTCno6Lfo7k9T6NepCOnMGudm44EoQFWByxYVcu+LrSgCzp4e4D8eb6Q/ZnDt2QWoxzAZVfwlEAjDoebc7gBKIHza2Uv2JwUb9saIJkxsmsJ/PtHEHZeWUvcxETSnDJbF0nkBigM23t3eR3mRnQtnBSg8SX5MQkBTr+SZd7vo7kuzfEEBk8ttDLNwPSIUJLdeXMIP/thAZySNEHDt4kLKjtKvbjR+i4TqRdSdjzbuPAyUHA+9Yg9cPs+Lqiqk0wUMTfIaHToGMh4n8VSmnXj0zU6+dVM15QUaTu3408urim3YNJGdvACcOzNAgVvlaComjoSkKWjrNXCoJmXuOKrNQVLaiaZkzoTzIC3dKWqLbQQ+ErXptcFtS4pYNi9IPGVRWmDDTJu8uSOBw6YwDX2UZb/Tl5RUuO/l1pz7qLUnRV/MpL0nSXi6+xMdSZpnbPHYJF//TAUfNiXp7k8zudJFeVA97CKYTRXMqPUwtca1Fk8yAAAgAElEQVRDKm3hsCm8uSXCxHJHVuxMCweaw+LSBQ40XeH9Xf386rl2ls4PctZkN7E0fNiYMfxeNiGF/vbLOZ9hNu9A79rHpRNdrN+bKbbz+7dSzFjxWWp8QYQAe+N7JF74r+x7ijUbt1z3fX632c8N5xcjgLufb+Gaswuz6XMAZ03zUezXEWJo8aKmziS1YQc7GmJZsQlgf3uSjfvinDHBzfQKW/a3SZqC/Z1pdCNKtd6Jrko29wZ4ebvFkjlBxpXY+MYN5VgIpnyxjubuFC67QllQw6ZYeBwKIZ8+RBDzuj4B45o8pyV5wSnPmJNJHxG0dCZZuSHXV8zh8VBnUyjenaC9NxOxMaPWzdRKB7oqqClxsGlv7mp34QhWu/OcQJSMpCGG8zg5CmRnPcT6craJtQ8jJp2LqfuO69inIqYUvLcrwd0vtBJLmCya6uPqswop9Q1OkKWE17dGufuFQeHny1eW8eXLwzR0punsMyjw6uxrjbN0XpAZtR7ufrEFKTMrXbpiHVMEnKG6sF/2Dxir70E0bobwZJRzP0fyNLsOpoSVG3t5ZHUmQkgRcPPFYZ5c08VfXBkeVgA81QjYJRdOd3L+DC8K1qhW6tQUiYIkLZURHbOtX/JPv92X9e3YUh/jL68u54xx9mM+p0I3fP/WKjr6TFx2hZBbnLToMykhLXO9Qg5iWRLrONvAj0MI2LwvmhWbDp7PA6s6mFzpYFypi0kVdhzHEcoVcgm+e2sND7zWQXNXksXTA5wz3YdLH93nIG4Ifv1CO8vGRane/zDsX48sqsFz4Rcw3HUUB/Rs/38Qm6agqoLumKSxM4XDplBZqOPUJE5NUlekYlkK9d0G3753X7bdC3o0vntLFYG86nREUkbGdP2jxFMmDj0/Uc1z9PjsML/OjhAH+4DDt08DKclvX8yMdRQxmC7e0p2ixGtHCMGm/Ul+9nBjtj85c6qP6rCDe19qI5EswmkXVIcdsBlUzOE/T0rcZgQIZjd1yCBlwoFTJki980ju/kYKpXUba7ZMJhIzs9WAV38Q4Xu31dIRSWFZmfTvb/x2H59bWkpNiY7fMTiWKw3ZKA7aaOocmsGxoyHO65siXL6wgOlVNhQEL6zvo0B2s7jtHtSWrUhgemENyXFf4gd/GOCrKyqYXZ0RqOwOCJQdnAdlPrDEp3HFohD//VRTti2sLLYfqOaXV43zjD35KnV5Tho1pS52NWfM91QFVpxbRFoq6KrCinOLWDjZy5I5QZbM9uHUJAJJXbmb1R/0YRyY0MyodXPxXH9OmeThyFcqGH1MCdtbDH71fBuvbuzD47FT4NUYJm1/RIi+ZsSuNbkbVRUxYzmWenyzhVPx+jf2Wvzojw2kjIwxZENHEgnUlLlwHLifu2Jw14MNOcODDbsHuGhOgPKAQlWhjqoJivw6mi742cMN9MdMplW7uO6cwiM+Fx+HqXtQJyxCTF8Kky8gbQsc87E0RaJEOyDei7A5kWJsJy/DXX9dpmjt6OfnT3dnt0lgV1OMxdP91BTbUI8yg0Q7cPMfq7hit2soytF780gJSOuY0ieHQwiBJ1oPb98HG5/C7rCheEOY4uNT9dbvSfDeh5mU5+oSB+ECG5v2DHDuzMAxG9gD6Ar4nQKX7eizu8bi2TdRkAiUEziQF0KwrTGZU4lSVeDac4po7U7z2sYIkahJVYkT+xGWEhVFHPYe9TkEi6Z4uGhOgJnVjhEb2B8NO1vSRHr6WNLyS5TmDwCJjPZg7HgT17TFVFUXs/qDSPYc50/0MqHCia4pfP3ufaz+oI/XN0do6UpxQXkP+vaXUZs3IRxudvY4KA052dOSwLQkiZRFbdhJRehPb33VEoK4IVAVMaLnxmmDhCHY3jCYOq0IWL6ggMpCG65P4Nreqdj35xkegcLbO/qJJqyclnTZ/CBBt0I0LfjhHxtJHWIs3tiR5MI5QTbtGWBXc4ILZgfZtHuAWeM8NPbAHF8bRAajkJRAGMVXxB5tAqt3D37GFYtC+JwCm0xibXsNmejPOTeteiYfJKto7Bi8l2rDDi6e42fNlj7ue6WdfW0J4kmLNVv7KC6w05+QlPgzYx2PQ6O5O01JgZ0dDbnWBOfO8PPapl7e3NLHgsl+DAS/fK6FW6p34txxSLXVWC/BwgBvRar4sCnOeTP8h61CrKtQFNCZN8nP5EoXF8wOcMWCIB7bn5bYlH/+x458lbo8pywBh+Qfry+ja8DCpgmCLoFDxlDbd2Bt2EA4VImsmEVMCWXfU+oX/OSOGpq70zhsmfBR+wkYEOc5Mns7TH70x/3Z/3/+aCN/u6KC2VXH5h+jFNaA04eMD0Y5yfnXgdPPaZfHBexpGbrS9d6Ofi6Y5cd/IAepL2YOMYVOG5KBuEXAoWTNpnEIir0OfvqFOkxTEvIqaMcxwT+IYWmg+Y5rQUwzYrDxKXj/CRRpIStmop3/JQxnwXGf39GSNKGxy6A3anKmZw+9rQLIvV+jCYvKIgcObeT+aDEjE/7e2p2iKGCjskDH5ziKH80y0Dt3Ym19BcvhxTb1AsxAdU7a1ljiijWTePCfwMgM1MzW/8R+/udIT7oEKcFhRBBGAsMeIIWNaFrQ0JHCpil8/pIwTrvKpj0DxFMW15wdImWA026hpwcwVQcpTq7H1GhhSNjelOah1zsAuO68IiaX6scsuh8OIQQDKZhW4+aS+QW8urGHZFqybH6Ip97qpKkzc52aOpPsaorztevK0cXQm9dhRFDbtmO170EpnYRRNJGk6hn6eVKiITFOUN2G9t40s4pj8M7O3BfSCUSkhXHFhfzo9jr2HUitL/JplBfo/MtjTdnoAoAVkyOkH7wTzAMnuvYJqs7/J+7Z4OaWpWF++UwzAH0xAyHEqAmypzKaphCJQ0/U5JE32tm0N8qUKhe3XlxC0RHsEE1TctHszCR25YZegh6NG84vJhzQCTr5k/j98pw87JrFn19Rxj//vj5ro3D2NB/lBTogSablkBQxAOPAzh6nQkWRjbe391FaYOesaX7aK2+nvOwNzN3voZbUohRWY7qLefJNO5DxcLrxomLCfhWQpDQXznmXEX/5l4MfYHOiFlVzR22YutIIG3YPsGiyj0WTM6l/r7w/ZG5NImnxH483cdcXagk4wKFJrl4UoDsqiSUMVr7fi6pmPBh3N8ezY42GjiR1pQ4KfTbcPTuGHNfTsZnKwrPp6rcyYa8fMzizKZKaAoWagoMLtvnnN8/JIy845TmpaEJmc7NVIVG2vULyjfuyr4uCCpxXf4u4mknlkTJTpcr/kfDRPGOLriu8uaV7yPYX1vYwr64c8xhmKmlHCP2aO5HbV6F212NNPA/KZ2CcILFJCFAUBfMkGUQVeIc2v6UFNrRDlqwKfSpOm5KTRhPwaIS8mcHRoQgkhe7MX6fSc6F07sJa/1j2f9G4CXPzC4hFNyLHUFBJW4I/rOpi5YZewkEbsye+R3FwMppalI2YhEzoe02JDWuEapOJ4Jl3e3nq7cG0vNuWlbJoohuHduRjCAFq6xbkMz/M/A9YW19Cve5HmN6TVBGwa19WbDpI6t1HcIw7G6VzJ8kX/x8y3odSNhn7hX/O1x9K03hA9LDrCrctC7N+Zz83LQnz5FtdrJiRxNf4OOm976EU1+C54A6i3tpP/AR2T7vBTx5syP7/kwca+NZNVYwvHt2h1fbmNP/+RBP9MZPSoI0vX1XBc+92MbnKybPvduXsu6MxTmefQak/V/WykUC+/iuSu9/LblNnLkM/8xbS1thGHFYV2+losIFuh3Su8J7W3OzvNAl5Nc6cYEcXFmYsQktE59L5fqZWe3j67S4CHo1w19uDYhOAtCipf4GS4PW8v7OfqdUuttbHmFrl+sTfa0fCZsXQ27fRYIV5rcHLO9v6aDlg1rxpT5R/vn8/P7ytGpf+8b+D3y659kw/S+YEcOgCm2JhWcfvD5Ynz5GQEsYVqdz1hTpae1K4HWrOorLPKZhY4cx6NAFoaiaCD+CKMwt5fVOEH91Rx/PvddPSmWBgXDHx2StwTVtKoj/C7i7BxgYPn18eIJEycDtUClxk07QNUyDLZ+C86A6M/ZsRTi9K+VSe3eOnw+hl2Tw/V5zhR5AxKTekoCSos68ttx3TNUEyLYlETQIHQtY1ISn2wC0XhLhyUYhNe6O8sLaHhkMqg/pcGgVuBZdDoT80ncCu1TnHjYTns3d9mjsu+WSk/OfJc5B8bcQ8Y45QBClLIEVuLKg92UPqrQdztsnuRpSeBvKcWkgJLsfQSYrLoSCOI7Im7Q4jFn4GcfnXMaoXYmqjbwYvBPjijbh3voBj0yP4uj/Abg01qT3RjAvbGF82mCqoa4JLzigg6Blslv0Owdc/U5X1KQsHbfzDDZVHnDScKiiKQLYMXaXT69+B9LFZKydNQXu/JJYWCDHyBKu2PjPrGTeQMEk7Cyna/Hv+8RIVvzsjEFQU2vi/Kypwj0AoOkhzj5kVmyDjO/Hga+10DoxMKVUwEesfzd1oGlj1G47q+40q6jCCiWZHM/pJPPGTbBSi1bwd+er/MqE4c551pQ6WzAvS3ZfmpiVh7nu5lXKfwaQdv0HsfgssA6t1F4mHv4Mz2TmW32jU0TSFl9YNXdl++f3ebGrlaNAdy5T47j9gNNvSk+L+V9r4i6vK6RvGbwdAG6buuNrXinmI2ARgbnoReUi6yVhRGdKw3MVE592c+8Kk8/j1uxrfvKeer/1mHw1dJvF9m7nn9Shf/W07P3u0lZUberjj0lImlDtQjDiyqI7Iwj+jf8HnEb4SFCPB+FIHs8Z5OHuan2/cWE2R7/T2H1IV0HasJP7+i/xxHbjsalZsOkhPv0F7ZGQLQaYp8egWGuZRp/fmyXO8lHnSLCjuY5wvhmGR7Qc1IfnyFaVMr8mE6hX5df52RQWptMXnlpXy9tY+Hl3dySNvdHDbRUX8n8uKmTvBizQlGzqcfPbXKb71eJJH3uzia7/aja4phFxD07QHbMWkqxdizr2WXYUX8IttlfxiVZLH3uxk9db+rNh08Jw+v6yUQ5vcmrCDSNTErgsC7mH6UikJOCQ1JY6c53RCuZOaEh1dkXzp0lJaPVMxxi3Ovi6qZtManM9XrixjSsXRRQlHEoLNDSk27U/RmzgQHJUnzxiSj3DKM6YMpASvbIzw+qYINWEHnz63gAqvQRI7YOWuVh7kBBqx5jk2DMPizCk+XnivO1vRSFHg0gUhjPTxXS/DsDCME7dy40q207CvmbhRSCi+B+cTd+Fa/hXM0nkYcuw0eLcu+eq15exrTzOQMAkHdEoCGg71UFNgSU2hwg9uqyKalHgcCnZ19EyhTzSWJXEUVfDRDHolPB5d00gd5fdo6ZP8y8MNtPWm8blU/vLqciaWaiMK6IolBn/XgbjJHtsUZplPMfW973HX/KuIOYoIjZuEPBq7MCEQimDJ3CCrP4iQOBCJNpAwDzwXRx7VZfyXhnlmTuJFlqFahMuPjA1WBbUtvgmzt42P/thW01bmLEhRWlpCU0eSVRt7qSq2c+05RSiKYG5JHPHOR0THdAIRaYaiEGOJJFPpraUnjV1X8LvVTCr3MaRlSwnBYaIUA25tVC9dR8TIicCDTOWwaMJgzjgXZ0zy8t6OQb+Ri+cGCXmGRjnG4imGWvBI+qNJXL6xTTfTFclZk10kEuehVNahD7SRtvu5b6OHl7ZkxgD9MZN/e6yZL1xQzgubB9Ose/oNVm/uZUKFi8T4a3huQ5ynX02hqYIbF05lXoWFs1nn18+1ZN9z2cICrj0ziHYchuqnMrZUhNTbD5Gcehk7NpqMq8o1XT6I055fY85zauNOdWCs+g2pfe+juvww//OskdOYO8GLXZUEnfDVT4WJJsCuQ0NnihfWdueY3b+zrZ8bzy8ieKCipVAUHl+TGwlqWfDO9n6uWegftu1Laj6e3yv4/SvtwGABg5fW9XL+dB+2Q9qSmkKFn9xRx562JP0xg+5+g5fXd/PVFRX4nfKw45OqkMJdd9TS2JnCaVeoKNRxaZmd/Q6Jf1wJ1HwJ25mfAsvC8pYwXrEf9fi4Kwbfvndftjqex6Fy563VByLi8+QZG/KCU54xQQjoiQv+8FoHb23NDB47Imm27Ivy00sHCHslqeIp6DOXkt74/OD7nF5k8CSlleT5WCqDCt+5pYb3d0VJmxZzx3uoKVJGu3r2qCGFYCAJK3c4uG9lJo2qtGAhf3/ONMo2PY6jaBwD6uF9hQyh0tlnomuCYo8YlVQ8ty6ZVq4x2BQPPaaUmfx/hzb866c6qq8ItWIKZuM2AISnAL1sEmaii5S9eMTHSZiCux5soC9moCgZf6sfP9DAT79Ymx1YfhzhgI7DpmRFoX9ZCX+/7OvM9rUTMtOEQlXEnMERCz0DKcHjb3Xz6oZeQj6dmy4q4bn3umnqTFIWslHs1xjJ9ZJCRc69Fp798eBGRUOpno1xkkSnmK0Q94o7kfXvI/s7UGvnkwyOwxapH7Kv8BQgHX62bh9gw+6MofXW+hh7Whq4ZnEhMbNz2NQpbKMfvfhxCCHY12ny04casgPvSZUuZtW5WTTZe9SDb9O0uHCWn1c39LBoqp+yUGbFecEEz6im6frdQ6Nz3A4Ft13BY5PcvrSIc6b72dUcZ3y5i4ll9gPCihhchdcUNvUFmOkvhcigEEPpZLqVItxi7PVNKTMCurCVEg/WsbkxxdObGnP26exL05UcWqzgw8Y4k6vcvLJb5/H1mSgzw5T85o0UJdeXsWpjR87+z7zTzbkz/JT6xn5ZX1EUNE3BME5ktJAEaeFo2cDCurN4Z1sfy+YX8Nx7g2nvly0ooNCrcCqlW+fJEzcE+ztS9MVMJpUq2N++F3Pf+wDIWAT/6/9G+Ozvsru1lqnlGclcReI7sDCkKMqQyooOm4KuHiK6Szns0k8sabG7w6CucGgbK6Uk5NW5arbG4nA3DitKl1LMmjYH+lBHA4o8UOJzEIlDb9Tkknn+nCp1wyIh5IaQ2za44SM7tEVVdrcEsWkK4xWdgPPo+hZFEazZ2pft8yCzIPbqxgifPieAaebbgzxjQ75KXZ4xoX0A1u2K8ty7ub4/aVMye1KQkr3PoAVLsarmoAWKIBZBrZuPfuEXiR3FpPRw5CsVnBh8DsGUCjvTqpz4HZySY1lDCjoiBg+s6qQ/Ibnnpfbsyu9A3KIp7uTM0ih6uJaUMvwkuCsu+O0Lbfz2xTZWvt+LUDWqw3a0fFjyEdFjndDXjm3yYrSq6agF5STWPoU6YxlpdQRKERBLQ32nwezxXuaM8zKxwsWkShfb9seYN8FLyPPxK/dutx0rnWLuRD97WxP0Rg3mjvewaG45arCUtK+CtO4d+ZcSggdXd/Piuh4smRnAbdg9wDWLi+juS/OXV1cQco38YZCeItTKqYhUHMomo57/Rcxg1UmNZEtrHozCCZjls0g6CrGEirC7UFMDWO17MzsJBftlXyXqreL+le057zdMyaIpPp5YG2fxvHJsTe9nX9MmL8accB6mOL6yV5piYTf70WOd6KrEHKaa5cG2P2Eq3P9qB3tbB1M5u/rSzBrn5dWNvSyY5M36eIwUr0OwYGqQVzf08PqmCDv2xygpsFNZaDts9aCRIkTGH0zXFHxujc17M2KeosDffKqCqpCKlKAqguYeg1c39PLejj5KQnY27ImzYW8cj9uG15mpUPZ+gyRdNhO/S0G3EsTHXUDrxGvRfKExrz4mhMAzUI98/RdYax/BTpJAaQWPr43n7Ffk17loqs6rW3K3z6zz4HdrvL9zgJ6B3Khor5bmywv6WdPoIJ4cnJydNdVHgXsMI3wEtEdhw944D77RSVufRShgPyG/tVQd2HWwdqymcvo01nV4SFuCi+cVMG+Cl8sXhlg4yY1+mkZ4fRz5sd8piFAwZMZX8b+ebuWhNzp5d0c/E/wxyj64Z+j+5dN4oznA7DrXkD7R5VDZ256kvXcwCulzy0qYGM48aG63nWg0SXHIyapNgxG7qgLnzgzw8OsdnDvDP6QirSkFHiXG3IbfEdj8IK7Gdwk1vMb8s2djeYefk0gJdi1TUXW4SqE2UtjMAYSqYR3B0cZC0BkV3PVQA6s2RXhnez9rtvWxaFoA51G0Iaqq8PKGPho7chd8nHaFxVO9p33KbP75HzvyVerynBRiaUFDZ5qUYVFdbOe9D/uwLLBpCsl0rkKvx7tRi6qR7btJjLsIMfES9ElLMFBJfPICOv7kyHRYp16nJQS0RCQPv9FO0Gvj5fd7+fQFQwcKm/eniZ+/GNUWGD4gRSisfL+Hdw+kraRNyYOr2qktdTCt7PRsQh3WAGpfMwgVw1dKUhxDNIoQpE0wglUQ7SG9dVX2Jdv5t5G0F4woYEsIwe7WJEkDnlzTiSQzUGzuSvCpxUX4XSPzZ5FSUh4QfPPT5SQNcOoccxn7eFrw6obc/tSSGQ+zO2+pRJVH13BJRSNdMh171WyklCRT5ikRzCZlrllwSjixLboZ+9QLIN4PgVLijhKcMQW7PrRtD/tVbl9eSr1RwNRP1WGLtSJcAYxgDSkxMrHxcKQsyYadfbywKU65H5bVtlEd7iPmrhx2/6QB+9uH+ob19Kepb0+QSMujFgMsBI+/2cGu5sxx06bk7hdaqQvXUB0aubiRsgStPQbJtCQc1HHZYHN9kgdWdSClZMW5Rdx5Ww2JpEmBT6fQrWRN7VsiJj9/rAmA25aF+eUzLdnr8ORbXXz75mrGFanMn+jhzvu68bqWMrF4GfUNcMuUUiqGSb870bgSbSQe+hYYmUlQas0DuKIRvrbiBn72aAumlUn7+Kury6hK7+T6M7w8vDaJJaG80Mbc8R5e3dBLuMDG7pZcMarCZ+Bd/R/ccsbX+NdXDnyeXaHEP7ZtdU8cVm2K8NRbmVSe9TsHeG1DL9+9pRqvbXQfblOCOWUpdn8JRVte5usLltIZnIFicxB0HQxfO/X66Dx/WggB7f3w2JoO9rbGue7cYjbuiWZfb+5TUPzFWJHcxYuE6qG6xDGsOGJXJV++vJR9bSk6ImlqwnYqgtqQNLm6YpW/v6GKVZt6sdsUJpQ7efzNTkxTYkqGpBt39FuIlj1o9Yf63knMV/8H+w13kVBGHhIrBLgH9pN69dek23ah1s7BffbNRO0lCAEpS0EiSRkQT1jE0pL7V7bRETE4c6oPw5A8914mbfCDvTHOm5YrvKlqpj8YboHKMCzOme7PZpYc5KLZgRNqXZEnz0c5PWdLeU4qAym46+FG9rZmBpO1YTuTKt1s3D3AVWeFeHDVYLj7pFKNioF1mPH9qDMvATKTnJQ8vU0+85x4+pOC791fz6IpPtZ9mBGLbMOY+Y4vteMKBElbwzeH0TSs3dk/ZPv2/VFmVAROuxUid6qT1FM/xOjOTGKVskk4l/4Vcf3w6YYfpS9m8MzaXrY1JJlS4eDyxf+X8MzNyL52RFEtqUANI806soQgacC/PzaYbvO7l1r53LJS7DZx1GkimpBoxxllYNMFIZ9Oa0/uypllgV3lmMvJJ5MnqA49GR+Htt40XodKOKAec7RDSjhI+ceDf3CbTbG44swQD78+2LZPrXbht3qoLdaJ6QUYeDBC4473awBgovDmll7ufikTMbsFeGO7jR8t66F0QogEQwVSrxPmjPfywtrcKNuigI3KQgcO/eiFl3ha5PgnHaStJ0V1aGRmYLE0/PL5NtbtzBQu8DhV/v7TVfzro43ZCcS/P9bENz9bzYbdUd7c0kdt2M6NFxRT6he09mRW9r0ule5+Y4jo99CqDv5uRRlBp8X3bq2moTOFBK4stOOzWcN/ZyGIpjLRU05Njr6/U3dDVmw6SHrTiyyYexU/+2Id/XGTQp/G/s40MXuAq6J3c/bSCxnwjeOdJhu/fbEVw5RcMCfAht39RA+sTJUENGY59yMHuql0DgAuakrs3L68DLdj7PIGFUXQH7eGRHR39qWp70gxvXz0h95J1UOq6my02sUoEkIHU2U+KYZ/eU57IgnBt+7dm31e23pz+8+nNxqcd8ntFKz6Sda7NV2zkA8GijljlvOwt7Jbl0yr0KHi8NWrFTJVfzv7UiRSklUbMwtGt15cgkvP9N055xozKTGjQ44jB7pRzAR8jOCkKCJnXOhMdZN85LvIZOZ45u61yL5O9Cu/zdoGlftfa8c0JRfOCVIcsPFfTzRmx0dPvdXF8gUFlBbYaOlO0RM1ECLjuRdLw7bGJJv3Rpla5WJalRO3beh3n1hq447lYf7wajtSwvXnFTGlwn7Y88+T50SQF5zyjDo7m5NZscmuK1QWOZlZ5+b597rp7Evz7Ws87GpJEnabTDQ/wLXuEZR5lyMD5Sf5zI+OhKXQ1W+STMvMCqpXQZwKYQl5AGiPGPTHTDojacIFNjr70mxviHLB7EA2OsXjUPniZWWYH5Mb59AEVUV2WrpyB0flhfYxE5tMqdDWZ5JMW5QG9Rxj8dFEUQRyx2vIA2ITgNW8A71hI2LcBSOau5iGwcb9aVxOOzPrbBT6de5Z2c2fXTYfW+nRG57bVME72/uGbN+0d4AlcwLHHKV0PGiY3Ly0hJ892JBNz6wrdVAesp1yq4ZCwM42k+/fX58dxF48N8gN5xbkGJ8e07EVQdIQ+Jzg0ODWpWEG4iYuu4JlmhQ0v4gMLxmFb5FLe5/FQ6t7crbFUxb1cT9liQFwDBWcFMvikvlBOiJp1u/sR1cFS88ooKkzwc1LilGOoe22a5LxZU627o/lbB/OTPxw7G1PZ8UmyBjaP/JGBzNrPWzck9k+d4KHZ9/pYv2uzP8bdhvsaKjnJ3fUZD2eVEVgGMOY36YlLb0mlQGBxyaZUnZwUjb89x1ICZ58u5uX1vfgcWrcsTzMjCr76D5n2tDJjrC7kCJTorzApdKbgAdea6e1O8U3l15PVdNzlOx6HOeCv0ZaQfa1JUmmLL7z6RK6mlrQhEmFsRPfO9BmYQwAACAASURBVPeColFSUcxNS9w0diS58759XH1WiOVz/WNiHC7l4XUew5RYkuNOuTzc56aHuQdOdzRNwbLkabf4c7rR1JXKik2QabN0VZA+II7GUxbPNFVw+2d/iuxpIam66HdUcJbLi1M7/mtb4hXcdnGYB1d1YFmS5QsKWDDBNex9U+TX6OopoVAocEjEsjruDNI2f1bTyqQ+q1iWxCsjKK3bsJq2oZRNxgxPIaH6EH2tWbHpIFbHPtK9nfzskcFUwAdea+eO5aVDFuNe39TLkrkFPLGmk9njPFiWxETw+9c6eWNzJk1w5YZe5ox385XLw0MWk2yq5Pxpbs6YUAuA20b+Wckz5uQFpzyjihAZM3CA8WVOli/INJLxpMHfrqjk6bc6cdYkuaL5P7AibWAZCE8IbeJZGPvW4imqI+GrwjjFb83ehOD5dd28vjFC0KtxyRkFJIrt1BWq+Yb8FMHtyEQzbdw9wBcuK2NnU5x3t/czo9bNFy8rpSRoozSg4bXLjxVBVEyuOruIrftj2dLk48scTKl0MhZpCpGU4Km3unhxXWaCHfJpfP0zVRQdpclx3BC09BikTYuyAhveYVbCVGFhNn9Iz6U/oEWWYFqScq2L4vqXUCZcNCIz5NY+uH9lW3ZgqQi449IyuiIJwoGjK+ULYFkWBcNM4D0OldKgjdG6BsqBGeChz6+iCBRFDBGRpMysGn7thir2tyfQVEFZyE5pYBg30ZNM3BD895PNOYPYl9b3cN5MP1UFx+5p05sQPPteN+t3DjCzzsNlZ/jZt6eFvV0Kk0Jp5th2Ewj4iGsBkJlKQZYEheOrsigE9AwYqMPM2BVVRdo9h31vyCX5yhVhOgeKkFIgpUXQpRzzZEZFctuyEr77u/rs/X7uTD+VhTojuQ+EYEiUHMC+1gSLpvjYuCfz/6RKF3/4iEdWPGXR0p2mptjGOTN8vLG5j5qwfUh1srOm+Xh8dQd/dVUY6wjPr1AEL2+I8PzaTFsTiRr87OFGvn9bDZXHca98FLOgClFUjewYNKG3nXcrcd0PlkRRBO9s72dPSyZV8etPCaZUXs31ZwcYSNvZsLuNAp/O1voo5QV+avVWvG/+VyYqQijYln2ZH71isXZnW/b4D73eyew6z6h+j8MhpSToVlkyN8jzhxh3F3g17LqgvV8SPgkG5qcbKQt2taZZvTlCWaGdM6d4CR0m+9su46hWkrTmJZ2PoD8p6B8xSnru3S4+v7yUF9d109yZ5Jzpfi5fFCJml1BaCoAPOJY+VRwmoLGqQOGr15RiWBKbymGjNwuc0F9URe/5XyO47tfIvg7UcQvRzrmZqMyMRywEe9oN3tnWw/hCOKfj96Q/XJ05wIbn0Caehe3cL4F9mJtS1WgbyG2LpGTYyG+vU0NTBf/46UoqCzJjjK5+Kys2HeT9XVE6+kzKAkPbOMuSOLWDfw/7lfPkOaGc2rP6PJ84pISJ5RlvjsvPDPFvj2TSYPa3J9mwJ8rfXVdJWbkNrfLriO4GFGlhRdqIPvgtMDPpJI4r/55oeM4pGwkuFMHL7/fy7DuZgeRAwuTXz7XwxcvKKPI6cY+xAWue4SnyKFx9dojH3+zij6+2seLcIvxulZBXoyKkH5hkfrzYdJDKAHz3lhqaOpOZqL1CG279xPbahhR09Fv0xUz644MVRrr6DO59uY2/uap0xFEZ/SnBvz3azM7mjN+Jz6XynZuHlsU1LIXOhX/Lb16NsHlvZrJWFrLx1atvpWgEYpMQsK0xkbOKaUl4a2uE2dVFIzrXg6SlQjwlcdngwlkBXlnfQ+rA6r2uCS6aGyR4yDhOJ43ob0fVFAxnEekRdm8qJs6+fZgfrkHYnYhxC0l4q+mOC7oiKdbvGmBihZNJZXbs6uDNYlcyFQZrir2AwK1bY1pa/iCGFMRT4LRl0gUPYgqVZEoiRUY4+Ci9UYOqgqMXACHjOfSvjw6mTb+8voet9VF+cGMh55Vsw2zbg1I6iXTBeCSClj6LJ9a009ydYtm8IHPHObOD35FiIUiZ4NQy3ltXLCrgvlcGRRivS6W2MkDiCH5jGiZhD2QmMcfvX1TqE/z49hraeg2cdoUS38jTFaWEmuKhqXeLpvjY3TzoTWSacliPLLuu4NAkt15YxLJ5QYQQfPW6Sl5a10MiZXHGZB8f7B3A79ZGZIgeT8Mr7w/x+mRvW5LKguPz3DqUhOrDedk/oLR/iOzrQCmdSNJfkxV7hSJYt2sg5z3bGlI8tyHOFy/183fXVbKnJcHaD/tp7DYom3AmodrxiIEucAfpVEpYu3PvkM/tHkhTWTA2qSR+h8WSuQGKAzobd0cpL7KzYJKX/3i8kVsvLiHsy6e0HA+KInhvR4z/fWaw6uJz73Xz/duqCRzySElp4enZQfLl/4fZ24Y2cRG2sz5LVC88CWf9p015SKeu1M6elky/0dVnkE6bfOvGcpJpgVs/vvRdRYGe/8/eeYbHbZ1p+z4AZjC9D3tVo3q1qm1JtmW5RG6JHae4pbfdb5Mr2WzJbnpxks0mW7Jpm7Jxd6rtuDe5xJaLiiXLElVJkZLY+wynADjfj6GGGg1Fkeqy5/7HAw6AGQAH5zznfZ83odDem2Zg0KQ8bCcUyt+fwMKmHDvbtCZqJx6YR6LidtxqCtPmJXbYuKKx0+SbdzViWbBodRrrkNg0hLHjJfTzriXlKUWbdSnGliez2+wX3sSumB8YfoctrPNSHrFTFLDlmKDfdlkJdWU2VIa92MyjLGwfrb1AgTNNQXAqcNKpCKt84YYK6ptzzTzThuSeZ9r45/dXgBaGojDutk0kn8utSpFc+yv09373mBOHM0U8lZlgHY4loWfAIGlQEJzOEhQhWbPQz/xJHnrjFiGPSmlAGaosN76XspQQcUkiVYcm6KdWbOpPCn76SEu2MtXsCW6uWRbhgZc6ANjWGCdpyDFP2rc3D2bFJoC+uMmD6zr5yKpIzgBPCHjzgJU9LsCBzhRPvBHj5otCx46QEILBpJnXHkuYuJ3qmPxEhIDmHsn/PNREU1uSKRVOPrWmlO98uIZtTQksKZle5aLYO7w6qSa6sdb+DNG0CQtQpl+MY8n7SajHrjzn7N5F4vdfGW547QEGrvwGP3zWTnWxgwWTvWxtiNHZa3DJbHdOBJSU4BqHcHmyaRuQ/PThA+zan2BCqYNPvquUiqCgqVvy6GvtNLQmmDvRw5duqua79+xjMJW5fkJASfD4xCaA9j4zKzYd4kBniuZ+G9XF8xAl87O/U2dM8uX/ayCZzvz9s4cP8sGLi7hivmdMK61CCJq7LX771EH2d6RYOSfAqnkBtu6L8/ErS9neFKMkoLJ0qge/33baV2+lBJ8OvuJDD+P4boSqiMrNq4q499l20qZkzgQ3axYFSRkBtjUNkjYkUyqc+Fwa//vo8OR6Zq2L0pAGSOyqpCqUidrQbRlPM5dD5b5nW7EkfPO2mmOWv06YmWp3NyyP0t6b4uFXOjGGHuWg5+RHhAzaglC+GFGR3y1IS7Kozsv2I1IVF0z24lAsnnqrn3vXZiZqf93axxOv2/jazVW4w5miEDYpmFTmyJq5HyLqP/57frxICQGnYDBhsfq8EPXNMb51dyNpQ+J3F4beJ0o8Lbjn2dyov/64yb62FIGq4etstjWQ+OPXs55Axo6XkUYK26rPkZaF63A6cWqSz7+7gu37ExzoSDKt2kVNVEOVEpd24u/QPe0WD7/SQTxpMn+yl60NcUzJ0ALD+JFyaIyluUmQuzpns6k8u6kr+745WqEQaZqk0RGL3o8+ZRnEusBXQspXydS4HZfeQTxpEfBoTCh18u27G7l+eRGKAoNJi/mTPVQHlbwFg4hPZUa1i62Nw31kbYk+VByhIDoVOPso9LYFTjqagHk1Oq2HKfSH8LnVnHB/UvlVg2S8DyGNzOLzWYhNFYS8GvFkbiqEx6XidypA/oS7wJnBrkBNWCU6NUB7e76579mIEIJXdw7kiD6b98SYXO7C7VCIJSxm1LhHLLs7Eooi8kriAuzcnyBmCDw2DossUGhoy//fbftimDJ8zEfSsiRzJ3n53QudOe1XLQmRqcNybPqTgp8+tB+XrmLXBDuaB/nOvU1889YqVkzPRFkc7pFiCQXzrefRmzYNn8dbz6BUz4GKxaMey6ZYpF//U26jmUbdt57ugYXsOdjDm3tj3HZZCb9+/CBLprqzIp+JQk/cwq4KfE7JOAvTnTCDhuDb9+yjqz8TvbTnYIJv3r2Pb9xSxXfubaJnqFx8Q0uC1q4Un7iqjB/9oRmvS+VTa0opOoHqZPajeJ7ZNWXo2gzvt6k9mRWbDvGnv3awfObYfDk645Kv/LYhG9324Mud9MVNPrgywoHuNNXFOiGPhsdunZOpAjYFLp3jZdEUD2lTEnQrmZVsHS6cOhxVVOxzUVVUTUNLkqjfRk2xHYea//sVewW3rCpm275B5k5wMa3KRbFPjHqp+xKC7/++mcahZ788YueLN1azc/8g63f0UhbWOXIHQoANA4k4oRSlkSaZliVZPMXDpl0DbB7qB5dM8zG7xkHvIPzhxfac/2/rSdPckaauNPNwakLyqTVlfOe+Jjp602iq4LbVxRT7xldg4ESxK5JZtW6+cVdj1qfmknkByoNvj0mhQySx9e8H08D0lxHnOGf2x4Uc8Xk/8lc1O/dnxaZs2571KIO9tKRCxBImUb+G3yHOSITqOw2vLlk4QUeZNHLVueOlpU/ytTsasilpW/bGuPnSEnY0xSmZ7h6Xeb4Ugt64RFE46n0hpSR1WMTpxk4vk6MTEe27s21K8QRMbzEAKcVFKjQNDqu9EvXAtz9Uw66DCcI+O//5p4xZ+H1r29BUgV0TTCjRqRkhKtMmJJ9eU8Jftw3w6vZ+5k1ys3yWH/sI74QCBc4GCoJTgVOCaUpm1bjxutSs742qwKp5wcwk41CfGKoERc0ZENjmXUlK9Z214zFNWHzoslK+eXdj9h1WHrEzrdKFWhCbznnSUsG0wKllvGY0TUFKecwIgZOFogperx/Ia29oTVAW1jOT7UuKx2zia1mZiKA//TVXBJozwcN37mli9YIgS+pc2BSwTJO6ChdPHxHBN3+yFxVzTHFd5UGFL99UzX3PtRFLWFx3fpiZVc4xD+Z74hbTqt209aS4fkURTW0JXtjSS1f/yN4EqZSBf/9reU+ete8N1Oqlx/Sdkul8gU2xUmhDHkHtvWm6BwyqixwcSsHqTQp+9vBB3myIodsEt1xazNI6F6N4z2dxW72o3U2Z44bKGdBLjmtlt6PfzIpNh+iLmxzoSmfFpkOs297HVcvC/OiTE3DYBG770b0rxkLYo7D6vCBPvD58n6yY7R+xYqA2gteSblNQxmilc6AzlRWbDvH85h5uuCBMbeSQ0HFivlBnHCnxO2C0FD+bIqkJq9RkTWpG/j8pJUVeQcksN6Y59LuM8tsIIXht50BWbALY35Fi064B9hyM8+HLy7j7mVY+s2a4z7HLQWwHtpB+/QFstfNxlk3BNAzwlzDoKME6CatFXl3y2WtKaO83UZRMNUoVSX9y5EgI64jGqAe+fWsVAymBJiwCrtNXpe5waqIK//bxWlq603icKiX+468QeTbhTndirbuHwe2ZNCK1aAKey/6GAUfZaTm+y5aptvWrx1uG23SFqmhuFJviyBfBhMvPzjbJv/5+b/Zz//rBasoDZ+kq59uQkyk2CSHY3BDL8z96cUsPVy4OIxFjSimGTNGE+57v4PktvWiq4L0rolw005sn5BiGxSXzg7z0VqagyYMbU0xe9XHOq34VGl9HrV2AMu1iYqNkakgJIRcsmuggaebee4YpMczRo768Olw538sV830gz0xKf4ECY6UgOBU4ZZT64EsfqObNhhiJlEVNsYOJpXbEYZ3ioLsM1w1fI/XCHcjeNmyzV2NNvZjTNLc/biYXa9z+kVoaWpM4dZUJJXZ8I5gwFzh3sCTsaDH4vyda6I2bvGtxmAWTPbz4ZheWhBWz/JT4lFP+UpeWZMFkD1sbc6uazJngoSqqUxzUcGvjC+WoKbLzwUuKuP+5dgxTsrDOi1NXaGxL8otHWygOVjGlRENKmF7pYOWcAGuHygZPq3Jy8Wz/mAeICjCpSOWfbijLCHbK2H0Z+pLwvfuHo3M27BxgzZIwlRE7Ln1khUIoKvHoDPSWXbntpVOxjhHykrYU3OddQ3L/tsN3SEdoXrb4AYDTrjB3kpeBpInDpvDHFzt5syFzfZJpyS8eaaG6qOaYJtyedDvGMz8nuW9L5lAuP75r/4led82onxsJt54RbQ7/ikKAW8+fNGWqASmEXCcn/U9Bcv2yEPMnetjbkqC6WGdiiZ7jIXWIqiI7Ya9G52Hi2C2XFuMYW4YlDlv+b+pyqKjvcN/ftCVo7zfxOFR8DkBKhIDWfnhley/dAwYXzPBTHdFQR7guh1BVkVdlD6CpPYGqKjR3JNmwa4DBdAluW+YYtv1vkHzkR9jqliE7Gomv+13mQ0LBdd2XiEVmnBRtR1Mkpf5D1z+zQ69DsGZxmD8PpRcD+N0aFeH8AgIOTVJZ6slEt56pyZiEoBOCzqOXbD8XES3bSG8f9qwx2/agvPkUtiW3npZKeZYlWTrVTcBTwVMbu6mM6lw8J0BoaH5/6HLLSDVm9Xmoja8Pn+uqz/HaXhszatxsbYgRT1r8+KEDfPWDldiVczBM8h2PxDbC+0BTBaUhe6ZQxRj2oiiCv27r57nNGTPutCG56+k2qot0ppbme2VMLFL50geqeGhdZjFPj0ZIl1Vjm38tKWEfl5+SQ4MbV0b56V+G06ZdukJN8eheb5lx2dujTynw9kb96le/eqbP4VQTAD4LEI/nV4MpcGrx6lBT7KC2SKcirGI7YuArEaT0EOqUC1BnriJZMpu0km+ieqK43fpJv/5eXVAZ1ijxq+jv8MnP2c5Yrv/+Xouv3tFI/6BJypBsbYjh1FU8TpU9BxPcu7adpTMCuE+xDYiUEAnY2duSpKMvI3rMmejm6sVBin3iuErZawpMLtVZOTdEecRBY2siKygBeJwqc2qdSAm6BnMnuVk2I8DF8wJcNt+Pyzb+YwrGX/p7d2uap44wLW5sTfCZaysoD478kNk1QdodRTv4JiKRWW2U5TNQ5l2NMdSXjHr9XSH0qqkQ60EpqmFw6cf47vMu+uKZicfEUifL5wRY91Yfv3q8hQtmhfjtk60YR6jiUyudVIRHN3DTD75Bav1Dww3pJHKwF3XiQsxxpiU5bAKvy84be4aFyauXhpgf7mFLi0ZPbDjma83SMGUh+1DK79hRVDjYB1v2JTjQY+J0aNn7X1Mg6lOpK3dQ5FMZQRcCMvfTkhkByiM6FVGd910UZWqZPuYVZ6dDZUdzIkew+uSaMmqj2pg0hFPR959pugfhgXXdmAhefquf9j6TgFcnloIv/aaBzXti7DmYYO3mXqZVe4j6jn5vSSlBqLxan5tyfOGsAOt39DO5wsVgwmTFLC+KALtII5/+CTLeg33GClIbHz18b5jNW7FNX4khTl1HWVPioLrISSxpsmy6jw+tLiZwFE/zt+P1P9NomoKy7UnM1t25G9KDiLrlmKdpLVtToCSgsnymj9k1TmJJycY9gzS0GTgdGh6HwBsM8JY5gUTxTKxJy+hc9Gn+sMXGum19RPx21iyNsLVhgO5+g9ULgmNOVS9wduFx2Xhuc29OlNOtq0uoq3SBeezMA8OCjhjct7advnju/4e8NmZWO/PeNwKIeBTOn+7j/Glewu5M6rKJelz6dknAztRqN8m0xXmTvXzoshIipzNL9W1Iof8/fQghcLnsAP8B5FUfKXStBU45KhaqxqgeJylsIGwFof4dTloqHOwxkFIQ8al4TrBqyVgRAnbuH8xrf+mtXuZN8jB7goeNuwZ4a1+clTNcp3yx3KfDF64vo63XQIjMxP5IsXa8SCnxO2Hn/jib9+RGT5WF7TkRTMKyKPFCZkh15ld8SwPaUSMULEui+YtJvuurqL37UW0aSqCcpJorXAuRSUuyxVuRyUEsT5SE4iEt7KSjc7C9azYSgZEU3LAiyea9A1QXOykJ2fnmnQ3Ek5nfYUdznAmljhyzTsgMSkdDCLC6D+S1m6170NMxkmpgPD8JAsnKWW6mVtZwoCtN/6DJG7sHGKjzceUiG/GkRXNHkrpKF23dKTbvjVEd8WGOMfpACNjbIfn2XY1Zs3GXrvC1W2ooPsyLfSzPZ8AhWTHdhRBi3CuyTk3yuXeXsrc1TXe/QXWxTnlQPakpGecSUgie2thNyG/nF4dV6HpmUzdXLAqTSOU+r/eubecrH6xAPcpzLCXMrHZw6YJgthjGkmk+EmmLWNLEYVe47bKSbPSaREEcKvNt5vs0yv5OFGMQ7O68bScLpyZZMsXBsqllSCnfsffCmcIwLBxFE/La1YrppBXXaa+7bhgWbQPwpV83ZCs52jTBN2+rIRKBcFGYlzrtlHh1/vRoe7YCZHd/P3sPDnLl4jDbGmO47SdetbLAmaHIq/DN22pYt72f3pjBshl+JhZpFAV02ttHFxyEgFd2DvL0xh4qojpNR3heVhbpo/Yxcoz3uxCCWGooEtmen1ZoUyUzK+zMrSnJ2jgUsuQKvF0oCE4FChQ4K+hJCH7+yAHebIgjBCyfGeBdS0JDwsepRUrwuvK7w5BXoy9m4nOZ2LTRYzIc1gBq30GQFqavbEwV0kbDJizKA7npJCeKtCRrFod4dXtfVkApDtqYU3vqRbSxUBGx4Xdr9MaGo1nefUEUrwMEgr4EpE2J3ylyPKwUAYrTA846LPIlss6+FHsP9FN98CmsDb8DaSF8UTzX/FPWcyQ95KHg0CRzq+0snBTlx39p5ZeHVQYD2NMyyK2rS/jK/zVkhZhFU71URmyMdp2kBGWESZqtdj4pu/+4ag1oAiqCChGfg5883MKm3TGCHo3mjgH2dyQJeDSe3dSNacGnripDjmNiPmiqPPdGR/Y7AsSTFs9t6eV9FwTGPck/0kx8PLhtMLPCBpzetCRFESddzBAicx9LyKbCjYekAW6nxp+PMM7u7jeyk+3DSZvymHb9LhvctDLEZQuCtPcaPL+lh60NMf7xfVVURex47MMeWWmp4lnyXszffw00nSN9p9SqWRh2/7i+0/EgJcf0Zytw6rBKp6NOWIC5Zz0ASqgcZealGGfAuV9RBH/d2ptz/6cNyePru5kRSVDcsZkZoRq2dIqs2HSI7gEDn0vj41eWogqLgZSgpSeNw64ScKv49HOzGME7DSklxV7BdYv9CCEyfcMY+9behOCRVzsxLFhZHWBrQywb5TSh1MG0Cicn+s6JpwVPberlgZc70TWFmy8tYuEk14hp6IZRuOEKvP0oCE4FChQYFUXJDOiMESIjehOCxvYkhimpiupEPZmKHikL9neZtHYlKfJKat0DuNxOBlXfiMcQAtZu7uXNhkzUiJTw3JYeakodhKZ7TouvwuQyneKgjdbuzKq9osDKOUF++egBplRkKo1Mr8oPqwZwpTsxHvk3jLaMCakIleNc84/sjIfpHzQpDtgIuRnzmEUIsFAQgpO+Wlzshds/UkNzRwpVEVRG7HjsEkMK2vpMEilJSUA7rjS6E8Wnw1dvruLFrX3sOZhg5Ww/0yocGCa8vnuQXz/eQjxpsWCKhw9dWoxPH/0cbSogMlXR5rsbsa2/L7tN9rWTXvsr7Jf/QybC8gjSaZNV84O8uLUvp33F7AClPvjeR2tp6U7htCsUBzT0MVSHMaKTsS9+N6nXHgDLRK2Yhjb3CuLmiZnVOlTJJ68sobkjTSxpsmJOgG/e1ciBzszKblWRTl2FM0c8MYeud1/cojigEXCRc38aFnT150ewtHalTokQczbRnxS81TRIU1uSmbUuJhTZT0r1n6QpeHZzP797oR3TkqxeEOSaJSHc43jWdA1KQ/Zs1bNDxJMWlVEHNlXkbLtheQSbGHmlXAiBbmYKFKQ0D0UeKPZqTCyJYlMY8n7KN2QfDE7G+b5vY7XsxHn5Z0g8/1tkvA+lYjraRR8jNsLzVODtRVwvwr7ik+jzmpGmgekvJ6aHTlgLTpoKA0kLjy5waGOL8BBC0D3k+6fbFK5YFMKpK9RGbfS++hDitd/Tsui7gCfP9w5gWpmNKmMX6X4HWw4E6BmEjt40VUUOqot0yoLqcaWyFzi12GQSe18zDHSAJ0LKV0Hayq+oORoKkmiika9PehEsk07bIm5cXkEsnRkbTSi2j6ma6mgIIdiwO87vX8j4zqUNk588dJDIB6uYXFyYhhd4Z1C40wsUOEvQdRXLykx0zySDhqCpI81AwiAa0HmzIUbayFQdrAypaEMDr+5B+OodjdmBnl0TfOO2Gkp8gic29nP/c8Mr8JfNsvMB/SE8i9YQc5TkHdOUCq/v6M9rb2xNsGyqJ+NEfYrx6/DlD1SxqyVJS1cK3a7w4EsdzJnoweNU+dZtNRR7RX4evxDQsB5rSGwCkF37SWx9jh9uXEz7UFnuL32giklFx87tT1mwdV+SP7/UicepcP2FUWojJ6+MtpQQcECg4pDHiiRhCO5a25E1ywx4NL78wSoCLkFPzMJhV/Dqpza8O5YS7GlN0tVvsHiql+uWBrEME5A0dVn8+MHhdLT1OwYIuDVuvTg84iqmRhrZ30FvRweuRCvnB8twyfyUSbNpK3YjRkobOZ2tJqrylZurefiVLlQF1iwOUxlUM+mJDom/dHwRN4OKF/vcG3BNWYY00pjeEvrkUcxnxolTk0wu0QANBNz+kVr2tSfRNYXqYh2ffXiWZUjBQ6/2ZCsX2rTM/TkxOnx/akIyf7KXDTtzKyYunxN4W67ASgRdcQkI/vPPzextyaRVPLiuk5suKeKyed5jRoipQqKnukBKUnoIQ+Z2XLtbUtz9bFv278de66Y8rLNyhnvM0V9CSiaW6FyxKMyDhxlnXtV9HQAAIABJREFUu/RMQYNvfKiGR1/toqvf4IqFQerK7CM+t3aZwLZ3HamX7gEkziU3kq5dRkpx4jiGuGaiMuCtRfFnIvb0981GGAkMPUCMU2xyV+CsIaV5M6XeD3EC7wchoLlb8h9/2kdLd4qigI2/u66cqpByzPeOaVosn+Xn+c093HZZCfc/10b3kOfb1XMXc+2kToJagr9s6ePS+SEef70r+9ml07yU1N9P6s2HSE69nHUdq9m4N5HdfsWiEMum+agOn4ZBSIExowkT29bHSL50T7bNvuz9yBlrMBi7H6JrYB+J3/8z+lCl7LJtj6Gs/Bf++RkX3/9o7QmLTaoC9lQ3UTHAlDIbOw4ML+Js3DVAXWnwbb14U6DAIQqm4QXeEZzNxnGKZdDQOsjvXuhgR1OMqF/F69TOiJNA2hLc+WwHdzzVxoo5QW6/Zx9v7I7xVmOcF9/sZVqtl6g3E3mzbkeMl98aFolMCwaTFhPKXPzwj/tzzn93m8n5s0L4GtdC9XwsmRvRoSjQ2muy6wgfpQtn+ZlYoqOcoH/RWK+/rkFZUKU4qKMqgvOn+1g110fYZ6OpI8X2/UlUTcXrVLKFvzVNRWx+CKuzOWdfNlWyyb6I1u40loStjXFWzA6gjTJuFQI2Nyb54R/30zNg0NaT5rnNvSya5sfnOHYUjDjOQJndrWnueHp4IpxMW8yf7OWnD7dw79oOntnUS0nESUlQy35vIcBh9mNP9yI0G+Y4BnlHMmgI/v2PB3hoXRcbdw3w5IYeKqIZE25VVXirOcFrR5gaH+xKccn8YJ5ZtRDQ2pXkuw/HuON1lS2xIhaUm0QCGnL7czn/q5RPy1TFPMq5CyDkVlg2zcviOg8+Bydc8N2UgqTmI2UPkj6FkSBuO5QFNYr9al701YEeix8/OJwqaFnw5t44Myb4qN+fBEUh6AKX00Y0YOdAZxK3rvKBi4uZU62Peg+fbRz72Re0DWRMuP/noYNEAnaeHxJeD7G9Kc5Fc0Y3FLZbMexbHyb16L9jbnoELd2HVjIBS8tERaqq4LH1vew+mMj5XF/cZPks35hN1GEoyiniIOyzE09azKx2c/miMLVFdqJuwXmT3VwwPdNXq0e5YR1tb5J89EeQTkI6ibl3A3rFFFKesZe1z6RJgqHopDX3CfUBp4qz+d1fYJhYSvCVOxqzxQFiCYtXtvexYk4Q+xhuK79LZcEUP4+82sm+tmEPnvoWi3lzq6nqeJFmrZb+lMrF84JUFetctSTCat9mHK/dAUDzlBu56/Xczm3PgUHmT/ZSFrIVys6fRTgHW0k9/IOcNrP5LfTpF5LWhp22R3v+VVWgvPEA1sEdh7VKPJrB+VdfTtB1Yudot+LYtz1K+pEfUNT4BMsmKrgrJrBlf+Y+WjEnQHWkEPdxKin0/6ePgml4gQJnOfUHEnzj/uHJ/qObYnzv1lLC/pNfre9YtPWZPLe5l5KgnS17BkgdlkZnmJJnN3UzsbgYXbVo78lPtznYlSKRloy0YJOwNKz9b6FaSQxyv5u0JJctCLJp5wAHuzMvhxnVLuZOcqOJ0x1NIfA5wDsU6hxLS26/v5nG1uFB7Beur2BOtZ3+pODpV7tZFZ6Ln5dz9tJTspi9rwx/pqM3TSItcYwyeDal4IGXO3PapISNu2NULvQddSVMFSatXQkaWlO4HSq1JToOx+jldA+nrcfI+fvmVcU89HInuw9kJseDKYv//PN+bv9ILWV+gSIkrrYtJJ/8H4xYD0rZVDyrPsWAXjzmYx5Oc0eaHUeIjU9t6CbkK+KJ9V3Mrs0v1VJVpKOr+Sav8bTg679rp3eoStuug2m+9YyT21f3oy++GdsrmcmFcAewX/QRBuSxIzLebl4xPTEjr62jL83mvTHuHYrA+fz1Fcyr0Vk+y8u8iW5smkLEnTEyfTuxqzXN7pYkj7+eMcwe6REzTIl1jMmmrW0HyZeHUzaNzU+gBCp4ZHAZQY/G9ConiybaWRZJo1txDpohfr0OakscJA1G7RdGQtcElVEdjyOAqkJ5WB8SpSWWOboxu6YpmNvW5rWntjyFWrEI0zizUbYF3nl0DZh51cFiCYuOPgNP5NgPhyokUb/Kjub8SNbOlIMpO57kpgmDHKy+gjbNw+wJfqrdg6R/8/Ps/6WtfCXdkmBTBVbByOmsQqZi5PVx0kImYzDmobNAGvlihEaKiEdgnOB739a+g85+g+aF/0LSUilX21lJAw+5atDtCrNrRrZoKFDg7UhBcCpQ4AyiCov7X8r1iEkbkk174ly6wHnaQ20PVThy6AoDg/mTjnjCQpKprrFgspeH1nXlbL9iYYiIV6EiYqe5Y/hFHvRoFBvNqJOXklIcIxY+CzklX7uliubONIoQlAZtOLXTN/HRNIUD3RYb92QiaeZOcFPsEzR1pHLEJoBfPtbC9z5awxMbenhpazfLL6vGvuqTKPFukluehrJpvJKaljOAnlblwqsrjFb1TVEEHmf+4NrtUI66uioE7Dk4yFfubct6U5SHNb58YylOx9giaMoiw6KLqkBlkYPfPtma939tPSnK/DrO+EESD9yeLT1pHdhO6qmfYH/XP5M6jpSaxBFmx0LAu87zITv38al5CfT4NhZepbHXLONnf1Xoixt8aHUJ6ghiZHufkRWbDtHVb9BJkAa1gnlXzSJgT6L6i4lpvnOyKFHaErT2mqTSFsVB27g8gACi/vz7oqbYQU3AYOlknXW7kvzvowf53kdqcGoWTg+Adczq0kKAw+hFjXcjVY2Uq/iURnGdKGmp8MDLnYT9w/esZUq8LpX+w57di+YG8DvFUU1oVVXBbFif1y7qn6NBncnd9Qnes8jBjc61GBseBKDa7mTiZf/Im8ki7l7bzocuiYw5yklRYNPeOD99aDjNtChg4+/fW0nxGMpoW5ZEBMvz2hPuUhpb0kR8Kl77OfhgFDhncTsVVIWcsvaKAl7X2JVYpyaYPcHN+iPSgIsCOkqoHD0YJRTx09gGz23uRRWw5KJvU/n6fyK6Gik19hHxTaejb/jZn1HtoiJqR45WZrnAaUd6ihDuIDLWnW0T7iDSEx3zPkzTwjl9JcaWp3LatTlXkjhBsUlVFTqTGt/fdR47Ww75ixXzjatt/Mv7inG77IU+tsA7ioLgVKDAmUSMbL5rnqGc7uKADZ9LpbE1wbsviPL8ltzUkuWz/eiqhbSgKqLyufdUcMeTrSTSFu++IMKcGid2RfL3N1Rw39p2Nu6OMa1c46bZ/fj3volY8WFGe487VItJRYcGmKdebBICDEuwsyVFPCX57z/vxxiK4LhvreBbH6ohkcq/Fv2DJsm0ZOOuXr56QSuBJ39MykiCpmO/7G/5Q1MNpaU+3I4DxBIWE0od2So4o2JZXH9hhC17Y9m5rUtXmF3jPupKmLDS/OaZ3hwj1P2dBrsOJJg1YWyT/aqQxo0rovzuhXbCPhtdfWnKwvas6fQhfO6hV0ZvS1Zsyp76ge3Ykz2k9KIxHfNwyiN27JrIRtRdPtfNzIHn8bltDD78WwwjiROY4fTx9au+Qp+zlnL/yM+O064ijtAGFAU8wQDLJ3iwrACpQxtH+E1VVSFlZjyMTiSFImkpHOg2kDKT2uZQT2wAK1SVWDLjo3Xf8+2sfSPzbPrdGl+5qYrIOKrQR72Cz72ngp/95QDxpEV5xM7frrAofebzzIhO4uqrbuRrj0kG0+AcxyjBG2/C3PMaVl8HSqgMu92NqF5CShm7T5UhFRra0+xrz1TZm1iq4z9JA3MLQWccTFPSFzcI+2w0tiaYVjX84/35pQ5uWlXM9qY4+1oTLJ/lZ9k076gVjyzLQi2q5ci4scHQJPY3ZK77wlAnxl8fHN6YGiS68Zd0hP+O5zYnuWZpmPAYUzj6Uwr3r23LaWvrSbOvLUmx59iRjZYlYfIFiM2PIxNDk3PdRVP4fLY1xdnZHOf/XV2CKEyyC5wmQk7BR68o5WcPD6f63ra6hJArP4r1aAgsbrqkiP0dKVq6UygC3ruyiOIKD3fu/TzVviDx/XD3MwdJpjP7fEDA16/+WyY++0U8m+7ly1d9jwffsrF1X5xFdT4umuPHays8B2cbg6oPz7VfIvXMz7AO7kQpnYL94o8zcJTCNEfdj68W5/VfI73hQbAsbPOvIhGafMLnZ1kWu9Ll7GwZFsSSacmd6xW+cL1+0ovBFChwtlMQnAoUOIOYluD6ZX6+8/vhyYOqwLyJ7jNiJOjVJV++qZo7n27lhS3dfP6GSh56qQPDkrxrcZgZVY6sca4mYH6NnekfrsayJG472XMOOuETVxaRSks89GFLKRgT/474WWAoK4RAU+FAj2R70yBJwyLg0XhjdywrNkEmjeaZTT1cfl4or/LT5ecFcdkFNy+UBF76MRhDEVBGktQT/8X0Fd+musbB9z9aSyIt8TsFtjFWuakOa3z7QzVs3B3D7VCYVeMm4jn6fDdtSjr688W5/sTYBzQ2VXLlAh9Lp3tJG5ID3SmuWhrh148dzIpAy2f7qQjZAAuc+WXPhTuAZTs+A+ywS/C1W2u466k2mjqSvGf6II5XXsDwR4d/W0AO9qHte53/2Cr54nsrCI1wuLBHcOOKKPeuHTatv/miCAG/e9TUOFMKdrcZvLytG49Dpa7SRXXUdlyrkN2Dgv997CBb9sYAmFLh5FNrygi7xr8vIQSt/fCHF1t5ZVsfEb+N964oor55kIOdKXpjBvc+185nriwae4QMsKBW5/sfqyWZTBPY8wSOJ+4BM43a/AY13fv4/OVfoS9mEBqKuBNCoKqZctMj3Ytus4fEY/+F1bEv26afdxW2SAspb+3Yvqyi8Mr2OD/7y3DkzpQKJ5+9rhzPCU76+pKCXz3eyoZdA9hUwXUXRHHYkqyYEyCWNJle7eKtxjiJlMVDL3fwlQ9W4bILNEUesy+WEmTFXES4EtnZBIBw+WmIrqTx1Yxo67F68z/YuY/aSZlnd1zeYDJTle5IxvPOGHCVsW/Jl4mkmxFS0ihL+e+nFT5yhR3TlNzxTAezJripK3Oc1IqVhyqOpkZIXyrwTkaytM7JxNJaOvvShH02irzKuLzNAMIu+MYtlbT3mTh1hYnlbnp64nj8XrY1DeK0q1mxCTLP7h/etPF31/8Qn0MScUa5pUTFsMLYVI5ZKKDAmWPAVYF9zb9gN+IYmpuB4xhfmqgMBOvQVv89Ahg4ieuc7fH8KXZTh0HSAL3Q/RV4h1EQnAoUOMNMrXDyrzcW8cj6AXxOwRUL/BSHHGdkAURKKPLAZ68pIWlkohvmvL8cSwpUzLyIDylBVywYodSwkBJdgzQ+0tr4Vp1OFU6jB9HwGg22KfzzA1ZWTJle5RqO3jmMvrhJsU/w1VsyIlxLV5pV84NcPMeHJizqgskcQQSAdJLJ/kFSloXHDh47jCdvSyApDyhULvQhpcwa8x4N3W7nirlO7v3rsKm2EDCxdOweToeOmxFwBB6Hg3vWtnP9iiIUIdFtKnNqXdnJYtpXjjbrUowtTw59WEG/9NPEVO9xpahJKYm4Fd53URRLwlv9KdzT/4Yqcw/una/mRFPZ422oimBHc4Ilk/PNGhQkq+f6mFnjpqs/TdRvY0qVh1hf/OjfXcCb+1L84PdN2TavS+XmVcWcN9GJNg7TekURbNwTy4pNADuaB1m3vZ+rF3rH7YHUnYD7nmvLmqa39aT5n4f2c+vqEn79WAsA9U1xkub4fIAsS+K1Q3GymdSrv83ZJmPd1Dh62NIXpCai0p8UrN8dY2tDjAWTvcyqceal8Sk9TTliE0By0+O4aheM+Zw645K7nspN5dzRPEhjW5IZ5cefmieE4NHXu9mwKxPNkzYl9z/XxhduqKQ8qlPfFKc8orN0up+igI3qqB2XZgFyzP1w3B7Gce2XUbubwTKpT0T4zp8P85Px5fubydJp2HwBVs03CbqPnrJ3JB49swDwhxeGRVWbJqguHrvvn4rEHq3kC3daDA6lUi+f7WV/R4I/DJXvfmpjD5fMC3DzRWGUE8w9VWQK9cBW5IY/gFCxL7weo3ga1jtwGCoEpEyBTWXM1/ydgAKU+AQlvuEKqseDrkoqgpkZvU1TQEpWzvbz7OZeuvrz/eviSYtfrLNx8yVR3DLjf6aJvCDeAmchKXRS2vjGOiNxsm3rpIQJZfkhq+fP9CPPxTz+AgVOkHfem77AOx4hBHqqC7O/C1wBpDt80l824zofRWVyuYcvTvAjpSCVMs54tK2CHE6lsSQK56TVTQ52kUb+9f8wO5t4JjA9kwI3xPamOJ+5poJ123L9tFbPD2IYFpVBhS9eX4ZhZcrPH4okcAZCmcHO4aKTTUfzBjjRuhhjjVYwLLhkrh9TCh5eP0DAo/KRSyOUhJxImTFwb+mTtHSl8LlVKkI2HMco9eu2ST55kROlcw8i0c9AZCZxDOKGDZdmkRIO7Is/iD5tBQz2gb+EQVfJmOZOhhTEkuCyk436iqcFP3+shYV1/pyoqpqiKv5hwYfwv/7L7Oe7i85j//okybSVlzp3CE2RVIUUqkKZgahLV4nl/1uWlKlw9zO5Qkd/3KRnwKRzwKLYO/b4E5tN5a2G/KNt3jPAdUsCmGb+hGc0uvpNXt+RW6HPskA9rCThwjofTu045q5C0KmVwMIP469/CKtvWMBo7hVUVdlJmYL/+POBrKn7K9v7uXCmnw9fGkE9TIiTI3VapgG2sU8GUmlJLJnfGcdGiOYZDylL5D3bALv2D9LRl+ZAZ4L/d20lPoccEheP73gJxQvhTJn4YEpww/J+nn2jl9oSBzG3G33xh3G/fgeYaQiU0VB3M4Zw8J5lOmIcF09akkvn+XA7FJ7a0E1R0M4NF0Yp9Y3vHqgIKnz3o7W8sTdOKm0R8tn4jz/mVtt8emMP71oUGlfK5kioLduRj3x3+Ds8+C20675GKlJ3Yjs+BzCloL3foidmEPTa2NoQ47HXuplU7uS688MUjRLBWuDk4NIsFk3xsr15MO+9sWSan98938oHLhq7/8/pxJCCzgEL05REfFp24afA2U15UOVTV5Xx2ydbGExaLJ7mw2FXeHJDH1cv8hWi5wq8oygITgXeUQghcLS/Sfrhf4PUIGg64tK/RVSed8YHfMkRJloFTh5avJ3UjpdRSyfTFc+NZ7YkNLYO8ok1ZTy7qRsBvOfCKDVRjUNSm4pEPSKSK6GHcF35WRKP/CgjOmk6jis/R9weOa0Kna7bufb8KJefF0RVFRQhkFIORdsk+OEf92f/94IZPm67NIp9lBQ/m0yhvnY3nZ4pPBmbxYtP91IRTbJytp+KqE7EJUkJB+nAJAy/Mma/o7YB+J+H9rPnYIKKqM5nri6jIiBo6kwBCi9s6cmpjNjQlmbXwnmc5wmCUOid9T7u2R5GCIOpFSevwkvCgGQ6fxBvWhLb0erKH4V02mRGjZtX63NFotkTPBjG8UwUJCGvRmdfrlBlt2Xu4cnlTq5ZEhq331QsLXj41W4efa0L3TaFDy7+B5Z1/xG94SWMaasJVVYT8gkaO828CoIvvNnLdeeHc0QIK1CJcHiGPYEA29QLSHrKxvwseJ0Ki6d6Wbdt+Leza4KKyPhXsBVl2OPLrkJtiZPOvtxrEvJpNLYm2HMwyWOvd3HTiuBJE/vddsnl87xcMttLT1zyyo4BXt46nXfP/zpuJUl9r4c/P5rmKzdpx5Wy5tIkl872sHKmB00BhqIhx4OUkoAD5k908Wr9APHEyO+gjKfg+J6Dw7HbVXjzsbzbwNr2LPZLppNKvX3ffRaCZ7f089unMmnzigI3rypBtwtKQ3Y27IoxZ4KbqFcM9aNn+ITfxhR5wV7r4h9urOKRVztJpCyWzfCzadcAF84K4HNw1q2sxdNw5zPtvLg1I5hPqXDyiXeVEnSJcUXeFjg+jraoNRY0BQJujdXnhdBtCpv3DPDyW33oNsElc324CjPwAu8gzprbva6uLgzcAUwEUsBO4BP19fXtdXV1S4CfAU6gAbipvr6+7Wj7KlDgaOjpbtKP/CAjNgEYSeQTP0Lc+O9I9/jNjgucS2QmTGbLbladn2DdjtytlUUOWroS/M3VZQScCkiTY40+exKCv/bWUbbiW5Q54rhCIeLO8Iil1U81pimxabk5Vf0J+PkjGRPW+ZO9zKhxkzYsmrpMasJqToTK4dhjLcT7e7ijeyovbe8BMqlcO5rivGd5lPOnuUkZsHZzL69s72dGjYsrzgsSHMXCadAQ3H7vPjr60gA0tyf51l37+N5Ha+iNmYR9Ght3JvI+15Gwo773dg70Cn71/CC6pvD1W8MU+45/AnwkrT0pLl8U5u6nh6OcbJqgqkgnOA7TWshEps2Z4GbuRDebdmcinaZWulg6zXtcpbVDbpVrl0X51eMHswPf2RPcTK1w8P2P1RL2KOOeeCiK4JX6Af7ySqbKZDxp8YvnU5TdcAuz5q+CYC1BxTHqQNuSuSLEoD2E+/qvY254ELN1N7apFyCnrCApxy4WeWySa5ZF8Tg11m3royxs5/rlRaQNExhbvmA8Ldh5MMmO5jhTKlzMtaeQlsV7LoywvSmerb45tcpFSUjnjb2ZtMSmtkRmdnESZ5yWJVGEIGFINu7sZ2atlx8+0wnYgRTzJrkpCajjOmbSUmjvMzEtid+lEnSeuEjhtUtWzfaQtASPvppbYXTOBDcRj8rxRn1lEFj2/PJ5UveMy3cqUwWxDxHrAN1L0hHBlCevHzgVdPRb/PapNpx2hUum23DbJS9s6ebGlcX895+biSct7n4GrloSpixsZ2a1C59eEBJOBVKCX5cEyjXKLi/h1e39rN3Uzfkz/VxwjMIAZ4r6/cms2ASZFOMXtvQRS6S5YlGYyBgLDRQYL4IDPRbbmuMZT8dyB4HjsKi0pORPL3bktDnsKuNcxypQ4JznrBGcyIy4vldfX78WoK6u7vvA7XV1dR8D7gRuq6+vf7Guru5fgNuBD5+xMy1wzmINdEPyCC8X08Ds60QUBKe3NWlXFG36Soy31jK58fd88bIbuW+jigTeuyLKrCoHqnBkJkDy2CvuSVPwoz/tZ9eBQyKJxrIZ8PHLlOP2O7GEYH+nQWd/miK/jSKfmoleOA4GDeiMWcQSFjNr3IS8Gnc82ZLd/sk1pZxf5xo5MsZI0lN2Pi89kZsaNpAwSRuS/oTk/55sZfOezPam9iQbdw3w9ZurcB4lXa9rwMyKTYfvr63XoCxs5/fPd3BenZfHXuvKbl88zcfESg/74oJwSOEL1wVASE62oufUVQIulY9eWcrzm3sIeW1cPC9IeUgbt2ktQMgp+cxVpRwcqlJXGtJwHGcaRNAFM2tcfP76Srr6DcI+jQnF9oyHkuP4BBLDEjyzqSev/Y0DgslLZ+SIAMV+jdoSnb0tw2mjS6Z6CbtzE22lhAFnGdqFn0Cx0gwq+rgLHwgh+NVjB6gu1vn01eX0DKT5rz81sXiajw9dEhnV9B0yqSd3r+04rLpmFytm+7ntkggVAfjqzdXsbU2iCPA4Ve58qiUb0XTJvODIaYEnSEufxffub+K686Ns3xfj1tUldPSlmVDiYEalY9RIwyPpSQoeeKmTtW90Y9cUrlwcZsFkDxWBE5+9SCmxi4wZ/7Nv9LF5T4zF07ycP8177OqaxyCVMrDPuQJr11/BGupbVRvqtBWkxhH15+5vIPnAd5DxXlA1HBd/jETN+Zhn1VA2l56YwfRyjb+Z20pgy72IVJw1c67h8aZh43cp4cGXO7l1dQk/fuggX3h36ZiLTBQYP1JCwCFZPc/LxXO82NXxGe6fLlRV8Na+4fGqx6Hyxcs1Jvnb0Ox2nt5h4J9dUrhXTgG72w2+fmdjVoMMeDS+fksVgbHb5AFQFbVTFLDR1jM89rn10mIcx5MCX6DAOcxZ85aur6/vAtYe1rQO+BSwAEjU19e/ONT+UzJRTgXBqcC4Ea4A2J3DEU4AioZwh87cSRU4LaSlhrrkA9grZ6LteZ1Fzl3Med8SUpoHFQukNS4do7XHOExsyvDS1j7efX6YIs/4J4CGBU9s6ufew8qd37IqyiWzveNOZkkYgp890oJuV5lW7WLeZG+O2ATwy8damFE1Af8IAyjLW4ymdGDXRE6KG2RSQpJpmRWbDtHanaalx6A2MnIkiktX0FSRUwlQiEwaVditcOPKKPs7U6yYHeDFN3t494VR9hwY5Mu/aQBg6XQfN18cGTJhB1VVsKyxpfIdDYlgT5vBr59ooaM3zYo5AVYvCPHyW73sPTDItFLvcQ8KdcWiJnxILTz+CbuUEHZJoh47iqIPpeWd2EhVVaC62MG+tlzD+7KQnvd76qrF599dwbr6ft7YHWPJNC/zJrqPGh1nWAKwH5coKISkqsjBUxu6eWrDsCBWEtSRY3Dw7ei3DhObMjy3uZd3LQpR4hMUeaDE5yAt4eVtcbr6DBx2hesvjDCzynFC99LRaGxL0t1v8OBLHVx6XpBk2qIsZGd2tRNdHft9oSiCV7YP8PTGTJntwZTFH15oJ+jVKPa7sZ2gKHSIgAPes9THtUsCqOLYFfrGSjpQg3b9dzAbNiIUFaVmLoa/YsyPhkPGSD7yo4zYBGAaJJ/8CY4PTiTmqjihc9OERDMHMTQHxkmunlcUsPORef0EnvsBkHly1Zd+w+XLP05qxSL++GJ7tk9Mpiy27YvT0W9S6i+UsTrlyIw5+Jn2zDwapimZWuni8de7EQJ++n6JfeO9GHvWY/kiXL7kBloHdLqFn4hHoBSiZk4KJgp3P3Mw593fM2CwY3+CRRPHpzh57ZJ//UAlW/claO9NMavGTVVEPSXvmgIFzmbOGsHpcOrq6hQyYtODQBXQeGhbfX19R11dnVJXVxcaEqnGTDTqPbknWuCcInP9vfRd9jnMR3+Q8dxRNdIrPoOzpAqve/wlVQucOxy6/pSUw4IrADgRH9yD/f0jtuu6RjQ6/jj39fU93P9cbqZoA3kdAAAgAElEQVTwnU+3s2Sql9ry8fVdr9X3sWFXDEXAlz5QzcHufAvztCExpCAazU91AS+mUHlvWnLn08PnNLHMSZHfhs+tjeht4HRoR9kfBE3Jhy8v5ecPD5e8f/9FxUyscKPbVC4v8tDWnSJtWNxyaTEvb+tj/c4BplQ4WTzNT9qwONhjsrBSIpvfJL1zHWrxRLTJi9DCx55wjtT/1zfF+cZdjVlt5NFXu7hiYYirlkaoq3QT8JyVr8iTwvXLBet39GejLCoiduZP9hEZwS8pCkys9PCBSyRC5M5qBuIGhiUJeI6/itzhzJqQ5JXtfdnUt6KADZ9bJRw+9jPQFhsYsV1Rlbz78roLPVw4O4CUEPHb8r7XycJ3MPM9OvrS3PNM5lmqLtK5dEEI7zhMPGKDJs9vbs5rb2hJsGJWgEjgHHh/RWfApBnH9VGjtYP+3pa8dm2wi2j1tNEPO8rYL9HSQOrVP2E2bECtnI1r6fXoJbXHdY4jEbYkfdu35UnE2luPYkSnc9OqYn7zeOZ76faMyORy2o7rHVJgZM7lsf8sbMyf5GFqicS+8Q6M3a8DYPW2MfjETwhc/S986q4uPrWmnMsXhTJV+QrkMN7r3xcz6IvnR7kn0vK47qUoMKny3L0Hz3XO5ef/7cTZOpr+L2AA+G/gupO10/b2kSeIBd7+RKPe7PVXymahvO/fMfo6EO4g0l1EIp4kEU8eYy8FTiaqKoYiVE79sQ6//ieLkEswqcyRE+W0bIYPr80a97EURdDanc4LCrEkdPel8NjHt7/uvlT283tbE/hdKi5dyYoLAKVBOx5d0t7ejxDQm8hEbbkdCsV+lfV7VbY39fPpq8to7U4T9duoKtIp9ipoqsWVi0I8/Mqw5j93opuQa/R+dukUJxNKaunoTRPyahT7Vfp6hlMGhmJjsGkqr27vo7bEwYwadzY6q7rIxvQ565Hr7s18YOtaxIaH0a77GoOa/6jHPXT9DSlIGuCwZUzg9xxI5v3mz77Rw7VLg6QHB2k/LBCyPynY352mrTuN26kysUQn4Dh3VylDDrj9IzU0d6SwqQoVERt2UrS3j62+ooWg/kCKu55uI56yuO78CIsmu9DV4/9NNE2hrTvNmiVhFCWzYh9PWLT1pOnpiZEewdj9cAJOwYQSB3tahp/J2hKdgHP0+7Kj49T1/VVhlfKwnf2dmd9VEXDr6hISsUESo5VOPAKhKFQXOWhqPyIqLawjjRTt7W/v95cDJ8IbQfbn+qEYjiC9o1zb0fp+u4wjH/gusnMfAOa2tQwe2E7q+m+SUEYWzseKKQVdMQspocIdzBOcDGeYfZ0mISvJp68uQ1UEj7/exco5fjzH8Q4pMDKn4t1/OrEDNyyPUq60Yty3PnejtNAGWtFttfzs4f1MKdcJFXTKHI7n+gshuHpJmF88ejDbpgiYXOo4p++ldyLn+vN/LqEognD46O/Ns05wqqur+zdgMnBVfX29VVdXtw+oPmx7BLDGG91UoMAhLEtgOcPgDCOBwnrQ6cUuB7F17MTauwElXIGsnJup6naOoauSz15Xxms7Y2zZE2NhnZc5tc7j8m+yLEnIq+J3q/TGhlfW/G6VqH9sZsmHUxa2ZyOQHnq5k1suLebj7yrjd8+3sb8jxZRyJ59YU4o+5P2wv0fy9Tsbs4LU31xTxr1r25FSsmCKl5374zy1IcHiqT6u+f/snXd8XNWd9r/ntqmaJmnUq4vcKzam2wbTcUgIAUwggZTdvNm+726yySakbLK7qbub3X2TbDaFFAIJhBB6CB1jMC6Ae5dk9V6m33vP+8fIIw+SrGK5hfn+44+vrkb3zty595znPL/nd0GIPFXynvODzK/ysKchSk2JkznljnHzaFQhKfULSv3H3BhjlGWZNktmeLElWUHeN8y3kZsfzNpX9rai9DZCwdiCE0Brn813H2/lUEuchdVu7r66GI9z5Lc/P09DU7OzkZK2YFdjnF8+35bpFlfo1/nH2ysJnqOiUzrHBALlJ/4sxqKx2+Kff9mY+f//PN6Csb6UVbNOHDY+3jEVBXV+u7GTQy1p0aim2Mn6Cwsm9JqGIvmr95Xxh229bDkwyPKZXq5bVYAhUuP/8inCa8BnbivnSFuSaMKmMuyg2JedfzURpG1z44X5bD0w7EoryzdYOsNzWsNAEpbgSEeKps4k4aBBTZGOZ4zctmn9u6oHzzV/Rfzhr6RL4oWCcdmHSLiLp/yasq8tIzYNb2vF7m2D0NQFp2gK7nuhkxfeSpf/feuWOko8AWRkqExUUemY9R62PpKgMizoj1hIKbltTRElgbGbOeR4d1LqF9gJL8IbRA5mT31Mh494Mn0/GIhahNyTHy/kyEZKyYpZbhAl/O7VLvxelQ1rwhT7J3/fzpEjR5qzSnCqq6v7KunMpuv27t17bLluC+Cqq6u7eCjH6U+BX52pY8yRI8fUUQTo+18k8fyP0hs0B4PnG7QVno9h6BTmqWjHiRYn05L2dOBzwBULvVy1JA/Lsk/qWEsCKneuK+bhVzpp7EhQUejgT68rxu1QJ50xUZSn8OlbKvjuYy30Dpps2dfPnVcUcc/tlSQtiVsn09nMlILvP96c5X7a3xQHCdeuzOeHT7SQGsoYeXpLD7GkzUevLMCpSRaU6yyqDEwo5yVpC9r7LISAQp+GcYIQbSklK2d7ePNwLMuBpAoJo2X5jPMGNbf288WfNxCJp/d7+0iUr//qKJ+9rZKqIgf1benHjRBw99XFI/JweiI2B1tiGbEJoKMvxabdA1y3PG/KOTcJW6Fn0MLtEPidE7vWhRAIcWZDbhVFsP3gyPK1x17rZsXMcpQpZlZZlk1RQGdGqYsL5qUFxI7eJEV+bSi7anwCTsn7Lwpw4wVBNEVSkO+ko+PMCU4AeQYsrDi+5G1qn12RD/71I9U0dKTQNEFl4ekRe45hI3h4Uy+PvdaV2bZ2SYD3XVKATz+1QThSQiQwC9eGbyIGO8GVR9wZxppg98LRMDFG/W1LObny0D1HExmxCeDpQ16WL/0McxxNRAdjtOoV/NfzBra0mFflYfPefjr6Uly5PIhbn9gSmKIIYqbApZooioItxVkZfJ3j5BECFJcX1+UfJfrbr3Ps/qFWLuK1nmIggduhEMrTyAki04NTk1w6182qunReYXohMffe5sgxVc4awamurm4+8A/APmBjXV0dwOG9e/e+t66u7g7ge3V1dU7SgeEfPGMHmiNHjinjMPtIvHJf5v9tl3yKLz3npWegCYDVi/1suKwAhwYtvTa7GiK4HCpzK13ku89O8UlKiWme/IG5DYWFFTrl1xdh2hDyCnxOhXEac411VMwr0/nXu6tImeB1gBgSAZzvmGElTDJukmNs2t3HzZeGiSSsjNh0jJd39HHrpQXkDUX9TGSSM5AQfOeRFvY0psvn5lW5+eT1JeSdoP23z5HOjHIaSmYF94k9GsvmXoW+8/HMfsLtQwZPnOHU3NafEZsy27qSROMmn7q5nPqOJJGYRUXYQcko7hOHrtDcNbJk6UBzDGWFb0oTvY5B+MavG2jpTuLQFf70+hKWVjvGDH4VAtzRZuSRrchEBLV2BTF/NZacXo+mogiEIpD22IHRUkoCnpHDh3yfhiLkSY3LS/2Cy5f4eXX3ANKGNYv9lAYmd47SlqjIUbXJcxkpwe+EhRXHBJHTe0PsjsgssQng2e29rJrrx1+qTun+LIRgMJkOQfe5lBO6JKWURPUQBKenyUefUUTe3KvRdz+Z2ZaatRp8JZNu1HAMVVV463B2reTB5hiDMTev6nUIAc9t68WWFotqPXhcKh19aUG0Z8CEovGH5TFTcLS5m7LITtQDTyHcAazF7yHun4lzeqLUcpxFuMxelK4jWIqK57Z/wu5txTbyeLa1kP96OkYoT+Ov31eOb4KLFjkmhpQSPec2zJFjWjhrBKe9e/fuhNGf8Xv37t0ILDy9R5Qjx5lHUSBqqijIEzpCzhWEtMEyQdVJnP8hfrE7RM/AcIbP82/2cdF8Hw5d5Qv3Hsm4W7wulX/6UNUffT6BU1coCQ5Prq2TGOtICU5V4lSHVkgVZdS28i5dsGSGN8ux0hexqCt30t5njtg/z6WiTcJUIIRg8/7BjNgEsKs+ypaDEdbM94zZrSVpC374eBN3rCvm1y+20zNg0huVxBe+B29JJeau51CKZ6HMv4KIPvYEVAhwi/iI7boqcOkSryGZX6YDY0/ivQ5YXOsd0Znvovm+CTtvjidlC/7rd020dKdzfRIpm3//TRNf/1gNRXmjT3Xd0WYS938GUulzSW1+GNf772EwOGfSf38s+uNg97Xg6dqDyxrAUTmfpL9qhItESlhY48bnVjPhqqoCN11cOOaMJ2kLeiM2LkPB5zxxdlupX+HmCwPA2dmu/N1KJDH6td4bMVEUfdT7y3jsaU7xnd820R+1KC8w+Kv3lRM+rppNCOiJQmtvCo9TpdivTlsb+N3NJuUz30ugeDFabwOWv5x+3wwCtoFzin/Dtm3mVrh5dvtwl8X9TTFuvqyQHz3Zit+j8fHrStFUwet7+/nVcY0iSkLjB78LIXjzcIxF8e34Nn0v47tQj2wlceWXMSpmTKmsO8fZicvswXzkq8iudPlyQtFw3vxFov4ZLA4Jvllr43UquPWT69iaI0eOHKeSs0ZwypEjRzYxU7DlYJTfbepCVwU3XxpmXoVj2tpfn1aEoD8uSWgBfBfeyl5tAUetMHuaOkbs2tqdYsuB7qxSqsGYxa6GGJfMdeVW8CZJJCVo6k7RO2gRDugU+1Wcx5XhKNh8+Mow334oRX1bAl0TfPjKIgq8Cj6XwbwqN7vqh8Wij1xTgluf+EqqqipsPTCy/Gr7wUGuWOQd0x0WT8G+5jhN3a2sWRLE61Lpi5gc7HXirl2NNuMyTBSscQQJKaHcm2T9Ep1Htg+XVt15mZeQR2UiepEmJCtme+nqT/HUG90IIbh+VT5zy0d2dIN0+LUqJJZNpuX58Qwm5AhXmRDQ3puiKG/kpFMIkA1vZsSmoTMj9dqv0a/9B1L21MqKVFVByrSTKW4JWo7UM3/b12AwHcyc2gTOGz9DpHDRiN8NueDLH6riQEuCZMpmZqmTIp8Y1XTTGYVvP3SUxvYETkPh49eWsKxmbDcXnD6hSQgw7DgISIqp50+dSYQAUypoikRO4n3TdQXLGtvJ9k6KAxrFQYPW47pehgM64cDUxKbuKPzL/Q0ZF2dHX4qXd/azblkAryERUlLfbfOln9aTHLpPrF4c4PbVIRzTEFUTytP4x/uaOX9OBTNLZ7PvYAzLSvLJ65myeUxKmF/lYlGtJyNQVxU5KAnofPGOCtr7TAxNwWEoPL0lncdjaII71xVRGlTH/cOmDf09fQQafpdduGpbuLr20ldQS9A1tWOfLBYKHQM2Dl2Q7wH7ZFZIcoyK0rY/IzYBYJskX/4Z+nWfQWo6Tm86b/BcvG/lyJHj3UNOcMpx1mOh0BOxMTTwu8SkBtTnMm/Xx/n+Y8NdMr7560Y+u6GKuuJzKxQyZgoef6OXRzd1MbvcxZ1rr2LjzgjhgGRelYfXdvdn7V9a4ODpLT0jXicSt0ibIM/Nz19K6IxIegYtCnwaQbdATPJc0hNEe8KZTlFT4YUd/Tz4UgcpU1Kab/DhK4uZU6Jz/PsYcsHnbyunO2Lj1AUBd/p75tLgz9eXUN+epD9qUl7goDSoTmol1bJsVtTljXAHnTc774STVI8D5le52Vkf5dFNw2U8qxfVICWk5MSvBW+4hPdXvcaK4ny6U07CHovqKoNxmp5lEXBKbrs0xHUr0x2nfA5GqG5CgBXtxzzyOuqhlxDh2bgWXEHMVZS1n9sQFPp1OvpSlBU4WLc8SDxpY0uIJAUeIzvHLG4pRItXoV5RhGfLL5A9RwGQyRhiCjMN0xYc7kjxys5+wgGdlXV5RBMmpVZjRmw6RvLFe3Hc9E8kcI54naALVtQeJ7qNciimFHzvsWYa29MlifGkzX883MTXPlpDsW+qhUvTg04SR9M2khvvB9vCfcEHSJUtJ6mMPNezlYGE4Pm3+9m4q5+5lW6uWxkkfxwnaMIS7GtJ8vqefkpCDpbP8lLsE+N+rx2Kzd+8v4JfvdDO7oYosyvcrFsepCBvfKFkNNr7Ulg2OA2FDWvDVBU5qW9L8OLb/ZTmG8wsdfLdR5syYhPA82/2ctkiHzMKT374Wlmgc/nSIE9v6WHjrv60ALWhEuUkZ+9eQ/KX64tp77cwLUlxUMs0aKgMHXt+Sz59cym9ERtdFwQmOLZRFXAYKlIbKXbbio5ymrqgdEXT2X+7G6IYmuDWNUVcOt8zbuOIHBNHCJDRkWMh2deGaqdA5Oonc+TIcW6QE5xynNX0xQXfe7yFHUciGJrgg5cXcdFcz7RZ6s9WVE3l91tHDjRe39PPgooCUilrlN86+xAC3joS47cbu3AaCufP9bO/NYXTULj3923cdVUJrd1J6tviKAKuX1WAIgQ3XJDPfz/SnPU6C6rd56xl3AZe2RvjB0+0IGW6VPJvbipncaUxoZVJxU6gdOzHOrIV4S9Br1pKyjV+Z7/mHpNfPpcu2agodGBLyUMvd/Jn7ynB9w4jja7ITDnX8RMfj57OgzpRydmJkFKyfIaH7bO8bNmfdjqtqPOypObEn6eK5GPXlPBvvznKkbYELkPhY9eWpF00E0RR0pNoxRtEn7GSedF2pJXE9pYQF5Ovz5S2Td4JmrrFkjbOLb9G2/00FkDzXsz9L+O+5Z+JqoHMfk5N8uc3lvH1Bxq4ZmWIHz7RknH0VRU5+NTN5XgNCQgOtqfoidj89pUYPYMFrFv2eS5b1UXBxv9AXPpRUmISdjPS36UdjQm+9eDRzLZHN3Xz2dsr0ayROVUkBhHSGqPgfXwiCdjbGBuxvb03RfE7L8LTjLNjN7HHvp35f+LJ7+Bc//cki5adwaOaOCYKP/p9K2/sS3+vmjoTbN0/wFc+XIVHH/2aUBTBKzsj/Pip1sy232/t5jO3VVLoGf9vlvgkH72mmL6YhSrA71KmXO7tH+qodduaIgr9Gg++1EFF2EnAo3GwJY5DVyjw6RztyL4u+wYtmAbByWXAB9cUsG5ZgFjCJhzQcE9TCLuuSMoy2WOjv6YmJAXekffcEyIlM2vy6Xa/n+ALX89sFg4PifBc/M7T0GlDETz0Sie7G9LO16Qpuff3rVSGq5hddG4tiJ3NSAlK0awR2/WF64gr7nN17S1HjhzvQnKCU46zFyF4+NUudhxJOyOSpuSHT7VSXVRFdcEf+aBGSnyjtLf1e7SzNtNEKIK+mCRlQdAtUJAoqsLzb6a79Zw/x8cftvZw65owT25OlxL85PctrFkc5KL5fsoKDJ7Z0s0jr3Zy44UFfOKGUh55tZM8l8otq8OUBqa2in420B2B/x0SmyDdVO0/f9vMNz5WnXbKnABVVRD7X4Xnv0tm+rK9EO29X8J0BE/4u139SSrDDq5cHmLv0SiqIphZ5mLaLiEhSFiky1tOMMnxGpJPXl9M12BaKC3IU1An8FmG3JLPbaigN2LhNBR8jomVDlhS0Nhlsu1ghHyfxnl1Om5FJ+Uum+iZTQllsBNtzzNZ22SkB9l1FMLDgpOUUFOg8PWP1nL04BG+ckUfUcXLQzud7DyaoL4jyfwynbYBm9Yek+891pw574de6WTGzZU8X3UP25+MsbJugIvneTMh7uORsAQ/+0Nb1rbBuEVLVxLdW0WeULI6AerLbyCuepnqRePUGVGGBeD3ntl7uC4szF0vjNhuvvkk+jXLR4TlTzdCpD8Lywa3MbrgIFFIWBKXnv65oggMK4ItNLoTDnY2RTNi0zG6B0xaelLMDI8+vBtMCh54vj1rW1e/yeHWBOGZznFFfSnBpVq4MjlLUy/xLvQp3H1VMY2dcYJ5HsIBgwNNMfYO5b09shFuXROmrSeZyTsDKJ5A1tGJkEKhpc+msSOedn6GDCoK9HOmXL0sIBgwFmO950toDW+Ay0+ybCkuX9lpSY0eTAi27BsYsb2pM0FdsTtX3jWNxH2VOG74O5LP/RAZ60dfei32nLXT9wzPkSNHjtNATnDKcdYSS8Gmd5RbARztTFJdcJpCCo4jZQva+iz6oiZhv06BV5l0SdREsSybG1bls+3AYCYDxu1QOK/uxGVIZ4qULXh5R4SfP9tG0pQsn+XlriuLCCiSWWVOdtZH0DVBImXTN2hR4NNp7kpi2/CHbWkn10euKWF/c9oJ8fDGTu75YBVfvrMCBc75lrR9EXPEADGetBmM2fgcJ66BEIl+xKafZZ/9QAd0HoGyEwtOhT6Dq1bk84PHhwWLF9/u5St31RBwnFw5U8xSeWVXH02dSeZWefC7Vcrz9TGdFZqwjwvEnkTOjLApnEROhaIIGrtt9rfEcTtVBmM2n//xIT63oRK/8xRfQ0LAOwSboYMa9TiLEwcJy7cx23ZjHt7OXy29lf9UlhKNW4BOS3eSWNLOOu8rl4f4+bNtGdfHweYYO45E+Osbi9Em0lFHilFzr2wp8VbUYq7/AtobD6BEOlGXXIdVu+qkRG6HKvnk+lK+/PPhHJ7rz88fEpDPHMlIH7rLO2K78OZjn+LSXRvBrsYkP366lcGYxfWr8lm7yId76LsjBLT0wy+ebeFwa5yL5vu54TwvhUeewjyyDcfciwlH+vHpftzrqvj352RW2Zmujv3dtuXouWKWLdMlPKfxNqsJWLPIy7d+M0gyJSkOGTzzDmfvb17u5I4rivjBEy24HQofvaaEYv/ITpITJWoKDrYm+P5jzfRF0gK4oQn+/pZK6oq1c8NFKyHPpSFds7GK053vhCUxTtMz0qULKouc7GmIZm0P5mk5sWmaMdGwSpbjuGUOQlokNd9JNRPJkSNHjjNBTnDKcdbi0KC22MXbR7KzXwr8p/+yNSU8/kYfR5r6ubDG5rXDCjXVRSysNE6Z46imUOGLH6pmT2MUXVWYU+Gi1M+E83tOJ0e7TX709HCJxpb9gxSHDG69JMjqRX5eeKuPzXsHuPK8ED94spl/vL2a3Y1RUkOTpHBAx7IllywM8MTraffTQMxCY/xJqSpshBUHwzNmAPXJ4E52QtcRpG2jFFQRdRZNelCdn6ehayJzvpB2qwW847u2hLSRZhI0B7H519PrqsJj9eGfQFhHTVjjsde7so7XtuGVnX3cdkkQaxIjV0nawRYz046IwViCtp4kC2u9PPB8O81dSfwejc9/cGKlOaeChCVo6rT45/saSAwFNAW8Gjesyqe+PcGiylNbwmV7C0gsvAHHm78Z3hgoRYTKs/bTSOE8+ArRF34CyRha9RKcF98KL9/HTRfNwVGYtit5nCrRRPZnFBqlxOjtwxE6B+wJZSI5NMnNlxby3UeH8+EcuqC22InbAFFUh7b+M2AmiQvXtEzAqwsUvvHxGtp7TfJcCoV5KtoZLoseTOn4wjVguCA5VPKnGWjz1xA7xaL+0W6Lrz0wHAT8wAsduAyFdYu92LakLyb4wr2HiQ51hXv89W46emL8hecQ3lnnE3v6e6T9T7DME+TPV3+Kbz6Tfj/nVbkpDmiMdV/Jc0iuX5XPQy8PZ3V5nArVxc4z4p6Vls2axQEYQ+xKpGxmlrn41p/U4tAFfufJBcof7TLZezSWEZsg7Z5+Zms3tdcUoZ1jCxtn4jNTsfjg5UV89Rf1mWt06UwvNUUOpioEqqqCbec6rY2GlBBXhh6qubcnR44c5yA5wSnHWYuC5I51RXzh3iOZQc3KujyqCg1O91O3o99mpqeHG/MeQt38OsJXQE/xR4gml+A8Rd8iaUNFQFAZ9GSVYp1tCAGHW0e2nX9lZz83rgoScsNXPlzF0a5kuq11sIyO3iQb1haRMiWKknb7/OyZNm6+rBBIB6OW5Z9YHBBCoPbWIzfdh+huQM66GMeiq0gYoWk7N1e8jdSDn0NGh5x2uhPlvV8mnlc5qRyxgBv+4dYK3jwUweVQ6elPsWZJAI8+vmtHOv3IpTfSkreAb7zopLXHxOMM88kbipnPiYPHNWX0SijTgskEsCctwUu7BrAR3PdsO6Yl0VTBhrVF3PeHNq6/oID/faKFvojJfc+182c3FE04eFfT0sKZOZF2ce9AVRUSVvo90ITNzsY4r+0ZyIhNAL2DJn1Ri6LgxANWE7ago8/C0AT5XgVDlRipPqRQSah5Y06KnJrAXHQ9ZrgWrWEzomgmavVyoopveCchINJH4pVfZIQO88h2hMuLWlTLDH8M05d2cJTn68RTknBAp7033WFvLElJnWBYsJSS82a4+ZubynlqSw9FAZ1rVgQp9KbzrqSUxE0FcE7K7qKqgs5BiKds8vNUjOPKk6SEgBMCxcdulmfBrMnpo4Uiii+4GZKx9BHlV5IIVE/58FK2IJYCl86Y9wchYE9jdMT2JzZ3c+mCPHQhae5JZp55x9i8P0bqlitIvvFTjj9AGelhibuRK5cvYEapi4VVLhzq2CcgbckVS/2EfDovvtVLScjBlcuDlPimz95kSoFpg0ubmCtxbrmDV/cOMqfSjduhZJ37sllefC4Fr24D8qSegUKk3ab9EXPEzzr7TKYcVPYupDpf4csfrqGpM4HLoVAWMvAak/9wdJnA6NqPdWATSqAEUXMeEUfR+L+YI0eOHDnOGXKCU47TQtxWaOs1QUJRUMM5wZDREh987aM1tPSkcOmCooB2wsH0qUKVKRY0P4h65HUAZH8Hgee/hrjl66TyTm0uzNm+4CclFAVGikMzSp3oQwvtXkMOdUaDypCD1n74u/85lLW/ooCmCmpLnNx1ZTGFeZx44jfQDg/fgzg2Wdz2W+zBDoy1f0bSPvlWPYoisA6+Niw2AaTiWNuf4M2KO1kxY2z3hxDQMZgW4gr8BolUugOZw1Dpj5iUFTp581CEwVIn1QU6xgmuadOSmPNv4Fu/aKW1Jy06ROI23/h1MyMQaEUAACAASURBVN/4eC0FJ3ATWZbN9eeHsvI2hIBLFvgmVZrZ0GWStODXL7RnynFMS/LL59p43yWFNLTHM13X9jTGSJrgHMecJhEc7bF48o0uTFNy9YogVfkqygTmfELA0V7JE6930DNosqIujwXVXl7fM0BXf2rE/r0DJtXhia2+98Tg679qxOvWWFHnY1E4QVXbc6S2/BZhOHBfcifJipWkxOiCqOb0oNSuRJm9ilTKJiWHy6SaeiW/erGd9t4UV8/9HCuTr+DZ+TAA5qFtGAvXooXCRIaO06VJZpUY/N+bKzjYEqd30GRmmZMlMzxsPzjs/Fy9yE++d+JlRoYqWVJlsKy2BIHEsk7OWWBKwcu7YvzsmVaiCZu6chcfv66UQs/Ze/PyOSWdhXPZ25GH0+rAFQjgKChHlZN3wR0rgfvu75o41BqnttjJn15fQolfjLh/SwnBvJHiZ1HAQBu69h36yPuXQ1fQhYWMj8zOiQ0MoqqwtMaFcwKh115dctlcF5fN9yIE2KY1LQ8aieBQh8m9v2+jd9Dk2vNDXDIvL1MqOBYOVbJ2gYdoSvC5O6q5/7l26tviLJvl5crlIfIMe1qeg1KC26FSXeyEN7N/dsWyIIZinZWLOmcjti0p9ECh59j3ZfJvnBACo/41Ek//9/C2LY/gvvmrRI38aTrSHH8sCEUQTYKmCPQpNirIej0hiCQhlpL4XWJiJek5cuSYEjnBKccppzsmuP/5dl4dymNaOtPLh9YVEXKNf3OXEnwOie8Mr4yXOiNw5HXMGRfTFV6BTorggccxBppPueB0LlBTbLC41sObh9KTYI9T4bbV4VFdLlJCgVewflU+jxzX7v621WEumZ/HmgXe9IP/BB+1EGB1HUVNZne/kvs3ol5wGzgKT/qcFEVB9rSM2G4MtrBpVy+zSp34x+ie3tIn+eyPj6QdQM810TkkgpTmG7znwgL+3++GO/DdfEkBN6z0n3DC15PQaO7KFlJsCR19KQo8J3bu1BRq3HNHFY+/3o2uCq5dGaIiOLkA9qbOBFIyIkg5aaY/J00ZzgVaMdubdv2N8/ID0RS9jQ0sLVR5+G2Fe+7t54t3VlEzgYYAbYPw+Z8cyZQovn04wj/cVsmeo1GuWBpi39Hs6+KiBT5iSZsDzUl8HpXykD76xFwIfrepC79Xpyrs5JGNHVxy/m7MzQ8AIM0Eiaf+E8dN95AKzR3z+Gxbkkxmd5JsH4DP/fhI5j38nw6IXXgJ1/k2IvvbUUJlmOVLsD3FWXM3pyopzoNSv4uULVCF5E+uKWZnY4w9jVEWVnuoK3MO5ZxNDnuaSscauyy+/9jwNb33aIyfP9vGX64vRrwzz2o6ENA2APsaY6iqoKbESThPTCiI/hhSQr5HIL2VpKxKnNrU3TORpOCr99XTO5h2zhxqjfOV+xr5l7tH7xZXV+qkKKjTNiQga6rgtjWFiKEPvjSoZd1PAe5cG0Lf+iP0OReTeP24kk2h4Kmey/t8oUktxkgJWNaY75iqCkBMSphu7bP50s/qM7eyn/+hHSnh2mV545Z+2Xb6Wi/zwZ+vLyGSsPE4BIYyPWLTMSoLddp6EnzwiiKe2txN0rR5z4WFLKl1Tao8TRcWqp0gpbgnnKmjCws93g0Cko58THnyCyPnEooqSJgChyqxbYnDGiT58s+y9pHRPkTXESjJCU45homkBM9s6+OJzd0EvBp3X1XMrGJ9yjmqEsHOxiT//WgzA1GLmaVOPrm+jHx3TnTKkeNUkBOccpxSFEXw9uFIRmwC2HZgkLmVbq5d5sM+R5YTNYdB5yV/xf/uLmfL9iSqAjed90lu8J67A0YhxLTlJbg1yZ/dUExLj0kiZVMSMvA7xy6nUIXkhvMDLJ/tpavfpNCvUxZU0Sa4aiUlCH2Utly6A6FOz23NNC2U2gtQdj+X/YM5q7k4mhx670bacRRF8NjrXeTn6TR3JTJiE0BzV3Io60jNZIg8+EonFy/wETxBDr7boWT9zjECnvHFGQXJjEKVv1pfBENulsmITbYU5Pt1Im0JHLqSVa7mMtLXf2mBg+4Bk5mlTt57UcG4bgmX2Yv62r2EDmwEVWPxovfzi4JlPPZaN3+5vmjcSe6+o7GsPCyARzZ2cs2KfJo6E6y/oIBntnZj6Aob1oYxdMHf/c/hzL6r5ubx0avCGO8oe0qasP1ghGvOz+env29l7XwnvsPPjli7t+vfRCmYN6kJakNHYoRg9/BWk9Xnr8P99q9JrrydBm0WFWO482xbpgUVCR4DVs5wcsFs99B7dWYHycd3EDvGtgOD9MfBP8HueZD+7vTG0+JlwC0QYzwfjvZIPvfjwxy7TDxOhbuuKmFOuROfY3LvhZASQzm5cuXOATMjNh2jL2LSNWDiCY38jvqcks/fXkl9e5Jkyqai0JHl6HSokk9cV8zh9iQdvSmqihxUhRT0qrsh0o1x6Z2Ybz2NdPnRLtxAMlSJY5ru5RJBY7fF45u7SaUk16wMUluoo0xg9f9Qa3zEV//x17tZszAv3clygujCIuBMH810O3zzDMnF8/Po6LdYUO3B61IJOu0J59kJAZ5oE6lN92O1HsCYfSFi0TVE9RMLJE6zDzbfT3LHcyAE+vLrURetJ6GODK4/W4mkBI2dSVKmpLzAIOQ+8RhCUUTmHtkZFTyztYcdRyIsrPayZqmfKpeNtEaWN8aTJm81pqgJG+RN8vuc448PRYHn3urnwaHcuWgiyVfua+Cf766m1D+1MXhrv83XftWYub8caI7z3Ueb+dTNpTmnU44cp4Cc4JRjQhw/cJgMuq6y4x2h35CejKxfGSCZPDcEp6SWxx96Z7PlcC8Alg0PvJ6gbmY5s3zj/PJZhi0F7YOS7oEUuqZQ7FenZVDnUCXVBSqQds+MN1FwqJKaAvU4R8skJ4oFldhFc1Da9mS2qRd+kIQenLb5d6pgDsaaT6C8fh9YJsaiK7BbdnDegR/iKPhzYu7l2PKdopOgvTdFUdAYEe4M0NKdoMBn0BdJu3Bs+5hzKPt1hBDErfTP8xzwZ+8p41/vb8yUtN26upDCvIkPtqbS3VAogv0tKfY0RIkkLG6/vIhfPtdGNGHjcSp87NpSKgt1dFXw9Y/VEPIo42ZbKQLsXc8iDmwcOjAT17Zfcv3FlTxQXzmh41JHqbvrjZgsnemhKKCzdf8A/2d9GRWFBm5D8DffP5y176bdA1y7MkR1fvYs2NBg8QwPqaE8qfYBSSpQitrZkH0O/vCkxVpdG3nMLodCtHQZB5wLiQ4Ws6R6cs6zs6VjZcA7cihRXuDAOfHYLBKWwpZ9Ue57ro3BmMXaJUGuXxUi+I7OgkIo/HZjG8efeiRuU98ep60nwfoV/tMePOxxpktBj39EKgI8J1BZ8gzJgvLj3qB3HLJbl8wv06FseJ+Itwq8VVC8HHXmWhRdI2Zr06o3NvVYfO4nRzL37837Bvj8ByuZGR5/uOgZpY424NXQzrJ1GUPYlPmPfR8tLOuEu2fhSvaQ+PU9yPggAKmtj6L2NGOs+2uScvQLXgiBWr+ZxI5n0xukJPXGI8jQDCIlq/AYZ/8Etz8B//pAI40daXHZaSh86c6qURsVDCQEOxtiHGmLs7DGQ3XYwb891EhDe/p52NCeYE9jlE/fWo5/5c2YL/1k+Jd1JzsGCvnG042EA/rp6S6a46wmmhI89UZ31jYp4XBbglL/5DtWR03BjiOREWPUvUdjDMTlCRf/cuTIMTVyglOOE2JJQUOXyc76KIV+nbnlLnyTePinUiZ1FW5e25OdOzGvyoM1mVHeGSZhCl7ZPTLodc/RBLNLHOdMZxUhoLHb5pltPbyyow+/R+XGCwtZOtOF79Q28Jp+DC9c+dfY7fsQ/e2oxTOx8mtGDcmeKqphEKldgyg7nyMtg0QiCcoKuihtqyfx+L/hvP2bRJ3ZAae2bXPNiiDff7yVq84LsfsdraNnlbnZfqA98/8FVR7yvSrH11GZtmD7kTg/faaNRMrmpksKuGReHt8c6vTl96gU5imop3AlLpIUbN6fdidWhp3Mq/QQT9r8xXvLcRoKRX4Nn3NY9PA7JxZCrssEct9LI7b7+vZxw6qlExJR6sqcI8KFr16Rj98lCFcZnDcjjG3b2LakNyYZiI6810RiNryzC6KUrF8VYkdDDEXAjoYELUuuo7xxG5jpyZLwFSLLF03aeVEdNsjP0+gaGF7R/9C6IowCB9UF4HWcmY5T00Flgc6quT42DTlZDU1w99UlOCaRs1HfmeK7jw6X5f1+aw95bpX3rfJluY9s0l0S30kkbnOgKcFVy/wYp1ngCLlhw+VhfvbM8Pd6w9oi8vPSKpQQ6RLdaRMIpY2lOpmOl7NRSJgSpw6qgI27+kdc24++1s3fvKd4XEdybbGRVSooBNx5RdEpvU+dbkRfU0ZsOoZ1eCtGrJukc/Swa02RmHtG3vPsQ5vZZS3B0AS9gya1xU7KguqE3GSnmz1H4xmxCdKNPh58pZNPXhvOcrSaUuHBVzp5/q1ebDvtcPvrm8ozYtMxDrbEONqZ5PHWBVx5wScI1T9LwluGteBq/vNXErBo702xtznOytpJ2CRz/NGhKZDv00c4vHVVQUyh10FTVwohRgqlwTwNpz7xZio5cuSYODnBKceYCCF480icf3uoKbOtKKjz+dsryZvgipxtw7KZXjbu7OdAc9rRURF2cPF836Rasp9pdAVmV7ho7ckuHaksPHfEJoCUVHjp7S5eeDPt1OrqN/nfJ1v47IYqfMWTqHk4S7CdfqhcgaLAqTLL2Zbkm490s78p3YlPEV4+e+2fMffVzyMiXTDKJGNeuZPb14bp6je5dKGfl3f0gYDrzs9nUY2H+lYfe45GWTUnj6vPC6K+o2jrSGeK/3h4+Hv302fa8bk1Vs1yEnRNPc9MKgpJE9z6id0xNoJfPN/JSzv6ANjdEOWtQwbn1eXxP4+38I8bKvHo9qScAcewFAMlPBPekY/lLKqkJDCx4Ot8D3z5Q9W8squfzv4UF8z1Ux3WcQy5q0xz+MB8LsHSmR62HRh2WmqqoCQ0uhsh6ILzZ3soL6hmf1OMHTGBvO47VCf3oukaMlRFVJ98J0SfA+65o5Kd9TG6B1IsqvFQnq9lcofOZHWxDbT02hztTOJzq1QVGuMGPR+P15DcdWWYdcuDRGIWpfkGRXkTL9lVFMG+oyMF/Rff7uOq5UFc6vDnqWBz/apQ1nMJoLrIiWnaGJMziU0KRREMJNJOpjwHmZmOANYu9LKk1stAzE6HiHclePT1Ps6f62NPQ4yDLTGWz/Iyu9RxRhpfvBMxlIP1sz+0sL8pxorZeXzgskI0deRETFPEhBq4+RzwuQ0VHGpNEolb1BY7KfZPPMz+XEBoo6zMqDqqGPtmaEmBVjYPq3lv1va+2dfx2+c6s8SYv7mpnKXV2eMKqWqkTBuHcnLh/lNFUQRtPSPLZhvbE5g2aCI9XvREGknuep6PyA5uvPpSfrGnkB0tkkTSzjSDqClxkUzZNHYkGIhZ/GZriqccVcyv/FO6m23KTRcBTyyzSNDTn0II5zk1zsoxvWhC8oHLwnzt/obMgmJJvkHPoEnCco4ojT8RlhQoikBT4S9uLOcP23rYWR9BVeAT15fhnkDn4Bw5ckyenOCUY0ziJvzoqbasbW09KRo7kswrm3itRMgl+dTNZTT1mNh2utW3Uz07SkEmjLR574X5vHkwQt9QS+WFNR5mlk6s89XZQjSZXsEOejVml7tp7UlS3xanqStBXbH7TB/elDmVk/X6jmRGbIL0ZPMHrwq+Ou86HJ7RhQdDlVw8x03CEigKvP/ifBAQcKWX4z5+dQFJCxwqIwbSiiLYsm9wxGs++UYPK2eXTSmEWVHgUIfkgRdbaO9JctmiAJcu9OEfo5SyJyIzYtMxWrqT+NwaDl2hKKAz1evetAXu895LqmE7MpZ2PsrwbMzw3KzQZ1sITEuk3SGCLFFOSij0wvtW+RFCnDDHSEHyiRvK+dGTzWzaM0BpvsGfXFdKyDP2KUTiNt/5zVE6h5w0lWEHf//+lZNyd45GwAkXz3EhhHvIzXT67h1CCBLWUGeo44KYhRC8dSTBtx48mtl3XqWbv7yxBNcEOp4dw6XazAofK6kdeV2fCNuW5PtG6dwWNNLh7se9lJSwoMLJJ24o5Tcvd+IwFNYuCbL94AB3XB6e/HL3BEnZgs37otz7+zbiKZsrlwV5z6pQphwqaQqe2NzFH7alxfxls/JYvTjAtx48SlNnerL+7PZebr6kgPXn+5Gn0c2mKIKYCYoQ6CL9PRpICL74syOZif3zb/XR3J3k7quK+d2mriz31PWrQhMOmPc5YEnV8aLMufN8nAjCE0Qtm4vVtDuzzbH0auzYIIxhxLFtiTJ3Dex5CQbSOTQyWMnBRJiG9uwx1v8+2crXP1qNU5UYMoFo24O97xU0fyl9xSsQofJRg+hPJbYtmV/l4Vd0Zm2/fGkAQ00/f93RZuL3fxbMBAIoOPQaf7nuLxioGcTd8RwX3HU5EdvJmy0Ke9oE7780TO9A+nsRTdhs3p9ekPR7jazSzNoSF029NkW+U+vozXF2Y9s2d6wrJpGy0VRBNG7z9BtdrF44Xjvj4xCCjbsj/M8TrZlNt6wOc/FCH3kujTmlWk7YzJHjFJETnHKMiSUhlhi5apc0J39Ddqg2tQXH6hxOn9ikKGJU6+xUyHfDv9xVRUtPCl0TlAS0E7azPxvxGPDeiwroi1i8fXiQqrCTy5cGCeade+6m08XxZVvH6Ow3sWdcgFTHrkOUUmZW3gKuzMbMv4aSPTc2RFrcSEmNouDIyXdZvoGCnNL0ralX8uWfD3d1+9WLHUQTNrddGhx1IikEo1rVHbrCPR+sJOA6uXl91F2K45avYXcexVJ07GAFisOTDoMfcl7c91wbB5pjLJ7hZV6Vh+KATm1hdvu7iYo2FWEnn7g2zJ2XhzE00jlTYwXaq4Jnt/dmxCZIZ45sOxRh9Xz3SesZUk5cjLGkoKnH4lBLnGCeRm2xY8Lu0uNJWoKth2P8+sUONFWwYW2YeWUGugpJKXhyc1fW/rsaohztSjGr6PQNEerKXZQVOGjqTLs9dE1w6+rwqAKroUounO1kaW0lA3GbwajJ+bOLMq4sRUhckSZkfyf1/dV0J13keR0ndd02dpl899FhV96Tb/QQ9OlcN9SBbVdjPCM2AWzdP8CF830ZsekYv9nYxWUL/fjG6HA5nQgh0JL9dHcP8PQewbaGdA5bXalOa29qRKnpvqMxHBp89e4aXnq7j6QpuXShn/LQWRbCdAaxUFCLZqDXLk13VPPmYzbuRK1MnfD3Io4wzpu/SsfhwwwkJDv687H7R+43GDOxbIlqCMTejVjPfQ9IG8yC7sdpv/xLeEtKTvvEuCJf4xM3lPLTIcH16vOCXDh3uPug3bo3U3Z8DLHlQYKVC9FKq0i89H18rfu5uKCG2kV3c9+bKW66JMyGy4s43BLj1V3pN+PCeT7u/X0L4YDOLavD3P9CO/uOxvjk+lJWzXLm3CfvUkpCBv/+m2aS5vBiySduKMGpTtyR1BOV/PCp1qxtv3qhnc9sqKI8pJ2yxYocOXLkBKccJ8BjwA0X5PPgS8OrWoYmqCg8+8N+FFVg9DfBwY0Q7SU5/zK0vGpMJpFiOwoeQzKzaOolTWcaRUgaOxI8P1RSd7g1zluHB/nCnVWci+czVWKmoKkrRTRhU5ZvkO9lzNMvLzBGBAKvm2/gfPm/MR0uHFf9LQkx9ZRJjRTOnoMkD25B9DTiWXwNS2sXEfRq9Ax1vnLogutXhabsiqhvT47o6vb0lm6uWREcNbsr6BGsWxbk6S09mW21xU5Wzvbg1uxpmewk9CCUBDP/P/aS/XH4wr31DMbTk+EX3+qjq88kz61y4wUhSgOjT35VNb19zFJBKfFM4NYlpWB348jyrgPNcdYu9J62oG4hBG/VJ/j2cc6jmiIHn76lDNckn9y7mxL89yPpfCRDE7x5KEKh3+BQa5zntvdQFDT4yDUB7nu2LSOwxk9zQ4eQS/LpW8o50pYkadpUFjoo8Y/tXpQSnKqN0wOFnmwh0t29l/jT3+WthX/Lt3/VQyLVjUNX+Nv3lzG3VB91XqEpNkayD6loxFVf1jUuhGDPKNfE89t7uWKxD5cu2HpgYMTPY6OI1bYtsU/1xEakc0g87dtJPP3fBKN9fKC4jmXn38UXH2jkS3dW4xwl6EpTBaoqKPHAbZcGATHl610ogmhKoAiGJoXTd87pNaTJd1mVCLqjEtuWhLxKlqNyoiSMEA7DSfzlXyIcbmR8EBEsQQQqxv3duOqDiiW8uWuAVw72cfNlBroqsrpXrlsewmOAkhjAfvXn2ccf7ScYbySSKsU9CffhdKArkovqXCypqca2wXNcSSmCTKOFbCTGvMuIPvIN5GBa1Badhwl1bCMcuILP/fgwtoQF1R7uurqEoEelqsjBZ26rprU3yU+eas08A3/wRAtzK2rw5eKc3pUUeOCfPlzFH7b30dqdYN2yIHNKs0tPlaG6zbGyEAdj9ojcO1uCoTKpEvIcOXJMnpzg9C4maQsauyw6+5IUBgwqQmpWhylpS9Yt8eFzqTy9tYfSfAfvv7iAAs/kB3pZf1cqxJMStyHQxPROaoSAjojAHzuK8rvPQipdCmW+/QzO93yawfCSaf175xp9UckLb/VmbesdNOnsTREqfnfcDmKm4L9+18pbh9OZPqoCn76titpCbdQOa+E8hc9uqOQHT7TS2Z9i3XyD9QV7EIcOYgOOgRYSvtopH09PX5xndwbY0XI5F87UWNWynTJ9D1++cx71HQksW1JR6Dip751DH+ny8zjVUbu9QbpV/PsuDDGnws2W/QPMqXSztNaNWzv1IkRLj5kRm46xsz7ChrVF7G2KURb0ZAkGNukg/Oe2d6NpgjWLA5QFxJT1UyklF87zs+9oLGv7ghoPpi0nEmUzAkURmFIFaaFM8MBiKcEPn0yvxq5eHKCswIGU0N0bpyZkk1QmVgKrqApPbk53+HEZCndeWcwbe/t4dntvpvPPvqMxtu0f5MaLCvnFs23oqqA0//QvLPgdksWVw4sCUymVdcg4ief+l+75N/GtZ8yMIzeRsvnWg01842PVIyatrlQPcsuDJHc8i3B5ca/+CInSZZgifSxSSsLBke9HZdiBpkgsSzK3ws3LO7ItKz63miUcA6xdGkiX1p4Cgd9l9WF1NtA3kMIZzCf+2L9BKn0di9a9zBA/YfXcj7DjSIQrl/q5eL6Pl3cOH/OtqwsJutL3mXTG4tSOcTAleGZ7P49t6sRpKGxYW8R5M1zjdrAcDyGgKwJvHo4QS0oW13goDSiICRxn3BT8dlMPj2/uRko4b7aXu9YVTbpDqyUF1vxrcBRUYx18HSU8A6qXE1Un1q42zyG5bnkeVy71YaiSL36oip8+00ZLd4rLlwa4YokfpCSRsjHs0XKhJPoZclbbtmS0CMGeKPRYVczWHFkuJ2P+GuyuhozYBICist97Hk8+PTwO2XEkwrwqN5cvcGHbks4+k387TmgHSKQksaTE55gex3qOc49q9wAfW9qLcOQRNfSMcC9JO4E37R7AoQtWzsmj2CdGLCzk+1QCXo3e4+7HXpdKgS97wSJHjhzTz7tjhpljBLYQPLGlL8u9dNuaMNcs92WN8t06XL7IyyXzvenWxnLqK5VCQH2X5L9+10BLV5KqIgefuKGM0omN0yZExyB89b4GvrJid0ZsOkZy4y8xbpxHkrPfoXWqUIRAVQTmOwLbxxIe/hhp6ExmxCYAy4afPN3KHVcUMb9MGzHJFUhmFWn8620+4ns24TnyAuLQweEdRp0UTIyErfDlh3ppHerqtLcR9s5bzP/x7iVUJ/A5h6/VY9+7uCVo7jaJJWxK8nXy3eM7wavDTkpCBi3dw+U9t19eRJ5hjzmpd+uS82odrJrtwrLsaXObCwHdUWjpTuF2KJSGtKzQz9HEMV0TWLbE49RGHEdDl83nf3Ik8/9ntvbw1btqKPVP7ZqWUlIRdrB6cYAX3upFEbB2aZCDzTFmlDgomETUmSZs2gbhlV0RGjsSzK92U1fhpsTHuONbS0oGYybrLyhgX1M040os8Oncc3MQv3/CZ0SBPy2cXLE8yK9fbGft0hAPv9KRtddg3EJRYGaZk7vWFVPgGXldqaogYUr6ohK3QzkrA1YVO4nV306P7RtR/h1P2vRGLHyO4RJiVQF2PoX59jNA2kWSePzbOD7wT5j+mZn96kqdVIUd1A8FPDsNhZsuLkDIdJnrsplePn5dCXsaYmzc1Uc4oON1KnxmQyUvvNXLvqMxLlng57xZJwgPGyJmCho6k/RHLEpCBqWB8TuXeZKdJB/+ErKvnTxAuP04L7qF2PM/Hn5vWnazdGWKiEtDEzZ3XF7A6sUB2ntTlBUYlIdOLsNEKIL+BLyxL8JDL6Wvr0TK4v/9rpnP3FbJnJKTG3J2Dko+++P6jAvv/ufhC3dUUVMwfkn4/pYEj70+3Fr9jX2DzC53c+2yvEl3h0woHhIl56GWr8S2Jz8msm2JisSyoDyg8Pc3lZKywaWTcbEmdT/2ovfhfOM4l5PDDfnV6GdZllFnv8kPNhl859q/Rh54FRkbQKtcgFn/Flr1YhAKDJXGKnn57OowgPSzSBHw3osLcTpUXtgZo6bEQXFIx6ErJFLDD6fyQgdBzx9XAH2OiSEEePoPk3jkX5DRPtAM3Fd+gmTlSpKWSkOXyefvrc88ix7e2MVX7qqm2Jc9BvDokn+4tYLv/LaZox0JSkIGf35jGXmOs+85liPHHxs5weldSmuv5KGXswMg73+hnaUzvRTnZe9r2xJtGhZke+OCr953JDNYrG9L8PUHGvjKh6unxTmhqgp/2N5NNGEhRhMBrNSEVkL/mPG74X0XFfDAi8OTzepiB2X5754VnoHoyGttZJyqagAAIABJREFURshmhn0AR30Piq+QpK+ClMi2QRgOJ472bVjtw2KTyK/A8pWO/cdEevW3vc/E71YpzMsOPm3qSmXEpmNs3DXA+vOWUzHKxxFNCb77eCvbD6YFM10VfO6DVVTnnzhjJeiy+fsPVLC7MUp3v8mcSjc1YX3cNucA5qilEulJ8dGuFJG4TWlIpzBvYk6D+m6bL/60PlPid/6cPO6+sjCzcl4S1Fg+y8uW/cPB6deuzOftQwP86fUlWa+lqgqPvZYtnNg2vLyzjw2XhlAUQSo1eUHQ60y3W751TRgpYfOeAQ62xJhV6qJgxsRqOtypbjo7+/jSoyo9A+kV1df29HPjRQWsXewjME6Gj8eAa1aEcDsV9jQMl3N19qd4dEuUO9b5JhTkbFuSa1eG2LirH49Tpas/3bxBUwSpd3xe5fkGn/lAGZoYOQB3Wv1Y+zfj2fciIjiLxsKL0QorqQgq0ypGnuxrJfU8jAWXE1QGMLRs0cmhK/g92eKEbkYwdz438oU6j9BjzKS7N06ZN0HQpXLP7WUcajNJmjblBQ6CrvT71BWFHz3dwluHItSWOPn8HVUE3CodfSkMFW69OIhNKC1OjXOCCUvw/Sfasq7/v7ixjJUznWMKI0II5JE3kH3tmW0y2ofVWY8SKsXuTpdTCk+QftNgYaUbSLtVZhdrzC4++TLxhCV4+o1+WrqTNLTHR/x8+8FBFlSExryfjIcQ8NbBfpKmxONUiMTTIviDL3Xwf28qPaEdTlUFO46MLIncuLOfK5fkMdWEqukqr1WFRFUzmgyQFp96ai4jrvsJNbxAPK8Ma846NF8R4iybHYe8Gm29Keq7oaztIMLhIf7Sz8G2UIpn4Vh5I4nXHgLAjvRSu8gF29KC0/oLC9i0uz+T3QbwqVsq+MKdlXzn4Waau5LMrXTzsWuLJ9WNLMcfDw5rkMRj30iLTQBmkvgT38F19Sdx+EvZuMtPcdCgrSeJLSFlSd7YP8j6Fdmr2VJCiU/wxdvLGUxIPA6BoeTEphw5Tgc5weldykDMHHGTtW0YiFkUn6IA6ebu1IgA5q5+k9beFLUTWKEcDwkcaokTTdi0uWbiVTWwhq2zxqqbiQjHu0VXGRVpS65YkkdNiZM3Dw1SXeRkQZUb5/9n77wD4yjv9P95Z3Zm+2p3tepdtuVesbENuIFNhwAmtEAIpF5yl8vlcpceDlIvIe1yueTyC8mFdEIvxhQHCNWmGDfccJMsq0ursn1m3t8fI6+8XtmWG9hBz1/S7Ozs7OzMW573+T7PaWZ+fjyoOKhUaEqlxkdKV6OuuJf91I9z3vth2pVk5NBUJI2OZ/FHUd9+CfPtV1BqpqNMWEJM8Q77OULA9jaTb/+xMevR8f6FRVx8RiBLOg131RUBSUsbdjLT2JnJkk1gD6x+tbKVr95QmU2fOhQKPZJzxrtRFDE4cT32yVLSEPzssSHiSxHwpRtqGF+qHnbwZkjBL1e05PhJrd7Sz/lnhLIG1boi+eiFJSybFaKlO02kQMepwdIZAQqGIWmGm2eaFryxK8Urm3upL3Mzb6ID31H0dgUelU27YzzzZm756Uh9jVRFItc9yq7QZfT09+S8tvLVbs4Y5yPoOsI0V0reNz/E/S915720cW+GtDG4EDAClBcIvnNrHb1xE90heH5DlAvPDPPAAYsOkQKN6iIdxzDqCYew4LX7kOufwASc+7YyxvsSa6Z8kbCv+rj9ZDKWYG+3we62JEUFOnUl+jEncZmWgBmXUfzWKj6ztIYfDZbVOTXBZ5dXEHTlklqWoiOCZUOTmf3HcQVp2dXIbG8jbNmO0bgBf2kDs854HwOuMsCeqKQtwZ1/aaK5y55A72xJ8p9/auTiMwv5y9868DgVfnxTAeFMK6gOzGAlKcV7SLXwvh4jh2wCuGtlCxM/Wof3EBaEiiKw2nfmX4ueFpRAsU04CQW55B+YXlhB4BiM5w+HlKnQEjUoCelEghoORdDYnmsgXRjQjks9paoqRSEnVy8sIp60CAccvPxWH7GkhSkFhxtBmKZkTHl+4zGl1oM6KL4Rwk7QRIicRMwjYSAt2NORJpm2qIrolAxTynMskFISDAaIuhbSVH0OLqeK3ylPObIJoNAr+ORl5Ty2TeUDVWfhXn8/WCayfDJb/PPoNd1MXz6baHMzhieCItxMqM6wpTGOz63mkE1gJ/V9+5Ya7ripimSGk2K/MIrTB0qyF6M/N9gCaSH72mmJWlSGC0mkPSw7I8zmxhivbu0nlbaynk4HQ1MkITe8pycDoxjFO4xRwuk9iuKgTsCj0ndASk3Y7xiMOz85HbvXpeatYGuqwK2fGIJLWhbnzQyyuTHOj19w8vnFX6V079NoyR6U6ReTKp10yq5kJAxBa9SwI+dPcvyvywGTKzSmVYePqRzgcFAU2//jVL3OACUFgn+9uoq7VrbQGzO4+UwT9an7cvZJrb4PT/0sMt66nO1xLYwy+TLUKReTsRQOV4kRzwh+8lAz9cUq109PEjC7iTvSxGI6AZ+tkikLadSWuNjdNqQIWDA1iOYYnow40AtmP5q7UgykJKERpl4dbfnIcGjqyiW+LAn/++g+vnVLDU7l0O1HxhI0daTytvcNpOGARDSPJplUoTGpQjus6sU0LS6ZG+bVbUOGzULApBovd/6lCYAXNvbxzJtRvnpD5YiJVa8muXx+hF8+PpRKpigwrmJkF1nPDJDZ9AzyrIvzXrMsOeISVqcimVXn4vE1udvPmuhDG8HKrBB2mXFTRwqXrlBbrPPxS8r5yUPN7OtKc9OyUpraE9SWuJg11ofvEESEnuomveGp3GPHuqlS2umNVeApOPYUMyHglW0x/t+KofSgKbUe/vl9ZTiPkQhPOEI4pi9ntjXAfzf4aOu1CHodFLjzr1kaDf+CG0ncezuYNuWsFNeR8lcyvftlrG1bMXa/CYDVvQ9jz5u4r/kOCUcQgO4BK0s27UcsaeEYZAP/fanE8+hXSCV76Tz7s6xa38vm1uhgeZ0nj0SKJ/Ofn1jSsknaQxBOpmnhGjsXY/Pfcq9D7QJEpBbftAsgUErCU0rgBLfNPUnBM29GeW17P2VhnVnj/CyZGWT1lj4SgwRtZURnap130Bfq2NCbtPjDM53sPSD176ZlpZS742iKPGJl86QqN5NqPLy1x1Y6lYQ0ls0KIi1JxoL1e1Lc90In+mA6YkOpdsQyxv4UfOeeJpo60qgKNFR6uOWC0jyV+PEg6AJcp3opmWTOGDfjS8vobp1O1eUTQSjsUarZ2pihLylJUMHjG93saEkArSyeHmTxtCDDmeL1xuykPo9Dojvt47+XoCkWIMlYo+nBANLpR3iDyFjuApARruWbj4fZ1zO0cHLlOREa21NMrPHyh+e6mT/ZorxADI2pBfQmBNGYke0T3mO31yhG8a5glHB6j6LQY/Fv11Tz/1bso7E9RW2pi49dXE6B88R5tRyM0gKFy+YV8vDLQysVVy8qojigcCJILilhao2LaxYV8cCLnXx1pZOPXPhhptS6qSnz0dGRnyJ0KqAzJvjGH/bQPVh2c+6MIFcvKMR3klMzjmfwfzAkCnu6DNbvjOF2KUyt9VJ+mISpdxMKMLNW57abatnRkkC3dpI34pAWsrcd4avPI+QsS2KNoAgjnpa4dfjs1Lfxv/iLoc+ffwPWlIsxcOBxWHz80jLWbO1nX1eaulIXmiqIBNT8cwKKg/kzzjkNftTjSC0XQpAw7KSWkRpaOzC4dIaTV3ZZdPbak/TOvgwDSYnzMB5HASXB/HFOXtiaSzqV+w8dKX5Ef6qIyu0frOHxV3vQHIJzZ4a4a8W+nH2aOlI0dho0lOQO4BUFdCOGpeikD5jNSyk5c5wHTS3jkdXdhLwOrllcRGnByMzILVVHCZZSk3kbv6csJ37+/NlhCv0jm0DGMwLd6eTiM8OsfLUbS8LMMV4WTQuOiChu7La47e49Wc+2qiKdL1xbxZ0fq6OjN0PY5+D86X77fj8ola03KenoNfC6VGpdIseHJbufouBzD3+vjhT9KcHdT7XnbNu4O05zt0F90bFPuAwpMISfqjI/Lke/fY6HOE0rncJ19rW2H5uiIgd6EG2b0HSN5CDZtB8yFkXp3QeFNuHk0kVe0hiAQxGMKdWpa1uJiHXRP+dD3PF8IZ19NuGxbW+CXa1Bbj6vMEe1Ul6ooTtETing7AYfAffh+0mjeAL6/GtJr7nf/j2nXkSy8gw0X4jY/lKkERCUfUlBLGUR8ik4j1TCJASPru7mqcE0y70dKTbtjvHB80v5xGXlpDIWPpeDjt407dE0PqfzkKTmkdDYls4hmwAefaWT/7yxaESlpT5d8tkry2iNmhimRVlIwz2ozNuyL82PH2jO7vutPzZyxwdrqD1AeW2nYMqcfnNHa5qmjjQXzg4zrtLNy2/1sfK1bi6aHR40LX7vzGQFkpBfx2E4sJ75JZ0NV/L1Z9tzAiBuvbCMpo4kaUPy7LooTk2hrtSFqpCTHnbRnDBe7b2XUq9i4u55m8yr96EU16FVzyCdypDxlpL2lhwzAX+6I+kI4L3wn0k+/B3IpEAoOOe8j+3xEPt6cpnmlWu6+bdrq/n1yhaaOlI8urqbz19bxeQKDQRs2pvhR/fvJZWR6A7Bv1xVyeQqbZR0GsUoTjJGCaf3KCwLasKCL19fxUBS4ncLXMrJI5vALpW54IwgE6u9tEfTlIZ1qgq1o5KvHwluB1w2O8DiaQEUwKufWAXPiYZE8Idn2unuNxAC5o9zMqVwgNSAE3/Ye9oMuLa3ZfjmH4ZMG70uhdtuqj0hK71CCFxGFJGIIl0FJLXQcf+mliUpdEsKx7hwGRWY3hAyNlT6JHyFoCjH5SkTcCncMhfcLVuIzv8kzngb7s0rsF7+I84xszHctvdTZVDgmuonOmAhpKQ8rOFySNuXBYEiZFaVVBF2cPP5pdz/Qgf9cZOZY33MmxTAdxgffEWxFXSakk8o9acFT62NsnlPHI9T5ZrFRVQGlUNeXyEEvoHdjN9wD+N7mrli+mKez8ziNy8bnDnBz+FGbRlLYKXTXN/QzkCqiDd3p/G6FD5yjoNyWpCM2AU79/sJqIuofPqyYgB2tBt5ihPIV3a5jV7E5qfJbHgaUVCMb8FNxAvGYEl7yd3lkJw13sOccR5URSCkNeJBaQonvsW3Enr4u9x+4Rd4uinEnvYM50wJMKXGg3sEE4ekKfivh1t4a0+chko31y4ppq7ERUOZNiJi0ELwh7+25wQENHWkeXtfkpm1TooHbxo5jDSkqcfiJw/u5fzZhaQyFh2FHubMfh/GmiEloBWswFtRh891fMRyxrQTuYSAM8b5GVvhJp6ysglEw2G4yf+xQlUVzG0vYmz6a+72sgbEjAtAUfODAdShoVPQLbhpWUk2URBg0fQg63fGqIsInF1bsYBmtZbOvtzjPLMuyvvmhwfLO2yEPbYR9q+eaKWxPcVZkwNcfU4E5Qj9ZErxok69EueExSAtMq5CPCaM9Ka1gDd3pfj5oy0k0xalIZ3Pvb+SYt+h39OfglVrc0tG4ymLeNJib0eKAq+D/3l4iPytL3Px+WsqcatHf8OkhvF+GkiYSM32oxoJdEVSHVawlx3s9xgoPPZKftnqy1v6GbMoRMaA3Z0Gq7f0MLHaS8jvoDig4nNCd7/BjUtLcGoKP3lwiLB6cWMv3761jsjw1dZ/t+iOC36xysmCiV8gbakMJHOJ5Gfe7GH2+AAvbeol5HNQXeKkvszJ7R+s5e6n22iPZlg2K8S50wKn9LjtZMHdt5vkvbehjT8LOdBD5r7bAdAcOgNLvkCidNIRvf9OZfSmBG1Rg+iAQWlYpzKkjKgvkxLihRNxfeD7KF17ILqPzNaXiNbP5mCJXMaURAcMFk0PYklbLffnZ9v52g2VxJJkySaAtCH50QN7ufOj9RS43nv32yhG8U5ilHB6j8OtWri98E7R+35dMqVSQ63RB5Ovhv/cWEbQFs2gOxRKCtScOGUx2L8cajwipcSnHX6fUwVpU7C5MYaiwNcuUhi767coa95EvF2Jcu4nSIfHnfIDL6mo3P98a861jiUt1u+KUT7De1yTUSEEvu63SD72A2SiH+Hy4bn4s8QjJ6g8UkqSaoDAJZ8h9fzvMFu2o5Y1oE9ZjPQVHVP5mcvsR402gZGipHwC3990OevWpikqqONTC86k4Y3vQ6IPBgknKaHQLSh0719Nl/SlBau3DPDCxl7GlLs5a1IBfreg2C84s8FLWVinN2YQ8KrUFumHHLTF0oK/ruvlqbVRSkIaH1xaQlVYscUeQrB7ZytLvTu4omwL8eAY3tiaxD21mrB72MPhSbSSuOdr2ehrz9o/sWRyH91zL6W61ItTG16FEU0KfvxAM/MmBVgi2vls8Hmi589GN/oJ7niaZO3njsq4VwgwMhn6YgY+j4bT6ciaERcHHJw1uYAXNw558oT9DqoievbcVEXC+kdJv/6IfcVjPST/8h+4b/hPYu6K7Puk3B+YcKAcH7r6DYI+B0V+BeTwxEc8OBb31XdQE23mI9PBDFaSlM4RP8/7uo1s+c+2vQm27U3g0hV+8LG6wxKMYHvRtPVbnNEQYFKtj8dXd2WVBj0DBkI4D/n8pC2F/3mkicvPKuJXK4f8tq45cx7vv6Qea+caZFE9VM/G4w4e1TOStgTtvSaWJSkJOnCqkqBbYe5EPxOqvLyxvZ8/PdNOgVdlXLkLC3Lui4wl2NaSZsWabkJ+BxfPCVMeHJnq7FCwLIlSVJO3XSmuJ+0vR5+2lPSbT2S3q+UTMAKVQztKyTkTPIwtq6U9miHkdyCB7/65iRa3QmLaPJydTcOWSQsx1J8dcDgqQwpfuraCtGknxY60sTMlxB2hwX9G9JYsOgckP7p/iDRp7Unzkweb+doHqg7pD6cIcDqUbOncfhQFNUzL4pGXc4NJdrYkWbcrTtDroL5EOyoT6MqInqcku/jMMJ7jUMIIIVizNYbXna+kK/DYfnRvt2X4+aMtXHF2hMaOFO29GbYNlu2WF+q09mR4fE2uv0wqI9m6N0FkvN2QOhSJgkVGHl8K4KkMISAaN/G5HTz3VoLpY/JXm5Jpi0vnhlgwJWDbOrgYVO0IvnhNBRlT4tHkCSn7Pt2gKAJz+8sAqKVjSD7326EXjTShV3/JhjO+QmhsYTbJ8HRCNAVPvxHNqXC45cJSlkzOjUMVg0ErO9tSmKakvtRFxCewpCSuRTCLQvTHXQQKOykL63hdJrGkhaLYCx/nnxFmS2OMJwdVl2WFOpfOK8yST/vJpv1IZSTRmEGBa7R8cRSjOJkYJZxG8Y5DSolhHLrD7IrDHb/fk012OnOCn1uXFePVJZ0DsLkpQcqwmFztyYs9Pd3gckim1fkI6SnGbfkfxGACmuzei/ng13Hf+APiWuG7fJaHh2lBLJU/IYknTezp4rEzTp5MJ4mHvwvpBAAyOUDq0e/huPZOMq4Td10SgVpcC25Cdu/FivUiQ1UkfNVHfRyXEcVa+QOMlm1kxi3m550lvNVoq206ejN8fQX84MIPUeEvOuQxpFD4y986eG69TZjsak3y6lbbWHtqnZfaQsUmbVUnhmEeWo2kCFa8FuWRV+wBXnTA4La79/Ddj9gr75mMweS2h9G3rQJABxZVTKMz8WlwH0LW0NOUJZv2Q9/8JNMXLiOp+4c3eha2im9HS5LufoP6C+dSogaI7HuBlK+CvbM+RcBbigtb1WUhcIoMamYAU3WTJpddURRBS2ecOx/spG1wgv8vlxdTX+bCssDtsLj6nAg1xS5e29bH2AoPF8wO49WGZuB6pp/Mm4/nnqdlQPdeqKhgOCiK4K3mDHf+pYm0IVEVuGlpKRnDYOZYPyX+XLNgSwpi7jJwDybrHeVjcGAk+H4k01aOYmk4pE3B/S/3sGIwAt7rUrhxaSl3Pd6CYUrGlbsPb+xu2oN2IeDCOWFWvdFDPGVxz5oMvvAEli4+87CLBYfCQFrw00da2DRIotUUO/nc1ZUUuCw+vKyYXz3VzoZdti9Yb8zk+/fu5bsfqcu28ULAxqYUP7xvb/aYL23q49u31lLiP/Z+QEqJqDkDUfBYNuVNuHwo0y4g4y5Bm7IMd8VEzNYdKEW1mGWTSSi5daMOxSaJKkO2N5uiCL73kTpiKQuPyw/9eyhPbKGm6Az2dAz5sF0+L0LQPbyM0iEkjncwPLQ9ml/Wuqc9RX/CInyIMlmfLrluSTG/fmJI3VUR0enqzVAU0HPKqfa/5vc42LgnTnOXg1ljvITcI/uCRT7B7TfX8se/ttPSk2bZrBALp/iPi8DpTUrueryVWy8q443t/dmyLreuMH2MH1MK/vK3DpbNDjGQMHlpUy/7BtWTHqfC126sZsPufDUl2GScEOCN7cVY+zCyswnHxPPoKZmD4g0et9H+qYbuOHz7D41Z8nHuhIIsCbAfV54ToSqkUBnMLylWsVDVU7MM/52C0AdXeoYzJIvug3Qcw4qgnmb1X0IIWroy2bHIftz9ZCsz6+tzVFudMfjqb/YwkLCvge4QfONDtdl+QFVVKJvMs/Fatm9M8OUbCtnbmSY6kKEi4iTkVfnSr3dnj9fSlaaxLcmiiV4KvA6cmpLTtzo1Qcj73klpHsUo3i2MEk6jOLUgBPe90JklmwDWbOln8bQgpSGNr/zf7mzSnaLANz5UOzh4OT0hpeTqhUX0N+1APL8j90UjZQ8yik5twklXTC6YHeIXjw0ZLAsB0+p9WMc5ehT9HVmyKYt0gmRPJ2rZibsuGeEkU9CAHhqLBDLWsd1TaucOjJZtAPRGpvHWG7nx4KYFbZ4Gwrr/kMvyHf0Wf9uQm5jVGzPQNIU/PtPG568uB0tiHcElN5a2E9EOhGFK9namiHid+FPtmINkU/b8m9cTsdqQ5BNOQgiEmu8hJZxuqko9OH06YphBWzwDr2+zU7d6BgzuWZ3krMnTiUycjdepUBJ04FIlsYzg9bdjjHN3UrX9HqzGtSglY/At+QgxX3X2cqWSSb51X0e2jejpN/jmPa386CMVeN32+RV6JJec4eOyOQVYlkk47MnxcJNCRbgLkAMHJd9oh65X6BuU4+/31jEtuPvpVq5fUsJX/m8P3761lsLD+FcdLcrDGi5dyUnGmz/RT8Bz+DrPvd1GlmwCW2341OvdnDczyLQ6LxXhw3guCWjsTHPPoPdKyO/gpmWl/O7pVmJJi7aeDJZ19GSTELBhdyJLNoFNZjy/qY/L5wTwZrq5qqaF66tidCnF3PWqRnOXQUt3mtKATeIYUuG+5ztyjmuYkrca45RO8QLH7pkT0yO4r7oDpacRLAsZriKmFYKEAXcluCtRKuePWHlhWRK/E/xOQYoQ+rn/RCjRxRcnB3mjUbJ9X4KZY3yUhDSiCUnQzbs+3wkNE+MYCWh4nIJDnZyUUF6oc/P5pezrShEclBbf/VQrt99UxbnTgzy91jb6VRW4ZG6E7/25MRu2cL9H5Rs31+SUFB4KUtrlx/+6vAzDlLgcxxeAYCvLbOXE/c93cPP5ZXT3Z1AVwfhKD/79c38JqiJIGVaWbAK7dPDRl7u4ZWoHVYU1/OyxNmbXO5lfL6j1xanQ38I5ECZ+7x1DfVj7L3FP7+IXnYu5aWnJEZWKpxP2dqZzlG4r1nTx0YvLeW1rHz0DBpfOK2Rqteu0VXilLIXWqIFDFZQElGHTPI8HliURY+bCqw+Ckv8smhXTSGsBNMU67Ug5RRH0xvOTsU0LBhJWNrFVCMFr2/qzZBPYZW8r1nTzkfMj2ec96Ial03wsmOznrifaeemtvuz+1y8ppiLizEk+fGtPHMMqJOiW/MvyCn54n11W59QEn7mqksCocfgoRnHScfrO1Efxd4m0CVsa43nbu/oyvP72QJZsAnsl7KGXuhDKib+NDy5zOJko9knqq0PDTnaF69Q3gbAsmFnv4eOXllNd7GRClYcvXl9NbeT4+WzL6YODSQ7VwQA+hBAYUtDWL2nptTDk8f9oaUs5ZrIJyCEwXOkofk++TNvtcx920C2xDYezx9EVFk0LUhlxYhhgjuB7GlLQG7P4zPJK/umKCsoKh2Y2Ls3+fg4xPGGlDZMy5zL7cG9bCd2NKKFcBZC+6EN4AsFDJjo5HSInknxrU5xfr2zFrQvqi1RbFSUEj73aQ0dbD1Vv/A/sfg0sE6tlG6n7bsedHiJQunvTOYQ02Gqg9miu8so0JZmMMWy5W0r1oi/5cM42EanGCueXVu1HX9zMaX/AvvdNS5JMW+zYlzjEO48NQTfc8cEaZozxEvQ5uGxemBvPK0Y5woRtuCTDnS1JLptXyLTqQ5dfAkTj8L17mobK7/pt/4vzZoUB27z6WCb5iqKwuTGWt/3NHQM4ZRzHy7+m8sVvUfTyj5nw0lf50lmdeJxK3vPjUPPvfYci8ex7DfeG+/F2vYVmJfP2GQkSjiCxomnESmYMqyo9HnIjLTXirlI8HhcLJrlZMiPIL1bs4/O/3MXnfrGLTXszw6Z1nQy4ZBxPuhOdXGVOSUDl/Qsj2f91h+AfryjPGmsf8niawsMvdVIZceLUBJpDcPbkANVFTq46u5Arz44Q9Dm4ZG4hL2yM5iR79sdNNu1JHFV/q0gLXTm6sitdZPAkW/GkO0lbsLXVYOWbA7zVmODWC8vo6M3wq5UtPPV6Ny9t6kVRoMBp+7ZdeXYEr0vJhnociMbONNqOF6nXO7jrgxqfDT/CYv0NSp/+CuaK72E1rs9bMHFufJQZpWm2NeendZ7OODh5s60nzR9WtfKJS8v42vUVzKl3nram1x0xwdodcfRkNwWpFja83UMsc+If2Li3Etd138ZwuNGXfgIGFU+yqJ72qTdRV1lw2pFNYKdoVkac+A4qWwv5HBT6h7YpiqCjN19p2dqTISMFuzottrUaxA2FgZS9OHewivLe5zs4Z0quH+SZE/w4Bj1qJ1Vo3Pki006TAAAgAElEQVTROr5xcw13frSOyZW2YbguDDTlKOuQRzGKUYwYowqnUZxScKp253DgCj1AbYmLNVv78vaPDjO5Oh70JAW721KkMhZVRa5BA+WT28NLCcITQl34YcxVP81uVyefR8ZXflI/+0TBq0kWTHAxp6EKhxAo0uREJA/iDmIt/gTKX39qJ2QJhf65HyPuKsKRht+u6siubk2t8/KJi0vxO9+9Qa2I1GX/9m95mE8smMqdT5rZlb3F04OUFRxevl3oU7hgTphHX+lifJWHeRMD/HVtD5sbY1w6r9A+1mHGuvGM4OHV3VQWuVn1Rg9d/RkWTw9iWpJ1OwaoKtIBScZThFo9FbNxw9CbQxU8scPNNBdZtY6qSMSbK0i/+qCdDjP3KoSi2qVIlVNIFdQelkBTsbjlglLu+N0eYoOR70tmBKkq1LLXoT8Fj6/p5vPnZmD77pz3y1QM0dcKhTbp4fNoODWR48UgBBQcnC9/8HmowiYpDXvgmSqdhuu6byPbd4CnACsyNht1PxwKvCo+t5qz+upQBcrgRGu/uutIHnMHQyoK0bikP27gc6nZ8iUpoTQg+Jf3lZEyJW4HI1IHDJdkOGOMF58uj3hOnX1GXtpadMAg6FP57PJKagqHhgwJQ9Dea+DUFIr8yrAeRfthmhbTx/h4dn2ucm/ehABq9x4yO9YMbZQW4dfv4pPnfZXqA323sLh2URHf/lNTdlenpjAn3InobUMoQNdu9EQUq/oshg0uE9DaK9nenMTlFIwrd73jJrzROHzz93tyjWvv38v3Plp3VOdiSkF3zMKSEPDYPoce1TykQlMI8Ea3k3ripxi9rShlDfiW/gMDLrvk06FILj6jgDkNfvriJsVBByH3ke/jirDKrReV8T8PNZNIW6gK3HpRGdKy8Olw1fwCls4MsnbHAG+8PZD3/ljSxG7QTk67bXbvQzz9c9I7X8eoPZN71Bt58s2h8zh3ZpB/uKycv23oZUyZi7MmF1Dss5+1pClYs6WPqfV+ptZ58wzSz20A7e03qG2YTWblz9GnLSX58r1DO4hhfgfNScoQ9PVlEOL0VfwcjOoinaKgRscBpZk3nFeCW7WwrCO3PacihKLQ2muyrTlObSBF6eY/ou18kTPLJ5Is+jgiVHpCv5eUMOCpRIypwlJUtPIZkE4Q10KEnO4Trqp6J1FaoPCZ5ZXctbKFlq40VcVOPnVZBR5t6N4wTYu5E/xZ/6X9OH92iJ8+0spr2waYXONl2hgvD73YSSJtMbvBz3WLi/nTs3Y5dMaQlIV1LpmuM6ekH69LoahazxJ1UgpMS6IoAqemoFkJ9NYNZNbcj6K78M19P4lwAyajnk6jGMWJxCjhNIpDQigCKXNTsk42pJRcNCfErtYkmxvjKApceXaE0qDKmeP9PPJKN0sm6cwrT2Cg4isNI0/Qkk93XPDDB5rZ02avkOsOwZduqKE+cvKFgBIw6+fjLK5GRlsR3iCZgirS4vSJJLEs0Bl5ktdIkFB8mOVT6b3gWySi3cQdQQxvMQ0hndfeTuRIqTfsivHy1gEunOkfUUz2yUAqWIvzgk+Rfvb/kPE+zsis5vsfvpzmqCTgcVARdhzRKNeBxbJZBVQVOdE1hR/fP+RZ86uVrQQ8FcyqdR7y/W+3pCgKOrnr8X3ZSfeDL3Zy+fxCvnxdZVaxkMaJ97xPkt7wDNqe1SSKp9JRvgB3t6Szs4+i2gIsS6Jnesm88ah9IGmReuVecOg4L/lXBoIN2c8VApxWHMVIktEDZORQ91JeIPjuh2tpjRp4nArFgdwgAAXQHApJS7cTwMyDiGTnUK1awO/kHy4M8eNHu7MD1Q+dG6Iw4Bz21hMCUs3bcax/GqL7UCach1E2CUN1M+CvA3/dMO/Kh0+Hf3t/Jd+7Zy8DSROnpnDdkmKeeLUbl64wtsJN+4Bkc2MCKSWTqj2UBMRhJyR9KcFf10V5ffsAdaUu6kpdVER0xpdq2YmowMKlHn7irwiJO9ONNRBlvD/Epy4r4xcrWsmYksqIzoeWlY4oDajAp+YlM7p1hTnjfARdQxODrrjgW39spKM3w1mTApzR4MetK5SHNcJehm0DJlY6WTytIEs6zRzrY+4EH7KzP29f2d/FvBqL+EFqu4Yynds/WMPzG3sJeh0smygIb/oTyfVDpaHO+e/HWdZLXM1PPdzTZXHb3buzk48Cr4M7Plg9opKuw0IodMYkioCIVxy2lLg3ZmbJJiGgodKD7hD0xUyCIzSujWfgD892Zktvp9R6+dgCBc/qn6A4dHxzl5MINWDgoDsu6eozmBiIkrz/G1kPNqtlG6kV38d55ddJCfsCqEJSGhCUBuxndyST6bQBdz3eki2nMi345YoWJlTUUeQTSEvi1yXT6jxkTPjNk0N+T0LAlFrPSSNdVAVSb67E3Pk6AB3li3nyiVzS669ro1RGXLh1weXzQugHGKS3RQ2eXd/L8xt7ueHcYj50fil/fradtGFxwTQ385VXkbEeFKcbGe9FqA7IDCnsZCaJCBQh+4ZKQfunX8tDayw+fcXhla6nG3y65Ks3VLFhV5zmrjSzxvqoK9ZOWwNwj9XH6h0mdz7ck30Orp1zBZdUDOBoXodr9a9RL/53kuaJJyaklAjTwHAGwRnE7u1Pz+u4Hw4hGV/q4LYP1JBIWwTcAk3kJ2PXF2t8dnklv1vVhmFKli8oIux34HbaCz6zx/tz2pBXt/bjdanUlLjY05akodLNWRVx5m3+NdbLmwBQqqagLv0UfUqYZzb284e/tmNZdjnwj5a1kXrszuzxzL234772myRC4zDfpXHkKEbx94hRwmkUw6InAc+s60Fi+xnUl+rHZnIpBAnDVi6NZMIDUOCU/NvyMroGLDSHIOy2Vz+rClV+9ZECnC/9ArF6HQgFbfblWJHLSCnHX3r2dksySzaBvfJ8z7PtfO7qchwnQq1zBBg4MHw14Dt0Wc/JgolKImP7jpwoAu9EQEpQXAFKqlz0F5URcThwag4URbBuZ/5q+Wtb+3EocMZY37sSc2ugYdUuxPmBaQjLIK0HiUiVSGD/HiM7p5ALzprg4c9/y4/rXrGmmzPqK4b9nRRFsH1fgkllCl9emkGRJm92BXhobZonXuvh4jmhnHNIOgv5RcdCVPc8lpVLqrf/mcrG1yFSh7vwIwz46gAVobmQ5gHX20hzoMzKbfbhaN2E1bEL4QmipeLo4xcR021zdCmxPW1K9nc5udfB55Rcv7iYe9d2MnHmDXhfuzv7mmPKUjLesuz/piWYPS7AD2910hFNEw7oRILDk00A7mQ78T99cai0ZdcbsPCjiInL8q7hwWTLgZBSMrbEwWeWl6NbKVRF8MymAebUO1g4rRjLEnzpV7uyHk+aKvjGLbWUHSLYwERw1xNtrB1UfexpS/LWHo1F04JUhDWOINjKQhESZ8s6Uo//0CYTNCeLLvoskz85nYGEJOxTRpwGFvEIPnxhKXettFMnVQX+8YpyQu4hM18pBH9+rp2O3gznTCkgbVjZSHiHKvjqB6qpi+RPwjwafGhphMvmhbEkFPpUHMKCYLmtBDlASeqom4nlKcx7XFQhqYuojD0vYqeRdm0ivj7Xhyy15kE8Y+aBO5dwkij86dnWnJKU3pjB5qYkZzUcO7EfTQnuea6DFzf14tIUli8s4uyJvuEN9LGVck5NIex3cOn8CG++3U8ybTGQkhgSOxXxCHirKZXj87Zxd4xXyzQu7u/CGujCbNqI+5pv8LeeKv7rgWYsCd9d1kPlQYb/smsvarwLvJUHf8Sw0ISBw0hgODxkpP0b9yetPKWxlHaSY5Fv6CYOumDBJC8eZzkPvtSJ361y/ZJiyoOH8RQ7TjisFJktL2b/Tx2iXNowJU0d6UG58dD2/epF04LfPt3O7Ve6+Mn1GumWHQR3Pg07tuE8+zosxS5Ztvq7UMLlWN377M9b8xCus69FOpwkOlvpDE7hkT1FXLuoiOrCvz+j4qALFk7yIIR3kGg6Pb+fJgy6Gvfw05X+nP7gz69mmH3hRVQ0r0M2rkNJRuEUD3U5lSClxOMw8TjgUPeGKiQza3UmfagaCbRFLf74TBu9cZNL54bJGPnjnte393PejBClYZ3F04Mou1dh7N2Ufd1q2ohj92u0Fy3ld0+3Z7dXhRWstY/kHS+x5WX+YhUxY4yXmojjsOrdUYxiFCPDKOE0ijwkDMGvn2xldkOAVWt7ePmtPs6bGWLxVP8R/RwORG9S8MBLXbyyuY/6Ujc3LyvG71HY151BEYLykAPXIY7nEPKA5CF7H4cCzl2ryDStG9xskXn1QZzlE0kVTz+er4wQ0N2fXzve0pMmbWCnBf0dQlFgT7fkT8/so6kjxZnj/Vw0J0yh59TqYNPoOAfnhFLairvJtV6e35hbZllf5ubR1d28tm2Af72qDPUdIAoPhmVJEmoBHO88ypKE/MMb+R7us88fL9F7ttIjwScHuCa9grHnXc3dr6k4DiIeTNOWpG9+u4O69f8LbdvtF9rfJvGX/8B9w/dJuiK4F9xE6qmfZd8ngmVYYTvFzynjWKt+SmLPuuzrztmXYa59BG3eB3OUToeClHDORC/lEZ21XT7OvHwc3lQ7ii+MEa4jJl0oiOzvaaEQLnATLjiyNMXq2J3no6K+dg/punlkHD4My/aZauzMsKMlSVGBxthSJ149/8czTUlxgcZPH+5kfo3BgnqN5gEngYCTx1ZHs2QTQMaUrFob5eZzC4ddKe0esLJk0360RzNomkI8ZeHVRuYRoqe6yTz+g0ESEMikMB7/AaHrfoAvUMjR3IRCwDkTPEyoqiM6YBAJ2IqlA1UKKQM27rZ99urK3Pz2qaHVZsOU/OyRFr5xc9WwJJeCpMi3/3vZ1yTpLcP9vi+QeupnyFgPjrqZqAtvJSYPreLbfz3lwUo4ADMzrKG+iRy2BLs/biDEsRmOC0Wwam2UFzba5E8ibfG7p9soDelMr9aHPWbQDZ9dXkFHn8FdK/ZlPY027IrxxeuqmFh+pNJQhfW78v2wVjc5uKioHgZ95DLbXuKBbedlj58YblFGc4E+Mqd7X2IfmRd/S6Z5C2rNdLzzryfmLCHgtsmzAz2OFAGRQP5zryuSsxrczB5bjSrk4CLUyetrTEVDqxiPFbXv0eLETspCs2npGTrX8kKdnv4Mt1xQMugxJGjvl2zdm6AoqDG5xsOmPXGKgxpV7S/gXv03wtOXwdiZMP5McOhYm55Em7iA9KZncS+5hfT6VZjtO1F8ISgdTzLcAOMVtITk/WNtteSJUv4YUmBY4HYIkgY4HeSQt+80pBxZ6e+pDC3RRX9/gngq/5npNZxUAKKgBMtxvNLI9zb6UtDUmQEpqYw4KXBJW60ba8bTvRfD4eGlPUHearQNx//8XAefvDw/RbaqyElZoc7WvXHKQhrmxjfy9jF3v0EycG7OtkQGTJ83z6EggYfnNkR58KVOvnR9NRPK/k4nAKMYxTuI0adoFHlo6ckwa1yAu1a2ZFd3/vhMO163yqKJI5O/m1Lhf1e0sHG3PTDeuCfG5r0JHnm5K2sKWFvi5HNXVxA49LwiB5qVwtz+St52a98WlNIZxzWAkxLGlOcPHs6ZUoDfKTH/Tr0E2/sF3/z9UPLfk6/30NmX4Z8uL0V9FwetR4KUMK3Ww/QxXtbtsO+xulIXBT6Vzt4Mnb0ZemImEe876P5+giGlZNZYH/e/0Jn1PnKogsvnFx5WhRYzVL66qpjufgOnFuFTS8YwWb7Fpy47D6ea76UxqcrFeI+Eh7bnvpBJIvpasPRC0jXzcC4vxmpcjxIsRVZMJr7f76inGfMAsgkgtXYlrrlXoqR7yRxmBThlCjr7TbxOhUK/wuRKHau8ECnDJOQ420Nlc4yHX24k4HHwgXOLqS925KXhKaoCkmFLmYZtroRgIGFx+32NdPcbLJoWJBzQ+Mtz9upnQ4Wbzy0vH5YQD7rgX5eX09pjoCiCOVUqXqegeyCfsO4ZyBzSEFlVxLCKKpemUOBWGakHWrq3C8U4KJo9kyLT1wOuo199VwQU+wTF+9UpB5+fCjPH+Hh+Y++wq82tPWlSBugjTOAypUKseBrO676HYqTIOAtIjoCkBDALKmxj3QMIRSVYiuGJ5O2rCbh0biH/e0CaJsDkmuH7NN2hoJhJDKFhWMP/iGlT8OLGfG/Bt/clmFbjHPbmkxKmVOnc/0qCg7usB1/sYuI15YclDCzLYmKVh2fXRXO2zygzUVr2DN01upt48oDUsO0ePj7pYlxvrchuc573URJ6+Iicj9vsI/XA15Ex21vF3P4KVncTriu/jtA8fHZ5Jd/5cxMDCRPNIfiHS8sp8DiIGxKvLpEHfFEpJdphFANCgVhaoAiB2yGPi7wwLAX/3OUYu9chY1E8G+7ni8tmcN+2AOt3xplS52XJ9CAuTVAeVJAS2votvvzr3VnyePmCIs6eEiSTyeBt3IzZ30nyhT9mP8MxZg5yoAvHlPNwTViIlYrjvPAfkUIh4/ATU72DP6eFf/CZOBEiYiFgZ4fJb55q5dyZYbY2xdm4K8b0ei9XnB0h7D69SZ93FYpCKNFIWag0h5zUVEGJ2guKA+eyTxJTPKeriOtdR3cCbru7kd6YfX0DHpU7bq6hOrmV5H13ZNvA8yJjYP7H+fVLNunUHk0zvsrN1ia7zXdqgivPtpXUH76wlEIviLrZcNCYRK2fjVPLVThu3JOk76rLKGhcO9Tmak72BaZlg0nu+VsHX7m2fMQVGqMYxSiGxyjhNIo8aA6Fjt503lh5xeou5jd40IZRpasCnOkusEwyrkI6Y2TJJoCyQp3G9lROAsXuthTrdsZZOMkz7KRQIuiKSbr6DSIFGv1xB4lp/06Z0Uhk3W+yK7lKUe0JWS2sL9L41OXl3P10G7GkyeLpIZbNDA6bcvX3gr2dqbzkrTe2D9DZb1Hie5dOaoTw6ZJPX1ZKY5fJ9n0J2nvS/OkZmzDQHHZa0tFACDtNS0qJqioYhplzXyYNSUvUoi9uUhrWbQXeca7kOjBwpjoh3oflLyKphXIOGfHCt26pZfu+JBlDMq7CRbFfHHKQm5YKdz4SzaoNUhmLHz1l8YPLq2kohsww73OqEk/YS9rhzPq7ZDGofsgIJ5nwRJTIJKQcIq2EgEQsQR63YGZAc2Gphy5V6ozDD+7dy/Uz04SNrQizB1f5GHD5SAfryKgeXtse55eP2+qE9miGO36/h2/fWkd5wdBvuzdq8fDLHfTHTS6ZG2Z8uTPHH0oU1SGcXmRqqD2Sc67jK/f0ZAeVq9b2sHBqkDFlbna0JNjWnKC5O8OY4qEuMmUKWqP2/iVBB7XZsjGJYUjOnRHkhYPIh/NnhTGGIWUAQh7BRXPCOQEJE6o8TKn1oKsjn5FKTxgc+pDCCUBzYriDJ6mDl1y9IMLO1kTeAB5gxhgfXv3oTKClhKTiA913VBO4hB7Be9VXST/1U6yuZpSyBvTzPsGAyFftSCk5Y4yHj15cykMvdeF1q9x4bjHlIfs79KVgZ2uKWNJgXNigsvExVIeCVlSLVVhHzFmSd0xNkVQWO+nsyyUbiwo0BPKQX8Wy7Ajwg6EoAikEh6vgkBKm1rqZVu9l/U77nq4t0VlU2IS1ZbBcxKGjjJlP4sWhlZLVOw38riV87OqzUJM94C8h5SvPI72Gg9LfmiWbsufR1YwSa0f6aqkpVPjuh2vpGTDxuVX6Eya3/XYPHb0Gy2YFuXhOCN8wisGDkTAEz6zv54EXO3HpgpuWljCzzp3zPB8tHKVjcFzzHZTefaBqlARKubXGS9qwlY2CIR8ZVVV4em1XlmwK+hykDYugT+WMei+q6yzM5s25xy+pJ9m4HtG4HsfZN2K9+RiZl/+EWj8bdcoFyBNQ7j8c2volt/9uD8tmhXl8TRfNnfbz/+z6XrbuTXD7TVW4TtNUuHcbKVeEAq+Dzy1M8MMXPeztzBD0OfjnyyKUOROIG79P3FV8WhqhnwpQFMFLb/VlySawU2Db26KUvHFXDuGudO5gxvhWwF5EeG1rP+fNCjF/YgF+j0p0wOC/H2qmN2aweHqQ5Qsi7E5NYEbFdNRmm3QS1TNJlJ1BjTrA+88K8Mr2FPMnFeDSFTLFbhoX3kZR70Z0t5sdagM/eFYD7LbTNCXyJIYajGIU7xWMEk6jyENJgYrfne/BUeB1oKq5k2zDEnT0ZejrilKUaaRo/e/RyuooPfMD6A6RHbiVhXUa2/Pjqrc1J1g8xZdXciIEvLYjyX8/1Myi6UGiA0a2/ERTi7jtkn+j/vnbUCsmYJZMOCHfWxUW88a5mVpbR8aUhNyHN3/9e4BTz58wOjUFTT09OlhNsb29Hl8TZ83WIfPhG88tIegWOSvrh0N/WrB+V5ytexOMq7SVAWG/g6nVLlwOSTqV5tE3Ejz8sk1yunWFz11TRUOJesyDzkzGZFtzH7v2ZagOOBgTW0V40hm2kfUgpISQG84ccwBxc5jP642ZtEdzJ7+WhA4ZJnKY5j6ph3EvupnUql9ktzkmLiLjz01JzCd2BT16KaUuHzI5VB6mjZuLqD2DjOaDYQhbC8H/PdnKVdMMZmy4ExGzr2tyLbgW3ojW20q8bimPvNKV8z4pYXNjnIppXqSElj7JV/5vyAR60544/3p1JdOrhyiwlLsIffk3SG16FrW/lYHqBbT5Gujp78w59sube3nfWRF2tNgrp8kD2Lm+FPzwgWZ27LPbsNoSJ59bXkngAJ+w2oiDz19bxT3PdSAlXL0wwpiSoSQ+sOPZFTOF4fBiWHDFvBBTar1s2B2jrtTFxCo3BUeZsih9RaQW/RPO535ik04OJ8mF/4TlKeJkPcMht+Q/PlBNNG7ymasq+eWKFgaSJhOr3dx6QQnK0ZSyCkFfAiwkQdfRElWSAX89ziu/gW7EMTQfAxxaMutySBZO9DK3wYuqDJVo9qXgjt83ZZ8dIeC2S86m4YWvoPgL0SYvxjVhqU2K5Z4A1y4qYktjnOSgaXZdqYuJ1Z4jtj3jKtxoDkHmgDLMBVMLMEzJkaopfbrk05eX0t5rkshIXA4oIINj3jUoqgNRO4uEt4rPX2vy/fv2Eh0wCHhUzp5VTip8DG2WNkzpkFDAYbdLUtrn5AsrtPZbfO03u7NE1qOrbUL12gWhw14TIeCNHfFs2lQqA//90D5uu7E6h/g9FiQcQSgcSqAUUuJUB08cCzHQSTpj0e+KoA8uVMwa52NchYeVr3ax6o0eli8oYlHDAnwNW7C2vQgItAlnY8V6IJNCn30FiYe/jRz0b7JefwSleTPOS7+cNWU/GriNKEp3I1gZCFURdxWjqrYKyzQtmjvTWBYUBrQs2bQfLd1pOnoNqsKjSVvHAtMSGBPPp7Z7B99ckqDXVYG3IIDudBKXk+ydTv3h0SkLRRE5fqn7YaVTyIP6ZbDDSParga9ZXEzTzmaWlrdD1x76vDVEx5bwyDp4dl2UeRMDfP/JDMum3MT8+VciEHSrRcwGHA9+mQvGXYBj4lnc+2LHoHdbkICnjL+td3Pt4mJ++XgLxgElDVcvKHpXrBlGMYq/N4wSTqPIg65IZjf4eWx1d3YFQhFw/ZJilANWHgxL8MirUR54cVBppAT5woWfYerrX0cPV/CJSy/ivx60B1879iW4cE6YbXtzvVRmj/MP62/SE4efPWL7W1QWuXjmzSGfkIwp+flLGt++9oeoLhdJZXgPipQpaOrM0DNgUNkvKPKKPA+bg2GbGkpwnDiPhVMZ1RGdidUeNjfGs9uuXVRExCtPiOz/nYCuSD58QTFLZwXtQXZEpzLsGDHZlDIFP3pgH9ub7Xvz2XVRFk0P8vr2fpo7PVw718X2LjNLNoHt1fKLx1r4j5uq8B6Dmb6F4L5Xelnx6lBZzJKJ87hl419xzishNYxCYyTwOhWCPkeeV024KHhYJYNlQap+Aa6iWmS0BbxhjGD1EVMSpZSk3BH2zP8i1bsfQLTvoHfBP7MmWs4rj8SZObaf+RP8BA4iURIZwYZdMT42ri1LNu1Hau3jaA3zcNXGKfCqtBzkm+512RNmIQQbdg3k3af3v9DJ1Bsqs6SHlBCobaAjUMnOzgyPr+lmTFn+RCxSoGUVTy5doaLQLikTQvD62wNZsglsdeYrW/vtRERryGNucoXGbTdUImFwkCqzx/D27yL9/N2YXU0wbgHxcReR9hQxpVJjWnVoWJNdRRGkLYHETvQZXgoqSVfPIfW+72H2dqMEwlj+EvwnWd3gVC1K/ILSgJPxH60llZEUuBVUMfKGI2kInnqzj8df7easSQVMrfPQUOHCfRQKL8Ce0A9HigwDKSU2zz50fXa2pnKIWinhN68q/MfYhWhbVyEUBbWvBYLj8o5XGRR869ZamjrSaKqgqkg/ImkopX2tPrislMb2JOmMZGyFG1WxFYcjaXt1RVIZGlowsKgjHakf8tCRktqIwnduqaEvYeF3K/j0Y/PXSXtLcEy/AGPdE0OfP3c5aVdR3r57O9N5bc2Tr/dw2dwQ7sOMOC2UvDh0gDfeHmBcaeik9MdOsx9zzb2w6SncUuIYfy4Lxl3F+p1Optb5ctKwfvt0GxmjGFfBDSy79irUVB/WjheRrTtwXv4FLDOTJZuy36n1bfRY+1EHgXgynWQe/KbdFgNoLtSrvs7PXvHgdimcOz1Igdduw5QD1owCHpWrFkTwulRSJqQtMeLAgFHkIq14SEemoiqC4OC9N6poOjEwDIsFUwtYvSU3oVTzh9CmnDeUiguAQC+q5rrFxUyp9VBXkGHG1oeQq14CwAVcNfFCmmqW8uaeNAMJmyx6amOaV3a6ueHcEp5bH6WeZkr6OtmlT+CPTwy1M8+8GeXqBUUoCtz7fAe3XFjG5j0DDCQsLpoTZmxp7qLRKEYximPDKOE0imHh1SUfv6SM5q4UiZTFuAoPZQelybT1mVmyCexJ638/a/G9M6+gYJt61pwAACAASURBVPPTzLvqYopurqG5K02h30FpWKetJ81z63sRAi6fV0hDxfBGH31xk8ygMmI4n5DmrjQDWhXeQwymMpbgD8918cybQxP6W84v5dyp3tPe0PJEwqtZfPKyMt7el6KjL01tsYv6ktMvytjtkEwo05hQtt9wd+Tn3xI1smTTfjy/Psp1S0q457l2rpnipWcgnwBq60kTT4H3GFrRrgGZQzYBPLM5zcUXTKUuHQPnMRJOuuTTV1TwnT81kjYkQsDNS4sJB1zsvyaqArrRj6XopHBiSkFzj8neLpP/z957h8l5lef/n/OW6X229131Xqwu25LcLRfcsE0xxYQS+AbCRQJ8vyHUBDCYQCAkIUBCC8W9NyxbLrJlyZKt3utqe58+85bz+2NWszuaXVmSZbD56b4u6ZLeeXs55zz3uZ/7UUQt/fEKgimVeX4PnlMIVqoCCgczTfzO+UGmL3XyxKY0Ww7mZyl3Hknxyq4YX3x3LY5RBIhLgyl1blTGMEfLZRCaE93O8Z5VFXzt10cKAWzIpzGl7jgJJplcbvG1yzIo2GwbCHHPqzmcukBVBUKKovdYkTbbDyV5aUeMsF+npdrFwY48iaQIuHVlJX9Y28m8iT7es7KcsDsfYKiqKJhkj8aWQ0lWnxcsMageS93jyXSRufsrIymLWx/Dmxjkd+bN3LSiasyKiikDXtwZ56lNA0QDOpcvjFAX1an0KyVtmFsDIpXoldWYZmmp6VOFEALDBpeeV4HYKG9YGlpKiVdnuKre6RFF+zqyPLd1kPdcVMlDL/Xy1KZ+zpvk50OXVoxbZVIREleuH3JpLE90TPVIxhS0D5j0xQzq44JynzhppaFkpvS8B5MS0xVCz18kqGObeUsJZR4oazzel53aza8KqvTGVdZtz2JYkoqQzsI5/jfV9p64rZTg0SUePa8cG/1epEzBsV6DVNamtkzPm7mPc2gDB2LBLTgnLIZ4DwSrMEKNmJQSt15nqWo2GtDRhlcdzAj2tWfIGTaz6nWq6YR4LzJcR23UwaHOYuVDZXhs83XIp8CdaelyIUAc2wLbR0g0fc8aAqEJ/J/rLiqaYDiOrQcT1JQ5+NE6Bx+5fAau8sk4FEjaKt7EkbGPM857c9LzatsxQjYBGBmsjffTH7uRHduzrNk8wD99uJmWahdbDiS4cFaIdTsH+eyNdSQyNom0RTprs6sty+Rq52kVeyk5FyHeceOBs4n/P1/7W4kpNQ4+cEkl97zYg2VJbrqwnMYKJ1rkYrTyBmRqEOPQ6+gLr4PyJlZXqXm7g1gn1v6Xivbl3PUkVy65gK1HBVURB/XlDlp7clyzpIxfPdVJOmdjT7VRAuVs7XICxYrADXtifPaGOjbujePSBe++oJygR0GRFufIpnM4h7ODc4TTOZRACNi0P81/PdaBrgk0RXBfrpcv3FLPjNqRwVMsVRosxlIWKT1CuGoCtqbTGFVojB4PCCQfvriM65eX0R836RzIcbTHoKHcUTIgivg1vC6FZMYe0ydk8VQ/npOM47pjVhHZBPCbNV3Mn9hC8MwrYP9FIuiUnNfsQAjHcEDy5jpYoUAso2DakrBHYJqSYwMmHX05ogGd+jLtpDPdf2qMNaC0JSDy34KluagOlK7TUOEk6Dmz1MPcOL4+OdWD5fSf9v6OQ0qYWKly58ea6R0yCXhVynyiYHjpMocQO57MKxV8YXwrb2d9vJnv3DsS3Mxq9hIJ6HQPGtywNIi0JSkjrxbMmTZ1ZQ4inpGqXgowqUpDERGSWbtANh3H/vYMXTGT+vBIcKoKm49cUU13e5qgquc9n4bhmHUR0l9OVgvQVCb41u3N7DmWxuNSmFzrIjT8/bqMQSZv/w/sYXPQlmgTjZd8AjtYxh9e6MPjVDl/hr+wvm1LFkzKm7A/ur6Pq5ZEWT4jSMCr0VThoCqkML2+AV0FZZRPlWXZLJzsZ+Oe4tnYpVMDWKdaTWCwrcQfSz34MvMXXcve9gwLW4obJaEIntkS467ne4C8f9W+tjS3XVKJ3uIhPI6YxzDOXJY4mIEXtw2yvLwbyxxkV7aW7d0OptR7md7gwevIE5hOO4WQFlnN/6ZUkKqqsGlfgssXRvnvx9s5zhts2hfHtGw+e11ViVGrhonz8Etkn/k5mFlEtA7f6s+RcFUX1onnBK8fStHZnyPi17n3hR7mTfSyfIp7XCKupcpVYuB+1SwFz6HnwRsGbwjDVz32xmcIRUjmNDiYUluDZVNirj0aQ5m8CsuwJM2VLir8b05tkTQE37+vnb3DRLuqwFc/0ERjpLSvFUKQyEF31k0gNANX9OQHbih3MKHaxYFhMlcI+Ksrq9CFpD8NX/7lYWIpi6YKnQXZ3WRf+Xlh26tu/BUb9ybIDr/H0YDG9HoXaVOQMSR+l0BFIrIxlI6d0LkbR81UqJ5OTg+c1j1QVQW5/+WS5aGO9VhTL6Gp0sUL24YKyy+drnHL5HYcnVtJhWrx5s7DdEU4boFo+KpQJy/F2juyT232ZeTcpSqwk0EIgT3QUbJcj7VSHYAdgGXDpr0JvvjuOg50ZVEVwepFEY71ZvnD2u6CV+b5M4JUBHXcgdMvntGfgq4hg2p3Fp9TonuCyLdxIZFzeGchSJx3VR/imtWDEKrFjrjQe7aRfvhOMDKg6rgv/xSpillYdn6cFc8KOtri1JfsTeLWTD50eQP/+XAbt19Rw93Pd6GqeTU6wCGjghoBDaHSPntSrZvGMpWmstCI0lj+hVYKOodz+DNB/epXv/rnPoe3GiHgbwFSqdwbrHoOACgKv1rTQ1/MxLbzpa4h71szf+KIQkhRVf64eaBo4NtYrnNlaCfuuZeR0UoHgIoiWL87yQ/ua2PT3gQvbI/RO2QyZ4IPddSYyKkJZrT42bw/Se+QwTVLyzjQniZnSma3ePnQpZVFFaQURaBpCkMZSV/cJpGxiwaLkCcRLp4bwusce/AlhSCeFdgIHOrpD9DOIS/hX7MlyffvO8bjG/tJZiVlISdf+sVhXt2b4PltQwwkLOa0ePlT3mKv1znu9+9yqmzcmyhSOcyf5Kd3yGD5jABTGoNEzS6ilWVsPZzCtvPpV397Q22BzDhduBwKWw6lGEqODGqqwjrXn1+OrZ++yeyJBsQuDSI+Ba9DFEr+qgpoWx/G2HBfnuBJxzB3PU+mbj5r9o4Emt2DBhfOCnLvi71cNC9MzoQXdySIpy0GUxa9MROvWxs2hj5+Agqv7E0RT1tsG6Nk+6XzwwRcxefod4ErGME5YR5qLo5QNRzzrkCpm4lZOQNTOBCA3yVortSpDWu4tOPXC3rrRszND4+cQnqQ6qogdx2ooqHSzW+f6WbLgSTLZwYJ+h2kUjn8LsHi6SFCPg3bhrkTvEyrceB3gTvbh6dvDy4jTk73FSlawgGdeNrmSHeeNFo2I8Dl80MoikJf0kYKBU1TUMZR0Thyg1i7nite6PSwL7KKrHDTXFnMnqcNwQ8faC+0vZBvv6Y35t+NyuDZ9WbJWYI77m7j0sYhao88xi97FvG79VkOdGbZsCdBe1+OpZNdeLs2Yz76XazND+FUJWq0DlM5xTKjJZDEM5KMYRfMr4+ja8Bg1dww7hMmFdyJVrIPfguOq8rSMez+VtRJS7FQMWzBvev6ePb1IV7fn2DLgQRzWnxs2hdn3sRAvmT8GPC5FGZPDHC0O4sAbloWYKV/N16fB+eSmzDKJpF9i8yfNSHzptjj8DgDafjHXx1l7dYhNuyJ8+zrgyyYGsLvOvMGdH+nwYOjFDxSwuHODBfMDKCM3q2AfZ0m//y7Vh5e38/63QlmTQgQcI9/bIcKC6cGmN3iY95EHzcsL6MxqiEEbNibYv2uPHH7sWU2DRu/X2DOlHANa7PzmTU5zMwmH7NbfExr8JKzJHfe3cb96/o41JljfosT/aX/Rnn1LkT3fuSB9ZDoQW+ejzWW4uokbb+e6cc+urVoWbplBWrtdMqCOi/vipM1bOrKdD7d9Brul36C0rMfZ/triLatOCYvKbz/Fhp6/Qz0mikooUr0BddiT7yQnHJ6/k1SgtOplrQXienX8cud5QWvsCn1HuY0OSn3KyiaQi5n8vTrQ0Vq3aM9WeZO8J92ezGYhkPtMaZbOwi98H20rQ8DFmpZA7ZyiuUn3yY42fP/s0MIBtIwkLRx6AraGAV5/lIghCBtCoQQuGUSnvkxxvq7sQ9uxN75DO7mGaQf+ZeRiqPSxjzwKs5p52Noee+8vR05DvVYTMxsgVFFQETlRNrqLiMdi3Fx3QBVrjSLZ1ciVJ2QT+NQR4bNRyVTli6mKWyzq8/BYDL/HQU8Kh9bXY1HP5cy+ZeIt/X3/xcGIQQejwPgX4HBE39/G+kMzuHtAoFkYo27xG+psdJVZKId9cIXbqnnxw+2E0tZNFY4+OxVYXy+i0mOU2p5MC35zZquomXrd8e5ekmUhlGzq1JKmstU7ri9kXjGJuhRWTbVS9aUeFwK/TETWyqEPYLBNLyyJ8GuI0km1XkYiJtUhPWCQuo4JlS7CHsVxjqxeFbw++d6eHFHDJ9b5WOXRZnfpGOdcTB1dpA1TDp6MwigpsyJrp+ePP9PASFgMC0YTJpIofD05gGyw4bLT746QMinc/7MIC9uzxOA63bEWL0oQn34zEdXiiJw5gYRVhbTGSJXWiftlOHWJP/v1nrWbo2x/XCS+ZP8hH0qHqfK1Fonti0RoVoudfcxq66KhKFSHtLfFCnpUCSfu7GOh1/p47V9SWY3u7l+aQjNo53WoCeeg71tWboGc0yt81Af1cat6KSbccytT56wVBLJtqGIxiLfFcvOE1QC6I5brN8Vw6ErOHTBntYUn7i6ljKfEzH8Lemq4Gh3hqxhM3+Sj837RgzEZzR6KA8Up+MC6HYGT7INsnHEhR/EcvgxFAc547jvUd5fK2eC10HhWJCvJmi3F1eLAlCPbUEV55PJ2SgC2vtzdAwYNAyLU6SESr/gXYuCAIXZTG+qnew9XyY27VpeMOazZk8PdWUObrqwnJqggleX3H5pGdctiyBlnsxLZuG//9jN9CYfL+8cIpG2uHpxlFmNLpwn+CdZoXqUuhnYx3aMPLv57+e+VwR/f1Op8kZVBF63WpidHblucLwFUUl3zKK9L0d17hA91ctZ+2TxAO21A0kcgzGyD99ZWJZ7+Q84nB6UKVecUdqJlDCnxctrB0sJyoBHxaWPoR6MdZWsax/bicNIYOlBHIOHea/2IrfOdNEZms93n3Pw5Kt93Lyygqwp8Y/TnAskE8pVvvzeOkxb4tFBYQU5sYrUOGrEPwWEyKdujq7mZFiS+9f18n+uqjxjxUk8XTp73zWQw7BAGzUqTGQFP3ygrUCM9wwZ3HFXK9/+cONJ07S8umRajQ6MpDgLke8jCuvI5AhxCOArY0enZPvhkWf8wcuq+Nf72gpt09ZDSQbbEvj2v1h0PLl/PcrCG8FXqn0YD7YtEROWIHauRfYfy+8nVI1j+gVI1cbhhn/6YCOHe3I0uQZxPXJv8TH7WlEHWyE6o7Aso/qhZgFK3cI3lYqVC7fgvPQT5F74DdLIwJyrWJuaWfDmUxQ4b7IPh5lAMZI4nV7azLFf7s6BHHMa9NPqV9r7c8xwdeB6/HuFJFmx4Q/g8NDbcAUV/rfG41FV84TEeJU9/5JgSnh+e4JfP92FZedTRz93Ux1VAf7isrgSOcFTm4d4alM/ZUGdb12eQBx+rWgdu/MAZE9IXbdNRGoAXPkKoemsze9eMWi+/G9p6XwKZ/cOMrXzGWy5DHe8n4v2/QDi+aIDuYkr2SFX88phwQcvq+Jnj3fwjcfhszfU8w/vcdLaa2BakpqoA/8pVNA8h3M4hzeHc4TTOZRA2pJL5od4cftQIW2uOuJg7gRP8aBFwvQaB9/5SBOpXN4EVVdsUnjH94IwZaFy3WjkZ+2KA6li/wkbVMiY+WpCrd1ZVAX+7uYGfvlkJ50D+QBp8/4Eq+aG2HYwwYcvr2bNawPsb0+zcIqfW1eUjx2MC8HDG/p5YbikeTxl8b0Huvn2TW4aG8ow+POQPLFkjjvu7aK1Ny+Pb6rQ+fz15fi8b5+cQCFgd7vJnfe0kjUkuiq49aJKnt7UT0d//pm8ujfOtcuiBcIJxn7epwoNE2frq+TW/BSZTaI2zMK76mMkHaeXujAaYTfcuDTADUtDKMOpdPlBb/59saRC2lFO0AHBMz5KMUIuyW0ro9xyfhSHBkh5WkFByhTcec8xDnWOpGp9/OpqLpjqGTPYkYoOvjCMqiYHoLp9RWTT8RTWW1ZUEHDBwU6LS86LsHlfnEzO5tZVlWw7lGBmowunIknkBEfb0sxs8vKfj7RzzdIoE6rdHOrMMK3Bw9JpvhLjWoedQln/G7I7nkGJ1ILmxHHhB8hEptKTkPTFTUDw88c76B4yWDzVz/tWjfj6WJaNq2E25vZnivYbrzqPfVtNJjYqhWsaq/z86PujKWC+9gi2v4JH4ufx8Gv5+9nRn2ProSR3fKSZiAcUJGXe/L6EAo9tHGBirZefPtZeCL5++EAbn7q2hiWTXEXPMqP4cF32GbSeA2QH++hSq1nTVsanri2jOlhKgjtVm9svr+I7d7UWllWEdDRFUFd29k1MNTVP50mhYsnS+xX0aoj2bSXLzdcfR5+0gixn1iYFnJL5E73smBZg/a5YYfnHrxpnxtkTLtmHiNRiaW7cg/vJ3PuVAvXcpD7C51Z8mS89qhLwaIQ9Cm/kMaVioypgWceLYv95A18hBH1DZsny7kEDGzhTyruurJSgv2huqHDPNUyciWN4Yz38+GqNXbEIdz5tkzUkA3GTwaSFO3h67bdtS+ZO8HHvC/mU2w4jyORR1S3trn1cNNdk++GRbXKmXWJAnkyOPVstrdL79EZIOcpwXfcVlKE2bBvscB051Vf4vIIuyZx6HVdWwRxr/+Ok1L5Z3x9DOLFaVuGsPw+w2NDmwpWULJySwKkrLJseYBr7yN31I8x4L5Q3kZv1UVx6kA9cWsWvn+4sfDtNla7TVm64nCrakR0ly5UdT7ApPpf6uigNZTq+sxSoK4qgbVByoCOFLaG50kV1UHnDIi8A+rB4y3iHZUB1DNr84qkRcrVrIMfPn+jkA5dW0hAu9el7p0IIwRObBgueaEe7s3R1DVF1wnrSyCCcXuQo5RKKBt4IQuRTYFtqXFi25GuPweSaq5haeRXV0TC7tyb4K+2RAtkE4Ni/lhXLF/Dglgi7jqb4u3fXE/Qo1EU0VCFHVb78y7jP53AOb3ecS6k7hzHh0eH8WSHmTPCxcnaIaxaH8Y8jItFV8DjIm7IKGMoIemI2iqrg0oqHxE5d5UBHlu6hEc8Wj1Ph+uWRcdMdjsMWgp8/0c2uo3nllZR51dXLO2NF6x3tzrBqbphfPNXJl95TzzWLI1yxqAxhGmPtlrQp+MmjnUXpKwBTqgQT/QkMx8kpBiHEmEHtm4GmKTz92gDrdo/M+Awmbcr9MLHO97aR/sazgq/95mihhLwtYdeRJFctKSukVs1o9BJwq2zenw8sfC6V65dF3/B5jwd3opXs/f9U8P2RQ92I1ACieSH2OCTWqchqpWSY9JF/UqNQ9QwFK4e6TR56ubiE264jKVbNDRcG4aNhoeGprMPc9XxhmYjWoy24joGck86BHC3VLj5wWRXlfo3ZzW5UIRlMww/vP0ZbX47uQYMtBxKsmBOiPqqTtQR33nuMh9cPUBVx4HOrPLdliMOdGSbXebh0XgDfGO2Ga/AQxuZHaF32eR7KrWCDugifWyOGj//7P4dpqvLw7w+3kUjnA/5jvTm6hwwWTfYXlE6qJ4CSjWH35s167ZqZbApewUDOhS0lBzsyNFY6Wb0wRNDnGPf5axjITfcSa7mMH74SKFF6zWzylqSk5CzB75/rJRLQiyo85s81y4rZoRKTalNx5n2AyieghSqY2ewn6h2/3SjzayyYGqQi7GDxtACXzAszqcZ51oK80XA5FPriFsGgm4bYJvaLCXTHRsiW+nIHl03IYB3YWLSdUjkBe+KF4353J4OFoDsmyRk2S6b6OG+yn/Mm+bh+eRnNFdpIKqiw8aTacPTsQXF5ELoLu3Nf/kfdievqv8PylCGf/xn24CgFlLRxhaJ0eiZz+fwwLu2dp5qQEtxunbVbitPD33dRBfXRsdOkJIKumGRPe454RuJxa5xog+h3CiY1eNl1JEXOtLl4bohrl0RwqHmfLu/gPuTBV8ltuA+1bTv1tUGmTq7i2T02LofC1YvDZ9R+B9wK05t8HOnKcqBPZeXli1Dbt0M2hfCGqVhyKQ63h73tWXRVcNHcMC/vKu7fqyt9TBEHITnS9onyJpS5V2GOMTn0Rm2/qTgx3GWYnjKs8dLFdBe6GcPuOjByTLcfZcGNGOrppcydKqTMn5upuAj5dCwbwn6dmU1eZocHMe/5EmSGfeVSgwT7d3EsvIhdbRY1ZQ46B3JcvTjC/AleHKeZgSsUBWeqC+3oq8U/VEzkycRshKqxcW+cuS1nVtziRLQOSL76qyNs2B1n874Erx1IMKPZT/gk7aOGibt/L/LF/0YceAlXOIrtDiNPaIvONKUmZyn0p2yEorwlFgsHunKF9NLj6IsZ1ESdVIQdOE/hmSlKvvLyidf8dkLKVPi3hzqwRnWsc1q8VHW+WKRwFIFynMtuxTywESwTNAfOKz6NHahEb90IG+8mJIe4/IJmyiojRINOAn4XcybkFekDjirclfU4OrcXZipEeQtPd1QyEDd5z4ooUa8oThk+h794nEup+9PhXErdOZwxAk4I1Jx61S+JYMvhLP/1WDtIgUTyhVvqaYjqmLbM+6/YNh+/qor7X+pj/a4YE6rd3HZpJUHXG+dPZ418asdojNl3DO/H61JxaAKPLnGMFYEPw6EJaqMO9ncUV8cJaAbyJNJuIaB9CF4/EMeWMLPJQ21ERTsLMyZCVdl+rJQg29FmctUSGCMj4s+CoZRVkvZjWBJ7+GH63CoXzwuzeV8Mj1NhYq2b2y6uJOA6PTVPEQZLDVXNfa+gLP8Q6KEz3Ok7D2MZj2cMmzEEhAWko1NxvfcO6DuKcHqxo82ktBAfvkRw64ooTk2gqwxXfpIoimB3a6pEZfDSjiEumu1n97EMBzvyiqAXtg1yw/nlXDI/QtinUOFXx03vIz3Esfmf5P89qmPZ+e3XbIdPXG2ABMOyS1I2Nu1NEM/Igul/Rgugn/9XOM97F4Zh0W1HKTNdvKtW8vTmAW6/opL5LT5cw+ltqrBxJY5B7xEYvva0HsbAgXv6KtRECpdDKZRVPg6HXtrK6Cq0VLvQxghEvE7lpINaKSUOBd6oTVWEpDGqUh7wk8jYuB0Kfucp+kyIvHF/b9zEoQkiPgXPSVKgNCF578oyDvcESEdX8qkWyQtHfbxywGLuBA8rZodAcSKCFcih4VlkVUNfeisJWdy2HufeT3aeyZzgl2t6CqqmmU1e/vqqKiaUFw9JhAB3zw4yD3wLhtPH9MU34b71m9i5NNJfSdJZjtfoxzCyJcdxKSYfXV2DEwPTFnTGLJJpi4qQTsTzzvDsaIhq/P3Ndfz6j91kDZvrzy9jTpN7TAVEXnFq8K3fHy1c27QGD397XXVRCpwQMLvewR0facSywOukcDMcZJHtu8hufAAAyRCZtb9k2jWfpyxYxgcvrTql/nosKOSriX71/XXYEoQG6ru/nSeOnQFU1cs1iwWr5udT8nUVLpwV5PlhP0ZFQEtzBfacz2DvWIOjbTN23VyUmZeS4eyQH2PBlAra/BtxhGqwdq5FqWxGn7gYa+gYjoiLnPLWHRvAqUomV2mIah0pJVpvFznzhCBqqINJU5PcvTHHd24r57bzTP64z2DN60NctyQ4riH9WAi5gfqZ4CuHRL5wAYpGes5NrP9dhpb6IM++Psj1y6IE3qTrgFAEj27oLRjFAwzETbYcTFIfDaKWqAwFA2lJdeoA2fu+WlhqHdqE86ZvkApPOsnBBBKBwskreXbG4fv3HqWjP0fQq/Lp62qZVHl2w6WIv3R/TVUujnRlmN3opkKJocQ6QHdh+KrJiWIVqTfXg9zzPNbRrbgnLkG2LCGtlypAx4IQgpSR/760k1TvPBvQVUnErxUU7wA/eUnlP979FZSXfonddxRtynLU864n6Yjieu/38mSyJ4ThDKGs/yXG1j8CYB3YiCvyLJnqv2HtHvj7d9fzj788MpxyLKgOT+cflnySyEs/AiDuriGds1kyLYBLK22zTiwUcQ7vHDhlGjUbw9Y9ZDX/uef4DsA5wukvAFlL0DGQl3tXhbVCgPWnhBCCvlR+xuWvr6nlUGeGsqDOQNLiV3/sYjBhsXpRhGXTfARdkg9dHOWWC/MqF4VTIx8cWr6axGhFQTJjURnS6RocIWcumB1iy4EEn7m+Fp/jjTsUFZvbr6jgK79qxRhWOc2o02m2dmP7loy7XfsQfOl/DhW2uVcVfP7meqbWvHn3QcswWDrZxbZDxeqJxROcZE8/c+AtQ9Cj4nEqpLIjg0JdFUxr8PDp62upjTqpDAgmVIS5elH4tJ73uPCMUY0oXEt3Sid0tvLdzjLeioFNXZkDl0MpmMgCLJseLLJFORGWVDC81bitDFb3IdRUP4HKicS9TcMBqSzKEpESXI5S9sSh5S/ouFfX+TODVEedPL6hH5dT4X0XVVIzRmW/4xDRel7eZxXIpuNYvyvGtEYv2hiMTcin5VMPR8FAx3DXgBsi5P8ATL26AsuSRUG5u28Pmfu+USAuRKQO97X/QFoPY7csJbzzKT60TOXf1ozcgPpyB/VlDk4kh4SUXL+sjG1HUvhcKonMyDa3rqwYI0ga4x4oAjXeCb1HEKqGKG8m5xwJGIQQHOg2ufOeYyTSFh6nwmdvrGNq9cl9voSAowPww/uP0jWQw+VQ+OBlVcxp9uDTxz8vjy6ZXqOjKI0AXFOvcPliiSpsT6pQQAAAIABJREFUbFuSIorn+q8h+g6BmYNoPSlP7citEdAZg+2Hk2iqYEajhwqfKCFGhIDtR9NFKXTbDydZvyfB5XN9RepCp5Uk+8f/LDwzAOOVe1DqZpI87p0jJXKoE33iIqy23aNvMN7J84mUu2jrNLnrxX6e2jQAgK4Jvvy+RhqjI8oAISCWEaQNm7BXQT9JIGZKQdYEty6wbMlA0sapC0Lu0ut9s1CFZHa9g3/+UAO2LXHrpSlbx8cADl3hvx7rKHo/dh1N0dprMLmq+OORkvxYYZS9miUVLNOAfa+UnkjbDq5efANBr4ZpixIF3+lAG1ZD2zZkFC+4hw3ZZf4v76hT/cDFZVw8L0QibVEV1inzKdiUoSy+FUveiFB0stZbP+bJaEFck1eipIewD28htf1ZAPTFN6LOuWnMVNSzAQn0JyGZtSkPqLg1MPQxKpnqLmKmE79HoNlZcrqfxzb1oKkJVs4JEDwdYkgC3jLEDV/H7j6AzGUZcNXx9UehsVKnL2bgcihnrM4dDRtBZ3/p5Fp/zEBRRFFWqyUFL+xMsqs1xaedJ/oRgrn9adSVU4YnTEZfjuBon8W963qJJy2uXRZhZp0LfYyxcsYS3Hn3UbqHx5RDSYtv/76VOz/WPG510DNBTVjl2qXRQqqZz61yxcIIdz3bzaeXZzH/8FVkKt9GalMuwLn8g2TVvHm2y06Qe+Q7yL58yrXVvgf12A4cF3+G3Akqv7z6fmTMFcsKHlzfz/Nbh6grc3D7FVU0RJS3LGB3KJLbr6jim78bIcFDPpUhXyPha/4B3cxiaD4yUoCElB6BUL4n96S7yG19uvh6+o8ya0o/vx3w8/y2IZyjJoQ6Biw2JRq4zB0k03I+Tx0ro6FC5bqlkaJ2OWkIDnXl6B7M0Vzloi4yvvflObz94Eu3kX3ih1i9RxDeMN4r/oZUdBr2W9QGn8PZwbmUunc4Yln47j3t3Leuj2e3DLHlUIrzJgcK1ZzOJiwU2gdtjvSaJHOCnJWfzRfDlWy++btW1m4ZZNeRFAunBPjtM11MqvXw3JYhEhmLLQeTRIIOJlY7kVKiK6fnQaEAk+t9rN8dKxgLV4R0LlsQIezX8DpVrltexoLJPpZND6CrAkUROFTweE4uqwx6FFbM8DCr0uSSCTmurOsi0jKFlCM65vqqqvDg+oFCWWnIp5NJYFqj9013XlJC1K+SzJgc7jYQAi6Z7eGiOQFU9exWqHozcOmCyQ0+Nu6JY1oSpy74zPW1TKnSqAlr+J0jz/h0n/d4sHQv5mAX6mDe6BVVo2fJ37BlIExzxdh+W38uWW3KEOztMNhyOIONgt+tntYg/WSZmromqC5zkzMkErhwdpCARyOetmka5z7k02X2krr/W5gHXsU8uBlz/wa8E2eTHUcd5vU4eH7rIKPH8J+4uoZkxkZRFMoCGiGfzl3PdZPIWAwmTF7YNsTCaUGCo6pZ2Qh6E9Abt1DcAQ71mOxsLVYVVoR1BHmVXNCr0TXszSYEfOa6WmrDxe++YcPRPotdx7KkDYHXpaIp+YBcUQSWFChC4FJypB76DqRGqXzTMfT66Ri+GkzFhayaTl1EZd6UMBURJ6vmhLh+aXTcFDaPAyrCDhZMDlBX7mRirZv3X1xBc5l60ud2HPpQK9z7f2Hfi7B/HfLgK2gTFmINVylM5ARf+fWRQuEDw5Js2B1jxeyTpx8PZQU/uL+Njr78vTMtyeZ9cRZNDRD2vPGJSZn/Y9sScQI5bKhuDF81RqAOQw+McE0CjvRJ/vEXh3j9QJLX9id4busQi6eH8J6QpaSqCo9sHOBodzHZmDMki6YFMewRXxaHmcDacE/JOWoTzsPw1xb+78DAev1RHPNXg2WiROtxLrgas3wiDl+QPa0pfvZEZ2F924bdR1OsmBNEFfm2e/OhLN/8fSuPbRhg84EUcyYF8Iz6jCwp6I5L9ncZWKZBJL4PvXMbUgi++VCc+9b1Ewo4qC3TzyhtI2UqHOk1iWfA6VRK0uBUIdGUUuI6kYMfPtTJXc/3Eg062LQvXrLOeZP8VIdO3m/EsoJ/e6iT7a0Gi9z7kAPtRb+LCcv49nNentw0wOQGH1VnuVLieFAFhD0KlUG1qOqmlCBRStSXJ+Jstv3OwYPk/vgfyORAYZndsRfnjAsx1LNbxVAIiOUEz2xJ8P37jrHm9UFe2hln/pQgONzY0kbv3lNYP7704/xoY5irl5Rx1/okE+pDrNsxBAJWL3hjy4KxYGtuDH8t+60aXjqsMLXBSzSg88j6Pm6/oopJVadnRj4WFCSqrrNpX3F62U0ryqkOFH9I7YM2d95zjHkTfcywdyL6jhSfb8Uk1JYFWKMISK/XyYHONF/6xWE6+nMMJEzW74rTUuOiJlLaT/YmJA+81Fe0zJawYLKfqO/spa6pAqbUu5kzMd9/NFe5eWJjP/9wSxW+9f+F3XN45Ph9R3E0zsLw5s2znUNHMF99oGh/cqAdx7Tz6bMDdA5ZSKGQyMGLOxO09pr4vDpup+B/nurmua1DeaJ8uK9ePitc1NadbUR9Kounh5ha72HVnBBXLQrjc0gsVEzFiT3OyFA3k1hbnyhZPlR/AWsOONFUBb9HLZCDAKGQh2UXL+I1bSFVVWFuu6QKByOztBlL8G8PdXD/uj5eP5Dk5Z1xysIOGsvffgV5zqEULpnCePCfC4UeMDKYe9fhmn4BhlbaBp9LqfvT4VxK3V8ohICBlOBwT5aFUwIMJkz64yZHu7O8vDvB6vn+s+JDI4QgaQgGkjZ/3NzLM6/l3yGfS+V9l1QykFCpCuvc8YfWghn4QMLkd890ccn8cL6E8xR/wWfp4Zf7mN3spdwniqpOnSqqAnDH7U10DRl4nCqaKli/K0ZNxMHViyKE3DZH+iRf//VRemMGQa/GJ6+tYZbzjf17gj4n0WmVaFYKS2smYY8/oBYC4ulSqVE6Z3O2Cqx43Tofuqya65akAUlZ0HXWGXxFEW/qPZFSMqVK47sfbWIwaRH0aATd8q31YXT52FD9PupqLsYp03RTxk+f1bhlpYqqKm+qwk08J+gcNImlLGqjDqqCnLFvcM4W/OzJLl7dO2LSfevKClaf539DuVPaFBzuztE5kKO+3EVDVMNRMhsreOSlXvxejemNHjbtjdM9aPDxq6rH3b1TMTC2Pg2j0o9kOoZ18FWU2U0l74IpBWu39nHbpVW09mTJ5vJV6A52pPnNmnxq1TVLory6r9hnBWDLwSSNCwPYtsSUgidei3H3cz35b82r8flb6nnolaGiIgLXLIny9OYB1m4ZZPXiCJcvrMcwbaojDir9JxipCsHTW+L87tkRo9CL5oa4bVWUgZTkiVf72duWZsXsIKumu3Emiv2uAMiMpOiaUoDuo7Ecmiqcw8c6+XPyahJvWNAQ8aIoCsmcJGvnPfBO9l0pisDe9ABidBpYvBd59HXE1EuREgYSVpFyECBrSPoSBoGTzCj0xS2O9RSTOVJCf9ykOfrWlDRPWwqPrO8uIiWzhs0ru2K8a3Gw6F7Yts3MJi8vbi9+Z6Y3evjRA21cPDHHtDoXnkgZhiOAOnER1v4NIysKBYI1Rdtm3JW4Ji0j89wv0OqmIY0s0hMmq4XxQVGVt+PoGMiRMcDhhO645F/vbyv8dqwny08e6eCLN9eiYmMhWLsjyS+fGiGtbj/fz0Xtv8HRe4ivXfkVPnq3zs8e76S5son6yOkFpr0pwffuaaWtN//cLpwV5Mbzywi737gh3deeY+eRvBJ2y4EES6YGeGmUr6GiQO0YJuGjIRTBYxsH2HY4iRDwoVuuxX3k9byXCiA8QXYq0wpKvl8+1ck3P9RQUgzgLx5jGYfbFieVlZ4BbOD1g1kGUxa/XzvSvvXHTX76eAdffHcdGwOXU7t8DpWOBLa/kp3xMt57sc667YOsXhSlvS//Ll2xIELAzRn3yZoimVShUhMJsa8tQ9eAwddua6Q+qp2VMaaUsGCCm8RFFdz/Yi9Oh8KtKyuYUu0oUQv2DHt/vrIrxrVXXop33wsj6kehYE+9CCtnIUR+suH45M7Wg8kSYvK+df3MbalHOaGD9zqVEtU2QNB79glWlfy9LQ/4iKdsLp4ToExNYHbsLV15qAvKZ+X/LcZuX+I5wd//5jDpnI2mCm5eUcEL24Zo7cnicih840PNvHyCb5RhSTr6ckQ9b03fAPkqoDVBQc3xfPhTfBkNdxnajJWYO54tLJOhWnbGI4DBwsle7nmxmBxcVJVib6fFdx/p4vIFYVbNDdOTHpnYau832X44RW1U45NLMpSnD2EZR3CkppJ1V77ZSz2HtxhKegDzhMkQLDNfwba84s9zUudwSjhHOL0DIRG8fjjLjx5ow7AkTl3h/ZdUct8LPQwkTLYeTHL1gsCbHgwcT+kYSln0xswC2QSQyFg889oAzVUulkwLlFSei6UsnFreD6WpciT3PODVePDlPi4/L0zDGIPyrCVoGzCJp0yqww7K/UoRMSUl+BwSf4WGYefJl3ctCg7PytvEM4I7/nC0EGAMJU3+5Z5WPn51DbMbXDhUiaYp2PbYxtCmVDAV3xuSDKZpc9G8MOt2FAdNCyb5zqq6TEESCeTv39nysTYl9MTzVbgOtKdpqnIxrc51xmbEUg77fTmHczPe6hjEloTLI/zkaYPDXRkUBS5fEMDnFCVS+tNBPCu476U+1gy/516XwhdubaA5emZy885Bq4hsArjnhR7mTfJRPUZGxHEYdt7f5qVR79bNK8q5ekGgiKhSsbl1VQXf/sNIJTO3Q2Fq/fi6f4HETvSVLLdjPQXp/Wj0xm0e3zAIDFIe1HHoCs9tHeR9F48MzFp7sgQ9pYPxgEdFyrwJ8ZEei7vW9hR+G0qa/M8THXzrI83cv66XnCG5clGE5jKNSVdVcNvFFTg0cGsSiSBnCRRR7LvRn5L84bnuomM+8/ogVy6K8E//e6RQyv1wZ4aOvjAfOf8DWE//e9HdoKyx5Lx1mcOR6IBMAhmoIOMsf8NvL2vB5j1xfru2Dynh1gvDLJ7iGzM1EMC2TZyxdkrC1KEuhMinZQU8Kk5dFNIWIV9NLuQ9eQPj1AXRgEZfrDg4Hssz5GxhMGGRzJQG3QNJs+S9khJmN3mYN9HLa/vzhN/EGjeTK2xWaxvxvHo3rDdQp61AWXIryvkfAATW/lcQ/ijOS/6atLem6FW1UMlMWImrZhokB8BfTspZXmjjK8OlwdTMJm/euwiKilgcx55jaeIZm7AbjvZa/PrpzqLff/FSjtmXvouKnn/Bu/VuFk24nfX7MnQO5qiPnEbVPiF4eH1fgWwCeH7bEDObvSyd7D6p944QgmOjttvdmsqndKqCl3fGqAjpfPTKair8nLRdzhoUzLmlhM8/5uIzF3yNyY520BxsHKjk354a2UEqa2PbAt7hhJMQeSVhLG3jdx33SBv/muxgLcIbLlI4qRMXY7jLzmq/1xOX/OD+Nm5dVRpA7WlNk87ZzJkcYV+HjxcPp6i3nfhcKu19OaoiDjQV9ren+OQ1Ncxucp+VfG6vJpnb6EQ0uU6JjD8duDTJylkBptR7yBmS2qiOUy3tyyP+vAqle9Dg1Vg10y/5KsH2V5AIUvVLcARbMA3Bhr0J1rw2SEOFi+uX59WuJdfjFEgjja05iyy3g2741LU1fO+eY4V2/70XVVDmL60mejYgJQSdEHTm928obrQJCzB3rC1eMVpX+Kfpr0apmYrdPpJCLKeu4ucvU/DUNC3J79d28d6LKvnN011kcjZ9MQOfWy3xKXQ7356m44ZUURe/B2f1FMy96zAqp7NVncdvnzG4ZJabBYF2eqd4eWyrhaoIbloaoKrc4o7HMoDJvAm+kn1mjXwl0s8vj1O+9p8LhKW9NYz/xn8k7qwp2eYc3j6QDg84PZAtthvB8zb10ziHAs4RTu9ADGXgX+8/VphNzho2v3+2iysXRbnn+R6WTg+8qcD7OJJGnjjqi5ljqpEOdqSZN9GH36OiCEpKq9syP1P7x835wZkQcOn8ML/6YydSSj65uqJIjZK18oH28ZlvIeALt9Qzo7Z4psu0Bdtbs/zhuR4UAbesLGd6nQNNwEDSKpnNzhqS7kGDbJlFOLkLc8ez6NE6lCkXkvLUnPFYbEKFxhduaeC+F/OqjUvOCzOjwY1DeftWQxJCsO1wht2taR7fOKL4mFrv4XM3VOP8M/h/nS5sW1IZ1Fg0xc+yGflOpqM/S2Ol86TBwhuhtc8okE1XL4nidak8vXmA8yb6mVLrxKOf3r5zRul7YFqS/e1pPM0eguMQfN0xq4hsgjxRtXyan/AJ3rRTahx8/bY6Xtw2RNhtsXSCRp1jgBRjm4dmbAfe6SuLvW4AbdIS0mO0GaONyXtGBeWjb/PWgwk+9a46th9JFoy+/R6VmY0epMyn6uxtO2FwAOxvz+DWBX99ZTkgCkblDBOYYtgT6K7nuznSlWHV3BArZgYKxGjOkCXG4gBdA0aBbDqOpzcPcP3CxZQv7sLY8iR4wzhXfpi0r75oPYfMor52L9lNDw3fGAee679EMjz5pO3EgfYM//7ISIW0nzzeQ8gNM5rGZhYVVSM75RK07p8WLRdN8wokSdAt+ZvravnBfW2YlkRR4JPX1BBylxKDoxHxKty8soKfP9ZRmAi4blkZDVH1pNu9GdhSMn+Sn+2Hi4s6LJsRHLMv8jkkf3N1Fd1xC9OC9bvjVKYP4Nn0v4V1rF1rUSPVpGdeh3rRp3FcEMNWHMQ1H5kcBT+4wvqoJN014C4NGCr8+VTfnz7WQSpr01Lt4q+uqEQd3n4sEq8ypOPWFXKW5FBHpuRds21IWE4qAJL9RML5fYV9p5eaYdqCbQeTJcuP9WSxJ7lPmoYspWRKXTHB/Pu13XxsdRXvX1WGpgh0xX7Dx65rMLnWzSu78+qHvpjJlx8VfOHmJVSEdX5434hXIcB1y6K49ZMbL7/dIQQc7s2naA0lTbwuhb+9oY4p1dq49yutBfHe8BWsLY9it+1Gm7IcJq8gK8/uUPp4W+vQSomASbVuXDpow8bv85qcxDKS/qTE7VCoCOpEvbBkkgfbts+6p9jZ3h/AQEZw9ws9vDhsDl8R0vn8zQ1U+IqPVRNWuP78Mu5/sZf/eqyLKxdUcMGs9+PSBUGPQFPgoXWDPLw+P6lytDvL5n1xPntTfYlq6aZlAR5Y10skGuLCGb6CJ5ltS2bWO/nex1roHjII+1TK/WqhrXirYdoK6vwbEb3HkF37QVHRl9yMEWwqrJNTPQws/BSRgW3Ijl3EorMYDE/nhbuKxw22DeaoyeBDnWk+emUV379vRM05p8VLbVTnrZ8pPDNk1ACiZSXa5IuRtqQuYfODCRaRDf+OeGod762czJUXX4KQNiGvyscfqCebk7z/4gomVJVONNREdC6c5qZ892+KvAFlcgDZtgtazhFOb2dkHRHcl36S7CPf4/g7qy++kZyn6s97YufwhjhHOL2DkDQEbf0mQ0mTE8fwyUxeQnv+zCDzWtxveiCYNgVrXo/x6Ct9eFwqt6yoYGq9h92tI4HjzCYfPpdKhV/hY1dV85NH82alipKfEfK7FSbVuvF7VAYSJiGvzlOb+vNB0Bjn1zFgFqVZSAn/+UgHd9zeiHvUm7qvM8e/3Hus8P877z7GP76vgUmVGj6XUqIKUEQ+AI52riO79mcAWAdfRWx7Gvct3yLlKC85F0XJV/GwJXgdjDnLrCCZUasx7dY6DEvmS0q/zUfgg2lJ16DBU5uK04t2t6boGDBpKnv7+EOdDEGX5NJ5QboGDYQiuGi2702ldwgxknazfEaQI10Zth3KB4HPbx1i5ZwgH7yo7LSMcqvCOkGvWkR+TG3wsONwiqBHY05DacoAQDZXGqDbNuQsyYkuWG4lx5TtP2byUDuyO4Xc3odZPRnnVV8kK0orJ0kJVv18XCs+QHbjg6A6sFd/kU53HW4hUGTxsSuCGtVRR8EPCKCp0knPUP7/M5u8zGrxUhbQuOMjzexuTeNyKEyudRUMVtv7c+hjGFdNrnPjdowimsgTogNpSUe/gc+j843fHC6Yov9hbQ99MYPbVkURUhL1KTRXuTjUOSKXD3o1nCea3wCqKpCHNmLuXY9r1YeR1dNJqKWknB4/NkI2AZg5sk/9GOdN38ybG4+CYQu6hiy8bpVnt5amFP5xS5KFE92kzNJu1rYkomUxdnoIZcuDCM2JWPZ+7PJRFZYkzG5wcOdHm/Ptp08j4nnjVGS3Jpnd6Ob/vbeRniGD8pBOXVg7qZG5quZVn2caTJb7VSzb5rZLKnl+2xCaIrhmWZSWco3xAhlNkdQEFWwEsbSBp0YjsfBD+A49B72HADB3Poc+/QqyODG0MANp+P2T3bx+IMn0Rg/vv7iC6CkUCFMELJzgYvJfNZM1bIIepchnrzqkcPXiKI+8kg9UHZrgU++qxaXZ5Cxl2FOs+Fv2e1TK7DzJmJp6BevWWaycE6I+qmFJQc7KG3y/UWesK5KZzV7Wbim2PKivcBX8pU6GxnKd96yq4J7nezAsyaKpfua0eAtFAE4FQkpuXlHOrqMpYqn8Na5eGGRWlYHqUPn6B5u454UeugYNrlwQYeEkz1tCPPwpkcgKvnN3K/Hh601mbL57Vyvf+1hzoRLmWEi6qlCXfgTVzpFRnGclrexEHCdAtx1KcOXCCE+82o+U+cIJH7+quqiy2NE+m2/875ECmXL98ihXLwy+Y0yQFUVhf3u6QDZBXsF0zws9fOqqCuQopldX4F0Lgyyb5ieZsakIavidx33mJIms4LENxQreVNbmSFeGd6+oYCBhksna1Fc4CblMntxmkMl1Mb3BQ+WwX5QuszhiR/HFemjwRTH8DeTE2KphbZgQfDNp/Cciayl8/UGDKeWfYG5ziqzUOJgIca3iRkHitoYYTFp8/q4k716xmBfaptKxLcfqxQ78HrXwPkN+LK5pI2OGWU1e6iIq37q9iba+HAGPSkOZ489SaOh0ICUYRv66Qm5QFRVHuBIDoGsv4a58CqLz3V/nWx9uzo/5XWOP20NueP+FAZRHB0p6RJlNnqtc9zaHbUsy1fNwvf97+TQ6T5icrxpDvHUpoedwdnCOcHqHQFUVjnUaPPlqP/Mn+dFUgTnaGNGlsGiKnyvmBUpy0k8XiiJYvzvB3c/nU2BSWZsfP9TG526qZ397GtOS1Jc7Wb04Qn1UR0ibJZPdTKptZiBuEQlohNz5Ab2UkonVLr7x26OkR80uXb4wUtJJnyjzBRhMmORMWSCcNE0pVBoajWe3DDJtdQVBt81fX1PLD+8fkUNft7wcnzWE3PD7om1kJpE3nawuJpwMW/Dq3hS/XtONYUpuOL+MlbN8RaRX0f2SFs63Rm191pEn4kQJYQlgmG+DCxB5zYKQb/wOO1V7WLUBb/bmSwk1UQdC5EsT/++arqLf124Z4prFEcp9p+6h5XNIvnBLA/e80MOhzgyzm33UVzjZsCvGntYUM+sdjCVkrwzrhHwag4kRpd6kWvewYemo1CQEmb5OHPuLK0rZHXtxxjrIBieMeV5pNYAy9SrcU1axb9DF/67p5kjXYeZP8nPNkijl3pFjuFTJF2+u4+FXBth6MMH8ST4uPy/Cw+t7uf78Mjr6cvz+2W50VXDrygpWzvShnRDoODWF1w/EuWZplEdf6cO2IRrQ+MgV1UUkSNoUtPblfei2HEgwo8lbVIEP4JnXBrluab4Ut65IPntDLXc938vmfXEm13m46cJyHKqgscLJkVGm1O9e6CC8+0HsgTbSj/8Ix9KbUWbdUGgjPEY/ou8wilGqNJFDXShmGhwjhFMsK/jRgx3sOZaiKqyzdEop61EbsMDKMV43Kx0+lAU3ImZeAoqCqY/huych4oGIRxtZcArw6pKWMoWJFa7hfY79PTntBGrXbuwDG1AqJ0LjfFKOslM6xmjoimTFDD9tAwZNVRUEvSpht1KkQBoPAlg6NciXn8owmPBz+cyZrG7aTuDVX6BUtmAqOtj5QOy7/x975x1nR3We/++ZuTO393u3d/WOGkggQALRizDGNIONcY8Tx45/SWwHt7gmjuM4Ce4tuICNMZgihBASoiMEQkJIqGtX2qLt7faZOb8/ZnV3r+5KWiGJkuzz+ewfO3d6Oec9z3ne5723iYOdWeJBjdkNfjbsGGRipZt4UCPiHj1N+jB6krDvUJpsTlJf5iTuF/nbqSlw7eIQS2b6GUxZlIQchIcykdKGRWlY569WVHLXY200d2WpiGp8+nwIvbIace5t9MUW8Y/X+ygLqbT1Wfx6dRsHOzKcOyvI1WdF8DuPfl5SSlYsjrDjYDJP7C6ZGWRKpWtMZIZTlVw+z8/Z0/wYliTsUd5UDBD3wndur6O1J8ckby/ufevo2R7BDFYwobyEv726FFMKHOLNE5PvJPQmzYLBOUDWkHQNmARdx554MS0w0U9dnvsRKA2qvO+8GPc+1cnkKje3XFhKTYmT6piGVxs28s9aCnc+dKBAuXP/s13Mn+Qf1bLgnQgDQUt3scfm9qYkWVOgHdHlKkJS6hfgtxWbI19FRdjq+iP9lxQh+J/VbQQ8KrqmcKgnTVevnu9fugcNSgMaDky0bavIPHd3flttwTU45l6HMaIdlwgO9pisfrkL05JcMj9CdVQZtT8/URzqM9jdnGZ3MzySP2Yv58wIU+vsJvfgt8lOWUE2V4mU0NRhqy+feKWHG5eV8rs1bSQzFppD8NHLK9i4s59pNXbfWBW22+TKkEJl6MT8lN5JMC1gxkU4Er0Y255E6G708z5ANlhHYIiMPVoIKSV4PC60WReReequgt+UqhnjZNO7AMdSM4/jnYtxwuldguZei+/+sYmsIWnuynDTBaXcs+4QOcOWUX/uumriXtvH6GSRMWDVKKTO7tYUf72igoBXozTkIOCU+RkEBYh7BfF8asKw3L4yrHLHzTU8/kovpiW5eH7RvI/YAAAgAElEQVR4VFPVsoiOolCQujCnwYvfNZxCIiVEA8UpCxG/ZgfnEubWOfn2RxrY3Zwik5M0HUpx9RwfvDy269/XnuNHD7fm/797XTthn4PFk13v+s4o7FXoTeSYN8nHK7uG/YVCPgflkbdPVm1Jwe5DOe57phPLkly7JM7kcu2kSm+fKKoiDj61opK+wVGMYQHTKlYYHQ+lAYWFkwPEgjo7DyTZsm+Q688vIZk2hqqpFW/j1SRffn8Nf1jfwRsHUiyc4mfFokjBrLaiCNLJJL2DUMGxU6xGg2VJDqY9/PNv9+WD8yc399LZl+PTK8pxjfDPCLvhA8siZM+LoKuAlNy2PM7Kjf350vZZQ3LXmkPUlDiZXOYgYwk6+00cqqAsomEYktf3J7hxWSlSSurLXFSERL796ErCN39vG/2DPeAOjGLSemQp7pBL8tFLYvScZ6dZfOnX+xDAZ6+rom/Q5EBHhgXVFhMa70N2D3td5bauRZtxKRnhQckl2LunBcWEykixD4BSPglDH06NUxTB828MsOOgrfZs68mxYKKLx18dzJsqe5wKF0zXSAvPMR+NaUpMLTD0UE79u34swkIIidz8CNmN99sLtj+FiKzGfc2XSamBEz6WyyGZEB8ZUoztelr7LP71jwfybeuDm7Ko82dxffkUHAveQ9qyH3jnoMHBzixCwLXnxlm/uYdF04P8clUrqYzFirNjLJ7ixeUoPm5PCr76m0YWTglQGtHZuCvBjFov1ZFhj8DDiiuC9vGktLf72m+b6B4wcGqCC+aG+aurg3hcCiEtjVXzdVKKl9iQv1h3SvLVu/bnUxkf29hDf8LgE5eVHFOZFvXA126poaU7h8OhUB5S0cTY+3Ip5QhVzpuPAXy6ZEapSe7FVTzjXsovnrW9uc6dmuL9y7K4XSdflWwsyFmClh6Tjr4sEb9GZcRRkO6tySx6otWuOukvIe0pxZQnNtz3uxWcmkJmROqzopwec+gThaZILp8fZOFkP/1Jk9KQg5Dbfs4j7386J+nozbJoWgAh4JVdA2Ryku6BHDUR59t3ASeAgZRJRaRYnTCr3oumWif0OvtdcP3SEn792LDfWnlUZ+5EL7tbAuw8kOKMCT5Kwjq/H5pUEgJiAbvd0tMdZJ//Q8E+cxsfwDn1XAz3cFXM5h6TO369P/8sntnaz9c/WEdt9PSRfIoiEC2vI7sPEmpcz7IZH2Ltph5uubCMP65vpz9psnpjF1+9tY6sYeJ3q0S9sHBiKYoY2yTeuwkpRxjHOR9BX/hepOIgpYXGrDbMSRVtwiJcAjKbHkVx+tCX3EzSX3d6T3oc4/g/jHHC6V2Cgx2ZfBDb2pVl9cZublhaQm2Ji4qwg4Dr1M06OlQoDRWm0QBEfA5MSxLxKfg166gzCEdCIKkOK3zsEnvm/Gjy45gP7ri5lh8+1EJnX465E3186OLSQp8O0+KieSGe3Nybvx9OTeG8mcMm6QJJuR/KpnlI5WDZLB+lcS/Js28ks/bnw+fl8iEjtQXnoKqCl3YWVvEAePyVHhZPqTz6tMm7BJoiuXR+mJ3NaUrDOlv2Jphc5ebqRZE3bRp+KtDYafCN3zfl///2PU3ccXMtU8rVt4zkU7FYPMlFT0qwfktvQdn2aTUeYv4T98DRFMn8iW4CHpVYwEEibbG9cZAbz48dMziKeeFTV5TQlYREyrQDxiEzaY/Zh3z9SRyvr8UTqsB1xWfIrPslMmmnJChlkzEC5cc9t4Od2aKZ4K37E3QMmNRGFLvSz2EpnJToIwRWhil5emtR1VO2NSUpDQX53n0H2X/Ivn/L5gT55FXlNB7K0NqdZVKFm5qYI082SQR3P9meJ5sAntnax5KZQWpKnAXP4dblpUPGvoKUITAsid8lWPNyN+u32Ne/eEaQZ7b289reQaIBjauj+3HteqLgPJVIFZaiM5gR/Pjhfrbs9wAezpzo5GNXfRPPqq9DLo2IVqIv/ysGGR68CUXw8q5CM/hfPtHDN24Mc7BtEGmZ1MdUSmIu0sdpLhI5wf72HIMpk/KoRmX4LfQK6etEfeXBgmWy+yBK70GITj/u9kIIsoaksdOgP2VSFtZp7sxgmJJJlW7ivrGlJhzoyBStt/r1HFd95IsYTmf+nXM5BIqAaTVeNrzRz9kzQvxy1fDEwK8ea8OtV4w6MfB6Y4oFU/wc6Ejn04mFgC/cWMO0Cseo5ymE/Zy7B2wCOpOTPLqhG9OSfGBpBMtyYgDaiMmVlq5cUQGN57cPcPOykmOmaQG4VIuG+GGy4+3rZxzJTvYEF/CDlcP9/1PbMwQDA1y/JHr61U1C8OTWAX6zZrggwKULwtx4XgQFiYMc2raVZJ4bUiwLBfeVnyNRuRAhj61yG4mgC/7mmgq+f5/th6kI+PgV5UQ8J07gnw6oQlIWEJQNkSGj3XaXLvjAxWWsfaUXieTGZaW8vHOAktC7p8S73ylwagoXzQ+z5pUepITKmJMVZ0eLSXgBvSno6DMIelVivkIVZXdK4HUpfPHmWrbsGcTlVFAVgWKk+cSlcbIG9KclX/+dHWs4NcEnr6wgdlg9nE2NGuPJTBKGsupUVWHd5u6i5/Hoxm7++oqS46bXpQ040GXQ0WcQ9jvIGhZuTaE2ruFUJaVBlYkVLna3DKeKL5kZJOpTsXbY1blEy1bet2Ar630z2Lijjw9fVkZJSKcsqOLRJFLa7Yhl2XHNO+B1Pi0wpIKhRe1/TnDCJumIoEy9An3SUizhYIDxlKxxjON0YpxwepdAdxQqKw71ZFn1Ujdfen8tfuepNe8UUnLD+XFe35/IG4WWhDQWTPIRdI09oDsSx81zlzCpVOXbt9WQMcDnFKOmBpT6Bd++vZ4dB1MIAVOq3MR9oigQFlJiZ6LYy3MN5+D0hDG2rUWJVtum4a54QWdsWXZq1ZGojjsRyHdcv20Jlawh7Vn9Mb4EIZfkzIku5tS7eO/ZEXR17NueDqiqwtrNxZXTVr7UTelFpQRdo783nlwXonOfXRI1WkvKU37SIhHTlAR0yf+7rpJ1m/vZtGeQM6f4OW9moEBhNBp0mUYbaIVsAhkoJ+WMIaXEpUpmVetUxzRMyZhSXiSCzfsz/NdfmskZEo9T4e+vr2ZyXKIcegOEhXrGxeS2P0v6sR+iXv7/sDY/QqJkFv7pi0f1bzoSbr14NlZ3CDRV8PDGfnoHDRZND1AbdRQpzTRVMKHcTXNnISk9ucrNqpd78mQTwLrNfSycEmB2jc6cWj3vt3EYaQNe31+cyrarOcWZUwJcutDBwY4scyZ4mViqYZiwuSnDL1e1MpgyuWh+mAWTA/g8DjSHQsTv4Ad/tj3ekh0ZtqSqOC9Wh+jcb+/Y4UQ7+0YSaLy4Y5At+1P5Y27YnWFBtZPl590CZVPIuWMMHuHfIS3JmZP9vNE07Ge3pzXL7m6dc2fEEGaOrOolfZx3MWkIfrzyEJv32OSVIuDvrqvmjFr9hNpYUwo6By0yOdvTZCx+HKqq0NqbpXqU734sM+Euow/2vYS+Yz314Unsi5zLN1YK3r+8jJ883IpLV/jGbXWUFBcJKkJAL06ljgc10FwFbXrEq3DtkhhNHRlMk4LqbIfxyIZuFk6qKvKr6h7IURbWeXyEcldK+OkjrXz7QzWjFktQFDHqMZoOZeAoqkK3XqyA9LlUtNMgmjFQSWYlHg0cJ6CGOi5UnaaEFyis3PfkawNctSjKcbLNTho9Scnv1xZWn1y1sYfFM4LURxWcibZhsglAWqRX30nLhd/hkBliYplzTJMnUtoead/7WANdAwZhn4OIl+N6pL2T0NSR5WePDJOue1vb+Nx11ZQGTl+BgFMNBUltXKc/5eIfbqjBsiTlEZ2Y54h4TsCuQybfvqcpn/7/geUlLJvtxyEkrf1w54MHaDyUIeh1cMPSOKs2dNHUkWWq26J8SjmoXuI++PbttfQMmvhcCkE3+fjH8pWgBOJY/cMVVYU3hPSXHnEuxd/5WLRNhiW477luHts43A5dvThKPKTTNWBQHtYoDzv4zHsq2LgrwZZ9Cc6c4mdOvRssE6VmNmx8AIDAxl+xIljC5ed9Eioqh7yu5NsZyr3rYFnSViGPYxzjOO0YJ5zeJagrcRb5utx8QSlRjzVqWs7Joios+M6H6zjQmUV3KNTGdfz66TnWSEhpe1I4VThWwBT3QXyqe8R2x+9ls8JNtnw+juqF5CyZT8ErPL7kjAYvUb+DrqGZbbeucNnCSMEgUJNp9P4DMNAJ/hjZQDU5MbZS2BlT0NZrkM5alEd0gq43EyQI9nWZ/G5NKwc6MiyeHuA950QJHsMr5IgLtX2nKL4Hbz0k3lFGMW5d4Z717dx+UbzIANWbaSd731eGy1OrGp7rv86gry6/jqoKTPPNXVzIBdcuDrLirCDqGDxLnGYC8eJvyby+zl6gu/G+9ysjzkcSys+QShAK5jEI2J6kLKhEmcxY3Le+ja+esY30ul/k13OdfQPyjQydXYPcOXAbN80vwelUxvRMq2Masxu8bBlRIes9S+J0D+S496kOTMse6H3+xmqmVxTOmEvLYsXZUV7ZPZj3XptQ7qImrvM/qwv9rwD2Ng9yRk0QwxoRlg/NViczJnMafDy3rdB42+9RsSzoS+RYMsNPxZD/xIEei++PKBqw6qUepBRs2TdIa1eWSxdGWDjFz0s7bKXiT582SS/+K644px/VzECkioSrDEURbNhRrGZ8tUVheXmIhLdm1OduWZKzpvjYtGcwbyx/1lQ/02tcZCSg6GO6/40duTzZBPYE7f+sbqP2ltoxfcc6OUSqm90dkh+sydLea1AW1vn8DVVEjhNDSynZkwhQNvkCtB1rhn/wRpDh6qNvyBC58fJ9GFtWA+Bs3cU07/PcetYXeGnnANNqPGxvSvLs6/28d3HwmOSZQxXUG7uojUdo7LDbW0WB289z41MzqLkkhuoigwuB5LJ5QZp7DNr7DJq7ismgWGCIHD3ikHMafGw7UFwpsWsgR85kqL8phGlaLJoWYO2rhUq+5fNCR01dr4xqzKr35t8LgNsvLcPnHD199s1ACGjuhbvWNLO/Lc2cBh/XLIlRETg18wYZV4xIqBvoK1heFdPtlNoxwLAErb0m3YM54kGN0oA65vTodNYa1WPwQEeG+pgHkn3FP2aS9Hb18u9rBrnlwlIumedHjqVSrzzSI+3dA4dDYe2mYpXpU6/1MqOmDCgmco+Eoij0Zux+MuwRYB1/m9OBoEty9hQPyQzoqsDpKJ5ETWQFP7i/ucBr8q417cys86JrCv/1wEEOdNhtQl/C4BePtnLTBaX84cl2YmY7Sj8Qmmh7+DgkntBQXzQyRVHx4lvxRXLrf4nZtBWlcir6so8wOCLF2DQtls4OsuaVnoIJrtF8SY9E56BVQDYBlEWc3L3uUN5PbFa9l7+6sowLZ/m4+Aw/pmkhhMBC0OVtIHD+R7Ce/x0YWWTdAkS4Eut0B+bjGMc4xnGSePf1sv9HEXBJvnprDVv2JenozTF/ko+amHraCCApIe4TxH2HU0nedlbilOF4QUHYDf/8wVqaOrKYpqQ6rhPxDAfzDmGibV1J5vk/5rfRF12PnL0CQx47Ik8Zgp+sbOOV3faAxONU+NoH6igdvXp6ASygtdeiqT1DZdzFt37flPefWPtqLz2DBn97demYjHrfSTBNyXmzQzz+ck9eUacqML3Oy88eaeHmpXG0EXYUQgAHtwyTTQBmjsxLD9A+/69xuzR2t6R5vTHJtBoPU6tcFNchPD6kJVEY2yDO0dc4TDYBZFNkn/gZ+oovkx1Kx5LYXmwrX+wmnbO4/MwI9fHRfaq6B4orUV45JU32yV8VLEu/eB+uRdcRiXj5+OWlhD2i6HwVAa5sJ2KwC9xB0u4STKng1mDZnDDnzQ7R3W9QHtVpak/z5OY+qktc7B+q/nb32na+ekt1kWqk1A//8YkGWrpymJZFRUTDo8PciT5aNxRWQWzw9OLcuwVZfy6mVBACth7M8e/3HSRnSD5yWTmNh9I0d9kePSsWx1g4yWsPgij8ZveMSDU4jA1v9HPWtACtXd2seqmbWy8qG1I/ejAtcLkVUqW1w1Ukh7xQ5k/y0dSeZumcMH6Pyq7mFLNrFXIl045JMvqdks9eU0bHgIUiIOZXTjgV7kjDYoDO/qGUrOPYr3iznRjrfobZtJl6zcU3Ft7Kj3ZOYlNjlj8/28VHLo4d88W1LMmkKh9rey9m8cIaws3PkoxMxjlrOQm12MdqJPRMF9nX1hQsk4keJjg7eGygnHjIVoh29edQFHFctVZw/xq+OGM6+/WppCwH1Xov1T2vsptzeHFPjupwgtkTgrj9PjRVUhdTKQ87iAYcrN3Um68u6VAF7z139OuujqiY0oNyRNW3c2YE8To5avfWUOrgo5eX8fu17Rim7S03u9Z91HfDpUo+dWUZjR1Z+hIGlVEnFWH1lFYy68sIvvG7/Xm/sOe399PZn+Nv31NB4BSkRZtSUF8dYmpVhjcO2t+a7hDcurxsTH2LJQWrNvXzx/XDKpEPXVLGxAonHqdK9Dgpa7GAg6qYzsER6smAR8UwJZYUECgBxQHWCK+9QBkDjhi3LndiWpK2PsvuU99dXeEJQUpJwFscwrt0hcc39XHZ3GPfgLQh2NNuF31o7bInra45J07U/faQF4qU+HQ4mkonkbHy3/pIpLMWzV3ZPNl0GKZlNwWfv0Ql+srdUP1ZVFVBHiftctBVjn7pP6AZSUzVzeAoqVaVYZVv3FbHE6/2YlqwfG6I6sjxVWVHFsGYUevl5V0DDCRNNIfg2iVxHKpga1OaSeVOol7b3/CJTT3sOJhieq0Xt74I//TJTCjTWbfXwfY/DfDFG4JDVSnHMY5xjOOdiXHC6V2EiBuWzfDYsx2nqTrKSUMIepKSrCGJeJV3VGnesQx+DsOvS2ZUDqs6RgZAzmQ7mefvLVg/+8K9OCcuxnAf2ztnf3s2TzaBrVz53dpDfGZF+THTrISAnS05vnX3AerKXCyfFy4wOwXYtHuQ/nQpobEJrU45LBQsJJo4ccWWrkr+/oYaNu8dRFq2gfwDz3QwucqN+4h4TwhRIHk/DKWvjYefa2fHIYvl8yKsfrmH1S/3sGian8+97zTflFFm3a2OfWhmGlSbPWjptbjjV/vzA96NOwe54+YaJpcVN8NhvwNVoYB0CohEsb+EaSAdTp5ujdDTmuD8mX482vDNFwI8XdtJP/gdyGVAKLgu/Cjp+vOQUrCzOcmql7rRHcPmuVcuirJjhBokZ0osCeqILIJkTrBxd5LntvVRX+Zm8fQADsUm6S5dEGbr/kTee+n8qToT5Hb2p+J0NKUJ+FwEPGrBbPWvV7dx8fwwH78ygN+lEPEKBBJjlMqJEX/x/SoJ63SN8IAKeFQEgt+ssdVWQa/K5Mpa4iNSvCxLsni6H5/HwR+fbKd7wGBWg5cpDSVkjmi3FEXQn7bN0UMeYXvJCEl54PBNOfF2riqmFxEgCyb7CXuPPiAXwlYYmS/9CbNps70wl8b3ws+4fsmX2NTo5rV9CTJGrEC14zb6ULr2QmoAojWk/dWUBRwos2p4tSVOcPZ5VMTcRDxjUDwKxf474l20hML8yQEefdFOjz1vdvC45L5hSlxzLsf/539m1vABSF75Fb5493A7Wbulmy/foKHp9rfkVCUTSxx87YO17GtNkzUsJpS5KAmIUc9fEZIJJQr/dHMtP3nE9ghcMjPI9efFhknIUaArcP50Lwsm1iMBry5HLbU9Eh5NMq1CAw73H6e2D2zuyuXJpsPY1Zyis98kEDt2Yo8QIIWCYcqhKrKjr+fSVT57bSUt3TlSWYvKqE7EU5y2Pho6E1YB2QTwmzWHuP78Eu558hCfuqqSBRNcR01d04TFX19Txe+eOMS2xgQTKtwsOyOMSxOowiLljONZ8Xkyj/2X7VsXqqBtyed57XVYv8X+3u99qoM7bq4Z4Yn1vw+mKVk6O8jjr/Tk21FNFUyp9vDLR1tZNNVH2H307Zt7Tf793gP5SZ71W/pIZy0+dWXJaau+dzIIeBTKwjptPcNEpCIgFtTY357B71GLSPzp5QoNj38DI1DJ7kyMdeu6caiCc2YEqAodvbRwVmpwDOJdIKkKK9y+3PYltb0Oj3/P4kEHYZ+DnqFMhbKIzpa9tsr1xqUlPPxiFz1DynqnZk9G/ssfm/LLdh5MsWRmkK5+nZ8+neTW5aWsermf1h7jf/W7Po5xjOPdj3HC6V0GKceWPvZ2IGvCms0DPLm5h96ESXXcyd+sqCDkevvON2MK9hzK0rG9nYjfQXVcJ/ymUtiGIbNJioMLaS8/RoAH0N6bK1q2pzU95MN09O0ypuDnj9qVV0xT4tSKBxZuXRny+npr77dLzZEaGOTp7VnW7TS5enGUWTWuEyIbnZrCoy+2M7XGy+qXu+nqN4gFNT50SXmRd5JlSdT6eeQ2/qVgeW/DcjY+axswt3ZlKI/axvcvbB/gYEeG6HGezUkhUFq0SJ2wAMPhA2kTFi/uGCiK4x98vou/f2/5kP+CPSAUQhDxwN9cU8mdf2khZ0pcukJpTSW87LaNTYcg3AFa/DP58SNZLNmOZUmuWujPKx9dRj+ZR79vk00A0iKz5qe43j+ZhKeSi+aGeHpLX34AG/U7iPi1fEAMcN25cXRlRIqDENz3bDePv2IrzLY1JtnwRj+fWlHJhLhKyCX5+rVeWvZ2oAmLkp5XeVW5iO+vyiGl/Q5fc3aMSZXufOqRYUpWbujmrCl+ol77MD0p6E9ahH0KQdfwYLehzEl9mZN9bfY1aapg6ZwQP1vZkj/nqF/jxTeGU/T6Eia/XdvOZ64uQ4wgdtMZi58+3JJ/Lq/tTXDXmkMFSkFTCl7cmeKXq9pIZS3OmODjw5eUEnRJFAXSOYFDFaRzkqaOLP1Jk6q4TkVQweFQMM3RUzIrQrYv188fbaV7wGD+JD83LSvBMQrxLAQMZBX2tmaocPZTtvP5onXCRjtC1DJngheng2GzbbMfc+V3yR3anV/XveIfSZTOJe6Dkin2h3FkBayjIeMM41x4DdkX/5RfJkOVyEgN2UaTkN/BJ64qp6FkbOFFOjIJ13u/TO6Vh0Bx4DjjSr622sNID6HGDoOmjhwTKoelX1JKIi6I1I+Qgx3j/KUFk8tUvnVbLTlT4tUZk3zRsiRux/A+3m54RvFe01SBa5TlIzGQgb3tOR54ppNU1mTF2THmNbhH9a8CcDskE0Y8w7HGHYlRnPINUyKRWBb88KFm/u1jDRiW3R+6dZWaEh2XYuYnhMr9cPMFJexuSXOwI42CZGaNbQYvESTis3Dd+F1yyQQPbrHQO32s3zJcmSxnSO58sIVv3lYzpnMeCxQBupXEUjSbkHgHoDwo+PIttby00yYton6N+5/pQHLsKEDXVQ50pPJk02Fs2DHArctLT4lS7khIIegclPQMmoR9KlGvOCE1tlOR/P37KtnalCKVsXBqCjVx268r7FP50CXl/PcDB/Nt+RWLopQnX6dvxvvYZEzm/of7mN3g47GN3Tz+cjf/9P5aGmLqScXT5ljSNkfAq0nueH8Nv1vbzvbGJJoCZ04N8NRrvQykzDyxBJDJWTz8YifxoFaw/LnX+7hhWQnbm5L552e9Q8cE4xjHOMZxGOOE0zhOGQYGUpzl2c3FU7eR8ZTwhpzIX57v4oMXRN8WU2pFEby6K0nGhL8820lnf44JFW4+cWU5pWMwsz0apC+O8EWQg8NpQ8IXwfIdTtwS9GfAoTDk3TF87TUlxbkyZ08P4NI4ZoRoWOT9uw50ZAh4Hcyo8xaYLd96URk+XZ52ny0hBINZ8IoU/kObyL22Bo83zJU1s5kVq+SfHmnlr6+uZEbV2IPygFOydE6IPz/bxcULIgCUhfUhBUnxjcmGJ2Bd9FnUF34DuTSJ6Vezqmsygyn7Hu1rS1MVc+YrLZqnecY2E6jGufzjZJ78NRgZlPJJOM65hcSIFEuHUmw06lCFrToA+tKwZV+K5q4M8yb6mF3r5N8+Vk9fwiTsV3G6Ba5rvkhm5X8gB7sQgTiHFn6KO+638kH2Ixu6uXBOEJdjiMBK9yOT/UccVUKiGzyVtoHqh2s50JFFEYLquE46J/n0eyrpHTQoCelMKNcLgvLepOSJTYU+FB19Ofa1pamMeHEq4NGh7tU7kakB+s78KD960ixoAh54rpO/uqqiwOtGdwjCQ5UAn39jgJ+s6sCybCL1CzdWUx+3Kxb6dMk/vK+KA51ZMjlJSUjn14+1YlmgOQQfuqSMZLo49WLHgSRpY5g8AGjtyRWRgJt2DzKYLiUwJIpr6TG588FhMuvVPYPc+4zKLcviPP5SL2s393LlWTE27Oxne6OtDLt0YYTqEidb9gwyvdbDvIlegk47jeVgdw7TlFREdWZWaXzztjoyhiTgEkVpi2CLDfa2Wzy2sRNVgUvPcEO0Bg7tKlgv5QhSGdV5z9mF7a3avR9jBNkEkFn7c5zX/ysZ1UdPSnKo18DrVCgNqsclik1LwZxxGc6Sesy9LyNKGrCq51LliXF1mWDFWaFjqmeOhCE0BiPT0S6ZjgS6B9Lsam0pXm9MtrzHhpSgK1ZBxcW3HELQk5BkDEnQo9LRm6J/IENFQFIRsMjo4WPeu8qIg0XT/Lywfdh/7JolMUr9CkerbpfMCbY2pfjRQ8P39UcPtfA311Rw5oTiqn4ng3jAgc+lFqiwYkEtrz4xLRhISX7+aAuzG3w4NYUHnutgZr2PxVPswiRCQGVQUBb0Yk7x4lQLSVspJSk1gAgEmDMTdh4s9udq782Ryp6aC3OZ/ShvrCW3ZTUiEMd37q20uycihMCjvX2TgFJCSUBle+Mgrd25vJ/eRfPDdjryUc7LMCy8zuLvye9Wx+zTdSIYzAp2tmb46cMtJDMWQtiKnovO8OEo7hZHhRCC7gGDu1a35ZW/158fp77ETzgjdywAACAASURBVMin85OHm3n/8jJyhoVLV5hW7eGfH66gozdGIm1SEVXzcUDWkGzaPUhZMFjQHyiKOO2TunEvfPqqMjKGxKULepMSwzAL/FkPo7UrRyyoAcOTTIoikEN9nSIE8aBGRfg4AeQ4xvE2w5LQMSjp6jeIBhzEfMqYff3G8b8D44TTuwiqqpzwjMpbBYdDoaT9ecTTPwXABZwZrCA36bOkjdNf2WY0JHIwmJH87olDGEMzQXtaUtz5YAtfuqkK7U1W9kmpAXzX3EH2yZ9jHdyOUjUNfaltLDmYFdz7dBfrt/Ticarcdkkp8xvc+Ya1OuLg9kvK+O0Th8gakjMm+LjqrMhxCTmvBpcuiPDgC3a6yi9WtvDhy8pZOifEYMqktsRJfYnjtKdapgzB6k19PLWljx8seYPUU8MG1rk9L1Gz5GZuOXMaK1/qZlZtOdYY31cpYU6dk4poOe29OUJeB2UhFeUoHVJWOhioWMSWaXXUlWh8/9FEgXpsao2HF7bZaW4N5S4qY05yqWLvnzcDISBtChwKed8eAw1rwjJcVXMgl8b0REmMMOKxLMmZU/w88FwXhikJeFSWnRFm/iQf6SzkLME37m7iUI99DSs3dPPRy8s4f7qXsFvN7yMRmoTzhn9ByQzQmvHyhd92k8oOD+xCXgfqiG/NcgWLyFGEAn47FUBKCDohWKXnr21vW5b/vL85v/qiqX4+cmkJ+mEiQjBqkS47ULd/SGshvFf/I5mHv0dS8ZPKFr8HXreKx6mQzNgDhL99TyUhN3T3pPjxox35TyKVtfj+n5v5zu21eZ8KryaZWj5MaH7u2gq6ExYuXRB2C/a0FwfvCyb7CwYXYFcQOxIRvwN9BFfa2pMtWufF7f1cND/CvU93AvYM82GyaVa9l/6kma8e9eIbA6zf4uTvrq3m3/98gL2ttjIr4FH56q21xLxWQTXNI9HYZfHPv92f/3/jzgF+fvOHcDz8tbxyTWk4E1/NRL4yJYRTOeJej1DEHYZM9KJIg8Zui6//tjGfTnnBGSFuOj96VNXLYWRUL5my+aiVC7GsIfWbaafTwpubX8gNvcZ+n5Plc3ysfnXYUN3nUqmMvfurCeUsWwX8x/XtmBbUl7pYNjfML1d1ogj4wuU682vTDLqOnprtEBa3LY9z/uwwHX1ZyiNOqmMO1GP0Z+39Bvvaitu/h57vZl5DcVW/k4Hfaas4fvRQC43tGRrKXVw0P8KvH7MVSFVxnZd29hPxa3T22QpUt66wpCaN2bgLd6kPK1hJRrhRsVAVQVdCMpgyifgd+J3DZKaUUBkEh1IsX51a7cbvOnmSUhUgtj5KdsP99jEHu0nf+xXazv4a31uv8ZFLy5hT53rbvBPdDsmnV1Ty/BsDvN6Y4JzpQWbXuY+ZKmpZkvoyF1NrPAXVNm+7pBy349RWOhNCsKM5wx+ebCeZsd8zKeHude3MrvdQGRrbM0pk4b8fbC5IM//j+g7Onu7ngWc7ONiZ5TePD6vcrl0So7M3l1fcXTgvwn1PDVc/rIg66Rww0R2CMr/E278Pc+9GhNuPqJ1L0l1+2uZJFSy7L7IkYRfcdH6Una05ntxcaAJ/zswgz28rXHbB3DDbmwb52BUV9AxkuePm6oI0+jeDw8rqd6xVxzje3RCCF3cVTnh89LIylkzzvquqgo7j5DBOOL0bYBm0dqVp7swQ9KjUlLpwut4mo56jQEn3Yr3w24Jloq+F2YFOnOqpk7WfECTkTCtPNh3G/rY0fUmLmPfN73rQXYF+2RfQjQSGw8sgGkIRPL6pj3VDQcNg2uS//9LC1z9YS23UHtg6FMmyWV7mTawnZ0LILcbE8kspuXRBCIdDsPrlHrwuFZcmmDnZnp22A4XT23ALAa/sSXLf053ccKaOePnPhUfMZSCbokLvJeyvPOHzUYBSv6DUf9i06djb+3XJ/Jll9KUkM+th3au9eSPoGbUetu1PsHROiKWzgoR8Gh1vgnDKWoJDfSaGKSkLObAkrN86wGMbu4kHNW5dXkptxA6YLQuSWmTYuuUIlAUF3/xQHa/uHiQe1vmf1W385blOyiM6n7iqgt7BQv+J3z3RzvyJ9YwsoCQlpBUfuH0oiiDk6yfVbRMiQsBtl5QWEKkZhx/vFX9H5sF/Rab6waHjuvzvSLtLR729iSz8dGVrwbIX3hjgsjMj1MfsdzjkFlx+ZpSHh8hPgIqozoxqjWj2IFIoZN1xWpwTeW3qHcyp8VEeHcirzcCenY0HNf7hhhqSGYuSoIOygB30dnb2FwX6PYMGiYyF+4jp8IGMYE9bhv6kSUO5k4DTTr2rjqrcvKyEPwwN7CeUu7ju3ChHXnRlxMHZ0wP5CnmKgE9eWVEw6AqMUsGqKuaivSeHS1dIZy2MEYH6rHofd68rrNS3tzVDY0cmTzYB9CdNVm7o5oMXRo/qC6SqCo9sKPTDyRqS378R4YILvskEdzdoLoxAFU7Fw5EKF0sKMoEqUNSCClTarIs4mA3y00eaC7zg1r7ay3mzgmP2AznlEyBC0J2EpfNizJsS4o9PdVIT11mxOILf9dYIZcWQX5eU2Cq3U3jQg90md68bHvTuO5Qmts9WwW1rTPLDpyy+d1EHroZyjmV/5dFgRqUDKg+/m8c+x1xO4h5F0RL0jV7V72QgJVQEBV9+fzXprCSRlfkCFx6nwieurOCXq9q4YG6Ynw+1NV+6xKT+xX9BpvrJAWrDAlznf4ykI8DzO5L8/NFWFEWwZKqba5fECHkdBY8l7hd89tpKfvJIK8mMRW2pk49fUX7CRJphCQ71m6SyFmUhDb9Tohv95DatLFzRMim1WhlIVvL9PzfzrdvrhjyB3h4EXZLL5/m5ckEQ0zTHpNCJeyUfv6KcpvYMibRJVdxFbWRsPl0ngrQJPYO5Au+lw+geMKgMFZtyj4Zk1qIvUVxoIZmR+YrCIyGB950f40BHlrkT/Ty6oStPeF13XpxntvayZW8CzSH40YoB1NXfGt7Y+Sc813+LhKtsbBd5klCQTCjV+JsVlfzmiUNkshYXzgvT3Jlh/qQAM+t99AwYLJjspyqm49EFXh2kdJ00SdSVEmzZm6BrIMfcCT7qYo6TVp64jD7U7v2QGYBwNWlfFSbjHlP/1+C0kmiJdvodEdZtGrTV/EOv1i8ea2N6bQPRd/880jjGiHHC6R0OVVV4eU+Cf//L8OBubp3Gp66IozvfOaSTkBbkigOKoMsi9zYx2F4dqmLFKWxel2Kn0YzB7kg3BpH97QiXF+krIWcND3izaGQdofz/aYM82TQS+9oy1MU8w7OyliSQP62x3xufLnnPoiCXzg/iUMAhJKb51t1bSyisGSrDbEnsQeyREIKM4uXyhRGst+DcpIR71rWTyUluvqAUIWDeBC9xH8x4fxWqsPIBmSIk7nQHDHaCN0zaVXLMICiRg5+sbOPVPXba15wJHhrKPNz/rK1q6Rkw+Opd+/mXj9RT4htDXoCE8oDAPT3A536yN++/0Nqd5c6/NHPh3DArNwx/5zlDHtO71e+U3HFTNXsPZRgYIlzKg4WVcqSERHAirhu/S19OY3+fzmv7kpR0Z5hV5yZ0hDAga8hRq6cl0xYcvldSctWZQerLXGx4o5+quItzp+iUv/R9MntfAQTa3MtIVl3NT57M8F7Tz3uXxHnohS4aD6WJBhzcelEZqzZ2EfBouJ0Krd0CtcFL3A8xt1EQmABEAw4C7sI8qMEsfPOeA7SMILK+cFM10ys0NAUunefnrKk+MjlJbbmHTKJY6eNUJR+6KM4lC8IMJE3KIzoxX+GgqzquM6fBy+a99nvg1ATL54fpGcjmyWxNVXCoIv//aGO2VKZ48LuzOYVhiWNWuBvtzUpnLBKuMhLxqqNuZ1iChzb28dxWk386/wvEXvsdYqAdx8wLyM24gg3bh43dR6J30MCIOVAVYbfrbxKmtAtIdA2YJNIGZWGdsoByVNWiYcEzbyT4zeOHyJmSyqjO595XTdw7dn+pNwPLrkWJgiRrCtZvGeAPT3ZgWJKL54VZsTiC9yQVBIcx8l09jNf3J1g+L8K2xiQ9AwbpHHgw4RQO0MrCDpq7Hfjcaj7tSlHgfUep6ncqoAkLzQkBl+Dbt9fSmzAJeFSCHoUZtV6iAZuZn1/vpHr/H2xCfAjm3o04Z15Ih+cMfvJIK3NqHHx0VgfRXQ/BOoF+1rVkY9PIDYWwCjC/wcV3P1pPOmsR9KjoRyr9joOMKbjnqS6efb2fSZVuMjmLj15WTq3PgXAHkLlC4jcnhmOLg51ZqsNHr174VsCyJJZV3HYfDVJC1C2J1o6N8HmzcKq2qLY67iyqJGeni40NAbdSVL1QUcDrFFx5VoT//kthGu78iT7qYirRqI+2jkGkjOBQBfGQhlNT2DLUnp89yYln8y8LD5ZJQss2xISyt8wNQlMkZ050Mb2ujue2DbB6Yw+Hhkg6n1vl6x+sHRqc25OL5tgf9VHRmRR843eNdA8Rdg8+18Vnrq1ifr3+pq/bZQ5grfoeRuvO/DL3ii+QKJ3zdjhrjONtgsvsx9G4AawcQVXnGzMHMRaV8VhrOb961sCy7Eq9UU9hP5e1FBIZC68u0I+jtB7HuwvqV7/61bf7HE43QsBnAJLJ4mDvnY5UJsu37+sgmxv+8Np6LeY1OAkHjlM7+y2E0J2IXBrahjsZdDfKguswtZOQEgG9KXjtQJq9bTmcTgc+19iS/qWEgEcjY0j2tNrqFiHgpgtK+dVjrcyZEMDnPPq+nIMHkfd/Gbn5YeTW1QinBxGtRYrRBwKKovB6Y6rIGHz5vBAlgVM0eJC2N9QodkCnHYqAfYey7GtLc6AXLlxUhdb0Uv534fTimHMpsnQS8VN1vcfB3vYcf1jfSXtvjtf2JdiyN8GethTnTA+gjiiv7PHosO9Fsg99F0e4BNHdhDbQgu52kdMCRfsVAjY3ZvjLc8ME0DkzQqzc0F3gByUlTK/xUh4+NnevqUNVEiU0dRo8uaWwql0ibXHm1ECBp9GKs2OcUevKn09vGjoHLFRVsU2hAacDyoIqNTENv0uMSk4AdGZdvLg3x38+0MyOA0le2T3ICzsGOHtGsMCsXtcE+9sLZ6MdquC9S6K4R4wNNAUqww6WzAgyo8ZFaMeDGFsez/9ute3CXTOZR3Z52d6UZEq1h5l1XuZP9nPBGSGEFHhcDla+2MVLOwZ4bV8C1aEwpcpF1DFIWVBhU5PtTeVzq/zjtSVF1el2teZYtbHQS2p3c5qlc0Kkc9CTtPC7VcJuCAfdR23/HQqEPbZ/kVcvJnh0RVJX7qU86mRmnY8ZdV7Wb+5h2dwIa1+1CdiWrgy3XVxGR1+OdMaipsTFwc7hwVV1XOeCM0I8samQkF6xOMbk8qMH91JK4mEXT24efl8UAbdcWEptXCuoHHgkDnRb/PChFhJpizW7dfoqF5GevJz4nHPY1e3gtX0JQl5HPo3zMJaeEeb797eweV+S6lIPQc+JNzYmglf2pXhu2wD/83gbL2wfYM2mXiribqrjjlF59pZei3/707Dp70DKpLUry1lTfG+6vdNkBrVrL2rXXnTVwtK8yCEvKMMSvN6c48cPt/HstkFKY256EhZ3PtiSL6m+uyVNadhJfWnxoFwI29h+S2OafYdyuFzH75vSpuCp1wq//ak1HhJpk9buLLNrdS6aZGD4Tq2ywumAgFdjUpWX2lIXsxq83LS0hOrIsVU5ipGirTtDa3cWTXPg1E/sQQhhEzlCQMynoCt2lb/SqJuBhIkpoT5kMKP1AcgVKlDV0gnsFw08+3ofXzi3l9hT/2pPFgx0Yr7xNLnyGXSrJXiG2iUpbXLDqxeqhr1e55hiv/0dBoNpk0XTghxoz1Bb6iLsdxAMuvDEyjB2PJtfV4Yq2ehbzsuNNqk1rcbLK3uS1JS6R/VAOpyGnTbEUGGP/1vwe3XiISd7W23Db00VfOTycqZW6GP+tlUBsybYfeRgysTnUvnMtVVURxzEgw4q4y6a2jPEQzqfurqC+rgK0n7+qWSGspDKwqkBZtR6eeDZLjr67HZvaoXKvNQzBYQngFo9AyM26VTfiuNCVyRul8baV3vJ5iTKkN/V1ErnKY37hBBsaUwXtUe7m1NcMDf8plVOzq6dGBsfKFhmNm9Hm74UQ5xecnM0jPX7H8ephat/P+b+zSiaTnr9XZgHtiL3vMBE9QBqw3z2dcGVi6O4RrSHbQPwb386yD3rO9mwM8HUOh8hz8kpR8ef/1sHIYQ91oIfAEXqi3GF0zscOYPRFQeZdxbza5gCfe7VCF8Utj+BjFSjzr+WjCd+UnL9nhR8+a4m+hL2DIyiwNc+UJdPYzoeXA6L68+LMrXGQ/eAgaoI1r3aQ2efwaa9CS6f6x91VlIjh/nEj+Gw9420kM/ehVo+FTPcMOqxFGnx/gtL+Mpd+8kMEYSTKt00lDr532DoKC3J5WdGeGF7PwNJk1/srOP25f9IsPk5FH8MdcJCUoFqgtboA8rTgdEk9gfaM2RNcIxo3azeNjKr/gv3OTeSevaeYV8bzYn3+m8y6BlWiljA7jaTrSMM2cFOkQx6Vdp7C2fOD1cMtPKmxpLuhMS0JOVeA3fHVoxNjyDcflxzryTmH35/hLArtk2r9eLUBJ+/qRot3UONq59AKI2BDxOVl/el+eGDLWQNid+j8vkbqqmJKAWV43KmPbAsktgLweuNyYIUOLAVWo0dWWZXDweBCpIPX1LK3U8qPL+9n+q4zqffU0U8oJDK2N+fNqJiXTZroIscxq7iqmmuju3EQhW0dmW56/FDxAIaH76snCnlGuu2Jli/pTdfDU9KeOSFLhZN8VMfK+f8SS1MjVr0Zx3ES8J4/E6MIy4rlStWMPQlDDr6Lb55dyMDSZNYQOOvr6nEFzj+dLAQdopexpCEPIWqo/KggqjzsLs5jcel8HfXVuF1wjduq2NXS4qYX2NiuZN5DZXkTIElJbPrvTy7rZ/Z9V7OnubHrcHNy0pY+VI3S+eEqIzqTKw4viqiNqry9dvqWPNKD6oqWD43THVEHDUN7zC6B4aJpJwpWf1altWvwZ2Twe9x4HU5mDvRz2DaZE9LGpeucPMFJdz/bCctXVlaurJsa0zynQ/XjU3BNwId/Ra9g2aRufzPH21lWnU9wVHEuaNV8NyyL0HKAN+bKAqmySyOTfcx+PKDQ0sEris/R6pyIZYl2X0oy3f/eCC//i8fa2NOfXE1iXWbezl/pq/Ia6IzAV/6dWPeHFtV4Ou3HTu1qiamsXROKO/VEvSqnDc7xA8fbGZOrc7HzlVRozXkToMUIOKBWJ3OnDonCtJuJ45xGDXTyz3PDvLQq3awrjkEX7qpivoSbUxKBUPCa41ZfrvGVqy9d0mMRUMG4DGPxOty0tTuJOR1Y6pnoby+qmB7Ea8npKlMrHQTO/CXov2rbzzBr/tjfPjSUkKnQOyt6wpSCn76iK2U2bo/wTOv9fHlD9Silc7CdcO3sNp3YzqDPN1Zxs/W223X5Co3nX05Vm7owqEK3rMomL+vUkosYPvBHD9d2UrfoMH5s0Ncd24U/2moBCeEQCIQQh63fXgrUeIDd42T6uuqSWUtwn4HMc+Jm3OX+OCfP1BNX9LCoyv4nfY+nCqcM8XDwkk1CCiqbAt2H+PARFEEcyd6eb3R7t+f2ZnjPeddSeD5Hw2vLBRE5Yy3TZFTGRL864fr6Ow38LlVwh5OuUeYqgpSmeJ+MZU1bS/GN0tuZYsN/GWiB0UWpz2O438nhACRTaJ4AqQ3PlTwm2x5g8UTe6i6ajr/+ocD1JW5ue7cKG5N8J17htV2bT1Zvvn7Jr77kXr87xxtxThOAuOE0zscAZ/OmZM9bNg53IhrqqAi9s5JpzuMrMOPmH4ZzhnLsYRK2hRvmngQws4Dz/Ye4pNnqzzX6mMwI3ijKcm96zv43LXlY073UITg8Y09bD9Q2BEeqz+V6QFo31203OrvgKMQToNZQTpn8sWba0GCYVpURbW80fFo15gxBYZle3K8E/XGtpkk+cp3pX74zu11HOjMoqqCTKyW7MT5dmBtyaMVSTptqIgUz5idPT2IRyvMybISvSjuAGbXgUIT5VwGc+sa1MW32340Ava1m3znniZuWFpSsN9nXuvl9svK+e8Hhg21K6M6taU625qz3Pu0nXJx8fwoT23pZXdLih9e1o6y7t/z6xu7XqT6pu9w8wUl/H5tOx+/ooJntvZy/7Od+N0q/3GdwPPCvyAHuzAVFed5H6Czahn/eX/zsPIjafK9Px3k2x+qxaNJ2volf3qmg6ZDGZaeEeK86X68IwYzWcP2QEqPYtydO5LFwfYD+cRlcW5dXkJzpz1g1DWF+ZP8PL+9j4vmRZheqaMKiaKAK92FUTGNbEdjwX7Usol8vK6cVS/3sONgkksXhmko1TAMi4kVbn52hFcUQEd/jtqok6SnkpBfIQQMZiy2teVQZYaIT8Pv0XAokpqYjqpQYCJ72ZkRfvRwc56k7+zP8YP7D/KZa6sIuBVi3tE/M1MKXtqdwujrpMHZyYDLQbimHqnb6kyBpDwgKA8czkG0d1ITUaiNeof2aS9zDH3v505zs3SmdyjVxV52+Xw/02o9/Nu9B9BUhZKQxuVnRZhV7TyqeaYioDai8LFL7CqYpmkxlqYvPkq6yrQaD4oi+P59diriqo1w7swQly6MUlvi5McPNxf4TBmmpPFQhhLfsfsbIaA/LciaNlnXlzAKfK0OI2tIUllJcBQlUNhfHI5MKHcVKPBOBHqilUyebAKQZB//Ec6bJ5J1Rli5obtg/b5Bg+go92xChQtVFKa3CgGv7k0UVGIzLbj/mS4+fVUp8igPyKVKPrAsyqXzQ6RzFqUhDc0huPMTNYT0HFJzkbbGNtLTVDtdWIqxF4s47PV3vNdHEyb7mvt56NXhQWLOkPzXg21867aa45rKAzR2GHz/voP5/3+xqg2vq5KFE5xICW7F4qypfn6/toOqGctp6D2IaN4KigN98fXkwvXEhWDF4ijmPm9RsGpqProHDPYfynBG7cmNSBRFkExLHnmxkJQfTNsTD5HpPoxAAyJo9/0To/DJQIa+hEF7Ty6fCr1p9wALp/jZsjeBqgrm1HtRVfiXPwwTm+s296JpglvOP36xkBNBNptlw640a7YMUlfi4vKzIpT63xlhxf9n77wD5CrPc//7zjlzpvftfdXbqqGGQAgQIATG9GaDKcbOTWLfOE6c68S+uAC24xTbSRw7N3ZsggEXjOkWwqBCUaGpd612tb3P7s5OP+e7f5zV7I5mJa0KJUbPX9KZ2TOnft/7Pe/zPq/VXRQ8usAqFT39Elm7IocJ8Nx9SCmxjePVMU3JkmkeNu8d5EBLnKGEyYahqVy54gvYdj6HcPmxL7qBmK+aZEZgUwXKGZQWnw6ktBpjuMPvnVLcMEwqC+3YNJETB1y9pACHZpx+t+NghVVDOeqaabMuJaX5/hjyrucwDkiJZb5vs0My38og5MjwlWdbiCVNmrtTHGiO8fnryrNk01HEkiZdAxm8w56SUij0DEkEEr9LQXu/FxzncEY4Rzh9yCFNyV0rCnDbe3htd4zysI3PrCygIOh4XzxyThVSShLyzB8rd7SR5FPfwmN3sXjuKhYU9ZFQ3Qwums0bnR5MU56wnOQouoYEP3qumYvqAjmEk6YK5k10HzfDJnU3orAGuhpyPxju7nUseuPwu9d72LDDMq6eUe3i7itKxiSbhICkqVDfnuYnL7TSM5Bmxfwg1y0J4TmDrKeSHuJwl0lTr0FhUKe62HXaizUhoGMQ9jbHiSUMplW6qC5QQUoCTghUjhh7v58+UseiNKDy+WvL+elqyyz2vCkebrgwzLErcsUbRgkUI2P9efsw+zsQw89ST1SyqzFGxpC09iS5eE6A9dutezqp3Mn0SgffuqeGQ20J/G6NiaV22nrTfGfUguJHrS3cs7KUAreBa9fTuTGWNJGNW1k59zoWTnbzu4297GywnssLJqs4Xv8RMjq86DENUut+huv6yXleTr2DGQYTJsm04P6HG7Nd4B5/pZOegXTOYkbXLIXLpXODPLOxO7sPmyaoLjrOQk1KWrvTPPjYkeymN/cN8ukrS/mHXzfxzU9VU1Og4uk/SOy3D+JYeguKvwiz3zJEVipnkSieSbzbZOEUL1cvDlEaULOd7gq8gpnVLnY15pLAhb6RBb9hmKRNwdp3ergwcITQAStTZsy7Hq18BkVela/fWcMjL3fQFUmzcmGIObVunnytO2effYMZGtoTNHcluWpRcEyTytY+g0CqjVkHvgeDw6bOBbXoH/sS3SKMKsChjZ2RP345nNV+fDSGUvBvT7dw3QWFdEZSdPenae9LU1FgJ5TfaCsHp2rQXRpQuXdlCf/9B6tLZ1HAxn2rSujoS2W9hEwT1m+PsGFHhB/82UTiYyhnjyr4joeMhE174zz8UgfJtMmcCW7uuKwY2smaqmePKaQTcud6cR1FeUjjY4tDPLfZIoLcDoXPXlU6plphXBjjXZfJIUQqBvYgfnfu4BhLmpSFdSoLdZq6RrxTrloYyiN0hBBZ1e1o9EYzmJw4maEpkrKAAhy9DhLdqZFBGxdhrwkDrXMvxptPoBgZjDnXYZTVoWpnr1xFNRJExlCPdvWniactRckJ/14VbN4Xzdu++q1eFk4qz47PBW74848VkcgAtf8HPdEFqk7SHsaQAgWoq7Tj8K8kc2D9iPG9otFecgFNbybJnAUvm4wpaO5OjFmyJBBEhkyKvCL7rodcVuneD5/ObQ7wsSUFfOVnh7OL9V9rgv9zWxV3XlbMI38Y+e66rRFuOD+ULQc8UwgjznNvxXhqk/XM17cl2LR3gO98uuasqL/+2OCzw5dvLedAW4r+aIaDrXF+uG8iVy76Cu19GRZ4fPx+Uz9rt0YoL7Bzx4oiygPKB+rRdbYhpTXm/sX1FbyytXy3MwAAIABJREFUtY+egQzLZvlZMs1zRkbkcXcZrpu+RnLtT5D9ndhmrUDMvYaM/OiVkn6UkfKWo9kPo01cQObQiPUGmp1erYSlM1384R1LAd0RSaOqFrmbHrWeEAK8Tiv+iCQEq9/qZd22CH6PxnVLC5hV48Jry580h9KCI10pEimT2qRK4JxC6kOBc4TT/wB4nRr3rSrltosN7DbFksN/CMmmswW3EYG2vdjnrUIpqCL2zD+CtAqW/DY7iy7/BoriOWm2RAqFn69p42BLHFUR3HtlKbsahvB7VFbMDVDsO74Cy1TtaJf8KTz70HBtv8BccDMykG/SKwQcaEmyfvtIyeruxhgbdvRz64WBHGm7IQU7GpMMJgx+8kJbNoBd81YfihB84qIgSImiWNJ4pDmuTKAz089zW2M8/OpINmHJVDf3rSoZaWd/CuiIwrceP5LNOAgBX76tiumlH64hQxWSxZMdzKiqJZ2R+FzKmNlI1V+EtvgW6DpE+uCbOZ9ps68gOUwMDCQkxUGd2y8tQtcU9jcPcfulxXgcCouneLAJA29QoSJosRaaJvjFy/lG8TsbolSFHcjuMVYUqg1NtbpGbd4z4hsxrdBAHD6U93VbrBshCnKeA79bw6GrNHUmsmTTUfzhnT6uXRLCZxckDct48ZLZfjbs6OfmiwrZsm+QQr/GDRcWUugZmzBRVIVnjinBkxIOtcUpDeu8dSDK9FIvyVcfhXSCxKuPYZ+/CuHwoIQr6Q/O4PFNCV56uwnDhFk1bq6/sICpJZYawyYk915Zwrcfb6J7II0i4JblhZQFc03P2/sNlgSaCa3/+5HL17ob2w33kymYQXVY4W9vKSdjShyqpHNQ5hmOO3WFjCGRwM6GGBfPdOWd80Asw9T+jSNkE0D3YdKH3+Fv103BlHDPymLmVDvOqIPPQNzk4jlBnnq9O0tYvLlvEAFcMcd9yln/tCmIp8Gl55eRqEJy8Uw3cybUEk+ahLwqDlUSjR0n8JeST11enKPGKPBpVI/hX3QUQgi6ByUDcYNF07y8vqufbfVD1O7qZ3ath3tWlvD0G1aJ3pQKJ//rY6XHNQLVFcmNS4NcVOdnKGFQ5Lfhc5xYCaEogqSpEE9ZajunxkhnMn8xKBqYI8SQCFdiuEIYhmTVwhCv7ezPKuR0TVDk1/jKbZU096YxDEl52MZYVommKTlvkpenXs99R65eHELBfE8T+VpvPZmnHsj+X2n/B5Qrv4yomnfWFsQZ1UlxQANyyxynVjiGfQ9P/DumCUVjqMVKgnre36pC4raBgY2Ys8zamMvSk/JX4br9OyQOvk0sYdLhn8X31tux20xqis98NaEKSd9gmisXhnnytRFzcL9bw5QSlz2fJK0ptlNdbKexw1IETq108vaBwRxlSCoj2XowyvQqF5fND2YXWMUhHdtZEK8IITjSa3CgxeT5N3M9iI6qBwIV779vzv8E2LCM2jbs6Ke2xEEsYfKNx9p44K4afrW+J9sgpS+a4f6HG/iHz9QSPElS4H8anJpkVqVOTVEREoHPAeIMxxBTCqKBqdivfwDFSJGyeTHGUG0qikDDwEDN8cU8hw8vJILemCQaNyjwaXj048/PCZw4a5diL6xG8QRI79+MCFXQMvVWfr5FY9UiL6Vhnf3NcTbvGSCTkdx2aRGPvDRCzN9+SRFhj4JQYO32/qwqOZZM8ePnWvnSLZXMrtRzCNJoSvAPTzRzuN0alxUFvn5nDTXhD66L6GhompKjev8o4cO1ejyH48LImDht42irNk5IoaBpCkKaeVn4DwISQc+QJJNOU9T2LvrrD6NVTIeWvdlsqFk1n1jJXBzJHgYStfhPEmdGk2RNmPc1xdjfHGNCqZPzZ/ioCConVOZICUawGm76LnKgA+HwIL0lYxqGq6rCgZb8uvXt9VFuXBpCZSQFe6Qnwz//tpnbLy3KG6hffrePG5YGGYjDC1t6aOpKcvn8IHNqncctyzuK7oEUj72Ra7q6ad8QH1+aoSJ4apGtELC/OZ4jb5USHl/bydc+UXHKrabfa5imtWDBRp6yaTSGApNwecI47C5SG59AStMq3SicDsBAEn70bCvtvZa6QVXgvqvK+PmLbXz1k9XYRH4qXUqrtfixcDlU3qlPcPHC6wi3fWfkA81OtLCO32zoY/E0H9XFDvY3WyThwR6NReFq6MktTTNdIW5aVshvX+vCNC3FyScuLcJhs569YzGh2EEiDc+/2cdb+waZUe3ihiUBrlngpiuqsLzOj9dhdZaU0gr8BpNWSZB3OOCUEmxa/r41VWAYkpBXQ8nEyXQPK6DMDMnhWn37sjvYnpjF6jdHSpZ2NgxRGtapKghxtDu70yb4y5sqiMYNgh6NEi/kLUYVQWHzurzjMHa8hPvCYqJaGBUTVbHuRYFbcNflJfx8TTsw3IlreREIyZv7BigKhGHY4ySaEvQMe2QU+lTcPXs59g6bbfvxu2fQ0JHg+0+28NVPVhP2qITc4rglcCeCx66g25Q8dcwTG7q4YIYH10ne86MQAtr6Jf/+bAsNHUkmlDj402vKKPEdSyBKyzR9VIe/0pBGVZE9p0Pd5fOD+J0CX7nOg3fXsKsxRtCjMb3ScdxxViLYfiTJj59rIxo3mFjm5N6VpfzX6jbWvNXH1QuDlAU1plZUIgCfU5x07FCFpMQnwKdxvLIbISAjFQwp6IkYHGyL0jOQZt3WCC6Hyp2XFTO1VCPuKMJ1/d+RfPHfkNFelKIJ6Cs/TxRL8lEWEHz73lp2NsQQCsyucVHktVQMU4pPHhpVhlX+7vYqHlvbSSJpcsOFYeqqHO+pCkJVFcx9G/K267teIFExb1yq3/EgIxUqSrx8cVWCH7+SIJY0qS7W+dOrS8alOJNSMn+Sm6feUBkYLm/VNaub2Ol4C5lSEHVVkq6rYl9Lkmc39jKrxsZVi0IUHtNV8nQgpeTiOQGe3tjDHZcVs68pRnHQRl2tByNj4nOQV2Lk0SVfvrmCxuFM+twqwfee7cvbd2Qog92uML3SafmwKfCZK0uxnUYiKG/fCck3f9HI1YsLrNIoI3/8PIfjY3KJztWLQvzu9W50TXD/HdWEfWq2GcRRpDKS5u4Uwco/PvJO4WjX5BN7up0qkjhAdYyp2nRm+hAH38A4sBG9chbK9BUM2QvP3o+fw1mHIQXrdkZ55A8dmBJ8LpWv3F5Fqf/4Y0xccZMKTuVVfznxySup7xYYB+1MKLUhe5tYoHSwdJKNu5bU8NPXuhmIGdx1RQmKApPLHJT4LYFFMqOwcVeuYllKaO5KUVeZ65Hb2JnKkk1gjds/X9POV28rP3219FEIQWrYK/VU57GMFBzqSLN+e4SSoM7SGb7jJnz/WHGOcPqIQQgYGEpR3xZn84EEE4o0Fk314nN/cBNpIgPPbO7j+S29SAm1RZP44oVfpLj5FWRyCBSV7ou+xGN7Cnh7XZqJpTqfClsLqRPVmTtsUBbWs+UjUsKh1jg2TYyrDMw0AUcAHIETzsOZjMmkcidr3s4NNqdXuSyfjaNVAIrg3UNWmYE2RiBY5LcxlIT7H24gNtxC/UBLnFuWF3LNQt9xBzghIJk08oJNsLafanttIQSxRP6FjcYMMqZFxJwNCHFmCwUhBAMJQIDPcfIJQEoYUoOIqmXoFQtQkMSUkbLKg63JLNkEFgGzflsfD9xTS6lvbC7LMEwunePn5Xf6stffpgomlztZvy3C7xpKuO22/0dTZwxFVQn57Hz9iQh90V5efKuPL95YwQ9+10IybfLizhRX3fAZguv+HhkfBAT6+bcQC9VQv6mX2y8pxjAlmiooC+s88FgTsyd4qCq0c2S43XRdrZuVC0L8x/OtWSKrM9LPzsNDfHvpYSYUhYh7Z2BI65nImPD2wTg/X9NOLGmybJafW5cX4NVNrj0/xNsHBrMToqYKqoocbNozwNwJbpJIbJMXk975Ss41UUsmUL8/l/wE2F4/xI0XhgFJb0zwzVHtmD0OlW/cVU3hMQ0tQ14NQ3PlTVSKboeOA4iKcM6ELQRcPMvFpPJaGtoTqKrAME12NyYYjBnMrrXud0u/5FvDxuKKAn93exUF1UvRR7VyBogUzKZ120jw8vb+QTbvHeCy+UFWzvNlF41CgC6thzHJ8Zlwjx3CY3gVDVvrjBvRlOChxxuzpvn17QkeevwI37m3Ooe0UhSBECKnHM+hSr50UwVvHYiy+0iMxdO8zKpyIqREcNSXauxmCqPROWjyT080Z6//0bF14VQf0XgGTZHYFTmqbOjMI6uUATubUzy7sQdVgcvmB0HCk69aZZS9gxm+/fgRHry7hqqQwlB4BqF7vk+8P4Jh92XJpqOHU+ITlM7xcJTcOpXxSEEyrVTj/tvLkdJSEr7XJTdSStDzjc0N3YMQZy8hBZC0BVgyI8W0qjQxQ8XvdZwSoRVywYN3V9PQkSRjSGqK7RR6zqwsySYksyt1ZleVIYaNz8/WNS/ywC0XFtDcm2JqhRNdE2gqFLptx81Gu3XJjHIbDnOQjuZOLplTzrb63GYTUypcPPJSB/euLOGvbqqgLKRTmH8LTwudkQzJtOTVHRFWLQrz21dH1FnFQY3KgnxF2anAlIKOAYOu/gwBj0ppQDsrRNmHBTZFMqvCxszbyq0yWGkSy1gJo2g8N/3g0D8cCon/6dBJY274KcbhrSBNjPaDiIObcVz/TRKq94M+vHM4Djr6DR4epT4aiBn869Mt/PXNlaTSJgVeZUxCxzQlaUPw8OsphIA7LwsyzdFGzcaHIDmcqPcVsWruX/Pg8xkOtFhx63fvq0UT4Er14Grfy7fn9dHpnMhP3nZzoN2KG31uFYHMGeEG4/ml7p2RNBlDZP01Twc9Mfjta93sPRJj0VQvqxYF8dut/WnCRI93gTTIOAtIkbueFgK21Sf4wSj/1xe29PLte2v+6FSTJ8I5wukjhqEUvLpzgF++ZsmvX9sNq9+N8uCd5Tj0D+ZxaOxOZ307AA53pnm2qYS7UwkckxYSC07ie1vCHO6wyIC9zUm+9Wgj37irhkL38QcQmzD5k6vLeOixRlLDpojL6vzDvjWnr9JRFJEXgM6qcjJ7gpvtw8FmaVDnygWhnNJHKSWFPmsg6otmmFDqoL7NWpgrAj69qpSWnmSWbDqKp17v5tLZvuP6PUgJRX6VWZU6O5tGCBOPQ6U4fOod8kxTMqXCiSLI8Q5atShELGnSkzIp9GrYlNO7hhkpaO83GYhlcNmtMpbxKjuOImkIXt42yG9f62LOBDcXzwlS4NMo8o096Y2GlJAUzpH/YE0IkTE8Wbr7MwRdJ+4IVuoXfOveGnY2xhDAjGo3pmnywF3VuBwq/+fRI9lubKXhJCsXhvjl2k4yhuQ/nm/jgXtq6B3IYLcJ1JCGdts/wmAHNptKpvMwjk0/5cvnX8SetIfD3TC92s3XHm4gnjJp6Ury9dtL6OxL0hlJMakmSH17Kks2Zc9jIEOrEcb9u4dw3PZthrw1ALT0Gfzwmdbs9zbs6Cfg0bh5aYCqsMaDd9fw2q4BbKpg9kQPqZTBg3dVE3Ra99F53nXIwW4yjdvBZsex9DYizioqCvIf1snlTjw2EEJh496BHAVdNGHw0jsR7lgezHm3nKqBPucyjAPrRvm3qGglkzCivYwFBagKCsqCbpp7Mjy+thOHrvCNT9VQ6ldImfAvv2vOGoubJjz46BEe/tPzUSP1GHs3gFAwZ13JK11VpDIjx+l1aQwlDJ7Z2MPsGjdVYQWbTKA3v0t602+Qiop76e0kS+rIkH8NpJRMLLWzcKqXyRVWWebeI0NMr3LhsctxG7V2D2TyOjRGohlaew0SyQzlBTqpDLyxu5940uCiOh9uh0pzdwpFEVQW2LhstoeV87yWCfkxi/bxLOJbe9N52bm9R2J8ckUxs2tdOV3+zhb2tWX4/igj6v3Ncf7kY2V5ZZS7GoeoDvuQUqJ4w8QSx0+onOhcDaHQMyhRFQi7xZissyYkiNM3QT4VmKZEnbIUc9vzkBke64UCs69GfQ+OISF1HG6d07UBCjjIMfQ+G+SQlFil5me8p/z9+hySGWXHvrfH/6X+hJVRNwyNvqFSdh8Z5H9fX8Hzm62OdRfO8rNuW4TGjgRep3rWyzo8Dmt/Xf1pGjsSfOryEho7E0wu0Zg30X1GnpBCCDbvj/Gj50aaO1x/QQHXLgm87yba7zVGN6Dx6HDvyhL+ZdTicFKZk4qwjXOu12cOLdGDUjUbW+kUazxVNRKbfos60ArBqR/04Z3DcdA9mB8fN3en2LRnkF+u62R2rZs/uaoEr/3YWALmTHBT4NPImCCkQUXLS2gVM9EqplnzmKYzTWnC46jINuIwTIkr3Uvqya/BYDd2oBL4wvIv8VdrwoS8GtMqnHlrscrC/ITf5fODOHU5rmYrkL/Gi6WtBGnf8DV44c1eGjoS/PWNpbjNKMrW35F69wWQJmrtfFzL7yNmC2X/PmkIHlvbmfMbsaRJfXuS82o/OgZT5winjxhSiQS/3TSYs62z36CpM8HkirOUdjsFCEHWA2E03mowua1uMlrTLiKz7uHwplwD0mjCoL4tQfEUxwlrYScUKnznvlraetM4dYXykIZTO71gKZ6BQ+1pdjcOMbHMybQKu1XKhSWv/8K1JbRFLKVRedCGXc39HSlhVo2ToFfjuU09XL04zAWz/PhdGtVFOsU+hV3N+cdm0wTiZHGqO8SfXzHIk1uG2Hgww+RSnTtWFOI9QY31iVAVUvnb26v51bpOBmIZrlwYxqEr/MWP6gGre9QXbijPMvzjRcYUvLwjyhMbOkmmJXMnelg608f8Cc5T8pra15Lkl+s6WbUwRM9gmn/8jeU7M2eCm8+uyp/0TgYpLULkWKxcGMSpnVhJJyUUewUlde7s/0FBUQS/ei2SJZsA2nqs8guvS2UwZtA/lME0TGaUWUNx15Dkxy8nuXaKxpRN34T0sFJo11pmXvM31NbNZ397hnjKZEa1i1Xn+XnnQB+Tim1cWtbLzo4UiFAeWQigKyYgofMQDBNOo6XHR7F+e4RrFgWwq5LKoMJty4J0Dpq0dqfwujT64yZtfYYVgNuL0Ff+Dc5YB1K18Xqrn3/6YQvXX1BAXY2bHQ0WARv0aFy3NIxpmmRQOdKZr4Bq6EhYA8KooF5KyARrcN34NTKH30aYGdRAMYm3nkW/+q9P+GxrmNSEFb58cxmBgJP+viFAEk1C2ygl21Hs6nEyb9ln0RfeCEKh1Qjx7E9GTNOLAjZ8ToVPXFpC/1CGpu4UAbeD0v49JH//g+z3ks9+F8eNXyMamp6zfyGEpYRSLTn64690ICUsmeFjyTQfadPKlI3nfXU71Lx7rAgIxeoRiQEOZ2bww2fbst2HKgodPL62g6Fh5WLIq/G1O6oIOk9vAZWRgqFk/ktR6LexZJqXgGN853Eq0HWVl9/tzNu+oz5KTbGDw+0jz5TPZZXknQn6EoJfre9k0+4BPE6VWy4uYsFEFy7b+PcrBJgoCGEpos6Gb0PCU4n95m+TaXgXmUlB9XyMYPVJvVcyEjKxIcx0kqTNj8+lnZEf2UcdPTG4/78bs8S1y65w+6XF6KpJgd+GYUgeXtNOxpAsmOyi0KtgGmfB4XwUCr1q1mj/rf2DvHNgkC/dVMa8Gp2UcWbkViQOP1ndnrPtd693M6vWTVVYG1enwtOFKsCWjpBISToNH363hv19UlaZpmRerYMH76rmUHuCkNfGxBL7SW0NzmF8kKkEiVd/kSXMhcODY+ktSOW968h3DmeOgjGU2eUFOl39ls/f9sNDbN4f5fLZnrzEQoFb8NCKCI0xD64CBVfKhYxnSKx/xPqCUHBd8aeUFVieThNLHRT6VERHPQzmNoEJ7Xichz75DXSXZ8z1R2lA4W9vq+Q/f99OfzTDlYtCXD7PP64SuIGkYPeRON0DaWZVu6gMW3NkeySdJZuOYveRGL1RE//QPpLvPJfdbhx+B7V0PUrdDaPme4E5xvw81rY/ZpwjnD6CGOsZ/6AMzKSEioJ8hreuQsXefRD8QRz+ADZ1KK9kzESiKAqmefwgTkoocMH06hBdXYMcbxGiKAJ7uh+QpGx+jm0IJYXgqY19/H6UL83ciW4+d82IKbcmrAX60aMbC0EnfPPOaho7k6QMSXWRTpFnuPuNtFq9F/g0ugdGBrdPXlqM23Zi0iMjVTyBAPdd7uL2iwWq3Y4wT3/RpwjJ1BKVv7utnIwJRzpTOR3LDrUleOmdCDcvDZxS1rq+K8OjL4/IcrceihL0atQU2S3vlnFA0xTe2D2A3abgc2s592Rb/RAb9w5y5Txv9plOmVa76tauBAV+GxUhbUzj4vKgwpdvreS/XmwnGje4enGYZTO84343jr0MEsG+5nxvr86+FCGvjcGYweRyx/BEbjKUEjzwaCPxpMGfVB8aIZuGkdr4S/TrZ+J22HA7FM6b4mPNuwOcNyXAugNDvOMqYdFkFy++0cclc4O8/O5IieeiyQ5Ku1+2/uMYka27nflBXnnYapVs9bYVbNg1xE9HLTyWzwkQGczQ0BHn63dWE3ZppJzldEXhe7+zCMnfvd7NJXMD3LeqlKKgjbBXy0qHk2mTyeUuNu7ONbm9aJYfOcZDbpiChL8Ke2WKzM6XMKO92Ff9BTF3voH/WBDSRB/lR+V1KNx7ZSl90TQbtkfoGX7Xwl6NNAppRzEAQQHf+XQtzd0p+mMGA0MZFFXhv15ozRI9F8z08r/5fd5vZva+irpsJoZhIgR0D1nP+mDcoDio8/K7Ix4hm3YPUFVoZ1djjAtm+phW6cTvVNEV47jvb9htGWo++soIAXPH+TqF236MMtTDxskPZcmmoz5hQ6PKZHsHM7x9YIjL5+QHh+NB35DJjvoo58/wZe+jpgo+c3XZe0I2wXBr9TGeV59bo6lr5F0JeDRmVjnP6BgUReGFLb28scs6t4GY1eSh6PYqpo2zcULKgJ1NSZ5+owe3Q+GK80JopJnsj1Gg9pP0VJASp64dkkDCU46oq0BRrHLJk4+cErVlJ643/hNzoJv0pIuIzroRb2HRR8tE4jRxbMZbUQQb9wxkySawMtaHWuNcNzPJ/GKD/3o9TcaQTCrR+dT0buxJB3EtcFaPS1Mk150fYPE0H33RNMUBnWK/5TNypogljewYMhoHW+OoiosJBe9NiZktE0XZtZrM20+hCYXgrOtYayxh0dyy963jniokVWGV6oKjjRze/3fkTC0HPmgIRRBNWokQt26tMTIIku+8gJIZSfjIRBRzKILhK/sAj/YcToZiv8o9K0t4+KV2TBP8bpWPLSngZ6vbuGaOxvKyXvyiFXe0koS73Oq6ehQCgi2v4d2zgaGF90D5DNLP/ePI59Ik+eojrJrzdepqC1gxx49LVyCVn5gkMUClX5I4DgGtADPKbXzn7moypqSi2E1vb37H1GMxlFF451CUREqy9VCUX6/v4i9vKGd+rSMnfsz+jgJOh4K5f1feZ5n9G7HVfZyUYkOaJnZVcsvyQn707Iha1G5TmFDy0Woheo5w+ojB47bzsfPcPLVl5AX0uzWqiz+4B7+22Mby2X7Wb7dM4YoDNm5cXoJd/xxpmw83GrdeUsQvRrUVPn+GjyK/jcxZ6Imsm3FsB18j+fpjYJrYF12PMe0ykuqI4qs3arL6rdwSnq2HhujsN6gYJpl0VaJIg6S0nTBQCDgloshOTzSDpghMOWJA7LVL7v9kFVsPD9HSnWLhFC+1Rdq4SA8pIYmOZuPE7NQpQMNE1wQ7G4eYWqpxy+wkXrOffhFkTX2MtBlAGwdPpJHBnuihuSNfRbT1YJQrFwTHfUymKZlQ6qC1JzWmUmbLvkFWzvMBEolgzbsD/Hr9iLfFx88Pc8P5AZRjgkgFmFlh41t3V2FIcNlO3RhwNASS5XWBvPK2ugke+gb7uOOyYhZP9Qwrj6CzP0MkmrE6UY6h/RVmBpAU+dTh7l89XDwnwM9fHCGDMoakPKSSTJvceVkxXf1pppVpzOh5CX3by4hgKbJoEmC1LlcVwcQyJ4darWO02wQr5gePck10DUEiZbJiXpD12yNkDMn6bRHuvKyYbfVR1m/v56alAUxTMhDL5Chu1m6NsHZrhNsuKeLfn+nlvlUlzKpy4NElXqfC9RcWsHpLL4YpuWx+kBnVuSSBEJaZ+WDcwO9y4i6chXbpTKQQJI557cfyKhoLA0nBI690sHnPIG6HwseXFrD1YJSlM3wU+XI75Fkm5FDg1umKwvNv9vLuwWj2HN0Ohc6+NGZFKO93hCeYHQN6Y/B/H27MGmuHvPmqsp0NQ2iq4P8938aNywrp6k9xUZ2fyrCGc4xZWgArZnuZWeOir3uAcLqF0oYnEJ0HwRPGHBWoBT0anf35iq6m7iSK4h2Xn92x0DXBW/sHmT/Jy52Xl5AxTDRF4HeJk/IXrnQvorfRKpEMVRFz5DdQGAvptMHl80O8PqqznE0TXDDTz7xJHjoiaTwOhcmldvxnOJ3FM/D6zv687Uc6k8ys0E/6nAkBu5qSfP/JkbKcXY0x7llZytMbE/xNzdt406uxL707Z545FUgpx33vbAMtyNXfxhweV2wH1uERgvjSz+C0nTpxoCgCVVVIp8+uYufDhkRGUN+RYk9TjJpiR1bVrCiC1p7897hnII0tFWXZwR9St/w6EoqTUGQP+ro1iDv++T2JuHUFqsMK1eGzW5oR8qiUBHXa+0bGDqeuIE1o6koypcR91hvOKIpAHtmKseWJkd/c+muWLC3h5W1ublhyagmuM8UHwfdICc0Rk91HYvhdGtMqHAQ+xD4vphR0D5lE4yaFPg2fw2rIsfqtCM9v6cWhK9x1eTHnTXASiaYpG+rKS8dm4kM0tQ1SXZQmofk/kPM4h7ExlBY096SRUrJoqoc5tROIJgySGfin3zRx5WydO6oPocV7QApSv/8t9iU3Y1ZdkF23ZDImzvPo1KGeAAAgAElEQVQ+Tipt4jmwGiV0Q97vyNgAyyZrdCl+3j0UY/O+AT63pAq3UHJK2W3zryGhnrhLuZSgqya6asW5J8NgSvDzNR28uX8QRcDFc4OUhe38fE0H0z9dTbFfZfE0L5v3jlQHXbu0gNauBMFgTf4Oy2fyxKZBdjUluGZxmKnlOgsmuPjSzRWsebuPkpDOZfMCFLj/Z5PKp4pzhNNHDJoiuGqBn/KQxto9KSYXK6yY68dhP45B0PsApwZ3rSjgqoUhUhmTIr+GU5PECA4PKpJlMzyUhnSau5PYNYXCYaXK2cg82br3kVz70+z/U2/8Et1bgKi+MBtwZMyxg4+0IVEUga3/COZbT2JGWrDNvBwmLCGlWUoSKQTRBGgquHXBvrYU3/11M8m0iaYK/uyaMhZMcGTPJeCES2Z6UBROazF4tmGakrnVdq527MX9xs8ASYVQmHrp51HV0jw12LHQZRx1+3Mk33yKosUP5n1eUWgn4FIZr6+WaVoT37pt/ZSPoY6bXuXmYEeasqBKLCl5YkNXzufPbOzholk+irwi2/FKIFGGjYOPKtZO16YibQoauy3zw6mVTlYuCPLS232oiuC6CwqYWe1EFdDam6QzksZVaMOmSFwOhaKAjc5ImjbHRCarNjBG2pLbFt9MTDjQkMysdrG/JZ7XTWfdtghfvqGQYNBFNCGZM8GFHjmCPViAdvXfoBTVEtMscq9rUNIXzTC53MnSGT4M08raDMUNFCRbDib5z9+3kUiZVBXZuefKUn46rO7JDAcSh1oTiOHargKfhq6JrF8aWGqT4qDOxXMC/HJdF2VhnRsvLGB2jQtVEdx6SRE+l8qEEgdh16jyTwF7W9N878lmYkkTv1vlSzeWUlukM7oqRQjoisLGPf10RtIsm+WntsiGrkr64oL69gSGIZmaVilWB4m3HuaGKpOpwTC/2JTm8Vc6+canaqgtVE+4uij0wC3LCrj/vxtZONXLjGo3vYNpfC6NvprbCOx/DYxhVaLNgTJ5aTbYOtCayBrQdkZS1NW6eXNfbllzdZGDt/Zb29ZvjzB/kpe9TXHaulUuqXOPSThriqQioDA1so3k2h9lt8toDwtKEjwxXHK3vznGNecXsPdIrtpuyTTvSYmTtBT0DBqoiiDsUbIkbcApuOPSYn62pp3Ney0V0LI6HxfPsgy4jwd3spPkk9+AaI+1QXfivvkBoq7xqdVqCgTfvKuWrfVRVEUwu9ZNVUhgmhrTx6k8Gg90FUpCOgdbc8nikFfDHAeZb0iFp97oydkmJbT1JukckLR6ZjFx4wPYpy8nWVB31o77eBCRZuQxA5rtwHrEolvBdmqqG1+iBePQm5hdDTgmLiBTOuusK3c+DJAIntsS4ZlNI/dxzgQ3n/94CWRMLpzl57WduSrNBVO89GZSBId6CWz+cXa7UjaNlCNE56BE0wRBlzjj9vPvNeyq5Is3VfCjZ1s53J6gNKzz8fML+OXaDj57ddlZVcVLRcUwJJoQ2Pavy+sWGmzfQqcxlYwU74k33IcJh7szHO5IIaVgIG6weX+UJVM9Z0yivxdIm4I1Wwf41TorxnLZFb76yWoOtAzx9EbrvYnGLZ/Ir91ZjWlKHDUrCLTuydlPonIJbZ0xJsgGKF/8fp/GORwHkYTgoceP0NFnxaEBj1WKXxVSiaYEs2pdfHJGF8aaR8jEB0HVcCy5idS2F7GXzMjOCwNJwQt7/Gxuu4F51Rq3+qKW9+CoOUkpmUTaHuCR1V28Mayavr9X4/7Lv0pw1xMQ7UabexXmxAvy7CLOBIoieGP3IG8Ox1+mhFfe7eOTK4p5c9+A1bFZldx7RRHLZwdo6U5SUWjn9V39PPRaN/ddUMXFpTNQ2nZbO/QWsde/HDWmsbsxxu7GGH99UwWzq3TqKnXm1ZZaXdDH8M78Y4f69a9//YM+hvcaAeALALFYfpb3owhN06gqdnHpHC8zq73o2gdfO60I8DoEAZfCWAlXmwKlAY3yAjuVBTqVYfWU/CfcbvuY919VFcS7v8Psasj9IDGImH5xVijk1FUOdyTpiIwQACUhnWsWBXHG2zGf+FvobkDG+pGN7yJsdiibMayo6ObHz7exfscAxWEnq9/szXbOMyW8uX+QZXVBXMf42n6YxqIypRP1xe8yspiUKE1bcc68kJTqPtGf4ojUk3rp3wGJu6CIRllO54B1YV12hT+/toKw69RO1qHB4ul+Ah4bnf1pOofvS1WRnUnlLv7tqRZiKUlloT2nfOkoltX5cdlV3j2c5MfPt7NpX5SyQhcBl+W3crpQFNiwO8b3n2xhZ8MQ67b1U1Ps4PPXlbNqYYAp5U6+/csmXn43wt6mOBt29FMcshPy6WxviOFxqCyrC/JGg6Bi3mL8Tonq9qEvv5tUaR3GcI7AoYFQVbbXW2VaozGz1svMSjtHujN84xdH+P0uydMHfDyzz8nC2aXZ5+yd+jh7jsRw2lWeeaOb7YejOHWFVQtDRKJpHny8mcww4dk/ZBBLWAqdvmiaiWUudjcOcevyQsqC1vjhtMGMWh9bD0VJpiUFPht3ryxh75EYz23qYSBm0NKd4tUd/Vw8J8CkYhvVhToVIS3PHyOSgK890kgybW1PpiVvHhhiRW0c3elCYg0SfXH4ys8a2FY/RGNHkg07+plQ5sauq3z14UY2bO9ny75B/vBOH/OLYxS9+WMIVVDmNZg/PcyGfWlmVDmHyesTQ1ch7NcRikLGkDjslk/XwS7B5BVX4ywsQZu4CG3JrcRcI+UBDV1p3j5gKUpTaUndBA+xpEFk2NurLKwzo9rNpj1WkBX22fC5NLoiaZq6k8yb6EU7gX+Jbtcxdq8bMVUH9InnMX3uVJJpk4Bb45K5AYqDOgdaYthtCnddUcycaucJO04OJAX/+nQbj63tYs3bEQbikikVLmzD00Vlgc6CqT6mV7u5ckGQZTO8J/R1EQK0+tcw9r8xstHIgJmC6gXjCyIl+J2CaeUOppTare6UJ/m74439J4JAUlPm4bUd/dnjmlTuZNXCEI5xeLkIIXjrYDQ7Lh3FrBo3B1viLKnKUNC8Hq1sKunQhFM6ttOBnoxg7tuQs03xFyJmr8QU4082edMdJJ/+DpmDmzF7m8kc3IJmU5Fldae9CDiT8XY8OJ37D5Yy8d+ebs2hNzr60iye5sfvFPjdKqUFDg40x7GpCndcVszS6W7CYT+uCXUY7fshPoA6cQFi+X1865k4v3ilkzXv9IFQmVDqYIxKjQ8VfE5BTZmHkqCO22HNE8vqApw32Y3jLISNiplgX3OCHzzTyeq3I7idKqECH3rDxpzvxauXEvFNZUqZfso5xtO9/6cKuxnF0XcIva8BXQVT9yDHUew6GhkpONSe5ucvtrOtPsr2+iHae1PUTfASdL3HL8oY0BSJK9mFrb8Jm2Ji2Fw559QWMfmXp0aajqQNyZ4jMYoCOnuOSXAU+m3MqXXz4l6FmilV2PuPoLh8JJfex1NN5Uz39RHo34tZPvusxr7v1/3/Y4MQgtf2RLNl5WCp3e02hboaJzZFsmwidLZ2sDd8Od2Vl+IoqUbb8jj2uSvBV0xa85CRgn95uo212/qJRDPsaUlxJOpi+WXzMZt2QDqBUjoZ/YrP0ZTw8dPVI5Us0YTJ6n0ay2+4CvfcFaSKZpAWp9ZR/WT335DWGi0SzfVoCnltLKvzM63MhjPZjWuohfKgQm1ViEf+0MWWfVZM906TxKg6j+rFF9JZdD47QpfTaoQo8NmYWuEinjTZcyTGRXU+BJzVzqofNgghcFkLjB8AeQuvcwqnjyhMU5JMwf+krhumKTlq4TGeijEpFDImJ1wEmaZECeVn15XCGjLmiIGxKkz+5OoS1m4bYMu+AWbWuFl5XhCnJjFaGlHSufJ6891n0Ouu4PktJht2WKUZAzGD7z/ZzN0rS9h+eKR1smlaXevC7uO/jkNpQVN3ikRKUh7WKfRah+YwYyiDbQhFJeMpHum+dpahRTtIHyv5ySQRQz0QKDzxHw+M+Mx4tz7OF2YN0TJjPslgDaVhJ37H6Rmbe3SJRxf85bUlNPUa7G+J09Of5pevdOB2KJSF7aQNsqqhowh5NYoDGruaEjmdaL75i0YeuqdmlA/XqWMgIXj05Vxj45ffjXDhTB8TizT2taVo6sqd/B59uZMCfyWpjCTk0zGl5IKZAZKeAlJTpqIrMHSsf5kpmVyic+3SAn707EjAp2uCKRVu0qbgV6PKCKW0SJt9zXEKpjoRAlJpkzd2D1BVZOeGZYWoiqCtN0nAluBwfT5Jt7cpxn1XlTJ3kodfre3kxmUFzKp2ZO+dlFBbaONvb6tCAg3tSVq6Uqzd2pezn2Ra0tSdIuTSURibMOgdzPcPGYwZdDe3MtkpGXJahM6htvyujs9v7mHxNF+Ov0oqI3lun4sFc77Cv780RCpjcvkclZsuKiRwgvduNKSU1JY6SRrw6Msd2f0vnOqlbUoBpRNWjPryyD8nlznQVJEl757Y0MlXP1GNrgnShmRn4xCPrx0Jsi4/L8SjL3dw9eIwb+8fQDmJWW7MVY771gcxdryEOdCFqFtJfaqW597o4oZlBdQU21GlQXXYw/I6L4IRT42xoAoTR6qX57er7GocWTS8sjXC3Ike5lZbAZ+mSKrDKtXhoyvPEx+noghkpC1vu+xpRsEExv/evR8BW01Y8O37amnuSmG3KVQX2fDYxil7lCY3LStkZ0Nj9vl22RXL/NgmKTMarY1jzD3vBWRBNaJ8JrJl2G9CKKiXfJa06jq1EKDnCGZ/R86m1NvP45xxCYN6ySkdUzwjONyRork7SXWxnZpCG/YPPveVhWHKMUm0tGE9q7oCy6a5OG9iLSBx2YbfKQlR3yTs1z+AaibJaF4efX2QHQ1WSb5pWh53M6qcTC394JTl44FpSqpDCk6bh9beFOfP8FEa0M6o+91RqAo0tsR48Dcjc81/PN/O566ZwQWBEmTEKhWX7jDtoQUsKfeeUYn7ewm7GYW1PyZZ/5a1QSg4r/s7hgpnnVJsI4XC+u2RHL/Srv40R7qS1BacXmyXNARtkQxSQmlQwzFOs3d3qhPRvJ3E2p9ZyQxFw3n1F4mXzs++F73R/M5lrT0pSkP5yvPioI7bJrl4UQUv7vRROL2OgoDOvi6NSl8/pQd/i7Lw4x+Yn+w55EJRBPVt8bztB1riIIKApGVQ4ytrQsRTJiAoDkzl/sX/i1IlSsZhKem7B41sHOGyKyyfHcDv0TjiLqH8tn9ASccx7H6i2CGdf+8NEyJJDZ9bz++EcxagKjCzykVDe649x6RyJ4snO3G0vG01hcmkwGZH3PhtugZy44Cn302TshWzvX6IVYtC/GZNO6mMRAi4bXkBC4oGcWd6Seqhj/TzfY5wOofTQsoUdPQbZAxJSSBfofCBQkBLr8Ev13fQGUlz5YIgK+aP7W8gpURMWATvvgBDVkAo7G76ay7lYFOK2mIdp2YNHL2DBpv3DlBZ5GBXwxB+l8qV830Ikf8aCZudlFRZty2/dXs8aaIoI6SZqlgkyPEQTQn+8bfN1LdZpJamCr5+ZzXTPL1kfv9PZDoPW/upmo1zxZ+RtvmwZQYxFf2sEVDCHQDNDpkRYk24fOAcR729L5eQcu58hqk1TZiz/oq0PPNW3jZFYtfgsVFm5LddUszjr3SQNiR3ryxl0+5+9h6JMb3axV2XF6NrCs9syr83bx+IUr3Ef9qTQsaUpMbwtThaZpY2TBQBcyd5CXk1th2K0juYpqUnmfUos6mCz15dRnlIxZXpR6SiqI4ACeHK2addlSye7KT8nloaOxJ4nCpVhToFbkH6JOtiKWF6lQtFsXxpjnRaJNnnry3DEW3Fb8aB3HemLKyzeIqHdMak7u5qfPbchX9/En70bCu7j8QQAq5aFGJKhQuHrpA8xutFO0ldfcCjcedlxWRMia4pvPhmL5GhDD4GYdAGw4TTWMSDXVfoHsOzqH1Asv6AlaUDePHdQW66yEFtsc54V92qgA3bIzlk1pv7Brl4ToBS39iLxyKf4IG7qnnqjR66BzJcvThEVcFIl6ew10fArdHem6IkZGfD9gi1w2aSN11UiF098TsipSTqqkRdep9VIpoxma4KptUGMQ0TpHWs0gTX8Dh9PMJeFSb2I5uI1W9jc8u1eZ/vPjLEeRPsp1XqaxgSpXYBbF2ds12ru5yY/PBJPaSEIjcUuY9mVE/tnGsLNB66p4atB4dQVYHfo9He3s/9y/vxvvFL9KW3kg7UnO3DzoNEsD/ipn/CZ5gxqwMXcdRwBUlP2amPvWM9OPI49eYnQEYKHl3bnU3GgOWtd+P5gayf4QeNsFtlzgQ32+pHkkOFfhslQRtHnwXTlNkF/LGXJimcoDpJGUqO98dRHGxNMK1M/9BnuwWSYi8Ue0/vPTge7JlB3jqUv6B9/s1+Zl/3IFrnfnSbSspfRak7jE2cXb+oswmt78gI2QSWCfIffoz9lr8noZxYAT4aCpKegXTe9sFY5rRMxAeS8M9PtlDfZi2mq4rsfOmm8pOW57nSvYiGt0i8+tiIctbMkFz9Axyf+GdiehiAwjHmvAklDiaWObDbFJLDgUhZWGd6pfWjYRdcv8SPNJz0NTZQZmsiuOcptInzyRROOaXzO4f3DoZhsmSaL69s+OLZAUzDRFcyPLVlYJhsstARybAjUUVZrSSFNV6oihXrBb0aN19UxFOvd9EZSbNl7wB//vEyCt0jTWwQgkXTvGwZNV5OKnNS7M/11xwNIWAordAbNXDZFYJOxjWHKIogY1okyBXnBdiybzDbcW9KhZNplU5CRifJF743YpeQTqKs/nuuWvAQ/7k6N7FcErRjm6zwm/Vd2XhfSnh8XTfzrxwg/fIPcF75eeIl8zDl+69W/DDgHOF0DqeMoTT8+Pn2bCBWHLTxN7dUUeQ5c/LgbKB3IMX//e+WrKLgZ2s6SGZMVs3zjnl8Q/YiXLc8hOhpYDCWYcdgIT/6tUEs2cT5033ct7IQQ8K/PNVCV3+api6LdDnS2cWcCW7KC2vBWwSDowagpZ/CsPmoKOrH47Bhtwm2HowST5mUF+g4bAqxpGXI/blry4fl0mNfvIaOZJZsAssY+plNPUytfBVzmGwCMI5sxx5tQ+58lPTe1xGhMjyXfpZYcPIZD3BJdwnOS+8l8dqjyNgAwhPGecldJJzFJ7VeSvursS24lvRbTwMgvGFsyz5FVJ58+FEUgSYMMlI9IQlU4FWpLrLT2JmkLKzT0J7IKl9+8kIr8yZ5+MKNFcyqtCOkSUNPGrcjf5HrdarjfoYVBRzJXjDSZBxBUugEnIILZ/l5ddRCymVXKA9ZpEZVkc6ffKyMDdv72XYoyqJpPiaUOnhhywj5lTYkO+oHuDSwn9Tqf0XGBxCBUjxXfZGouzLnGJr7DL712BFiSasb2icuKWLFHA82BW5dXsg//7Y5+127TTC1wokUgrQBZQHBA3fV8ORr3USiBtecH2JWpQP6hqho38Cq2R/j99vT2b+974oCBGY2u51j8K0I/vBOhN3DMnop4fnNvdTVurnzshL+7ekRJVlRwEZVwfFJnnhG8JPVbew8HMte509fWUpY9hDc+gRM+nL2u7UlDuw2QTIt8ThU3E6Vi+r8FPptrH4rV1l10Swfv3gl189r054Brl7gP+6xHAubTeRlwgD6hzLAcdQKEsoDCp/7WLGl45G5tftBJ1wy00VaemjqznDDskKSKYOwV6MyrI17kTHaj8kihE7+dxLoi0FXf4aAR2WC3k1yzQ9R/SXMLTNpyO2KzpRy1xn5yqXCk7Ff/qekXn0EaaTRF15PpvK8D8W8cfZheWxVLfIhhEVOuCYbiFgQ8/bvknQUYrwPgWdbxOD+hxuGk8NewMuXbi6izn3qJJ8IVyLcQeTQyLul160g6Somz3jnBOgcMHLIJkVAQ0eC7iGJxy6shg0f8EOhCpPPrCph3fZ+Nu4ZZGa1i6sWBrOk7Xihq5LpVS46I7km9JVF9g/8HD9QSJOAI//8Qx4Vh8eL4l2AQKIZkvH6O35gSOZ3wZKDPShmCk6BcLIpkqsXhWnqThLwaNS3xXlr3yB1te5TflaEELx9MJolm8BKLm3aF2XVvBN33xW9jVZy0TxGwZT+/+ydd5xc1Xn+v+feudP79r7SSlqVVe9IQgKBRBEdYQPGxthxjxtxHCeuuEF+duLYseOS2MYUYwMGTAfRhIQQEupCWvXtvczs9Ln3nt8fs5rVaFYNZAccPX/oo71zeznnPc953+dJQiIEw4RTiVfh45eX8etnOkkbkkKfxqeuLKfQCXd9tJa23hSaKqgqtOI6JivONCUIjZLaatSoHSZ8hbSzmLR8F6U4ngP1FTbev6yYh9dl4qbbVpYyfawTV6KN2Fuv0dy9MG+b9oSDtZ0OZo0XSFNS4FZZNt1HWYGN3z7bkSVjDnUk+MGDrXz7liqsqmQwDq/sCFMSsHLdkiIOtsepLrEzZ4L7pFUqbSH4+ROtHOnMuFDfuqKUuaUxLKEWEALDWgfkMqyRlOC1PUOs2xVmYrWDS2YHuXl5Md0hHQF0DaT45/85zD03p0fIpmHIwS7mV6VJXFTCnzf04rSrrFpQgENTqCx08ecNvXnnOKA7qEjFST79Y9w33YkRGwJVI+0ufVtOte9VnCOczuGMsbc1mTPr1zWQ5pnN/Vw43Y/PqeCxnf1gUYjTm0RVBRxpG8qSTUfx2Gt9LG3w4bDkBi5xHQ53pTnYYaFhzHS+9eiRrJMPwIY9Ya5cGMRhU7Lst6LA8pkBinxWkjrIQBDjiq9hNG1HGepGrZmOUTweKU1Wn1/Cn17tYWDI5NolRUTjBhPKbPzg78YwENHxOi34HPKkFxeK5UfyTouJ2bQ1Z5mldgapzX9GP5xZLvtaSTx8B46bf0DUfmblDscjiQO1cjqOSwuQkX6Et5iUt4KUeepBS0pxYJm5Glv9+ch0HOkpIaJ4TrqNIQWhoQRKrI/CI89jd7mhfikxa+Go69tUye3XV/LExn5CMYOByMgsoZSwZX8ETRXMrC1hIK5w75oOlk0PsOtwNJul67QpzBh78sAuozcisJhJrPtfJbn2d6AnUaun4brw40S1Am5cWkiJX2PtzhBjSu2sPr8QnyNDxqZ1+O+nO7LlYk9u7GPV/IK89/XCmijJx+7KBnxysIPUE/+KffWd2RnTpCH4ySNtWWJNSrjvxW4aap1U+BWmVNn4lxurWbN1kEKfhQunZ7LR/uupbva3xVk4ycslcwJ87qoSkAJBhghJBWoxfAd5v7mepSsnEzE0Sh1Jwkohz23VqS6yUldmw6WNnHNKz7gDHo8DbXFWzfPxzVtq2HkkSrHPyuRqBx7bie9xS286SzZBJnPgyY29fGfadqzzribpHHmXi9yC791WS1tfmtbeFJGYQaFXo6pA5YvXVXLfi92kdJMblhRS6DKz2U1HMaY0o6MizUyArqoCwzhxjb3TIpk9wZNDKAJUFpxaV0CaGfv60fYsZcYRckyhghAKQmjDA4K/3IBUUQQ7mpP84KHWbHbGPTclUU0DBtpYPqWdLYWlNPdm3sHZ491MqhwxN3g7SAsbxthl2KpnZ7IANO8pTQfe6zh2YBfFBc7hAehZerQpQxBNSTx2BctxWSCKIthyMJpXifDo+j4abqxAnKEzwpC9Au/VXya9+2WM3ia0cfOgdi4p48zIq9Rw6YSqwLVLihlX7uDVnYN86ZeHcDlUPnJJKTNq7ChnoNP4l4DXJrl6vpfL5/qxKPLtlXRJydXnFbDzcJT+oZFvaVypjXf6EmiaAKGip/W/OGmrKOKsloMkLV5mVkfxONVsxqiqwPWLg2BKzHdJpttpwV+RJ4JsGT+ftOY9o0dsSkl5oZXHNvTSPZhmUrWTO24dQ4Vf4UzfFVUV7D4Sy1u+41CUVXN8mOZpMMQWa6aUaBjC5kI6RxyFFSFZNNHJlJoxxBImQY+KXc30n0EHBKtOnhWXxAZHJ9HeQ4/7/wpsquTy2R6WTvXQHzF56NUe4uFBLm35N9R4mIsmzOO/cyusKS1085s13Uyq9WBXQcHk/ecXsq89mWMoA9DRn2IgZlLiEYTiJrubohxsj+OyK1QV2Xll+yCxhE7d8sJRDU4SpsqPH2nKauL2htI4Y20YD/0QI5IhydL+MpxX/Ut27GAKwf0v97Ju2IX2SFeCjXuGuHBmgIdfzZ2QjKg+nKoll3SyOmhsGsLrLGbxVD+JpMm9z3cRT5l86opySvxajtavIqBIyxDSjsU3knjku5jhzHHUCQuxL76NhHry8dDfCs4RTudwRjhRXW9jS4xowmTHwQhfuqGSsUWnnylyMiR0aO7Vae5JUllgpbbYelLRVouZwGrmn5/LrpLUZY7FuIngoXX9PL8lM1urWZRRS4STaUmRV6Gm2AbS4J9WqkT6W2lNePjxo4LzJvm4cn4RrqkXZwSFh8uH2gYNvnf/iIbH4c4EX7iuEufwQN0dHE4TPcV9qi3JLwesKHGh2uZjdOwfufaKiSTWP5C7oqnDYBuUvjPCCSCm+hEFfpQi5ZTuVsdDx4LurDitdYdScPfz3bzROIQQcHHDclbL1/A8/UPsV3yNhOIcdTu/XfKBZUFSBuxrT7Flf+6s47LpfnTdZGBIYpjw+Ou93LqyjN5QGs0iqK9yUOQZPagWApzxTmh/C5mMYSmpJfbir7K/G807EG8+gmXhR3Bb4er5Xi6Z7UNTQRxTNtjSk8rTJnp2cz9XLy6iqWtkJrLSHsqbXTTDPVjiA+DKDFhjKZnTsR3FQESnwm9FUyT1ZRamVBUjpSQUh3/69RHCw8H9Exv7ae1N8rmrSlExQUDXENz3YpRDHdM5b7zGFa4mqtpeJjTrFr7+QG+WGJs+1sXfX1GKdXjmSVNhSq2Ljv7cUraaYjuKlIwtUhlX4iNhQPegQSwlKPIoWEYZUEbi+RCcilMAACAASURBVIFw10AaOfliEnYNQ2aE3bvCksbWKIqS0Wp76vU+IgmDp97o4/PXVjBnrI0pt1ZhSqgscXO4NZzNggNw2RWuWliANE2GUrDlQJQtByLMGu9mVp0Tz2gckpSsXlJIR3+SA20JLKrgxguKqDhLjpnDh/irZD6EExlR5GNLgQbwUzgcYBWs/xHfmHYtne5JyOJxlAXtaKfQkzodmKYkrriH/3jHuzursCiSWDyNpkosNvu7wiX0RBBC0Nxv8JNH2+kcSFFTYuMzV1ZQckzsKiXYR3HhcNiHzRHO8PKklISctVgX3oqKQcy0nJSEyFhSi7z+osRvocinsWxGgANtUXpDqewAYChm8KM/tfHdW2upCr7zUsu0btIfByT4ncqwXtjpwzRBxXzbrqWQKSP63odr6OxPo2kKpT71HX1LigItA7D1QJhowmR6nZuaIg2HevY/qGgaWntS1Fh78ZsDKEJiBqtJqN53tF9DCoqLfdy5Os7edp2U1KivcVPo195z5EPCVYbj6q+QXPNz5FA/6vj5qItuIXGGGTv9Ufju/c3ZfnZPc4zfPd/JP60uP8WW+TAMk7n1nryJoIWTvOj6yckmGawmteEPOJbcTHz9A5CKI+xubKtuJ6oFcydIpcRvB7/9zEmxc3j3Q0pJPAXfvOcIaV2yssZA9rUAMM98g77ZC3hiWwqrJrhpWQFbDwxRErRmzUUAnJqkJJCfAW7TFBzWzHujCklNiZ2D7XGiCZO9LRmytK7ceUJn2P6IkSWbFo+3sLp+kIr0IZRZKzFD3aS2P4c52AGH3kBMupzeqGQobmT7mqMYiOg4R6l46DQKmHzZF0gco+E0sPAzPLldo6wwlmdI9NK2QT5yWRk/f7yd/iEdm6bw6QssFL31R9TScehte7NkE4CxbwO2+sVQOvvUD+JvAOdc6s7hjCAlIFTW786t61042ceephj9EZ0t+yMsnR7A+g6zY00Ej2wY5L+fyZTvvborTDwlaah1opygEkEoKo5EJ5varESTI53fJy8JYgqVgHOkUekZkvz8yRER29Kglbn1XsZXOIgkDMaXKHziPJ3J/jB2u8b0CX5WurbjWnMX3qZXqOx5lflLZvCb1wX11S6CLiUbfCuK4OUdQzmiuwA9g2mWTvOdkU6F2y6YUOVmT3OMlG5y6dwgF8/04QoWQn8LcljEVZu0BKN9X47OEoBl2grSjtEzg94ORhsMHx1YvFMoimDtrihPbRopMTvYbTC+vpKyQ3/GUjebtD140n2oAgIuCxXFdg62J3DYFD56WRlTqqyoAgZiJh6nhXW7Qmw9EKG9P8nBjjgXzwrgPo5kUBSBzYzhSPSQfPBr6Ps3YLTuRvEWYbS+lbOuOdiBNnU5urAhZeY8jr8jA1GTdcd9O16XhZVzgjQOd7Ar5gap9Zs4D7yQu7HNiTJjFbqa0eXSLIKtB6N5GXDXznPhcox07hlXDGjq0Xl+S24H2TmQZuk0P06rIJzMOL619CRJpiUHunRajRIq5l/AV/4QyhEy7RpIM3eiF79TIaELdjYnKQlYOdgez2Zczav3sHyGL9sODMYzWmRpQzAQMegJG3hcWg4JDBn3vTXHdeRLpvrQhQXNasVtE3QM6Hzlt81s3hfhzf0RGlti3HxRSdYNbl9rnGUz/FgViUVknEr0ZIoFk3xMq/Mwd6KHZdMDbNk/hIHCjsNx7lnTRWd/iq0HIrT1pZg3wTNqO2O3wHmTvSyZ6ufyeQEaKm1/1UwMISBhCCIpsFqUt33s/qjkqU25ZYfdMStzz5uC2rIVjDTWUDNm7TzsRSNE+elAUQSKqiI4+2XWJtATkTT36phkAtbRntNR97PTdSlKJFM8vL6PHz/Zz6t74tQEodirIsW7T18KMvos3763mUjCwDAzTpJbD0RYOt2f437mcWm09KQo9mn0D6WREj65qny4jFuQ0BVU9cxab8ME3VRO+GyFyGimPbiun+e3hfC6rQTcKkel2zQF5k704VISLKwxuPfVaN7s9/hKB9UFo5epCiFwJbqw9uzFmujDYrejK/mlCUlD8NLWPgotUQaGUnT0JbBbJE6H9lcv49QUCLgUfA7BKSTsTom2ENxxT8adc39bnHW7QkyoclFRYHlHxNjxSBmC367pZUYlvNqY4KUjTmyawNu8FkdpFboyujbm6cIQVuwuJzXlHqpLnTjeadA4Cv4aLmUSQdpVgjZ5GZbpKzHGnZ/NRBYChpLQ0q+T1MFhG729goyj6drjsmf7wjrLZgRwHvMpCCHojcLO5gRt/ToOuwXXKBMkAY9GPCU5PFwGvqTBx4pZ3lGdoI9FWnXiGNOA2d+GNm4O2rSLUedcQ9Rd+54rAz3nUvfO0diezI75Gqo1avrWg6Fj7XqLBhq5cHaQK+YHGN/4Gw47Glh1Xil+R+5L7rAKVIua41746SvLGVuc+eatVhWhKDkxZF2ZnWvOC55wLCkRvLQ9RHnQwufGbsf/+s8wWnahN+1A2Jyo5fWYvc0Iu5PW4Hy+/N+HKA5Y2dMczWv/V84J8truME6bgkUVjCm1c9EsP2qwnP3uOfQXz+NAyUr+Y4Ob1t4UK+cE2bwvl8y9ZF6QP77Sw3lTfMyf6OWWBQr1m+9CDLSi1c7AaG9EJqM526gFVeglk8/4mbwbcc6l7hzOOupKrVwyL8izm/qREqbUuDKitwOZRj0cMwjHDFy+dxao90clT76RK+y8ZusgK2YHKPWO3mPrUlBU5Ocbi5rZEy9mIKEyqQS64glqyjMzcklD0DmokzpmnF5baqeqyM5TG/sIx3Q+eZGbOYNPIV99Ch0QvhIqLvs88XW/HEmbTicp3Pgzbpj1VZq7U0wsGwlipQTHKL7BbodyxqKoCjC1SuOu22rQzYzDFFISI4h15e1Yo90IoZB0FWO1ukg+8YPstuqYWei+qhPu+53CkIKWPp3X9w4RcFuYPd5NiVcgERnB4jOERLBhTzhv+bZOjXn+UoRyegGppkrOm+Bk1tgaACpL3fT0ZDqHMr+F7Yei3HZJGdsORnDaFJbPDFDhV3JKJmxGBHXfOvSdazAnLEAmhjOmTANhzR/cKCVjMVT7SSf5qoqsVBVZc5zqPnRxKfc838ms8R4cNoWNe8L4rR6uPu8m0q/dn1lJKFhXfIaELZh16nDLIf5+cYo7X7DQF9bRLIKPLtaoSDSSYkbesa1a/jdjUQWamplh6hzQ8xzfdhyOctWiwrzBIGTKYoQQPL8tzINre9BUwaXzCwi4LYwvt1PmH5nFF4rgxe0hFk72s+bNgWxbUVFo5YvXV1J0TNJaiVfhn95XxS+f6mBgSGfuRC+VhXb+6/EOrBbBf3xyLI+/3pdThhhLmgyEkxR4M/cimTYzmTvHNUEJXbLtYEbX4ugMGsBFswJMqHSwrzWTHbn9YJSeIZMy3+jtjKZISjyZ36SUwwMASUtPElUR1BRb8Z7GWEwIUFXlpGV8uRtAY4fOz4Zn0CZVO1m9tBivXWS+O5nZaSwNVpVRM8iOwudUsvfrKHYciTN0yRzMS+8i0t9HyurHW1JG0Rk4SfbHBa/vHeLNfUPUVzlZPsNPgfPsDFKEgC0Hk6zdGWLqGBfhhIFu2ij1K6jDJ2g3wqg9B5ChTkTRGEzPqYM5VRE8vTnE45szwWD3YJrvPtzLv36wmJIC91k597eDE5WSCwFDCck1i4swpaQsaOOeNR2096XpHzIo92defE0YjJOH+XbNOsxIP5y3jC7PJDwelcGE4MG1vWw9EGFStYMbLyim8PTlZk6KriHJv/z2SDabc8ehKJ+7poK5dZmSTN0UVNlDVDmOED+0m/LgEva15xLngZO4R7qGjpB48OvZyRVRWI1z1T8R03InI5p70kwpSvFfLyZobMusq1kE33lfAdWlTtKnoSP4boMQmft5rFivlPDMG/2MLy/HqZ6BmNYp0Dmos2Syi2/+sSvbN6zdA5+/aCFLBluh4J0PlDKl5n9ZEsNiUdCPM/NImYKuQQPDlJSegXvbiSAlGZJJceXEAG2Dkjvubcrev8vmBrj2vGA2O/hYuEaLGe0qdktuOmJn2OSrv23KinLbrQrfubWW4uOaKpcm+eCFBVwxP4AEgi4F5TTjz6itFGXyqoy48tF79x4jm87h7MB6DEP50FaFGYs+infdTwCQfU0Ulu7H3LYJvXk777/lE0hH7mSEoggspmTVXB9zxrsZiOgU+zWK3SK7nl2VTK60cfv1lfSFdexWhepCDftJsjZ9dsnfXV6GCHXg3PKHnN/05p3Yz/8A6T2vooxbwI/+1Iphwqa9YS6fX5ijtTSu3MH4MhvfvW0Me1tiKCIzrnVpoOuSiLWEP2/RmDXezco5gp2HIzjtKqvPL+LJjX2kDcmK2QGSaZOewTSPb+gD4Dm/yu0X3U5ADmAUlKAIO2LnUznnaRbVvedI3LeL915vew7/67BbJDcsDjCzzo1pwqs7B3ng5RHBbJddweM4savA6SKZNkft3zKd7ImJh5i9BHetg7EtLSRcGm+2uZk1tRi/I1NG8uPHOmhsjbFidpDqYhvN3UmWTffz62dGsp0qzBbkjpGGQYa6kF0HOH76UMbDFNvjyALrcVnGkhljXTxoVbKBoRBw/ZJCkJK0KegOGxknJJ+K9RTp9VJm6qltx93WFDZSx9TAG2Uzsd94Fwy2g8ODHqgleQLRSgs69nATsq8ZnH6MgrEkLKfhOncMGjtS3PlAJr3W61RxOy088UaMzr4UK+YEmFJlG9XqWlEypBQy9xkLTBpqXRnr1WNQX6gjhsrQ3ScvDVQF2JJ9YCTRHYVINX/az6ZKVs700T6QpqY4SMBtwWvP6HPopqBj0GAgojM3tZHUK7/NiOQeJwpqDnZhqZmG3rQjs8DqwLrkg0TkyW2u3VbJP91Qxf72BP1DOuMr7FQWWCj0lvGrZzro6Etx/lQf8xsK+N0bC5izqB6nEWZQCbK3KcgVpSMcilQ0Knf9hjtnzKXPVoFbxAnueQSt9P2MNp9X6rcwc5yLrQdGZlhuWFqE35F5vzRLPkFstQhK/Bki8c1jShS9TpWyoEYoIXl0fabjThuSP7+W+f9Xb6pGU0b2Z5iCw50JygqsWbIJoK03xebGCJfN8mQ7XYFkcoXGnbfVsvVQjJe2DXL/i5ksvpQu0WMR+qP5QUgoksZhUwGdaxYV4tRySRIhBFsPRAh6tRyRdoAXtw7w/gtKsoTTmaIjZPK1u4+QHNamKfBY+MYtNaOK4h6FXQ+htm7DOLwZa9U0qJmdN2A+Hn0R+N4DzdkyuD3NMR54qYsSv5UrFmS05h5c28v63SGqimx89NIyagpGz0RxapIvra7iBw+10htK43aofO6aCrw2CSVl2ApLcVgEmMZpjzMiaYV7X+jKzvztb4vzxt4w3/5QzVkp9xmMCzY1hqkssuKwqbyxZ4gX44OsmBNkWrUVN1HkCz8l2bQ9u41Y9iHUCZdysuq4eEqnJyqyzohSwlMb+2jqTlFaeObuUO8UuoTWfoNDHQkKvRp1pbYc0d3OMHzrnqasJplmEXz5fdX88KGWbGmAEOAY2E/00e9nxH4BDrxBxaWfZcC9iB8+3EpTV2b5pn0RDnQk+P6Ha85YFHs07GtLZEkEu1XB7VB5cG0PxYEKhvr6qQ+tI7njTyAl9mkX8Q8Xmnz6AZHdZmKFxtiS0cNTTRikX38gJ5NX9jYjuvZB5YLsMiEE8USSDkNkySbIkBu/fSXMF1akiGiFFLnfW+NoIUQO2XQU8ZRx1l3DU4YkFDMp8GqsnhkgpZtYVIWWhEH0XW60ZEpo6jP4xbNHsKiwYnaAykAm6zKSEvzn4x28NZyBXlFg5cvvq8R/lvV7dSn45ZPtORM5T20aYP4kL2MK8wOjMp/KFQuDeBwappRoFoWaIise+zGuxqrCS9v7s2QTZJxX1+4MccMif16Jq4KkwHX0YZ3ZC2Ka8v+0jfs5ZFBdZKUkoNE1kKY3nOb/banka9fchbdnG6gW9Ja30I9sQx0zC+FwMxwGEdfhQEeKfW1x6soc1FfYqAwoVAZG17x0WCQVPkGF72gcffKYQUqYNcaGJWyDTXr+CqaBbf61RIoaaO/LxJAVhXYsKtxyUQnNPUmK/VYsCvRFTL71uyPZyVWrRfCdD9dS6lWoLbVTW2LjDy91Y0pY3OCjP5RGCMG1i4tI6pKW7niOezFA16DBpp4Ctu5X+NjlxbjqVhDo2g/d+wFBcvIl7EtWUWkqw27Ef9vf2jnC6RzeFixIJpVrhBIwvc7Nxr1hDDPzkX7+2sph4fB3dowir5olhI6ixK9R4tM42hClTEFXyCCdNikJaFkhY2H34qtrQElKVtYJqkrd9PYOseNInMbWTJCxZms/t1xUSld/imhipGGzWgTu5HFKeJDR1DlOGFK4/Fg8fipK8omGIjfccWstb+6LEIrqVBXbSOqSoZTgv57oZNeRzMB/YpWTz1xZeloZEaeCgUrUXQPumpOuJ4TA1rKZxNM/yi5Tyidiv+T20xawM1D4/YsjRONVi4r47bOd2UDoreYYt60s5cKprpygZSgl2LBniNf3DDG9zsXSqb7swNw04YLpXjbuDWdrsydVWplRq6L4Pkz8JI4Omkxi3f8yyVfvBSONUjkZ1/JPER1FaNxukYwtOtr8yaM3hVd2R7j7+S4um25jzuCTmV+jA6j+MjhG8jm143kc130Ndf5qSCWQvjKitsLTiuc8NsmsMTbEcOkdSGoKFL5xYyVpE5waNPcZPL45wuNoQMHwlgMsavBTOBw8JrHhXnQj8uFv4xo+sPCXIovqRj2uTZV8/NJSDnWlaOtLUldqp6ZQy3ZyqgINta7sewlwxcJCXFb48IoSKgttrH8rzIRKB9cvLsRtlQwlBeYoH/rxyyyKyXlTvHli2wD722JY5vlIp0c6aykzpWsvbh2krS+Jz6USimZ+D0XSXDbJYHdT7n4WTrBzoCPNLReXsHiSO6/zVpRM5kpgFCtnU5JTUzRtjItC74gmhaIIhMjXogEQisJjG7qzZBNA35DOjsNRlk52ZrIdjTBiqAuhOUi5SjKHWn83yX2vZTY4sAmlfD22y/6RpBhdowygYyCVZ7++rzXO7Ake9rXF2XIgktUuO9KV5Fv3NvGVG2tIpw1qiqw5ZXFSQoVf8L1bqwnFTNw2BbcNuockv1vTTmNrnFnj3LxvaREBx6lfbCEEHQPpvDTz7sE0Lb0pJpyAQDgTRBMG4ypdWBTB/zzdnhUc39Mc43PXVHB+QUcO2QSQePV+bDXzslbeo8EUGc3Be9Zk2n2HVeGDK0rx2pKnHQSqaoboOVN9u+OhKIJNjXH+6/H27LIJFQ5uv64ch0WiKIJXdw3mCOCndcnaHYN87eZqAo4MQWYzYxhte0bIpmGkNvyR/hXzsmTTUQwM6XQN6qMOhM8UqiIyAtDnF2OYksGITm2pnd7BFHWJfdje/P3I+Wx5ikKnnx+urKAlGcAZCFIV2Y5bKyM1SgaSYqaQ/W15y2W4O8c6XkpJqd/C/tZk3rpt/QbJRJKv/76J73245qwTDX9JmKZkZp2LR9f35MRYF88O4rNJjHeQ4JROpWjrTaCpgrICG2UBGx39aS6eHeQ3z3ZkjzexysnFDSWcuKX630dTn8E3fjfSSby6M8R3PzyGyoBgV1M8SzYBtPWleGl7mOsWevPa13eCpA6HRnE1HRjSCbotpA2TgEtB5eggF6aP9XDXH5pJ6xIh4IMXlVBXomXLMIWAnlD+lFLPYBpVVYgkTZJpidehoIpTX4wQIuuieQ7nMBo8VslXb6yisS1BbyjN5BoXhl+wP+1msKefkrISSlCwLP4A0eE220Tw8Pp+nntzpGx//gQHf39eAps3QNziPyvnpgAWXwGiugGjeVd2ubC7UcbOw1o2lnBfgqljIuw8HKWyyMb9L3ahKlDst7JxT5gin0ZvOJ2TyZ/SJS9uC+GyqdTXOJlc46K+ysmj6zOC49XFNsaU2rjrDy3ZbT5yaRk7DkcZjGTIr9pSO6YpmTXeQ4lX4b4tNqyejzNjbAQDjScbbQwejjG21MTv1lgxy5d1gf5bxDnC6RzePqTEZ4OF4x1M+NhYQlGdoMcynDHxzj8aqyK5/boKHtvQz5YDEaaNcXHtogLsw05zsTT8z3PdbBoWRQx4LHz95moKhqMgTck4ZYwMGhUahzMYgh4LU8e42bJ/iAKvhYkFI6FTSpdEbCUcX0iRGuwhsfTT2Nf9AvRUpkG75IuMCZZmA4bj8eb+CC9tH2DJVD/hmEFHf4pOv5YzqN/bEuONfVEunpY/SP5Lwa6HSL38PznLzPa9aIMtp50mL2VmBvQoDEPmzLoBPPRqD7PGuTNZE4AuFf77mU62HhjJlikcns3wuyzUFlvx2yXf/EAVnQM6iiIoC1iwKibxU9waa6iJ5Mu/Gbme1rcwNj2EZfHHTut6BmKSe1/IDDgH4gLDHkSQGfQld76AY/ltpPasQyZjaHOuIukfS0pxHHND8veZ0BW6wzoOq6DAnZvOfvyj1hSZ0VaQJ/5+jg+G48GJ2G+8E3oOgc2NLKo7aZaMU5M0VGpMrdKyZNdRdA2kqCi0MXOcm0jCwOu08FZTlJTuxWuTXL/IzxXz/VjVjIbLkV6dzoEUl84r4InX+7L7CXosw65tI/s2TWiodtA/pLPzcG4N+9x6bw7ZdOwNuvHCYt7cH8E0JcV+K0+83ovV42OavZ/PLtd4aJtAU+HGOQJNJikOWHl2Uz+LJ+eXQalmipXTHbzamKTQmwkwjmLWeDdVhVZmjnMza5ybWeOcaCIT8PdE4I3GMN2DaRZN8TKmSMNyTEaiYcosOXoUDqtC92BmBswVayP5yLezVvLarMuxTFpK/CjZdPQete/FNtRJ0jv2hM/P48wnA3wuC9G4SaFXyxPKT+uS1p4kv36mg8k1Tj53VRkOS+47aFcldk+GTI2kBHfc10womgmYXnsrTFtvkq/dVHnKLMy4DrohUQR5mRbqiURLzhABt4qqwEAknedu96d1vcy72pWvRWSk8+29j0Nbv56jSxhPmTy7uZ+vrC455TkpwsQZbkLf/QKYBo6G5cR9YzHk2ysp748J7n6uM2fZvrY4bf1pxhVbEEJk3c6ORShqUOTVkDLzLQmp52XkHoVNE6M+J7v17OhVTaiwc83iIl7ZPpiT0fjpqyoo6NyQ11TqLbsoMbZR1NOEbc4qKJlA5ATlbmnFgX3KclKv/T5nuVI+Ma/d9Hrs1BTn36sLJlpIJFJE4pKWnhT+qlO7TL6bUFuo8tWba3hkXS+xpMElcwuYVO14R2RnOJrkjge66A5l7ldDlZXPripkUrWT793fnNNf7W2J0R4uZJzjBDv7X4aqKjyxMddxypTw6q4Qt1wQZG/rKO5th6Ncu9CP3QyjhtpBUdE9ZSRPYFJyOnBoMG2six2Hcvs8TVP44i8OkTYkM+rcfPSSEuwa9MfgJ4+2ZjP9pIS7n++iocZJybCMhK6bLJ8ZYFNjblt/4Qw/2w7H+dkTHQzFDCZVO/jEqnICJ8iyVRRBy4DJ9kMRkimTmePc1Bap+Y3COZwD4LPDvDo7QjhIGfDIhgGe2BgCVBQlyD+/77PU20cE//siModsAti4L861Y8LUbLgb+6VfyuqcnSmspBDSJKU4Ms7K0orrwk+ibP0z+v4NKCXj0BbdTMRRTnLQIKXDx1eV8tPH2pFIVCUTwx41uXHYlCxJdCx0w6Sq2MnPHmtjMKIzptTOTReWsOtwxmCmttROScBK13Aft3FviK/dXMOhjgShmE5fKE1TZ5wPryxBSJPxFQ5++ucBnuBof5NicYOPI91JjuzITMZet9D3N5vp9J4hnOrr6ycAd5OZ7u8DPtjY2Lj/5Fudw18HkgInFDgtR/88awg44NblBdy4rACbkrvzg52pLNkEmVmjR9b38ZEVhYhRPljDMJlR58JpU7FYBJsbwxT7rSyZ6ieVNikrsNIxPHB8vrWAW2dchrEtU1Yn/KXs9y/hp+tU3j/zW/hElC7dS61aRfkJLjhhCN7YG+LK84p46JVuBiI6pQErNy0vxnFMqR3A1v0RLp11goH3XwDC1JHxSP4PqdMvKdIUk+sWF/Kfj2VIGTHKmNKiCva3x5kz1o6Ukr6IkSWbvE6VhVN8/OKJkVLGCRUOvnhdOU6LpDY70z56aWUeBtrzFukHNqItvBk4dalgImVmB7EbDyR4/xXXUtTxFkgTs7eZxBuPYVt9B2nVRSybnTQ6NJmke8jkOw/20hNKIwRcubCAK+b6R9VuEAJiaUEsKfE6M2Vsx2f3za33UODOdYIxULIZbXYZQ4n24ZQmSVvhCUuIpBD0RyVpQ1LgHnGKqyy08Z9/ztxDq0WQTEsumxfEac2MW6UpsSqgCMGO1hTPbu7nQFucxVN93LS8mJ2HokyodLCkwTvqLI3bKjlvsheLCiAwzQw51VBtZ7RGozNs8t37mrKzTqoCX/9ALSVeBZUqlmnNzA4OkcDGwZCDbz2cIm1Ipo914bIpYJqYpkSTSVJvbYH1D1KqWrhuzmomlI1j/Z44hzoTLJzkZelUDz67YHpNaY6eUn8Mvn53E5FE5rt8cdsgX7iuklm1IyW0qpCsnBPg5090MHuCh4ZaF6GoztgyO4mUgbb27izZBJDe8iRa3dzRn80pXvQyv4ULZ/p5cVhUXRFw7eIiHn61m69/oAa3Xc2e61H43Zl2+a2mGG19acadJNOoa1DPkk1H0dSdpG/IoOwUmnxWVZA2JEun+Xlp+4heZF2ZnYqCs+Pi59Qk48odOYT1UWgWgXD6EHb3iN4aYBk7G91RcNLDD0by292mrgQmI9m0JzyncBOJP/xLltzRd7+MbfUdxPzjT+uahIBwUtA1mMZlU0gbctSSqaMZdIZhsrjBl+e0M6fek5PRkFK9uIpqQbPlZDlZF1yP32XhuiVFKiV4owAAIABJREFUPLh2ZFC+fKafIs/ZcZoqdMHYUjsPrc0d9D++oZfFU2vh0Bs5yxVfSaaEaOGN9GplaE4XmjK6Y6gpQdYvQ4uFSO94FmF1YF16K0lfbd66dlUypszFF68q5lfP9xGNGyybbGPF+BR3b8qU34rROq53O6RkfLHKl1ZXYErQ0E/o5HQ6sKgKT20KZckmgF0tKXY1xZhU56R/KN8NNZI4i6lAfwEc5bg1i8BhVQjHDBQBaridmuJ8h7159R5cyV6Sj30HPdSFNmEBWlUDluqZRJW3l42hILltRSk//FMrLd1JNIvgA8tLeGpjf9aEY9vBCE3dfjoH0xiGzGbyHouBqE7JMZm5DWXw61tUuvsiNCUCOAIFFPgs3P6LQ9l+aU9znP95ppMvXl06qm5Tc7/kW/eM6EA99lovX725hnHFZ1+4/Rz+diClpCtk8sTGEVkC04T/fLyDu26ryU5o6Scgv3WpZCa3Q60QqD+jY1vQsffuIbX+fmQqjnPutaSr55BSnES1AiwLbkXMvoH+lI0UGi9tCPHE630oAq5ZXMRnr6rAMCUCuP+Y6gyPQ2VuvTdnPAkwf6KP7z/QlJ3oPdyZ4IGXulm1IIjfrfLbZzuZN9GDx2lBAL2hFK/vCbP9UITzp/pZOt2HKjLC/1rAwpRqO+PLHexvz4yzAm4LEyqd2b78uTf7uXSOL89I528F76XL+jnw08bGxnvr6+s/APwCuPB/+ZzO4a8BKYfJphEIIWjtzU+V39McI23AiSZqp1Q52NeayGrNtPel2NMc5eOXl7Nwkg+XXUE3JTZNIT3mMqLVF9DTO4QSKOWOB0OkDZ0fvQjgBHT+pcIA3wm0JhRYMbuA3zzbkR0sdA6kuPu5TpbPCuRkhcypd+eJWh69zoQOphQ4tdMkXk4DKasfy+Ql6G+tHVmoahCsPO19SAkzah3cfn0lT27sp8BrwetUCR9Tx7xybpBH1vcyo6oY1aLlZDosne7PPoej2NcWp7U3zYTSt9E0efJLZpSSuoyQ92kg6FGpKLDS1pcpW/rJJh+fX/kdSvVmhGZHFo8jog5nD53kOVgwEK07+N3mMnpCmUBdSnjstT5mjHVTN0pAt69T5yePtTMYyZRefu7qCv5xdSVrd4XZcSjKgkke5k1wo55ABNqdaEff8jggSbftxT7nKpK1i9FFbvlY0oCnNofYsj/EtQ06usugfEwlwmKn1JcR6/7VU50MRNKsmB1g1bxAjpA6QEdYsvVABCnhqvMK6RpM8ei6Xr5xSw0V/hGnRqsZRwu3QDwMvlISznLsqqB7IJ2d+aootDK+vDLHgQcys6+vvRXOSXE2THhh2wAfX1mIbmhEvHWk3Qr3vdDN2p2Z7JSFkzwsnurnp493URq0cn6Dl+roXqKP/evIzp/4HrOv+xZ1F03GosiM5flwVpl+nHhtY1sij8C574Uuptxanc34kRJmjnXwiVVltPenc7JT5k1w80l/OTZyy7ykkUYdOwfj0OaRay6pw/CWjfp8j8KqSG46v4Bl03z0hHTSumTrgSFuv74Kw4QPrSzlp4+NlBtNHeMimTJwO1QicSNPFP54OI5vaMmUItpOI/NFwaTYa2HeRC9jyx00tkQZW+pk5jgX9lNkRwkBzkRXJlNPmlBUR8xRlkfASQlVAYFZ5+apjX05xMyqBQXoFjvu675J+vU/YHYewFK/CMe8K+k3Tt6elPjzyyxnj3fnvZfHQ1UVjD0vH5dJJEltfQqWfyE/JXEUtIck37rnSPbZ3HRhMQsn+3ht9wihZNMUKo7JGqwrsfDpKyt4bEMvpilZPjNAQ40zRyTekJAuqse56ovo+1/HjIbRpl5AqrgBpGTlTC+Tq52096co8WtUF2onFZk/Exz9no5HR1+KSNVC3LufQ0YzpKRwepFTL2Frf5D/uK+LRLqbJVP9nDc5k01oH0VTKm7xYZl3C9aZVyCFSlzznbAkyB/0MGu8wo+rNGKxOOHBKD9/TWVni47XqVJVmJuN+V6CMHRUTkWJnhqGlOxuy5/hP9CZZkGDYHGDL8c9TRFQFjzFx/G/CHu0nSumWZlXpjDJ0oQ10c+gdzx2n42BfW/RHprD4gYf63eHkDLTTtZXOTB2PY6MDeJY/hFSO9aQ3rsetaoB97KPELGfvG0+EYJOyTduqmQgYmK3KrzVEmN300jGk0UVWK0q9zzfyqXzghT7NboHRwg+RUCpM42CBROFRHQI97bfY3/rBaqBGm8xtqv/mde6gnnx4Y5DUSJJ8uQaNE1l876BnIx0U8Ljr/fxD9eVYZzhxKeqQEo3SZsKDqvIixnO4W8LoVh+WzEY0YmnZJYsKfSo1Fc5aGwZmcSuKLBQGj+Q+UPPJ7FPBXvoCIlHvpv9O/n8z7Bd8lnS1echJXRHBP/2p0H6wmlWn1+c1RcF+MPL3VQELSxy7+caVyeX3VzJ7kQFUnPSM6xh+c0P1nK4M8GOQxGWTPXT2Z/M68KPdCWIxE1m1Hm494Vu2jeMjOMUATcsK2Zfa5zpdR5+9WQHBzsyJbU1xTb+4foKvrS6nI5+naGEyZGuBPeuGYkXgx4Ni5prEPC3hPcE4VRfX18MzAIuHl70e+A/6+vrixobG3tOvOU5vJuhDJMPb6d2XEpJXVl+PveCSR5s6on1owwpef7NXMHgZFoigT+ty32Vpny0liEhGXDotLclGVNmzxEVdlgVygIaSQM6BnUMQ1Ie1LIMv4LE67LkaLtAhu2uLBxJ4Z9e52LOeFdegJ42BVuH7dqTacm1iwpZOtV9VthvXSpY592IZveiv/UyIliB9fwPEbOXnFFbZ1Ul06utzKgtRwgo8lXx+p4hBiM64yocbD8YocwjcSa6SLorCboEF87w8+K2QZw2laF4bsdVVmDFpikIZSRoESKjk4M8uYClHhiDOmEhxr4NmQU2Jz1TbmTrrjSLpiY4VXhsUyRfuqGK363pYnaNhYWFPdDXxKC7CDVYh8XmPa17Y0300N/Xx67WfO2onnA6j3Dqj8P3H2jJuq61dCf54UOtfPuWKq6c6+XKeT6keWJBQZtII/qOwFAvergHa90cZH8LtsI2dE9tzrpHutO0tg/y1Sm7cG25HwwdsXsMtsu+QMRazOQKje/fVoNuSNzW/EFjOCm4494jWXHEXUeiXD6/gIBHoy+cpsybea+tZhzl9d+R3P3S8JYC+5VfYp+YlpNm3dab4rEN/dy6vCDnoxVCMDRKUBOO6hyrpWVVTD64vIgVs4NoquBId5L/98eRmvrWnjj/YH0qbz/mvrU4Fk3CMMwTPlITkScCCZkSOkluUOCwQEONk0dfa+YTV5STSpskhr/7bt+FVO15OnffihVl6UdRa6ZjHNiIWjsT6hYQO4l+01FYVUltgUptgYqBwoIJTg71pHluywDSlHz5fdX0DaVJpiUdfUkGogbxpIFFFcOkxYlR5FG4aFaANVtGntH7lhYTdJ7ALu04lPkEdqsFl11kMs00mXUqPBmcsQ5SD351xDJYs+G64btEnCMEeFoKesMGVovAaYUbLyyhoz9JLGEyrsLBs5v6GVNSBs5KtOWfRzUSpFQX7qAHeoZOcOTh8/arfOzyMn77bCcpXVJXZueW5SWI0xjKj/ZdStOkP2ISPMXj1KXgV0/nigrf/2I3/3xTNU6bwpv7higvsHH14kKCzmOEgxXBhAob//i+KkxD4rQyqstWXHGTLJ6BrXgSQtUYSo8Q/lZVUlesUld8tB89u0FuZaEVu1XJ0Zq6dnEhzxyUlE/6CnXWLkCi+6ox9BK+/8cj2fVe2T6Ix6GSSjuYUWMd9dXTpUC3BDJ/nCKGME0T1WrDptrpH3LidIW4fomNRVO8+E4i7P9/BYoQnDfBRlNXrt7QtFoHum5ww/mFKAqs3Rmi2GflY5eXUeJV3pVq6850H6mHv87EuddQd+A55GAmg9oJ2Jd+kEisj0NtEWw2KzdemCmZPdgeR5oSs2UXthmXkFj3e2Q802YYLbswH78L+3XfffslQIocLomTeI4J4CZUOljc4GdgOIPspW2DfHhlKX98pZu+sI7DqvCpZSoFL9yBfeWn2BmrwN/biPutF7L7kOFu9I0PUTHzE0DGtOe2S8rwOC2k0yZWS/4AVlFEjm7pUcSTJlKeWcafRY+y5UiK37w8RDRhcuUCP8tnBHJKt8/hbwslfi2vJLuuzI7XMfKuaYrkM1eU8eL2EJv2RZhRIVlZ3olj/cMIhwcZqDijYyqKwDiyJW+5vuUJtOp5JLBy95pOmruTzBjWFT4em/cOMj95P0b3YVSbC3H+D7nzD83Mq/dSWWTj6Tf6MCVct6SICRU2+vvytdK8ThVVFficCvVVThqPcTte1OBj24EIXqdKWjezZBNAf0SnfUAnlTZRRKai4NH1PdlJVSHgtktK0U5Dd+29ivcE4QRUAW2NjY0GQGNjo1FfX98+vPy0CaeiotMTQz6HvyykkUZvayS1dz1Cs2KtPw+1bMIZp7ZbnWlWn1/Ew+t6MhoxtS6uPK+IwsLRM1qKijz0hVI4bArp4waSHqeFT11Zwf0vdiGAT15ZztZDcR5c241hSpZND3Dt4iJe2DrAtoMRxpba+diqClxOC3f+vimrDVXi1/jmh8ZQW5qpLU4f6c+ztrZpCtPrPPzoU5ngpaLQhnsUFmlTYzhbrgZw/0vdBLwaqxbkExlvDx5k6ceQi24Aqx3F5uKdSDLEUwbl8QEiQzFaek02vBXC5VD51sVxbLEY3jGTAPjwJVZmjffQ3pfk/Kl+Xh4uv3n/BcX0h3V+/mQHU2tdXLmoEK/TwsY9IZ5/c4C6cjuXziugrvxEozgP5uWfJTztCto7B2lKFvDrxyGS6KS1N8lnrq4c1YntWBQBX73JRmzzUyhP/jK73ChrQFx6O4Wlxae8D+nmJhzdu5ha1cDmQ7kdVnmBDY/PycH2BF0DSbxONWPZfFz9W0d/ipihUFF6agIi3bqHyHM/Bz1zrOSbT2CdehFqOprX5j29rYPrJoZxrftddpnsOYy+/j4Kr/kyQju5cn3jzsE8Eub5N/u5ZnERY8tdFBVlvr1002EiWbIJQJJ6/ud4Lr6TkoCV5bMCmIbEYhHsPDSExW4j4M6lBC+YabJm62DOsisWFhEM5gf9VnuKN/aEefCV3O5gIGIgK/LLKVWXH88o+zkW4aiO3RrDpokc0vi2i4KUmu2Y0SFUfylqsByA3uYIi6f4Wb8rxIRKJynd5IUtA0y+sRrlyq+RNAQp1YlUrfiqylEcHiirgoXXZvf9doYzu5uifOe+kbTvl7YP8tHLyrl3TQfjKxx4nSq1JXb+7vJyJlS7s0T/ifCRS20smeqjJ5SmPGhjXIUDj/P0Q4W30zrFXn5khGwCSCcxdz1H0eWfA6CpK85dDzRxuDOJEPD3V1fw62c6KPBasFtVXtmReU8kCkVF+XfxdPr+qwpdzJvoJZ40KQ5Y8Z7mNQ9NXAo7nufYQV1P9UVEUpL6mvzSnWPRNZDiYHu+qHBnf4o9zTHmT/IS9FgYX+6gIJj5Ng93xPm3h5o50J7A7VD5zFUVLJziw3rSts19zL9/HRQBd350LA++0k1zd5Lzp/kpDVj59z+1DL+rR9+UOF+6IZ/Y3XpgCKtFsKjBP+w++Q7O5ZjnX1Hq5sJZJxaQ/7+K5TPT7G9PsvlgAkXAZbPdNIxxU1DooQj44vVObl2RxmZV8LvfvdlNyT3bSMXCKKaeJZuyv21+HNfExXx0XpJvPm1ktTSXTvUwoVxDqz8PjDQylftNysFO7OlBPJUnd8k9HTRoKWaOd7P9QITFDRl35C+9rxqAygIL5bYh/nXRYfp0F245RGDnw8hIL7Tt4pmDdv6urDNvn0bLTqovMLhiQZCpYz3c83wnLT1Jpo5xYVlQwPQ6Nz5X7jObN9HDs5tzJ18vnh2gIHD6UaDUdbZu7+IHfx5pu/+4th+33cLqC95eRthfAufGfmcXgaDkn2+q4cePtBKOGYwttfOF66soK86NV4uAsRVublzYj3JgHfqbf0atX4R94XVYSqvPON5JuHwcnxcl3AE8fheJsGTbwUwpfU8ozdQxLvY052q1VZfYSUYnYOk+TGzSpfxyzVBm8qbKyT3Pj3xX973QRbFHMKPlPi6bfS1PvZkhnxWRIaPGlNn549peaoptrFpQwEvbBphQ4SSWNHl1Z4jxFQ5ae3IrcG68oIR/f7g1OwHjd1v47DUVhCIGppSMLXMwrsI5nOH0t4n3CuF0VtBzilnOc/jrwB3aT+KPX+dogJ5841Fs7/s+UVfVGe/rijleFk32oBuSoFvBQpqenvxUzaIiDz09QwghuHVFKT9+dKTspDxoparAwqQyCzPG1ABwsCOVtWKHjG16TbGV2y5wY13uRrU7UYXJa3vCWbIJoGswzdNv9HHDIj+KImjuTbBqQQGPD6ddCgG3rizFZzPRh23C45E4x8spKYrgjT35jl5Pv9HH/HGOE4rBvj1YIWECb//76I3CfS9241R1bq3dS0dVMSlTpUx24Ft/H8bqO3K+v2lVGjNrbYTiEo8jozuz81CE3cPOMW29SbbsH+JDK0v5yfCz2tsS45UdIe68rTYrQn48FEXhzXAl//40wMggZs2WAa5YkHHxORW01CDK6/fkLFM7dmH0HKFHPXUwZrcGsPQd5ua5IZr7vcPi0XD1wiDlfpUNu0P0hnX6wmmsFkFp0MrymQFe2DqSVeK0ZRLoT6fNcve1Zcmmo0i99TKW6Svytq8IWvGH+zge+qHNRPt6iasjA+TRMstGE6VVFMG8iR5cqp49nmtoMG89GQ9TZE9x6bwg967pQjcyotwfuKiEVCJJTzw3yC/zKXzrQ7W09yXZ3xZnzngPYwrVvGsSAt44kOBAewJ53EzugfYE6YsvQd332ohwtMVGonoBO3YPUBbUTmgDrygCVcAHV5Sx+0iUUETn8pkOZg89x9Bv/phZyerAfs1X6XWN4z8ebqVpWHNr5+Eoc+s91Fc5eW5zH3XqM2iHNqFZHQwt+DiHXKX4HO+8P1JVwYtbBnLSvqX8/+y9d3xc1Z3+/z63TJ/RjHpv7r13g22KMbbBoUMIhABpPzbZ7GY3m7ySTUhhSdslm/1uek9IIYEEsOnFBHAHV2wLN8my1ctImn7n3vP7Y+SRxiPZkjEBsn7+8UvXt829557zOc/5fJ4H9hwN8fn3V1FVoGNZkrXzctCEpLNzCN22IVCTp1CTlyI4YuEosfBZDngLUFUFvbs5a7vZ3UywK0TSgoc2dnKsJfVspYTjbXECXo3O3iSQeq/lBXZ8DpnVPk71/SOBDbDZIB6O0j7C3yx9tYRWfomco88hpElbxaX8+o0AH16jnPW6AoXZYz28dprY+5gSB/96fRmWlOS6VRQzQXt7AlMqfPfPJzncT1KFoibf+MNxvnl3DUXe7EBVCHCFTyCPbEMmIqjjFhHNqTlnQfPRItcBH11ViCkhloBNdaEhqwyHGs6Kc+0IAeG+GKHecx/vRvP+/y/Dpql8cl0JXb0JNAX8PjuWlRk3K4ARJauvfjfBfUqaYIhGJeNh0O1Ubv4m/3XDF2nqTOCSYYrbnkF7JkJiyQfZ26LRNn0OVe4IFQ2PoTe+BopK1LIRPE/t6J41RfRGC/nDS6mSn837gnz7Zg/5R9bjPhbC6m3D2ZIqPTo1OkmhMrbUBf7sOFmtnkXc0rl0toN/+/HR9ALJ3mNhQlGTgFul2Jf5zqryNT57cyWPbe4gbkhWzc1lSqVzVN+KywyyrzE7C+TJ14IsmewdUXbr240L3//bgwnFGt+4q5pYQuJzCnTFPMNztqGMuQS9djGGYiNqKWfNOh4K7vIZmRqNioo271o6uuNIBHdfWUJf1MRISiZVuti8vyetiVaWb2NyMXTELyZnyip6pZvOVzqoKXbwZmO2icCzu3pZ4O7kRu0hFt1wM+1xOwG3So5X5z/+cIKOfrmM53Z2c98dNeR5VdZv60ZXBb0Rk+Uz/Ow5GkLrd/zcdyyUke0bDCXZdTjMS3uCzJvgZe4YB91dI4vP3q1QFEFe3vDLWu8VwqkRKJswYYLan92kAqX92y/gPQRNBeO1x8hI8TWTWIe3oMyqPIfyOtlftjCQyqli4Yi2QF87uAPE3SUZ+0+pcvL1u2s52ZGyvJ5Y7sCty37HptQE6LVDmZ3h9Fo3Nl3laJdCgU+n0JEiNw6dzO6o3miIYC0OYCUtZo/x8ODzbdyzrqy/9ELQ1h3nRJedkhxl2DIpKSVFgezyl/J8O0LId1UmeyQp+NpvG9LOSUurxzC16U+I+u0Ibz721f9E1FWaVbFhmhYeG9y4xE9Tj+TffnI04//beows969Q1KSxPc6U8uFLg4bKlDtbVkfGvpaBOYR4upKMMxJlg5jqw7Puc5S89Av+Y/o02n2TcBVV4M9xETFSoqC/eLo5nY7sc6n88w0VacJJEXDP1aX4HENLwFgyZV3f2p3A59aYMoRGlbC7MW3ZmT1jS2yQDGT/tqKxGVpXYUOw80iEv+7tYWKFk+Uzcsh1QkWBjVyvluGSddOyAgrdp7XJnBJQVLAGnphSOhHTncdDG0+mM7qkhAefa2VqtZuSQYuQoYTg58+0sP3NEFWFOp9YrlIRiCGVPBJkZmGpqsK2g33UnYiyal4uf9g4IAbptCkE3VVU3/5N4kd3IxWVY9o47vu9RU/4OIV+nc/fUknAOYQ4sSWZNcbFK/v76IskKcnTme7rwHz+oYGdElHiT/8PbZd8K002ncL2uj7ef2kRr+wNYlR4U4NtIor35e/SvPLriOpq5KAXnLCguduiO2RQ6LelxNHPqqkjsrLjAIykRXFAx65YqVni3wBCpN6blOCxM+JyG9O0cEy8iOSBv2Zs16ZfQdiUxC3B6/0i4ZoqmDHGQ0fQ4JPvK2P9lk4OHI8wc6yHmy4uOKuT3tsBIQRW0SSe6C7nwPEI9kOCD1xegFs/+70ILG67rJCOXoOG1pSo8G2XFVHiV9BEao/BCj19cYuDjZl9k5TQ0m1Q6HMgTptku8IniP/+cymnPlKC9c4b7iXkP7tYa8IUNHUn6Q4lKfTrFOeoI2iPQ0BaqIDbBvPGu3nuNVvaHQhS/V9FoY2KAhuN7f2uQTaFueO91BTZked1ceUCzgxBbr/gz1vQIH9HIXOrEE4vqFpKl9IcWIC0zVyF0XIE4fJR0Pg8OTufwjZzJUpJKUhJoreNB9Y7iMQloPORZbewoucE4bGXcqjdy9Sq0VUR9sUFJ7sSuJ0aHodCjhMUKftL7BTcjlTnHI0blPftheZdGKFunBd/gGg/4QSAZkepmEbfLos/tvq5afJq7PufRAmUIPzFqPOuJSYVWruNLAmHYy0xeqIWuqYSjVvk+1QcauoeppRpjLsuJTzvVK1RC89LFPKGSFMp9mvoKn+vUjQXQGqOkmOzKFJ6QEJceDGGcRaFVNwaxzG84JwQ9MQgHDXJ9apDlohHnMW4bvwPaDmYMsIomUjMW45mRGjsVnjw+VYicQuPQ6UkV+fzt1bxRn0EXRMszmvF8cK90NuCsLthycdYM7eWTQfDTKzIbsQV+Rp0dGHr3MOYoy8zBhDePHbMupeOHoOigI2Lp/vRVGhsj1OZ5+SGJX5Wz/OjKuBLtLJkZQNGNEI0bwIP7c8mYrr6DHwuled3drN2fuCsJfjvdbwnCKe6urq2CRMm7AJuAX7T/+/OC/pN7z0IyHDMScOIDelyNlooAhwndxB/4jvpFS7bRbch/deAgCPtJt97rJG2oMGMWjd3XlGclS1jWRbVxQOT74kVLsry7Pxw/UB528evKmXxeCczx3iyyn6WTPGhCIkloTygcMfKIg6eiPKzpwZSNh/f0sn9d9aQP0xOqZQwo8ZFnlejs39yb9cV1i7MfdcJMrYFkxkExP1PmcwbczOfuPVDOBx2wqr7LEGapDeSHNKmeyii6EzkkWVJPA6FktzMSc1lswI49BGK8bkCiNr5yMFOSrodNb98RIQTQMhVju3Kz+BPhvForn6SRCKlwpaDPVwxL5cct0Z3X5KNu4Mcb43xzbur6epLTe7y3MqQ5KuiCHYei/PAwyfS275ybRHjAqXIQS599mV3ENb8WdGxTRP0Fk5GXPFFfK/+P2SoC+wubCvuItRv1SqF4NHNXTy1I0WAHWyM8PLeIF+/rQif08GXPlDJ1roQx1tjLJ7sY1ypPYs4bUgWYVv2r+Tt+DGyrxNZOgXj4g/THlazhKstCQePR8if5EZXJIoieHV/H9vfDLF4nMqdZbtwPfMHTDOJUjYJx6X3ENQKcOmp922aqdWsbXV9HG2Octvlxew9GqLAr6cczY5GKF04lpi9lE11Mb735yZOZb+1BQ027unh+sU5OCIt0NkAQkXmVROx5eHUJFfM9HLRFC+qAGfrMU7vvWSwBSGHbxmXjLPQj+wcaHnSQgl3kLSqOVUoZErBY1uDPDZIgPKja0tYOtF1xu/dNC2WTc/h2de7M171mvl55NjPn8nA2WBYsLkuwoPPt5FIWlw5L5c18wMjIl0AEnnjsa/6RxKbfguWiW3hjRhFUwCwqzC5ykVrl8HymamSxZ5Qkp6wyT1rizEsiUNjSGfSkcBhhVH6mhGKStJTQlyMzGRgMHIcklWzvKyY5sWuMapZaa4TvnhLOV0hC7tNEHCKYRciHLogz3cqs2sAwbDJN/7UxPtXFFKZm5rEKopAHtuRMeEGibH9L+irPoNhDt+PmlLw5y3dHDoZRRGCN09EuOvKYi6elK01OBr47ZLP3FjBL59tYXe/q+Xdq0rIdUo+f3MFDe0G4bhJrkcjx62S736XyAQpSmpJ673KwvwfQsSWh/3G+2nr7KNg3edIvvYosqeVUM0Knk3MIlDpZsl4G8ajX8O+6HqMw9uw2hsAEDlF/NvKf+ZLj6f6819tTjL7A19i66EIr+/sYUatm2TUEjvuAAAgAElEQVRyZFFAVxS+88gJrpiXxy+fbUNXJXcuUhhbYgdXgKSZKmEb7+vjYsdriMPbUatnovgKSBx8Fecld2K01RNScohXLqDXVsYzO44RTVgkplzGXevmw7EtCEVBxCModonHmb264LAp2DTBp394FEtCQY7O526uSH9bOiaIcyMY43oOUyqiFPktWoOp56KrgpuX5b9LPtwLeLvgsPrQm/dh7HsepMQxZTl66VQiavaC5tkQtwQHTybYXx8mx62hqoLZY9wUnMbRSAlheyFUFSIEOIwg+u6HSb7xIlW+Mr666jq+8pyTnnCSXzzdyn13VmNJ8BHCufE7yN7UHEzGwzhffIDVV32T3ribAr9OjltLO/S6HQrzx3mwmjIXvO3LP8S2PQoTK11Mr/Hw6KYO4obFuDInkyqc5DgkLg3c8VYSf/p3bNFebIBbKHxs3b1sOqhlfGdjSp1s6jcuOJWQ8PeM9wTh1I+PAb+cMGHCF4Fu4PZ3+H4u4BxgmOCZcxXm8T2DtgrU8Ysxh/NxHwUciS7iz3wvI5068fJvsI+dS1eiiK89eDydEbD7aJgfbGjiM9eVZdhJSwkza9yU5tlo6kwwb4KXXz/XmnGdnzzZzKSKGsaV2li7IJcntnVhSVg82cuCCZ40WSCAXI+S4UgHKaHyI80x8scOP7nxO+HLt1dyvN0gaUoqC2zkuYefjLxTcAzhYPXa0Tidsoy8Ebhs98YFj27qZNkMPy/uGiDvZo5xUxLI1B3I9+n9guvDn9RhEyyf6Scat2jtTlBT4sTnVLGrckR8U9zScFx8B5Y3D/nmK5BXhbb0NmLOglEFUQlsJLTMTCynDZZO9fOHjW3pVZI7rigmGjcpyVEp9p16lkNfpy8OP9rQREmujZVzc0kkLQ71CapXfwF35wFkXydK6URi/pqsdtIVgf/3WKocx2V38fHV32J+bhuqK4ewLTd9yZ6ozBD2vmm+zqxAF662NtwFRaieStbNcWEpORiGmXWviiLYfLCXDVv9rJv5WYo9Jq836XQ/L/jkOi1jYIdUgJpISjpCJiU+BUumHOoArhnbg+uVB9P7WicPkNj8J74fvJoZY3NYMsmDXZXMG+dh4+4g2+v62HU4xIJJPsaWOvn+4ykSbkq1l2Kvwv7jQ2UkhrltWi+xh74ARqrsQLj9uK/7MmF7EZYlcZxihrwFWccrBTWU5tqoLnZQ3zJQtrBwkg+HBgtt+5Dh7kFHCFy5+eiKTAcf7X1WBtkE8POnWphaWUPOWfiP8oDKVz5YzYatXZimZM2CXKoL1L9pvF/fnuQnTw4Q6uu3dlHg17lkqmdE/ZUh7CQrF2EvnwFARBlEbEjJDRflc/BELIP0/84jJ/jczRVMKtXPeSXdneggsf6bJDuPA6BWz8Sx4mPEtJQNesJS6AqZOHSB/2zC6VJiP8dVfT0tKjy0CPkpODXJPVeX8R+/GxjHlk7NYd+xMPsbInzpV/V8/a6B8jo5xOKONGL9v2P44LYrIqkodFCca8dhU1izII9HN7czvdp91vZ4NuS5JJ9aV0zMENg1UEWKGHXpkkmlGoPD0nd6qDMsOHAywfotXXhdKu9bnEdFrnIhc+NdjFhS8PgeO49u6kNVXHx45T+AmeC3r0bo6DWAHsrLa6icsBQS4TTZBCB7Wqno3ERx4CJauhPEEhaJEwdZ6Igjxi0YcQaQogh6Ojr40sVdRHuOMHN5Ee7QcbSNvwTLQp95JdrMddTkOKnpeRhr5zZMwGyqQ8ktRauaQfSFn9F9+Re593kv7a8afPPDEo9TJZqwWF3bi3jsK1jSwgKSu5/CddN9FPtquWSWnxcGLYLevKKQV/f1pBfz2nsMfvFMK//0vuJzy1gcBMuS+HMDfPWGKMfaTRJSpaLQRZ5Pe8e/3Qt4e2HrPELkif9O/51sfAPXVZ9GlMwf1RxFUQTbDkb48RMDZfXlBXZURbB8qntY51RVWMjXHiG555nUefo6KWmt4+NLvsTXnwG7TbD3WIRfP9vCv6+ykMHTtM+kRbitmTXz55LjUpha7WbXkVC6a3/g0VY+suTTTHc0kOjuoMc/HqdvApfOUmgLGvRGTa5Zko+uCV7Z18ODL7bx/60uRCCRJ/cho70Z19Jf/xOfueYf+e76dnRNcOW8PPYeC2FJuGhqDgH3CCZL73G8Zwinurq6g8CCd/o+LuCtI5Y/Ecc1n8fY8RjoNvQ564j6qs/PyeN96UnjACRWJEhLX25W+cmB41F6otluQj6H5N/fX8HJLoOEkd0JGElJJGbh9yvcsDTAZbP9SEsScKsop+WMCgTqUJk6IyCzfXaYWj5AurzbyCZIOVutmhtIZ8RAyo0o1z2yjKKkKdlXH2bZdD8fuKyIlq4EBX6dqVVuinwKn7055XxXVWhnzlg3XtuZz1nqV2kP2HhoYxs2XcGhK1x6WTHIbK2B4RDTc1EX3o5t3nWYip2o1M/L7CdmSKJxi8vnBNBUhebOOL9/sY1/v7VyRO82lpAkkpK1i/L56ZNNacLipd12PnfjUjyVQ7cRE8FPnmxJa79E4hb/+edWvvXhGop0kfGaBCKVbSjhriUay1t/gnqgDlQduex2bMGNmCfr0CdehFa7kGj/5DwDMnWN32099S3EmVqt4lDhU9eW899/PkEwlMRlV7hpeREbtnYwd2xKm0IIydRqFyc64uQksgVS9ePbmTZ+Lb94ppUct8bc2pR2z+dvKaexI8mRlhh9kSQ/3DBATnT0GBS4VGaP9aRF6k9hzfwAyV2/zOg3ZDiIrH8NMXFN+nmqmAhdx3HJXcRe+hWYBsJXgO2Ke0hqKresKGR/Q4TG9hjTaz3k+3RCkSR5ReXEd54q7RCYSz6ElleakcEWimavmieSkmhCkuM4c0chkFTlKvzD2tSqn5kc2aRICEF7GBra4hhJi8pCB6U5jDrmURTB7qPZgkfP7wxy8RQv6ghPKCXETrn0ndaGC70KT7Vkl7lu2NbFlOtKsIbQFjv7fYN14AVkP9kEYNbvwtb0BlQuoTsmeODhRupb46gK3HJJISumvrO6JFLC2CKVb9xdw6GTMWKGxRv1YbbX9TtqWdDQGqfI68CyJOqY+Rjb/8Lgl6rPXUfYOnOdZSRuYSQlj23qoLPXYP5EH+9fUUw0YZ21PY4EChLXCLPf3ikIAftPJmjqiHPl/Fy6+gy+8+eT/Mv15ZT43psr0YqSWrB6F4YR5wVCwN7jMf7411PFD5Lvrm/n1kuL6AkPTABjCQsxaTnWxp9mncPdeZDyvOW0dMPcWhuBlm1obXUsv37BiCUfHDLC2AM/RzTsSBeAO5bdRtzuRkZ6MHZuwJZbTjQwDn1wJjVgdTWhTF6GVTiOfd055Oeo9IST7GsIs3pBHi/tCVLU9EymRpW0MPc9g2Ppx7luaT7zJ/joCSfJ9eokkia/eDpzHN1bHyaWFCPOQD0TDGHD4bUx2TewGPr32r4uIAWbTcM4rQQeIHHgr9gr5xMbeahNKJES6R6ME+1xLCmJJsA7jI+NLREksfe5zI3JOKW0AkWsmOFn/eZObru8CIc3nHLGi2ZKpcR0H3kOBZcmcXjA61T40YaU3IWuCrq1Yv71FYWEUU15gZ05CYNLZ7jp7E3yuxdaMa1Un3P9RQXseLOPiAFuXWCGsx3yZKSbWdU6D3yshnhS8PqhPuIJyYdXFzOr1oXyd042wXuIcLqAvx8k0QnlT0NfMxUQhEZapzQCWK48hCcPGRqULaDZUHKK8CSzg2yvS8U+TKmVW5eML9Lojac0JaKDBN/yc3RyvanlbCEluU44XW/jFGyqxS0rCvmvQWVQLrvCmNK3uFR8nqCqCl0RScKQ5HrEGSeIhgUtQYtgOEmRX6fAm9KZuXZxgHkTvLT3GBQHbFTkaogRdqA5ToX5E7y8tCeIqkDAq2MkLRZP9GJTJZNLdaZV5GNZckSkjIJkdrWdibdWkDTB44DCfDvt7aMYBQHTEkSFZ9gJuKKIUWmOCSGoa4rzs6cGVnKmVruZM95LPGExErGdHJfg6kX5PLOjKyM193hbnGNtiQxycjDCcdjXkE0KtHQlKDptRM9xwrrF+Rw4HmFylUqP+zJysbBXTSW27S/pb8tsPYLWdhT9oo9iyAEXKSkls8d7eeTVDgbzANcsyceyLKoKVG5aXkhPKIlhSv6yqZ1FE30E+glKaUkumxVgW10fET03y1nLzB/DofbUhO/pHd3MG1OKlBYOVVJdqPHzp7s50ZH5rsvybQSjJlVFdt6/ooDfb2ynvMDOtUsL8LlVOgoX4m/YA4P6Dau7OWXFa0pUYeE49gqxZ3+AEijBseBalIJqkgXjCAkPWJKSgMYfX+pDUxUe2tiGrgnuva2KqHsqjg/8F1ZvB5YzB+kpRj9NtLnQr2f1MaV5NnI9I1/1Gi3p0tIn+a+HT9Dcr5OmKvDF26qpyRu4NyEEnaEk9c0RVGExpkBJfZ+Dys6klJTlZUeFNcUONEWeF38DKVOr+6fD41BH9HhUVWRl0GqYWA27sva1mg+i1F7EH15qo741lSFkWvCb59oYX+akOm/0jmkRQ9ASTOKwCQq9KtpbIa0k+F2C1u4EWw72pt/fKTjsA+8v6q3CeeNXMV57FOIRtDlXkyicdMbTq6pCZ1+Cnz81oDO35UAvqiL4yOpCMM/jgP0uhikVfC6dXcEQWw70Mbnazd1XlnCsJUZpjutdufgzHAxLUN9usPNwiJI8O9OrnW85U+3dCEVR6O5LcvPyQpq7E2za14NhSg6djFBZ5KCqyMHUahcdfSYNbRrLqubBoS0Z54hULKR5l8mVM+ysLa5H3bQFXDk4NMlIpdJFVwOiYUfGtvi2R7FNWUZ8x+MAmAc20ja5mqHM4c38MXQULuPQXoldN7h+WSEFOTYefbWDa5YUoNUns7u9eAQ10cv9vwumx79pNW5WzMwucZpU4cJxngnf99L3cAFvDZZloepDaIfqjn5DipGPEaYFMSM7SFAVgeMMZphSaAi7a0BAvB+GsFGaq3HdhB7WOfZgWArN0fEEl3yCnBe+OWAes+AWpL+C+rYEVQU6XjvMG+ui4NYqjrXEUFVBMmkxe6yHikInWw708Ne9QaqLHfzoieZ0bCslPPxyO3evLsWmpgio3twpWQ58kQmrsSkOnKqFU5VcNt3D5TO9WObfTvrgnYZ67733vtP38HbDD3wKIBIZ3YTzAs4NduI4eo9j6z2BrqsktaGFiiwpsjR73ipMxYazeipm4z6IhxBuP461n8ZWMRFpmvRGJfWtA2HDJ9eVUZl3Zt7VoQtmjPOxvyFCKGZSXWTnn68rp1S0YuuowxYPotqdJJXhhazzfRrTar0IAfPGe7n9sqKs+uR3AnFTsKkuyn/+8QQbtnVx4HiMqWN8OIfo6JNS8PDmID/c0Mym/b08uzNIbZmb0oCGKiDPo1CRpxNwK6ijECoWSCZWpezaW4MGlYUO7rm6LOP5nEswoytg11I0oNttH/b7F0L0r/yO7Lx9ccGuYzFePRhC1VR8Li3j9yYsQXPQoicqcdgGJpfRpOBbfzyRIerZFjS4aFoONUX2Mw6up6AIKM5zsn5rJ4lk5g1Pr3VTkZd5EkUBZ7wTgcnmQwnCscyB/cr5ufhd2S+rNN9BS9Dgh8/08NQxH8mqhUwrTmIefCljP6vjOLYpyzAGfeMtfamS02svKsRlVyjJs3PXlcWMKdARIkWr5ft0TJly6lg5O8CiSZ6MzBGnDhdN82P3eNHC7YjuFFkrHB7CF93DD15KBQ0zx7iZNcaZfneqgCk1XnYcSjmC6KrgC7dWsX5rJz96ooUXdgWZXuvhg5cXEfDqfP/xJjbu7uG5ow4mLL2IwvataY05fcn7iTtTJXTOeDuJR+8HaSFjfSQb38A4vBV1yqUYmjsVZMQkeT4btaUurpyXx1UL/PgdIBEYqpukqwDT5kUOUcrksCksnOLnREeC9qDBpEoXn1hXOuzq3luGEGw/HOHlvQNOmFJCU2ecpVN86Tts7bP43M+O8+qBMJvrorx8MM6iSgOP14U1iCD1eTT2HA3T15+p5bIrfGxtKe7z5J4uJeT6bGzc05MO9BQFPra25IzPqLlX8pdNHew+GsXvteF1prR4TBRMS+CItWI21WUcY5t9FT2OCn76dBvmaQPU5Co35bmjW6drD8MXf3Wcp3Z089zOIL0xyaQKF7qmkLRA14Y3jxgOqgC3WyfPa0tbQUNKn+V9i3JTOlKk2l7CkYsYuwjGXUzMVYzFmQkzRRHUnYzz+mnOeSc74qyak/uucJ4aDc7U958JYUPwrYca2VcfIRhKcuhElFDUZNGUHHJG7hw/IggBdhlFlwks1X5eJyCKIthUF+GBh0/y5skorx8K8frhEIun+LGNnjt910IIwfEui9+/1MaWA70I4IZlhew7FmbOeC8TylzUnYiwfksXm/f3crQ5xoyp5fjtBrL9GCDRxi1CnXoZS9TXmdPxZ5wHnwLAfvHtxPMnjvi92HqOY775aubGZBy9ZhbJxjdSf49ZRFfxArxWD0pn/cB+xRN4nmXsb7ehawov7Qmy91iYigI7wZCBw64yeVwe8rSx2D5zFaHeML9+fSAObQsazJ/gxe/RONKcinsDHo1/vKYM7/Dh6juCWFJwvNOktddE1TWCUahrStAUTGK3a7ht55ZVeK7f/wUMD8uSuPx+jP0vDaSzCQXHJXcR0XNHdS6HJogkSGffQyoeuvHigjOS4pbmwOEPYB7Znt4mCmoIT1rDjVNjWH/6PErjLrSTuwmcfJXOysuoL7oEo3wW3kXX8N3dpfzmpR5efaOXLQf6WDA5hxNdSb724HH2HA2z+0iI3UfDXH9xIf/z6Alaugy6Q0mKc23sPpI5Nkpg5dwARV4FIQTbm3Q8NZNxhptRbHb6ZtzEDnMqFcXe9POSknedHu9bhRACl8sG8N9AllX1hQynCzhviJuCcE8vBW88iHlwY2qjbsd93ZcIeWvP+/WcZi9KbzMoGklfKXGRmniGPFU4rr8PJd6DtHkIaz6cQsGmSD6wIo8VM3LoDScpDtgo8J1dE0lKSUVA4Wu3VxBJSNx2QSB8lNiDX0wLsirlU3Cs/Edig2zlB0NTJOOLNSaVFSD7bebfDax2Q0eSHw0qPXrzZJRfP9fKJ68qRpyWrdXSY/LE1q7031LCD9Y38e0P17zliaXPLrlpaYCrFwawqwLB28/6SyFoCko6exOYpiTPp1ERUM4oXh9NCr71pxPpzIf1W7q49dJCVs30IqWkLwH/+3gz+xtSWkE1xXY+fV05PrvEMElbtA6G16WdXR9mEAIuyco5AR55pSO9TQioKsyceWsY2A//lfhLv0RXVO5Z8R989bFUVhHA5bMDlAY0Tk8REQLeaIjyzKkSSQl/eT3OtWN92QOGEAx+YIZU+N/HGmlojXP4ZBPVRQ5susClC5RBtfguXTKtwsaMKjuWJVEUMCwFNaXMm97n5cMa9eZ1XLz4cnQZp9HIo6slH6etHUvCFXNzszJXSnIEX/9QFZ19Jn63wot7+tLEStyQ/OrZVsryK/nRhub0I48bku+8KPn24pvw7fsjtqW3ksgbN3DSaO/AytgpmEmI9oC9gBPdki/+sj79bHPcGl+5vXKo14cQqSwSs585aQvB41vaOdocY9l0Px+5shifQ2Toyp0JbrMbpfMYMhxE8RcTD9Sm3GDOgKQFfUO0xfYeg6QlsPWLt2/Y0pVBbPZGTLYfM7k60EXSNqBnlWOHL7y/ghMdBoZpUZFvw+8cukknpSCeBKcu0uXHQqQmHEkr5WZ26sC4KTjZlSQUNSnNs/GNu2vYeThMwrSYNcZDac7wRHFTj+TzPz+WJqie2N7F1+6oRtcUfvzESa6eGGeJrwDnyo8hw0FQNYTuAF8BNg0umpbD8bYYh09G0wsjud7RhUyWEPz2xVaCoYG28+KuIAsm+mjqjGPTFNp7DGqKHEwos+M+S7nwYFTmKnidTr5waxXHmqMEvDoTyx1pEwwhBLpIYqKSPINA+OkwTYt8X3aHnp+jo76LyCYFE7XnJFawBVw5yNwqrCEcO88VTV0J2oJGxrZdR0KsW5yHlKNnalJmFwIpM8c2DQN70y6Ml3+DlUzgXHAdyZpFxJVhHEVGiVAcfnOaBmVrt0FjRyKlf/Y2wJSCrlCSUEzi0C0KPKBpby/D0ROTfO3BhrQpRX1rjIdfbmftwjyK/Dq6pqTHZYDuUJLecAIR7cWx5CYAkif2k9z+ZyLj1qJF2nHY3ShTL8conTo6B2V/KShaxpihVc0g2XQISGkEdpQvo60lyNhJS1CLKki2HkaUTub15ER+/EQEiLBgoo/ptW72HA1zpCnKjLFe/rCxjcrL/Sy+9G6MIztACPTa2ST2voAx4aqsW9lbH+aKuQFWzgkQjZsU+LR0OasukuixLhAKcUcepvXOlIqGE4L/eaw5rbHodijccUUJ//voSSBlmPPVO6oo9r43S1n/HhHy1uK56WskD28BKdHGLjineZ6UknULcwn4dF7cGaSiwM51FxVQ5j9zBYFlSRKVC3HcWIzVcgjhLcDIH0eRKw/zxd9nxmvJOPlt2/j2wYtx2ksZ2+lg6+EBPqQrlOS1w2HagpnEpNOmcLQ5llFNEEtY5LjVjFhe1wRlARU7MQyc1Jb5+OyvAywYcw9uXfLSFpN/ua4gw3RCCLCbYRQrgWHzYVh/R+z/MLhAOF3A+YEQPLGjh8W+Y4hTZBOAESfx/I+wv+/es06CRgN3vJXEX+5D9qYs0NWqGTgu+Xha7DWmuMHZH7AN6rNsiqQmX4X80X/cNlVic4KNOImXfpbh/mOdeAO98xgUzjjjOcwzlL0Ikcqeae9Nadvke0Ziiz40YknBya6URW5Jrk6uK5tYU1WF4+3ZIsqvHQoRSYL7tN4hFBlkca+kXE3CMYtI3MKtv/VAQMpT4sxv/6QmbsKjW7vZsLULKVMihSvn5BI3bIwrGr5tnOwy0mTTKTz0UjuLJnrIccDuo9GMoPZYS5xX9/exZo4Xjx3mTfCm9VYgVcZUW2wfleiBtCSXz84haUqe3tGF36Nz16piSnIyFYvtvY3En/9x+u+xW+7jv973SVpsNbgdKkU5ypDZCqqq8PK+nqzte0NFzCmoxmqvT2/T515Nwp6fvmw4btEw6Pmcyibs6EtS6k9NOIQQRIxUKrXXnsok2FoX4vmdQSoKbFyzJJ9in0BVFTYf6GXvMYNn9jkBJ2Ayb3yYz9xUgd+tkufKfHQ9MUFjRwIpUyL7dl3hr3uzf0t3KJn1yPsiJq3FS3BPWUzc7iY5WAvJkwd2F8QH3q2wu5GefFAEj7zaniabAHrCSfbWR1g22ZVxHUeyB+XkHqyT+3FNXJL6htpthHudHG8z+PVzrbR0xfnAiryRGSpavZh//RnxwwOrfI5L78Ycd3mWXt1g2FSoHaKk97LZAexqakIsETQHk1n7tIYEwjSytrt1yYSS4QWfhYCTQcmPnmjiaHOMmWM83LGykIAD9p0w+OlTzfSETVbOCbB2fgBNhZ893caWg6nvRVHgC++vYuVMT9rVRUqwWRH07nro64CcIgx/Fabm5JV9wYySTilTmk/RuMWhk1GsyTrCsog+/0NOPWy1eCy2FXfR0mNhSUmOW+OOK0p49Y0eyvJsVObrjKZ/ShiCg0MI1bf3JOjsS7JhkJnE5EoXn7qmZEg76CEhIeCAgENlQrGn/3mnjnUke1EatmHuewE1vxpl+hpinvIRjye1RTpTq13sq0/duyLgo2tKsavvjoUSVVVQj23Bevo76Ww8a+IlKIs/iKWen7RA2xBpuopITUJGCiEgZgq6wpIXd3VT3xLjkpl+pte4MC2JXQNP8BCx9f+ZPib+wk+wr3KSqFxyXp61JKU5eTrO1D+8FSiKwuGWBA++0M6RpiiVhXZuvDifGWUJpPr2kU7tPWaWA2pHj0FtiYMCn8b2N0NZx+QazZiHt2AeHiirUxEYY9byUuAm5s534bOP3qgl6izCdd0XiT//Q2R3M9r4hTD3Bo4fa0aUXMLRRCFKJJfFkT9j/GU9hm5HLajGOraDwpmzUUQCS8K2ul5uWVHEnqNhptd6+Hm/FtPvtieZNKkHdzI11kZf+DmoOoa/EsicNI8rd6bcLV2AZyBGcCaDyE2/IVH3Cigq9nnXkJy6moTyt/dmP9wSzzD0CMcsNu/vYWq1m331YeKGxWObuvjolQUXnCLfJbAQ9HpqUGanSKZREbKnwW2TrJnt5bIZvlRM2r8ofzYY6Bg54xD+cQN9pSWxRXuyRmk10YvTprBkgpMdR7PNNJo64tSWZqaumpbMMkV67rVuPrSqmN8810p3KInHqfJP6wrJ3/59ZHMdjukrqZqwjHtvq2LnkTDxhMVnb/RQ6h/49lRh4Wx/g/hzPyDZ14U2YQm2RbcQ1vNG+sjek7hAOF3AOUEKQW9UoqkCrx06w5JHN3dw+WXZkzurvQFbMgba+SGcVAWsPU+mySYAs2E39paDUL7wvFzjjNe34hhdJ7P/I5KVQTgqNPfCVx+sp6+f2Fm3OI+r5/nRRzoB6UfY6F8t6ic+7LrCV26voiQnmxTyDqGLUp5vT5dkDEZhQGfpVB+1JS6iCQuXXaGjJ4HfrTKUdhWkVnWjSVAQ2NR3T61yQ3uS9VsGsrVOtMfZ3xCmoTXKmKK8YQX8hgrSk6bEkqlJ0BtD6CTtOhJi7VwfChYfvKwQp03hlX09lOTZ+Ojq0lTp4DDPJWoK6tsMesImpbk2SgMqipA0NIdZWhrk8htT35Q7J4Ho785NmSrV8fRmrmoT6iDv2Xsp/tD3iao5wz4by5JMrHCyrz7zt7Ql3NjWfgbZuAez9TBq9SyShRNIyoF25bYLyvNtWRpKed5T9ybYUx/jZ0+30Bc1uWxWgAWTfCSScMmsAH95tYPXDzfwjbuqyXNLptW42QValB0AACAASURBVHss8z6mVrsZU6Blid92RuBLv6qnt//78ThV7r+zmjEldlq7M+8n36enSdNTKArohAyNh7ZHiEQ7WDjZR22BjqZIonou7qs/S/yJB5DhboQ7gH3NPxPWA0gpaA9mEzCdfUmEGJis6Biw6VckDm/FecmdRNc/gIyHGQt8fPIa3PZlbDyY5PmdQdYtzMM3gu5SCx4nMohsAoi9/CDO8qn02YqHPc6yJLVFNv5hXRkPvdRGT9jkirkBlk/zDXKHs1g1J4e6xkzCZGGliekYfWDUE4Ov/GYgA2HXkRAPPGLwkdUlfPOhxvR+T2zrwq4rTK91p8mm1D3D9x9v4tPXl5PvFdgU0Emg7niI+O6n0vvZFt4AM6/NKjkFMAyLWL9OViipEdvxOIM/PrPlMIm+IJ//w0Bm1Pa6Pv7t5komFOuj1l5yaJI547xZpGdRwM6vnsn8Pvcfj9DSnaT6HBZDBn8HqiIRezeQ2PFoakPbUcSRrfSsvI+c4pIRibg7Ncknri7hRKdBOGZRkqtT6B196d/bBSXahbXxRxnb1IMvICdfCnljzss1SnNVJlS4Mtr/ZbMDFOaMUFdNwJF2k/qWOH96uT1tDHCwMcLq+bnsqw9z9UydZaFXsw5N7noSvWoRCTmK2vRh4LHBVYvyMjJiXXal3+31/KMrYvGD9c3p7LDjbXF+sL6Fez9QSuHQCeDnBd4hSsN1VVBV5MCnm4wry+5QXUPVsQtBdZGDoir3iHUjT4clBSH/eOzX3YeajGHoXl4+ZPC9p08ZHyT53u0h5ItPgFAIzr6D/eYYTvYqTI7pXDk/lw1buxACxuYmuO+KMGXeQ/gvzeHHmwQnOgyeis3lsmI3vvrnMavmYltwHcJZyYSKk9Q1pq6zeLKP+pYY8bjF5TMGHEMVRSDefBmj7pX+GzZJbP0T9uKxJApnjvr3vhUIIWjqzC55a2yLM2OMJx2HnOiIY8m/d+P49x6GI4Y0K4IV6QW7F+HwnNWF3LIkupDntN48+BM1TUmwZiW+ht0Z+8Sql7LaYzBT3UNg7CTqGjPPMX+il3yfjsehEoql+mpFEUypdmVsC8VMAh6N+++soidikqvH8Dz6L1h9qcWjxMu/Ro+HKZl5I0UzUzIqqWc0cJOOcBOxv9yfzuZP1r0CArSLP07yHLJn3yu4QDhdwKigkYTOeszWI/icubS7ajmS8FIS0LEsCKoFnO5ZpY6Zg6EPL748WqhWAvNUHfwgWG1HUSoXjZppV5SU/bUm5IgyTRKaB9ukZRi7nszYLvIqRnXdwUhKwY+faEqTTQCPbupkzljPqCcg9a2JNNk0p0Zn9bgoWttBHN4KYsqAMJJpWowptjN/opdt/RM7mya4e3UJ2hAEkt8p8Lk0fvXsgOPJusX5adtSIVKTymDIxOdWcdkEWw+EefiVDuw2hQ9cWsTkMttbtuJNXetUKZccdR20ENDYnr3CcbAxwhVzA/0aO0OfsyzPhtelZrynFTP8+J0C07SYOcbDq29kOlQsmOhNt0mfXXL3ynxuWZ6PTRXoijXsdxEzBf/zaEs64FIE3PO+cmoKbVSHduF75bvpfc3qBWiXfow3u2z8+rlmdE3w2UVeTg+nlaJazLOUnViW5KKpPl7a25MmUkpzbcwZ7yWkgahdjjZuBSLWjQIZpIpNkXz8qjLu//1xQlETIeD9KwopyklNBk52mzzwyABZ+8xr3SAEe4+F6Oo1+ODKEn60oYkTHQkCLjsLJnp5ZV8Px9tS76u2xM6ccanAOW4KmrqTxA2L0lwb29/sTZNNkHJ+e25nkOuWFrDnaCQdMNSWOGhojXHrpcU8tLGVuCHxulQ+sqaM7/65MZ0q/dzOIP+wrpQFY51IKQkHxmO/6Zso8V4su4+wliqjVIRk9fxcvvf4QGkqwKwx7oy+yBZpI173KvrkZcR3PY2MDxBpjv0buHLJTDYedKNrAvO05zocZCyb4CQRTTnunWU+6dIkC8c7mFxZhQX47WTYfksJU6uc3H1FAX98pRtdE9y22M7EKhsxMfpyn9ZgMisD4WRHIitjEOC5nd1UF2e30/Yeg11Hw3gcCsunuLH1tWaQTQCJrQ9jG7eEZdMLefb17owu/YoZLu5/JLVQYRNJZKiL0xEPhzGtTEJ2/eYOptxQyuhFByXXLc2jsT3OsZYYigLXLi2gJ5zMyIhL33tSkpSC9j4L05QU5qjYRkly2RNBEq9vyLyLeBg6G+j0FFHoGdmUzalJxhUNDhHfHWQTAIlYRrbhKZzuQvRWYFcln1xXwr6GKIdORplW42ZCmR1thM+hOwL3PXicG5YXZrlQPvtaN9csLWCi/TCKkZ1RInyFmP2lykIIemOpclafW8VnH52moZSSK2bnkOfTee71bqqK7KxdkEeua0ThzqjR1ZfMKkUMxUw6ekwKhyjVPF/I8yjcuKyAh15qT2+788piqouddHWGqCm0ccPFBTzySjumldL/k4E8REEVsr0hfYw+azVxe96I4shT2o/DvY84jtRCq4SK/MzvLn6K+J59K/fvHENjZyqb9M+vtXPT8kIK/TofXuZgQt3PEPWpRYV5NidlKz/HZx7XeGi7SV3tbBaNW8Brx6LcYS/DY4Np1R7mjE/p8O07FmbT/l5uWVGYcW1NJki++UrW/VqNe1GKZ72lbJXRQko5JBk4Y4yH/YMW8C6fE0BBvpt6oQsYAkKAPVhP8pn/Rgk2I7z5yMs+CQUT/ib2haqQhPInYS39RwJ1j4Gikpx5Lbndb7D0jachHmHG5LXcumgFf9phoKnwgUuLGFOkY1Phvg9V0dCWIjerCu0UeOCrd1RxsjNBIikpCeiU+JWU06pPwX1yH/G+zox7MF5fj23qKqKqb+ifHGzidDeV5MFXsS26laSWLfL/94ILhNMFjBiKIlCPbsF89v+hAipQXDgOY96nEEo+c8Z7+N0+jU8s/DCe134FRhyleCza0tsJy/PX1JLChn3sAqzOTIpaKZs46oHSMmIkWw5BSx0JXwl6xWQUd+CM/aJpCcTMq9BifSQPvopwerAtv4uYd2jNlpEgnoRDJ7Ntvzv7Rr/i3dmXClxWTVW5yfU89s2pCZn5eiGedZ8j5ChJ71vgEdy6opBLZgaIJSzK820U+zIzP06ho8/iiW2ZE7THNnewbJqPAo+grsXg2388kRJr1gQfXVPK+q1ddPXfz7ceauTLt1elShrfAiKGYH9jlOYuA5dDYUaNm/xRzH+lTLmWnY5xZU7GlTrRxPCZWF6b5Mu3VbFhWxeHTkZZPt3PwokekKlAaGqVk4um5qRL0uaM8zB/vDszIJWyX/PqzG21od3IyDKyJPzuhVbuvbmQnNd+nnG0Wr8V2bWG/33Uzj9fHKeobQuOUDFi0sUkT9nX2pzYVtxNiLOXnASc8JXbKmnqNBACyvJ0nFrqinajB7H9MYzdTyHsLlzLPkSiYh6G0NlzPMFPn2rhirm5OO0KEytcVOQqCCkRAo42Z/v8bD/Yy4JJPp7a3sXuoyFmjHHjcWn89+OtNLbFuf3yYtyOlBB9sV/DoUoihuD7G1rYfTT1fFx2hY9fXYYiMjmB421xSvwq37lnLLuPhOgOJenoSZWuFfp1Pnh5CZoKLd0G9S3RLI2tB19oY0Z1FXY11W5iqhdc3v73mH6dzKxxcucVxTzyagdOm8IHLiuiIjdTH+tUG1ADxSmxzdPgNoOAmyvn5/HtPzYyf6KPy2fmnNE+XgTKQLNDcoC0UUsnYLoLhj1mMCxT4uk//1DfvF2F5dN8LJ7kQZUGdl0lcY5aA27HECVKCvhc2WNDUUCnJNeGOE3abP44B24R47cvhJg7tganMYRvlLTAiFEeUPny7dVs2NZJ0rBYOyFKTeMjXDtrBX/cYfDCm4L545ajv/nCwLFCIeIqyT7nW1hWDzjhCzeX0REysesKLpvCXzZ3MWush52HB8p8fC6VAr/Oj55qY8uBFHFSW+zgn64rI8c+CoJBKKBm6scAWKj0RU0KPX8HYZ8nAEXjoPXQwDZVQ8ktHSbXdmQQIpUpWdcYJZqwmFTpYvEEJ0snOvtX6Ef+HlqDBoY5lEVAyjVRVcDe04Dw+RFOHzLav1Ch6uhz1hIzBULAwWaDBx4+kSpddyh8+voKxhVpoyKdnJrk4kkulkx0oYqBctS3Ay67iqaKrGzgwCj1z0YLFckVs3zMrHXT1ZekwK9T5FVQldQbsKuSq+b5uGiKl6QlyfNqKNJCX/MZaHgdq+UQau1ckkWTSZ4ls0zDwNF9BPPoDoQ3H1E1i7C96IzHlPgV/uX6cn78ZAtTylQCTgvH6k9xIlGUJptO4fHNHXzmpkqqInvTZBMAiSglB37P0vF3suNYkkVTfPz0ySY+dU05Oc7UgsGYUgff+MNAbKwoKXItxV+mFjFMoWMrnYA1iGgDEPnVf1Oy6RSq8jXuWFnEb19oI5GULJzkZf5EH9sO9mLXU868c8e+t5wh/69CN3oxN3wdwqmKD9nXARvuR7npP7EcoxMUPxcIIcDmos4xGzF5Mi6HSm2Rjr7tN+lFCvf+9azN2cGSG/8VLb8Cv57AlBaGVAg4IVA1ECNbEkIxi2df6yYYNlm7IJc8rwuH2j/SDKFNJ+xupHKGOMmePWERvvzzVg7+bsUFl7oLGDHsyV6sDd+A5MBzFOEu7LWzORzK4dKZfsKGwpP1ASoWX4p//iqUaavOWL5zLpCALbcIgk3IYAsIBX32GszapZjDOMUN5VShKMD+Z7Ft/B+0lv3oDdsQLXXI2vlwFq0BQ3Uiqudgm3YJyvTVRANjM1ybRgtVERxpyRYpvXphHjnOUc52FIUXd/fw8TlB/K//EoBk+Szaxl1La1THmRPIcFVz6lDgVSjxq7htqQmeLpLoJJCKng5MO8MWL+zKLplcMc0NqsZXfnM8betuWbDzcIg1i/IzSqJ8Lo2pVc5zD3aFYP+JOPuPR9l6oJe4IXHaVQI+/YyOO6e/f49TI2oMECCFfp3bLy+iIldNCVefAS4bzBrjYtm0HMaX2DJ0kGxqKri7eJqfy2cHWDbVi+Mc4+yG9iRbD2ZmS8USFqvneHHsfChr/2TVXCaXqVS9/BW04HFk4x5Ubz5i6R005i7kSOlq4r5qPCMY01RVYNcEAbcg16Og97cXRRHoB57C2PZIqqEkE5iHt+IYM4sWmceXf50qmTpwPMKeo2FeOxRi+XQ/ev+76YlJNu/P/E3VRQ5MS9LUmcDtUFg1L5cHHj5BY1uccMxi0/5eNFWwfLInXdL0ZovBw4NKRAxTEolblObZae4aeM+3rCjE71YpL3Sx9UAPDz7fxuGmFLEbjll09RpUlzh48PlWptZ4ssr3dE2wcnbgrKVUmgK1xTZWzPBz6Uw/pX4la6IpbA6U7gaIhhAON/L0VbFp68gtLaG+Jcb+4xEOHI9QVuCgqmD4rADD7sddPRGz/Rgy2oc2Zg72ZXcQ0s6fFoCUoAiBUNR+y+Nzg9OuEDVIuyUB3LmqmCmVTg40RugOpcg+VYFPXVtOjd9gfL7BvuZUu587zsUHp/Xil908e8jOqrkBXA4N+eYrqYyufojcMsSMqzCFjt8lWLWwiMWFnfjX/xtq25vUesPMm11FWUCjcNJ0nIqB1dmIEijGsfhGuqwcnntTzSAuP7a6hDz3ubNOqgCvXeDUUwYS1cUOKouc+Fwp8dFZ4zx8fG0JJ9rj/PGvA+26O5TE5VCZXDFy5zJLdWBzO7Hqd6W3SV8xu/2XU10eGLJc+r0GCw29cgpW5wlEXxvkFKOs+jRmoCrrOY3Gpao9DF/8ZQOb9vey60iYF3b+/+ydd3xcV532v+eW6UWj0ah327Jc5N7jxE5xSYgdpxcCCQRYOu8Cy8KyLARC6O/CsrssC7yUBBJISEJIJ06PHcc1duJeJVmS1cto6r33vH9ceeSxJEduIezq+Xzy+cRXM3duOffcc57z/J6nm5kTggRcp3/vk6Zg7dZuako9tHWnM+q+oFfjPQtyefGNHuZVa7he+3+4F9+MXrMQrWgcet1lJCJTsKSgNyH42j31mTLQtCHZuKePJdPO7D6+E+VIQlEJB3S2HRjsS6++IMz8Ce5hEzrPJVQBAbegIKjid9qE3cn336WDxyEQAw0lrXowwuOQVfNJ+opHHEMehxDgbt5C8pFvYTXvxTyyDWvvOly1C0mr2Wq17oSdtNbcZeByaFTna6yug4XH7kN55RcY+14jxysQ+ePY2TzYcC0pKc1zMl7uRzmyOfv3U1EmrryKRTMK8bkUrr4gD5eu0Bu3cOoKeQGFqVV++uIGE0rcfHJVMbou2NecZm9zAqdDw+sUOMNFWAc2ZPpOpXA8YuYaDPUcRzCOAqqwvSwvnh5ixZwQiyf7yPOpXDQ9xBVzc6krd2aU9KeLsZS6dxZKz1HkG9kKW0wDs2Iu+PLO++93xeFLvzjMq2/1sq8lzau7+ulJKsyYWgwH1g9+0DKIVy8lr2MT1gv/jdLyFu68ItLO7Bqd5l7JP//qMC2daXr6DTbu6SPo18kLOnFpoLlcyCObITG4eORc/nESwaoRj1FxeVC66u35K9gJf1f8PXFfybm8FO84xlLqxnDuYBnDlnAII0EwoOJ3SFbN8XP57CCaIjEsyVDL2XODmB7GseyzOGJtoGik3JG3XZU6GUq8C2Xj/dnb2vZDZwNW4aS3/X5aqqSPm7yd5cqLKiQfXFnAd3/fSEtXClWB915SQFFOthH0aFASUvnE6mIC/fsBiE9czkPp5Tz+dAqQFIUa+eJNpYSGGVcoAjx9h0mvuw/Z3Yyrbjmy5iKOJgMYliAvqNPeM0iKFYY08ru30ypmDCmXSZsS66RVzrD/9FZmT0Y0JXhhew+b99oKgNbuNHvqY3zp5nJ8odEPZl2a5JYluSyflUPKkESCGm519Gvj0pKoyGFVISqSSKZs5czPtSTPMUSxM2eiH6dLR5RNRzacUKOuaFihcooObsB90a1YsW4QCsLlw3jzWX7fdyObDyYoDDXyjfeX4xzhXCWCxk6DJzd2kjbginkhyvP0TBmkbsYw3lw75HtW0x5688dxsid+ImUSTVh4BkzlxxU6qS5ycrDZVuTommDJ9Bx+9XQziyYHuGRmDkiRmWAdx/Pburl6UZjAAFk2nGfS4ZY4n7iqhN31/Wiq4OOrS+iKGry0M0pNj0ldlXfI9VyzOI/aEifuNSUg7DjeE3/7usURPA77PgsBvQlBLGUR8ig4TvJWsyyJc8D0frgmnsKBuvjDxHatJ68mRCLWYw84VA3HRbexK57Hvc+2ZB3fs1u7WVTrHZIYOfibFr05tXjXfAXFiJN2BOm13mV51wPQhOT6xbksmhygK2pQkKNTlKOiCskXriulvj1FPGlRmuck4gfdiDGx6c984vJbONQh2FXfz6P7fFw3w8fnV7nxOyEuA/iu/grpV+7BPLoLtWI6+qJbiIrBiZ+qCCyHD61iGsbhbTgPr6P68DpqF99CKmc1csF78UxciLF/I4mNj1Bywa186/a5rN3eR3/C5LIZOVTkDU1zPBv4HOALK4xfnMNV83PQVYGqSJ7ePLRMbMu+KKvn5YzYBk6GJcEcfxFqoIjU/k3EPMXUuydTWlBC0HX6BsjvViTdBehXfBGSvaC5SGuek6sUTgvdCVi3sy+r/M2S8MDLbXz+mqLhJYCnQEFQ5Yp5IR5d184NS/NBSPKDThrbEyBhxdxcooEAlZd/BvPINmR/N2p5HYlg5cBYRtIVtUuGj8PnUlkyPYf+lMTnGiRN3k3w6hazJ/ioKHDR3ZcmHNAoznVgnc3NOc+Q8tSBLifCYcVJv3xv9vfjvYi2A1AyOKHuiMG//OZIpvze7VC4+4NVlDWuJ7Vv3fFvYu14hosX1fCoXkIybd/PC+tyWL+zl7oZEUpP+n2tZiFuf4CmNpMNu/vwOBUCXo0/vNBKRb6LT6wuYmKRRu3VxXT0W/TFLXYfivLUxk6mVfuIJSSyykNRoBD3Dd9C6WkCRcUMlhA/wXLhnYa0JP7ji2HSVhP69eN/+2sd1RhOF4rbj6lqdorvcQgF1RtgaC7uuUdTZzrTZ3b02sewdms3q+dMR170BcJNr5J2hWktvIDitm2kX/+d/cW2I5gHt+C5+bv0u22VsxC21cbJXf/arV1EYwZLpuVwqMVF3WX/RE7vXkS0E6WklkSw8pRTwqTiw3nJJ3F210MyCjnFxL3F7xqP2/OFMcJpDKOG6Qwhai9C7j6hHERzYOWUUByw03ukBBXrHXlBpHCQ8gwwwmfwoCrSwDKGrnwoVuqsZPlnijwPfOP9ZXT0mbgcCrlecUZElqbAwho3ztZS0sDhvCU8/tTgeTZ3pXjg5Q4+siIva//9aYGn/yiJh76SSeBLvXIvWryPn+y/iEMtKf7lpkIeWdfBm40G08o0bpnSg+uFH5F740/wOJUs0klXBZo2SAIFPCrTq71n1alGE1aGbBrcZtLRZ1AWOj1/CE1ICgN2VPVIpudCgbaooKvPIC+gEfaKLJ+b0UBVFYQAw7DoTwsOt6bo6TcoizgpybFNwIdDgV/wxZsr+PkTTbT3pJlbG2DVgjC6qqBf8mHMdfcSVYI0FiyhT49QqPipLiwm/tj/HSyncbhxX3wHyjb7PrR0pYgmLZwjBNE0daX551/XZ+7Rhj193HlrCVX59kjQUhwooRLoac36nghE8LvVDKGja4LrLopgmbDlQD9Tyj2U5Cr4HDa50NCeJpG28Hk0nn69ndtXFLF2axf/9edmls/JZfmcXJ7ZNFi+6XIoWaq8ioKhMq3FU4NMLnHww49W09Zr8q8PNWbIUY9T4avvq+Trt1XyyLoOemMGqxeEmVRqK9TmVDvRdYWyvEqe3NhJU0eK5bND1FW4sCyJBWw9lOSnjzWTSFkUhR189tpSCk5zfL6z289/bJzKuCIndRVfoHRiDzHporqkgv5DiSEWQRX5TlQh39Y6qB8faL6RmvEZQ1WVMzLO1TRl2EmcU5VUR1SIHJcj2vv16JLaohOeXwlpzcfB0iu56w/Zba0gN8iq9MPIihtJqj6i7mL05Z9DN+IYmofoSaabVjIGbz6NklOI68JbkLFe1JLJJPKnYFhg4CYVnoojWIE6+zriqp8CKXnf0tzMczuaF4yKiauvATrrwenHyqsirp3saJgN05S2elBKTNNOqnt6U1fWZ+bU+FCwTusVlxJuKJiGLJpBOm5RpQkc6pkZIJ8MVbXNw/8apTcnI40GzoEyjbM4HEURvLC9m3hy6E66owaWxWnrlzUhuWZRiIWTA/T0m/jdGnfeczjzLLscCt+8tZDEn/8TObA6nt7/OvKSjxOrLMCtQtCroquC6mI3i6cGKQw5eGZzB//484Msmhzg5qURAqdRbvlOIeiU5OSriAJtoJ28exgDRRFYUqCIM2vDQlrDjhtPLGFVFMFru3uzvB7jKYs9R3opPrBuyFdzu3awcm4dW/ZFWTo9h9KIk0fXd9DuLKfq4g+RfvkeMJKo5XWoc65lR0Oa7z3QmPm+z6VyzYUR7n32GC9s7+E90zTuXxfl6a12u5pU5mH5nFzue66VuiovXpdCachDnBwIn7qPGsMYTgeGJ4K69MNYa3+S2WYtvBXpGznE5FzCNUxittuh4HC52Ouays+6SmjrSXNbrk75G3/Kfm2Yaeg4AqU24SQluIYpnfA4VI51p9m4t4/fPWePT8YVVfEP1y/Go42uT0mqPpLhyYMb3n3d+DnHGOE0hlEjbQmcC27C8uTA7heQoVJYeCsiVILrXTSgGDW8YcTExcg9L2c2CacXJVx23pRZbwenKinOGRjansXkwLIkZm4lrhWf4GhXDpBdCrf9YJSEkYdroC+NpuA7f2jkCzMPEzop8tzY9jiXTF/MTxolRusRPuN5jPiiSXjadqI8b8u9I0YTn72uOsvD6dNrSijLcxD0FOPQBFWFTnJOM6gwaQlae0x0VRDxKyAkDk0MSaA6najqUUOBrYdT/OejTSQGUvk+dXUpdaWOUZFOlhQcajd4amMbDl3hyvlh/t/TTZkEGYC/v7aUWZXOYSeCAsmkIpW7bqukP2nidSp4dIkQgpQnn+RFn+E3z3Xw4uO9QBs1pX3cVfhqtndLKk66q4n69goAIkEdr3N4U3RVFbz6Vs+QZvfoa118/tpC0mlb1edbeCNm41uZ0loRLkMW1JCrCz66qpj/eqyJaxZHeGZTZ2aFCeBLN5UxuUTHo0smFtmvHiHAvTjCP/3iUGYi9rvnjrHmgjzyc/RMien7lxUQ9ChYloVlSkpzNT50eSH3PNtKMm0xp8bH5XNCWKaFpips2R/NUuLFkhZPvN7BR1ZE+MzqgoEF1JMUeWmLAj98cFkYKQVIK3Nf2vvgRyeYnTd3pPjPPzXxpZtLcSmj7/u8LoXuqMHmfQab9wE4ceqCH9SqTKv2ZJ2zx6lwxbzcczKxT5kK3TETj1MQcIm33WfKEuxvTrFpbx9l+U5mjvOO6tk93uaf2dSO26WwbFaIkmHSMUcDU+js7PQA2T5Na9+Mc2m1wN99hGR4SuazaVUbdtBmtdeT3vCg/Q+hIBxu2Pki2i0/oDfporEjhaYJSsN+e7A4cM9Hq3iAgXbc+qadPDMAJb8K95VfPK2S8oklThZPCfDKQPBATambJXXBMyaKhGUNqALPvg2ZUtDSa3G0PU48aTKlwkPEd/qvqRMJ+HcLDEuwcU+UZbOHeoysXhhGPYWv36ngUKAiV0Xk6fzwT9nqxUTKYuuBKMVq9jBcef1+nKWzQfMihOArt1bw8o4efvlUMwAXTA2yYk4uT23sRFMFdyzLO6uxwvnCqcy0/1roTQpe3NHLln1R5tT4uHBq4LQJu5Tmwz3vGpLP/2Jwo6pD3mAJjRCCls6hpNSuoykuLZuK2bw3a3uPbxxH6pNUFLjojRmMy/fz5RuKsCxJkstwVswilHSSQgAAIABJREFUlUzRkA6gGl5++1y2f2k0YWKYElWBAmeUXQcsnt46+Pu7GmJUFbm4dGaI4rADp67Q1icJe8++6QgBToeGFJBM/LVGzmN4t8C0QFRfgBKpxuxpR/hyIVhsewu+AyjO1akt87D7hHTR25YX4HPArConE4oLSRuSAlcca4sLkidV7ZzUH08sceFzq1nK16Uzcvjt2haqCgfLRA40Jzh0LMWUkvMXjPC3jjHCaQynhaQeQpt7M+rM1Viqi7RU0f8WySbsSZhzwS0QLETueQkZqUKbdz0JV+7/CLbZ0Lzo6SQlehcnr89Oq/bZ3kID57mvKcWR1iRpMbwBXl/KnjTGHTk44p2om+/J/F0J5iPMNBMLNb7/4Uq6oiZBr5qZoM4ff5os0wC64oLvPdBAY7s9cPrCDWW09qS46oI8Hjghiaam1E1p+NyWvAC09sG/P3I0Q27FkhY/friRuz9YRe4obA4OtKX5xr31mX9XFLiyyCaAXzzZTO2HKnGP0BNLCS7VxOUBU0r2NKd5cmMnHqddWvHi9kE/JJ9TYPV3DdlHqq8XXVfwOBU+c00Jbm34ki8pQRmOiBISzUiQxr6P/f4qHDd+j2TrEfoNjbi/AtUME3bCgvFuJnykmkMtySyyKT9H51i3ga4phHwqYc9AwqCEI8eGKnteeKObz15byp6GGFMqvUTjJt99sAmvS+U983MpDSksmexhZnUVaUuS41ZQBvohhwYdvUNL7hrbU3bJ3zDySyEEXTFJS3caj1OlMKhmeYI1dw2dPBw6lqCzz6T4NAiVgoDKpTNzWLt1sLz9jpWFBF32tfjareU0tKcwLUlpnoOQ+9QTgpNNtYdDaxR+8GA9zZ0pPE6FT6wuZmqZEzHC8yIEvLqzn18+M5hG+XiOztduLcfnOPWPHWhN843fDrb5F97o5lsfqKLoDEgny5IU5g7tO6rCAr2vCWLd9PsFe5sS1LclqS11U5XvGFrqGD3hmZBWJh2wMerkn+89RH/Cbg8V+U6+cH0p/jNQjDitGMnnfp79u62H0DuOQP60Ue/Ho8MHl0e4alEY05TkBTQcp0Fonj8I3mpMcd/zx+jqM1g8NYeuqMmSOv+wpdkj7ILmbslftrTjUCXX1yVxJ9sxXTnEfcU4df0dJSgkguYeSVNnkpBPZ/WCMI+/3smHLi/ihTe6iadM3jMvzPRK91kfl5TQFx9aUNKfkAjNkf0kSotguoXOZJCvPxjj4um5/GXLYBt+eUcP118UweNUeHlHDzctieDVJRJBT1yiqoKASyKt0fUP5wMSQVdcomCn274bBlQpS/DDR46y/6hNYB9ojrPtQD9fuL4YXYz+GbMsiVG9CKfTg7H1CUSwAG32amKe4sxpmqbFBVOCvLg9e6Fv9gQfSuFSxL71yC6bQJT549lu1rDthACBmeN8thJUQGcM9jd56Ym5ONQcx+NMkTaGXk+nrpAb0JkVifHwrqH9piVtb6h7nj0G2B6m/3RzORMLtTNuI1Yqgd70BnLXM5j+AvS6lchw5buKTB7DOw8DDfxl9n/vMNya5DNrCjnYkqK9N82EUu9AEJLdyL06oNsqYM9F7yf5xL8OftkXRoazvZfCXvjGbRW8vjdKV59BcdjJ2q1dLJ8TZt3O7Oe7P27aOx/DsBgjnMZw2jAsMBTvu2EMcdZIOkIoM67FMf0KDOEkLpXzd15C0BsHKSQ5boE8zyUJDqOP1PrfU1m+iCumL+OJN+xJc1FI57oLw5mRqBDQ0WdP0Hf25xPJKUF0D6o5lAs/wKNP2IPlnUdNFtRditFcZnumFI5HK56I2dOKzJ1CwAkB59ml0B0/qCc2dmbIpmnVXp7Z3MWbh/v5zDWlfGxVMQ1tSQpyHEyp8uA9RZLXmaK9xxiipIolLTr7DHLdpz5HoSg8ui7bFNoc5n5H4yajHZvtP5bmm78bnMwX52WXlb15JEHHZcsJNe7M2m6Mu4DF3iCleU6q8tSBtKVsqAqoMsklU708tqk3q2Z99TQF44SXaNKEbz4u2d1w3K+ih7oqg2sX51GZpxL2wP4TzjXXr/Ge+Xnc82wLaUOiKPCxK4uZN96NQOIeRrIc8KiU5qpU5fnZeTTFt+4fXNFdv7OXuz9YRXFQnEAODB6wZVjMqw3wwhvZnoWXzLB9cIZrKQ1dFnfec/gED40A77s4gmtAHu0fJkktL6iTSEt2NKSpLnQMJA+eGroiuemiMBdODdAdNSkI6RQG1cyE1ueQTCoe3NGIEwEBLT2SnfVxEDC+2E1hUMFxkrl5yhL88KGGjJF6LGnxgwcb+f5HqsgbwQS7PyW474XsMrbW7jQN7amsYxtySELwyElt3rJg094+rpofPG2llqoqTCp3U5Hv5Eir7fnlcSpcU9uHeP5N5OL38uM/N7PzyOBK5o1LIrxnTiDrwimhQlvZFCxAhkoRrfugtI6HN/RlyCaAI61JdjXGmTfu9AlyYRnIYche0kOTR98OmpAU+E9d6vtOo6nH4gcPNmQu6zObO1k5N5djXSlC7tF5hrX0SL78q8MEPCrfvKgZ5x9/hCUtBCBm3kxT9UqKw6M3Rz8bqKpg44EkP3q4MfN7V8zPZeZ4H79+poU5NX7m1ISYXukeQmCeEaTFqgVhfvBgY9bmeVUq1v7sEnFH3WUkHv0+HmnxD8vv5L4tQ329djfEqCp009mXRlcl0ZTgdy+08+pbPTg0wbdu8FNuHoKeFkTBeFKhatLinUlAiqYE97/Yzks7elAUWL0gjyvmBnGdi+t4FmjrNTNk03HsaYzR1mMMqspHiaTiJVV+AXrFQkwhSJhiyLhxXIHOJ1YX87vnW5GW5IYlESaVuuhXnbiu+TpqTxMmCg/scPHgS9kLJN1RAyIq+4+Z3H1ffSbxb3aNH59LZemMEA+8ONhH65rAoQuWTsvBpx9lQnio0mhiqZsfPTw4rrMs+I9Hm/j2ByoyCbSnA11XsPauR7z40wFvnreQ+15FXvcd8L8z5VNj+J8DRRFIRUFFnjVh6dWhrsyBEA7y8vy0tfUN+YyUkCyZhev6r2Me3ooSiEBpHf2O8JDPhT1w2TQ/LT0mLV1pPrSykPrWJI+2nBBWIqAs/392ytzZYoxwGsP/elgSErjPK4EWS8OfN3Tx5KZOFCG4alGYFbPemUGYe99a3jvdzWVXzSQRS1Bclo9ywqq0lDCh2J5k/fxVE8dFn2KyXk9AduOpmES/v5K/e4/kd8+3sqMJ4pVulLbDaKVTMNvrie/fiPPmb5/TY06ZIisyvKLAxfNbuzFMyQ8eaGBSmYdJFR5Cfo089+A1dBtdKF0NICUyt5yYFhqybyFs9VR9awrDsijLc5LvHzq5Dwc0dFWQPoGgceoKOb63V1MJ7EnNidAUMWR/F00L2kaZb9cMFIVH1rVnbdLV7P2lDMkrvZVcd/n/Ib3hAaSi0zn5Wn76ipftDa189trSIWSTROCMNcMbj0PLbkprLuCXt8/l95ttsuLiqhQTChUSJ/jitPaYWXJlgB2H+plW7cPt9FAUEFQXubhtWSFJw6K6yMUP/9iYWZW1LPjJY02M/3A1Ya+d7hYJ6rQNlMAJAbctK0ATEonCw6+eRGJI2LI/SuncAFLaJYbHyQwTQUfUojhX4cMr8/nt8+2kTXnKWGVDCn72RFOGbAJ4eUcvF08PMT7fPu/ikMqKObk8PeAr5dAE1y6OsK8xzm+fO0ZtuYfPXV2EcxTPs+1jpEHk+Ov39PuApm47OeX4RMTtUPj46hKmlDmy0nx64zJD2h6HJaEvbtEbgyOtCQpyHFTmO/AMkLaWZFhScjSE0XAUllBOT90ksc/vhe0dIOGTa0qIRpOkutspMQ8T3nQfjhWf4IhVzM4jR7O++8dX2rlgij+r/E/NK6fr+v9i2+E03WkHBYVxptXkcOj3bZyMxvYkCya4hz1XRUhcyXZEXzt4giTcBZjY7SOl+3FMW0F66wnpPEKB0N926gzY5Wb7jsaH9I+vvtXDosmBUe1DCMH2Q1EMU3LjLElww0+zlIburfcR90yixzORgOv8vROFAE/iGB19Bj97Ip11Tk9s6OTO2ypZPMWPqghCHjGiCvBMMLnU9n17+NV23Lrk+mkGZW/8BPfiWzBa9iGj3WgVdZjHDmTIy4LW1yjLvyTrXQhQGnGyaW8fH19VjEuTPL25l1fetFfb18zUiGz4d1LHdmc+77z4DsyaZafre37aEEKwYW+Ul3bYx2JZ8Mi6diaUuKgr++uGGSgj9EMjbT8RwynFpITUKYJqdEUytdLDF28qp6kjRSxh0t5nUZQjSCh+CE3EQrC/+xhSZhNOBSGdaFrhp483Zvp4gM17+3jfZQUcaIrzyatKeHZLFwGvyoxxfh54qZWuPoOLqvKpVbYyu7KGzYft/Rbl6sP2w119BvG0HFFhfSqY8X7UzQ9mPyFGElr3jxFOYzgt9CQFr++Jsu6tXsoKnFw+N5ci/9nv9+0WLwx0ojk1KLMmIuXwyv/j0BVJWUihLGSTSrk+D2sWhXl6UxfhgMYHVhRSFLDDHsYwPMYIpzGM4TxDCNh2KM7jr9uTVQvJH19up7LAxfTy8zcIiykBPBd/GD3WSfrQFkp7G9GrZ2N6Szl5zbQ0V+MzV5fwy6db+MlLJpfPm8aqeSGsgZWvaeUw6f0VpAyJouahu10YbzyFyCvDdelHiHlKhvSziqYiBJjp08+mcGqSWRN8PLXRHngfaIozrdrDup32SsWuhhi7GmJ87dZBya432UryoTshahMUwhvCe+3X6HcWZO27vkvyo4caMl45uiq487ZKSnOyB2T5fsFHrizmp481YZgSXRN8fHUx+b63DyyyLHtFe8u+wYnCUxs7+Icby3jwpTaa2lMsnR7k8rmhUdU8CClRRfbxPbmxk89cW8q9fzlGS1eKWRN8LJxRQMxdiJk/k8c3dfHoMwmSaYP5tX4mFGczW0JArLMDx5N3ZiY4qfb7cU84zIeX3IJMxjFducTV7EmlOMX4vKUrRdjn4tH17Zlygpsuzh+SYGhZ0N1vEPZqBJzw1feWs785QV/cZEKJm6LgwItb2Ku3J0NTBb0J2H44Tmt3mtoyD36PSnNnkh27jnFrZCOXHHqJuYtWQqCAgvFheka4zknDLus7Gd1RAwYIJ5cquXJ+iAmlbjp60/jdGi6n4LfP2STg7voYB46lmVJy5uUJo4WiCh7f0JE1EYmnLN460k9Rrka+b/B6eZyCHJ9mn8sAyiJO9h5N8Nu1xzLbZk3w8fH3FOBQ7KSgVQvDPPTKIMHpc6mU5p2aGZVSsuaCPLYfGvREUBWYM8F3Wuqmxm7JV3456On1zJYu7rq9kkm1+WgJDTnxLuKOEF3NQ8smDVMOSUps7zV5q83B9qYUDa091FX5cDTD0uk5mfKS45ha4c06VksI+uISTRMURPeQeOgu21hUKLguvoPkuKUYqCRNBWXaKnRVw9jxLCIQwbH0A8S8g/2iEOCUCQxU4pYDh3ruPW6EAHeqA9HdBLoLI1hCUoyQEDBK7D+WIjnMinOuXyfXN/oU1eP9RkhPQHKoasdt9tERTRNwnb9hqSdxjNQfvkx0xofoT+QP+XtXX5qqcCYq65z+tq7YHiJ15cW4jqxDrv1PO5q7cQeOGStRp80l8dSPM954AM5jb1I6YSVFuY6MSrEw18GiSUEumxEk3y9IGIIXdwyWdswKdaDu2p3128lX7sVZOYf4MAsw5xISwStv9g7ZvnV/lBmVeaflizYSYoagqTONaUlKch1vW+Z7HBG/wvxaPxt2D6odFk4O2N6QI9zrWBoOHkvT3JmissBJZZ6OPspFwmhKsG5XLy9s76GxLZnZftzL8HgJ++3L8unpNzjYnMCpK3xwZSFel0pn1OTYMKXcaVOy7UCU25flY1mSZ7d28d+PN2X+/m/PJvjmVdP4uLeetmlBknoQl8+L4hiaeltT6ibgOrOSR6kIhKoO/aZyDhTuY/jfA6Hwp/UdPDtQNnygOc7mvX18/bYKwqMt1z5LnIlPps8huXZhDpfPzbEXk8XowkX+N2OMcBrDGM4zFEUZUssPsGF3L7Or889bvfuupiQTUyquF34FQKpqMc2xPGKtTiJhsvxhVCGZU+1i8ocrsSzwOsgiQrpi8Mj6NjbvizK10sNNS2eTv2oupiVJGFZWP5u24FCbyTOb20ilJCvm5TKxSM9SXrwdpCW5Ym4uu47EONKaxCEMbpqapKFNp6EtjSLg6tkOqj3dQMSW4x5YnyGbAGR/F9ael1Bm3JB1HtsP9mfIJrAHcPe/0Mrnri5CnLDqLqRk/gQXlXdU0dFrEAno5PtHn2xTlafylVsrWbu1C4cmmFDiJp40+MfrSzBMiUcf/YRzuMl8d9SgIKhx121lJA3wOoSdZiVBcThZNr+I6bUGmiqIBFT0k65/b0IQazpC4KRSIGPfaygLbibmrRj2WCIBjckVnqxSphnjfPT0G4wvdnKs28xq78m0RcCj0ntCYo+uCsJ+jaQpONpl0BczKclzkO9XBlQFA8dqWVxzQR47TjhvXRNMq/Lx1Xvq6Y4aLJmew8GWBJWFLnYcjHLlTCfuxx5AAr5NvwYgdWwJvpmriXlKhvhFeXSYV+vntV3Zsuui3OzysaBTMrfaRXfCxe9fbGfDrp4scuNoR5LqAv1tVYv9aUF3zKIvZqdRFoU0pJQ4NFBG1R4EXdGhJRPRuDlQAjpIOHl1yaeuKuZb9zdkCKqbL8nnX08q7dmyL8rB1jCTiuxjWTErSH6OznPbuqksdLFidogc96lXAAGq81XufH8Fa7d243GpXDwtSGFwaLnJSIiZKk9tbM26R1LC05u6+OjlEWKuAfLYkhSFdIJejZ7+wWsxb6KfkCd7AtXSmeS3a4/R02+3v6aOTtp6UnxgRSEtXSnWbulC1xRuvjhCZf7gkChuCFrqm+jpS/JqvYN5FT7mFtSiNe0AaZF87uc4iyexP17IL59q4Wh7kqsWXsFVN12J7nAQxZk5DIeMo9dvIb3xjwjVQXrK9ex31TKu2HduSrYG4O1vIPHgVzOEjlo5C9clHyOhjn65WIhBfzVNU3h2Szdl+S6Kww6aOuwJsDKgQgy6RucRJKVkWpUXXRUcjnqoC0SQvScozBSNTpFLsff8DUmFAI6+hUxECUUPUBYpoaFt8D2gqYLC3PNXEhE3BOt2RXl8QyfvmVbJysv/Aa19L0peBelIDebR3YiT0s+6Sxfzm7+0cNmsXKoK3SgK1BQ5cWt2xyMl6CpUFbky7zRNDiViSacQpnHeR/xCSCaXuznQlF1KWl3kJpoGn0PBPIvxTk8SvvuHBhra7OsU8ml89dZyckfBqWrCJnfm1wbYeaSfyRVeJpW5UEcYl6Qswc+eOsbmExaNbrk4n8tn+0dlh3C4NYUQIotsAvjFUy3cfXt5pvw55IYv31hCd8zCpSu096X57E8PMq3ay7RqL9sPZpsa+9wqX7q5HI8uSaRNisNO5kwMIIB9R+3nfkNrgHtfLKA4V2N/c4y+WB9fvLGMf7ihjJ/8uYnemMn4Yhcfu7L4tMZlJ0J1uLHm3Qx/+VFmm3B6kfnjzmh/Y/jfiY5+yXPbssegfTGThtYU4Yq/riry7SClxHbXGCOaRoMxwmkMYzjPkFIysdTDrvrsVd3xxe5hS1fOBSwEuw/1MqP7cSSQGH8J96dX8sxTBtCKQ2vjX26toDx3UBJuS0oFrT0GDk2QH1DRFUnaEvzgoUaOHLMHTsV5LtZu7WFPY4zZE3wsrPXZZWHYg/rD7SZ3/+5IZtK47WCUf7yxnCklp9fd5Lgk/3xLKe29JiWuPrT7P8OdtStomzkRp0iTd+gp3J2X0u+zCSfr2P6h16FlH4oyeI4dUYP+xFDF1bGuNGnTThXK3oGkwAcFA2V0xydXQoCqqnZq2giDT0VATYFCxfJ8uqMmuoY9GZYWunb6Zq7VEZWv31bBC2/04HEpXDg1SEHA1vo7HHDyS8+lSspzs+PnT0Q0YWLJYVYjFdV2FB0BDsXiE6uK2Li3n+2Hokyt8KGqtgrN69To7s+e8Dy7pYubLy7gvueP0RczcTsUPn11CV6X4JfPtvHKDntFXAj47HVlzKxwZF3T6ojKN26v5JU3e/A4VRZN9tMdTdMVNbjj8iIe39BB45YkXpfC+y4rpDOVokhRwRq8z8bh7Qjdg3vqcvrdRYOnqgiEENxysb3KvKs+jsuh8MEVhRQGh6o3BJIcl33NTySbXA4F04JYUuI6xeSnIwY7Dvfz1MbOzOR9QombOTV+9jbGuPnifAqGKe88EZZpsXJuLm8ezp6ITCzz4Hdn3zcpYUKBxg8+UkVrt0HQq6KeVNZ5HPWtCUpyffgdtvHmBRPdXFDrRWCTrKNprwo20frRyyNIOZD0Nsp2rqqC197qG6JQguH9z3wOydfeV84j6zrY2xjngikBLp4eHGJ8395rZMim49iyL8pNSy1uXZrL6vm5qAoEXDKjXHTIJGLXWiZs+j0YKWaMv4hXklfQUHsrVU3/OLAXSbKnk2/8IZkpF33g5Q4Ot/r55HuCiBP8l/TmN0k+/ePMvwMvfI/Ikn/mrYYJzKw8NySHLgzSr9ybpR4yD2/B2XEA8me87fctCUe7LXYc7ifo1phc4SbPJ8kL6jz8ahtrFkXwuBQMU1KS52BikXZa76/CgOCbH6jk1bd66bnw/xB85cfInhaEO0Dn/L9DuorPymDaRNAbkzh0gd853Kq1QCbsZ8a560k+u2QW/77Bz4GWFOGAxocuL6YweMY/f0ooimD97ii//outqPv1K2nuVf18947rKHRGSRx+k2DvPpizitS2p0FaiJmrscpnccMSjWTKYt/RfvwejYo8PasESkjJ9RdGePNQP/0Ji6NmhCKHG1KDpI82cRHpdyAMRVqSy2bmsH5nL+0DoRFVhS78Xo2772ukqsDF6oW55HlPf99CwPaDsQzZBNAVNXh2azc3XRga1UKQV5fMqXYyf4J7QG018ndaus0ssgngDy+1sWCSb1SJnYmUNWxf1tNvYFjZYw1dkUR8gv40fO8PRzFMydb9UT6wooi0IdlVH8PvUbl9eSHTKt24VHvcMaXCx8s7ejN+hTPH+7jlknx+8WQLx7pSWQqp9bt6+buVEb5zRyWJtCToFmdMNgEYhsQqn4N+5Zdh/6tIXz7K+IUQyIfTF7WP4X8pFGHbTaROen5HU+o6hr8tjBFOYxjD20DDxJFog1QcyxchofhO6/uWJVk6PcBLO7rp7LMHYUW5DmaP9563VB4hBG6XghyI+GzMv5Bnnh5UAqQMyU8ea+LOW8syK22dcfjm7+ozXjoLJvm5/bJ8umNmhmxaMi2H7Qej7Bnw8NlVH2PT3iifv7bYTlNSVF7f0z1ERfLYa+3UXV+MdZomEk5FUpKj4MANeeW4dvyJrNyLhdcBdsS2s+ZCjP0bs76vTVpK0hgc/XidCvk5Q1dNls0O4dLkqDwuYmnBjiNxXn6zh0nlHi6Y7B9xAColOIRJvv+EDSd/Rgib7FKH//txKAIqw6odg420J3tn0XxyvCqv9ocpy5+A0rovs12bs4akMw8kuGQ/am+zTbAEi0kIe6bgd0iWzfAS8mv87InmTGTs63v6uOv2ShyayBiu98VMXt/dw3fuqKKn3yDgVgm4JIfajQzZdPzS/OzxJu68rTJLSi0EVOQqVF8cRkqb/GjqsFg8NcjTGzszK8j9CYufPt7EF24otVda44P7ViMVWB31qJ31UFKEEHYK4fpdPbT3GiypC/C5a0qJpS10xSYzRno2BZJrLszD41LZvK+PkrCTC6YGeXl7F5dO8zOi0bMQvPxmD/0JK0M2Aew7GmdatY/dDTHuvPcI3/lg5duWiUwq0fnUmhIeeqUdXRUsmxOitsRNzgiKk5AbQgOzVBNBXZU3SzXmc6mk0pLOqIl/gISWEjvV7ZRHMjzORLUZTQme29rF8jm5rHsrWxG6ck7usPsMe+BDy/MGnp9h1IdC4B7CIttqFrcuEFISHHh2T3z21fZ9WK/9ZvDz+19k3owCtrOSquOTeUWlV8klbWSXY27c00fvpZHMfnXVIr31sSHHEGrbzB+jhcysdr99je4ooJoJzNZDQ//Q2wZDq8cyEIoyYIZqsGV/H6URF539Jm8cijFznI+Lp+ewdmsXD71iK5JcDoW7bqs47cUSKW3S6YbFOUiRi3XN3Yh4N/14MPUQU1ycsWdST0Lwsydb2H6oH49T4f3LCpla5cnql6WUKGVTAQGmQcEL3+QrNZcQXbYKEcwnxz28d9m5QNyAx17rzNpmmrDjcIyfvNlLe28JV9aVcan3LQILrqW/ZC5H0vl8/VcNWeTw/NoA82qGjj8K/PCdO6o42pHC7VBxjP865obfY7UeQqu9CDFlWZYP3/lEyG2nOjV3penut4inTP7vgOH8kWMJNu/v49sfqMgsUo0WiqJwsGVo6fOexjiSXE7nZTia0r5keuhnDFMOKEWHnwwnDEF9e5rOvjThoANFFShK9uO9cm4uXn34fjqasIgOLIhJCb96upm5tQG+/N4KHKqgOFfDqQyomBXBpr197Ds6SCxu3R9l8dQAM8Z5h/gs1pZ5ME0Lrz6Q1HUO2EdF0TGL6vCMm0U6LUmnjTGyaQynhbAPrlqUxwMvDSpei8IOKvIdjCmH/mdhjHAawxhOAV0m0Xc9TWrd/faqYyCC76ovEXUVn9Z+ct1w1+0VNHWkEQJKcvWMSe+5Rm8SdjfGcDocyJlXIxq202O4OLnzPtqeImmAw2ETVI+u78iQTQCv7erjwqlBinIdGdPMkoiTF7dnp3/tbojR1mtQkqMgsFcrToauiZHGaKNCCge+pXeQ+OPXMiu32sTFGDmVmc8YRZNxLLyR1OsPARLHnDUYxdmR5JGAwv5myfuXFfLEhg764iZXzM/lwsmj85mRQvDohi6eGPAHYIRvAAAgAElEQVTj2n6wnxfe6ObOW8vP6H52xuChde3sPBzjvZfmE/Bq9PYbFA6klw0n9z9xsCwRdMYkHb0GuX6VXK9gtHk7Hl0yubaYja6PMLH6IJ6+Izgrp2EVTsCUAk+6A+OJH2C0HgRAya/Gc8XniOl2ikd/Ev778aaspK9EyqKtO8lX31fJfz/exJHWJHNrfLzvsgJ8uoUvx/bLsGPChw7oe2MmPf0m4ZOUOklLcKzTJkwLclTKI06OdaeHJNFJCbGEhVVYizj0OgDCE0QfP5f4sz9DnbkKgI5++MqvDxNLWtSWezjSluJXf2nFtCTXXZhHXbkLXRn5fuZ5YW6ND6eu0NSR5NFX2/nc9aWnjNc2paAvZlJ/UokF2GbVkRwHh1sStHSlGV9w6lezrsC8cU5mVJdhmPYKuSZGp0JSsdv/Y691sO1AlIoCJwsnB3ni9Q5mjPOga2JE4/BTIWVYNLbGSRsWpREHfq/rtLwRTEsyocTDM5s6+dAVRbxxwFYXXDozRFnuyK1aWhJNDOVs+lOCP7/ehSVtr5K9jYMTs+sujJDjHjrp60tCU6dBXUt20iOAr/4V8kqXk6q+EMeBl3Cs+BRv9gQBexKsqYK5E/3kB3Vc+qBSRyJQvaEhNKTpDOIzVNtXZVRX6NRIa14cNYtIv/FU9h/CFXa8ej+0dcXIcaQpdscwnDlsa1LZ2xinNOIkHNCIxk3u+UtL5qs3X5zPFbP9fOuDVfbEVggmFLuI+MQZL5bY7coEzQN+Dw7AcRYTCykE97/Ylik3VoTAsGyfxOaOFMvnhJha5sKlSeL+CtzXfZXU+vsh3oe/fDyusJeUIjHP40RZE4KgV6W9N1v9mUhLDh9LYZiSe9eDcsFULt/5LeKe8XSJyBAl4ut7ernlkggnv8ulhIBTEhhIkYxRhn7p36NYSVKqZ1ilzfmEV5cUhRzsb+rl/udbs56zvpjJ0c40tUU6QgjiBpjDlPGfDNO0mDXex9qt2X3+RXXB05cLjwJ2ya6apY6cVu0l5FUZ7olNW4LfPNeW5WH1/mWFfP66Mv7wUhsdvWkumxVi+czgiM9O0KOQF9Az7cSSsGlPL7csjRByy6zftbAJp5Ox41CMm5bm8dKOnszCRk2Jm2mVw4dmnAvEYsOUcY5hDKOAZUoumR6gNOJk24EopREnM6t9BJ1jZNP/NIwRTmMYwyng6G0g+ervMv+WvW2kXvgFjpVfJMUoctBPgE+X1BSeeTLVaBBNCb7zh0aWzgjR2WfwQDSfa6/6OgVJB5A90Z1W7bUHedh+BW8dGWrkeqQ1SV25i1ULwjy6vmNEzkgMOMJapsn8SX6e2dSZNVhetTAP6yxHvf3+Cty3fA/R0wION2l/MSkxKIVJKj7Uuqtx1i61/62HOHnOrAlYWOOlPWpSW1aCx6mS64UhkqwR0BOXGXPD4zjWleZoZ5oJw5AEQhH0p+xJkFvLVs3EDcHd99XT2pPm02tK2Lp/MN0H4OOrillY4xp5LC1g22E72tuybAXUR68sZsEEN6NpX1JCcVCQO7WcvkQpultFVWUm+Y2Dr2MNkE2A/f8HX0fUXpE5D01VOHEQrCrg8+hs3tvLnIkBbrnUTXnEgVcbeu8LQzouh2DVwggOzdY2BDxDy9h6k/DDR45mIq0nlLj57DXFzK7x89TGzoxqECDoVSnOc7Ld8Ql8Uz5EOY342t4k/uI9iJwCrLDtS7W/OUEsaSEELJoc5P891ZzZxw8fOsoXbihlaunI/gEKMLlEpyQcJJaUhLzK2ybUacKiOOzA7VIzCsHjqCpwsW0gico5jCJnOEgJOhb6GQgXcr2CmeO8BDwqDW1JHnyxlc+vCjKu73XkhmfRwhUoUy4l5ike1VyuP2Hy7QebONJqTzy8LoW73ltIODiK2pMBeBxQV+Vhb2OMXzzZzIQSNzWlboJelY5+hk2SHAmKAs+90ZMhhtdckMecGj/xpMXkCjdVEceQyVc0BXff30h7b5ofLs0neNI+jXA1Lb1QPvtaHAvWkHCGMXfHmVLhpb03zVWL8li7tYvd9THcToUldQG8usQwBa7ZV2Ec2DhY5ulw0+ir4+IJOWfUL5oIEmlw6TaBCGBaAmXmKtTeY5iHtoLmxLn4FtKhSvY0GXz79/UZ4uHqWTpXhdZyoGMaj2+zn5+/u7KYjXuyJ7APvtTG3Ik+8ryQVzPY156vieuZIJayy4WOY83iPH777DHiKftkdzfEeN9l+Syf7sOUCtFQLY73/DNCmsSEM9OmUqZCNGnhc4mM6vdcQRUWt15WwNfvPZL5vXDAfl+caP7/xA6LJXUX0m85KQxrTCr30N6TziwE+dwqo/VUT0sVhOfcsJlnAKcG4YCOqgosI/t6aorAQvDmkSS/eKqF3pjBijm5rJoXwjuCujOaAhBcuSDMUxs7sSzJZbNCzJkwqBSPpgSHjiXp6TepLHRSnDPa5Zeh8Dkk/3JrBQ+81MbexjgLJwe4fE4IdZgLqgqL5q7UEMP0+54/xg8+Us0/3ViKQOLSOaX/k1uTfO66Ur7/YAMdvQYep8Kn1pQQ8gyqmYUATbHQhMGcCd4shRPA1AoPXs3iq+8to6XbQBFQmKONKkF1DGP4a8CrS2ZWOJg3PoJpjmxTMYa/bYwRTmMYw6nQNzQ622p4C4fZT0rN+Ssc0KlR35ZiweQgj73WTtfARPyR9Rr/eGM+n15j8bMnmomn7Kj6DywvxLDAqQocQjK3xsdjG7Jl/+OLXSAtVs0LMq3KSyItmT3Bl+VtMHO8l/wTkl4qwgr/8r4K1u3sJZmyuKguh6rImQ/8jkNKiOl5kJc34mdMCbHjSTwjvLM0RVIYOH48ctQD8t6BwezNlxRQEHLw7OZOtgyQBMMlt8XSgufe6OVP69txORRuW1bI/JI4rs794HCTcJbR2pNmaqUXQ8ossglsc9HJ5VUERljp6YkL/uNPRzPKDkvCfz3exISPVBMewUfITYxYNI4Q4PK4SQgPLlXi8goYMBwH20/HrN8+5PtG/XaailYS9Ch4dbj10nz+49HBhJzVi/L46WNNNLYPloxNrfDy2WsKh/hF5PsEX76lkn/9Y0OGNPI4FT5/QxkpS8GhWAgh2LgvmiGbwC5Be21PlGXTfHzyqhLuvq8ew5QoCnx0VQlf+82RTDnE9KoQn14wg/CyEoxIbaZtHL9mZREnexuHEq1PbuxiWkXRKckAW1UAAaetZklZgrZeE0UI8gLKEJN2KWFejY8d9XFmjPOxbUDBs2hKkK6oQTJtMb/WT8Ew3lHnGrqwqChw0hk18bpU6io9VHW8iLHuHgDM+jcRu17EfeO3iTlGft6OY1dDLEM2gV3e+PC6Lj5+RR4pOTpiXpGS8UUu1izKoztm4HaohAMa376/gf6EydeHSZIcCXFD8Oy2QSXEI6+2o2uCD19exMRCneGu7+HWFEcHFAFvJCtZEqlCttklasLlo2/iKlLdCilngLe60nidFlMq3CRNi4IcB989gdC5/4U20oZkzYIg0pLEApV4bv42xtHdGGj0h2oIeIqJeMVpizPa+uGXT7fYxsflXj6wsoDIgCdOvx7GcdlncSQ6QHWQcObSlxT8+6OHs1QuD29JM39lBRcVdvIodgplX2yoxCdtSpo60uT7HO/aSYBDtZ/j42XfliRDNh3Hgy+1s3iyH/dA6mpKaoBmB2EKaOiS/NvD9UQTJkvqglw2K0Sed0Chdo5Oe1xE41sfrGR/k+03l+vXuet3R7I+E/IKCBbjCYXI61nPV4MvESsfxwHfHL77F/jQysKBsIlzc0znE5qwKMjRWTEnl8deGwzzqMh3Upqnc7TL5PsnhBc88XonXqfCVfMDQ9SKhlT4xdMtbN4XpbLAxXUXRgh4VebXeDOq0v604DsPDHpNAnzhhjIKImd+DhEvfOyKfFIGuLThiVZNpnHue57+RBmQXSeYNiRpw7J9/wD5NmMNKaE0JLj79gp6YhZel0LQNehH5rBi6E3bMbY9ifQGWTLtvWwqcbFv4P04e4KPSeX2IpVbk1TljezhOIYxvNuQPoNE6zH87WCMcBrDGE4FXxiq5tE9+Rr0ZBe+9T9FBAsx1LOLmj5fSBkShyYyZNNx/NvDR/nRx6r4/oeriKclybTFjx5uJJa0WHNBHnPHe1gxO8S+pjh7GmxC4sr5uVQN1FE7Vagp1BACxhUUML82wBsHo0yr8lFX6UY7YUVYSNtzZ9zSXODM/FzebehLKXzvgYasweynry6hvjWBrimU5GZPYm2ipJ8/DNSlJ9Mm//bIUb52uUXNK98HwF9cy20LP0jS5R1yv+zvWLT1mgTz1WEHun0DqWR1VV5mjveTMiycukJfXBL2DDMxT0V5bmcfv9+YRlUE712QYm6NiakPTbAyTQvn+PmYh7dmbe+OzOIb99ZTHHbw99cUM6vazdfeV44n0Uqu7MQZ6GX/EYuiiX5KI072H42z41A/7X0WhYGhx7S3MZalUIolLdZu6ebWS/NwKDbxdXJKD8COg/2smOFnfIHK9z9SRWt3mrygzs+fbMny3njjUJz986sonjGb3rZB9cb4YhcOTRBLWnhdQyVCIb9tEj9a9CYFP/5TM3sGyKvZNT7uWJ6P7ySRlN8pWTDBzeRyN7FkBF0VpA3J3qNxvnRTGZX5jlOqK4QAJdaJ2duO5g1g+Quw5JnVqoY9cOEUL11RixJXH9Z9D2b9XSaiiM4jUHhqwklRRBbBeBwH2ixMwwD11ISTJkycsVZkKobbFyFnQpA9LQbPbOpi495eJpd7mVrp5UBzgrJcz6gSonTF9sk78blKGxK3c2TiO5YcbDc/fdmi8JrPUe04RrQvwVGZz5FjuUypdPNPvzycMUS+alGY1fNCvHE4PqRs6fHXO1k+K4hbA0sK/j977xknx1Vm/39vVXXOPT05K41ysrJtSbacc86AA2mBZYFdMvztBS/BmIVd9sfCYnbBBoxtbJwk5yAHWcFBtuIoj0aanKdzd9X9v6hRz7S6ZzRKDjDnhT6aqg5V1RXuc+55zgk7KxGTKpHSLEttHD1xENMFP7i/gc6B79/cEOEH9+/nBzdXD5IpWEjaS8w3GBBNyhzTdIDetI0KpRUGCKeULnE71IwfG8C4Ujt7W+LMqLIds7/SyYZFkXzqglL+9b4GUmmZV4WraSKTvnc4+hPmMZ0zwU1p0MaG+l7ml4YpVfahxntQy6YQ91WTPu7hsqTMp1DmM5VivQnwu7SMekkRcN3SALuTTuY0vEBy/cMA2NnINPfL/OaTd4LL/oGryxQFmvugsT2BpirUFNnw23Of8UKYqumO3hQfP7uExvY4Ia8Fh11FE7CnOdeP6bl3ejhnri9HjdPZP2jgva81zr5W873VhdWEvBrN3SnCcZn1fAa456lmZk8YfUJjPghpjn+GO+y2aDOJl/+X0kWfxWWvyWoxn1ThIOAanIwbDQ6RRQ6veb4eIt+EEFj2rSXxwv9kXuvdu5HPXPhz3m7xEfJasKiw7UCC8cU2CtxH9bVjGMMYxnBSMUY4jWEMI6DJPoknLbfwwkM9+FwFfOKsnzG/LE6KD2dcZ2XISltvbj+9MZCq5bFJOvp1br93cGb1f1Y2Y7mknMWTbHz9qjI6+g0sqiDoEjlFhpTgskoWT7Jz2hTThHK4AfCHlWhSFAFCIA1j1AXf3tZEzmD2D8+38s9XV+KxK5li7xB0KXjusNY7gHfb7NQNRILLpu2cPrmdJzv8eBwaNouSRZbUltpZu62XUn8QZ56aPeBWmVHrpKrYzr1DfFduOLOY8qAny09IUQTv7k+ypd3GeQvMCOX1B+J4PWkmVuf6sUgJ4ZI5KOOWoO5ZY+7TuCW8J6Zy0WKz2agrbFBdoDBT2038+R9A2jw+31x0Aw/0LGTVui6m1bi47fxSNDW3DFQUQXNXrp9Re28Sm2YOtnXdYEGdh3d2ZacFza/zZBLQgg4IOizE0oL9bbmf15mHzCt0C+68uYZn3+qmrtLB6vcU4gOqCIsquGB+EGOUHkaKInh9a3+GbAJ4a0eYRZO9LJqY2xKpIPHbwG87dEwEZb5DBPbw36koArV9J6z8ISIRAaEglnwCZcpZGOLYDIFtiqTEK7AaglQ+md4ojNcMQzK92sEjb2Qr9M6YrKJZLSN641hkHMumVSTWPgRIhCuA84rvUN/oYd32Pm5cUcyOA1EeWN1GwK1R6CtjSpnliOSHguSmFUXc/vuGTGtvdbGN8SU2hjvG1UU2009Jmuf/7j4n33vewYzaQtwOlXf3dPDSeyqzJ3gybbWPrelk7gR3XiLL59LQDlt8vFxBe286QzYdQmdfmva+9JBEymx4HQpVRbasa0MRUGzpp0sOyj/e2NLLN6+v5k8vtLCnOc70WhfTa9z0x1Kowhht1/GIiKSgsSNNe69JEFeFLLhOgJdhdVDhR7fVsq81ic+l4ndr9IQHj9ONZxYNtDTnvrezP42mCooDVh5c3cbnl6tM2vBTjP42DCAF2C/5OpGSOSdUWeSzwe03VbKnJUk0oVNRaMNtVyjXkqTufSz7xeFOPNEDRFyBE7cBx4j93ZI7/9CQIWiL/Ba+eV0VBc7DnyGSAo/G/S/1sb6+j0Kflb5ImslVTlbMcBFw55YfpUELWp7TOO+tCfM5+7O/NjG12k3Il/uQ7Ivqw5KQJwxhU73lf+c+7jj3G/z+bQe7WtMsmOTiqqVFR5cEJwQtvQZ7W+I4bArjSmx4B0RTNiOSISEz0JO4WzfS0TOH93aHM8mlqgK331RDTej4leVjGMMYxnAioN5xxx0f9DacbPiBLwFEo7mzsGP4+4DLZTvq31/VBI+u7eWpDV2mTD9h8Ma2MDMnl5jx9h9CuGzgclp5Y1tfJiUM4OqlRUyvsqEIwTNv9+b0/feE0yyc4seqGLhtAqf1yKXmh7XFIh9cLhuJWAIl0k7kwG7aO8M0RWw4nRYsoxiT7W1P5/ibJNMGlywqwG/PPQ6KEGw/GM9RfiyfKKhufhb0gRayCbMRheOQSGaOc9Pek6Q3ojNjnIvLTi3kD8+3cuacQF7CyaZBWZGL36xsylq+tSHCkml+3EPU/VaLxrZmna2NUV7a2MOmvRH8bo2iAifjSu05BtFCwEv1OqvaxjF+6Vk0FC7jmfgpqA4vf3mlnXf3RFi/vZ9pNU78q+9CWGzY5l6AVjUdJdaNNVDIc/UKzV1JuvpSnD3XnzPwllJis1l4dXM2UXHV0qIhrQBQ4LXSFdYzaXRLpno5Z67PTPUbAosq6I0Z7GrKnjm/7NQCykL2zPVvIGgPG4RjBvMmuZlUZmHhZB/VJXZmj3dz7fJCyny5Z78Qg15l2SsU/vxKRw4R4LApzJ/oPmGKBJGMoq68Exk91ComEY0bUSYswrAf7jh0dDBUO3anM0vRJpw+lPlXkhqFmtPnUilwC7Y2JpFSctYMBxfO94GaP4oqaQiaewwC0X3oz/3X4IpUHKPrAIVzl7KnXSeWMFi/3bzuYkmD17f0sniaH7ftyPdfn0OwZHqAWRM8LJvp5cL5gRHT/1w2hZkTvOxvS2AYktnjzdbh1u4kje0JkmlJOKazoM6bKewAZo1zM77ExsbdEfqHqIO+eFkZJb4TW/ClDIVnDyOyTTVqAc5h5kBUIZkx3sv2xii9ER2PU+XLZ1uYEEyxoa+c9n6DuRM8fOzsYrx2hUjCoKbEQXNXkh0Ho1y/vAjbCQg406Xg8fW9/PapFt7eGea1zb1IIZhS5UQ5AVIMj13Q1JXCZlVYNNVH0KtR7Ldww5nFzKiyowxT+OsoxBIG67b3EYkb3DK1DfvOF7JeY7TsRJu6HF0cnW/jkWDToMSvUllgwecQOCxgNWLo7z2V03+lTV5KylV8Qr//aCEVhQdWd7B7iDopEjcoDdoYV5x7bDwuC2/uDBOOGUTiOgL4wqXleO3gcmhsbohm1HcWVfBPl5fjd+Re23arQnufTuOQwIWp1U5qS2wEPTaeeKODSZVOtuyLZBGjFywIsnRmgFjs5I39rSKNvuk50FN4961mcXmEc2bYOG3RBCz52LMRsK/D4Du/28eGHWHe2NbPhh1hFk31YddAFTpsewkZz558iVUtpNtemeUtKSXsOBhl2Qx/3uCRvyccy9h/DH87GPv93z8IIXCaA5H/AHoOXz+mcBrDGIZBb0zkJLIB7G2NUxv6cLbUSQmlXvjex6t5fmMP+1rirJjtZ0a1w2xFEQKfK/ey97o0EimJ7Sijij9KsLVuJvnkj/HoaTwIIvM+xsbwaSyaMnxqzCFUFlpRFbLaZpbNCuB1iLyyBSkNrjg1xDu7wiRS5voin8Z0+/5Myh6AEqxgglfDKLawv1PnitMLcdlU2nqT3PXAfsaV2PE58reCSAnJVK5KSzcgnjZgSF6dIQ26wzrb9w+qcDbtjTBngjtvRLQQpsdIYzf89GWNcaVuykM2/vRia0biH47r3P1wM3cvu5wCvY34+r9COoniL2HSmUsyx6uhLUF3WM/bUje+WOPTF5byxxdaSeuSy08t5JRx2aogl1XymfMKufJUMx0v5FEGBtGHKbOk5KIFQbr706zb3o/TpvCJc0oo9w8O+tMSnnu3P5Oc5LQpfPuGKioDCqfVOTJpjIcfU0+8CXlwMzLai1oxnXhwQsabSCCZP8mTlYIGMKPGhTHEjCQtBR39BmldUuRTj96YONGH0ZfHU66/E3xVR/dZh3+GIUmNOw2bJ4Re/zpKQQVi/GIiA4mER4KqKKyYHWDRJBe6nsbvspAaJlShPyH4z4H2w1+e3czhTnjGga0U2+N8/KxivvO7vVnrpISmziQl3iPfqKQ00wSn1ARob+9nOGWTI92N0rkPjDQzg1XcfkM5SR26I7nXxZwJ7py48UKfBbdV8q3rKtndkqAvqjOuxEa5XzlhihgdQSJtevxcdVqIh17tyKy78rQQQVf+e0RmG11w+40V9EV03FqCgE0nrlZyRolg0fQgDisI3QAMzpvrpb1PZ8EkF0U+Czb1xChVW/qMLC8fgKfWd3HaNN+ovblGgmFIZtc62NuW4kB7jFnjXFQUWCkvcg78/vkRdArmTnCz40CUb1ziw+01EJ4Qsn/wGBvxMBaZPq6k1dEiYQ1gm3cZyXVDWlzdIYxA5cn/8iMgrYtM8tlQNHUmUBRXzsSF1ya5/cYqGtqTJNMGVUVWKpxxlFgPDquTb11XQUNrkkRKUh6yDKQf5n6vKiQfW1HI7PFu3t4VNtvIx7vY1BDl9881Yxiwal0nX7+uigdfbqOtJ8mymX6Wz/Kj5lHXnkgkXKXYzvoMiRd/C0YaS/N7uBdcRPgoVfA6Cn94sTmLMGvvTbGrOcEptTaSwo7z9JtIPHF3Zr2wu9lPZU6aIUBzZ5Kkzqgm1MYwhjGM4WRjjHAawxiGgVUzi4nDzVS9zg/3ZXOo0LpxaRAJA61jhwxQJbPGu3l8TSfhuLlfmipYPMWL/QS0NowGCUPQEzXboUJu5cTNwAlBX9z8LL9DYEiBIiSGIdF7W0k98x8ZZRFIXG/eS+jUiYSTPlxHmLgu8wu+cV0197/USntviiVTvZw7L4gygguoy6Hw2YvKaO9LY9UE82s0Ct99mrRQEA431jM+ScJrEgUKkpoChbSu8IvHDtLdn2ZShYN/uKg0ryRfCIFEUBpU8DjVrHM04NEo9mYbT0sJW/OkENY3Rjlvjifrtd0xeOrNTt7bE2FKlYuSoJVkysBhVXLMXHsjafr9E3E98YvMMqOnBeX1+1gx7bM8uymJqoDNMjjoN6SgqUenqdNsf1kw0cUp42uRgNsG3RFo6k7jc6qZtk4FSZFHkDAEB7sN6g9EMSTMrHFmEVlem+RzFxRz4xmmP5LHnq3Ea+01uP/Ftszf0YTBLx5t4s6PV2FV87dYehJNxB/5HjJyiHx+GOcl/0KyeJ65P4Zk8RSzENo2QOgtnOxherUjc91FU/CHF9t5bYuZYjSuxM6XryjHl0cdNxyEwwu+EuhtyVqu+kKcCKvNpOIgWTwHrfwUDEMetYJRN8BuN0PuhwvJFkLw5q5wpv2wTwvmEE5KxVR0zUmxT6HYb6W5K7vAdTtOgNxmAM5kB6lHv4fsHTgnLDa819xJ2FlJsUfw5Ssr+M3KZsJxnek1Lm5aUcz67f1MrnKSTBkEPRqlfvNa8zlgcoUdIcBpkfTFoT9m4HMqOC3527mOBCGgtR9++7RJ0M0a5+JjK4qZNd5FW0+akE+jPKCOSiFkEZICt4IZHQAYEoHEqcLQE8iiyCHpXieuLTqayL2+pDzknXViflNNSCYWa9SVWpBSIuWRrwyBZEKplU+cU8LDq1v53z4b5039BqcpG3C/+wAA1rkXE9c870vimy4F+rTzsAUrSNe/iloyETFhCRHtgw8psWkGS6b5cvyXZk9w55BNh+CxSaZXmA9Yd+wgiUd+TrqzEeH0UnjuF3CVz8j40I10jbgs2a38IM20u4Hf5JxTgqxc20Ghz8KkCidv7exHVQVet3ZSDRDSaMhxy7CVTYN4P9IdIqL5jto/STckXX257d/9UT0zEZIomYX9qjvQd61FcfkRpXV40iWE+nNZpdOm+8zEv79vgdMYxjCGDwk+3JXzGMYwApJSpaUnTTxpUF5gyRu9fjywCoMbVxTzgz81ZJQtVUU2xpcO7wPyYUI+5QpAqVfwtWsr2bo/SlqXFHgsjC+1nfAo6LyI92Hs3khRx3bCwcnscdZRWV2CfYgHksgvGhoRsbRg1Zs9rFrXyXVnFNMbSbOlIcqCOg+nTXUTSPflSNEB3EbfqCathYQpZRpfvbqCZEricwiUEaoPXQr+Z2UL7w4xvP6DKvivz36S0IKrMBQLUdWbo6yaWKzxo1uqiackHrvISzZFU/DWrigvbOxmcqWDb1xbxa9WNtHYlqC2xM7nLi7LKXB1XXLKJDdbGrINuGePz1Y4xXXBjx5ozBT5TZ1JJtZilDUAACAASURBVJY7mD3BTVWRPeNxcwgep4rPlnscjNZdTFuQ5lng+qUByvrfQ6GAuKuct/fE+fkjBzOvnTXOxecvLsGpwY7mND9+YD+JlEQR8KkLSlkyyVQedccE2w7E+L+nmzOqMVWBO2+uoXxI/LXAwO+AoYarh9CVx8+ppTtJJGlgdeSsAkC27BhCNg0cpzUP4rpsMhHhBsy0un+5opT2/oGUOo+S9dvtaEpmyCaAPS1xXni3hysX+0dlgg2gq05s5/wTxpM/RMb6QNFQlt6K7ikd1ftHi5PpvaaqSibZEeDJ3V5umXUljncfASTCHcS6/DbCWLEIyacvLOX7f2zI/I6zxrmoDOVPmTtaCAHi4KZBsgkglSC94a9oZ/wjaUNwSq2NSZ+qMa95l+Bgl84zb3XR3Z/G7VD50hUVWFRJMi1Ytz3CAy+343epXLO8mF+vbKI/qhNwa3zlqgpqCo5e8RROCr7/x32ZtqN3dkVo6TrAt2+oGtazaXD/BLG0wJASl3XkOPb3AyUBjUKfJWOSDVDg1SgNWjjRTM5oyNK0FLT16UQTEkPCj/5spl0C3LsG4osWc0XlVizVM9AnnZFzLzmZSKhuEhWL0GqWkDoG8vdkwdAlCye56exL8dxb3VhUwVXLCplYaoaLjASbjJF46t+Rnea9X0b7iD/2Yxw3/TsRW3aroBCCRFqAkNjUwWeZlEPvT5LS4CCVVByw8McXs59vK9d2Mr/OQ0WeFukTCV0qRG1FYCs6tGlHDbtmtgDe+3xrZpkQMLF8UPGbxkI4MBl10RQMw0zltYUNqh3wz1dXcs+qJnojOgvqPFyzNPTRiDMcwxjG8HeBMcJpDB9JdMcFT23o5Jk3u5DSNK786jVVFLtP7AN2YrHG92+upbE9gd2qUFNsI3AUqoQPJaRkXKFKyOMmmpT4HOoJa5sYCVaS6K/eg2ffegACvIindjEdBZ/G7ncQSwv2tSVp6kxSWWSjOmTJSavJByFg074Yj63p5Jx5QVa/10ORU+fmmRFcegOxg4WkJ5QiPAXI/iEtHULBXVSCyzo69YFhSFyaxOxIHPkN/XGZRTYBpHXJ3nYdZ4WZ3pe/FW8goWa47xCClRt6eGKgNWVPc5w1W/q485ZaMCQOq6lQyFUSmIXChu39bBtoCZo13sWsWmcW6dXSnc5RlOw8GOOT55dQ7BX8w8Vl/OrJJnQDbBaFa5cV0d/TyOFcjfCXUlYa4HsXdlC1/15Sb70Bikb8+l9yz1PZHjTv7olwsCtNiV/j548cyJBJhoT/WdXMpPJaijwKa7b10RPWM+vBVNWsXN/FZ88vHJXJd2EeY9nqItOsd9iiN5mbpiQTERQjmSXMsChmCtXAKzLLVVXktGEBvL0zzKULA6hHUZ2kgrVo1/4E2deB4vRiuAtHNOX+sEHXdRZM8vLubvPaeG1Hmq7oIr502WIKrAkMdyFh1Zt5/YQilZ98spamzhQuu0JFgSWLnD4eCCEwelpzlhvdB1FkGrCY17wF3FZBMpmCtj18c1Ef3SLI7zYIfvzAfn76afP58JtVpvLsggUF/OLRwfO4O5zmrgcb+fGtNSN6SOVDW286J2GuuSvJpn1RFk7ITgcdirQheGdvnHufbyGeNLh0cYgVs7054Qb5oCOIJsBuMc/pEwWPRfLVayq57/lWtu2PUlfh4OPnlOCxvP/hEgld8MArnTz/jkkk37SiOEM2HcITb8c599JLcDhspNXjSzo7VnwYgzd8dskNS4OcPy+AoggCDjmsumko1Hg3eufB7IWGDr0tyKISWvsMmruSFHgtHOxM8tDqdoSA684oYnaNHZvGgGpt8O2lPoXrzyji/pfaSKRztyGZlshjTPF8v2EYpi/Vpy8sI5k2iMZ16ioclPmz1cpA5ngrQJHb3L8Sj5W7bqshlQa3A5QxsmkMYxjDhwhjhNMYPnIQQrC/LcnTG7oyy9p6UvzphVa+dFkx4kQ+aKWkwi+o8NsPLThxn/0BwjAkbqtZSB3t7LIBdIZNE1+bVSHkFqMqmtVwC8YA2XQI2t43cE2/FJ1a7nuxndc2D6pALj81xGWLfEf8PRVVYfV7pvF0yGfBazX4bOVbOF9/IPOatOWL2C/6KvEn7kKGu8DqQFnxBeyhspMyCWjVRE7EOIDTfnyGCuEErFqf7YPSEzHNVKeV5+8LbOuXNHaYPhlnnRJgXp2H4oCViWU2HIcRjRYtv1m2RTUHtwsmOBj/6fG8tzeC26HS0BKnMeri2umXYN/8+MCH2Gmb+ylK+zehvDLEENpIE29tJBzLlRLFEwbhuEFfVMfnUtENCMd0pDRVSQVuG3tb4tjyGFKYBXm2h42iiLyqgCKv4B8uLuWep1pIpSUFXo0vXFqeleinqgpSDqoKlOLxIJQsE1/rzHOIWYOM1MsmFEFnWBJNGQQ8uY/auRPdaIo83Bt4RBgGJC0+KBgwCR8F2WSg0hszsFoEHuvRqyUMBN1RU3EWcB6D/HAIpIQ5452cMtGdiTl3uWykfcVE8pAxUpqJgoXuQ0qGE3exGoZErZ5F6s1Hs5ZbZpxNlEHFRkIXNLb0M7njWWrXPwhAhaLy3dO/zDdfKqKrX+eFjUMUcIIsUhTMtpieiI7benTXvzNP+p2iQH9Mp63fyGtuD9DQmeIXjw0W9w++0o7PpbF0qjNHVTkUnVH4zapmtu6PUhGy8g8Xl1EVVE+Y8X2JB75yRSnRhBlwMVJL8slEY0cqQzYBeb2ZPE4Vupvo9S3C9f5t2kcC0jAwh0Ry1IS3tLoQdneu0tjpZ1drin/7035UVXDd8iLuG6LyeWJtJ35XMfUHongcKjNqnBS4zHuDKiTnzPYwZ7wLA4HLrhCJD55TM8a5qCi0QSo3vfTDBCFgW1OSH/65MXN7nTnOxYpZ3iMmch6ClOZElUPjb2WYOoYxjOFvCGOE0xg+ctBRaO/NNa7cuj9KLC1wjkIVM4ZjhIDtB1I0tCdYubaTWNLgvHlBzp/vx30EDygxjJ+GQ5M0dOlZZBPAY2s6WDbDS/AI/uzSkEwod7BpXwQBXD4tjnPNg1mvST3/K8RNP0O99i7UWDfY3MSsQdQ8xbdQBD0xSTIl8TuVYWf5NU1B12XeYsxlhc9cWMpP/3Igs2zRFA9lgeMbDQoBFk1BT2YXaqoyWDHpUqEvbmC3CFp7df71vn1ZLaFzJ3q47/lGvnldJVPKLFmf7XeZJt4Prm7PxIqfOy9A0KUA0jRT7k/jtCmk05K9LTEmVXh53XYe8y9aTE9HDy16gIfXWPjJrB05VKa/ZR0LJ1/Muu2DJr4WTVBaYMFthXtuFDha30WqFnoD0/jOSknIZ0EVBtVFdjxOjVc3ZafaXbgwiDGwg7G0YE9Lkj0tMcaXWJlUrGKxDu6jAiyZ5GRKRS3RhEHArWZUH7oU7O9M89rmLnwujUVTvBR7BDHfeJxXfIvEukeQ0V6s086A8QtJD1NoxdPQ0J5i+4E4NqtCeYGVjt408+s8maTDmmI78yZ5SaZPrqlrZ0yw82CE/qiOqggmlDuoKlAYbcZ9OCn408sdvLa5F0Ux09Aumu/HrknTR+wYiAi3VfL5i4rp7C8EMWACf5zXhDPeCu17TTYmVEvUVjgqXiwRGI/t3M+TfOVeZCqBdd4l6DULM/slBGxqiFOcOgjrh9xTDJ3A+l9zzdzv4nWqVIRsvD1AoKmKQFHIasGyWQQex9H/0CGPwgULgqxaPzi58tnzQvhFDwVWAeTeHBVFsHF3JGf5s293c+oU17B+T0lD8O+PHKCxzSzOD3Qk+f4f93P3p2pRhKA3quNzqnhsHBcBpUoDz5E7sE4qOvqyXcZiCYOSgJWW7sFxxceX+9gem0ap5sc1VsEfN+KaH9e5nyf++E8y5L1l4ZVEnGWs2dDHtWcU4bKp7DgwqAa1aIIVcwJ8/48NmWVuh8p3bqymyCOwqKCnoNirogiD2z9Ww59eamNvc4wFk71cuCBIkd9Ke/uHm3CKpwW/Xtmcdc96b0+EA50pJhZ/cGWajqC11yCWlJQFLTjUj5CcdgxjGMOHCmOE0xg+clAwCPlybSCnVDlwnHg7iDEMQV8cWntTWcbLT6ztpMBrYcUMV95CJJ4WNHWnKbQVUlA8HqN19+DKkkmogRJ6m3IHMoZkQCY/siTeMCTLZnpZ/W4PDa1x5tfEyKlm0kmI9xP3FIDLPfgFhyFtwBvbI/z+2VYMCbeeV0JFyE48maYsaMVnl8RSgu0HE6zd3seEUgfzJ7lzzJ+llMyotPLj22pp7kric2mUF2ijahEcCW6r5PrlRfzfs4PG0aVBK5UFpq9Ndwx+tfIg2/bHOOeUADubYlnJevvbEiydaZrPbtwdYXplAF2XxNOC17eFeeiVdiya4JplRSgK+J0a40usKEgSuuDeF9t5dZNJDCoCbj63lAdfbuPseQHe6S/l189JwGBKlYpaNR1jXfb2RxxlTPW6sGgKG+r7qAjZuO28EgqcYO/ZQ+qJ74A0EEDAYuMXN9xNn8X0ojlztpdH13Rx63mlvLqph5QuueK0EJNKzOpVl4I/r+7gpXcHCakV0218emES6Z+SUT1JKfE7wO8wSbRD2NmS4gf378/8/cTaLn54aw0hl0IqOB3nheNR9CRxzTcs2SQxWx4fe2NQhTZvkgebxfTvuXFFMRLoDafYUN/PvEkuqo/gxXOs0IXC9sYoT67t5GCHWXDZLILv3lRDVeDIbSaKIlhXb8bXg0mgPP5GJzPHubBbFLY0RAm4NaZU2vHZj/Bhh0ETkuKM2fvxXROuyEHiD34bUmbro7C7cV79fSL2I3tbpYSVdPVSbDfMQUiDhMWbdb3oUvDkuk6+tSi3JVLG+plbCQ4XLJ/p44V3uonEDV7d1MPVpxfx4CtmEqKiwOcuKcfnOPpdVZFcujhAZZGd3kia5ZVhPBvvQexdj/CXYjv7s0QDkzKmy2Dee4r9uc/H8gIzaXM4UVF3xMiQTYcQTxq0tfVS0F9Pe6qQn25Q+MxFZdSVah9pFUVxIPv4PPp6O9+6oZoD7QmiCYPSAitdkTRJPUAgoYPzxLLCQoDdiCCjPegWN7rdf0J8mlRV0BY2Fd9+t0aZXyBH0e72fkBKSbR4Fo6bfgp9beDwkXSX0Zu0MrnKRVd/ilTa4NTpPlq6k+w4EGPeJA8vb8z2zwvHdN7a0U9RwEJTZ5LV7/ZQVWTj+uVFlPkVvnRpMam02RI6nG+Z3Yigdu+HVAwC5cTsxaPl4E8KUnp+f8Ghaq33G+GkwjPv9PDEmg6MjG1FJcXuD2yT/qagS0Fbv0FnX4oCj0aRVz1xATpjGMOHEGOE0xg+epCSykIr58wL8Oybph9Moc/CDWcWI95PZ8+/Q6R0OJBntvCFd7pZNt2do1QIJ+Fnf21i58EYioCvn/tp5tS8idz3FqJ2HqJuGTHVgd2qE/RoWYOu2hI7AbeKokgURaDr+VPEAIIOuPPmaroiOlZdB4s9U4ACCE8Bhit0xP1r7jEyXixfv66KPc1x3tvTSU2xnU37opw918/qd3t5+DUzMnvNlj6efauLO26qwnmYwksRUOoTlPrMCHdFASGUYc3cM9sqIJpS6AzraKqgxDtYJUoJp01xURaq4p1dYcpDNmbWOHFZJbpUMmQTgM2q0N6TmxeWSEk0VVBdbMMwpKni2B/n988NtDEkzLaa79xQxaSSQUVWU3c6QzaBydf99fV2ls3289qmXm7/WDVfv6YSu1VQFrSQ0lLYLvkaqdW/RyYiRKdcxHO9U3jorRYmljv4zIVlzB7nQMPAogrSbz2eVQ33zbqexzfAMxt343Zo3HZeCdecXkB3RGfu+DJcdoEqjcz2dYSNLLIJoC+iI8KdRFb+HLunCDFhEVFnbhulgcIDq9sPO04GWxqiLJ/mNNO0DAcIx4htbF1RmfHXOoQ3d/TziXNK+P2zLby5w1Q4XbW0kJc2djO+1DZqwsmmpNCMBAnVk+M3kw89EUlvOJ0hm8x9kvz1tQ7+6ZKiI7bGGVJkGZ2D2eLV2Zfmv59oyiwLeTXu+FgVXtuoduOEQlUV9M3PZl3rMh5G3/kG2pyrRuWBI6UkrhwiobPXKQICbo2koxDnYW2Vwl+KdAVRgEI3/OCWGva3mwqZ2mIrCya76O7XKfBqBI+jFdGhSmZWO2hu78f75v9B47vmdvc0E3/4+zhuvJuIvWTI/sCMGkeWQbfNonDZkgLkCM9Hu1Vgs4icdkB3/14KX/8pRTYXhcu+xR0PNXL3p8YdVcLiIegodEd0LKqC33F8SqnjQUVQ5fozinhgdRuGARWFNgo8Fn6zsplEyiDotdDVl8KiCZZOq2K07JoQENcVuiIGqoCQW+QoyoQAZ98+kivvRvZ3IBwejOX/SLJsJkfZcZkFVYXtzTo/+0sj4bj57PjEOSWcNtn5gRSyaSlo6dHpjaYp9lsocCkYUjGJ4ENksBDsbUnyP082kRq4p40vdXDN8iJ+eH8DdqtCLJl7w5XAln0RXh6433f1p9m2v4G7PllDwAE2dXhi1a73YTz7H6QPbDEXqBacV/8rYc+4E30IhoUQ0BWF1p4UTptCsd/CqdN8GXIfzPFCWcER4nNP4vbtbUvw2OsdmWVtPSl+92wLX7uyDPEBtcL+zUAIXt8W4Z6nBicObzm3hOXTXKNuoRzDGD5qGDXhVFdX9zPg9/X19RtP4vaMYQyjQoFDcsWSEKdN95NIGpQFLXisf0MPQaGQ1BlIaPnwPIC8DkHQkzsIKg9ZzUHtYZu6rTHOzoMmAWJI+OHTOpcvOYtrL7ucFGpmVtfvUrjy9ELe2RVmd1OMqdUuzpobIJaUvLixj037oiyZ6mXueAeuYcZgbqtkV3Oanzwd5/tnfZXCN3+F7GuHYDmui79Cj3LkqbnWAYLmggVBHnu9ne2N5rav3dbHkqleWnvSWeoVgJbuFAe7hpe+CwHOaBNy91qM/k4cdaeSCEwgJfKHNTf3SR5b086arebg88zZAa46LYhrgNCyqJK6Eo2p5YGMYgegP25kyCaAjbvCLJri5fm3s026XXazzWt6tWNAgaHw3FvZrzm0z1PKQxmC7HA/KjDb6zwOFZ9LxWWBaRWHfhxJGg29ZC62a6awryXG3asitA0c350HY3T0tTKzuhpU87RJFNbRVrQUVUiK+zbzQng6q942CZreSJp/f/gA/3ZzDZXBAWXSYddF6jDTWJdd4dbJB0iv+s/Bhe88ifPaH+akIknIS+LoRzntndZl3pnyIr+FCxYU0NaTZEqVkx0HY3T2pfOamB8ORVFw92wnueExUr1t2Cefhpi4mH5L0Yjvs1sF/Xl+swMdCVKGwHKEIlQIydQqB7ubBs+pJdN8PDqkCAHo6Euzry3JzMqTGT6eH4qQGN0Hc5YnO5rY2phkYslxFmzSVNH9aX07t674Zxyv/bfpQeMr4cApn8equQ+9jIADAlVDjoFNUOg6dE84vnu4xyYpLoqRHCCbMjDS0NMEJSVZi312uONjVexvT5LWJZUhKwWukVsg/Q649bzSLDLxolkWig+8YO5BIkJF4yrGlVxOVziFz35085W9ccGvVjaxpSGKRRVcf0YRy6a7R21MrqomG3Mkwn40sChw/lwPC+vcJFIGBR4Vq2LwtWsquPf5NrY2RJhR6+KmM4uwH4UqtalXsmp9B69s6kFKWDjZw83nFOO2DN6nbel+kk/8GBkx77ky1o/27F1ELv4JtqKyY37ed8UE/++xA4Tj5jWf1iX/+3QztSW1o1I0nkikpeDRtT08PvCsVAR87dpKppVbs/YvlhY8uqY9QzYB7G6OEYnrfPGyciwWQV2Fg1892ZxZrygwvszBI6/mThDsb08SqBo5RVjt3DtINgHoKZKr/w/rRd8lycm/hwkh2Nupc+cfGkgOPLNOn+Hl2mWFaCq88l4vxX4rn7qwlCKP+ECUhKqqZMZCQ7G1IUpcFxxDd/AYhqArIvn9cy0snuqlusjO3tY49z3fwszacRQcwUJiDGP4qOJoRgwq8ExdXV07cB/wx/r6+gNHeM8YxnDS4NR0aoIC89T82yGbuuOCXU0xeiM6RX4L44qtR51udLJgEZL5dR5e2tidIQ9sFoUrTs2N4FUUwf48aqgNO8NcsiiAOuQ3K/II4sV22nqSTKxw4HdrNHcnuGdVJwc7TdXAln0Rls70cetZobw+JIoi2N0cozeS5utPubh0ztcodydpT7q4OFgL4VjOew6H322qTUoLbFm+KQBrtvZx1twARp6CIN+yQ3DGW+nduo5eaxkuqwXPyn/HetZnSZfNyxE9JKXgrR1hXt8yONP5wjvdTKpwsGSSPev1hycD2SwCv1vLeC81tieYV+fh/AVBnn+rG59b4xNnlxD0qCyuqxhMrBKSipA1J0mttMCW1eZRErCgiOxOxGk1LnY3xbjxzGLUIcbbUgi6I5KULilwO+mRGm092a0Rs8e5sA4IqLoi8Mv62WwZIMw+c94VPP96Lgm2uzlOZdCJEIJwwiTZvA4Fl1VS6NOoLLTSOKAyWTFFI7Dloew7QyIKrbugKptw0oTBVaeHsjy3NFUwrdp5VMKUArfC5EpHhqgECHktNLTGWT7Lx8OvtnP/S20I4FPnl1Diy00gOhzu8F6iD/8bpM1rKf76/VgTEazzriOpDz/y91glU6tdrFyXTZCeOduPTZVHjHmXhuSsOX7WbuvPKGWKA1bWb+/LeW0iefz33+GM3keCIQXW2Rei79+ctbyrdBE/emA/d36ihpI8vJxQoCcqiCUNgi4V6wgpnZUBhUsWF9GYKsR2xg+I9vXRLb1UhAoJOo/Nx+pYIFUbwuFFxg47/vb8RLrHKrOCBCQmEWBR8iuLpAELJziovq2Wtp4kBaKXsp0PY2kYDHqw9DRQHVDwu45SHC8Ej63tYkuDeY9J6ZJ7n29lfJmd2tCRFX5NvZLVm7pIJA3OmOWnMqigHC+HIuWAP+Bga23IBV+6tIR4WuLQBGKYcYV5/kA8KQm4FayKpD8h2LgnzOr3Bu9z67b3U1vqIOTVmFLhwGOTqPFu0pHD7m16mlhnK86i8mNWOPSEjZy2LClNv6qqwPtLBrf26hmyCcxnxi8fb+JHt9UST5qKVr9DYEho7c7144wmdJZONsMlErrgHy8r4/E3unA7VJZM89HUGcdhU3Jazlp7UvypIcJli4I5iuPBD+/JWWR0HsBiJEE5+cepIwL3rGrOkE0Ar27q48xZAW49K8S1S0NY1YGEyA9o2KfrMu9kyKQKB7YTmFz594poQufW88p48Z1u3tjaR12lk9vOLyMa1ylwnpwW+zGM4YPGqEcN9fX1X6yrq/sycD5wI/Cdurq6dcC9wCP19fXhET9gDGMYwxHRlxTc/1I7a7eZRYXbofKpC0qZWW3PImg+SBS5JLffWE1DewLdGH723DAk06qcPLYmu+A9fboPi3JYwSshntDZdTCO066weW+Ey08vzJBNh/DKe71cvriAgjyxQYYhmVRuDlJjSYM/rzMAwWWnOnDaVGKjuENVFli4YGGQYr+FadUu9rbEiCYGN1RTBRfMD/LkukEyqsCjUR4c3gV3b5+Du987hZbuNH53GV9cNpMp79yLtXQGCbL7kNKGwtb9uYa/G+r7WDbNRTJPe8EhOC2Sz11cxo/+vD9DCvVH0txwRohLFwbQVIFNPdSWOLithi45d16Q17f0ERsgDnwujVMmZntyhdwK37yuil8+2UR3f5qZ41xcfmoIh1WhzDdYtCV0wdNv9/LX10zvh8mVDm4+t5R/uLiMrv40T7zRQdCjcdmSApBmu+RrW/syZBPAO/vilAatdB9WQAU8GkLAztY0P3vkAP0DqXZfubKCcYWCb1xZxJMbenl7T4LpFRq05fpikMe8XkqYVmnjG9dVsmp9F363xgXzg6bP0FGMrzUh+cIlZTz1Zjcb6vuZWu3k/AUF+OwClxVuO7eIy08twGFVRp34Jjv2Z8imQ0hufAbH9LNIjqByMgxJXbmFz1xYxh9faCWW1Dl3XpCl0z2jJnYCDrjz5iq27I/T1Z8mkdRZNsvPE0OKSU0V1BQfez+dPd2L2rINo2UHStkU0sWTSRwhhj6pC3a1JFlf309N8UTmXf6fBJ67A4C+GVfz0K4iDCNNU2eSOYe915CCdfUxfvuUWfSVFVj5l6srCI0ws1ziFQghEKKIeKqY8apJRryf6tO45sO54tMknrw7s0ydtJi0t+KI7+2Owcr1XWzaF2H+JA9nz/HnbYlThKTMJyjz2XB1tpPYszprfbj6dGYWFx51WmE8DevyEJWN7UlqQ7mplUPR3Cf59v/tzXhrvbixhzs+Vs24wpNTmCkYODUY7sI3pGDd9ii/fbqFZNok679yVQXJlE5DSzzrtZUFGgv8zQQju0nvcWCrnYa0usHqgOTQCRABDj/KcYRA+l0qAY+Wdc8UAgq9739blpkcmo2+qM67e6L8emUTFk1w45lFLJvuYdlMf87kTk3R4P3EpkoWTrAzvaaKN7b08ttVTQQ8GlecVpiVZldTYqerL83TG7qZWOZgwQR73mMpgpU5yyxTlpHUXCd93lJHsP1AjMY8E3E9kTRIdVgF9/sJKSW1xVbOnRfkmTfN38bv1rj13FKUD8k49KMMj1PjwZcP0j0wOVjfGCXo1phRU4RQ5LDeY2MYw0cZRzVNVV9frwNPAk/W1dVNA/4E/A74ZV1d3Z+B2+vr63P17WMYwxhGhcb2VIZsArON6akNXdQUlxI4SmPekwmPzWB6xZDZ82FGyeOKrVx/RhF/eaWdtCE5bbqP06flL3gtGpw/MUqV2oqsEciQk4c0kdUqJQQjeohPKLVyzikBnh1oEaurcLBith9llNPhNlWyfKafNVv7UBS4cGEB/TGdpzd0MWe8myKfxsULA1QV2Vn9Xi91lQ6WzvAOq0CL64IfPdZLR585sOgJp/nhM4KfVm7IzAAAIABJREFUn3cBIWnk7ItVkVQX29m0N5t0mlDu5LH1PSyZ7B3WO0VKmFymcfena2npTuF1apT6VTQMNAscKqA0TcUwjGz1khd+dFsNDW1JVAWqi2x4bdnfE0+bSq6Pn11M0G2hxK/htOQSWA0dKR5+dbDtantjjKc2dNHQGqejJ8W3b6ymyKtiUwZ8qRCsP2y+4s0d/Xz5ykp2Hohl2i1qS2yML7HRG5fc9WAj8QFyrDeic9eDjfzkk7V4XVZuO1Xhxlk6jkgTyvxLib1wz+AHa1YompD3+GlCMrXMwowrS5FIDP3oZ5glgj0tCeobo0yvddMfSYGUOC3m72NXGSDnGH1lqeZWIMJqB+XIj2+rkJw+xcHc8TXoBrhtR/G9A3CoknEldn7/bAO9kTRnzQ1w5emFvLG1l5DXwnXLCyk8xtYPq4wjV/+GxJ43zQXvrEKbdiaWU28lJfPvn6LAK++FuXdIsfmk38LnLvgp23d38dTraXoj5vXmd+d+RkufkdU21tSZ5Ncrm/nG1eUjkvpyoIvTqkqG3VlhqvXaelJ4nCrFPhXtBPnnSCmJl87Bfv1d0NsMDi9pfxUJZeQejLgu+OEDjbR0meT94290Ut8Y5WtXlY3YzpYKjMe2/BYSr98P6STq9LOwTV3ONIf1qM8hmyqYUObgnV3Z13mRf+RzWFUFa7f1cXgX3WNvdPLPl5VgfACejS19Bv89pMXrQEeSe1a18MnzSygtGCRKVAW+emofoRd+ANLAChjv+OGqf8Ny9hdIrfppxmgoOu9jWAsrRvTYOhKCToPPXVLOzx9uJBI30FTBx84uptSfHY7wfqA4YMlJaqwusrHj4IDCLS353bOtjCu1c+GCALGkwep3e/A4Ta++iuCg8jOWFry9O8rz7/RQWWjjzltqB9qFDb5zUzV9EZ2OvhTRuM5ja8znztpt/Syuc+b1cIt7KrGd/0WSL/0vMh5Bq1uCmHMJunGS2w4VhXhSsHFXP7PHu3OuhZLAh4BpGgKvVXL16QWcPsNHLGFQGtTw2eQxE6JjGERPJJ0hm+xWhY+fXcLbO/v51/saWDLNy9lz/DnjrzGM4aOOoyKc6urqvMDVwE3ATOBh4HPAfuCfgacGlo9hDH83kAi6IpK+qE6BV8VnP/Y2i0OF0lDsbT5yK9hIMGPD26BjL6gaBKtGHRt+vLCqkgvmelgy1Y1hgN8hhm0ZmOpsI73xTmRigGxxBfnuBV/n/3t8cLZ0xZwAQdfw08AODW5YFuTcUwKkdYOQV8MiRj+Ij6YV7n6oIdMuuGlvhOWz/Hzu4jKm1zhwauZnLZ5k59QpTqQhR1SLdPUbORHcqbSk3V6LV3Hk1AGaMDh9uo+3dvTTPFAgloes+Fwav36yiXXb+vnWteVYhysUJYRcgpDLOrhgAHa9D7VxI+mda7CWT4MJi4laTSP1jAdNde77AAwED73WleUHNW+Sm89dUIw2ZFuEgL3N2bP8AFv2Rpg9wc2+ljgPrW7jy5cOJogJJHMnuLK8ggzD/OfHn6zlYGcSm0VQGbLiskj2degZsukQInGD7rCO26oQ1QpQCwpIFlSi6ElsDj/6u0+Dtwht1nlEnOUjFszDecQoinldj3TddIYNfvbIAaSEXU3mcWhsT/L9j1dhG6FtayTIwlqEt9D0IxuAbcm1RK0FMArzcMOQOI7DSkgIKLF0c9XSQuJJA4k5SJ5a7WJatZPKoHrM9ztLuGWQbBpAesuL2OZcRMpRlvc9/QmRY/De1pMiktZ45K1kplVl7gQXlaHcIq69N7eFp74xRiQhj8v4XAjY1arzb/fvz/iBXbK4gEsX+kftU3Qk6KhE3FXgrhr1e1p70hmy6RDqD8ToDOuUeBXSUtDZb2CxCAJD7s9JxU560rnYahcipE7SFkAayjG1fAkMbjyziJ0HYxkvuAWTPVQXDq8MBVOZpeeJhEzrkr0dafxOFb/j/S2C23pyz5+t+6PYLIJJ5Q7GldrZ0xxn8UQ7ofr7styrZaQHeWALd26cwIWLvk+AHgpKizA8Zfhs6nHth67D1DKN799cm0mpK/Uqw7YFnkwUuOCb11XxX4810RtJU1ti57z5QX6zqjnrdQfak9QUqNyyooCrTitAUxgg580DIYTg+Y19PPRKO6VBK9XFdrrDaV7b3MsbW82JuZm1LiZVOrO85aZUOXNazg8hLSwYVadiu2E6Qk+RsvmJy5PXxiSEoLHb4IGXmxECQj4rVUV2InGdHQdiOG0KnzinhNJRtFe/37AKfcD/y9y2MbLpxMBpVRADw9iLFxXw55da6Yua97nH1nRyoD3BFy4qHkutG8PfFI7GNPwvwLnAK8CvgEfr6+sTQ9Z/Begd5u1jGMPfJHQpeH17hP99ugVDgsOq8K3rq6gJKUf9cI6kBD5X7sBn9ng3fsexa+2d0SYSz/4/GiffxHudbqz7E8yeEifozS85Px6kpaA3KnHYBYowlRxOzcCXKeTyf6GqCNj87CDZBBDpYnJqM5+96Eze2RVmQZ2HaVV2xBE2WkFS6Db/B4Y54GuP09iaxmVXKPIOrzo42JnMkE2H8Mp7PSyc4sVrG5yxlRL0IyRgpQ1BZziF3arkECTegHfYY1/mg2/fUEVje5JEyqCtN8lvVpqKjD3Ncdp6dSoCw3v3KIpAURTSQwo1i9Bh/QMkNpsGwPq+jYhtq7FfdjvxI7QvgUmkHG4+/uaOMK2nhSj3D26LlFAeyq3aa0vtmbS0XU1xErrEPnCqG4Zk6XQvb+0Is2egJWXuRDcTSu24rDKHPPO5VDRVZJl8WzSBZ0h0ua6biVhgp7NgPtsnTWPNln6U1YJrlhoUe8SI576mKUgp0XWJVcawdO5BSfaDoiE8IaKuCtJ5Hp/tfemcz23pTtIf17G5jm0GPWwtxnPZN5GNmzD62lGrZpAqmDhsQXUiEU8LlHA76tO345v2dX77wiAhrgg4a47/uNrKpJG/RVTqeVohB2DI/GbuqoCffKqW5q6U2eYZ1LDlMXwOuPOHHtiPU2AQSwv+6/GDWefl4290smiyZ8Tr9WTDouaed363hlAUNh9I0R1J09WbJBYOU1biZ2GdO3PcDAkxzW++6dAtTAgURUWgH9U5WOyBH99WQ0t3CptFocSvDk+cY97HEl1tnFrcx5NCZHnHnTHTxx337sPj1Piny8upDGoDyrOTj3znT0WhDbsmmFii8flLyujoTVPoSKC80JND90R7etjdmuIH+wQQQFFS/PTTKvYTYB+k65KQE0LOQ/emD6j9ScLkUgt3fLyaN3eEUQS8vrk3J5gh5BvYTinxWDP/zSCShEfXdGCzKFy4qID7X2zlwoWhDNkE8N7eCFNrXNxybglpAw62x5g/abAd3Ij2mhNuNjdx1VRXG4YkpnoP8SgnFQd7JZsbIswc72F/a5xCv4XNe8OEvBYWnOVlfKmdcUWWD03ymxAm0XugI4mqCKoKrZnAkjGMDo50D0rnXkiEIVhN3F0xMB4xEXIrXHlaiL+82oFFUzJk0yG8tTNMd7SIUB7riDGM4aOKo1E4rQW+UF9f35JvZX19vVFXV1ecb90Y/j6h6jHoaoR0EiVYju4IHNGo9qOGjrCRiTYVAuoqnWw/EKU44MWujH5nFUWwtj7Mu7sjXL2skL++1kFal9SW2LnujKJjHowoisDYuYa9U2/ju0+CIU0yxb6+hR/cUnNCH2hdMcF/PXYQj1Njeo2LFzd2I4Tg8lNDzKqxj1xcCInRsS93RXcjS5e6WTrVha4bWYNRIcw4e0UwYitCY5fB9/64M0P6XDA/wBWnBvNuT97OOwE+p3rUhsZtfTq/e6aFq5cV8cfnWzIF000rigaS/oZvjfNazeSkr92zP2e9lqeAPISuGLy2uZddTXGWzfQxrdKOXZNYYh0kN7+Y/T1dB6CniU3RWtK6pKrIRmiYJKvh0tryFZzjiq0smuJh7TYzYS7o0Zg13s09A7Pbi6Z4sWvZu++zw7euLae1N42qCAq96rCqEL9D8NmLyvjl4wcxpNli9YVLygg4cjlZieBPL3dkxU1v3hvhrk/W5pWsW2QCa/t29C3PIzxFKDPORjZsRLFYiK99BBk2vYus8y5FmXUZSSXbfyZfC5ffreGyHV9bS7+tDDGxDEUR7wvRBKbx+5Mbejjdsw9nfyczWh/nX86+mMe3anhscMVpIUp9x7dfhqcEUVCF7Bw8z5XyKej/P3vvHR7HeV59/54p2ysWWPTK3otIsVOkSBWrW71YzbLs2Mnn2G/sFMdxk5tkJ47T3/h1XCRHlmyrd1FdIiVSokixdwIgCBC97AJbZub5/hhggeWCJMCiinNdvC7uYHfazs4893nOfY7v2N5UAZc9K/zwEEWDz61SFnEQcEnCpYNJicOhOKRw+eJIxlvO5VD40qUlCCE43GUT1IVBBWWU99y+lKStO5co64wblL3Pps1DURBUs36Pmiq486JivvmrAyTT9jlaONHF50o3onT1oMTOxenzkVRzzcibuqGuJcE7e3oI+TRWzAxREhzZXIiUtpG5v3BkcjshBN6+Jvwbf8UPLvkST+/1kjDgookJFFoxLbtF+e09Mfoq3Mwod7wvCozisMKlCyM8/ubQ66cYvf95X+CFAq9G3HBgTL8Y5bUhLb0IWrwTsxI/LctOeox4RmnE/mGGECRN2Lgnxu9eOIIi4M6LS/oT6OzzNBKFmxDg0AQLpwR56q02CsMODh7JVXxv2hfDpSts2hfj8sURPA4BSHyJw+zb18mGZj8t8W4WTZVUFfsQ4syn9gkB+5pN7vpdbaYldPY4H0JAypBce04UrxP8Tj6Q1tBjobkH/uE3BzPelYVhnW/eUG6r0wWjHgd9kiAEdMXT7DzYiUc6KGnbg+vZ/8B95TeJRaYNvg/Jp84KMLPaSzw5zDhEFf0TBWPnegwfH4zGNPynI3hP74neM4ZPBtRUN/KFf0M59J69wB1Av+I7JH3Dt0l8VDGQCqNrgtsuKOatHV08+EoLWw/EufX8wuMa0Q6FYQlefLeT+pYk7T1prjmnAF1VCPtUCrycNFGnKAKp6Dyy3YklB40qEymLd/bEuHCO/7QY35pS4f8+2cDBI0luWhXiN88N8tL/+kgDf3NdBdNKj327MSxwT1uF2bAza7k6fhGJYVoqkqZgW32CJ95sJxLQuGJxPqXhXB+ZtFT4zyfrsxRGT23oYOGUAFXDpCMVh3VK8hwcHtKCcv5Zef1y99F9CSkTPnV2BIcm+JvrK2jpTJM0JGeN9wybsnc08v0KS6cHeH3r4GzukmkBCvzDF/k9ScF3763NeANs2hfj2uUFXDo/cMxtdMZNftKfzObQBHfdVkVxIHcwHvGrdptCOs1l09I4hMH+WKDfgyV7Xzy65M4Loly2MEIyLTEsyT8/ZG9jepWXyxfmDVuhOlRJVUTFke4AC1JqeNiOMYFk/jgX//iFGtp7DPL82jHTwrr6ZFbiH0Bv0qKhLUWgJFupIAQ4Dm0k+fTPM8ucLi9Wax1mX3eGbAJIvf0ozqo5pMKTs9YR9SvcvDrKvWuaM+f0y1eU4tFPvR1ByuEJvjOFzrjkiTfbWHi+rVhzHniduYc2MLtiLsJM4wzeTi+n0IMGJBQv3ku+jrVtDWbtJtSa+YjJK+nl2IZ10pJcMDdIYdjBi5s6qCl2c/7cEIFjeJsdDV2BKxaEWDI1QCxhEg3omBLue6mVlzfbcfbzJvq57bzoqHw0/C7B+BJXppUS7GuqMPTBkU1gJ4vetrqApdODHGhMMHeCj18+05QhmwDe3J3gvOrJTHn7HxCd+9FnnItZvghDDt4LmmOS7fV9/PrZwXv7mo0d/Oiz1USHD8o7aUihEE9JfAEvouswlS9/kz8vHAeqhvnGfjbO+17mvR3dadZtN5hWXvC+tI85FLhyUYil0wPE+kyiQZ2QO9fH0KtZyHGLkNJCfe9xLJcfdfFnuO9VPzD4LBYCwsMomz+q6EoKHn+znd2HeplWZc9oWRLuW9PEJQvz8TgVxhW7TqhwA/A64DOrCmnvMWjuTOPUBXPG+1m/syfrfTVFbtbvsp+Tj65t4+yJfsaHkxw+1MJ3XgpTEnHYXozvtfC1K1VmVY8uffRkkDQF//n44Sz/sU37Yty8upD1O7txaAKvbn2oJmGFInj8rbasoJREyqJANtHX1IMz2YEvGKI3PA7D+vhcs6cL9e0W37n3UH9bt5vFE87js1MdiFd+hfPT3ycpBp9rugJV+SpJUzCz2st7Q3w7r1le0H9P+QAOYgxjOEP4GE2pjOHDBHFkN2KAbAJkXzfGWw+in/dl0tYH115wuhEJ2KlZq+eGeXxtK039Eb+b98e563d1fO+WSoIjKFrSFhTlOahvSVLXnKTuRbtgvfOi4lOaUTIMC61yDt3bc0mEnj4TVRVIKY7pWzNS9CQtdtT1MbXSw+Z9uXFwr27pZHZVIen0MVpoJJhlc3Asuo7UhkdAVXEuvoF0waSc9woheHd/L//xuK2Y2XvYliD/6LNVFAWyW6USaUl9sz241zXB8hkhppY7qHS24u0zSbvzSTFYEHp0yd9eX8aG3XF21veycEqA6RUu1FH4QIGtrNm8P5Zlnr1ytt2asmKal5HMXGlC8pmV+cyf5GdXfR+Tyt1MKnEes6//UFsqQzYN4OG1rayYGUD3RGDqubD9hczfRF4pnnAIrytFPGGRMiSPrm3jixdFcxRjupD89WUhHNueRKz/E0iLmSWT0c2/IK7m5+yLrshMG5GiCO75XA1JwyLsVo55Lp1mHHXHc6TWPwRC4Jz/acyp55NUcmV4AknEwxBVwOA56UkK6ltTSCkpjjhxaArJdPY2HVruPcghE6TXPZC9HSFQI2Uk1z+Su8M9rRC2/5uWCmnTNgdfNdPPrBovXXGTgqB2woFj0hQ0dhgYpqQ4Tx91+4Kq2sdyqr/ho2FKiSXhzSMhykpnoTVshnQSZd86HCtuI+mMjIqDFULQm7bNlJ3qIAEXdxSgnnUD6tyrSaIzktudR5csmeRiyWQ7Rn6090hVSIoCAgIaFvDKtjgvbRqMS397dw8Ty9xcNHfkiX7tccn1Kwv5zXNN1Lck8boUvnhJCfm+Mz9TnbQEbd0mLqdC3jAJch4dZpY7mF3pJJaCuubclKwuwy6G5KGtUDUTR7INwzH4226Pmbz2XjZ5mzYkWw7GWT3De1qKIyHgSA/87sUm9jf28ZWLIkyesAS55w3MI/sASMy+moe3aoCt1h1X6mFnbQwh5PsmCFCFtIn5gE24H+vYpe7FmnYh1oRloGpYqoPLlqTZeaietCkRAm6/oIh8/5lX3LwfMKXCfz1xmG219tzzqrl5Ga+aeMLigZeb+drVZVTkjUwZaVmSsyd4aOo0ae5M8cp7XVhSMrncw856extVhS6CPpXWrsFW+M64gerpolkv4+IFLjbti1ERdXLeWWEeXtfB5ArvCcmuU0XKgCNHtecDpE3JtSuiRHxwnM7hDwSWFNQeyfZg/NGN+dy3rpNXdjsoyyvh1rNSTBb76A5M/ID28sMJQwr++6nGjIcgwNo9ac67cAGT9r6AItMgcidSnKrki5cUsa8xSUNbigklLirz9fc1AXUMY3g/MEY4jeG0Q1EEVsdhji7plJY9yHQS1OPHIH+UkO8V/PllJbTHjAzZNICOHoPNB3pZPMlzwqSieMJizng/Ww/EM9H0AyaZpwrTF+XyeUnuOZQ9kFg0wYVj88NYPa24Jy4mER6HIU5uNt6lC/IDOvGERV5BrsdF2K+fUDaeVH2oMz+NY8q5gKBPDw5b7KVMwZ9eb8taNr1UJRrfg7thD8IXQRZOpFfPw+OAGVVedh7q5bMXFhNvb2du8xPoLz9NUlqoVXPwrLiTXj0vs66QCy6Y7eNTc/39KTejf/C3xS0eer01a9lLmzr5we3VozIQ9ugwp9LJWdWuUyIe+ywHW8OXsGhFBdbBd1EjpQh3gOQTd/EXK77B3c/Y383h9hSWHD4IMNCzn+Tbf8i8tg7vxNr0OOrC24ZN+BECEsk0mw6meGNHnGmVHhZM9hE6xiWtNW4hOYTwSa17AGe4hGTpghEfZ3sf3PNAPTNqfIR8Gm/v6eGGlVF+PURxN6ncTUlerjJrOKQPvIs2aRFa6SSM+m3Zf/QX2G0TLSa/fKaB5o4UK2eHuXRBmKhPEB1orzvOZmIpwc8fOcyuQ3abSH5A45s3VpA3AmWkBRxqt1jzbjuaAqvmhCgJqSdl6jwc8rwKZ0/289imHnwLbmRB1Sp8qVYCFeNIh6tyksOOh3hK8OzGLp55u52wT+OzFxQxsVjP7KtpgcnoTJSkBKR1ykdrSMGehtw2nbd29HDhnADDfYGKkLjjDdBWC5qLxsAM7vpdE70Jk2UzQyyZHmRimYfJxdqwSVknA0URpEzQFDKEkqII2nvh7t/XM7HCQ3HESWXUyYQiB9owxK5lSTy6YOGUQFabKUCRo181IgbIgOzj1lWBNUwRdDrrou4EfPu3BzNtV9/9QxtfvfAalkw7B9nZhBWuYG+siIa3OvG5VC48O49d9XGuWJLPiJjKDwDSskBz9/9fMqlY4x8/X01rt0HQq5LvFccLXv1AoShiVM+djl4zQzYBPPd2O5+7qIS3dnTRm7C4YnGEKWVORvNM1RVJeZ7CdefkowjBo2+0cuH8PK5eXoDLobD1QIzfv9SMU1e4cpn9nlTaoinlpS2pcu+awXv/+p3dfGZ10fuiHPE47bbBoWosIWBSmYeSPPWEHpAfBBQkq+eE+cXT9mTe9Sui3P9GjNe22wT1jl6TbzUJ/vFyKAol6bNOTeH6cYCq2r+RZHp4Ir8z7YDpF9IpAziHue6FgKBbYXaVk1mVzn6iSWb+Fk/byn2vY8y0fQwfbYwRTmM47bAsiVY4Lnd5zSKEwzOiZKWPChQBC8a7aOyG37/YnDPmTaYsWrrNfq+TYyPoVnh7VxefXlYA2AV/X9LE6zz1oWhauJhU7eZrVzl56I12XE6F65aGKV//E1INWwEwtjyP89KvYxafdVIPNbcm+fPLSvjB/XWcPy+Pt3Z2k+6f6XHqCstnBEbUDmRa0KcG7ReWRNVU4kmJpsgMaacIiVMfPC9Br8YXp9aiP/7vDFB+IlKB+7K/p08L8oVLimloS3Hfmia+flYDzjeeHNzewXdRd76MMvPKrO9uwFh0OEgh6EnYhZ/PObynQSI1/ODAJt1GJ0UXQhBLgSIU3Jo85sxXeb6DPL+WafMEuHJJPn4nICQFQY3UK4+gBqOkdq5Fxm0T8FIaAVvJcOG8MAq5RbwQIFtrc7Zp7F2PPu9azKNUSIqQOLrq+c1bGmu22ETnpn0xXt7cybduKsetZW9B0xSMHa/krn/nq2hVizGOoYzL2qYi2Fbby6cWRHhsbSttPWkWTA5QVejkrtur2X4wTnGeg/HFzpztA6SEC8+i67Ja6szWOpzn/RlqpAKzq7k/KU6gL7iSdKiCIz2S791Xm2mLeGZDO4Zhccu5kRFV4tvq+jJkE9heLs9t7OSGZeETznDWtVl86zcHM69f3NTJ92+rOm0G1QqS21ZHmVDi5o1t3XTJiZw/72z0UXLgQhG8sLmLR/ojyxvbU/zw93X8+LNVJ7wvvh9QhaSsILdwmlLpsb3lhvkaPF37SfzhW2CZgODAop9kEkZffNf+XUVDOt+9pRLvaRhlxdOCdTtjrNnYQWm+k+tXFJBIWhw8kiSRtrjj4hJ++3wTL23qRFMF1ywvYPUs//DktpRctzyfrpjBloNxPE6F25dolO2/HwDHtBVYloXhzochP7v8gMY5s0IcaBos4DVVMKPq9LUnNXYYGbJpAD97ppeKP5tJpMAOQJ4ahbs/l0d7LE1LR4qzJ+bbarWPCiSE3BByf3iH326jA3F4G7LlIErZdNIFE0gNozQ9GrqqoKuCdP+zvr4lyS+fPsxP7qwh36f0e1Ge3MXi0yW3rY5w7bIImgaufpWk2+HntS1drJqbx6NrW+iK2xety6Fw+4VFWetIpiUCcOsnb1MwUihScvO5UVJpyaZ9MYJelS9cXEJNwembFDjdkNJu+W9ZHOGJt9qZWO7hgVeas96TMiSHej2USANOsaX6owYhbDVzXxqSaYtkSvLa1g5KIk7mjveycEqAtUMM7QEK85y8cHgRB19t49aVEbKSg40u1Pp3Mfasw1ExE2oW2umz2MrnN3bEeODlFiRw7fIClk3zDRuEMYYxfBTw4X3ijeEjDSsyHmXBDfD2H2zdcMUclFkXZQYiHydICYV+waeXFvCn1wbjulfMCrFpX4yZ1SeWK6jC4tbzivifZ5vYvD9OYUjni5eVEBlZ99UJoQvJrCoX0yvLEAK8ta9myKYBpN/4HY6rppM8iUGElDCuUOWnn6+mrTvNt2+uYn+jXUhPLvdQHDjKY0cIkobApUvkMBVd2hQ0dVu8vLmV17Z2EQ3p3HFhETUFKiqSm86N8k9/auDC+XksqjQIvHhv1mmSbXUo7bV0+Gdx/8tHqCl2k0xLfJ17crZl7FmLNuOSrNa6nOMTgs5eaacSbuvioddb8bpU7riwiNlVrpw2t/yASlHYkaV6y/NrRIMjU9YMoDctWLOpi8fWteF2qtx2fiGzqpxow9RXPofk25+pZN2ObvYdTrB0eoAp5S77vEubkCLZi3l4V9bnFAU8ToUrl+Yzp8Y9bPEoJYhQcc5ytWQSpubKaa1y9zbRUH+YF7Zmmz83tKVo7DCoKcgm3SxL4igah3nw3azlMX8V9Y0pKiPaCSOCFUXgcSn8y8MNmWNYt70bVRF8/dpyqvKUrNnD4Y4xVToX5xXfwNy6BhGIokxZQY+rBOEuxX3N9xGxNqTuJumJYkiVhtZUTuHy4uZOrloawXsCwY6iCA40JXKWb6/txVwazlGIDoWqCp5e3561zJLw6pYubl4ZyWmvE8ImLkerkvM5JJ8g2B3mAAAgAElEQVSa6+e82X5UketTMxL0peHZd7ITDqWEg81JioMfvNpVRXLWBB8bdvWw77B9z4qGdFbNDg17vhzCIL32/n6yCRCC9DByr2R6eLJqtBCK4Jl3OjMm561dac6dE6b2SIKddb3MrPHy/DvtHOy/lgxTcv9LzUwud1M9jE8dQNAl+T9XFtHVK/Ea7eTHdmGa5aiTzwaHG/wRes3sm0zQKZk73kOev4yXN3cS8mlccFaYwkCud97JYuhEwgAcmkAfchiWBWGXRdilMr5g+PvVyWCg9euTDpcVw3zmZ1iNu+0FG59AX3AV6qyrMeXxib2gG65fWZDxsAPbDy3oFqclhU1IifeoNLsCL9x1awXPv9udIZvA9h7asj9OdZEr6z7rcoz+PniyCLokX7m8kJ5EFIcm8Ogndw99P+HRJVctDnH+3BBpC7xOlVgie8LH5feTFJ5PlKe1JQU7GlLcu+YIiZTFillhDNOiPOrml0838vibGn97fQXdcZOttTaRf+O5BTy5Pc4b2wwU0cnli/IyCm9dGLDuXpI7XwfArN2M2Pkarsu+SULxsftwkl8/dySz/d+uOUJ+UGd25QfrCTiGMZwsxginMZwRWJoTMftyxIQlNuHkyyf9Mb7cBJIL5gSIhnQ6egwcusLehl68LpV838j8CsJuyVevKCKWBJcmcGrWaR0ASwkKFkgQw8WRmwZIa/h+qhFtAPLckOe2K+2K8CDRNjDIEgKaY/DgK83sbuhj0ZQAn5ofzvK5UhTBtroEG3bFeG2L3fZR15zku/fVcs8d1UT9gknFDr59cyX/+Md6ypxQkYhzNKSR5J8fbuBAU4LSfBeGIenzV+TYEatl00kp+jH9aOJpePDVNl5+rxNFwMrZYc6ZGeLlzZ38/OEGfnB7FeVHqUpcquRvryvndy8eYfP+OFMrvdyyOjqssuZYiKcFr2/v4Y/9PlApw+DnDzfw3ZsrqS4YvpAMuyWXzAugKMHcdkB3EH3BVaTf+N/MIuEOEK0Zz8/GR05obG3mj0OdsBBzz5v2Z70htIXXkrBUhAI9CTu63O8CuptGVb1ZlkRMWIbY8kJGeSU9Yfb7zuKhl1r4/CVFRE7ATRiGRSqdewxrt3fREStBGcH+pIWTdMFMtPNmI6W0VXnSvn7jShAC/eq7/lV5nLm0UJ5PRxuBiM2yJDOqvDx1FHG0aGoAXQXzuKKu4efIh17CiiKwpOBIt8WuQ33UtyaZVumhptA5KjNsy5IM6eIaNTQF8gM6PUdFP/tcp890VgjQdZV02jqpgq7ID1+9soTG9jQSKI848OrD3xAsS6IHo8juKFZXM0iLKkcbuhbKqDoBLl6QR8h96j4tsSQ89dbgNXLhvDBbDsR56i2bgKosdLFpb65vXlN7iur8Y/9oVCR5HnAZKultW5EdDVjthxHRGqySWcN+JuSEOZUO5o8rwrL6fcNO4zOqKKQxd7yXjXsH7+c3nhsl6BbDTkycjudjd0rQ0JYm1mdSlOegJKickNz+OEPtPowxQDb1I73hEZyTV9DrKDj+h6VkxXQ/40vc1B5JUhjWqSxwnHG/JKcKzZ2pnOWtXems5FCPU2F88anbFIwGCpKgC47n9fVBQBUSZ7INjCSmJ0JyyMhIWhKfw/YH/MzqKP/1RGPmb1PKXJRFPRjDtNF/nFHfbnD3A/WZ1w+93sJ1K6K8+l4ny2YEeWlTJy2daf7qqiIa2i3e3RfjkTfaae22fbx0TaAqg35+em8LqX6yaQCy5SBqdyNadAq1R7pzSPB1O7pZUu5Adjcj3H4SrgJM+cGrhMcwhpHg48sAjOEDh2kB7lxD4Y8rXJpkRqWbrbV9bK2NM3e8j2kV7lENXhUkASec8cFJ4XhQdTAHTS31BVfTq3hOehRvopAyJS7NnokcDnaS2kG6+4vPp9a3U9ec5K8+XZwxk46noKkjzdqj0sUsy1bIRP12J/z/vthMW7fBszsczJ98Po7tTw++WdVJ+ss40GQrFl7c1MFli/PZGJesKJ6O2miru4S/AGXWp4b1IAJbFbJhT5yXNtuGwqa0k5luXFWYaR2oa0lSHs4t7PI8kj+/tJBE2iYQFSw6E3YyXMCtEfSCeozzZLfQ9NDSlcbvUbOK9a21ccYVDu9vZZ+n4dsBTQusyefiDEQxtr+IUlCNMmUFcUce7hFcbwnVj+OcP8M593IwkliBYmJakLQpeG1rjPtfaiZtSFbPDfO5mT7y6p5m9fRbeX7LoK9BeYGD4vDwKq9edyEt534X0Wa37u1NRvnFGouCkIFhSEbChIZ9uY+0aNCBSxekRlH4j9R3p7xAZ1K5m1319nUmBNx5UVGm3eNEqC5ycv5ZYda824FlwdwJfkwp6eyVdivkMWCaFhfND/PmjkH5vhBwzowgpmXR1C1Zt6ObikIXf3q1mUOtdjH27IZ2rlyazwVnBXG/T9J8TUhuO7+Q7w5pPSwvcFBdODovl+EgEbTEYevBOJv2xphW5WXBZB9uzSbcHMrIvkcpIeCQBIoGrp/hPyf6OkjteBW1rR6tajZKIJ/E67+n6N3/5gef+Rl/fLOHti6DlXNCzKnxnBafFkUBl1Mh3X8PqCr28J+PNWT+3tCapLrYxfba7JDgSHBknlgJLYi++LPofa0gBClXPsZxihgpIZ0+Pf1ImgoaBilLw5K2ge7nP1XIweY0zZ0pKqIuyiPasGTT6UAsrfCb54+wYZfts6Mo8NfXVjC9TP9Yx7+npSBt2ClwOQTtcAypZY64B01XJNX5KtWZiN4zfx5N02LhlAAvvNuZtfz8qRB2JAi4A0RDDhZOCRDxjinZdJlE37WG1Ov3g2Ugiiagrfoyprcg69z0piSaKvjr6ypo6UyS59Moj7pwOj7eJ1AIiCUFzd0Guqagq/DO3txJzbd2dlOS58gkkZqWREVSEFDYuKc7QzaB7YcVcNlzuseE04MlIbXuQS5Pd3LRdQv557U+NtUZODTB5+Z0kbr/bmRvNwgF5zm3kppwLsYo/Q/HMIYPAmOE0xjGcBrhc0gWTXSxZLIHyzq52fb3A32eUjzXfR9j09PI7ma02ReRLpx2UvsrhCAV6yJ9eDda7AiJvEq04gnojtyKuakjnSGbBrD1YJz2XpMCr00oSKArbhL26VkPbAB3v6IkYcD2OnsAsLcpxSs1K1k6249n/0so4RL0xTfQqBejqQcwTElHj8Gaje2cO6eA1sV/SaE8gkOYyGAxcTVwvIPLqKyG4mBjH8URB3XN9iDsWFCkxA5Sk7xXn+LnDzeQNmwPqtsvKGZSmYv8/gHw0Lanrj6JU1cpzlP40qWl7KrvzXjgFAQdJ10MpVQffWWL0auWkDQknXETd0rgc+YWHkKQMRAeKPhSwkUqUJ31vv0tqSzp93PvdLCopoBpgTDX6G8xaeVZrK1zML3CxfypecdUeUkJbUT44XOx/kGvfZ0snhZCUUY2m1qZrzO10pMpvhUBn7+4mKBPp6Uvt33tVOHRJF+5ooS6lhSxhElZxElRUBnx7yjWZ7K/McF1K6IIBDvr4zz4cguTSt34C4//eK6IqNx1axXPvtOOpiqcNzdEWVilqcviG786iGFKblpVmCGbBvDkW22cNcFPefj0zVAPGKce67CrC1TuvqOa+pYUbqdCZYED3ykULU7Zh2rE6bR8PPByNxt22QqfTftivLmji6kVXt7e08MtqwtZGDix/9dIoMkU1iv/haN+MyZgNu5BiZTjXHAlonA8ZXkaf3lpISYCRZqnjbDwaHDbeUX866M2ydTalc7iXjfu6eHOi0uob0lmiOkVs4JURHRGWuynpUraVWi/eJ8eWY5EC3Lr81j1m9Cq5iOmnkvSGcGjw9RSnamlA0XUmduh2pZUhmwCm1P5n2ca+723PpzP7lOCgL1HTP7f0400d6ZZOTvEFYvy8A/5LVrBUoQ3nFGaAmgTFpJ2Rz7ULVQ1UZ2/uLyE+15oxjAk18zXmG2+S375NCZNKcSyrOPeoz5JcHTVknz13sxr2bQH460HaJv/RSK+QeXpoTaDf3v0MGC3IibTkinlHr5+dTHqh/liOEU0dknu+t/azP30gnl51AyjjAt5NSSSWMLE51IpizgAiVuTfO3qMnbU93GoNcn8ibZq+VC7SUFAxaFI0p4CtCnLMXa8mlmfa9lnSDz+IxxJe/zi2PocXznva/xZUz5XzHXgef0fbbIJQFqkXv4VzuLJGL7KM35OxjCGU8UY4TSGMZxmSHn6I8pPNywJMW8l2vI/QwBtKUFX3MLrFPiHIR+OBzPZi/7af+KuH/TfSZ/9GZh9ac5UokPPnTnXVIE+hFDw6pJoQOPSRfn8+rnGzCrGl7ipKOh/oOswrdLLlgM26fSrtQZPhubzt1ecR0m+h5il4heCm86N8pvnbTKkoTXF4dYEK6dFMBQ/IxG8CCSTyj05KVZFeU7e2x9nSoWHyv59Oh46+uDnDzVkPMySacmvn2vi6uUFLJniI23CttpeOmIGkyu8PLa2hU377GNzOxT+/PJSxpW4ifUZTCl3n3B7wyFtwda6JI+sbeWyxQU0tCZx6gqqIphY5qY8rGQatRKGYNOBPp57p4PSfAeXLMijKJBLpCiKYMuB3pxt/eqVOHffeDuRrjpWptpYNaOSPkcI4wRFeNincseninl5UyfxpMnSaUGcmiDkUThmz+MQuHXJX15eTH1rmnjCpDTiIBo4juRcCCwEKsc2Yz8RvLpkSokOjL5AduoKdc0J9h7Ovr6Ga9U7GoqAyojCly6KZu45igKvb+vG6L/OhjuktCn7r8NTJ5wShmBvU4rN+2PUFLmZXukm7Ezj6Gsh2dtLm4jQbvoozdMo9AsiPheGZacvjta0N20JelOSEuMgqef/A7O1Dl+0hmumf5YtBzQS/eme+w4nWDAlSGNbirsfqOfHn3NQchxOeaQQsWaU+s1Zy6y2etLLP0e6YJJ9rvvv+6fz7i+lZE6Nk+/eXMm2ul7KCnSuWJzPH161/QItCU+sa+Xvb6yksT1FQVCnJKScMBn1g4Rq9GI9eQ+019u/ltY6RMM2nJf83Ul5CJ4MhIDOWO5ToLkzTcrgtJi9j36fBL1pMCw7kOJYSuGTRXO35Pu/q814iz3/TgemKblt1WDIQZ8WxHvltzE3P4V1eAfapKXIictJyw93uaArkgXj3cysqkQICClxTFahF0QwWnpOvIJPEjoO5yzS6t6hsaSF/CnFmQmm9tjghF8iZS/b3dBHMm3fw4eDEAJFsT07P4oqQUMK/u+Th7NU5c++3c7Xri0n6FUzPmGaKlgwJYCiCA419/HdWyoJuW1CsyshOHAkgSJg9ZwwT7zZxjNv2wRuTZGLr1xZQsiloS68CWfZNIy9b0HZLBIGkMweTzk3PsCPbvouRc44clsDOYi1whjhNIaPAD7cT5AxjGEMZxSmBQ2dkp/+oZ7W7jQ+t8qXryhlcvHIbw1q1yHU+myzZ/2dB5ATF2G6I1nLi0Iq8yb6eXv34ADw2uUFhD2DpuJSwqLJPvY3p/jipaX0JU3yAzo1RQ48/bPOCpJrz4nS2HaI1u40QsCc8X4eeDPBrecF8OkSpGT5NB/jS9y09hgEPSrlEQ1NkQgBTqMbJRXDcgZJHCOBx7Ik584OsW57F23ddnFSGXUyqdzN1IpSyvP1jGJHKALTEmhK7kCrM2bmGOYnUhaGKWnsMPjXRxvoyKTLtXDbBUXsPtRHb9KiL2WxfmcPX7qshLauNIYlkYhRJ93sbEjxs4caOGdWiK64wbt7YxmT5Iqoky9fUUrUZxdir27r4b4XbOPXvYf7eHNHD3ffUUXeUf73liUpy88tEKuLXBiqm3R44pA3n3gf830Q8KiU5jtQFEF9S4IbVkbRh4l4PxbcmmRikUbm8XaMoq2tT7DlQJy9h/sYX+JmRpWXiGd051TTbGJopC14RyPkhlvPK+QXTw8mf62YFaIzbuL3qARGoAIaum0hBMkh7U6WJfG5VWJ9g4PnpdNChL0qpyxXEIJnNtoG+jY6uG6hm6s9r5Ha8DACSUGgAO+qv2Hdngg1RS5+/1ITdS0pLlmYx7Kp/mOq3VQBzrQ9QE86whzqlPzbYw1cPMUkf/v3kQlb0WQ176d8/T9x3by/4zdrh5yHIevauKeHsvn+Uy5+NFUlPcxyS9HPuGpCE7ZKrCYaQErJ+EIn0ZCDdTu6qC5yM3ucjx11cTbu7uEvryj+UJNNAFbHYdT2+qxlsnEnsvsIBCrel32QEiIBPccnZc54H3736TNCHylMKdh8MMEvn2ki3meycnaIq5ZEMkpAVVX6VdMnv42GtlSOkf3L73VyzbLskIO4qwh10e2oMk1COD8yxIGUkgFruD5OHNbySYUI5HpxWQXj2dOqME2oiP7puIFWsaGYM86L66g5NguBnu7GEA5e3WOwdnsPs2p8LJ7qI/gRC7LrS8O+xlw1dENLkosX5BPwqCTTFmUFTgpDGgGXQJnoyqjnOhOCb/+2lqI8BwunBnlqQzsup8rNqwt58JVm9jcleO6dTq5bGiahBRHV56COX8mRlm48dWvxH7VdYaYpCSsgvVjhUmTHUaST75NjWzKGjzbGCKcxjOETjN604J4H62jvJztifSY/ebCef/pCdb/R5YmhmsnchWba/jfokQiAQ5F87oIoq+eEONyeorrIRXlEzVGXuDTJtFIdRbELelsxdhRhkzRYNC2Az62iCMGGXd0caklmpXvpiqQyojBvcoSWlh5AogjwtO0g+czPMeKdKMEo/ov+DzF/VWYwryiQthQ0RZLvkfzDTZXsPNRHb8LC5RREgxoRD5l9auuFJ9e3sbchwfKZQRZO8mW1DIV9KromskyF3Q5lQBAxhGyy8eyGdhZNDfJCf8R6W3eag00J/vWRBhQFvvLpMmZXOUZcFAlF4fF+4+GqQiedMSNDNoFtyr5+Vw+XzQ8QTzOERLCRTFvUtSTJq8wdPU6tcFMRdVLXbF8HPpfKZYsiJ6UYUoC5VU4mFDlJmZKAS5wRA9+EJbj3+SNs7DdbfvW9LuZP8nPnpwpxjcD3xwLq2yyefrsVAVw4P4+KvNHHXUspWTTJQ2GerU7RVMHWA3HufqCeiqiTr19TlmWofyKYpsWy6UGe7Z9NfXRtKzetLmTPoT4OHklw1gQfZ0/yE/bIUy6oO/skj67Nvk7mhVtIv/7Q4PF1t+DccB/bjJv51TNJPvupEnY918R9a5rRFMHqmb6cYtZpxlF3PEtq/cMA9F30HX74qE5X3KB0VixDNmW2EWunytMN2D5q1UUujgxNhwxoWdeihaAtZhFLWBQENPzOkbXZmN4C1CnnYO54ZXBh2XQIlZz4w6cJA8fh0iTTK11sOdDDK+91ZtJRv3FDOc4R+od9kJDKMQzjlTM7JLUUlVhSYpl22llxWOP2C4p46PVWOmMGM6q9XHtOFE2enjbM0eBwp8k/PzRYTL76XheVUReLp/nZWd/Hpr0xxpW4mVnlwT+Ke8JQeIcx6s/z6zhUQdqyAzJSKYnbIQi4BKZ0jBkefQxhRaoQE5chd78GgHD5ODzpOsJJf9YzrDikcsvqQn734hFMC8qjTm5aFc0EcAghMGLtKJsfR+x5CYc/n1kzb+apniD3v9TLuu1d/P0NZTjPsGn86YRHF0wud7OzPlt17NAV3trRTdivsXFPD9+7tYqAQ2JagqQpcPcnEG6v6yVlWMyfFOBXzwyarYd8GlcuK+D+F5vZuDfGpxfnoQv7Xm0YFgVmE62hGvyqluWjpp99Jb3ChQR8F/5/JB/5IbLP9nByLL+FpO/9e/6MYQyngjHCaQxj+JhiJOqLrl4rQzYNIG1KWg414i9QiLuLsvwdhoOaV4Ll8mUXguWz+MO7gtmTTWqOSlTz6JKppTrTyo6vDBiuNVEIQcoEhwalEQe/eLqJ5s5B3cEdFxbhcx6/XceVbCXx6I/AsItSq6uZxGN34732B8S0PLqTghc3d/H27h7mTvBx7qwQeW7J4oluEgY4jzJF70kKvnPvwYzU+uDzCeqbk9y2OpJ5X8gNX7myjH95+BDJtMTlULjh3EL6kgbpYb6f3qSJyzFInS2aFuCJN+1UKsuCf3+sgZ/eWUPQNfKBXMhrfw+qIjjUkksSbjvYy+ULgihIHLpCbzJ7v7Rj+CgFnJJvXF/GobY0pikpjTjwuyGZts/VaAsWy7KLQVtzdmYGqk0dZoZsGsCGXT1cujBCVeTE7Wz1bRb/8JuDREM6S6YHeXt3DMdUP8WB0bepOTTBrvpeEII/vDIYJ17XnOSlzV1cuTAwqvazsjyF791ayaNr2zFMi+KwzqLJPkwLHKpEkacnWcySmQ6yDPxGW877lMZtzJhpsW6P3fq1bEaQNRs7eGp9O0un+nAcdbq1xi0k1z2Yed3c3E1X3E4HTAg3OSy2olJQGGb2OI1pVV5MS/LAy/Z5DPk0Zo/zI6V9jzAswfObe/j9y81IaZOj37ypgpLgib+3lNRwLboJrWIWVt17KCVToHwWCeX9Tb0agFeXXLe8gP1HbO+m6iInxSHlI8EPWMESjIp5aHVvZ5bJySuw/NEzpixqjgte39rBjrpeplZ6mD3OR9SvMrvGS1GeA8OEaFCjYHix6xnHwabBe/LiaUFqil1srY0TS5g4HSqvbOlizbud1BQ7+dtry3CdhOl/eURnaoWH7XV2244Q8IWLiqltTfFfTzTS0WOwYlaIsyf5SQZ1gh7V9jr8CFxTHxeoqgqqsAMHRtt3PEL04iU27w5cky+ku6OHBjOfpt4weX77ue/prwx1RbJ6lo+zJnhJpCwifjWTOCgUQSIlcW16GHX7cwDItnoiL/+Yzy/5Lt95WuXgkSRNHQaVkdOXSHqmoQqLOy8q5ke/r6e1K42iwKUL8zlwuI/LFuWz9UCM791SRXFIoa7V5KXN7exp6GPZjCDnTA/QETNYPC3IMxuyn4WdMQNF2M+ZGdUeXIk2FI8/06rqcWq4EgYHL/5P1N42inu24AmFsSrmZn5/cX8Vrut/goi1IFw+Eu7oWErdGD4yGCOcxjCGjxkkgrp2kzd3dBJPmCybEaKmQBtWKeJ1KXic2eSCEBBKNeJ49re8Me7rTJ1S2q/mGR4pZx7uq76D8cb/Ipv3Qs1C9hWdz6OPxHmn1uA7N5XntERJCQ2dFofbUvjdKhXRwXa5Y6GtFx5d18qu+j4WTQ2walaQb95Yzub9vRxqTTJvgp/qQu2E8n/R05IhmzL7E+9AaTtIOprPzx85xJ4GW1Jd15xk094Y37y+DIfaL9c/avWH21MZsmkAL7/XyacX27HoA5hRrnPP52po7jLQVYGuSQoDHjr7LDRVZHx3AC5aEOGtHd34PSpXLM4nmZYcaBqUeSfTku5ek6Br+MFGLCWobU4RT5iUFzgpDkouW5TP+l09PL6ujUsX5We1NQIsmOLH6k8Z/MyqaMYsFOz0t4rosVPFPJpkYr/JdUtccu8TLew+1MeCKX4uPjtvVCqd0cBldqN21EE6CXnl9LoKR6SsOtYlMpLCStMUnn3HJk7y/DrPbmhHEQKfW6Vgph9tFO1/YBNsk8rcvLQ515x+8744ly8IIUbhCqQAVRGVr1xeiBBgmRZgotv+76cNIbdg+Ywgrw4x1e9zRjjaLsksnsrWJnug3dSR4pyZIQDy/Bra0WSTpmDsfCVrmVdNoio2ufXwdhfVs67Bs3mQkHIuvwVfYQlfvVJHEwaNHRYRfwkOTVBT5KSy0EVLi004NXWZ3P/SIKkXS5j8++OH+faN5SNKtEuoAahYjFq9lPQptjedDvidklkVuW0vH3YomhN5zp2kDi1Gad6NKJmKKJmKeYZ8ghKWyn88Ws/+/nvorvpedtT1ctv5RZQGIezWMoENHxTCfvvYi/Mc5Ad17ltjew+u39lDnl/L+Hbtb0xyuN3ImcgZCdy65MuXF1PfmiKesCjMcyAQvLa1i1jC5AuXlFCa72Tj3h6eebQBt0PhplWFzKp0onyMTaJHAl2xEFKSkmeGPJFAXbtFc2eSlzd3YpiSKxbnM6Eo9z55OqA4XOynkhdru3Dqgrd3t9LTa3Lz6igXzB7SgiwlYTfgHnyAdPTBUxvamRHpY+7OF486EFutA6X2dsTpC6d4v1DghR/eVkFrj4mmKShIgm4Fj0MwqzIP07Ro7pZs2h+nO26ydHoIj1Plpfe6mVHlZd3OnqzW9gGYlqSq0MElhQcQ9/0EZcJCPEtuoVfP47Beyc9eO8y+RlutOm/8PG4/N8zWPZLqQklRUCCl7bFGyJ6A+YT/JMfwEcMY4TSGMXyMIAQcaDH5wf/Wkupv33p5cxffuKFiWF+moAv+4vJSfvrH+sxk2u1LHBTsfQy6mqhytvHCJi/XLw0fczAuJfR6yjgw8y/YubeNDQcEe9fZhE5zR5q0CfqQTQsh2FKf5Cd/OJRZNrXSw19eXjzo6SIUW8jQv1PxtOB799XS0W/y+tDrrRxoSvDlywpZMc2DongxhxA2DpFCS8cxNU+uCa03SI5KQndi9bTQ5kpnyKYBHDyS5Ei3SXlYoTMBtc0ppJRUFDiJeG3zyKOhKQLl6EGihLBbEnarWQujfsH3bq3iD6+20NKV5qL5ecwb7+HcmX5AkDbhq/+1P2tVPpdK2De8D088LbjnD4c4eCTZf77h72+sYGKhxo8/W83W2l5K8x0snR7k9a02WTB/kp95470ZsmZOtZt/uKmCDbtjFOfpzK7xEhgBaRRLCb5336Da65kNHdQ3J/naVSWox4qaF+BOtSE6D4PuwgiUklRO7L/hTndgPHk3RstBe4HmxHvtXfT4quyEvf5rZ7jxbmmeRlWRi4NDSLxxJW5K8jRGYjbl1BWiYQd/erWFzy9TGOc4gqAJ2T0OgqP3VCiLaIwrcfPGtmzSaf5kH6qQxyTIjgdpWWd0PKoguf6cfKqLXLy2tYsp5R4CFcXo8+XDXA4AACAASURBVK8gveERAIQ/Qv2E61j3uH0/mDPez7baOIoCN51bmFPEWpbEUTge88CgJ1z+7ke5beXX+OULXWw/lOa/HfP4wiUzCMlO8OeT9JfZbbRmGhOI+gVR//Cqo7aeXBem+uYkfSmJYxRCpQ97KMRHAcIVRJ24BCYvQ5oW1hlk7xraUhmyaQA763rpihuUhx2Y5gefKFsddTCh1M3MGl9GzTqA9h4jK3DDPAVizKNLJhXr7GhM84Pf1RFL2B6Jf3llGX19FlsOxPnDK3bR29Nr8rM/HeJbN1cxIZrb+v5JgIqJu2MP6fV/RBopvPOuIBWdRlqcojmRgM5eaOk2CHhUYglJQ2uS//f0YBvWjro6vnljRb8n4emFR7fHZ2uPeuY88VY7y6cHjtkGlzAFdz9Yz+G2FIH5Ds7yhZHdLVnvSSv2TNvkcg+FodPgF/gBwKVKykIDvzl7vDgwxjQRPPR6C2u324lxG3b3ML7UzbXnFFATTFA5uZM8T5h7XxxsOdc1wbRyJ+el1uJ+zX4+mnveRAkWoc+/gVe2drOvcVDl+PbePmpK/Ty2rpVU2uI7t1SNSH09hjF8WDFGOI1hDB8jpKXCu/u6M2TTAP74Wgt/f10pQmYXSpYlmV6u8/M7Sjhy4AAhLUHhvkdRj+wEQAqVvQ0JcgiaYeByufn9+nTWrP+qOSG8DsnQzfamyTJJBthe28uhtjTVBTo7GpI88kYbDofg6mUFVBeoNLanM2TTAN7dG6MjXkC+V2SRTb7EYVIv/oJUww6UaA2+VV+AgumZvyfdUZxLriP5xu/7lwicS2/koHsGsWHsqMAmkNp64Vu/HYzKdTsU7rqtipI8neoiJweGtERcvbyAoEuMbIAuoSwk+OrlhZhSoImhiWm2qupvrivnn/50iFifSdCr8VdXl/WnCeaurrY5lSGbwH7P/zzTxF23lFMUgOKZds9IzXn5fHpxnm2e61OyFHC6IplQqDG5JIxljTy1sKkjnaP22lbbS3vMpMA3/EynN1ZP4o/fgpTtmaBWz8W18osk1KPtM7OhNO9GDpBNQKpkFpsOOXlkUwMOXXDN8gKm+VuhbhPxjW34quaSCI/DQMepWHzl06W8tLmTzfvjzB7nY8XMIM4RqFwMw+LShRF+8XQTX18N0zf9OBMhLjwBnFd/j5iz6ITrGQqPDgsmeTnYNKgYml7pZenUwIfasNfnkJw3y8eqmX6EkEhLkp59NbJmGZ3tPRj+In72SDdSGswd7+PKpfk0tCa4eXWUokCuMbNlScTEpbBlDQyc074uVk9RmVBVTVt3mkhARwkoxE/C26sgmKsGqil24f2IGdt+XGBZEqwz75ekDjMpAODQbCPuDwO8DslfXVVCW8zisXWtOX8fuNrzAxoleTqjLeINqdASs0ilLTxOlZ88eAjDlERDOkunh6htSjKrxsNDb7TkfPbdvT1I6WV8VB+1T91HHe7ugyT++J3M6+Rj9+C8/O9IR2ed9DqFgL3NJj+8v460IRlf6mZ6lYeOWO5v4fE32/j6VcX9StXTC+8wCumw7/iKquZOg8Nt9gTCk+8ZrDzvNkKv/JSB61FEx9Gsl3PnRQFm13gyLXgfJ7THrAzZNIC9DX1U6K2Ix36G2lrLiikXEzjvfJ7aYhIN6ayeHaC08UVc7z2U9Tlj12sw9yo27onnbKehNUlBUKe+Jcl9LxzhG9eWfOKVhmP46GKMcBrDGD5OsBi2QDVNmzQYdtgtIT+gU5R4i/TmZwY/UzyN9c1BVswKIuWJBztFQYW/u76CXzzVSHtPmvPmhrnk7HAmYlcIUBQFIyXpiufGUfclLXY1prKUT9sO1vKD26twaLl7riq5vkIuK07qsR9jddltM1bzfpJP3IN2y89QVRemaWFIDdeEpbgcbjuC1h3k1b6p/PNjvcyd0M7Zk/2s3znYbrZoaoBoUOHZjd1ZUbl9KYvnN3Zwy8oIX7uqjO31fdQeSTCz2kt1oR3j0msIuntNfC61nyA6vmmVSq7hr5QwoVDjnjuqiCUs/G4Fn0Mec129qdzvqq3bIG3abXwDH1OFHEICDb8u0xz54MYSCoqaO1JVFXt2bzg4RJr067/NkE0A5oGNOGfuh+MM6IUge1ZVc7Cz7CrueXJw0HbB+HrSW36I7O0fGL79GM5L/gqzZD5SQp5bcs3iIFctDiPk6BQO+T7BlHIP1bHXM2QTgOztxtzxCsrc609IFBlSYEqBW7NTDf0Oye2r87l8UR6mJcn3qx9I2thAcT7S794+zsHrykBDBMtIa5IjnWm+elUQt0Mh7BEoWFSE+/tMj7H6uLMQzzU/RHTUgRBY4XL6tBAlDijJEEYnd14KAwp3XFjEr59rwrTstr4vXVpyxs/zgNrxg+Q2VHVoAMMghBB0JezjD7jE8Cz2KUBRBGnLVnxqQo7qnnK6UBLSmF7lYevBwcjxeRN9FIV15AdgEH4seDSJO6Ry0dl5PLp2UOXk96h4nQqXLsxj1ewQXn105zCWFry5s4f7X2wmbUpuXl2IYUqWTAtSENJ5en0bQoCqFLBoaoC65mzSKezT+ac/HeL7t1Ydt73+4wZFEZh71uUsNzY+jn7RTNLWybWL9aYF//JIQyZExDAsVEXBOYytgNupDD9uOw2oKXZSENRp6bKVn0LAzasKj6lGhkFvUIDepMVPNxRwx7LvUKk105Zy4q+YyPRQ3odCNXimMNxRleXrBA68hGytBcC940nOGXeEpedfCtueh1d34Fh4LUfPaSqF45CKylkTfexrzDYqryh08vZue/zS3mNgWGQ8D5OmoLnbwrIkqgLRgIrjJHzdxjCG9wtjhNMYPhJQVUFnn8AwIeQhR6nzvkAIkoZdtCsf0gepQ5NMr/by5FttWYa+VyzJP+7MSFqqKGddhaNsGqmDW+jyVfNusgbSfmZXe0Y0cBBIppRo/Oj2SgxL4tHJFC89ScHmA73sbuhj+YwAy6Zne7+oCpTlO/jNmuac9b65o5srFuUxq8bL5v2DhMKVS/IJebILJCXegtE1uI6+SReyNbiS53/fTnnUxerZIaJ+iOn5eCrnIVoP0OSo5l8fs/dl454erl6ez1kT/Oxr7GNcsZtJZW4cqsjM6g1FQ/8yv1OycIKLRRPddgEu4ECbxa76PoSwyamp5W4mFmknVc9JKfE5wOewlWbHW0d5vgNFZPsUXTAvjFc/c+lVXUl4fVs3Pb0Gs8d52bRv8Hu65pwoIffwhaxiJjGbD+SusKcVosfenpQgiiYOLiibyaM7dMAuHoWAcWrDINnUj/Rr9+G4ZjpJYZMeNgEw+tYzy7RYOSuI+9Xa3L817+uPMB++kLWAfUcMfrvmCD29JpctirBoshe3NpQEPL6i8Ogo99MBRViku9tp7JHU9wYojzop8g/fkngiSCnJ80CeZyBrXTIakqhXD0M0PPoNnwCqkJwz1cvMqhriKYuITx1s4z0DUBTBoU7J1gNxTCmZXumlPC9X2XUmYUmoazN54q0WhIBVc8L43SoFAQXLguff7eLhtW3/P3vvHSdXdZ//v88t0/vs7mwv6r1XJECAJBCYXkwRtjHYTnWcxIm/sR1jE7fEiRO/nF/sxHG3wTamhF5EFwIhCTWECkLalbb3Nv3ee35/zGpWw65Wu9IKCZj3f3tn5s7snXvvnPOcz+d5kFJy5bIw6xYFTuuYCAHRlKCjz8RmUzjaFqdS76Ck7y203kYcExaSDk8h9T6ardsUi89dXsLOwzHerosys9rNrGoXbu3cEZuOIbBYtzBAWdjOS7t6qClxcMm8AAUegcA15opHIaCpy+BXz7Zkt2mawuxqNxNKHPx6w+D2X29o4S+vKcvxdQx6NSJBnWjcorU7TTh7TX80ELZhFDa7C3kaKlAsKXOSaWtbktx6iYvWrlROmq0i4Mpl4TPWwuu3w93rK3i3KUk0YTGxxE6Jf+QWuCKfwnkzfNkKn0MtBk8eKaA3GmDX4Sjf+bSPshGCaj4MhD0KK2f52PjW4Phi2WQ7Sv2O46Q6gVYxE+Ohuwdf2HkUpXQaVmOmg0DY3bDoJqKGRknYxpRyJwfqM6LT4qleygvsJNOZ7+KKJSEcWmbM0haFf3/gKPXtKTwOlesvKGT7uwbrFvjRPoQVZXk+HOQFpzznPClL4dW3+/nd860kDYtVcwJcfV6Y4BgSuk6X9rjgoVfa2X6wnynlTm69uIgiz/v29qPGsiQTinT+4ZYqnt/eRTRhsnZRiOllmYqbkUiqXihdjFqxFBmXzJGw0sGYZrZSZgb3tuMMipOm4N8fauRgY+aH9MWd3XzxxgocNoWXdnVTVWTnjstKeacxwaQyJ/MneXl6aycN7Zm1ILdDxa5K/uTyYg42JTnSlmBKmZPqomEim20uUFSwTISviJfta/jlc0kgxlu1MV7a2c13Pl1N0AkxPQwlYXq6LUyrB49T5eJ5AaZWuNn0Vg/762O8uKMbj1Ply7dUMbnclSOSAaxdEMgOBqUcrGA60Gzw7XvrsqJPVcSBZUqK/P5hk+WEyIhyKUPicSo4VDmqiYUQ0BWD1h4Dt0Mh4leJ+AT/uL6Knz3dTEdPmrULg6xdEBhWNJQi4xFl18hWoo0VVVV4fV9fNhls7aIQ61d7kFIyscRJVVg74TlkqG60Kcsxdj2b+0C44qTvmwpUY7/0z0m99Esw03jsgyuvAlDkUL8eaSQzKW3jsGTss1vo0y/AOPxGznZt+iqi6RNPZBu7LP7pt0eyf//imRZUpZhVM90nFXa7EoK6liTRpEVFoZ3yoDIuJfYuo4v0pvtQ9r9Cpd1FYMFtPPDGNC5aXELZKBLcPlhIgi4IusbZRX0YjnZZfP1XdVkDWU0VfG191fvmxaGqCgebDe759aAwunlfH3etK+HZ7XHmTvBw/yuD7VsPb+qgvNDO0kmOUxY0G7sl3/n9Ebr7DTRVsP7iAiLN9yNqX8cEzF1PY7/oTowpa9/XdlG/Q3LhDCcXz/ZgmuY5XX3h0iXLpzhYMc3FMe8YaclTOltVVaG9Z9C/6rLFIZIpiwmlDt6qHdrG89rbPXxtfTUHGuI47Qpep8r3HzgKDCadflSwLImYuAS2PjwYNCIU9AVXkTRP/b7odQrKCmw0tA8uYv3uhRY+s66Ev76+PJNaimDpNC9lgTN7n/LZYX718T3FI7+XJiSfuCRTCff2kRghr05jR5Jdh6PMrHJR6PtgejaNlmhK8G5zkgklTpZM87H/aBwEBIM6pn0Roi1zr1VCJUMW05LbHsO+4maMZTcTjybY1R3gx78yKA7Vc9niMJPLnCya6kOQCTZo7U4T8Gisv6SIkpCd7YcTBLw6L+/uoX7g3OlPmPz62WbWry6mudc8zncqT55zi7zglOec51BLip8/Nej58/yOboJejWuWBZDvg3lr3FL44UP12ZSwNw/2c6g5wXc+XY1bO/dWcmyKZGqxyrSPZVKqzLTJWAYApmnhOb3OlRyauoys2HSM7//xKN+5awKFAZ1I0MZ3f1eX9f5RBNx5eSk/e7IRTRUsmpJJTHHbYG6Vjfk19mwbz3tJOgqwX3A7qRd/Qf+Uddy/KVd0iCUt9jckUBXBlFI7fgcUeDSmlTtZMTvAg6+08chrHUwscXLFsgJ+/lQTnX0Ge4/GONgQ4+ZVRTy9tRPTklx/fiHTyx1DPkfaUvjZU/U5FUZ1LQkumO2noy+N35F72zWlYMs7cX7+dDPxlMWsajfXrCigPKThOknrRG2HxT/9ZtAg/rJFQW5YGWJioco3bisnbWb8gd47uRICWvrgj6+08m5jgpWz/Kye78dryzwvZQqOdBj0Rg2KwzZCHhXHCfyNkqbg6a2d2b+f2dqJIuC21RGmleoYI6x2GlJgX3ANsqcVs24naHbs568n5a8a8f8GSAsbZvUF2MvmISyDq/v8bDtYiyUzVR0tWgU+VQdz8BywLb6OuOY5cUzdGJASrJLp2FauJ/X6/YDEtvhajNKRWwH31ceHbH98cyfnTfegj9Da1ZUQ/OixJvYNRJorAv7upkpmlZ9a1dwxVAFy91PI/S9n/q9kFO9r/8Pq87/KgcYgZUH32e0F+4CiaQqb9nTlpBUZpuSprZ38xRURDOPMVtcIRXCgxRgSzw2wpy6KXVeGGAYDvLSrh/Omuka8bk9EyhL84OF6ugf89gxT8otn25i57iLKal/PPi/56r3Ya5YSV9+baXhmkZIzftyHRUBbHxxtT2LTFKqLbHhsI1+0Uo6POb1pWgS9maqkGVUu+uMmT23ppDhoY/YE95DnV0UcFAc1dM3JP/6iNlvpdNOFhRT6PnqT2Zi7AtfHv42s2w5GCqV6AXFf1WmNjWyK5AvXlvMvfzhKW08ah03h6vMKKA0oVBU4WDjBSTptnnCcc7Zx6Zl0zCmldnYejnOwweQzlxd/aD2bjhE3BP/xcCP7j/sN/+wVJRT4dJw2gea9BKNhD6J5HzIRRXiHBojEWur5Tdv5dPZbbNnfh9+tccf8KJW9m1mqJ2lxzuU/X3dxpN1k3eIQ37urmtf39fOVnw+KV5ctDjGtwsW+o5mxgCUhZVj0x03IC055zlHyglOecxpFEeypG7oK9/reXtbMD+B6H87gpk4jJ5IeoLvfoLEjzeTI+K34WQja+y3iSYtC38nFhpGQEuTZGFgPw3CJOpbMRL4/8Eo7Vy0P5xhNWxI27urm72+qpMCnUuTNNd8+tio+XFuRKRXSky7GHplC0nKhvDbUBbwnavLb51oIejS+8YlKAg6LOy4r4cs/O5RtQ3y3KY65TbJilp+XdnbT0ZumwK/z5JZOVsz0o6pQXWTHPkzPfNqCjt6h1TWGJfG7h56wjV0m//VoY/bvt2qjeF0qs2tcnD/dfcLKo5Ql+K9HGnMM4p/a2sWKmX6qwgqakGjDFBelLYW2PpPdtTGOtiVp60nz0KvtNHYm+bN1EUDy2NZuDDPz3f38mRbCXo1Pri2mplAZMv5VhMTrUmnvGfyfLZkxVR/NhCmqh7Gt/SK2RAeoNuL20Kj1DcuSxFUvqFAREnz70zW8ebAfh64QqHThqPgmxpaHkb0taPPWYZQvGNeqipTixpj5MexTzgcpSdoCjPQvSwk+59B7RtCr5Zi2D0ddazIrNkHmGP/86Sa+9alq7MqpX+u6GcXY+9LQzxQ/gnRMzLQvnvLeP7ooiqAnNtSrri9mIsfYp+imHzXRjaW7iOuhEc+xY7T0Sn77XPOwRumqIujsSzO90sXm4/zqAKaUO0/5GulPyGFbj9tTroGQ9AFMA85GW/xZor5L8rVf1mIM+FdFgjpfvbUC/0BhiYlCZ7+JqgpCrvHtl5USysI665aECHp07nsh00LX3JXi8sIwXpea9Sb0ulRWzvShWEYmGv6Oalp7DPxulSKvctJ71IcRKSVRVzliRgVCDIw/xuEwRLzwrU9V0h21cNkV/I6ML6NhmBhDbxvnJE4tU4m3crprwLPpbH+iM0tDRzpHbAL4zYYW/u2zNXjtYCqFJC79f7TWHqE/JZhU5sKxawMyPtB6p9loqljLzlfizKjOiL1fXJVi4qZ/ylbQlfN//M1FX+W/3gxRHtaIJS1+8UxuyM5TWzpZvzqSFZwgk5wbCXy02l3zfLDIC055zmksS1IcGjpgLgnZhzWSPhOYpkRRhi7y22zjt5KQsuDxrT08tDHT3hD0aHz11koKz8G2vbFSGtKJBHVaugYFieUzfLxdF6XAr5McZiW9J2YwUzmAzVFGQvpzHutLwbtNSTp6DSaXOSkLqajHjQDTwkbaNwFdEdxycYyfPDEYM+x3q1kBrKvfYH99gqWTHHT1pYZM4mqbEyyb7kMICHl1+uMmPVGDJ97IVAycP3P41Xm3TbJmQZDHNg9W/SgCJpY4CLuHTiYaO4dO0N58p5+yAjuxlDihn0oiDU3DvLa7P01VePjYra44/PuDR6ltSaJrgquWF7DvSIw9dVE27+3jllWFWBZs2d/PrGp3tnKpJ2rwjd/U8s931hDx5l53irS47eII37q3LvuvBb0a0yqcox6AptBJOQaS3U4yD1VVQTSloKoSPccxQVLqF5Qv9mXbG/upQrv48wR8djp6UmdkQGxZEFf9o/rsAFPLHYS9Gh0DHh6KArdeVDRia5wQEE0M3Xl7T5qUKbGfxq3IUu0o4XLMaHfO9qQ9RFXEfnb88gYwpCCeBqfOWTFQPx1SKTPjVbcrt4rokgVBzPToZpRCgLdrH4lnf0yyuxm1ZDLuFTcTD0wkLUb2QGrpTnOwIcFF80Js3tubLepTBEyrdPGzJ5u4fXWE53d009aduTeHvBrnzzr1ZES3QxAJ6LR05wruYXvufUpfeBUpPXAuFm+MOxKF373QlBWbAFq60rzTkGTRBDu9ScHPn2li56EYlpRcvbyAdQt92DVBZ1TS3msQ8qoUuMUp+akBeHWLjy0J0d6XK0zf+3wL164sIBKwYdMEFQW2nJbvjA/bsWnCR+DLGgEpx98D0aHKTFrnSXwZz2UyVYMfDfE4aQz9kiQQSjehvPUCVnsd7qkX4S6agd3m4xeb2rjt8n/CaDqIIg0alHJ++LzOVcuDPPpaB2GfRmnvG4PtmgN7LKl9ki/d8EV0RdLZbw27wHD8PXrNwiAzKp2EXOPv7Zgnz3iRF5zynPPMqHRRXmCnfsDTx2XPlB/rwnxfbq6KApcuCvHkG4MCwrLpPiJ+lVHNMEdBY6fJM1s7ufHCIjQ1k7726tu9XLnEnyOmfBBxapIv31zJi7t62FMXZcVMHxNLHRxqStHSlWJyqQshOnK+y6tmSdQN/4GYdj7a4vUYAw6d0bTgn/9Qz5HWwcqlv7uxnPk1TizLyvkRThqQSFncvqaYgw0xwj6dsE/ndy8Mmor3xU2EAN8wpXI+l4pNE9x5WQnRhJlNCwG4eVUhhd7hvRWkJbl8ccbw+Nk3uwj5dO64tJjykI2OfouAW8lJgQl4hla8lBfa6YsaqCOUp7vtMKvKzVvvqQAsCgwVaCEz8fnVhmZqWzLHLm1IHniljU+uLWZPXRSbJtAU6E1aLJ7q5Znj2uQgI6wcaUsS8Q6d6E6OaHzzUzXsPRLD41SZVuEk5Bz/8zaaFmzbG+OJNzrQNYUbLihkVrkdVQwez/dOlg1LIHQ7Ug4V584Gfgd84/YqDjYliKcsJpY4KPaPbCQtJVQW2oeYwZ8304f35PZsI5KSGp4V6zEb7wYjc27IyBTsFdOo9GqM1z1uLAgBzb3w3080cLAhweQyJ5+7ouSc9M0biYkRnS/eWMGDG9swTMlVywuYUe5gtMfUlWwj9tB3st+L2fQOied/hnPd50m7Rm47DXkz97THX2/nzstLqW2OY1kwodTJSzu7+IdbKol4BffcXjngByIoC+snbfUaCbsi+fy1ZXz7viNEExaKgBsuKEIP9MOMi1E7j6DNWo1ZuZCxhtUlTYWWHhNdExR6FTRxbk5yNU3BsgY9+NIWQwQ4gM6+NKrmQDQf4TPVB6Ea6pUqfvBKF9MrncSTFj94qAFLZq6Hz15ewnlTXYhTvNi9Ngtvgcol84NseDOTrJlIWby8s5uv3VYxsLAxtn0rqkIiDXad98XeYCSkyKjuZ1Mgz/PhpjSkY9eVnDbpuz+mYz34j5jxgUrR2h24F9zKt/Yv5LIlBWxptTDFAp7b0UlvzGTV3AA1xQ6mVLioa06gpBND3ygdw6VJ0pYg7FUp8Os5FeQeh8riKV6qIg7cjkwAhFP94IqWeT4a5AWnPOc8QYfk/91cQW1LkpRhUV5gp9iX22Z1JikJaNg1hU+sKSaaMHE7VKZXuk7oaXMqtPcarF9dzG83tNCfyKxCLp7qJZoC3/D6wVlDUcRJV8BNMomCDl0iLQg6Jdcv93Pd8gBIyZEui18924xhSnYf7ueudSW8tLObvrjJVbNhUSxThpze+RS2uVdg6CEAjralsmJT0KPy9csMSmPPoexOoRZUYvrLidkLkRKau01+vaEFVYFZNR4meTR+eVxpshAwvcKFlBDxq1y+JMgTb3RlH/vk2mLq2xI4bQrnz/SxZKqH9p40PpdKkU8dsb3AY5N8/PwgH1saRFUE2w7282/3HyWZlsyqdvO5y4uzK8mVBTYWTfGy9UBmwGLXFVYvCBJwZczST3Saq0juWlfMvz9UT11LEodN4bOXlxA5gclzLJ3xH3svxwZPN68qwu8U2DUVAfjdGrFkrkjjtA3fQiqQVAQFlSH3wOcd+fywgJ64oK3XwONQiPiVkwqriiLYVRfnf58crFj7t/uP8o+3VZ1Sa6shBR39FjZNoGuCRMqiWOvBLpOknUFScvgLz5TQ1CM52pY55hOK7fjtY7sX+RySBTXHVaGN4uVlQYUv3lTBz55qprM3zfIZPm66oHBcWpOi3hpct34PuhuQmgMrVIlduDkbYhNkjFm/dV9d1gvonYY4377vCN++owrXGUyVG280IZlToTPzlnIswK5YWGPwwxK9TVmx6RhWZwOyvx3hrhpxglESUFh/SYTfPt/CTx5vpKbYwec+VorHLlg8yYlTy7TwuHWYWnJ8mmDm/udKtkFHHSgKMlRNbOAefDIqQwr/clcN7b0GXqdK2CuwLB+i7HNIaRKTypgnRu0xwY8fbeBAQxxdE1x9XgGr5vjwnYY4Nt7EDcGeIwk27ulhSrmT5dO8BJ3g0CSXLQryy+NS4gCmVriwxdsJvfw95ECy6gzdwZcu+grbjsR57e2erLjstCls3t/HnBp31mfvlJAWN6wIMaXMyatv9zCrys2yad5TSiVsjwkeea2dnYf6mVHp4poVhUQ8Z+H7UBT2N6Z44JU2AK5bWcjkYv0j2f6X58wScgnu+WQV973QSl1rklVzAky0HSQdz21Ldu5+kNWz5rNpTzdup8rW/X0sm+7HZVfYuLsHl0MFKbl0cQhbyXLY8zjHDwK0hVcRtTLjOIcq+YePV/Cjb/3SFAAAIABJREFUxxs52JCgqsjOn15ZSoFbEs5XH+b5AJEXnPJ8IPDZLOZUHNef/D5K+S5dsm6Rn/qONImURWnYRtjNuN7jywrt/Pyp5qzYBLBlfx9rFobwFZ8byTBJU3CoJcXbR2JUFTmYVu4YshouBBzttPj1cy00d6ZZPT/ARXP9eGwya4Cpqgov7+rOthgcaU3yi6eb+eSaIlamX8D+1qPI2EAbimZDisH///iS5q9ckqZwwzdIHzOF1u04L/wkzrI5xGwFRJOZY2lasPPdfkJejetWFvLK7m58LpXbLolQOpAAoyuS688LsmKGn56YQSSgE/aqzKnO+JnEU3C0LUk8ZRHwaJnKo2G+f12msMWaId6L9BYhHIXUdkh+/Nig0PVWbZQHXm3njtUFCClxapLPrSviiqUhuvtNPE4Fn0sl4lNOKqqGXJKv3VpBd9TEoSv4HCcWqOyaZGKJg4ONuStqJSEbX1tfSVWBhrQkdhVWzfVRGrbzX482ZPdXFrZlkgFHOPFHc1lKBHXtJv/zRBMN7UmEgCuWhLl6WRC7euLJeNoSvLCje8j2zft6mVYawhxDyURfUvDTZ1p4tzHOTasi7NzXzp2T3oWtvyCZiqNUzMR98Z8QtRViIehPgq6CywYHGtJ87w9Hs+dvcdDGl2+pIHCGUzMVJLPLdb59RxUpIxNpLcdpNV9KSdReBJGicdnfe1GERO1vwYz1ofgLsRyBEX262nqNrNh0jM4+g/Zek8rQB88UVcVC5RS81x3DtO3qdoTDe9JrTZGSS+Z6mFHtoqvPoCigE/Fk2ndg5GvVHWsg8YevQmrAr8Qdwn391zPnyEmQErw2ibdg4L5tSVQkmeDGU/juhMKDG1s50JD5LGlD8seX26gpdjCnwnZupM0JwZNbu3l4U6bd+s13+nluezf33F6J25ZZZLhqeZhntnXhcarcsaaQip4tyC3PYpuyDBSN5OYHIZ2grON1+qpu5kB9jOlVbpZO86EosGlPD49t7mTNggCFnlMfAh1LwFs53T2kKni0JC2F/3jwaHbx59U9vbzTEOfrt1fh0c+8SK0ognQySXtPko3vWLicKpVFTp7Z1sm37zvC3eurmFh0boyb8nx4kFJS4hP89dUlpAYWVJWmYZ4oBFJCbUuSVXMDJNOSl3YdN3aR8Mb+Pjbv62P2nZVMuPHrpLc8hEzH0RdeQ6pwRs7uCj3w5ZvKiKXAaRPo4sPvl5Xnw0decMozZnRdxTTNj1RwkVOTTI4cd7mM881eEWKIMTlAW3eKacXO8X2zU0EInt3eyx9ebstumlbh4m+vK8kxzm7rl9z9qzrSA5Px+19pJ5ay+PjKYHaEnPGjyfWSSJuS3bUx1nprMWKDnif2lbcRtwWyfUTlYRu6JigN2yltfjwngYx0ErP5IIqvCMIFRAI6Nk1kTbVf2NHNkqkevvWpKnSFgTaswc+uK1ARUqgY8AyLpSye2NqDx6Xy9JZOOnoHPXe+cXs1Ve+JNtdlCm33IyQ3/zGzQdVwXfMV2nomDDmcr+/t45YLC3AOnFJ2VTKxUIVC9Tgz9OFPMiEECVOgCIlNyfgYFXpO7gOhCcld60q45zd12eShNQuCzKywD0mWCTpg8WQn37yjhiMtCTxOlQkR+2m12xyjLwWPbe6gYaBFVsrM33MnuplafOKfJEUReIcx3PZ7xpbSpiiCzQf6efOdfq4/v5B7n2vmyxfF8W78UfY51tE9GJt+S9/yL/DLDa28MZAm8zfXl/HIpvYcP5bmrhT76uMsmzSyp854ICU4FAuH7YPj1aBIA2Xvc8hXf4kiLYTTi/6xL5MM1JzwNW6HOiQUQBHgdnzwxKbTIekuQZ9/OentT2S3OZbfRMpTMqrXq0jK/YJyf24F04ivUcDY+dSg2AQQ7UTWbkNMu/x9F3iSJmw7MLQys6kzxfxqO8YwvirvNz1xePT13DTAtu40DZ1pXHaFr/68luKQjXVLQsQTFgWiC9uGf8cAjCNvoZZNR5++kvTejTitGAGPjsepUteSoNCv09mXRtcUhBB87Vd1fPeOanynIXCfblpfY6eR09YO0NqdpqEjNeI9fDwQ0kBr3IP62r1UpONcMe0qHmyeQp/lYt5EDzve7efZ7V1MvaLoI+MtlGd8cbl0DMMklRr+/BFY2NVMcbEMVSFcPmRs0HIhNvt6/m8HLJ3mpTScWyntsiuoSuYatGkCm02n3zkV/dK/RwBRa/jfOE1IfHbIVzPl+aCSF5zyjJpoWrCvIcmOg/1UFtmZP8lDgSt/8xsPTFMyZ4KbLftzS3MjwXOjn647LnlgY1vOtn1HY7R0xpnm7cZwhEmh09CezopNx3h6axeXLw7R1mPQ1Z9Zab9kfpCNb/XmPO/SRSGU4C3YK+dgdTaiVM4mFZqYswJb6IXv3jkh43/xVhfvHTLLRD8MeDmEXPC126v478ebONqaZNEUD+svieAYoYrmGEIIth2M8dSWTq5ZUZgVmyBTpXDvCy186YbSHKNnW3/joNgEYBokn/4h06/4zpD9Tyh2YDvB3Xek+VzKEry+P8aDG9vQNYX1Fxcxs8KGNsp5eFlA8L27qmnuNnDZFYp8KvoJfKIUaVEREFQEjgme43Otx5OSvcelrR2joX3kyYqwTK5YGmb7wf6s4OOyKyye4h3jKr3g9b2Zc0/XBNGERdBsG/IsIx7n9y+388bANdkTNXh5dy9tPUP9WLr6jGFTE0f+GIJoKlM5NVLr5Olgt2tIKUmlzl5ipdrTgNz48+zfMt6H+ewP0K77NobqGvY1Ibfg4xcW8rsXB7+XWy4qIjT8009K0lKIpzIH2OdgRIP2U2E0bcanQlrYEQtvwjlpCfS1IbyFpPzlJMSZM7NSkMiOI0O2W131KIoYUyXheKCKjO/Untpcr7pCvz6qFMyxoqgqvQmL/njGb88xTBLpaHHZFJ7f0Y0lobEjlQ0FSSTc/NWlf4aMdmH1tJHa/Rz6hFtIA60zb+HrvzpMMp1530NNCa5aXsDmfb0sne7Dpgnq2+MDXmBnB7suhr3f2fUzLwjrnYexHs38pkrAs/l/uXr5n/K3L1Vx7cpCdrzbj8ehfmAE+TznDr0pwTuNSba/00F5oZ15k7wUe4evZj9GTA/jvv4eUvs2QkcdHSUreLS+lMKAjepiJ/MmuPn7myp4bnsXkaCd0rCN373Qiq4KPn9tGQEXIDPpwXnyfJjJC055RoWiKGzY0ZPtkwfY8GYXX76lYsz+JXmGEvIIlk7z0dGb5lBTAl0VXLuykPKwztnyUTke02LYpIxUSx2ph+9GrZmP68K7sOtDW0CWTvfy6OYOntrSld32hWvL+OqtlTzwSjsSyXUrC6kp1IiJMFRdgFIzdAInJew6kuYnTzYRTZj8z1WrsR1+M+c5WsVMLHc4+/zKoMI3bqtAaBrCSqMMjEIVRRBLZyYztmEm+5YQPL+jG5umkBhmlauzz8S0BMrxYk2sa8jzZH8nQT3BsmleXh+IH3faFD65NjJmM/ioIdj+bizXw+iBeu6+vSpTHTUKpASvHbyRs9f773UqTCl38uY7uVULJeGTi6s1hSpf/0QV++vj2DSFaRVOir1jrfaRzJ3g5kB9HAZWGeOKl8B7ntU/aTUbH8sVRXe+28/F8wP84aVcgWragBfYaOlLCR58tYMXdnZT4NP53BUlTIrop2wI/F5SluDt+hQv7mwl7NO5cE6AqrA4K0n0Zl/70Eaq7mZI9IN7eAVJQbJ2no/Z1W7a+9IU+HSK/eqYjk9fUnC4NUll+2EKevdib3yHWHg6PUUz8IQC6GP0eDkmKgkh0EUaE42ehGBvfZy65iQzqlxMLLblVHyOBynhIBWYBoFp47rfE2FIgWvWaszG/Tnb1YlLSbzPxtCKIth2IMbKWX5qm+PZpMal071MLLafdrWVEAI92YnR04Fh89KpFrK/McFvNjQTTVgU+HX+7oZySk7gi3cMvxM+tizM/20arHIqDOgUBXSGKyQyDElq5zOYzQdRi2pwnHcTQrOjXvpX1PbasmLTMTa82cnaRSHe2NfL7AkeRG8L7qSLqL3wtP7/UyXiV1m9IMiz2wZ/85bP8FEcPLMhA4oikLXbhmwPvfs0iyb8JRLQVMHF8wJnRIzM8+FF0RReebOX3784GCqz4c0u/uGWKsLOkc+lqKOYnuk38vCmDiIpG+EiQbcRp8Cn4VBMZpXrzKsuRkpJe7+k/MZygh41nyqX5yNFXnDKMyrao5JHXmvP2dbUmeJIW4rZ5foJXpVntDhUyeRSBzddWEQ0YRL0aEQCOi7t9AdNQkBHFOrbUzhsCuUF+piNd4MuhWXTvby+d7ACK+DRKDUPAWAe3o4SfpoJc26jKmKnrmWw3P6iuUG++du6nP39f4808v3P1fAPN5UiOZYsM/iZhqsWaOq1+Jc/HM3+/T87C/jLtX+F2PYACIF9/uXI4qnEHJEcHUUTFoUhO21tGQPspCl4bU+UBza243EqfOVKN0VWC5aq0yyKaYraKC+wMaXcwbtNccK+oef35UtCQ4UqXxEw6JECIAoqwennrsucfGxpiHjKoiRow+8cfUWLqio0dJscaU3y4s7hPIz6mFIcfN8rD04Vty658YIijrQms8krl8wPMqFI52QCmJCSyqBCVdacfOiA7WTVJpYluWCWnzf29fH8ji4+vqqIV1pUrq1ejl77WuZJmg1X2URKQjEaOgaN09t708yZ4CGasNjwZhdep8rtayJUFagn/eyD/4TgoVc7eG575rts7U7zrXuP8M931RDxnmLuec7uBVsPxvnxY43Zba/s7uFr66soD5ze/k0UEgb47Ix6Qqf6CoYemUAJOL0jvk5T5ECL6zFz9dGf370JwT33HmFZNcyN/RKa3kIDfDxDeuoauhZ8kpBnpOGPoDsBKUNiSIuWToNDTXHWTLaIdG3D2vM8emQCydLV/PRJiCUtHnm9g+tWFnDNUv8HehYhJRjl87GtuIXU5gcRqoZt5W2kw1Pe988STUmKjAaKRDtTrp9IXZ+TrhjMqnbhO82FLiHA2XWA9CPfRUlGsakavmWfwWFflBW22nvS/Osf6/nWpypHrnSSkssXBagqcrDxrR5mVrtYNNmDTZisnh8Yct++dFIM86V3ATBbD6NVz2WP73wiZYWoDckhu7fbFFJpSaHfhpE2qUwfRB7oQZl7/RmprDsZKhZXLw8xu9pNXWuC8gI7k0rt4xqkMhxSSoQrMOROkHYECHpslAZ1vn1H9UlTP99vhMh0CPTGLLxOBY+Nc8N7LE+Wtl7Jw6/mznFau9McbUtSUHVyr7iAQ3LFkhDbDvbT05/mY0uDVIQ1jp2Ix9o7g04IDlgD5E+BPB8l8oJTnlFhSTCHGdgMty3PqRF0SsJuDU2zYxhjSzMaiaNdkrt/VUt6wOtiUqmTv7mudEQ/nqSp0BU1cdoEARcolsXtlxRRHXHwylu9TCvVubKqFd/GX2dfY+x/Fe+8a/jSjeW825yku99gQoljyGotZDyb4imJ32Ex2inw0bbcxLRNBw32t5bxg09/C7smiAlHZhI8wikpBOysjfOzpzMm3n97EQSf/BapaGalNlAxnze8N/Ofj8BXb63ild29vLCzizvXlfDstk76YiZXLQ+zbKp7yAAk4SzGccVfk3z2R5CKIwLF2C/9PP04sCmSyrAKZISJ0Qw0oulMefe7TXGmVrjZsr+XoEcH4jnPK/TrY/JTEyIjSpyNiQpkBtrlAfjG7VU0d6dx2xWK/cqY2pyGO35xQ3CwKcmhpgQTS51MLNazHlnvxe+QfOWWclq6DWy6gj7RTa9xJ4ULr0A3okh/CXFHiM9eEeCe39Rmq/sWTvZQ5FW46fwA6xYHM0bimjWmyUMsDS+8ZwJqyUxLYcRrP8GrRk8ahQff0/6aSFm80xCnptBLOn0K7XUCDrZa3PtcE139aVbNDXLBLB9B58n/b9NXhnL+p+HVX4JlIpw+lLWfJ6mcOW+6A40JWrvTLC6Ko772Vs5j+v4NuGdcBp6yIa+TQFs/1LYkONyU4PmdXVwyP0hP1KCpPc611guk9zyeeXLrIYrfeZ0/WfmPfP+5zKaHN7WzaraPwDlgu3c6JFUPyqyrsU+9CIQgrvnOyv0i1HcQ76t3g2XiByLhal4q/1O6+0spGWYhYCw4zD7ST3wfmRxo1TMNXJv+m5rLqikJ22gaEJrbetL0xCwcJxGDnZpkwQQ7IV8B7zTEONySQi+zUx5SuOeT1Ty+uQMJXDnTomb7Dzn+h8poPEDRrFtwKJKqIhshr0Zn32Ab97olYZ7e0sFnryilpHcX/ld/gVk8CXXe9Wet/tlnk8yrsrFoYuZ39/2YPEsJSvV85NY/ZtrnARSV9NxrWRsqwGcfEHLO8rD0+HZDIaC5F17c1c3bdVHaetL89XVlTC7WzvrnzDOIxQnmOKZkNF+UlFDghsvmeRGCbEhOnjx5MuQFpzyjIuwWXDwvyIY3B0uo/W6VqiI7+Zvq6Elbgu6YRTQpqW1J4rQr1BTbKXJnHrcsxtVvxUTw6w1NFPh1DEPS1pPmYGOcwy1JZlcM38LUHoXv3X+Eps4UNk1w17oSFk9y4rVJrljoZe18H96uvaQf+ObgizQbtlkXk9RdiFiMirCNmeV2NEXSlxS4HUp21RigvNBOyJNJiBstxxtGT6t0sWSqDyGgNWGnwJ2pfjkZEiXb2jejwkZ1w/8ho4PntHZ0O0vPu4D7EhFe2NnFv362htqWJLoq+PLNFahC4tSHr8AyUYmXL8Vx6yREOkbcHuZQ3IEnLXDbxubRk7YEP326ha0DZrlLp6Xp6je4aF6QNw/2ZcVDj1NlwaSh4teJ6Ism2V0boytqMrfGTVmhc9SC33s5HeEqk2Rl4c0mCZ3ePcSQgntfbOelXYOG8xfPC3D7ReETxmM7VElV+PhWRA8pJpGVNSXUFCr862cm0NiZwuVQKA/q2DUJFtlI9rFOtHQFCv02mrtyBVS7TRm7D9QwjOQEIU7xy67vknzzN7XZmPYHXmkjbUquW+Y/qVBoCQ0xfQ2iYi5WrA/VX0ja4T9jnTdCQE9swOB/iMsbgEQbxrcsbQk27Ozj9y+2YkkoCujcvrqYnzzRyG2XRJhfFMW29ancPSX6qdRagAIgc/8ej04eh9WH2lUPRhIZrCBuD7/vq+GWBXF1oEX6LIhNNlKYGzMi5TGUjlrmTWvCCFad9v6VZG/OvR8AaaFEOygJVWQFJ49DxeM4+W+Vqiq8sifKT54YbHmeWOLg724sozqs8PkrIyDA8e6LJNsO5r524hJcWuba99nh7vWV7K6N0dSZYnqlG0tKvnhtEeUH70PdlRE8takriJ0DXWPvtzF30hXBfuO3sZr2g5FCKZmCCFSiGmfGB29Mn80UHGlPc6Q1SUnIRk3ERsoU1LXFkVJSFbFzwZwA37v/KP9yVw2Bs2fDlec9FHgU1iwI8uSWzuw2j1OlomhsrbtSnv3zME+ec5G84JRnVAhpcdXyECVhG6+/3UtVxMGahUGCZzgK/EyRtqCxy6KrP52Ji/apJ5yYjhf9Kfjp0y1cMCfAfzxYn/1RKgnZ+MJ15ZQMk4B9uqRNwflzgrxTH0PXFCoK7Ty4sY3OfgMYKjgZUvDfjzfS1JkZbKcMyX892sg/31lDiT8T9aoJifSVoFbNxazbSWLyat4uuJQN79oo62hldWUP4YZX6Kpejb24Cp9D8rX1VfzkiSYONiaYN9HNp9YWD0lGOxGKIpAIqiN2Jpc5URXBpFInv3o2U6WkKvCX15TTGzOYWOKgLKCgiNzXW30dOK0kKd1PJKhzsDHOpAKwte0fMu919TfgcZZxsCGB2wY1ERuNnSbvNCaJBHU0b6ZO6XgsBF0xiSIkQXcBh3vSfP/XDfREDQKeTLpZTYE26oFLa6+ZFZsAtr3Tx6cvK+H+l1q59eIIyZSFpgrmTXRT4B6dSNEfTfIvD3dgWpKG9iS/39jLV24qZmr52J2YXakORP0urM6jyIp5JAumgOY4awOt9j4rR2wCeH5HN5cvDlJ0Om1qEsJuCLttgxtOE5sq+czlJXzr3rrsPH5ymZMD9XEqCmyn3SqkYnLd+YX8+NHBljqnTWFSqfOUxeza5sQQzeHFHV1cNMdPeBSnjykFuCPgjmSutzM4R5USppZlSoz29QWp8RdDT/Pg4xXzUPyRIa9r7Da474VB/47W7jSv7ulh4WQvtc0JistVULUcAQTAOu5usHSal6A7t612rDjTXZhP/itGS6blCrsL9w330O8qP+V9fhBRrBRmT8uQ7YX2GEmXOO2WJMvmRbiD7xGdBHqggENNmSpSTRX85TWlAy1QI++vIyr57XO5n/fdpgR1bWmml2jZFlSzbC7q5GWY77wOgFo9Dzlhac7/E3TChTNcCJFZiXLIOPKN35PelRE8tennY1Yt+ki2ZUkJCUcR1BQNbjwHkgolgme293L/cUm+d99exfM7unljXy8lITuXLg6x6a1uLpgdpLPPJOAYnfdinjOPsEwuXRSkMKDz+t5eygvsrFkYotgrP1KJ3HnynCnyglOeUROwSy6d62HtPB+KkJgf0MhZQ8Ijb/TkGHx++rISlk9zYT+RCCIEvXFASPyOsQ92hYDth+IEvRp/eKk1Z/Da1Jlif0OciM817ulJLd0GP3m8Mft+uib4xJpiJkSGb92JJmF/fXzI9taeFCX+wdckND/2NX+FI9rKC3UhfvJ0O0KkKZplozMGxVOWU7zzXjpcn0GGwpT4BF/+eBlJA5z66FOiOmOwYXsXBxriXDg7wOevKaWjz+Trv6rNPse04H+faGLtohBf+XktX721kikDaWc2K45+aBO9m34HUuJY/nGuXnYxb+zvY0e95NqJi7H3PJ7znn2+GvpiBjddUEg0JfnN8+1sfCsjZvjdKn91bTmTI4PiUTQluO+ldl7e3YMi4K+vL+dHjzYSS2auj+5+g3/+/VG+d1cNnlGGDqbfM4A2TMmjr7XzmStKOdyUoCioM73cgXeUlVOKAu0xlVk1bnqjBqsXBNl2oI9fPt/JN2935Qh0J8Np9pB+9DvIzvrMhu1PkF68nubqyykPKmel4PG9xyu73ZRwyjVcZwYpIeRVuX1NMSnDQlME7b1pHnq1nZpiB/OrT88MWUpYMMHF39xQwSu7uwl5dVbO9lMeUk65fMppH1o35XNr6OfofKksoPDlWyr4zYYWapZ8gam9r6I17EZOXA5Tz8dUh7ZjtXUPTR/cWxfl+guKME3JgzsSTJt7E66tg23EIlBC1FNBRWGaFTN9nD/Td9r3cLVlL+ljYhNAMoax5UG0VX+BIcc/yUgI6I5Da4+Bz6VS4FXGHGhwJkhrHmyzV5N+48Gc7WpRzbgILQnNh3PdF0g98l1IxTOtWSvuolMr5rNXCIQQlAZ1gk45qvdLpOWwARPxZO62hObHturPsC2+AZAYriLiYujvsZSDPj8xHGhL1mObfRkgSTsKSOeH7+cUXe9J8p1d4+aprV3sPtTPqrlBgl6NN/b2MG+SF1NmxhJ5zi1CTsml8zysXeBHE5l017zYlCfP+JD/xcozJjLtM+awjQofFNr7ZY7YBPDrDc2UhSupKNCGmIPGDcGjb3Tx5BudKEJwzYoC1szz4RiD8baqKuw42E9lxEF3vzHk8UTSGpp6dgoIkRHDFEUAgoc35YpbaUPS1ZemYoab4SKrnDYoC9tyjJKBAe+gXJLCRbejhvtergXg79aozKn9KcqmvUihoM5ZjdfsQNUKAYEwTbQx2G70pwRf/01d9ngdqI9z2eIQCycPjQTvT5jYtIyw8OvnWvj6reWoQqK37iX53E8GP/MLP2Xi1RH++c451LYkMEKX4uytxTq6B4RCYtaVPF1fyOVLfCyc5OJwSyorNgH0RE0e2NjOn11ZglfPJFZteaefl3dnnmNJaOhIZcWmY0QTFp39Bp7Q6AaZkYBGcchGc+fg9xDwqNg1wfyJLkr8KsoYKvJa+wX/8scG+uOZK/eV3T2sXx3hhR1dWNJCEaOfyCpdRwfFJoBQBYbqJBWL0uf04T0LqZVFAY2KQjtH2wYNd2uK7RT6xmDmfYp0J6Cr3yToUTPePaN4O1XAbzY0D2m/6uw3iBt2Tnfh26FazKvUWTq5FAuLdNI8rV69iSUOigI6rQOijBBw4wWF+Byckx3VQsD0Up2711did+gIoxopTQy0E7aADhcOMLncRX/cYGqFi837JG+7lrHs6gpE3XaUcDmyfC7VjkLuqRJoYmxeXsOhKALZ2TBku9V6CCOVBH18zaGEgENtJt++70jWa+/mVYWsne9FO8s6rWkBM9eipxOkdz6DcPmxXXwnSW/FuOxfSoiHpuG49fuYve1YDh+qJ0LVQN/pWD1Y/C6FpdN9vPb2YLKlXVcoLxi6ypDCRso9too1Q6oYjqGVeXnODdJGbiXMzGo3L+7o5tZLIjyyqZ22njTzJ3moimQqgUOu06uEzHNmME0JpkHq5E/NkyfPGMgLTnk+UsQNkTMpPUbakBxpy3gqHZ/kJATsOBznsdczfd0mkvtfbqOqyM6cylGWq5BJdJo/ycPjb3SwekGI/9s0mIahCKiK2LFrp166G0sLaltT1A54ByTTFmVhO4n00B2aZqb1a7h5l02R/PlVpdzz2yPZ1dprVoQpCQw/cRdCoAioiejM6H4OpWlv5gFpkdr5DO6qedy/pZc9dVGWT/dTWmCjL2ZQVWjDfxL/goaO1BBx7pltnVwyP4Cq5HqlFAX0rG9LNG5hysxg39z70pD9GjufpHjdfArcDsABl30JW6wNVJ2YWsgVpjIwkZZ09A0VBw81xkmmJF4dEIKNe3pzHleEQFMFxnGpcboq8LlGryI4Nck/fLycJ7Z08VZtlCVTfVwyz39cu9XYBqoH6uNZsekYz2zt5K7LirDr6tgS7szBY9I/50aeTi4qy7f9AAAgAElEQVTj0RdSOO2d3HqxzuJJjnGfrKpqRkA9UTKaXbH4uxvKeWpbF9sP9rNgsodLFwZG3bZ5quw6muIHDzaQNiU2TfDX15Uzq0I/qbYTcAluuKAoJ4J54RQvdc1xVkxzj9vnSyaHVu2cCgGH5Cu3VrK/PkFv1GBiqZOKsHpOx+xICbqwCPtstLUlOWbYfyLKghpXnzcYbe93a9y+OoLHoeBxCOZ+ogJNQEKGUUvmYlkD1YWWRB1lEMDJsCyJEpkwZHu0aiU7jgiWTmZcV9zjhuCHDzfmBDv87sU25k1wUxoY/2qqsRLXAqhLbsc2/2qkohFT3ON6ykkpietBCAcHNnDK57RLk1y1PIzPpbH1QC+lYTvXn19IxCeQZ8gDSwpBc2+mRdqhK9QU2XDbJIoAR6oTkn1IV4iE6j2XL9UPBWGPwtQKJ/uPZirEY0mLdUtD/Oyppuw1++Y7/QgEf35lBHHW7N7z5MmT5/0nLzjl+cggBGx7N0Z3v4nLruRUoZQMVJPUtST49OpwdtCpKAov7RoaRf/6vl4WTCgatWGmlDBvgoutB/rwulSuW1nAc9u7CHp0briwkJoifUTzZZsZxepuRug2pK8E47hL15CCe19q5+XjPGxWzQ2wcXcPF88Lsqc2lnMMlk33jvheFSGV791VTVuvgcehUuAVaCeopnHpklsuLqKtqQN7/ZYh07l4cx2PbQ7TFzPZdSjKipl+uvsNjrQluOcTVSP6vyjD9HmpQuCywd9/vIIfPtxIf9ykKKBz7cpCfjGQPHf1eWEcWmbyJkLlwObc/YbLMY6r7kphI+XKJFbZAJsms/PS0tBQUXFWjRufS6EzbqIqFjOq3Bw4rg3xpV3dfOrSYn76ZFMmVUfAn15ZStA5tlbMoBPWrwphmCE0lVOetKiqQnyYVo+0Kakqso9NbAJkqALh8ICq85pYygNbMwJuyjD50aONFH+iipqC8WsXaOyRvLy7m0Ta4qI5ASpCyrAtgAGn5JYLgtywIoiunPnY6e44/OChhoG2vYzf2X88VM+/fqbmpGIqUnLeDA8uu0JvzMTlUGloTzK51DFgSn9GP/opEXRIlk2yA8faf0Z3fBOGoLHLwDAlpSF9xHTM96IqEl2msVQHqTPcwm1TJdcuDbBypo940qLQr+GxHWunyjWIH+s1MxaUcCWpZZ/Etu13kE5hTD6fN5QlbHm7l2XTPGANFcFPlVhS0t47VJTs6DPo6s9U3JWHbVSEFTTl7AhQpiWIq/7MH+ewaJJJ31S4dkWQNQsCuOwKHpt1xsQmUwoONhv82x+PZheHIkGdf7y1gpLOrSSf/k9IJxDuIO6rvkTUW50Xnc4gmpD8xZUlPLq5iy37+4jFDSoK7UPu5dve6SOWLMJ3+oGkefLkyfOBIS845fnIYAmF597sprUnxe1rinl8cwf1bUmmlDu5dFGIHz/WSNirkzbD6ANjayklU8qcvF0Xy9nXxBLnmCcdHpvkL66M0N5nYVNhzYIAqsiINiMJQPZ4C+Zj34HuZiRgTV+NsvRmLD3TWtbWa+WITZARPW69OMILO7v50s2VPLm5A7tN4aplYUpPUK10DCklfgf4HSe/PViWZMlEF61hFcuaiujblPN4h1ZCNDFYWbPp7R5uuSjCnroom/f18bFFJ47bLgvplBfYqG8fLG6+dmUBPrtgRqmN791ZTX/SAiH43QutFPg1PrY0zMKJrozYJECZuhKx6+lshLKwu1GmXzTq766qUOPmVUXc/3IrpgWVRXZuurCIvUcTvHmwj0NNCT6+qohIUKelKzNxs+sZD53pn62hs88k7NUIu0/N5FZaElUM2/04aizLoqLQjk0TpI7zOrpyWRiPXTlh1dCJiNvCuG+8h/76Qzyzaajy89ahPqYWuknJ04stB2jqlXzl54ez1WzPb+/mGyMIWtKSaO9JektZgl2H+onGDUqCOm59fGZd3VFziHdUMi3piVn4HSefnIecMKvKxcY9PeypjXPJvAAzy3Uc8RZI9iPdYRKa/wM9SexLCr7/UAPvNiaATNXQ12+vHJXRuDvVhtpZi1H/NjLeh23yBfQFp+F02k8pGXE0KEIS8QrwZu6RZ+PYJ2wBXhbn45g9A4cmee6gxs43U9x4oRN5IiVSQGuv5EhbCocuqIrY8Y5C2PM6BBVFdo625lb99icsfnSc6fxdlxezbKKOTT/9a/rDikTQ0W+RMCSFHg2bap1RgawnIXlmW2eOb1RLV5rdh2OE3vgR0ltE48z1NCQDuI9aVE9MY7flv78zid+RWSS6cWUImwaHWoeKw0GPhi0/88qTJ89HjPxtL89HBlVISsI23m2K87Onmlg5y8/KWX7CPp1fPtNM2pAsne7Fpg1O8C1Lsmqun5d29dA10N4VCeosmuw5JQFBE5Ji37FJujXwHid+vq5YmFsegO7BlCVl7wbkhCVQOgdg2JX/jOEovHU4yqfXFvH3N5Rk3su0GO9RsK5KysI2XOfdSKJpbzb1R5mwmNe6SrCs4R2/GtqTmQS5E0weXbrk/91UwfbDUY60JDh/doCykIYc+HLcNnDbMsfy81cVY0qJLqAvCbUdFn1xk7C3mIkf/y6iozbjsRCqps9ZNGpjX11ILl/oZdk0L/G0RaFPpbnL4NcbmrN+Nt//41HuuLSYkpANVYGSgIZDk3hsgkL3sVvsyO+nKhJ7oh0sE8MRJsX4TQykhPKQzp9eWcbmfb109xssmeZl8f/P3nmHyVWed/t+T5kzvW2v2iJp1YUaEgIJhIpFM2CQqTbujhPsJC5xvs8tX+LYOHZiO7Gd4opNbFONTe8gQBQhECDKqku7q+1tZqfPOe/3x6xmtRqttkoseO7r0nVp35k5c+bU9/md5/k9szzjFpuOLm/AXo4yu4Lyxg5auoYHq0VaCO3Np7HmXkAaDcMMo4dbUVIxZCoOvlJirophWXonQlEEz78VwrTA79ZYd4YfQ1c41JGkrtg1cvB9DJGU4H8eaOOVvREgM9n/+vVjEzxGIxM4DBfxHDYFv2tsmSBSQpEbrlztRwgB6STGgSdJPP5zsNIIpxfXpf+XAXfN5Ff2HeLNplhWbALoj6S5f3svH14XPGnmh90aQDS/SvSZ30JiUOx/+xmss2/kdd8q5lTYUN+jJSkJS2dBrc6//zHEwbY4kKS+3MG8ahc/f6STS1YWUHhc1WVTj8XXbz6YFWaPZrqMlkWhK5LPXVrOd29vpqMvhaErfPyCUu5/oWfY++7Y2kVlsIT6kvFXnAkh6ItJTAl+h4LyHtxvSVPw4Mv93PVMF5aEykIbX9xSSXBqLbeGEYmb2XvQsbT2JFHcQd6cfyP/dH8aKTPzloaKTv72igriSUlnf4qAW6PQo0x5o5I/e6TEGHymVxnUOLPBw4uNYSCTYf7pi8twaO+MmJ0nT5487xR5wSnPnw2WKdm0LNOdK5a0eGJnH4Venc0rgoSiJgtqXGxc4s8JhIIO+OePzKC5O4kiBBUFU5clMRJCgGFF0eIDpFVBWijD0lxkdxNq1WJMU1Li0ynx67QfM/msKbHT0Zdk+Ww3AacyKDSdWsJGGc6rvoPoPwKajaiznGd+1wXHWMyfs8DHK3vD2f+PVpLotUs2zQE9cJD0G8+iFM5A1K8kYgw3TxXSQiPjZfV2S4I/PNNJU2cCXRNce34JLzVW8sahKBDm+g0O1i/0oAqJ3Qyj9jVBOgGBSqJGca6QKCVBZ6b9uRDQ2Z8aNtFPm5Kf3t/K9z5VR7EbxiPoCQHJlInS9jrJR38AqThq7VKc536cqF4w5uWMhlO3WFBtUFVUCAJ8DoGhTO6YsCzJlWsKeXXfQFZ0KfFrzLcdIvnMbzFmLEVxFKDs/CPSZif6/B3ZzxobPo2sOxdzlK5bpiUpCdi4aGUBtz3VkS2hnFPloNQz+jrua01kxSaA3oE0r+/u4aKGONJMY7qLSTBa/duJ8TkkX7iyku/f1UI8aeGwKXz+ykp89vEF5ZlsO4kr0kri0f/OjstoiMQDP8C85J8RdjeWBW39Jt3hFIVenRKvgvbO2+yMiKIIDrXHc8Z3N8dIW+KkndCUcBvEw0Ni0yC+Xbezv7wOr7OUqsA0/vGTpMgNn/9ABc3dKdKmhdNQOXiwg4Ca5nt3NPOVq6uy5vyWUPjfx4cb0Lf3pth9JMHy2tHrdko8gm/eUE1vxMJlCFp7Uhw8br+Foml6IxJNU0mlxt4yJGUJnnpjgN890UEqLVlc5+KGTaUUOt9b0XZTd5o7nh7yZWzuSnLb1i4uO7uQaNyiNKDhVKf2Huw0VJbN8uScY2fUOYkpS/nptuHXoc5Qmt1HkvzwrqbssfLRTSWcu8A9JaKThSBlCZyGwBzHMfJexlAln3hfMZtXBBiIWZQFMtftU13uPdW0heFAWxy7TaG+1DjGSzJPnjx5xkZecMrzZ0V5QOXGSyto6UmiCAh6NKoLDc6oq6XAo4741Nxtk8wpO5p1cmpvtoqQOHsaST78Y+KhTtTK+TjWfYTYE7/Kik6ioCpbFmbXLP7PNVXcva2bXQeiLKxzMbvSSW8oxeWrg6jj6GY2UQzi2Lr3YDbtQvhLkRWLkJqdv9tSyfbdEd48HGFxvYeOviSv7R/gMxeXUV86ehaPIkDdvZX4U7/KDDQ+CzsfxLnlm0T1YM77eyMWj73SmzWGT6UlNz/cxg2bSgcFJ7jl0Q4W17qocYQwH/xX0q27Mx/WjUypmGvGsGWaUrC7NcltWzuxLLjkrAIW1bl4bf+QkCEEaGO1LRKCSDLToea5twb40/PdBFwF3LD6/zHrtR9hHngZpagWdcmWnC5mk8FQ5aAgBlN1DJf7FL73kRIOHexAVyxmpHfje+GXmeUnBtDNJMLpIb7ttmGfSzz+M4zy+USN4hGXbVmSs+Z58bo0bn64NbstOvpS/OvtTXzzhmoMdeTfIYTg8HENAj64QuW8vltJ3JIxk1cq5uLceOPExD0J8yp0vvfJGvojFn6Xis/BxMu9wl05Q7KvjTcb29gVKmBOtZPv3znUHfCGjSWsX+SetsbdliVZWOvi3uOyZdYs8KIrJ2+QIFT9hIeolBlPnOauJLVFzjF76J0OhIBEGrRIBzaRQriLSImxN5Y4FikzRu0UaNyztYkry/cxf/+dCGDTsiuJRAN4jEyaU9qUdJ4g06V/II0QxpgOD7sqKRvMvE359JymB6vn+XBq1rjEJsgIMb9+pD3796v7I9zzXDdXn1eIY4oFmHeS1t7cnlY79w5Q6LPxp21dlBfY+OKWqikV2gIOWFDjZCAe5ImdvRi6wnXnl1BXrJHW1tD1wvBjYt0ZAf7rnpZh95RfPdLO/Bonxe6Jd3kQAlpDcLA9TiQSZ6G/j2KlF3uggLS7bNRM1vc6dk0ys/jYbTA9r9cjsb/L4h9vOZi9Xhf7db5ybTUB+7vrd+TJk+ed5c/7TpDnzw6bIllQbaMsqJFMS4q8KrqQgIBpkurviHcQv+ubWXNYs/kNkmYSffYqUo3bMBdshqKZwz4TdMDHNhSSNMGmZYIFXbHnPEnLdPuaWtNbVVXQdz9N7PGfZ8eUYAWuS78K9gAbF7vZvDRjVB5NObnkzMCovlVHMdL9JLf9fvhgpAfRcxhKcgUnS8IbByM544njTLP7BkyUgT2kjopNAKkEqWd+i775S6Tk0KXxYFeab/++Kfv3v/+hhU9fXM6bh6LZoGzziiABxwhtjhWFRBocGvTFJHc808XW1/sp9tm4+KwCHDaFA+1J/vE+uOmCG6h8+puYu59FW3QJpphY9s2pRhUW9lgnRHtwu/wUN/0S60jj0BsMJ9JdjAi1ZWpGjy+rtEyIheAkghNAuU/QE7TlCG/tfSn6olbGb2cEjvqvHUXXBGsDLWjPDXUutFregrefQln0ASwEsbTAUBlz2Y+U4DXAayjAxLtMAuDOFb0UbxFNYYMHtvdQ6LehCLLdJX/zWDtL6l0EJ1Ee2BuDrlAav0ul2ANSTm17wboSG1edW8Sdz3RhWpI1C3ysHqVpAUDKXYrhLwXNyGQfDhKadznP7pBcV6tO2sfJQiFpShza1BjMDwzEMRofwbbz1kwnx7I5ODbdSMxWOOFlCgGXVrXieea/OGpd7n3uP/Ff/H9IshgAuwabVwT4zaMdwz47u9IxIS2ywAVfv76amx/uoL0vyco5XuZUGtQVj2+6KEQmK+J4Xtk3wMZlgWHdYN/tlPhzH57MrHBweDD76Eh3kv99rJ3PXVI6Zd3JFAGzSlTKAgE2LfXjsCn47Jn7qrOonPVn9PHgjqGGJzZNDGuUApnrV99AmmL3xEu4QwnB9t0h3tgf5nPz9+N95CcgLdKA7byPwKwNf/ai02SQQtDWnzH3z2S2itNWBmkpCr9/onXYfa2jL0VjU4xVs6bn3CRPnjzTk/xdIM+0Q1EEiiJO2dNrISWFrkyb9Wn5tKmvNacTkdm6B23tR5FnXIHwlGKJE6TTSIlNAY4zTu6Pw54jCcIxkyK/jb1HosytclJfrKNNQdt4V7yN6LO/GzZm9bSgdO+HkmVIKUkPllzZVRh3YH7CqOnE6+11KswoseeUGdj0ofIbVcmUfsmm3IwSq/swqpUkJTKXRlVVeOq1npz3bW8M8eWrqtixZ4AFNU5mldkQx6+TgLYQPL2rlx27w9SV2Vk1z8fzb4Uz5VG9SX7xYCvXry/l14+0YUk4GPVRqWoo5Q2kVdt00UCHoSoW9sPPk3joxxnhSNVwXPBZEroD69BORLACY9ONRGwB7D5Q2hsRdnfWuB3I/O0ePRAXQJE39zbltqu47RmR52TMKNLZsraIu57ppMin4+t/O+c95v6X6Jt1Ob97qpu3Dkf44LnFOA0Fl6FQUaDjHEf5rBACTVNIp61xixgJVxm28z5K8qmbM5mMhpO25Z/h7gcy14KecAqnXWUglhHvLAsicYugc/ylZUII3jqS4q6tR/jMGkFhdADVcqEZdnrVYjoHLJyGQtApJpVBZaiSi5d7OWe+B8sCv1PknicnIImBWrYI5wf+L/E3n4H+drqq13FvSyWXnFVAVaFtwoKTEIKOAYs9LVEG4pkSzVllxqTKpNNSkG7dg2/H/2bHZOvbWNvvRFvzSdLWxMr/Ct0qouWpnMuA0vgEWtUS0mkLy5KcPddNIiW59/luPE6Nj2wqoWKiJYcSagpUvnJ1Gf0DaTRh4nNpcKJ7zskWI6HYn5vhVZ3tjPneEZyqC3U2LQvw8I6Mf2HQo7Fqro+f3j9kvP7q/gixlMSpQywtaOpK0R9NUx60UeZXJyQiSAkuXeLSAazsfTUtFd5/VgFSCB5/pY9Cn059uYMCr0Z3aGhuoamCIt/k/ALbelPYNIUNM5N4X/jpsNL/5JM3Y1QuIu0on9R3/NkiBM++FeVnD7Riyczc5a8urWRpnY0pmLqNykCcYcfLUUIxEzG5W0OePHn+zMgLTnmmDUJA5wA8+2Y/rd1Jzl3kY2apjj7NrDosBJFkJmPCqY0tU2c8CLv7hGO9ShCb2z+uZfXF4Ru/Ppw1PFcEfPzCcm76/WH+6tIKVtSNreTipOubikIqkfuCmVvmMV6Sug/jzMuHZTkJh4e0v5r9nWk0VaHEp+K0ZUTKoC755IVlfOu3h7JPcy88M0g8ZWLoAk0V3HhpBX4niOK6nO/T5q4lqTqzQo+UEq8zN9DyuzXmVdiYWx4Ycf/3xgS3b+1g+6Bh6JHuJK/uj/D+swq57alMNoJlQeqY9B2nZiLsbrRllxGfYJB6qtCFSV8ohj3ZizgqNgGYaWIP/QTHtd/FRGDqbgaEAyTE9QCu+pU4fCXEnv5fZLgL4SnEuPBviOj+Mem9RV6F69cXc8tjmW2mKHDjZeW4baNPeA1VcskKLxuWBYlEkzh755J48+Fh70kuuYIf/rGNPS0xPnVROb9+pC177FQXG/zdlsoxeVaEE4LtewbYsWeAFQ1uls10j6lT2FHSQkfO2oC9ajGtR7p5q8/Nbx6BeDKznQu9OtFjOj4GPBoF3pN3nBx5XeG2J9v59qYo1nO/xWzdjXR4kes+yX++mOblA3FUBW7YWMqaea5JleUe7Xo5+NeYPxdTXMR8DdjOnUdPRNLcmWB1iUrQreKzT9x0tz8BO/dFeWZXH8tneznSlcTQVOZWaBOOoBIpMCKtOePWvhfRzrqOtJJ7TR8LlmWh+0tzBCfhLR523XHqcMkKD+sXe1GVzHE/2eu6JqDAozGZaWJ9mW1Y+bHbrnL2Ah8Bd8YPTyeJJTTS1rtbfDJUyTVrg2xY4ieesjAtuOn3h4ftg9mVDgwdEqbgpw928NLucPa1v7m8guX19imdS7htki3nFBDw6HT1p/jRH1u46rxi7tzaSVcohduu8rnLywlM0tjcbstIZV41OiwbMYOEaD+8w4KTEIKBBESSFj6nOmn/wtNFx4DkZw+2ZrNaTQv++94jfONDM6gKiFMu+IQiac6a5+NPzw1/OFdbOrHsyTx58vz5khec8kwbeqLw1V8dzAZ7294M8VfvL2fVLMfpN1kc7KyTTEuCLgVtMODqiQl+8VAbr+2PUFFo48MbS6krsU3pBCbsqkTOXItt79bsWN+Kj7O318lS3/ja2L/dFM+KTZApx9n6Wh9LZ3n47WMdLJwxY9LrbsYj2OauJfnGE0ODNgeKv3RSy4XMBMucsxHDW0z6jcdRimsxG9bxhVtjNHf1A7CgxsWW84p4/OVe+qMmm5cH+M4n62jvTeJ3aRzqSPB2U5RPXlTO7HI7AUcmCE76ajA2fobE1pshEUObtwaxcPOw8i3LkqxZ4OXB7T1ZY2xNFbxvaWDU/dATNrNi01HCURNNGx5caUrm79KAzqwaD9q8mxjQcoXFtCVo6zfpj6Yp9usUupRh2SJCZDKyTNOa8smgENDSFeNrv+viK2v7qTu+RC6VwIxHiHprhw1LCQNGGXpVEcaWBkjGSRteIqp7zOuoIlm/2MOiWhf9EZNCn0aBaxxlUFJSXWynszOFacxDrV2GeWBH5ncVVNPtX8ielmbmVDt5ZW94WNnJ4Y4EbzfFOHPmycsHUpbgx/e28uagT9jrByLsqB/gry8pHVcWoYlKxF6KWVbGXVubCEUz3jDrFvtYWOukqtjgUHuCujI7n7m4HJc+MWEhkrD42GqwXrwVc7CsVMZCpO7/N95/9j/y8gEV04JfPNTG7Moayn3vnPiZTJq4dZhXPuShN5njuzts0t6bpKHKxd3butBVwUUrCygr9HKChJwxYdcFcWduxp4onYWp2iecSGuaEvu880nvegxSg1mbNgfK3HNzxAlpgUPLjE2XYNCpSf7iolIOtCfpDqUJuDWqCnWKtX6U3c+RfuNx9IIqnMvfT9hZPW3WeyKo2Q60Kn1xhbPm+Xjy1UxJm9ep8tH3laIiOdxr8tLuMJoqOHOOl4Bb494XummorBjMVJo6DFUSiZk8+nIm8+rXD7exfmmApbM8lPk13DY56blVqU/liFulK+RDuALZLrUAaAbSUzSp5U8W05S8dSTJf/zxCOGoSVnAxuevrKRkDE0n3ml6w2ZONngiZfF2U5QirxvjFKc5Gbogmba4aGUBW1/vw+NQ2byigELv9HoYlidPnulPXnDKM2042J7I8Rj4/ZMdnFE3A+M03t/SluDJXYOddUzJrAoHn720HJch+OEfmrO+FC1dSf7tjma+uKWKueXalD2d7IwbPJK6mPPPPgeHGaZXLeLXOwwuPGv0bCoThc6QSSyR6YwzEM81eQ1F0pQX2Eikp0aYkIYHYTgxll9C6sArKL4SbLPPIuEqHTHQUhRBx0DGi8fv0ij2Kegj1I8lVBfJ6tVotWdjIvj1E900dw1NancdjLDgkIvn3wrhdWo88GIvm5b7mVth8J/3tbN9d6aU65EdvaxZ6OPjGwtRgJSwYdadh1F5BsJKkzL8xGVuNlOpV+HbH6vhjUMxLCmZP8NJqXf0p4uamsmCS6WHv1E5Rm9aUOuiutjgC1dWUlti4DAksRMsK20J7tnexx+e7c4u44tbKllUbWBZkoGUoKkrTTSewOvS6ehL4Hdp1BTZ0FRo6UmTSFkUB2yEImk6+1KUBHQqAtqYBBHVSnLLU/3EkhY90kudZoP0kFGuMFxI58jZdylLI6UG4ejT9HEedyqZYK70aHndBI/buObDtuGzGOE2pGVieUrRUgb6YGnJ/tZcz5mWniSK4jjpudcRMrNi01Fe3RehM2xSNg6xJm1Ba59Fe1+ST1xQhtuhZMoKPQqqkHz92ipiSYlDz7S0n+j563MqGPEEZvNbx70iCZodQNnQb+tLUe4bvdvZu4VowsTr0rhjayeQaSxw+9ZOassc+CsmNiVShYVROYt07Sq0A88DmaxU/ZzricjJTbOirgqcV98EHfsGa0zriTpGvrZON9y6ZFGVjlAMkBKBhXjpHpI77gHA6jxEav8OvFu+QchV864WnY7it1tcv66ADUsDJFIW5YGj4g5E4xbFfp3Lzyni0R297DowwKq5PuIpxi04KQqIaG/mUHAFsY7zZpRScuEKP0Jk7n9Br868GU6qCjJZPlOxrXVFsmiGnZ5oOdHyL+J68gdYoU6Ey4+x+a+JGoXv6LF6uDPOd24d6szX2pvkX+9o5p9uqDrlgs1kKfJp2DSRfdgF4HGqDMQsogmJMcnstNEocCsEPBpPvNLHeYv9ROIWNk1k/CrfCydqnjx5ThvTQnBqaGj4MbAeSAADwF83Nja+NPhaCfAboAaIAZ9qbGx84R1a1TynkBPdviwJsRQYpzHeae5N8+tHhzrr7GmJccfTXVx6VjDHBDWRsjjcEaemyINDl6hCkrYm1/Y24FJ4s0PloV1uIFOKYeiSmpJcE/CjSDK+JPc838nW1zKZP363xuevqMyptV8938ejL/fygXOKBs27J7yqACRc5RiFM0i+cAda+WysVAqrYAZxeeKsEEWBt1vT/O8vnyYAACAASURBVNsdTUQTFqoC15xfwllz3XhG8FGRMhMYWgjeOBjNeb29N8lH3lfG4fY4B9vj7G9N4HfpWbHpKE+/3s+lq4IUD5pNW5YkpvkGv+TEv68rIukKpZlTZafAqyGzwsPJ93GhR+WCFUH+9Fx3dmxWhYNlM10UeipwO1SqCvVsVsLJltcRNrNiE2TOi5/8qZXvfrIGu03hqddD3Pd8N1esLeKHf2jJvq++3MHahT5++VAbkCl/uGFTKT+97wiWhI9uKuX8ha5Rj9dEGg50ZsTL37ykMHPN5/A/92NIxhB2N8ZFXyCiB98Vk9AkdpKemuzfPjtcfX4x97/Qzer5Plq6hpeFLJjhHFXoFSNUBImRXhjhvdsaI/zsgbbs2Polfq47ryBb0qYLC30KroUOTWLz+rE8hcjjuuPF1OGP/gs8U5x28Q5TEbRx59Zc/7ad+8Isrg5OuKGC5vAg1v0FLLkE1UqgBsqI6oFJB9tSQsReCtXHZIxOcpkWgvDgYe4xOOUmxFKCHIz4nek+kq/cP/wNyRhm8xvodUGSmveUrsvpwqZIqgOZjKdjs/LKCnQuOLOAn91/JCuCPLyjB12Dq84JjPkaqiTD8Nr9iNfuQQgFa8nlMP99oA/vIuDSJVtW+7n4zAC6JlClyVQrQA4NKrwCxT8T7ervICJ9mIabiOZ9x28J7b3JnKYTbb1J+iNWdh4wXf2Igk7J315RxY//2MJAPOOldtV5xTz/Zh8Xr/ByyjsmI9m02MOiGifd4TRFXp1irzI9N1aePHmmNdNCcAIeAP6msbEx1dDQcDFwK1A/+Nq3ga2NjY2bGhoazgFuaWhomN3Y2Ji/4r3HqCw0cNgUYsd0FNu0LMiRriT+itMX9LT25LY43t4Y5oo1hRi6QiI1fPZityk4ZQjby/diNe3C0XAOsm4VsROURY0FXUg+/4EKfvpAG28eilJRaOMvLi6neIQO6HETDnSkGIiZWbEJMt1nnnmjn69eN4NbHmsnHDVZvyTjOXTt+cUsrTt51sZYSaNh1azFXjYPEgMIVyEDJ/EsCSUE/3lPSzabzbTglkfbmVFsp6ZIO2mre1VYnDXPS9NTncPGG6qc3Pd8F02dmX331uEoJYETHzOmNTbDWiFgT7vJt353mLKgjfetCPLEfe2EY2kuWVXAytku7NrI6+rSJRuW+qkvd7CnJcaMYoN51Q48NklB7VHVYGzbPxTNzVQbiJtEExahGNyxtYP3LS/I8VrYdyTGWfOGArh40uKZ1/tZMsvDjt1hbnmsnaUz647x2DkxhmGwdp6De7aH6ew3+cpTxVy77B84a4aJ4QsS0QOnpOzVJtIIaZIUI4utk0VKyXnz3VQX2Umbkljc4vFXezE0hevWF1NTpDPafiryqCysdfH6gaEOictmuSn0jG5sfpSuiOTmY1rIAzz2Sh8blvip8E9tiqeUoNgMbCsvJ/b4L7J+XOqctWxrDwJJhIAPnltEqX/sPlFxU9Del8amKRR5h0qRpxN+B1QU2th7ZHguYYnfxs6DCaqKDAKOiWWPSdVOuqCebBHz9Pv5hJOCV/ZHefTlXlx2lY3LAsytMI4Rvk8tUiig2SB5XC6nZaKG2yFw+gWnpCXoDJloqqDQrUzKs2w0CpyZErvjRZCHXurlkpUBnGOYlSsKiKadiFf+MDS2/VYIVCBrzsw5dqWU2FV5yo9Hy5JEcYJzUPSaBsd/wH3iphMWgp2Hkhg2lUMdMQo9OrMrDLzTKZlTwvwKnS9+sIrdzTGiCZPHX+nhM5eUn7ZrqyokFX6Fimy98TTYqXny5HnXMS0Ep8bGxnuP+fM5oLKhoUFpbGy0gA+SyW6isbHxmYaGhgSwHNh+2lc0zynFsCl8aGMph9uidPSn2Djbosa2H5wVQG7L8FNFgTdXqJhV4SDggI9vLuUn9wx1njl7vo+6EhvKn75MqrsZALNtL1rrbvTz/pLUBMspCpzwpSvKiCTArmeelp4o4O6JCbbvHqB/IE3RCVozP/1aP1euDvL1ayoxLZkx+JSAZU5pAG9JiNoKYQwtwPuj1gk7n/QOpDA0qCkcuRuSlLB2gYc9LTFe2TuAIuB9y4O4DCUrNh1lb0uc2lKDA21DGStzq5wUesYWQMdSgh/9sYW0Kdm4LMjPH2jNTuR//mAbQpRy7ryTZwf5DcmSGTaW19kHPZ8mts2LfTqqwrAgpbLIwO9SONSRwLTA7VAJRXK36/EZbM1dCVbPzwR1KVNmBFT7yQW4tCW5aIWfzpDJ841RYgmLtKOAVNCLJeSUP/FUFQtX6CBW+z6w0hjBKhKBOhKKc/QPTwBdkTSUqkihMLeygMtWB1EVxuxxoiuSz1xUwiv7ouzcH2FJvZsz6pzjCgp6I2ZO+SVk/JZg6muKRbiDxPY/Yj/nmozBv6pjdjdz8RIPSxe6cdsVCt3KmLrKAfTG4KZbm7KC/TkLvFy/rmhcXf5OC1JyyaoCtjcO+XUVenUsCd+9vRm3Q+WfbphBwak51CZMJCVo7UmBgPKgjnMCApGqwusHY/zs/iGD87cORfg/18xgTpl6WhIXErof59lXEX/iV9kxxV+KTMSQNtepX4Hj6IvD9+9qzt4nzlvs45pzC0+ZACclgx02h+NzqahjPM1tuorc8xTHP4ZQ9m9Dnb2aRGKoSYgj1g79rWA4SXsrSCinfxu/k1QX27lmXTG/e2Ko6cQnLyrj3+9qYf2yADc/3Jx9b2nQxteurRpXs4dTj6S+SKHQ4yaWtLh4hQ/bNC8FzJMnT57jmRaC03HcCNzX2NhoNTQ0FACisbHx2Mf2h4EqJiA4FRW9C1wC/4xR+pPUeGOsa/4Vih7G3LYXzBRK3Qpcl30JzT65idJY979mT7F2kS+bLeR2qHzsgnKKCp1s9DqoLLbT1BHHaVepLDCo5hCJ7uZhy0jv3oZn7bVoxbUn+oop4XBHnG/8eh/9gyLDDZtyTbqXzfZQXOjEmGCrP7PnCPH+XlrMQiKWQVmhk9LgBJ11jy5TTVDo1ekKDXWxEwJ8Lh1dV0fdT0XAV65z0taTQEroj6QIRXPrAh97pYfvfXomz73Zz0u7w6yc42X9kgDlRaOk8wxyuD1OTziN01DoCadygrE/PdfNhmUFmZbhp5igJfna9TX84K5m+gbSzCgx+MKWasoKDVIdTfhcGjv2hFk938fTrw9luakKqOpwMWnpLHfWb2hmhZ3qUieesTxWB758rY/2rgg2XaO00EEiZaEqAl2bWkEkdvANYnf9MzKRyRgSDi/Oiz6Hd/ZZE17meK7/JRNZPlBb4eEDayfwYeBwbz+1JXYOtA+V7ToNhbKgQVHR1KsfaeklGeoivvWWY0YFpSsvp7K2cnzLMiW33N08LDv0mV0h1iwMsHZRJtNTWiZmTwsy0ofiKUAJlI+r5HAyHL/vi4rg+385iwNtMXpCaXrCKW57MhOQDsRMdu6LcvX5EzkKTg2H2+P8w2/2096XuWaWFdj4hw/XUl08tmvZ0HJi3PdC97AxS0Jjc5RzFp6+TmLpOWsQhhOz+W2EO4BQNCzNgKIailxTn2Iy0rlvWpI77m0Z9lDiyVf7WTXHy7lnBKd8PY5iaUlqS+3DSvQ/dVEFlSVj72bYW1gPTbuGjcmCOrzeIWOf1MFXGbj162Bm5gj6rFUUXHAjijswyV/w7mLLucWsnOulJ5wm6NH4j7ubWVDn4r7nh58LbT1JWnrSrFk4sez0U8noj/LyjEQ+9vvzJr//pwenRXBqaGh4Gage4eWSxsZGc/B9VwPXAhOcsp+czs7w6G/K844hhKBK60Luf3HYkztr/3b6mw9j+cYXBB1LUZEnZ/+bUtA1YGXMlH1aJuV8kBvOL2Tz8gDxhEWJX8drN7Ofr/RBpc8+WPdvZR6R5vwYhUTSonccx5wQAkVhzB4ibxxIZMUmgDcORrh4VQH3v9iNZcGMYoMtawoJ9UVOshSIpgR7WhM0dSaYWe6grtiGTbVwRw4TevFe7tfez+0vtSFlxrDyq9dWU+adeKCoCfjs5ZV897bDDMQyZQwf3ljKa/tDXLYqOObz9Ggims+mkPRrzCp3sOeYMpl1i/0EHZJLlnu4Zn0JkVAMy0rR2ZkaYYnD0YVgdqWDA21xbCcQVPxujVg0QTJ6Ipvvqae+SOGmj80glpT4HAqaMOnrixFovIsvX3oDP3k4TLHfxsZlAZ57I0RpUOeGTaV09iWx2xTiSYuVczw0VDp5dlc/q+d7uWptIfFIjPjJD5FhOHVBPG1x3/NdPLC9h2K/zmWrC6nwT02bZlVVYNdWRGJopWQsRPLgLhLBWcTl+APSE53/04lQQvDi22E2nxnk+bdCvLp/gNoSB1esLcJnt07JuqtKAOOc60g+/ZvsmL7yCsJqAelxfl9KKuzcm/uZfS0RlgfaIdSBEg8Te/R/MtlUuh37JV8kUrjwlHcgHWnfOwTMr7Dxzac7aWwefg639yXp6RmYsJ/TVKIogsd3hrJiE0Brd5KnX+tl8xLPuMqiO/osHCfowOFxqnR3D0xZ44vRceGoWILmLcHq60B6ioj565DRJPFobkn7ZDjZuZ+Wgpd2577WuL+Llf5WIu5qTsUmUYAvXVnBgfYEoajJjBKDCp8yrvPcmLcOq/FJZHTwAYO7EHXWquwyDOJYD/0kKzYBpPY8T3LB+YQLF03lz5l2GDKKmopi2tx4i4oYCEUJ2iFoVwgnJQda4yyu85ywqUo0np7W94o842O63/vznFry+//0oSiCgoKRH5qcFsGpsbFx6WjvaWhouBz4Z2B9Y2Nj++DnuhsaGmhoaCg8JsupGmg6dWub551CSonLUEmc4LX2vjQlQZHThWWixNOC25/t4ZEdmW5nZUEbX76qkuDgw0FdkVT6FTJTwxP7eRwdM73lKKUzsdr2Zl/Tz9hM0j727iyuRDvy4MvIUAdK/QqSgZmkxMkzieLJ4Vk9L+0Os2yWmy9tqcbtUCjza9iUkzuCpyyF/3mwjZf3DJlrX35OIR9c5SS59Ve0zLiS2x4cCgDCUZP/ureVr15dgT7BtG4poa5Q8K2P1dLWk0JRIBxJsXR58KT+TSfDJiz+5vJyXtkf4a3DUZbN8jCvyo4Y3Hd2XSU8zshBE5LPXFzGv999BE0VBNwavQOZybsQcO26YtQROuudCqTMtBnPJCNlvjdtSuwLN1Fz92f5p4WXEgk24PF0cu2ZS8ERQMWipsDOnE/VkjYlXmdGFDqjrh6HLhETCPYVRfBcYyRrRL6/Nc6OPQPc9PFaiqagWiOSBG/v4Zwta/W1IVQNcqsG39WYCH72YBs792UEtjPq3VyzroS6Mjulfm3Krnk53ysVUg0bMcrnQrgT3AUkvZWkJzAtsCmS5bM93P9iz7Dx+iJB4pYvYT/nKmLP3pr1iiIVJ3Hf97Ff+z1i2juYbSEtLlgRpLG5ZdjwygbPtBCbABRF4a3DUQxdYc0cHU2BrW+naGyOceEy77hEomTKYu1CP3taYtn7l8uuMK96dGP8qSameMDXkPk3hQiRub+nLXCNkoyrK7B0pgubprB6vg+JJBQ1me3rJXb7P+C46ttEHGUnX8gEcdskC6smni2ccJZiu/Im6D4EQkEUVJO0DWXmqOk4Zs+RnM/JzgMITw3SeG+Ysx+LEAJX/14SD/0Is68Vpbie9EWfBW0o+9tjg3MX+Xnh7RDnLfbz4Paha5amCqoKp5OJU548efK8N5gWJXWDRuH/BmxsbGw8eNzLtwN/AXxz0DTcAew4vWuY53RhecuhbA60vp0dS9Wfw/Z2NxfXCY4qOP0JhcOdCUxTUl1sEHSMb7J8sDOZFZsgYxR+1zPdfHxT4biD8Ljiwrn584imVzHbdqPWLCFdMpe0HFuZkTPZRfKOryGjoczAzgcwLvxb0pUrT5oxMrPcjqIM9+hpqHJSXWTDY7NgDGJIS296mNgE8MdtXayZV0tp2z66y3NLNg60xYmnmFS3LCnBb1gEylVUVcE0tUlnOngMybnznJy/0E06PXG/pGMpcMJXr64gFJcsn+3mQFucSCxNQ6WTUt/YDaFPJfHATOyXfQXt1QdwxdrQFm8m5vRgysz+lzIT3GT/ICNcTXTVoym465nh5uSptGTPkThFs8ZX4nPC5ScsUlXnEmh6bdi4nL2GRHpkf6+jWFLQFrLo6k8R8GiU+TKfsRAogin3mxJCYE/1ImL9SKefuOYb11f0Rqys2ASwc98AO/cN8LXrqk+5l0hK2Eh568BbN6nlSCnZvDxAY1OUfa2ZjM8NS/zM7HgYpAmmOSQ2Hf1MIoKI9YNncoKTTgp7tA3ScSxPKREx9vR5KWF+tZ1PXVjGHU93Yhs0ip9RNPpxdrowTZPLVrgpmXOI4Ft3IWSaS8+7jJ6CMwavc2OnIqjz8I5ePra5jJauBHabwsJaF+U+MW0EtslgSXizOcXPHmglFDXZtCzAlnN1ju5NVQFVpkgLHcvKiFMXzFcwdA+3PtmOaUGxX2fDJV46V95IR4cDt8+ixKuiTUPfnKQRgPITnz8p3YM280zSe54f/oKq0998GO/MRSBP3wOT04Ej2UX8D9/MGtJbHfuI3PnP2LfcRDzrXSXZsqaA+1/qQ1UFl59dyLNv9FPk17l2XTHFnnwTtjx58uSZaqaF4AT8EkgCdzQ0ZJ92rW9sbOwG/p5MZ7obgBjwoUEz8TzvQWLYMc/9LMl9L+HqeZtQ4SK2DdRRX+XHGnRM7ooIvnfHYY50ZzJvvE6Vr1w3g7IxxhlCQHNnbtr+6wci9EQKEUDAJcYlPEX1IKJ+Hcqs9cSPbz8z2vp0HRgSmwZJPv0bjKsWEhcje7eU+gT/78M13P5UJ93hNBetDLJ8phO7OvbvP2qaeyyWBZGERKtfQZEeBYavw6wKB46TPJhNWtDcbdLSlaQ4oDGj0DZiNzcpGXfQdDKmenmQyXbLGAhLCusMhDAGJ6TTY1aaRmMg0IC2YS4A8bR1SldNEWDouSWVsYRFwlIwRsmqGw2/U2G7NYsly67H+fqdCKEQPWMLesm8UT8rhOC5xij/fd+QKfJnL6tg56EE9zzXRdCjccWaIioDYkq2kSIkzs7XSdz/g4yA4vTiuuiLRAINYxZQNVXkGMIDGNrp8TeaKvx2yd9fVcnzjRHiSYsaTwTHY3dkXlRVUDSwhtLThOFCOnyT+k67NYB48ffEXn8UAKVoBp5Nf0WrNgOPMbZOc4YqWTPXyYrZM1DE0QYNY/hyIegckLT1pvC5NMr9p6Yrn5SwyNFM8v5/Q5I5bH3bfkTRJV8mypJxLcupSz68vpi3W+IU+3VmljuoDKjvCbEJoLXf4l9uG0qAv//FHhyGwmUrfTjjHVhvPIJ58BWMuhWIuecjNTuh9jbufGao4UYsabG7z8n/PBTEtHqAHt5/VgGXrfJPy66LI5GSKo5VV0I8TLrpDYTdjbHiUlJvP0tvfQ0yAb7J2TFOO0S4I6f7oRXqRIt2gXso/dZtk1x1tp9wUpBMW6xb7MNhU+jsT9ERlhS4FZRpcn/PkydPnvcC00JwamxsLDrJa23AhtO4OnneYYSngPaqjTzddyZt+xJceGYB9aWZQ1VRBK/sH8iKTZBpGf/QSz18YlMh6dTowa6UUFWUO9NaWOtib2ucvS0xXIbCBct94yrxkpLBTmTjwzRzfQQwkxnB62Qxp4QZQYUvfKAMy5JoI3SyOxllQX1YqRjA3GonQY+GuuoqKl9+iI+ecx6/3pbEtDLdnD59UdnIE28hePTVML8f7AgDsHaRj4+sL5w2k3WJoC8mkUDAOT5hEabu6efRVtyqIij0TD5YnWqhbSQMVXLl2mJ+8qehMiSfS0MAobhksv7WChbzGkp48cB6XMuXEfDqBEuK0MfQNao3JvnFg23D1qutJ8ntWzsBONCWySC66eO1lHgmL+jYE93E7/kepDOFwDIaInHPv2C/5nvEtLEZz/odgi1ri/n9k0PnzBn1LkoDGhNSxQR0huFQRwJDF9QUG3iM03PuWVLyu8fbUVXB5qUe5i7cjPL6AyR3PYH9nKuJP3trxsPJ5sC46PNE9OCkTii9ozErNgFYnYdI73yA3f7LSNl8rKh3jPhZRREoioJpZjp2HrU2GpvYBHva03zvtiZig6XNF60s4PKz/KN2kEpZgrY+k75ImmKfTpFnMPNuBFRVwdr9dM64+er96BVLSY1TLPIYkhV1BopiHyyjmx7X5angYHtuQf4jO3q5YqlG8r7vIbsOAWB1NaE07cJ24RfoTNjhGNfIdYsD/O6JjmEC8J+e62bVHA+VganvFnkqiTrK0BvWYq9eiEzGSbx8P8nCWbzc7eeCOe/02p0C7Cd46qjqYMu9KUkpcesSdOiJSr5+8yFaezPzyotXBbl0ZWDCJf558uTJk2c400JwyvPnhRSCSAJ0Fexa7tNkBagpUKhZV4AExDFp35qm0NSZO6k81JbAkmMPIGuKbVxwZpAHBj1HKgttrJjj5V9vb6K62GDNQj+HOlPMLj21p4gQgpCzCqdmg/SQiBZbcBkoXrScxscnWIa0UMXE4ja3DT53eSUPbO/mQGucBbUuzl3kx22TRCjCWLWFzfEwy+YXEU7pFLg17NrIwkZvVHLbUx3Dxra+1s8FywNU+Mc3Wc90VxM5Ip6qKgghSKdH3zbHM5AUvN0Sp6MvhaErRBNp1i/ynb7W7UIQTkDKhJ/cc4Tdg2bFq+Z6uWFDEa7p1kL+BEgJ1UU2Pra5jEPtcTxOFY9DJRRNE46aFLvUyZdH2iRr5zpJW87BY3tsy4vGrWEB+IoGD0+91jfsPaYFe1rilMwZWYwYKyLSnRWbjiLjA4hoL3jH2OlIStYv9jCrws7eI3EqCm3UlxoTbn3d3GPx9V8fIj24HYr9Ol+7thqf/dQfW04NPnlhGU2dSV4/FCFR/n7Wv28NRY9+g+S+V3Bu+QamBdIZJGoLTuo40TQVq31vzrjZ8hYzZ2zixlsjGWGx+ATrmeyCfc9hNu3CmHUWZtUS4trYs61CCcEvHmzNik0A973QzfLZHuqLRr7OmVJw7/Y+/vDsUHesz11WwYp6Y8Trt5QSxZV7LAlXADkJseh0ezadDnzO3FLIkoAN20AbyUGx6ShW625ktI+CAg8wdI1wGgp9A7lGcf3RNJWBd1dKUFqqJCvPJHaoES1ygNgZH2FbTxkNdcU4NOs9VzqWcJagr7yS1At3ZMccGz5J1CgaUVeVQnDb1s6s2ARw7/M9LK13M7MkHyLlyZMnz1SQv5rmOa2EE4LbtnZhSqgvdzC7wk5VQOWEswFp5ST4JJMmZ9S5eXLn8CBy9XzvcDOjUdBUKPbpXL+hBMuCnnCKl3eHWVDjYtfBCJ19KVyGoKFMO4EgJnHE26C/DQw3KW8lSWViwauiwCu9BcxY81XKmh7GNtBGT80GHuutZ5Mp0Y6ZP4tRRKWkJQjFLBw2BbdtbEF645Ekv32ig8vPLmTNQj+xhElPKEV9kYqUkMAAu4EXyFiMnnwbJ9LyhLshkbTISImjIyU4Bw7B7qfBTKHOWUvcV0vc0gjFJQ9u76ajL8XGpQFml+voY9SxUhbc+Ww3j70ydOx8aGMpjS0JltbaRty2Qgi6IpL9bXGEENSVGBS4xi/whZOC+17spbzAQAg4c46XeTNc9Hb3cVHNEXxNb2MEikj5q0mKyYshp5ISv0prr0pHX5I3DqRY2uBmSb2Hl3aHmFUSnJISHcuSGcv+cSwq6FEp8ul09mc6eiVTErst9wCxnaAkcEI4/aCow/2JdAPs4zPkNVTJrBKN2aWewfN2gob8KPz+yfas2ATQ0Zdid0uMFfWT99caCSEEiTTommDXwUj2HHu7Kcq2t3Ru+tDP8drShI4tEZ7gIaKogtZ+SVtPjLMKanJeV0tn0hPXgSTtvbml03ZrgNS930F2Z0qvzEOvos1fh372J0jJsXk3RROSlq7cZXeHU9QXjWxu1xG2holNAP9zfysNn6wdMQvNsiRi5lmw415IDXZEVTW0My7kBE22ThsJU9Dam8aSkrKAjmMMGYinmpoSg9pSgwNtGRFYVeBjF5QhlEMnfL8qU8wotnHFah93bst0e+sdSFFbaudA21D3WUWAqqrs6zSpLlDHfM+ZDii6A6t6CQfcCwgNmCxeaKPCr5zy7pDvBGl0xMJLMGqWwkAPeIsxKusJ943cmTaeglf3D+SMt/am8oJTnjx58kwR+atpntOHEPzx+W7mzHDxyI4entnVz5wqJx95Xynl44jPGirsXLm2iD9u68K0JOct9nNmg3tcT2y7wxY3P9KeM37d+hJ2HYyw90iUtYu8SAmOdC9Kz2EAZLAKJdxO/K5vZoNMbe652FbfQFIZfy2RaUrKCmx87RYbtSWXE3Qp7Nya4ANrgrhsEtOESFKwry1BVyhFfZmdiqDK8fYunQPw/T8009yZwONUufHScuaW6ycN6lRVYceeMM2dCf7j7qHyqFkVDlbMrJhQylSBW2VmeSZT4yg+l0ZJQGe0CDOWVjjYmWS21kTqT1/Nbt/Uqw8Tv/DrfOVhDzMrHdSXO3jk5V5e3jvAZy8t58yZ9jGtakfIGiY2Adz1dAfXnl+CpqmkUieO3trDkq/88iCJwXJNp6HwzY/UUDiOjmxCCB7c3ktVsZ1fPNhKKp1Z4YpCG3+/Lk3Bg98CIAHoKy5HO+OKCXULO11oWDhtsHlFEEUIOvuT/OiPLXzusvIJlZVOFXZV8vdXVfGTe46wrzVOU2eMq84r5rvH+Lp4nCqzTmCGPxHi9iLsG/+CxMP/mTHgVVSM932WmFEwIUFlskFgWmYEpuPpHUiPKlhPlFBC8OBLvWx7M8S155fw+HEPA7pCKQ73KcwsmWStJRlD+Ocb4/zqoVaiCYuvXzaDBbNXkd6dMUZWAmXQsJZfPZI5Bn2u3HNI7T9Cunt4o9v0G09iW3oZKXvJmNbD61SoL3ew78hwqSD5rgAAIABJREFUv5iyUTJgwtHca0w8aRFNWniMkUXQqLMC51Xfhta3MtfF8rlEXZXvWDVcOCH4wR+OsGfw95cHbfz91ZX4T52mOSbcNsnfbamkqTNJLGlRWWgwZ4abcHcp6sxVmHuHDLT1WStJv/kUtt4jXLHyOs5eWEc4ZlLs1YilJD+8u4VD7Zn76RVrirj54VZaupJ8eEMJGxe731WCjccmmVOqkZ3yv4vWfbykhDGsEYJTtwMjC052PWOnINIJzq+Jg5BsPeSgNKCP+Jk8efLkyTM+pm9Ek+c9RyQp8Dp1fvd4O/NmuFg934dlwWv7IxQsdI+5Xt6lW1y20ss5871IoNAlkOPIbgJIpEY2sQaYX+OiyifxRg4S+9O/IAcypXfC5cc4a8uwjIb0W09hzD+fiG8OzT1pDrbHKfbZqC3RcY5hzlIZUPn7a6p59OVeukMprt9QyqJaJ5ZlEUsLvv+HI+xuGQps/vKSclY3OLICW9ISWbEJMkHNd25t4l8/VTdodj2cTElaxm+qrtTOY8e9PrvSgZhgsYYuLD53WQV3PdvFS7sHmFPl4Jp1xaOWivXGBN/6/SEUIfjW7GeO62glMd66H7/nGp5+vZ+9LTE2ryjgvhe6ufWpThbXVo+p/Cgcyw32InGLgFsbUSRRVYXHdvZkxSbIGK0/vSvEFWf5RhU5VQWMeDdWKkFNwODJXf1ZsQmgpSvJ/h6VgmMMlVPb78aYfQ5pZ8Wov2msqKqgNwptvSlcdmXSXZekhNpig2ffGuDOp7vQdcGHN5RQUzS6sHiqKXLDV66uIJIAhw00RXLTJ+p58e1+/G6VRTUuAlOUQGZKhfiMs7FfNxOiveAuIGYv5p2qVjJUyQUrAvzy4eFi+pwq5ymJMU0p+PlD7byyN5Mh0B1OnVDYEiczKRoHR/rNYd5h/3h3lK9cfj1nLNiMasboJcB/bVPY355m/RI/FcETTXEmvyFcmsUnLijjh3c109abRNcEH95YSkVg5M6VQoDXpWHTBMljrgHlBTb8rpN3vJQSIo4yqCsb2r7v0DEmBOw8EM2KTQBHepI89XqIy1eOfk081USTFsm0zJT62gWhaJr9vTrKGTdSsewqHLsfQQlWsN9YwONvp4lIhQ0dMUqKuwgUFKEKicsGX7u2itZek5f3hrn72a5smd3vnuxgxWwXvndYXMszcVRVDJblWwgp+cvzDMRzv0N9fhsA8+vORAl+jCRjLIvOkydPnjwnJS845Tlt2FSJy6Fy5hwvPeE0tzyaCYoCHo1FtS7Kx9GwyDIlwcGgUU5gglvkUykN2Gg7puSirMBG70CKOVUOLlzmx3NkG+m2xqzYBCAjfVgdB1F8JVj9Q0GdNFM882aEXz48ZFi8ZKaLv7yodFQhTUEys0ihYmMx7X1pfvlgG3c93clH31eC3aYME5sAfvVwGwtranENilmhmJUVm45iWZlMh4JjFS8BR/rgQHsEXVUoCegsrHVSVWSjabBrX8CtsWGJf1JBg98u+eiGQq49rxCbBsooka6iwJOv9dPem6Ki0Iawcv0zFJnmYytNrIZeegjQo2d+lyIEAsFYoq9iv46uimEeP7WldqqLbSP+XiEE7T25pTMdfUkURZx0O2kyibH3aRJP3QzpJKuL6yld/Gn2tSqcP1dHV+Gxt9J0xxSEzY6MH03rl8hk7PjmgBNCCOiKQHtfih/c1Ux80HNm49IAH1wTnJQpql2TbFzsZvU8Nwpg1yaeoZO2BG0hk4GYSYlfJ+BkUgG1JuSwgHBxvZsSr6ClJ82rByKDgrBtUt5dqgBbOoSl6ESdZUhHWeaFKYq3hciULaUtcNnGdp2zLMnKBjexpOSe57tw2VU+uqmUyuAIZcuTpC8ms2ITwPa3w5x/RoBHX+7NjlUXG1QW6IxWjjsWWntyMxX+5U9hPnlhDefMdRIJW2xameLyc1VKfCr6CURV01uBKKhGdh/OjmkL1pFyFI55E0kJFT74xoeq6QqlcdtVitz/n73zDozrKtP+79x7506f0Yx6L+69x45LYqfYTuJAGqQQQhICy7LABwvfFpalBJa6wLKw7LKwfEtPD+k9To9jJ44d97hKsnoZSaOpd+493x8jjzyWbEu25Nhhfv/p6M7t5ZznvO/zntgXKWIohPoTfOrKcv70fBsdvQZ1pQ7++soy7KMQf9/r4BRFUdhzODqkffuhKFcvyeO9FJwPdJjc+Yf6TFr3X19ZxjObm9k38A2dXOnk05ffjNH8Lv94XzSTevrSLvjidT7sCYPaQo1oEu57pYOFU7x4HCprFwXRNYX1W0I0diQ4TjBsjrMcIQRtfRYvbuuls9fgorl5TCix4W/bQmL/a4MLHtiIrWY2xsRLz6lItrONfkPhcFcSIyXxuVQKveqZ88vMkSPHWUVOcMpxxtBVSV2pA9OSWQOSUDjFw6938qnLCs9YbzqdelPB/a908c7BCHPq3Kxbkg+WxXVLA/hTHRjbnkHYhk5jWr1tKL6CowQnQaezjj88nx1V8Pa+CC2hFDUFJ/YFiRqCw10G3f1xeiIm7T1J+mMmP7j3MF+4tmLI8vGklamgIwQ4dQWvSx2SruF3D25XCME7jUl+dF9j5rcfWFrA/Alu/unGSlq6DVKWpDyo49FP/xoIKXGMcIwrUdhRHwHSET+dS5ZQtuvprB/r01dS/sTfg7SoVDTMNV/iHneQG1cVoasjMz8NuuCfPlLFfzzUTEevwbQqF3dcVorvOMcrBsyqL12Qx+Z92R4PK2fnnbQqnD3cSOK5Xw4eZ/t+JvW+zs/WVOPacg9YKdYuu4pUwUTktsH1C08Q6R3G6fgU6IzAE5tC7G6MZsQmgGc2h1g+00ftce5NTUt7fJzMi8myJM6BVZzqo2uYgl0HulFiXfQkdP7nCcGnP1BOXaEyZq8Dy5K8srOf/zmqgt2cOjefufLkgvBwOFM9sO0JjB3rsc+8GMeE+ZjeEvoZpkrSKSF4t9XgV4+30hVO+5VdcV5gRM+myyZZt9DDRXO8KCId9TRegyZNSfs2HYna29cco7LIzmevKmfLvjB1ZU4CHhu/frqdS+cHqC3UUE+jGuNwptDlhXaqSxykUhZ5TshzHhHZh99OXPXgWvd3cGAj5uHtqJOWYFXMHbF/09G4NQt3MB2ddLIg2/a+FN+/uxFdU7hwTh55Ho2yfH1AkB8jT7HTRCLojkpC4RRBr0a+RyFuSBCCSMIkaUCBVzJ/goeX3unN+u3S6d5TmvwZK5KW4BePtWSuQ8Cr0RYyMmITwLuNMV7ZGWFKWSUpM/t7/eSmbi6Yncfew1F6IiYpU/LWu+HMcQoBt1xawr6mGAG3QCiSvpggZUn8LnHSiZUcZxabYnHsO6Cj3+Kf/rc+E7H8+q4+vn5LDdMPbhry+9TeDWhT1xw31T7HiemKCX54X2NmMnRalYulM3wsmezOVf/LkeMvkJzglOOMISXUFKjsODS0Z76rIUoiBfbR9/lPmaALPrG6gLhZgEMb2EEGUhuSMczWfTiWXEvq4Oas32nTVpDck54NEy4f9ks+RbtwZqVJHCHdsTn+QYUTgu/de5iG9vRH2akr3LK6hF882pz+265it4msFMALZvvJc1i4+g5hNe3A5Q7yuSvn8517mzOd7WuWF1DsG1R8wgn4+cNN2aWeX+ukLKhTU6gxoejIq2DkHQEhoKlXcrAlgUMXTChzkHcq5delZPkMX6Zi20/fcPH5VV+htPFZhJVEnbWa1Mb70h45AFYK7YX/4Ac3fh/VYx/5YFrChEKVb99WRSIJbgeoxzneSFKwvSHGwZYoS2cGuGV1CY+/0YUi4IaVRUwoGUHqWO+xHmECm9ePY/2/ZWI9vBv+G8cVX8CoXYhZ/zZqxXRsF9xGvzo602mJoCNs0Roy8Dmh2tmHR4nxRlMBQZ8tc38dTXc4NURwMizY22Lw3JYQJQE7F872U+wdXx3YGWth3o5/R3QcQNjdzD//4/zPqyqfXFeBXR0bP6jWUJLfP5d9PbYeiNAcGnoOToaqADueJrXrRZzLrifx1qMkNj2IWj4V/6rb6HVWn/b+tvRZfOuPDZnz/tjGboQC1y8PjDDSKS2qw/DXToi091Jbj4HbrlDoU9FOQQjKcwpuXFnEb58dPLfdYYM51Q4mljn42m8O0RNJD9he39nHP95YxbTSU+92VBbYWDTFy6Y9YQB0TfCxS0soHqXOF9ULENOuQJ25jqQ5/tW6hIB9zXFMC2JJiyc3paNmS/N1vnRdJSN57xpSob3PRFUExT4lq3rr2OwkbD4Q56cPNWFZsGKWn7pSJw+/1olNE6xeGGTr/n5SpuRT60pZuyjAU2+GkBKWzfCxaNJ762tkmIK2nsFo1PJ8O3ubhkZiHWiNM606MKTdlLB1f5iigJ25EzxoquA7fxqMgpMS/vxqB9+8tRbLkqzfEeUPz7eRMCTnT/Ny88VFeMdgsibH6aGRwtH1LsamB5BWiuSSa9GCU0lhY29zArtNAEpGdPrj8218e95s2JctOqnVczHeQz/CcxlFgRe29mZF3u9qiDKz1kNrT4rq/DPY0c+RI8dZQU5wynFGEVIyuWKogcqiKV7sGu9BNH52JI4QgoQJuqsA4S3A7G5Cn385yXeeBSnRF30Ao2weVC5BT4SQmoOI5idPwryJnqz0ErdDoTSon/Cgdh2OZYkBsaTFpj1hZlS72VEfIWmY3HlLDX9c305DR4KVs/O4dJ4fV9cO4vd/M7PuGSWT+bc7/omWPgW/S6XIp2ZFEkQSFpH40M5T3Dj1DtX+Dos7f38oI3IV+Gx85SNVBJ2ju4hSShZO8rCvOc5L23pp7DR5qqWcK5Z+noBLoLRsxWzZm/2bWJigFiWqDB04nHhbYFck9hP4b6Sk4DfPtbNhV5jb15bytd8cxONUWTzNDzJ9zrY1xJle4TjxTJ07e9+UggpSbfuHLGZsfQrlyi+jJCKYmot+OTqzUiFgV3OS797VmBk4L52kcUf+S5ieNextIlN98WiONUUVQrD5QIz/eLh5oKWfZzeH+M7tNQTHIL1vOHSSyBd/AR0HAJCJCL5XfsoVy+4kYchRC9CqAHuiExL9WO4C4ooHACNlDevbdjJBeDhsqX5S7zyNfcEVxF78LRjp59ds2k3s8X/Hde2dRBmFo/wwNHUmh4ggz7zVw5XnBcekGlhzj+TOPxzKvBPWLAhw3fLRp1hKKblwppvakmoOtsYpCerUFes4bPD0lr6M2HSEB1/tZMI1ZejKqb13nJrkk2uLWLc4SCxpURbUCTjlKQlGUkpSw0wSjAdSgnOY0mZ2m4LPpQAnjqLojgn+9+lWtuzvRxFw6YIgH1gSGFOBIxSF/3g4PWnh1BUqCu385qgU8d8/28Zta0r536dbWL+ll5suzGfNggBSSoJuFWUMUiZPB7dNsnymPxOR1NgR54rFBWw7mP3eqyt1oCoKqkLWBMz50/z8/tlWDDPM33xweP+83oiJtCwau0x+/dTguXl9V5iSoJ1rzve/p1FeOcDRc4D4A3dm/o7c/y84rv4KsYJpLPEfZsGCbRi6lwPKBH6yPu3tmKxaiFL6MlbLuwAoRXUw8fz33I/snEVRh/Q3AJo7E8yqObsr8ObIkWN8yAlOOc44NQU2rltRwAOvdmJZaZPqdYsDZyydzkJgSoEioDmUojeSoijPhs+psOndKEY4xKy8HmpWfRw6DmDseBH78pvQKqYTcVeTOmLWbR9Ie5Lp8u0fX1PM40GdV3f0MbHMwQ0rC/E7jj8YUhQxbNnu1u4EkypclIV1aovtNHUZVBc7mD3Bw9QKJwF7kuRTfyRLyGp9l7KujeRVrxhoyN6o36VQ4LfR2TvogaIqMKHUiXIKKp+Fwl3rW7PSSDr7DHY1xFg2ZfRuqh5dcvulBVy9LB8FyHMLhJRYpkTxFYJQBiOcAOErxHLkIYQY81n1zrDFhl1hPA6Vrj4D00oPNJ5+Mx2VUFVkp6rIQThqsnKG+7id0lReFdqMi0jteB4AaVko/pIhywl/EYbUSKn+UxJcYynBfz3SknWfvbY3xZq6BUxWm/n1QR+3XFpCOGZS3xbHbhPcvraEEn92zmPChLtf7Mhed9LiQGucYN34OORqyT6SzbuOaZWUKF3YHSPz5sqsixT2g6+SeP5XYBoIbz6eD/wD/a5KivJ0Fk32sOndQUHYZVcoO4kgPBxSsSG8+YDIiE1HsLqbUCMd4D49wcllHypOFPo1bGMwMZySgl8+2ZwlQD/1Vojzp/uoKxz9BmwKTChSmVjsHrgHB1LEhousArr6TUp9p55CZlflQFRa+v49VzKZplU5cDuUrPN+/coi7OLEYpOmKby0rYct+9P3riXhqTe7mVLpYmHtiavijYa+qJnxNJpW7Wbz3qGl4vc3xyjLt7Pp3T6WzfITcIKuCMbCn+v0kXx4RQGmKXltZx+KIphd52JnvZst+9OD33kTPbgdKrGEyWc+WMG2g/2EYyazaj28tqM34+/38rYerl5WyJVL8vG6tfR922dwsCWGQ1fY2zz03Ly8rZcrFvnRhz66Oc4QqqqQ2vXSkHZjyxO4zvcQe+grHJlmme8O8NmVf0+/o4DXmmD6hX+P1dWIJUEvrMBh855S3ygHYFksmOQdUsWzqthO0POezCyf86iqQiwWJ5Wy8HpsmFYuSizHuUVOcMpxxtFVyQcW+Vk+w0fSlOS7lWHNXcccAfWdFn9c30YobHLRvDxaQwbPvx3C61S5flUR7kQbi5r+G2XrARKAUjwBx7q/JaEHiAgnJyo/5bNLbrwgwFXnBzJm2ScaDFmWZHq1G+jMal8xy8+UCifXrwjSH4nhDB3kYk+IsBrgwfVuPn1ZEFcsPHSFyehxS587VMn/va6CH9x3mM5eA49D5VNXllERPHF1pOORMNOpM8fSE0mhKJzUz2Q4FORgVb2jDiLmLMZ55ZdIPPUzSEQR3gL0K77EzpCDnQ1hCv02ppQ78J5KOt8wHBGwLClRh6muZVMVTEty/8udLJ7sPm4UTkJxo5//MeyzLoVEFOkvQaSS8PZjkBhI9VBtaHMuI34aNhEJI132/lgips6krf/Otz/8bZ7cGWPZDB8fW11Mvlcl6ByFwbcYP38ZS3MivAXIcPYzECgqIDHKQaw90kzimf/M/C3DXSSe+in2q+/EaffysUuLKQqkBeHaEgc3rSo6oSB8PBLY8Vx4G7TvG/pPzY6le0a3wmGoLtKZUOpgf0scAEXA7WtL0cTgOVEEOONt0H0YdAdmXhVx9eS5ZYmUYH9zfEh7qD8FpyA4HeHo82hZkrkTPTzwamdGxAA4f7qfaMLkL7Hrke+Cb91aw9v7I/T0p1g42UtV/snViaQpeGsY8WdnfYTzJzswTiNK9WgCHhWHrhBPWoSjKYK+oZGWPrdKJG4yu9bDvqYoLrvK/Br9rBH9fHbJJ9cWctOqQmxqOiLu89dWsr85Rl/UxKUrtISSfO/uRgAWTvGyYKKXXz7enPm0e5wqM2vdqCps3hemqTM9KVRT7ODWNSXoKpQEhgp9taUO9PHx5s8xQqSUCPvQCBrF7sLY/Gj2spEQ8zzN3N/mZXaNi8/8qg1LHrmu7Xz1ZgcTi/7y3lNjgWVJls3wsrshwjsDEYbLZviYN8GD3/HeFz441xCWyZv7+vjVsyH6YybLpzq5eVUQp8P+Xu9ajhwjJvc2zfEeIQfSdEYQxSAEfQMTJT4nw36tFEWkZ7dS5nE/Zq29kq/99lCmY/nH59u5alkB+T6NKZVuNuzq43NV21A6D2R+Y7XtJ3VoK8mpl4/oKymtkZtlA1QXaPzVFaX87tk24obF6gVBVs7y4bZJdA3ce9Zj2/AbAAqBLyy+Ea3ejjZ1GYk3HhiM/BEKonQqUqbPhSUFirCyhJ9Sv+Dbt1bRF7PwOFTctlM3E3bbYOWcPO45JiJmcoXzlMSmE2FJQax0AfYbf4hI9iNdQV4+pPFvD9Znlqks1Pny9ZW4xyDFpMCrMr3Kxc6GKF7X4CDsCBfOyeP3z7YS8NpQTjJeTAo7SW8tR7ykhQ6u678DbXvBMqF4ElFX2YjvF1VVQIB5lGG51wFzJ3gyERCQFiNKtV6IhJjAfv7qopkkFRfmQA7JcJfdrsINKwv52UPNmTanrlBXfPqdGlVTsKREHmNCnlDduFf/DfEH/wUGqhNqc9ZiBYaa5R8PTVMQAkR8qAgrOxtQE31AIT675IYVAT64JIBdFQhO3bsnFpyC2+nFNqcdY+vTmXbHqttoj+l0t3eTH7Dj8bg5FRsQt03ypevKaehIEk1YVBToFHmzxWFX3wHi934NzLTwq5RNxbHmC8S1E5f7dNrSkR7HRrAU540ulfNkVAQV/va6Ct7YFSZuWMyodrO7sZ/Fk4v4SxyVS5kWnS6d7UGIE1e0OxqbBhPLHNS3ZYuE1cWOMX3X+h3wdx+u5Ef3HWZvU4y/nh/g7b3hjDeh16WS77NhtylMqnDS3ZfiqT0hZldXoJ4VEU5phJR4B3QDKaE4YEdJJVFVGw3dKb5z12Aq3Jt7wsysceN2poW0D19YRNKwiMRNtuyPZMQmgENtcQ62xphQ6GFiqZ75RkA6IvHDFxT8RY+khRBEkpA0JT6HeE+igyxLokxZAVueAHNgEkYoaHPXEn/sR0OWl/F+rna/zn2752XNJV6xJJ+mLoPDnUkqCu0U+TT8zlOriPyXSsAh+fzVpbT1mgghKPSp2DBzVf9OgabuBD9+eHBS7uVdMTyOEDdfXIxpnR0FJ3LkOBk5wSnHWU0sBU++1cvDr3cigcvPC7JuUSCrtGpPXPD6rjDbD0VYNsPHnFoX7mFKr+5viQ8JUHp5Ww8LJ/to7U5SU+zA27VjSDfJbHgHdcYVJ/T7SElBzEgP5kZjvqsJyYppLubV1WJK8NnT0UOdEUmF0oHtjd9lLS823o1t+Y2E7cUcWv0zWnuSFLtS1BbpNKbycSUEr+7s441dYeZN9LBytp88x+D+OFSJw5NOgTid775lWSyd7iNpSNZvDeFxalyzvICqURowj3x7kpgtALYAcVPwP08dAqCm2M61FxRhUwX9SYnHfvp9fpsi+fSVJWzY3c87B/r5wrUV7GuK0R4ymFjh5OVtPSRTko9eXISujC5CRkqI2IuhqvioxpP/TghoC8NzW7o53JHgknl5TK+0Y1fTkWG3rynmN8/CW+/2U+Cz8ekVkqJ3/oBt+oWk9m4g9fp92C//ElG94AT7JplX6+Qfb6jk+S09lAR1LpjpJ9996ufUAuq7LB7f2Ek4kmLteUFmVOgcsbOREqL5U3He/MO0ybrDg+EtJylOLnJJBE09Jq7+BoJdW9CMHpyrbiO5+5WM55fwl2Dpg+ltGUH4NAdDphT0OcpxLLoe18TFWNEQwl/Km20evvvrTkwrPQj98ocUqoudp3T+3DbJtLKjRaDBlUhp0dwWxjX9chy7nwQjgdW8G1vXASied8L1KljccnERnb0GDe0JbJrgo5cUU5I3xrlAlmRCsQ1d9bOrIYJlWdx4YeGYeFCNN6oq6E+mIxntqhzTCFx5ksjXY7FSJhfPC7D1QCSTEj25wsnkcmdGQB6b/YJJxRrfv6OGvqhJwKvx3Y/XcrAlimEJgj4bhzuTnDfVSzxp8uI7PeT7bCijy3x9zzBNa9hagHetb+ebH6shblj8/JFmWrqSzK5zYw4TdbqnMcaauV7cNsnnryqlOZQiaViUBnXyTtFL7P2AJWFbQ4L/fryFcNRk3kQPt68uxu848yck5qnCecN3kYfeAjOFPnkxIUcl9nkfQL70/wYXFAp6QRnyhV+iFM3NNK9eEGTv4SiPbejKtH3owiLcumDZdE+Wz52Ggb2vEWI9qO48UvEoUVuQiKMEt0M5J56L8UTDotx/5KnLVfs7VRo7hmYTvLgzznXLU9hsYztRlCPHeJETnHKctSiKYEdjggdfHVT2H93QTXWRgyWTHEiZ9q/57t2NNHelZyK3HYxw8bw8brkoH3FM7885jLmCx6kRiZtsO9jPqrl59PYuwFe/JWsZbeJiksfp2AsBrX3wi8ea2NccZ2K5g09dUUbRKLJqLEviGvhmtIXhxw8cpqkzybfWxKg7thKRtEi6Crl3XwWPbunLNK9Z5KO+tYue/hSrFwY52BrnYGuct/aG+coNlWNW7etogk7JB5fksWKWD5um4LdLxBnoYaUsiCUsakrs3HxxCXe/0M7ephj5Po07LitjZoV22h1/nx3WzvOydr4PpGRGuY3eOGx8t59J5U5uWlVEdYF2xmbruqPw1d8cIppIX8dtByPcvqaEi2alPaTyHJLPriuhPyFxawZ53TuQsy4kdWgrqcYd6ZXsfRll1jUnjKywKWmRY1ZVMZYlsazTG0TVd1nc+btDmSifnQ1RPnd1OYvq7Jn1WlKkRbii4uOvaBgau02iLYeoeetbkIhiAAbgXHkrsY4GUBTsaz9Dv3AzyiJmIyYu3MSDMyAI3Z09fPuR7sxxRRMWP3yogx/cVoGujZ2Y0xGBZzf3crC1mN5IgM8uX0zthu8iY30QDY1oHUEXfPWmCkL9FnZdEHCOvRcagFODySUq0yvyMM1Tj6g8k/TEBS+808szm0P4XBo3rCyiLGijaJyrNR4PKSHoFnzuqnK6wilURZDn0Qi6x17pkVLi0cGjK4CF0w2Fk1zIRD97u1WMlEXQa+PV7b209xh8al3Z2FfLG0cKfeoQL7eFk70UeAQH2i1aBvoRB1vjXDI/wI76bOPjRVM8pAaiSx2aHPA8O7e8xMaDtj7JD+87nPn77X39/Mmu8FdrC4f0w8YbS0LEVYGYUYkQ4Ay4eXZ9K9HQdNZd9AVcux7DVDSM+ddjNr6D2tvG+XMjPLzFhmVBccDG0291Z63z0dc7uXxxPu82J5hVmQ6fUwXY979E8o37cSz8ANHHfgRmCk0oqOfdzv7iFUwYg+jgHDn87qEBKoPgAAAgAElEQVT9h/Kghq7lXMZynDvk7A1znJX0G4JX98R4dUe64kxRno0bVhZxw6oiUhZoWjqSprnbyIhNR3h+Sw+h6NDX8IRSB0HvoMYqBKxZGGTj7rSnS22xjmPSIsSkpZlltCnLMCvnHbcz2Z8UfOuPDewb8ETZ1xTnX/7UQDQ1+jDXpCn44X2HM2H8ByI+xDGVzoTTS4tayaNbso/56Te7WTLNR2soSVNngvKCdEenvi1Be+/Q2ZGTIRRB3BSYJ3lFqFgUuiHPbp0RsQnAo8PahQGuW1HEH55rY29TOt+yqy/Fv97bQOsw9langmVJLNPKCC9eXXLJLA83rghQV5hdBXC8OZJadTT3vNhB9KhLq2Dhs0t0XcfY8yrxl/84KDYB5qEtI97nVMo67Qo9FgrvHIgMSSl78JVOUqcZBq6qCi9t66UqdWDQD2uAxI4XcH74TvSbfkjEP+m0tjMaOsND03lD4RTh2NgNyCMpwdaDUQ62JfC6VK48v4ifv6YTmn0TACK/esTr0hVJsU+Q5xiFnxfp1BlVU1CG8Tc7HqmUNaZiU0oKeuKQMMeuC9MbFxzutVi/tZcHXukkHDVp6kzwo/sbae0xiBhnJnUhnR6evS2XDWoKVCaV2plYolNboIy6ouCpIiWge5hcqrNwkgfLksyqdfMvt9VQV3RuGdfaRDoa9P9cXc7qBQG+cE05N6/KRxUS86j3XThqYprp6rmQ7itcMi+PGZXjUzzhXKe5e2jxk9d39hEd2nzGkDL93W4LJWkLGdh8Af5zTx0Plv1fXp/yJd6O1xK3pyN+K9/+Od+5IsXaOXacwxRsiCUtdFvaS01V0/+3JzpJvPC/6DNXEXvt7sEUPmnh2fhrzM7D9MSGrCpHjlFTW+JgRuWgb5xNE3x8dQFSnFvv3xx/2eQinHKcdQgh2LgnwkOvd7Jshp/SoM6lC4Lctb6NZEri1BWK8yqZVKwhjjE0duhKVsfxaPwOydc/WsW7TXHCUZOplU7yvSrTq2rxOwWJFPQk8yhY+Wmci69DSjBchRgcP2S1M2zSG8k2bA6FU3T2mVQFRzYYkgha+yzq29Ozqj2RFI9u6OKuTSbT1v4tFe/8EtnZgMgvx3npXxNriXJsKXcpoTqQHtgeaIlRUWCnqTNdQevYwcvJ6E8Knnm7l+feDlES1Lnl0uL0sZwtUylScsV5AZpDKQ62ZvuamBa0dicp9oxd9absTY/vTLYYMIWSx5izDOfbraownAeaaVo4qucMqdajTlyCIUceFRFLCdp6UmiqoMivoo8wrciQgr6oxOVIe0kdi64JhHIcd/tRoCigyKFm6aQSmN4SotJOe59FU1cSX4dFaUDFNY7pXAUBJ0L0Zh1W0KvhdtkYi4dHCNh2KM5vjypV//a+fm65tIR2q4/iyz5P3DdywelUiCThrb19vL4nyrxaB+dP8+J1nNl5q44I/Ocj6YjS4jwbn/lgOTUFymndTt1R+NrvDvFX68p54Z2erP9JCa2hJEGPimus0w6PQghBW5/Fht199Mctlk33UpmvDkr+UuIbCJh4L4KKpIRCN6yeMzoPqrMNt02yoNbOeRMdmEd5ypXn6/jdKr2RdOrPw693cvtlJdy0qhBIR5md6Widsx6R7jf5XEMHvmX5Orr63udbWlKSstKpkwAbd4cpL7DzmQ+W4Sucis1xO7K/m6oN3+e2ojpay740xLdxwWQvu+qjLJzswTrybTbi6WqoqgbJY5QlaeEye+mNmuQ5c6JAjtPDrtv426tKONwRT3s6FtoJ+Oxj7peaI8d4khOccpx1pCx4ZnM3oXCKPI/GZecF+e0zbZlqR7GkxQ/va+QHd9RRFtSoLNRRVYVVcwL0RAwCHg3tOMYSeQ44b4LjqGpuEodLsKPJ4L8eaaY3kmJyhZNPrysbMDU/PlFDkDIZUhlOEekZiJEgBOxpNvj2XQ2ZddSWOLh8cT6Pbejiy49p/PwT3yCgRjBtbvqEkxKnSYG/OePnAVAS0CgzDlBekM+0Kjeb9qTT7RZM8lDkHYWLuRA8sjHEExvTIeV90Rhf/20937ujhkL32WNO6LZJCnwaHqdKfyzbGyDPc+691mIpwb7WJE9u6kbXFD64NEh1vpaJGqsu1PG5VPqig8d606oiXDY5bKfDLJuFNu2CjOik1s5DTlgy4kFiKAbf/lMDbT3pe2zBJA93rC0e1hvtaNr74d8ePMzhjgRVhXZuWV2CU1eIHdV5v+6CIpTTHDGbpsUFM/20tdXhUdS0AfsAyoKrSAgHB9pT3Pn7+sz5mVLh5AtXl2X5v40l+XkOPnNFIf/5RLoym9uh8MVrSnFqYyNSGpbgodeyTfpTpiTUbzBn+iSiXn1cU9ZMBL9+upVN76bTjHYcivDarjBfub4MTT0zolPSVPjhfQ2ZqNa2HoNv/bGef/1ELf5TDD4RQvDm3jC9ERPTlAQ8GqFwtpDpsqu4h4l8GEvawxb/9L+HSBjpa/jkpm7++SPVTCo+uwas4yG69ycFzd0GmiooDWhnxOfLPKaAgVeXfP2j1TyzuYe9TTEunO1nwUT34DsvJzZlEYoJHnytk60HInzmg+XMqfOw9UA/E0qdnDfNy6QyF3ELdPW9PXWGKXlha3aqcVNngkQ4jPnclzGTMYTTh23t55D5dZDQuW1NCa9s76WhPcH8SR6KAzqvbu9hbq078441XfmIgmpkMo5w+ZDRQYsDFI0+JUC5++x6dnO8tyiKOOX3p82mUVs26NWRE5tynGuceyOzHO97VAUK/TpNnUn+9Hwbn7qyPKu0NkAkbrG3JU5vv8EXrqmksTPBj+8f9BB4LGDjqzdV4bUP/2Y/+oV/OGTxg7sbMobi7x6O8Z+PtfD315Ud1wBcKILnt/ZRkq9z2aJ8Ht84aDB57YpC7n+5k49eXHjSQVAipfDfj7dk7c/B1jjLZqYrTV29rADN4SIqBkv9Ohw2/nkt/G6Tzo7DKWZXatw0vQfPwReZN+GjnDfVS8q0mFLpZHqlA20UhreRJDzzVnbnLGVKmjoNCt3jEzWkJXuQnfUDZiWVWK6CEQ2cgy6447JSfvLg4cz5u3RBgPJxjEIYCxRFZIQfIQSdUdhZH+WXj7dkltm8L8y3bq2hMpA+Fr8DvnFLNW/sDtPUmWD5TD8TSmzHFZDiqg/bik9iX3AV0rJIuYuIMbLrJxTB45u6M2KT3aZQXuigvsOgJE8j4BLDpk8mTIUf3ttASygtBjR0JNi4u48v31jB9gNh+voTLJ2oMamgB0MUnrY4MsEbpqFXJ7Lmq7jffQIl2o0+eQlWfiWJlOBXT7Rmdcr2HI5R35E8xoh77JAonDfVx+RKF/1RkzyfHY8+unS1EyGEQB9G2PE6Vfzu8RWbAEJ9yYzYdIQDrUnaumKUF7mP86sx3oeIOSSFOmFI2ntT+B2j786oqoIQgtaBlKAXtoa48vwCfvrg4cz3oCjPRnWRnTzX6UflHQ8h4J2D0YzYdIT7Xu7gHz50bvkkjZauKNz5+3pC/WmRr67UzhevqTjut3s8yXfBjRcEgCDIc8Nz7HRRlLQPZWNHAk1TqC3W8Z2k2mvCFHzvnkHvzL1NMfK8Gl+8roJ3m2Lc80I7loRlM/1cu6yAfNf4nUchBH2J9KPpczDkGRVDmwCQPS2ZyCQZ68N46qekrvsBQVe6KqTTLgh49Ew68KpZlVlCaEI48Vz+BYzX78ax9Hrir92dFp10J73nfxpXoJI8Z06nzAGGBQfbU2ze1095gZ3ZNc5TniDJkeNcJSc45Tj7kJIPXVDIjkMRDFMiBEwqd7KvOZb5eLvsCtGExWu7whQG7NzzQnvWKtpCBofaBw0ej0dKCnY3RoZUr9vTGKMvLgk6h/9dJAlv7OmjtsRJT3+Kj60uIWFY2G0KLd0JELC/JcH82hObRhqWpDs81GPJ59L43sdrKPQpGd8dC0EoIokbKSbrPfwf15PEl07D2bET5YXNaB/8CtcUBtGExYSLglkzuC6jGxFqBCGwApXEtMCQbQJoarr89ZEZfpsq+ORywUJtB/YWE4JVRB1FY9aJ0mOdWA99AxFOR24Ipw/lqm9geEpP+ltpSebXOvjux+to6U4Q8NqoCKijEtjGlYEy0bqaNuN2Gj0obbuwuptQyqYSC0xga7NKZ6/Bm8eUqJcy7YFRc0Egcx3zXbBuoQ9FERnj2hNhSA3DWTbq3TbMtCk5pMXfW9eU8Oxb3aiJPjbGBRVlflbO8A45zz1RMyM2HeGlbb3cPvEAkw7fgz7rYuiPQUzDXr2AsL1k1Pt2NKqZpPyZf0QtrEEpqkFKL/HX7iF84eeRLmgPDTUQicTHd+AuLYnfqeJ3jr2RsIrFDasK+c5djZk2l11hbp0b5Qz4iQk5fJUhYY3eI+5UcdoFdptCwsi+jt5Rpq2kLKjvNHljd4gCv42FU3w8+3YPb+3tZ2K5ky99uIrW7iQep0pdqYMCtxznkaPAMIeuP2mkRY+zJ7Z0bBFC8NRboYzYBHCgJcH2+hhLpzjeG5N2S/Jep4GdSeq7Jf/yh/qMR2BpUOfvr68k6Dz+OWjvzRZ+7TaFV7f3UlFg55HXByffXtnWS3WRg7VzPeMi3iVMwbNb+njglU4sKbnivHyuOC8vSxgqCdq5eG4ez749mCpblKdRbuzJWpeMhVFjIVKOPArdUORxDKSOHnn6hu5/v70E26q/wTQj2KvmYUTCxBUvwl5AnV2es2mnOcYORRHsb4rywKvd7D6ctrkoDtj42keq8JxE2M2R4/1ETnDKcVZSGRR87xN1dPQavLy9l+KAzso5eTz1ZjdtIYMbVhVzzwvthPpTTCqP0BsdOhiKJU4+uEyk0h5Kx5Ln0XDaju8/oAhImeB3a7ywtYct+wcFg6XTfQggMQJRwK3DJfMDPPXmYFSRokBtsU6xN71fQoA92kps71v4o32kgrN5MlrE6pkr0TbcA0Kgr/sSyaLJaKS3ebTY5E60krzva8ho2oAdTwHua75KxF40ZH8cquSOy0r4wT3paLHPXySYt/1fYXMnCQDdietD3yLiKj/psZ0MIQTWwU0QHkwTkrE+rG3PoC6/dWQlv6VFqQ9Kj5ibjNFAwaEksSV6sTQ7UcU/6s5yT1zwp/XtvLE7TGWRna9c5UN//ocYrXszy2jLPsrWjiUIoQybgmnXh/rSHDEwH09sKiye6uPBVzs5f7ofIt38w9QteN59AunMo8v5YUKRaRR6sz8fLl3JCMFHuGCqDbnpXhzz1hJ78beZGWWtbgf2lZ8moY6inOMxGI4gYvpKzJ3rMTsOAiDcebzTE2ROFVw0L8CTmwarDQmR9mk5l5lSqnPnLdVs2B0mz6OxcJKHQs+ZmUUv9Gssn2rnld2JTNvUMo2y04woFIrAtASqsE56HH4HfPLyUn76UFOm7epl+RR4Ry7J2GSCbQ0pfvBAW6Zt6XQff31lGX9a385jG7q5YVUhF832omKekSiXtjDUljhRlOxUiWuW5/N+rkNkIdjTGB3SfrAtxvJpziFpbznGFilUHn6tNeud3dKdZHt9lAunOY/7POq27Oft1e29fOaD5bz57tCKHRt29rFmrpfxEPH2NCW4+8XB/sPDG7ooL7BniZV2m8K1y/OpK3Xy8vZeple7WDXNjueer2SvTHeiefwckT5HmvpkSA1DSUek4wsiABdWLuXpfYwQYE+FUeI9SLuXuC0w7HdCt2KoTduZ/fZjTCsI0jZ/Dd95wUlbyKCx02BaWW4InuMvB/XrX//6e70P400e8HmA6HtZMiPHqOnqt7jz9/U0tCVoaE/w9r5+/mpdOQsne7j7hXa6B6JwwlGTZTP9vHt40LhRUeC6FQV47OmOkdttH/b621SFXYdjBLw2GtoTmd9+9qpyKgLHH0jZVIHfqyMRNLTHMwaTdptgzcJ8gj4bU8qduO0nHwjVlboG1pOgrEDnC9dUUORXUYVAAO54K8a9X0atfwutfQ+++pfwTZ7Lsz2TmXrRpYhpFxPzVGIxdJZfUQTqtscw67cMNiajqJ4AZvHUIR0qB3FqzANcU9fOurl2auxdWDufH1zATCHMBMmqRac9626zqYidT0NnfVa7ZlOxpqwa04He8a7/scRN8McbYcNdJJ77b6zdL+AKFmD5SrFGWNTTROFnD7WyeV8/EuiNmKwobMW76+Gs5WTLblITVhCRLiaWu3h732Bn3aYKbrmkmHHKYjwxknQKXXuCORM8LEm9hvut36WrwUW6cdW/imPSQoQrO0rOqQsqi128vmvQy+KGFXmUiU5Sh7YgewbNrq1QC3r1LAx38SnvpoVCxF9Hyh7AafaTqFzE/okf4Y9va1w0x8eEMifJlORQW5x8n43PX11OTYF2TkeLCAF5LoU5tU4mldpxjk924LBIFGZXqFT5U6g2nctmCK5d5MTh9SNPseBtT1zw6MYe7nqpi/64pLTAgf0kffDSgMbSmXnMqfNwxeIg8+tc2E6w+aOffVVIUs3v8qPnZJb3W2NHgpWz/dxwYT5rFuYxqUQ/Y87cLX1wz4vteJ0aly4IYpiSgFfj5ktK0lVVhXJGr/OZRFUgJRW2HshO1bx2RSGKqpA0BQ7b6T2xI333/yWSsASPbwxljNKPUBa0M6v6+IKTU1eIGbC/JV20ozucYka1k3yfztv7sqN1z5/uY1aNY8z1JlVV+POG7ky/7QiRuMmFs30DkWrp62/EE1QX2rhwto+p5XacNoEeKMA6+BYgQdHQL/s8iby697G8+5fJWD//QoC7dz/Gg9/A3PwwcvcLOMtqSbmLkAiEEESSgv4E5LVswHjyJ/TXruRgcBndSTsr5xWw67DB9BoXJf6cx9d4k3v/nzmEELhcOsBPgJ5j/5+TV3OclaiqwjObu7M6PFLCS+/0MLXKRVffYAh+S3eSoNfGzZcU8eTGEEGfxkcvLqbEJ046Q6UIiwWTvPhcMeZO8GBJKArYqM5XTyh4SCmZW2unodPk9rUlRBPp2fl40uKuF9q5cVURRT4xok6WR5fcsCLAB5YESZnw59c72bArzLQqFx9ZVYi7dceQ0u/5u+4nWfhZ4vhP6O+hKgKrbd+Qdqv9AKoKjngnJCIYrnyE7kLd/hSxV/4EgA4oC69ELZuC2TwYfi67DmMlYyj6cfINR4hhmOh1S5C7X8xun7TyPTE+SFqCUGs7wcNPYQyYbctoH7HHf4Lzw98k7J80ovX0Ri2212cPoBRruGpqBoo0sSQ0dsT4+NpSDrbGcdkVls3wUeo/+f2btY3TMKQ8Fp9d8sVrSlGMCPb7n8i+jaWFI7SfREFt1m8sSzKrys4PP1FLe69BnkejxK9i8y8luiv7GgPQ3wWFp7mjrnx+1boY3TafxgaLhjeTfPmmEuyqRFfgY6vyuXZZAXlenVQi/r7xZHmvIj9sTjcXzFG4aEYEU7hI2PKOWxX0ZMRNwW+fbWVCmZtlM/zsORxlxyMtfOna0uN650E6urTEJyjxHVFjR759e7yD3sbtGKnzh/wvlrRwqAPpy2coOkEi2HIgTMBr49dPtmBJuGR+HtcuK+SVnT3sk4Jn3urm67dUU+o7l6XSoUQMwcG2JOUFdi6Y5efl7b2oiuCDS/NpCxl87+5GNFVwzbICLp3nxZ4bm405Lg2WTPPT0J5tSTCz1n3CSFpVSK5bFmThZA+NHUmqCnWqC3XiKagtsXOwNS0C5Xs1Vi/Iy4g/Y4llSSaUOnlle19W++Ty4Y2TpAQzE3WukKxdjuPmSRDtAU8+Mb1wiLVCjhzH4kj1kXjk+5mMARnvJ/7w93Hc/COi9kJ2HE7ys4ebuXiaxo3t9xGZdyM/qV/E9vo4YKEobXzi8rJzPto6R47RkhOccpy1DFdSXREQ9Nqw20TGYFUIqCuxM6FIY+VML5oCygj9Uzr74Wu/PZRVAvfvPlyJOoIZe01AZYGNHz/Ywf7meFYlLpd9ZGJTBimxKYLv33uYAwOzhpv2hGnpSvDjxUPVeSUVZ3KZHQXrhJtJmRauaSsxG7ZltauTl6G1bKWlrY8Xu2vY2NjH364MUfDq3VnLJd98FMeKm7IEJ612HkYshnaaghOAVToVcf7NyE33gjSRs9chahac8iB2OIQY2UCttSdFqdqLsW/jkP/JjoMwQsFJ18SQ1LKGVCHlDg8yPjj7q05dzquNdl7f08ncCR4KfDrrFgcp8AikdfL0oiMoWKg99ViHdyLsbpTyGaTchactPGlCousauHzI/q6s/6nO4U2iBZICj6DAMygGJPKqsU08D2PnMaJTsOL0dhBw2iS3rS6ksTNFNGFSGtQp9ikZYUlKidsmyfPa6IjHT3t7OSCOE7SBZ3/gOT3aCH+khCIWJUEHD7zcgWFK5k7wMKvOQ2fYpMQ3Tsb/RhzXgRe4dt5SfnHU7WjTBBNKx9/FVQqF/oTErgnsqkU8lU75ObpQw7Obe1CFgsepUBzUmTPBw13r2/ncB0tQ3yfxFwlT8PNHW9lZH2HRFB+r5uaxemEQTRUcaonxX4+lCyikTMk9L3VQW+pgRnk6zEtTReZ/OU4Py7JYNsNLqN/g+bdD2G0KH7qwiInFOnBi1dWhSaaW2phWZhus+KvBP3y4gtaeFClTUha0nbSy6akipWThJA9PDtgsQNoKYdUc/4gEeVMqRByl4Di5X2SOHEcQ0e5Be4ojmAb0d9FpFPL9exuxLDBMDUuzs7/wEra/NJi+bVnwyOudfPOWKk72jOXI8X4iJzjlOCsxTYuL5+WxfmtPZuAsBKxdFCSWNPm766vY0xglkbQ4b6qXioCKZaWjGkbDnqZYltgEcNcL7Xz9IxUnnGU/gq5YrFucz3fvHjTyDXg16oodjDaGvKvfzIhNRzjcmSRZPB0hlKwUj/7pV1JW4j+pqCAlpMrnYFt8LcabD4FQ0M+7FqWwmt5NT/Ifhy+iodPk/BluFKNjmDQSieIrRNjdSNNAn3kRlmLDUN2cvtwEKcWJOudK1CnLQUosR4ARWF+NiFBcsLsxRnuPwdTKFHXFGrYTXNNowiJiaXh8RZjR7FlT4c4b8XZ9jnT1vH//86DPzDtdHi647k6sNx/AatuPNvUCmLqSG4wAS2YkkEBNkZ18txz1bLDWsQfrz3cOVo5z+VGv/hYp1+mGD0ESHc+KW4jffyeZ+9lTAMUjE98AEtKOe9GHUPu708KnzY79gltI+qpOe/8AXDaYUqox+Dkb+wFOCmjutmjvNSjw2yjLU9HPFnP6E6AKsJn9WKqdpBz7vCwbSeyhg1iHt4OvCMqmE7Xlj+i3oX6TRzcMCplb9vdTmGfDbksbro81SVNwIFpK+/R/ptgj+Oq1Lu7ZGKfIA1cuLRpXL6z+pKA7YvHAK61s3ttPcZ6NT11ZxsQiW6ZAw9G8vT/MhbPz6Ooz6OgxWD7LTyKVjkh5P9AcSnG4I8Edl5exfkuInz7YxIIpXuZP9PD4Ub5rR9i8r58Z5Xl4evZibH4EkDjmrSMemEgq1409LQIOyc0r87nivHxUBfLdjKgoxRGOfWacmqS24Eg42vi+I/0OyddvrqKpy8CSkvJ8HW/OiDnHeOLwgc0BxlF9daHQHHWwtTmaiY59fpfBldd8ipauoatoCyUxTIkt9+rK8RdE7nbPcdZSEVD51q01PPd2TzrVYF4elUEVMRB9NKXEB6QrDrX0SSJxk5KADZ8+8uiQ4XypTUuOuJskJUwt1/nmrTVsOxgh4NGYUe3C5xh9p0fXxBDTWIA2rYKaD9+JsfEBZLQPMW8djrK56CNMMUioHtQ5H8I+/RIkgoSehz20nw7fTIRm4+rlAZ56s5tar4dVnvysaBbh8iHyitHnrAZFwWjeR6T2Epyu0Qtqx8M0JaZtQNAZI7GpN67wqydbKHanaOuD+1/u4JZLi1k9x33cdJnSgI1HXtL41IIPYD7572CmB4JKUS1m0eQRb9uyJPPrHHz34zW0dBv43RoV+RpRVaJd+DeoVoK4cGBJCGgQqBmsZDjaAa9NGMjX/8jR10JGe5HNu2Di6QtOALHgFBw3fgda94LdjSyeTNRWMKp1RPQC9DV/hx7vAlUnZg+eO6aqQuHl7f38v6cGPag+cnExl87xopzFM5QuI4Tc/iQy3IHqK8IzYTFRX+2YpY0IIdDrNxJ/6meDbYFSnFd9jZh2YoFWCMHB1tiQ9q37+7l+RT5jPVC1EDz0RohHNgyKGVctsPjn+QdwVE0lqmvjJjbFUoIn3urhQEucHYfSqbZtPQbf+kM9//qJOiaUDY2smlzhYs5ED9/4zSEMU7K/JUZZsJJpZe8PM6eEYbFuST7/78kWkqn0iX9xaw9ep8LEMucQX548jw29ez/x+7+aaTP3v4njum/QH5hyRvf9/YiQVqYib2qY7O+zGbdNMrlk/CYbzkWkEISikpQpyXerqOLs/U6da8T1IM41nyHx2I8GJmgF9vM/RHHDM1xcu5yXi9wcaE8RT1ps7StGUQRCZPftVszKw33mbAJz5DgryAlOOc5aBJLKgMLHL00PbtNVywbf2pYliZuCR97o4dE3upASivJsfPG6Skp9I9vGhDInNjW7JPXKOQGiCYl/hBkWCpLqoEJtgW/AQ0eiDOQDjibNJOgSXLu8kHtfGqy6cuFsP3kujX5lIrbVX0JgkZSjHxyZEqJaOnqoudOirbsUt6eQKxa7+P7dDQD85lWTusu+QPWu3yBb96IU1mJbeRvNahX5Uz0Y0SipKVdgs7vfE4+lURHt5rPVm/Edeh7DX0bLB9bxgxe7WTzFc9wZ0Dyn4OIl5Txfr7PsA/+M3t+K4vBgFdYRUUce4QTpe6LMr1Dmz66el7IEKcbQQNUyEfG+oatLRocVL08FE4WIpwYxqea0LnsSG0lHSfqPc6ij1Ra2+N2zbVltf1rfxuxa94jfM6dD0lKIJCzcukBXR3YBNGEhdz6D5i8k2boXGWpFdbhx607C9pIT/lYRoGFgColW9jwAACAASURBVP2Eqa0OM0zypd9ktclQC0p3AxSd+HmRUlKRbx/SPrnClT7GMX69dPZbWWITwEOb41y4cCn5NmVcx6lNXQYep5oRm45gWmn/wcmlOoumeNm0J100IN+nsXSGnz+/0snsCR7eGqj89cSmbmZcU4o1kuqdp0A4CQdak4RjJrXFdkrzlFO0gj85ZUGd+vZERmw6wmNvdPPNW2vZvK+fnv608lFb4sBtVxA7nx2yntQ7T6JdPG1UETk5cryfSZiCx9/s5aHXOrEkzK5z88nLSvDZz/I+2zmCUASJ8gXYb/4RarQL4mGs3nZsBeUoe57iyxddwR13pWeDN74bodBv49bVpTz8egehcIpFU31cNC/A+u39zK5xk3+kOy0UwgnQ1LSIOt7ViHPkONPkBKccZz3mCTrYhzoMHjkqLaO9x+CP69v43JWl2JSTd0KFtLh1bSk7DvYTjpnMnehlZ32EyeUO/I7RuZRalkRB4upvQB58CxQFUbMgXUFuRN8Oydp5PqZXuWjqSlISsFFVYEMbSN0xLAVOYwggBLyxN8YvBvwxABZO9rJ8pp9XtveSMCz+6VGFG5Z+lvkLJRHp5L8e6kOIFr5xcyV6QKYrfJ3lYpOmQEH9M8g378cC1M5GKg5v4Y4lX8Mwj/87KSWlPkHRrBJ6UyW4CqZyts+YmqoTZc6V8NKvBhuFglI2FWOMx2Bn+WUfN/qi5hC/GMuCnkiKUt/4fkJbw/DThxppbE9QEtD57FVlVAVPXNAAQDd6UN1+Ys/9D0fuYbP9AA6XH1Fdctxr6TK6YPd6Uvs3odfMR5l+MRH9ONFsMoVMDo1SwhxZRZiJZTozql3sqE8XRPC6VK5Zlj8uN9qxadOQ3kwsCQxvRzZmJFKSSNzC71aHVAPzOFVcNrhqaT5TKl1YFkQTJv92fyPJlOSmi4ozgpPXOT6phpBO+fvu3Y00dgxeuy/fWHmUP8+pYUiFtt70MRf5VfSBSAu/Q1JdNHRGx21XaQsluG5FAdGERFGgs9fgpe09XF4zTHSX+v6I+DodYilBe28Ku02h0KugjsAKIMf7lwNtBg++2pn5+50DEZ7b0ss15/vHxbz9LwVLCuq7Ury+q488t8ba2QE8+x4nufXpzDL6zIsIhPfy45sX05pwU5zvQBHw84ebWTzVj8+t4rIrPPZGJ2/sCuNxqnzr1moUIbjnpXY27ApTlv//2TvPADmqM10/p0LnMD3dk7NyRCCEhASSiBIim5wMJtnrsGtf77X32jjbeJ3zencdMdEEm2QQCBAYIYIQAiGBAMXR5Jx6erq7wrk/etTDqEfSaIIS/fyBOeqq6qqucL63vu/9HFxzRgGTCvWjomw/S5bhkhWcshzVtHQaGWPv7Y7Ra0hyMl+gZ+Bzqdy3upFz54cpCjto6TRo706S69MYyeTe07OL+P23DeTKvvYQ7iu/T6+vnLZeaGhL4naplOZqOPdkKwhBryEwTInPCRPzVSbm73FIGrsHTndccMeqwZka6z/o4eNnFfDS5pQJomXD1haBy++npiVBfVsqAOnpk4THOTAbK3SjC+PNxwYPGgkmOZpxeCcdcNKlYh81Xim2LRETFyIQKG8/jnQHESdfjRmqONK1sqOG/KCWIRZ4XQqFOTrjeZD7TMEP769Od+Rs7EjyX4/V8+UrykgakqBHwaMP3RxBak6s7mYSM1bQE5iIJ96Md8s/MN5ciV6xkCSZgbpTxjFX/Rq7/j0A7JZqxM43cV38deIi8+JP6kEcJ5yX8obbg+aEUNmw9s+rwxcuLqKhwyRppgyGfQfyXxHQ1C2paUnicihU5jsOvAyQF9CIBHVauwaeFwU5OhH/+Ik4eygJ6/z56UYuPiWPO59pTP9ei2YEKAqlnjOmJbl7ryw6pz6QeasqcO78XOxxMsre3ZIcJDYB/PGpJm6/oWzEQU9HXPCHlQ1s2tmLIuD043O48OQwIXfqnK3M15lR7uHd3QMdWC9cFGHDBz2cMTeXR9a2smlnL8VhB5++oBjNcQbm5ucGnq1CQTtuOfGPcHZTS6/g+/cN3COWzwtx6aIQrqPk+ZVl9AgBnngztFVjI5jgLue6swpo7zZZ/VYH8aTNq+91c8H8INqx1ejykPJBo8H379ud/nteCBwbnxn0meTm1XjO/z8UPvNVHHOu46H3Z3D1aRG+fHkprT0W7mQbrvZtLCxs55KqCu7Z5Kely2Tl6+1s2JpqKLO7OcFPH6rhq1dXMClfQYix6z6cJcvhJPtYynJUEwlmBk5TSj14HYLhBBIBF9x2TSX/+0Q9uxrj6KrgqtPz8Q5DrNobTRWYG1cOLsy2TOytr1BdVsq3765OZ0rMneTlU+cWYtiwsynJX59voq41ycRiF585v5g838Fvf58IQdISJC2bxBBpLx8+Sg5NsGRODn9a2UB7v5ltJKDjdQ3veB4RCAXhcCP7BouRfr+L+FFjHDR8LM2LMv0sxNTFoKgkbfWo+amOBkJuyb9fVs5/PVZHU0eSvKDOZy4sIewdm5LFfdHeY6UDSYCCkIPl88J89U87iSVsQn6NL11WRlmuyJiMJhQfLWXn8Yune6luNggHyvjXJXOZVv8oUgxdQqb2NpHsF5v2IFt3ofQ0QWBCxuctWyBnn4vDE8Tc9CwiXIo+/zJ63YXDzlJyqpLKgzAY3tli8e27qtMZo2V5Dr5yZSm+A3SYdmuS264u457VzWzeFWN2lYdrTi/ApY3/hRJyw/+9rJTn3uzk5nOKEAIKcx2UhwdeOhSHNGZXedm0c6Ds7qrTC/A6Bdeemd9fvjl+0WLfEBlgXb0mli1gBIKTEPDC213p/bElPPdmJxOLPZw6LdW23qVK/vWiInY1J2nvMSkKO0kkLXY1xfnL04188bJSHCo4NHAokpioxHPV97E+WAu2jTr1VPoCH11hPWkr3Lu6ke7YgBD+9PoOFkwLMCn/4LKzsxy9eGJ1JB74GvRnm/rcAarm/j+eel/nhmWF3PF0I5OK3CQsgXYI7nfHIhYKf32hedBYbzTG0DcfgYx1Ea5bS3N0Cjubk8zwNDHBpWOs/jmidReQSqz9zCmfpUkrTYtNHmeqgiGWsNndHCfo9bKzMY7HqVIa0QlmyyKzHMVkBacsRzWVeTrnnJTLU/2dbcIBjevOLEAfpkmiDTz6ciu7GlMdJwxLctezTUwtdVOee5DlawJkojdjOBYo53+fbBhUlrNhWy81rQZNnQb3PNdELJH6vtvr4/zg/hpuv6F8TIKhnqRge2OCpvYkkYDOzAov71QPfEe3Q2HuRB/5QQ3Tgop8J1tqYnT0+2c4dYV/+1gJbm2M37AIQWccevtsQj4Vrz58o/cDEVcDeJZ8nMTT/5UeU4IFiEjF2GzgCMS2JTaOYXsjxW2Fhg6Tlk6DkF+lLKzjGqY/0EcN24bKsODbHy+nK2YT8Cj4Hfa4eyx4Xcogf7mz5oa469nG9H2ko8fkxw/V8IMbK3Dvda/oMwQ/eiJGQ3tKdG3rNrn9KcEvP3EjPnvoYFQoQ08HhLLv4DWuBVGmn4c+9UxsRSdqK+NWe2nKVIbmhw97TUuSnU1JZpcdQHECwh743AUFJAxwaQx0dRxnpITCgOCapbkYdqqdfEqoHNi+U5V85vxCdjYlaepMUlXgoiys9Xt2iQOWUI6Wsogjw/NtxUm5+8ygOxCWVFjf70n1YbbXxzh5qgetf9+9umRmiQ79GXcJS6U4N4zPKdD3ErpsKYj6KlHmVSFEqtnER01sEkLQZwhMWxIzJFPLPEwocuNza6xc10ZjR5KG9iST8seih2yWIx1VVbA3P5MWmwBkXzeV0TeR8iQefqmF8xbkEvLr/G1NK9efMT4ly8c6EpnhN7c1GmRKIB/ZPSBECX8EqzWVBRULVtBWb9DR1oX65JfRllyL2S827SG44S5clx1PSdjB2fNy6epNzbuDXo2SsIPv37c7nZW7YHqAa0/PI2cEDYmyZDkSyApOWY5q3JrkysW5LJkdJJawKQzpBJ3DFy/6DHhja+bEuLEjSXnuMF3D+zFNiev4c7F2vDF4vGAm9W2tGZ/v7DVRFZEWm/bQ0mXQ0mNRFhqdZWtnQnDP6hbWvdeNx6lw4cIIKxbkkhvQeG1LN1VFLm5cVkieDyIfSukKT/cyrbSKnj6LSEAn6BpbsckWsKXW4I8rG2jtNqgsdPGp84opCR7cevakGu+NlJJk2QJcl+Zh1byNEsjHOfEE2u2D3MAxSnufYOOOwV3XFs4IcPOyvIMun1FVhe4EqELg0a2jp/PcCPBoNp4AgH1I9jPHI7hpRSH/+4+U55plywwvqY4ek2jcpltCT8wiP0cn6ILOmEVD++ASKcOU1MdcTNmH0XnSk4c2fSnmln+mx9SJ8zG8+zcZt21JAue4G8GbNrR1Z5ZQR/v2Y8y2F4qUuA/TrEcgcezHyN+rS2aV6swu2+ObJNP/HS2KIvYrkOb7Bd/6eCV3PtNIS5fBshNzOWNOYMRCl6ZIppV7qGkZ3G2uPN+FJvYtFDlVidMN+9vnj6qZrg1sqk7wh5UNnH9yhCfXtdHRn4WsKHDLimL+sLKegtCBxdcsxwYKErutNmPc2dtA0KuxoyHOlFIPP32oBl0VXL4kjDub/HbQ6EJy2eIIv/h7XXrsbxsszv/EV5Av3w11m7ELZ9A0/UocyU4ingC7ggto7EhSovWmqh6szPaPMh6loaWXm88t5gf3VadFLV0TfOmK8kEl4K9t6WbRjAAnVGSv7yxHJ1nBKctRj4pNaY4AVODgMmWcGkwqdrFl92Dz25BvZJdGPDwF18VfJfn6wwhFRT/pEqTPx6kzDV7c1DXos0W5TrqHCJZ0VSDE6MonhBCseqOT17Z0A9Abt7nv+WY+sbyQj52Sy7Wn5+HUUsdu76BCQZLvF+T7R+ZjdSCauuBnD9WkMzd2Ncb5zaN1fOPaMtzqgaPWzj54t6aP7pjFrAoPJSE1I1vBEA6M3GkokelIKfGE/dCSKSx+1EjaCrtb4jz4z5ZB46+82825J4WoCA9/Nho1BGve7OaJ19pwORSuPC2fOZWuI8bo0pIKSUviPlp9haXk5MkeJt5SSUuXSY5P5/692iufPN3Py1ui/G1N6vd0ORS+dk05Ia+K26FklEoF9mNOZuBAXXgdzgknYte9i1I0FatoJgkxdH3xgUSMscatww3LCmnrNrFsycvvdFHbmqCiYAT1z/tBiNT983AJG2Mp7nfF4Z3dcdq6k8yu9FIe1lD2YSpdGVa47cpSDFviGWWXJNuWrDgpxFvborT0B03Tyz0cV+XJZliMkPoOm58+VItTV0gadlpsgpSI+eKmTm5ZUURFZHye21mOPAxL4p19NlbN5kHj7YULKEo6WHJcDp29Jleels/2uhiOrNg0IqSE2eVOvnR5KU+sayfk0zh/QS6bozarYtcwe6aNz+0gt7uNnICPzvP+k77aKD+72kVk+z9SK9H0VJMDa0BEMqacwYs7NRDdgzKoDDP1fCvNc1L7IdG+sSOJqHRkb6FZjkqyglOWjzQqkhuXFfLtu6vpjaeCs9OPz6EsPDJDYBOdaN5x6OfPRCL6S0zg8iUR4kmbde/3EPCo3HpuEaUhhWoJy+fl8vT6gZbdFy6KoI/yyuwzYc1eAhekfDkEAo92+FJRmjqTabFpD3WtCdp6rH7hcN90xgXfuKs63TIb4AuXlmLbNlOK3AT2Sjc+mt6GK0pq321bIsT4xGXRhCTaZxONZwqdvQmblGh7YBQF3tgW477nU+nk3TGLXz9Sx1evqWBa4fjMah3CBGwMBk+4JIK4mRKPFSRCCGo6bO5YVUdtS4JTZwW5fKnG2MoShwZVSAoDCoWB1D7ffE4hf3wqZTytqYIzTwhx+70DRqbxpM1vHq3n+zeU8S8XFPOLv9emj9VliyPk+RX2d1+Lq34ono9atiBVsjQEDjuG3r4du/59lHAZdsFU+rScsdztIenqg5c2d/Hmtii6Kjjv5DCfPK+IouDYGX97jHao34xsrUYpm40RmUJS8YzJug81PQnBd+7ZTWu3wYULI7xfF2dbA0wtcVMcUofsZqYKG1UdG2+yiAe+e0MFta1JFEVQHNbwHAFlu0KAjYJykC+nxou4JahrM4gnJUVhnfA+NLna/gYeTl3s03NLVfrvhVlh4SODUTQbx2mfwHjlQVAUeo67gs1GFYYluaM/i1lXBV+5ugI1K0SOGF2B2WUOjqsoQpDKpH92Ux/rtidYXKUyd9uvEC3bAdCqTiA/VExi1WpcJ11Iz+n/SiIWxXvx17Fe/St0NpCctJSXlUVUBX1s2BbN2F5v3Ep7Ou2hssB1RNyzsmQZCVnBKctHnqKg4Ec3V9HYaeBxKhQE1VTa/ygw9vJJCTolnzkvn4+fmY9DA4+eemCVhFRKwg6uP7uQpGnj1BU6owZhTyowlELBtiWacnBlbQ4VyvKc6ZrwPeTnOAh5Dq8BeI4387bjcSr43PsPhqNJwZvbeweJTQB/X9NCZYGb+19o4RvXlOMfJ2NFVQU71o3V047i9oMvb7BB/AgR/Z23NmzvYUKRB8uWNHYk8ThVinMdhLzKsDpxDQdNAQHMqPDwbvVAdyhdFRSFhp8KZKHy3JsdGeNvbu1hdlkuxhDm9CNFw8TV+h7JVx8AM4nnpEuQxTPQepuxOxpI4GRDewFrqh1ce2YBuir51p270m8MV73RQXfM4l/OzUM5imdrQsDiaR6ml1XR2WsRCWjUtCYzPtfYkSSalMypcPDjW6to7jQI+TTyA0OLDEOxL7FJVSTaO6tIvPzX9JhSOgPn8n8noYxfG0shBE+t7+DN/om5YUkeWdvKnCrvmHkxuawezCd/gt28IzWw4QkcC6/Emn0xljz62jtVtyRp6TI4b0GYjTuiaZ9CgC9cUsKJVa79lswJAYZU8JodaLFWpDNAwhU5qGPh0WymFO653x/+a687LnjxnW7Wf9DDiZN8LJkdIHhwlfMHhYaJs7cRYh3gz6PPXYD9oeMXMwS//Ucjb/ebq+ua4NvXVw754iXoSc0pumMW+TmZZTWLZgS5d3Uzx1V5uXV5JJtJ9hEhqXgwp67AOfFUJBBL+MntMFj37MCLCMOS/P7Jer57/ci7TmZJIW2ZvpOVhB0UhHRmxl9Ni00A5s430YqmgLSJr72f1qW38bo1h93r+lDkzZRWSGw1QCToYHaFi1y/xqv91Qh7OGtuiPufT3UuFQLOPznMxILx7YybJct4khWcsnzkkRL8Tom/YHwnxgoyPbndMxfUhc3JU73sbE6yta6P0rCDhVM9aKpkd5vNAy820d5jcv6CXOZO8AzbSFxBct2Z+Xzzzl0kjNQyU0s9zK5woxzmB1ZJSOXc+WGeXNcGpB6mN68oIuwBax92LIoiWL8tSncsU8iIxW1cToWmDoPq5gSzhmEgfLAoikBt24Hy5A9ReztBd2Iv/TRmxYJ0ZtJIaeyWfPXPu/j4WQU0dST5w8qG9PlREHJw9twcTpriIzQGPrABV6qz4xnHh3A5FN7cFqU47OCT5xaTexDVLqqASEBjV+Pg8XBA36dYMVJcnTuJP/y99N+JJ3+G+7zPE9/wFHbD+wCcHMhHm/5FvnvPbr50eVmGweerW7q59vTIuAaXhwIhIM8nyOsv+U0EMx/hE4pc+JwiVRrrE+SnW7iN/ndxxttIvvrQoDG79l2c3XUkcqaMev37Im7Cy+92Z4zvaIwzqcA7JrG12lWHuUds6ie57m84pywh5giPfgOHGMNM3StDfm2Q2ATwp6camX5r5SA/FyGgLQa7W5L43SrdMYuJcgfuNT8hEY+CouE665PEK07BGmYm5JFE0lb41WN1fFCbKp/f0RBnw7YoX7myZFyCcA0Tx/urSLx4Z2pAUXGd/yXeZjbRuEV5vpP2biMtNkGqlOaOVY185fIS1L0an5TnOZhe7mHL7hjPv9XBzSuKeGZDO9GYxZLjcuiImnT1mql73RkR9lM9m+UYw7YlfUqqtXGuW7K7OXMi1dCeJGGCI2sBNGZU5jm4eEEA77Y32fuIW+21KIE87LZaQslmevrKefndD9s6tPIfV5bh1WFCgcaXryjjgX+2IKXkiqV5TC7UuO3qUlq6bZy6INcjDlmjiyxZxoPsIylLljFCUQR9pkDa4HEM3wPDpUmmF+vMLHWkl2nslnzjzl3p0ob/+UcDt55bxJLpnmEbuZbkKPzolirq2pK4HQrFuXpGN6vDga5ILlkUYv40Px09BsVhB4VBZb9ChSUFz7/VxdI5ORndlJYcl8PzG1PZNglznPYvEUU+9RNkb2fqbyOB8tyvUK74KQSKRrxaRRGs39qDU1fwuVT+vrZ1UPDc1JFEInjpnW4umh8cfYmglEwsUOmIqRSGIlx5WgE5XoFbObjyEtuyuGhRHht39GL0H/Mcn8acid4xLWNUVYG17ZWM8eTGVbjmXUDs8ZTgJLubmalsJWlMHrJc0OtS0NTDm9k3HuQHFD57YTG/f7KBpCkpCDn47AXFB8zQFALcRjuiow40J2awZHgZSrYFdqb5KWammfdIECKV9dHdZ+N3K3j7u6Q5NZhU4mbde4N92ApD+tglcgy1X5YFcvim5EcSZXkOdE0MWR6XF9TpjklaTZuIX8WtSeq6JN+6sxrDtLnurELM7jbm7/41Mt5f7mGbJFb9N65rJ9LrKTm0OzMGtHSbabFpD9sb4jR3WZSOskHHUDhjjQNiE4BtYTz9a5pnfIP/edHCqSv8x1XlGcvVtiRS3nN7zc69uuQLFxdR22bQl7ApjTiYVlbCc292smZTJ23dqfO3osCZ9er5iFMwRAbcCZN8eB3H3jPwcOLSJItmhsCaB02DX1aouaUY29cDkAxVsHljZgfrTTt7mV0WQrNTDSOmX1uaWjbdgUNSHBTp/8+S5WgmKzhlyTIGdCYEr27p4ZG1raiq4OrT81kw2Y1+EPPYDwfq2+riGYHCI2tbWTClHMcw1ymlJOSGUOnYZTiMFQ7FZkJEgUi/s84BokZFSKaWuXlqXTu3rChm7eYuOntNFs0I0NJl0NFjoqmC8rzxceqRsU5kT9tegzayqxkxCsEJIGlIXHqq1q27NzPoNUzJ9vo+FCWEbY8++NUE5HkB754SxpGdF1URwXdvqGJnUxxdFVQVusj3DZR+aipYRhJF1bDkyAI6KQGnL2NcOL3YsQ5wuNMtoZ29Dfg90wl6VeZM8LJxx8AE75Zzi/E7x8abJmEJWnss3A6FkCdVoni4UAUsnOpiWmkVsaQk16vgHIZPjjdWR+Khb6bFBKVsFq6z/pW4tv9OjoY7jHXKTXTZHtx9zXi2PAGqhp0zegFCCKhus/nlw3VML/dSXuBkdqWH4mCqG+VVS8K8Wx1Ld6WbM8HLxEInY3Vfs3NKEZ4gMjbgfafNWILhCh9Jt85hk+cTfPeGSurakuiaSAvDx03wMrnEw3/8YQe2hFy/xrevr+DBF1uIJ20ml7h5t7qXM0rjmfc8JETb4CgUnCx76CvVHoNySSEEMSPVSdHrELT02PgtN8G9zieZ6CXkiAM6CcNm5bo2ZlV62bxr4F61eHYw1ehgiHPOrUkmFwxM2/tM6IwaabHJqQtuOqdo1JYAWY5uCgKCL15ayu+eaCAat5he7ubGZQUo491K9COIkDbqtKXI6rewGz4AUh5Odl83GAns/Mm81+mjPF+numlwpmlVoWvQvF/N/j5ZjmGyglOWYwohoNdUSBqSoEcgDkH/8pilsGFrlHtXN6fHfvdEA+GryplePLJLzOnInAT73Cqq8tF8QyVtyfK5IV7b0sMfVtZz/EQ/V87Loztm0tSR5NMXFDOxyEV+QCDHwShcuAMITwAZG1zWo/jDo/o1bFsyf6qPR15uxbZh8awcnlg3EOQpAjwuhVNn5WCaR1amhW1DcRCK03VqA2KTlezjpfeiPPFWgpBX4ZqluZTluQ+6zbptS5SJ8+GNR8Ho79YiFPSqE1KB3IdaDXeG53DCRC8FfoVPn1fI7tYknVGTkoiTGZU+erpi+9jK8GmLwY/ur6GhI4ki4IrT8jl7jp/ehKQ9apHjVQkdgtR3IcATq0fWvQOWQXHpLPoCZdjD2K6uWBivPjCQuQLYNZvRW7ZC0bz9LtsU0/ndu7N5d3cfkUAFnzt7MbMKbWIjMA3f2xi/JyH47eP1XLI4j6fXt/PS5k6Om+Dj+rMLqBR1OF78Az8+ZTH1ahmucAEF+X4AajpsFAH5ARV9FKVRfVoO3ku/jbXxSeyG99GmLUFOOgVDHt50EUUR9BoiXfo93JJVKaE4KCgJuSi6vpK7n2uirjXJWXND/OyhgVbq7T0m67dGqWlOBUPRPouKAhf1MRfH+3KR0fbBK/bljtm+HUocGsyd7GfD1oEsueMn+nA7Ryc42VKwsTrBH1c2EO2zWDgzQHHYxVOvR/nMkq9z3JZfIdpTfjrCH2F31AOkMgJrWxN88txidjXGicYtFk73c+GC3GHXNrs1uGV5PufNzyWWsCnK1Qm5xUHfZ7McWygC5lY5+fGtlcQNSY5bySjRzDJ2xPQwzvO+giPahFBUhMOFbK9FKT+Jp3YEuPPpGDedU8TmXb3p7pJTStzMLD/Ka/yzZDkIsoJTlmMHIXi7JskfVzbQETWZPzXA1afnkese38lXT5/N6+/3ZIyvfaeLWWV5WNbBP+gnF7sIerVBpt/Xnpl/TL8B2dOtpztmUZjroCAg+HBeTNgLt99YQX2bgaYKikMafYaTd6tj/M8/6vG7VW5ZUcRxFY5By2na6MslDEcA7ezPI5/4IZhJEArylBsgZ3TZTQDFOSrfub6SV9/rZu4UPy6nwnNvdpDj01h2Yi6JpMXM8qOnx5pDtVi1uYc/vZASNOpa4Wt31/PjG0vJCx68gUSfrwzPx25D7nwDbBMlkE9i8/O4TroIAOHyoZ9yDcncKVxa5UEVEo8O04p0TnJcEgAAIABJREFUIGWE7nKoZF6hB4eNwp3PNtLQkTLqtiX89flmqgpc/OTBGgxLoijw2QtKmDfRlRadhKZi2QpCSDTsQfeDpC2IJSVep4J+EAGBp7eOxAO3gdH/xlRR8VzxPaL+qgMuq1gJ7KZtGeOyswFRvO9Y15SC3zxWx7a61DZbuw2++7DBzz5ZRWiY3ztpCzpjNgjB7sYEccNmWpmbPJ+gI5ryornj6UYS/abzb22PEktY3DbxZXTTQAAV8XfxvvBzxEXf5GuPmenvM2eil0+tKByVwX6vqxB14Y2o0iQuHIe9y2XCFrz+foy/r2lFIrloUR7zp3jwHERptLQlpTmCL19ahGHBu7Wp46UoMKPciwSeeaODxbNz+NuaFhrak5y7IMwja3uYd9pnyVv7k1QWoVBwnnELCU/hOO3tADaC1qhNd8wiL6CR4x69B3bQo1BZ4GRmhYeEYeN2qCRMm6B7dC9x6jotfv63AQFv7eZuTj9eIeTT+NHTCX563scp/OftiEAe9fP+lb+tHHhxsGhGgKlFOj++tRLTkvhd4qA9Fh2KpCKssqfDaFZsygKplzVeHbw6cAzPG48UEsIN/sqBgYI8hIC5fogUJdFV+NbHK2nrSqL2z1+Hk42cJcuxQlZwynLMUNNu85MHa9IT09fe60ZR4NMr8sd1u30Jm3Ags8NXYa5zxJO/HBd85/py3t3dR1fMZHall9KcEQgnAtqiUN+exONUKAnruI7Ah1zCEvxpVTNvfBDF6H+D/38vL2VO+eBj6NNluutRdwIeeqk1bSbcHbP42d9q+c+bKinJUdBlAkfr+1jvrSEWKsQ7cSExT/GIAhcVSaJgJtqVP8PubkZ4Q+AvQDJ6MUsgqQgrVC5OZQ5MLgiw7MQg0gbbsvG7xyZry0Klz5D4nDKllowTib4kj24YnDpu27C9vm9EgpNtS/pCk9BUd8onQdNQl38BUyh4rv0htu4hpoUI2yMvDxwOcUPy9o7M9sW7muPpc9a24beP1/HTT04g4oPdHfDi2220dhnMnxYgL6gTCajkuGB3u8VvHqmnoSNJRYGTz11YQoH/wN9DUQRyx7oBsQnAtjA3PI52xr9xoEQ4U/HgmHoqxvpHB42LgkmDrg1dBSkFZv+50tUn0+LOHiwbmmrqKZngJqbvP/OltRd+/nAtNc0JPE6FSxfnsWZTF395ponbb6zA71FQBGmxaQ8f1PbRtvhUnu1cyNOrE3hdKjedMpeZXT1sqxvITtm4vZdNu/pYNHV0raMtW2ChD6lwJGyFaELidQpcyvgHce/VJvndEw3pv//0VAM+dwknTXAe9D4qSJwqhP06k4rdLDkuhzc+6EEIuPiUPKaWuWjpSvLSpi4ef6WVW88r5oOYCSt+RL7SicMXIO7OG3F57HCxpOD5TVHueq4p5d+lC75yVTkT89VR/a5uTXLhbJDVr+NqfoNkwQy0aQuwRmkYvrs5kTH2+vs9nH58DrubE9ToE2mZ/x3ieg5NPV5UpQVVgdPmhDh1ZhDTtFKigA4fxezlLFmOVaSEXDfkVuyZ99iEXEdO184sWQ4lWcEpyzFDbWsiY0L62pZurjk9n7xx3K7PpXDcRB/rP+gmlkgFIUGvysnT/aN6Qx5yw6nT3MDIU+SrW22+fXc1Zn9AfPxEL58+r/CIMA/fgxDQEZOcNDXAktk5xA2bJ15r53dPNPDjWyozzFMhFXTvbEpkmAgD1LUlKQ25cNS8QeKpXwFgAmLDk3iu/D69zoKRfU8JlicCnsi4TBXkh8o/3YoEBdAYtdgkhKC2U/Loy01UN8U5YZKPs+aGiHjGqRujKvC6FNr2airmGq752BBYtoLlK0P4y4YOOg9BJopTg+llXjZXDzb/1NXB+2XZ0NlrYdgqt9+zi9546ndd/0EP159dwMZtBmfODXH7vbvT94vqpgQ/fKCG73+i/ICCsBAM8oXZg4x19mdV7b9EyJIgZi1H7WzA2rYONAeO025C+MJ4orsR7gC07sTc8DjCH8F1/LnE/JW4dIHPraY9lPbgMzuQb7+AOu9a9lXtZUrBf/+jnpr+4DyWsLnr2SZuWFbIX1Y1svadHi5dGKQiP7PEoCzPySu7dZ7cmCqJ7I5Z/OIZi29cVQg0Dfrspl1RTp3uGVFW6f4QAmq74I6n63m/JsaEIhc3ryiiIndoU+6xwOFQeXFzS8b4i293cfLUYszkECbnw6A4pHLRogg/fagmPfbW9ijf/UQlN52dx0ULw9gSVEUQ8akEfG4MkZcqAhvFZRY3BfVtCfr64pQGbIp9Bn3OvIxLt6XH5s5nB37XhCH55cN1/OCmilE9t3QM1A33Yr77AhLQd76OsmMN+gW3ER+OYf4+yPFmPqAKQw5au1Jlc7bQ+M/nNCBKrj/O2SfmEvRqnDjJR9B15DyHs2TJkiVLlvFifF9VZclyCPG5Mr028nIcOLTxtfXN9UJxrsZnLizhhmWFfOr8Yr5+XeWYBPRSjjxF3pAKv1vZkBabVAXe3tFLTevYdJQaC4SAbc0WX79jJ79+pI4fP1jDzsY45y3IxZapYGMobAS7mhIU5WZmzAQ9Gk47RnLtvYPGZaIXWnaOy34cybTF4Ad/rebVLd00tCd5cl07dz3bhGGPz+1f6G5uWBoYNBbyaUws9ox63YezWkQVkhuXF5DjGwgwz18QprppcOcrXRPk+lV2NSXSYtMeHn+ljcllXhrajbTYtIfWLoP2ngP7dFmWRJ2yKGNcm3sBhjW8e11Mz8U+499wXP8rHB//BYrDTfzeL5G878skH7wNpa8Dq3E75pYXiT/wNXxdH5DriPPpC4oQH9rEslk6xY3/xHx/Dbo1IMRpwsTbV4+newcuO0pvQrK1ri/je+zJZmrvMRBCMLFQZ8nswcblV56Wz/ObMv23tjfbGdf/nAk+JJLuROq8t8bI0r0rofDzh2p4vyb1PXY0xPnBX3fTHhu/Z4tlSfKCmZmzeUF9VO73Ll2w9p1MwfK5NzvRlVRDgQIfRDySfL9AHQMD6pgh+M3jDXzrnlp++PdWvnhXB+/t7sXRuZ3tzSYdfaR10o5oppDWETXpjY/ue+jxNsx3Xxg0ZjfvQO2uH9V6Kwt0ppa6B7ajCs6cG2Lde92cOitIwD0wL2nvMXlkbSt1rQl+9EANu9uOLF++IxkbqO2UvFmdpLZTYovxnddlyZIlS5axI5vhlOWYoaLAwcwKD+9Up4ICRYEblxfi1cd3UqcAZSGVgqDO5GIXXl1iHwKz8gNhmJKGtiR5QZXPLkpSaNZiKzqqwweMb5nhvhACOuOC9h6TeNKmKOzg14/UpYUlKVNB+U0rirhiaR6BffhrCCkJ+RSWn5TLn1Y2pEuaZlZ4KIvoQHJodUIe/t/lUFPXlqSrd/A18Oa2KC1Ri+LA2E/abVsytdTDD64vZHN1H0GvxoxyD3730d+rO88HP7ixguYuE7dTIc+vUN1q8sbWKNG+VOe6z19SQo5r6DwjW4JpSUK+zEevrgk8ruGJgPGcCbg+dhvJVx4Ay0CffwnJ/OkHtS+G1DCc+Xj76ok/+Qv2XGeyp43E64/hmLmU5MZVYJlYu95CYRNzjruYn10fpr62lRw9QXHjKhzb16BUHo+lOkGCw+5D3fgwifWPASCChRRe+P+IBPV01sceHP3+aktmB7EsG02BM+fmMKHYTTxpE/JpuJ0KBSGd1u7Byxb6LH4w5w2aPFP481s+zpiXT15Q4+m3otz/fDNJUzJngpfPXVzKaB3QmjsNmjsHb78nZtHYYZBTND7TKMuyWTI7hxfe6kyLk26HwunH52Cao7uPOfXMs3M8X8zsbk3y9s4B0dCwJH98TeObM9/mpWYnL75n8OUryphWpBMJaBmG8kUhB363wki9aHoSgtbmBEO7T41OyPLq8MWPFVPbbhBP2kSCDnpiBl+/roJIQMWlKVy+OMLf1qYaQ8ys8JKf4+DZDR08uKaFf/9YEeIoei6pqoJt24dW/BeCF9+J8aenBspLP7G8kDNnebOeVVmyZMlyFJAVnLIcMwQckk9fUMTu5iTRuE1J2EFZrnJIjF+llOjCQlfHpvX6WOB2wKmzAlxY2ULhC98DO/XmWHhzcFz6HXqdh1h0ElDbCRt3dLNha5QTp/jpTdi092S+0Y71WSyc4d+ngaqUkhMneXny9U6uOqMAy5KEAxrTSl14dElCePEsvILEM/89sJDuhLwJ47V3RyxOPVPE0FSBrimMl4+ALTSKIxolecdeQODRJZWRPeKZZEKexo9vqaSz1yLgVgm6U6JbVaELj1MZlMl00aIwOxr6mF3u4qrT8vjrCwMlU7ecUzjsDlMmGtHIbBwXTgMpiQnHyAPAnhb2Pg/szkaUmUsHBoSCsf4x3JMXUpLjo2jdvdi176T+zeFGX3QtUZmaTuidu9JiE4DsasR+5T5uu+JzfPnPtRhmaltnnpBDc0eCL19RRlVeatnmbsk3/1I96LucOMXH2fNy2dkUpzzPRWfUxKnZTIq+jr7+PkqBz1z+e775YBMXLIxw1zMD5Vgbd/TytzUtXLMkNKr0uFSH0FS55KBxz/iKqCVB+PYNlexoiCNlqo12SY4Y1TPNNG2WzwuxZlNXupxNUeCM43PGvBRxD929mS996tpNkqqH0mDq5civHqnjRzdXEvEpfP5jJfz34w0kDJtwQOMLl5bgVEf23eIJk22NCexEiMLJp8DWtel/E5FyrEDJiPdrD25dMrlgYDpdNMjT0ebCBTlMLPGwuznBzsY+7l2dOkc7oyZSHqgI9sjAJWM4Wrdi1m5GCeShlMyk2zX6Yzccmnskf1nVMGjsrmcamVE+gcJh+N5lyZIlS5bDS1ZwynJMEXBIZpV+aLJ3jAW7B4OQkutOy8Wz+k9psQlA9nZC3SbExDMP2eHpMwWr3+7midfa8blUzpmfy0uburhkcYSiXAcN7cmB7y2gJOIk5Ga/eohXh8tOCdEZkwgBOe6B1+JSSozy+TjP92JuWoUaKkLMPIuYu+gjd06URXSmlbl5r2agpOmiRWEK/GCPc0XHsSY2DYWU/d2AclIC3h7BOd8n+ebHK3nh7U4a2pMsnhUkEtAoCGpowmbZ8QHmTPDS3mMSCerk+5WDPl5J2X+v28dibqsb0dOEcHpJuPMxh3rkezJ7zAlvCBnvL5FzuBFON5gJZDJG3F2Mc/n/wdlZmxrLKaHXGQGZKnWtt8KYi75IuOFltJ2vAmDVbKJkaZyf3FpFc6eJ36MQ9quoArQPlWx9+D6whw1bo3zi7EL+5fxi/vl2J1NKfCyuMgg+89fUd/VHWLsllWHWE8s8oV/a3MUli0IMUXE9bAoCgsuW5HP/C83psfMXhCkOqhwo60ZRUiLiSC4FKVPlbQWTB7ytxuIFSmlI4fYbK3llSw+KgJOnBygOjp/sURzJLH1eMs2BQyZ5cVtqf3piFtG4hVdXOLHKyU8/WUm0zybkU/HoB3/8pFCIm1BfG+NXj9RiWXDjootYtGAagfrXsEuPQ5+yiNgo/JuG/V1sm4Bb4b7nmwbtx4ULw6jiEGcLjQBFUdC2v0Ls2d8PjAUL8F/8VXocI/NEPBg6eq0MsTfllWdS6M+GMVmyZMlypJO9U2fJcpTjdGqYpj3k22mfZkK0JSMksnvaEWLkZuQHg6IIXn0/yv392RzRPos7nm7kpnOKePTlVm49r4jfPFJHe4+JUxd8/OxCJhU5hiUMCSlTwhSkPy9Eyig7iZtk0Tz0spMIhHy0tPSAlAgh6I5Da4+J360S9h4db5hHilu1+dyFxbxXG6e2NcHUUg8TCxzY45TNkCWFlFAUgOuWhlBVBcuS/aUoqfNUUyQlOQolOXuC8bG9Fn19dSQe/h6ytwMAfd7FKMdfRFK4B30u4SvCsfg6kmvuTg1oDtxnfwpjx3ocJ5yDGiwk/upDCF8Y258KLhOKj0TutA/tLPQa8OCaNla/FQUiLJpyGdefOJXAG39BLZuFpXoIuSHk3neXHv8QGUPTSj1s3NHLH1amMhzeAFa/pfKfS28m/PKvUHy57GgVGJbEO0RJ4qRiFw516NLc4SKk5Ozj/Uwrc9PcaRAJ6JRHNJT9iE1JW7C7zaSuNUnQo1JR4CLkOkKuOQklOQpXnJIDjI2ItT+Kc1S+eGkJv1/ZSLTPYuFkJxdNjbG+fRY7m1KlipGATtCjAilxKeCEgFNJ/z0chEh1Q/ygLk60z0JRBG9v7+H/XFLGbx+r488vmzzkmcLN5ywl5FWochy6KXBxSOHr11bw1+ebicYtLj4lwpxK91EhynuNVuJr7x80Znc1QetOKB5/wSk/oGU0LPC51H6PsyP/+GXJkiXLR52s4JQly1GKZnTjbt+Kue11nL4Q2uST6fFWDJqcG+h4jj+XxLP/M2hZteL4Q1JqCJC0BCvXdWSMN3cmyfFqBN0KP7ixkraohcelkOsFOUS7q5R3hNzvBN2TbEXUbcbuqEMpn0MyPAnDHMgOEAKq2y2+398hTBFw/dkFLJ3pGxNz3COVgFMyf6KTkye7+n/30Qa+goYum9rWBB6XSkWeA5/j2D1+o8GyJJY1PqlkiiJQFJHh6ePAIPnPP6XFJgBj/SM4K08gGZo66LMmOkw7B2f5CdDXhfTnE3VG8IbKMF69n+TGu1FLZ6IvvYGosu/6lS01CVa/1Zn+++UPkswomMlZ+RPRF11DVB44xag0V+fkaX5e7e8+qSpw4zmFfOfuwWV20bjFbruYMGC17GLJYhfrtsZo7jSYXeVl085UdpbHqfCJ5cUojP74OxTJxDyViXkD5ZT7QlEU3tzex389Wpcem1bm5lPnFxPxHDmZf4fqGaAgOaHSxU9uqcI2k4T0BNs7IvzhsZSIGPJr/Pvlpbi1kWWC7aGpR/K1O6qJJ1PXg8uhcO2ZBfzvE/VcvjSfv6xqpCdm0dSZZFqJbyx2bdgowKR8la9eWYwtQVf2/yw7orAtZDLTuB/z0DQgifjg3y8r478fr6O50yAvqPMvFxQT8cqPoi1jlixZshx1ZAWnLFmOQkwp8Na/Rd+q36bHkhufxn/5d+j2lNLSAzUtCRy6wuySk3CfFsd4/RGE7kJfcgPxnKpD9l1Vkeqs1NgxuFzG41RZdmIuuV4FVdiU5KSyEOResaFhCbY1JXllSw8nTw9gmpJYwqQ8z0lhjpJutem2ujAeux3Z0e/18MbjOM+4BWvy2el1xU3BL/9el/bVsSXcsaqJ6eVuigKHv2mnrqsIBZKJ8REoxirA3Npk8L17d6eDw8oCJ/9xRSle/SgJoI5yhIDmHnhxcydNHQZnzAkysdCBrvR3pLRiGLVbQNXRJy9A8QQxdr4J0VZE7jRUVWBZA6U8Jhq9rlJakkUocYEdkwQ9EcKLb0VfeC3S4aMPPdPEqB9NU3hja0/G+Mu7HSy//BtE7eHZdrs0yc3L81kxP5fePouiXAce19D5h1JzooTL0Oeez8wSL1efrvH3l1o4ZVaQz19SiiqgOOJkQpGLzo7eIdcxXrT3wZ3PNA4ae6+mj7rWJIQdhEffsPGoQ0qJW5OgaSTRqMgX/OTWKqJxixzvyMrmPoyqCl54uzMtNgHEkzY7GvoIeFSC3pRQqAiYU+XFk9kA8JCgIFHE0VXZnXDl4ZizjOSGJwcGNSciUnFItm/bkuPULXxzuYdOESJIN5F3fo0Svom4GjjwCrJkyZIly2ElKzhlyTKOOK0oWsdO6GyEUAlGqJKkMvpow5Vox3jjscGDiRh24/vUhor5xl+qMfuzhApCOt/6+ArCExcjFZWYcB3Sya7A5qrT83j3L73peDUS1Dlxio/ioEDuRwRRFMGrW3r5/cpGLlwU4d7VTexuTqT//StXlTGjREdKUNp3D4hN/SReugdX5UlA6m12NCFp6cp8K9veY1IUyPQZOWQosLPZZuXrLSQMybJ5uUwu0HGoR15UYtgKf3qqcdA5tKspQXVzkhklhymK+4jR1gtfu2MXff3B9atbuvn8x0qYN8GJlGBpHrRpi9FLppDc+Axm9dvoU05GCZWwenOUt3f2Mm+ynzlVHnwOSXsMfvRgDfVtSRQBy+fl0h0zOeekMLoW4K23o3T0mJw2J4eSIbx+LMtmermHte90Dxo/8/gcGmJOVAEB1/BKeJ2qpCqiAv0CgQJXn5bH71cOCDg+l4rpDBG74HvoDieqhHNPdDB3so8t1b1MUGsJ7XgGqgV9xlmooUoseegEZcOSg8p/9tCXTGUFhssP472mH1MKkmaquYQ4DOqHbUv8TvAPs2xO00CYcVQhSODM+LwQgpbOzHt7V6+F363hdqpMLXNz7ekFFOcoR5fic5hJWuA47lyc7gDGlhdRggU45l9C1Fd5SLqkOO1ekk//F7kOL9qkZWhGDFm/BdG6CwqOG/ftZ8mSJUuW0ZEVnLJkGSd0koh195HY/NzA2PxL0Y6/FHOUwY8tbZSh0tktkwf+2ZoWmwCaOgy27I4zb0K/OephmGeX5Sr88JYqdjcnceqCygIHfgf7FZsAepNwz+qUUW/Aow4SmwB+v7KRH9xYgUOxwRrieJgGTR0GD7+0m+MqvUwsdlIUctCwV7ZVJDA8ocRtdqF01YOqYQaKSYyR4eyuVptv37Ur3TXqzW1RvnR5GbPLxkfAEUKgk8AWOqZ9cA5Wpi1pG6qzYGL4gYdUFJq7UyWNeX4BY5B5pSjQ1ZOgujmBIqAi34nXM7zMmqON7Y3xtNi0h/ueb2Z2RTkORZKUOoE5y4jd/3X21JwkN65CUd288P5idjYmeeODKAum+fnUuQXc83wT9W2pa8KWsPL1dm5YVsj//KOO6eVeTEuiqYLb/ryT799YlWEwLSWcMMHL5GI3W+tT5vQ3LCvgja1Rfv1oPbomuOq0PJbO9OE4SPNu25YsmOIl4C3j+Y0dRAI6s6q8lOTq6A6R1g0UIXjq9TbOK20k76nvsudGZ73/PJ6rbqfHf+g6VOZ6FE6a4mfd+wNZX7oqyM9xkDTG2an/AAghaIpKtlT3Eo3bdMcMVszLJcd15Aow8XiSNZu7WPOBwYwCWHGin9yQF0sqxC1BY4eJaZksOS6H194bnGk3q9JLQ3uCSYUOvnJ5carzaVZsOmiiegR19iU4Zy7DVpx0W4ewJa9l0jPpbJ7um8/j/0zidircuPBETiB2TPsvZsmSJcuxQlZwypJlnHD0Ng4SmwCM1x/GMXUxpqtwVOvu1cNETjiXxAt/HhhUNUTRVOpfTGR8vjNqIkTmW+FDhoR8nyDfd3ACgGSgimeouW1X1MS0JA4FZG45ONyQHOjGZs48h5+virOtMcmzb3Rwzkm5fPGKUr539266ek10VXDLisKU6HEAvPFGkg9/BxltB0ApmY572b/Rp2V2+ToYVFXhtS2dGZrLk+vamVVRhBjjSb3L6kHd+SrGplVooRJcJ11Cr69i6OwTIYgmQFXBo6XKYjw6LDsxxGOvtKU/pggozRte1kZnXPDgiy289E4XAjj7xFwuOjk0ag+o1s4EX72rIS18Bb0at19bQOAgz7nDhTiYMpthfM7qbGZvgxN709N85dLzuO2BLlq6DF57r4erTstn4/ZoxvLxpE19W5LFs3P46/PNXHV6Prqq8NI7XVy9OIS1l8+a3yn58uXFNHaaaKpgw9ZeXn43lfFkWpK7nm2mssA1qH38cHGokjnlOvMmFmHZqfNQ2pndvcIBnby65xl8gCTm5mdRT/2XIRsrjAcqFleelo/HpbLuvW4Kcx1cdXoBb23tYsVJIcZb9VeU1P1sqBLa+i7JTx+qobnTwKkLLl2cz6Mvt3Ht6RE0cQQa4gjBX55vZ+2WlIfQrkZ4bUeSH14DST3ALx9p4P3a1L9dcmqEW88t4rFX2pBSctEpEQqCDuZP9eFUjsB9O8qwLJsYHsbAEu2g6NNzeEU9lb+tT4mJSdPiF89afOuaMg6djJwlS5YsWUZKVnDKkmW8MDKFH6QN5hDjpMy1m7pNFCHID6hpP5ah8OjQV7YA9zI35jurEd5c9BPOJRao4px5Pdz5bPOgz08tdR+VL3W9DslliyPcs7oZXRMoymDhafm8EF5n6rD2OSN4L/8u5obHsFurEdPP4Mm2aWxrHMhmenp9O3k5OpcvyaMsz0leQCXHq2AeIOtAVSTWxifTYhOAXbcFvWELlC0a9X5qambGm6qAEAqjN/gevE5l09MkXn0IALu1BnPXm3iu/hHteiHNnRYOXRDxKfQZ8PeX21j9Vic+l8rnLynFoQl64xZLZgfxuhQeWdtGOKhz0/JCCvyp0pj9bl8VrHs/yprNXdD/6afXtzOp2MWCSa79Lrs/HA6Vp97oGpRl1dVr8up7PaxY4N7PkgdGM6LI9hqkbaOEyzAdY+sZYtpQ22HxQW0feUGdycVOfAfQ7iYUuXA5lEF+NVcuzcepfqg0yTHE8fTkELNUrjwtn/aoSWFIJ2FKppV7eHvHYJ8jl0OhPN9FQ3vq+tlW10d5vhPLBkMqJC2JR7cHXY9OVVIRVjFswZrNXRw/0ceciT7iSRunrtAdsxBCH7FZsrGf69SybBZM8yPWZa5bHqpMjA+R55Vcd0Y+5y0IY9uSzl6Ds+aGcI1jmawQguYeyesfdNOXsJk/zU9pSEX0X5eGVPjt4ymxCSBhSO5d3cT1ZxfS3G0TcAv8ziPH1BygM5pMi017aOuxqWs3aDfjabEJ4O8vtfLpC4v414tL6IwaeF0qlYVuVCu592qzHEXYwKrNmfOmd2pNJhWLQ2Z+nyVLlixZRkZWcMqSZZyw/QUIXxgZHcgEEZEKLG9+xme744JfPFrHtro4kCoD+Mz5BfsMPKUE6cqht3Ip+sTTUAT0GDZYkkXTfcQNyT9ebcPnVrlxeSElual200cb0oals/zkBnTe+KCbL1xSxiNrW2juMDj7xBBnnxBMl+VJCVFPKdqST6NIi21tCnc/sWvw+mQqY+rOZxqoUyJWAAAgAElEQVT57gUK+Q2vYzVuxzF9KR2hWRi6f8iAS5UGdt2WjO9nN+9EqThlVBNey7I5aZqfJ15rG1QKed7JYbAyS9dGg8PoJrl+L+8vI0FDn5P/vL8mZWoMnHFCDjMrvDy7IdV1bHaVj1XrO3jtvVTGiqYKvn5tOb/8dABVEejCZjjnly1U1g9hLr1hW5RTp3v3KygciJr2TFGhtt1C00ZedKHH27Cf+CGifXeqdMOXh37R1zA8Y9MKXFEEG7bH+c2HuplVFDj5yhWlePZjwB7xwvduqOD5t7toak9y5twQU4pSXmZCgEMmEOFyCJdBW03/UgL7lBv53kPttP5/9s4zQI7qStvPrdDVuad7clbOOYEACSFyztEYB5x2za69Tp/TerHNeg32rr1eb3DA2dgEk2ySQICEEAhFJBRRGGlGM5qcOldX3e9Hj2bU6pFQGCWo59/cqa5w61a4b53znp6s4BDyqdxwXjGXzyqgviVFZzQ73s6fUkBje4rLZkf41XNZX7SKIoPtjQluX1jKN3+zm66YxRVzIiycEszbV12Fs8YHAMFvFw14L82fHGLqMDcHnpKYKahvTRNN2VQWuvrM+4/teiryCbSpl2JvX3ZAq0CbfBHJkxTddCAukaG0rxhaefDEl3Bv7rX5xq/rSJnZ7Tz9Zjv3fri2zxMLokmb3c35E/eMZdPWa/KTJ5v56CVljKvQTpvHhaKoeR8aAFRVpa7veXkgTy/v4L67qhlelK1qWhQxaG11BKczGRWoKDT6n0/7KSnQHLHJwcHB4QzAEZwcHIaQll7JnrY0bl1hWEkQz/X3s6uhh1giQ2UB1JT7iYvciAtFEbyxpbdfbAJ4py7Gup0J5o1/j8gkKTEzuQt4dbh6dpALpwZRFfqiHs6clzI7k6apI0UyLSkvdOP3uZgz0uCs0aUgJZOqK8lYAo9LDuoBlfUk0igKCsoiLvZ1DLykThvp592GOJ+ap1DzxvdJ95WNt+rWok67iR/snMvN55cytnxgwmUjaEnolI4+B9ofztmWUjVxSF54ayOCe+8axmsbukmlbc6bHGJEicZQz/qkUBC6G5k54MW9dDRPrTVzXuZfXttFVbG7f6I3ssKTU3UrY0n+969N3HdXdZ/YdGQo0mZkuYcte3IjFkZWeMhkjl1sMk2Li6d42Lg7d73njveSOsaKf4oC9q5ViI49A43RVuxNr6CefQdW5vgFjFgafrMot5rZ7uYU9W1mdgweAinB41LwGAqpjOQvr7XykUvKGBXJ4Gpcj/nGw6QFGBfcTVd7N1a8hx5fLasai2nr6exfT3fMYkZhJ4VrfsX9s2fRrFfjLS5H84VYvi3Bbxftw7QklYUuRpS5mTGqil8829g/Vh5Z0oqqCK6Y4c+9T0nJuZNCfP3BXTn7vXRDNqWssiAb0Rc3BT9+opGtDdk0WCHg67fVMK5CO6aITIHEiozAe+t9mOueAyFwz7iCXt/JqaZ1KhFCsHZHtF9sguw4+cuyNr58fVk2HdYlKA7peYUTKgoNnn+rndFVXn7waD3//qnhFBx7wOGQEvSoXHd2mMeXD4zb0eU6lcVuYig8tbw9Z/l5k4LoisxL+XQ4g5HZSOd0Msl145N4M90kjEIqgq0YduGQeSk6ODg4OJwYHMHJwWGI2N1hc+/v6vo9h+65toJX347xTl1WSFIE/PNtbkZX5oaACyFYsz3fQ+WduhgLJvnIHMPEVtoST9/VfQZpTZipJD9/oY0V27MTWr9b5TsfKqMoZCD7OlYToGnyYHuaPDya5Gu3VrG+LoamqggBQa/G7xbt445hzchYZ87y7g1PcfH0OfzgkeyEK+SGREbw6LIOXlrTyWcXzOCc4TsRu1aCUNBnXUumaPSQHLe0oSYs+OiFEYQQpNMWJyLEIKUG8M6/i9QLPx1oq57F2jX5kQKdPSYBj0p3zCI9yBjc15kmmeGoTKAty2bB1BArt/b0p/VUFRvMHOU/LlFUSpgy3MNdCwp4ZHkPqgJ3zg8xpuLY0+k0TcVueTe/vXkz1hCdG8uGxCCC2GD9fSASwR9ebuGNzQPRYvf9cTe/vy1G6m8/7G9LPXYv6QVf5p+WjmZ0hYcxVSq3LyzBzEiWru+itlChcMOfYO9G/Hs39tVyBHHHfzJleDFl4XLCAZ2KiIbfBa++E8uLMnhxTSfzJgVo78ng0hSKgwqakAgpcyL29pNNA8wKTvVt6X6xCbLn8efPNvFv+wsBHAMWKr3BUWgLPweAHvZhteZH1b3fEAJS6fw+S6ZtbAQCiVuT/ON1ldz30O5+Yeq6c4rYtDsGCHpiGcyMpCeWoVK2QNtOhDcM4WqiyqkqPy+5YnaYMRUG63bFGVWqM2mYB1V3MaJUcMv8Yh5/PVsoY+74APMmBZ2ol/chNQU235iwnsyy32cbFBX3vA9hqyOgcNyp3TkHBwcHh8PiCE4ODkOAheCPi5v7xaZxNV4smRWN9mNL+Nnz7TxwpwL6wOdj25bMGRtg80FRH9NG+k+aye3pwq59qX6xCSCatPj9K+184fqKYxLOQm5BPCn50yuNQNbD6COXlKOKpvyFRTbPJ52RtPdahNwqW/emeGlNVpj671ctdky7k1tu/TAFQQ9J4Scjh7ZGjmme2PMtpSRdPQfjxn/B3rMeJVSKVj2dGT02i1bnCnBjq70sWpP1rDL0fI+paSN9HIsfd1kAvnlHLQ3tKRQhqC52EdCP/7g1zcWlsyKcPzmbyuXxuI5JrN1POm2hD5uF3LYspz0z8rz3FDuPlICRNU1/fuWAN5ihC6qKDm/i1JsiR2wCqC52Y2/6W96ykT0v86Wb/gkhBH99s511O6K4XQpXzy1iXKgXXlmds7xVNo5F21w88UY90WRWDPvUleWcN86L35OvLn7yinJWbouRSNus3tZLRaGLOxYUEvGrjCx3s6NpQMz0u1VKC7KpZUIIat2d3H9xJynFx/M7fCzfbtLRa2L2FQI4Ho7n3J+J2LZk5mg/jy9ryylAcN05RYi+ASslDCtS+N7HR7B2RxQBrH63l20NCe6+vJxfPNOIImCM3kDyhZ+ze8LHeXGjF0SUi2cZVBW6ORW5di4VJtR4mTzch20P+JQZquSq2UHmTQqSsSURr4IYQs87h9MHvbeR9LI/DDTYFsk3H8N9yd+jKI6Pk4ODg8PpjCM4OTgMAZZFTprCzNEBuqL5/jst3SapVBrjAMFJSsmcMX7W74qydntWoDpnQpDJtZ4zKhXuQIQCSrwTupuwFINUoALD4z1suJWiCJq78/vs3SaTdMZCVw8fSmPagq64jcelEHRnJ2DNvTZ/emXAQN2y4dGlLVzwkVGwNgwHRDklJ13D0+9kjclDPhVVFWzcPSAY/v35KpMirWxpKGBji2TiSI3CkJvWLpOAV6UirGGcQEPgI2Ewr5ODMYULMzIepWhCttqXhCvnCLbUx9nTkvV3uXhGmDEVLu7/+HAa2tKEfBpfuLGKnz/TRDRpMa7aw8cuKcuWGD9KpIQCt01Bpd7XMnQTRMsGXc+udygEB7tyEky7GvH2MyAlcvwFMOKsIZvcSCm55qwwIa/Ky+u6qCo2uO38YiJecdhrX1ch4FXpjQ9ER7l0gfBH8pYV/iJ8HoXnVnayrq8aXTJt8+iSFv79Y2WIolpkW93APp11O2e1bmb+nFa6/cN5dEsBv3p+HxNrhjOyzKAi4qKxL0319gtKWLW1l8XrstfR+VMK0FRBXYvJ+Aqdz11fyZ+XtLJ6Wy+jK7x85JJSTEtS32kzVtmF+tR38PcVV/jkuMtwj1+I5g3gc3HaeAidSVQUqHznI8N4cnk7saTFNXMLGVOe25lSQpnf4qpRUVI93ZxVEWZ9Rxl/ea0VCXz1lgpY8zN2T7ybDS06101MIV1+4qkY+3p0yoLHqQQeB4OmyUlJqP9x6ohN71dkooe8m0IqDqrLEZscHBwcTnMcwcnBYQhw63DprAgPvZwVN6QEl6bklTqfNzFAyJXh4ASmgCH5x6vLae21UAQU+hVUcWa+RAkBWlcDPHUvMhnN3mSGz6Vn1scoiAQPKYjYtqSmJD9kZu4YN4ZLxz5MtFdbDH78RAN7WlJ4DYW/u7qC8ZVuWrvzDXJ74xYtdgHDbrwX+e7rWPt20FZ2Ni8017K3zeQzV1dQ6BVYlmRMpYcXVnUyf5yLs+1lPFo3j7+uTRHwWpQUB/nBY7v6z+/8ySHuurAI1wHVBSUK3QkbTRUEDHnC0httKahrt9hYFyPo0xhf46HkPWwtDnxJD3sk37q9mpaeDC5NUBRQUJC4vRCpyUbbDCsy+MEnh5EyJSGPgnqAd1NPCurbTARQXeQiYJyZY/dgLM2PftYdiEmXIKVE+Iow5dBOuP0uyVWzAlw8PYimgiLf23PNq8MnLy/nP/7SAMDcCUFqS9zsCpxFjbZooBKm5qK7dgFvbI6yamsvmiqYM9JAU2HF9jQ72xRqFn4K84lvg5nCNe0yxIo/ENmXTSX0AZ846252dYwjlrSpCit8445q6ppTpE1J2pI5gu4r67q4dUEJje1pJlTqFLgln76smMSFxeiq4NUNPfxxcQtXT3cxvPV/cip5Glue55brLqbLCLO3y6I4oB1zWt2J5uD7+umCQFITUfj8NaVZ6cXON/PXyGBsX0LqlQfRpU2h4ePia75G+dXDCPpUyv0WYpdGQrg5uyrJ71YZrN7Vy7ASnU9e6kHTji3N28HheBCBYlA0sAc+Sgl/ITJceQr3ysHBwcHhSFDvvffeU70PJ5oC4PMA8bhTqeSDis9nnNDzLyWUFxp4DZW65iS1ZW62741z2exC6ltTJNM2c8YHuW2uF8PrR5I/aVWExG8IfIZAGdpMrZOLbaEu/T9k+4DZstLVQKxoHKlAJcZhApVCHkGBT2FjfQrbhkk1BnddWISuDj7Jt6SgKyn47782smtfdvJqWpI3N/dQUeSmM5rhnbpYzuSwPOzi8plhbN2HVTYBxpxH1F9DKOTjmrmFjC7T+8uIF/h12noyXDE6gRQ6/7XcjSQrLi5a1UHiAM+U3S0pZo0NUuDN7mtPSvDgohZ++Xwzi9d1Ew5mo0NOxLnd2Gjyrw/tYdPuOGu3R1m1rZdZ4wrwHj4zKwdVkQQ92fF3qF10qeDRs2N1P+1x+NbvdrN4bRfLNvbw5uZe5kwI4dEPsZJTwPFc/7YUWLoPW/dhH7Jnjh9VcFRrLylQOXtCiIm1XiqK3Dz4fBMr92qMOnceRtlw3KNmkTn34yxrKsDnVrlwsp/bRzYyv+0hZmfe5PzZlfiLS3BHSnFPOBcxbAa2vxh77V9ztuNq3ULBzIXUVhegK2CoUBpSqSl28fDSdvZ15varrgoumFpAwMgejQB0BRq7LH70+F4kcNkEqNrxeM7vYpNu4OH6UfziuWYWr+1iU32caaODuI/zs9hQ3vt704JN9SneqU+haioBj3pa3qullIdUxDyxvaSe/j79QpRlIuvfpnT2BRiGgRQKhseFy/Dw70s0NjZk+64rZrN8S5zzJwdxHUflx5PNiX72O5wcLM2Lu3o0dt1ayKQRgSKMq75I3Ht4wck5/x9snPP/wcY5/ycPIQTe7KTjP4Gug//vRDg5OAwRPl1yzVkhLpoRQhUQSwd5ZkUH500KUlPsZmy5QtgjyHAULstnImYcmrfnNbuT7XQkbIKuQ09WhKpz8cxCzhrrJ52RhAOHNgmKmYLfLW6lttSdU+EPsnOtrliGJW938ZGLy3l0SQvRpEVZ2MUXbqrCpWaFItuW2LYk7IZw/8x2YKJWpHTy5fEbUTSd3WlXvzeK36P2l5A/kGjcgkIVoQieW9XJii1Zn51k2ubnzzZRVVzLsMKhPf+mrfDHxS05bR29Gd5tTFA0+sSWmlIUwZINXXTHBlK7OqIZ3tzcy1WzHPPeE4kCVIQUagq9/OipZiBbde47zwkMfTTXn1dI7xqLZ1Zk/cr+4+o4oVf/DciO8IKWH1NyzVeJy2kkjGKe2m1wrmcLpQdvKJ1k9kg3aLkRerYtGVft6U/T28+Icg/FQZWD05vaewZSjt9u1JhdPgGlaVO2QdXY5p/Ny28M+FJt35vk5XXd3DA3NGg1ypNNzBR8/+F66lsHXl7/6cYqZgwzzqzU52h7XpPsbUdJ9YInW23QjIwm2hZjx77cc5tM2zR1phlddgzmbQ4Ox4GNIF4yFfftP0SkotieMDHVd1pGGjo4ODg45HLqkvEdHN6HSFviUSUuJStifGhBIVfMKmDmSDcBj07mODTemCnYtNdkxfYke7vs0/dFyx2A4bPzmmOecgp8733LsSyJz+M6rNgEsLk+yRubeuiNWxQG8/tV1xSaOtI88XorF88K89lrK/jXj9ZQGjiywzBkEvvl/yX90v9hbniJEr2HWSOyIUM7G5NMqPXmLK8oUBbJhvUkTHhtQ3feOnc356f4HS+mhFgyv9JZMm3v90E/LGlbUN9pU99pk7YH/4EQ4LajeFMtGCQRAlzCxKVa1DXnV7ira06hnI6hHycJcSQdfxgURaCqR7YO25ZUFeVeKynTpjxi8MyKrBl5ZZGLSPPKvN9aa/+GrkpsFFZui7LXLs4paACgjZ+HFgjn3W9sW3LOhACl4YFQttKwzoIpQXSRn3JVGBhYbumWFLvGfhhRWJ093oIytnbnX5irtvWSOcSYPNnsaU3niE0Av3p+H8l83fn0xl+U1ySCxdjGQP+nVB9enxdDz+97r/s0Cl38gNKTFKzZlWLZlgT7eiTyBEZenk5IKUloBcR9VSQVR2xycHBwOFNwIpwcHE4gQkrcKsdtgGvZNs11e+nusXl8vUJzp8mXb6liSrXr9HvpksDMGxFdjcimraBoJKbdjCgdiU8fGh8jVVX6Db1ffbuT2xeW8tsX9mH2mcpeNjvSV+obuqIZnljWxj3XVuBSjlyo06L7SO1+GwBr72aMcDmfOmc0o8v9vLEjzW0LitFUwfqdMQqDGn93dQVFfgESXKpgWJmb9TtjOessCg79ZC3ggstmRfjzqwNRTooCIys873msPSn4r6ea2NqQrZA4tsrDP1xbTvAA/UIREm/7FlIv/JRMtB192mX4K8aRWvU0tubiK3Nu4tuxAFubBkSv8yYG39PnRQjoSgjaezOEfCoRr+hPZTxT0TBxd+3CbtgIgUKomEBcz5/gHwohoKUXVm7roSduMXd8gOpC9ZBfhjoT2cihOeMCbGuIs3F39jz63bmpXilTYuv5pl62yw9CoAjJ9FE+frbc5FsXf4Pydx9H7dwDY+cjplyCaWej8vZXg7IRZGxBxCv59p017O3I+ndVRHS8ukRVJJqVIqMYWH2VHMsKVO5YWMKfX2nBlvCjVzUe+PB3KLDaweVlVKMf3urJ2b9pI31oijzqqoCmLWjttbBtcHmHRhFKmfljM5a0GMzH+nQm5SvDuPgzpBb/EuwMwhPAuPzzRBV/znKBgJu7L4rwP88NRERdND1EySk0DXeAriR85w+7aevJjmtFwL98uJbhRe/zyGkHBwcHhzMWR3BycDjN8WY6ySz/I2O2vs4Y3WDGjNt5sG48v3x2H/ffXYv7FFdGGwzTU4R65Tegt5U0LmxfMYXa4StvHQ2WZTOh1svitV3EkjZPvt7GLQtKCPmy3jIBj8ovn2/uX37e5BATa46y6t9By6bfeRn/5te4+a4fcdnZVShIxl1XRjQJLh08B6QcKdjcubCEf2nY3e/zNGm4l2GlQ19+y7Js5k0KoKmCxWs7KfBr3DS/hJqwcthtCSFYvT3aLzYBbG1IsOrdGBdO9vf3lTvZSvLJfwUrA5oLNVhE4tkfD6yo8T6+etW3+fSjLoQQ3Dy/iLGVhzePEkLwbnOG+x/eQ8qUKAp86opyzh7tOS09cY4EIQRGwxqSz/5ooC1UgueGb5PQwke0jtYofOM3dST7xsyzb3XwzTtqGFOW+6hWFMHGhjQ/eLSBjCURAu6+rJwbzisikbapKXaRyUgUAbaEtm6TvQUzGKk9M2AoLhT21V6KERf4XZKFU0Os3R7lK09bzBpxJ+dOczFxTAmGKklbgl2tabbsSVAWMUikLZ5Z0cEVs8OcPc7P6NKBdFRfqgV7/bNYdetwDZ+BMuVyYq5idEVy6bQAs0f7iaUsigIahksSl1UAjKnIVudcvikrOtWWGFw8o+Co0+miacHPn9vHuh1ZsXdstYd7rikndJxZYNXFLnRNYGYG9ueK2RF8Lo5aEDuVZNCQw8/HuHMCJHuRvkJiekHerSIjNeaMD1Nb5mVfp0lBwEVFREdXTr/nzQeJdxtT/WITZK/vh15p4Ws3VxxT1VAHBwcHB4cTjSM4OTicZAw7ita1B5JRCJWT9FdiHaLylaqAfGcR9tZl2QYzie+tX3PTvK/zlV1+MhacrpZQlnBBsBKV7C4Otc/JhGoPZ40LsGJLL23dJiu2dPO56yr6JpaSf7i6jPaohQCGV/qI9cTfY425ZAJlKOVjsJu29bepFeMwtQBC2kiyOcnBvgykgw+vPCS4/xPDaOowMXSFioh2wsTBgEty2fQA8ycHcamgSIv3ErZUVfD2jlhe+9s7Y1wyLUCmb2ItepqzYhOgVU/E3LEq7zf+xpX89J67sCxJwJCHrES4n2gafvx4Q3/UiG3Dz55pYvQnh1PsP3rFySCFsDOkNf8R+0YNdaUxw46SXvKbnDbZ3YLSXgel7y04CQEbd8f7xab9PLKkla/fmjuZ7EnCfz6xl0xfeI2U8ODzTfzwk8P7xR+JwpdvqeZ//tpIb9zikU0BPn/Nfci6tWBlaC2YyE+Xufnabdl1Frjhm7dV09JtoqoKJUEFTUiEECxe35tTjW5khYepI/z8elEzppUde7Ytcdsx0s/8ANleD4C99lmUhs0Y136LlPAgkBT6oNCXDfs8sP+9Onzi0mKunVtIxrYpCWkYRyluCAEb6hL9YhPA1voEb26JcnnfPh4rRT74zl3D+NMrLTR2pLl4Rpj5kwKnhb/U0WJJQdwoAaMk23CIQ1CwKQ/rlPenTZ55x/p+YX+abXyQHM7O3gyW5IwV6x0cHBwc3t84gpODw0nEsGMoa5/AlpCpW4vsbMJz7VeIlU4fdPKr23Eym5dijl5Ae9EMdEwiO54jFN3F5bPOx28MMmsWgoQJhiZQOIM+vR8lPl3y6ctLuOHcIixbUhJScR0wQdWETWkg+wbuNVTypZXDkxIevJd+Dt59HatuDeqI2TByLnEMhHjvaC0ps5P4goqTM1mzbRv34YOacrAsm1ljAqzZnmsMPHtMAMs6YNx4BrxdpJlEuDx56xJuP15NYivvLTYB9CYseuK5vlNSQmfUoth/5I8lVdh42jaTWvpbSPTgnn4V9pjzSaqDG3UJAd7EPmjchLRMRMUEEr6qIak+J2wLmRpE1MyY+W2H4MDomf2kM5JsrbeB/0WTNvFUbkdnjfIH+k8gmVTl4oG7h5FISyKuJF27tuHzRYhqEV5818Pk4YGsYCrBRqE3aeP3qBR4BaJvfHclJI8tbc3Z1o7GBHMnBAH465vtzJ8UwK2CEm0m0yc27cdu3YUr2gyBYfkHLAQZO1v90LYlmpCUhwR9EvUR99t+VFVh/a5oXvuad6NcMSN4TOvcj5RQWSD44vXlmLbEUOWZZRbucMbSHofX3ulmT3OS8yYXcNP84pxr8sqzCjFUjuje6+Dg4ODgcLJxBCcHh5OISHRhan5E607MqdcjfWHE4v/GuPUHJA/y0ACIWm7iZ3+Wn68Jsn5NGlWBG2f9HRdVpbkyEs7L5ehKCh5Z2sbqbb2Mrfbw4QtLKQkMbSTHyeJIIlAGJqi5E/KhIq4Xoky6FnXKtZg2dMYlW3Yn6YplmFDtpTKinLGVF6SEaSO8/VFiAHPGBpg2wpszkU77KtBnXoO5+mmshi14LvoEmbq3B8aebiBGzD6q6JGQVyXs13Iq/SkKg5q/Hw53zx6Sj9/H/nOfXvYHXEKgTLhq0P3xJppIPfIN2C8MKSreW75LNDDiqLY7GGk9iDHratJvPjbQqOrQZ4z9XkgJk4Z5UZTcieMN5xWhilzvsZBXyes/TRUUHdR/Ukp8OoT0DPrax3GtehoAH/CJGdeTnHoTSEk0Lfj94mZWbosyf3KIaaP8jCg1CLnBkrLfG+1A9ndvwKOiKtnrT6iDnz+h5nqXSWBvl+TpN1qpb01xwbQw54734TsCizNdkUgBGStfJLQsm6kj/Ly+MdcLavaYwJCJQwIbl3J091RVVUiYoKuyX8hzcDgSupLwm+cbuH5cnPmeduLxIFq4ki/cVM1vX2jiyrMLOXus77D3X0UR9KbAtCQht4J4H3+IcnBwcHA4/VDvvffeU70PJ5oC4PMA8Xj6PRZ1eL/i8xmn/Py7M91knvou7HwLuhpR6lZieyNkamZjhIsxVW/eb+IZhee2qLy2KRufIyVs3GsxZWIlFQW5uXRpW+GBR/eyfmeMjCXZ12myYksP8yaHcZ2maXcHoyhgZHpQGtaiNW3A0BWkO4h9nLLO8Zx/KbMCQFcC7v39HpZs6GbDrhgvr+tifK2f4sAZ0rmD4FJh5ig/500u4JKZYc6f6Met5U5cLKESDY9BHzUbfeRMRMlw9IkXoITKUEfMRDvnDuLeqqPe7oThAVZu6yVtSgxd8A/XVTG8WDuqWCNX/UqsujU5bXbnXvQJC8iIrHphAdv3pdndkqa0eRly1+qBhaVEJnoRI8/GlscX5SQlqEXVaMFCZE8LSsUYjEvvIeGrPmIp1G8IZo0LkUjZBLwqn7qijJoSg9YeG4SC0SfIuFSYOCIbnZZM23gNhc/fUEVNZPCx6Ik3kX7hv3Ibm7bim3QulhHklQ29LFrdxccvK+etrT08v7KT1zb2MKzCS1VEp6XbzKnQFvSqDC/3sGl3jHuureyPJBQuD2qiA7ttd/+y2uSLyIw4r/8aFgJ2ttl876E91DWn6I1brFa9IdEAACAASURBVN8Zw5aCKcPyo+f2o8sUntZ3kEsfRNmzGk+kGMtTkFehKxzUaO3OsLc9u7+Th/u47pwIQRFFFTa20Pr34ziLCb4ntoSmHvjd4lZ+t7iF3a0moyq9eE5QoTehZM3c1TNVBT8BnOpnf8pS2NNhsaM5TdJScLkU3Jo4YsFyT5vJRb53qHj9AXwNKyioX0rErxINjWLCiBAjyjyED33ZYCFYuT3J/Q/X8/SbHeztMBlf68f4gHxuPtXn/2hQkHgTjbhatuBKtaO6PWSU4zSf+4BzJp1/h6HHOf8nDyEEXq8L4D+BroP//wF55Dg4nHpkRz30tOS06Rv+hnnd9zBdoUEDdHRdsGJrfjLY9qY04yrdOV/tO6IWu/bllqjvjlk0d5v4i0//S70lChvronR2RJlRUsiwHYvRXvstriu/hFU565RHae1uSdHem+uf8bsX9/Hdu2rRBikDfzphSYWOmIWmCgo8udXgVCH7BYODB6ElBUs3Rvnti83YUuBzR/j67WVUhxXEhGH0+/Ac5cmREmoLFR74+DA6YxYBj0LIc/TrwZ0fFSh8EWxFBwmKKli3M81/PlFPUcjFhLGdHPz6LmOdff5Ix68+JNUAyrjL0ccswBY6UakedeBdVYHC31+Z9dbZ0Wzy1QfriCYsDF1wz7WVTKlxgYSaiML3P1ZLV9xGUQRN7Sm27stQU6TjOUg0lGZikC1JpJnERrB8Uw/nTQqxaFUHe1qypuK9cYsHHq7nh58azocWllBZ5GbZxm5GlnuYP6WAun0J7vvYMKoLBtSNNC6MuXdijJqD3bILpXQEmaIxmHLg/tOZgG17E/1m+vt5YXUHV80pIHCI+ZWrZSOppx/o/9vasQrPbd8j6h+Ws5xPh89cUcLN84tIZ6DEl6Gg7jkyq55EuDx4591Fk38SK3el0RTBxFovxf4TEwXaEoWfPNlAY5/4tWJzD7saE3z3IzV55+h4aYvBk2+0sX1vgnmTQ8yfFCTgcqKpTiUWCovX9/DnA/zPrj2niPE1XioiOmHPoau2CiHoSUkq9C4Cbz2Y8z9jw1NU1pzFiu4yfIZC+WEiQxs7LH761N7+v1du7aXAr/HhBZEzM/T5fYy3612Sf/k22Nl0c6V0FJ4rvkxCC53iPXNwcHA4PpzvYA4OJwFFOVTJdwkud86E7EAMRTK2Oj/yqbrEyEsRMfTBv2x7XKf/Zd4Sg+/+cTe/XtTCk6uSfOtZlXeG3QUuD+arD2LYR+vANPSkkvlePNGkBCt1CvbmyOlJCf7jiSa++PNd/NPPdvL0ym5Sg6QjDUZLj82vFzX3p0/FkjY/eWIvKTsbSbGvR9Ia5Zg8kKQEn0tSFVYI9fkIHfU6SsYgAsUDDULBdd6dmOh0JwX1HTYPPt+IZUNzZ5qOoul569BnXk3aHrprxLYlKdyY8tgj32zLpjcp+ffHGogmspOPlCn58eMNdPZlA+7vv93NSb7yi5386PG9/OtDe/j5c81559f2lyIChTltIlSK7S9BIJlQ46Us4qKuOVewtiU0d5mE3FAY0BhT6aWlK80PHtnD08vbicYtlIO6LqUGiJfPpHnczbwSncDid1Wae2W/nhdL2IOaG7t1BeUQrscuYWGuejK3UdqYO1YTNRUQkLYF0bRAkjU7b+/N8OPHG7A3v4q55DfIWBd2ZxOpp+8nuXcrv13UzIPP7+Nrv6qjufcwJ+MYUVSFnfuS/WLTflq6TVp7rEP86tjoTQvu/f1ulq7vprE9zcOvtvKnV9vyor8cTi7N3RaPLMn9yPTXN9qob02xdmeMtny7sX6aum2WvhOFVAzMZN7/k93dFAZ0gt7D32f2tuc/n5Zt6CZtCUypkpYKwnEbP+W4SGWLTtgD9wa7eTtK+85Tt1MODg4OQ8TpPxN1cDjD0USGlpYuWkUJ+Ity/peZdAXSX3LoH0vJDecWUnCAkfL0UT5GleWHAYS9glvPz13XBdMKKDkDUr62NybpjuVOwn6/UpAafSEyGe2runZ8aMJGsRKkzQyqqqAeZd7J8EI7T9C7dppKSJyA2eoQIYRg0ZouNtRlBTvbhr+81sbu1iMzsm7vzV+uucukJwk/fqqJL/9iF1/8+U5+s7iN9gTEMwJxovOUDiDuKkS/8V6MK76AcdFnMG7/PonCsbzbbPGlX+zk7Z2xnHH14JogmUu/glIyAiVSgWvhJ2nzDCN9hALcyaQnnm+sbtnQcUCUXW9K8OtFzTnLrH43SlNnBtMW7Gy1eG1zgrXNblLX3o86fAZoBurIWRjXfo2k4kfakotnFGRN7gcxbA95NTI2PL+qkyXru9jWkMDMSMJ+wTCxB8+WZ/HtfBlfqpmYKUhYgrYYfPWXdfz0qUZ+/mwTX/tVHQ2d2YimSEDFlpKqIlfOdm5fWHrI6CYpBEJz5bX3mho/eryerU0W3/p9PX//0x3819/20RoT/OixBqbWqIR2Lsr7XbhzY79fWMq0eWtr7yHFruNBVcSgaXuGPrTbamxP542V1zd205VwIlhOJT0JO8/I25ZgS0kiZbN2Z2zw+6UQPPpaG4oCS+t0RLgi9/+aC6OonEhQpThw+OfYYNf0hy8u5eX1PfzLH/bws2eb2bTXJG6efvfA04m4KdjVarG3yyZznOnXg6HYaWR3c167SHQP+bYcHBwcTjanf56Ng8MZTlNnhq8+1AESfnjz1yhqfgO1ZRuZUfOgavp7ljIu8sG/fayWpk4Tl6ZQVpBbja0fKblwaoCx1R72daQpDOnUFOpoR1la/GQjBGQGqc6VNG1s3Y0y9XJSavC4PMHNzn3s3BPnl0uS7OuyuGCSn2vHxyjW4uzzjMTERdh7qCi0LNW+BN+9SvDnt120RiVXTIBzfNsx1XOOfcdOMClL8ObmXAPlkeVu0plsGtbhjGaFgNAgLs4Tar2s2trL2zsHos5efbubsrDBS2s6+OilZUyqduV9zbAltEYlrd0mYb9GaVAdkrEZ1wuhciB6J5YS/OjxBlKmpK3bpLLIYG9b9it/wKMg61ahFpSC5sJc/ic8RStpP/sfKAz7jntfhpKAR8XnVoglB2asisidQKYzkmQ6P51TAkveifK7lwYmMGePC/Dpy76EX0bJaF6iB0RVhj1w4ZQAtSUGP3ysvn+SfPXZhZSGVDQFxlR5+iOgFAW+dE4PwWe/R7rPPF64/TTM+Dq/XeNi3uQCoskBASRjSZ5a3s49V5Xi1W2mjwwgJBQXuLBsiS0l63dGmTPai2eQtxLTVvDPuQlrzzsDjZoLMWw65/sjPPDwnn5j81XbosRTNtNHB+iIpcl4i1DIrZxnGmESB1T564ln+ib+Q3evtC2bqkIXF0wL8/Lazv72i2eGKfIfRTnJI8BrqNyxsIRIUKc7ZvHMm230Jqz3vZeTqiooQg5a3fF0oKxAo8Cv0XWAuX/Qq5I2JV63Sm88M2hxDNOC+pYUli1RFRd10+5h2Du/QLbuQgSLERfdgxEpp0bhPc3wa4tdTBvpY92O7P16Qo2HXfuSvLg6OyYbWlNsrIvxd1dXMrXW5aTZDUJbXwT2/iIN86eE+NCCwkHvVceKqQYwJl1AevXfctqFbqAL67giZg+HZicRnXuwY90QKsMKVJIXturg4OBwnDim4Q4fCE6VcZyiCF5c2807u5PYEp5/x2JlbBjGxPMZPbaazCBG4YPhUiHiUwh5BOphBCpVQNirUF2oU+hX0M6Q9wZV11i6vpsD9Y8PzXUx2tcJ4y/EOg7jTFWR7N3TwtceS9AZtclYku1NKaL4mLr796RUL//v8QymFIwodx+yz2zdRzlNzEm+ysJwHeOtDXgnLyCpBo553040qiLY026yuzlFwKPwpVtq8Boqje1pbKHidWu41MEnGN1J+M2LzZw/Ncy2hji2hJBP4ws3VfH08vacSBuAkF8lkbJ5bmUncycWEDAGBqoQsHpnivse2sPrG3tYvLYLl0tjVLn7PQXXo6UjJnlmRQcA9a0pbl1QQlN7it6ExSfOMilZ+yB2ewN2627IpFF69pGqno0vUnxalbk3NMHoaj9NHSkum1PIpOE+bphXTFV4YIAauqCuxWRfZ/qANoXL5xRm08kOOJyGtjRzxhfg9bqxUchIQUuvpDshcbsUDFVSElKZNyXM9JF+rjwrwqxR3mxVOAmVJR5WbOklmbaZM8rNws6Hcj3pMmk8ZdUsbyvDpSt5fnI+Q2XepCBISWfMImHCc2+18/rGHjwulcKgi3BAI+gefEDYvgjxsqnYugezYgr1o2/l289rTB8VyBNVW7tN5k8J8dLabs6dOxr/7mX9VRWFL8zmsmt4ddtA59x1USkhz9BHLfgNQWnEzZgqLyMrPVx5VoR5E/zoQ/gRQAiI2K1MYhMj0psZG0lxzpQiiksLGFv+/jQcFgJ88QaUNY/Bhmdxez0IXxhL5Avkp9I01usSjB8eZEdjgu6YRWWRwY3ziqlrTtLZm2H+5NCg411XBZZQWLSqk/OnFrC+WWenfybG5AvxzL4aUVBxxOkJugIzRgWYOSbI2eODzJtcwM+eaczRlUxLMrzcQ3nEdcYUGDlSjvv8C8GDi1rZ0TRwP9vdnGJsjZ+AVxuy/pKAx+cBaWG3NyB8Ydzn3IL59otoI2YMWlTmeHHJFPLNP8DSBxE73kBsfBFZVIOI1LxvhEfHNPqDjXP+Tx6OabiDwylECIgfZKFQ35rijU29LBhfPPiP3gPTFjR2WrT1mBQFdSrC6pBOYE4FVWGFb95Zy9PL2+jozXDZ7DBTqzUs7xXk5SQcJa5MlIb2DNZBq1n6TpRbL55PeNPjnDf2czz5ejuTan2MKRv8tmhLQaxwAsbcWtxWCtMVJHkI763TBmlz/TmFbNgZ4+7Ly/nxX+qJ90V2/G1FO5+9ppLpIzzoB5iee9PtiJZt6NEe7pxQw193ws3nFyNlNhKtoyfD8HIP7+7NNaIeV+3FwKQ85Ka5M015cGCy252Enz3TmLP8o0tbmTPWf4Bh+dAQ8iqE/Rqd0QxmRvKr55u4YGoB91xbyTDRMOhv3JrEPs5xdjBCEcRN0BSR079HipSSyiIXcyeE+MPiZmw7Gx3x9dtrqAhl+0xB8onLSnlyucbyTT3Ulhp89OIyBLI/4udAstFQCjFT8LvFrbyxKSvUjCx38/nrK7JeTV4o9O6fuA+so9AL3/toLY0dJqV+C+XFnrzi6lo6Rlcsw7BSN1edXUjIpyGBZMqmttSFgo0EFEXhweeayPTt40trOrlkepARie3oSpBksJbMQa8nPWmVz/1FJxJciGlK2npMIDNoeprfrTK2yosQ8G+veviHc+9lpNaI0A2UslHYzQFqS9twaYJbzi+mplBjKCOO9qMIqAgJagq9SAmWZQ/5dlzpLuTiH5Nu3u/1Iii+6JPMHzX3tBJQhwwhiMcSxLZvI1T3NrJ7H9bu9RgXfQZzxAWn1THbtqQ2LPjm7dV0xW1iSYumzjRFQZ1Jw7xUhweXjWxbct6EAB29GR55tYXRlR7OO7+EimIXmshP03svDE0yolgFVGJpcGlKXmSkrooz5gPVySSZga318bz2HY0J/vzyPr58SzWRw1QJPBos08Ru34v7rBuwk72k3vwLCIGinJiylqJrL2x8KadNe+0XmKVjwVNwQrbp4ODwweQ0ny05OJzZWJbkvElBnludm4d/9ZwQKfvoLz8bwQtre3hkSWt/2y3nF3PFzGBfpa0zFCkZXqjwuWvKsaREV/peqodABLAUF14jf1Ia9GnoiQ6EzPS/aO/al2Rsuf+QH/ekhKTiA8V3IuanJ4RCL3z/Y7Us2xztF5sgeyyvrOtiZIWbwr4XZq/Zgfnkt5Hd2ciVGuCO87/MFxcVkkzb+N0qY6o8lBToVBUbNLRm1dTr5/i4MLAFkXoCRdNxua9E9oZJ+8pJKx7iKUnKzO+wnrhFaWBoH0NeXfLFm6q4/5F6euMWioCpI/1UFihIWYJSOQG5d9PADyLVGEVVQ/pBN5YWvLium+dXdlAY0vnYJWWMLNEOm7IJ2RQhKSW2LRGK4N3GFL97cSAtridu8ZMn9/KdD1f3p9UGDclHFhZy87xCXBqoSCwUJtZ62bh7YKLk96iUFeiAZGtDsl9sAtjRlGTJhh6unRM8bD/4XZIxZRpCaOgzryH1wn8f8F9BW2gCXdEMmgpv74hS3zc+ioI637ijpl8MaO0y+8Wm/Sx+u4cbi7oI/O1+jCs+j1WVK5joiqAwqOeZcLt0hXMmBFl+wPF8+tIwk/zNfP/uWlZvT7AlKfjfdQb7Ok2+eGOAqbUuJtZUkbUYl5zoizmTOXFVLLX2naT6xSYASeqtJ/AWjyauV5+w7Z4K4qbgbys7ee6tDnRtBLfP+RLze/+KsXMJ6Tcexqidnb0/n2a4VZuyAIigyrCirBD6Xs9rny65fV6Yq+eEURTwuxgSUdxvSG6/oIRfv7Cvv62yyGBUpQe3duiqeR9U3BrMGhPg5XW5H+yDXo297SaL13Zx63nhw6anH4xGBiPeDMkoMlhCQg9nBelwDVLVSb7xaP+yxuWfp1MUsK/DRBGCsrCGlif1Hxt2Mt9/UiajyHQC4QhODg4OQ4gjODk4nGAqIzrf+XA1f3m9nXRGcsPcMCMr3Me0ro6Y5NGlrTltjy1t5exxAYpOv/fso0daqAyJztRPGoOR1SHGV/SwuXEgDezTC3343nyWzukfYcmSrDl2VZHxvnzh9hnklaEHiKcs2noyJFMKVWGBaNvZLzbtJ7z+IS6a8AX+ti7Fhy4sobZE54nX25g8zMf8KQWoAq4oehf5zANIwAISDZvwLPw4aucy9Fm3EfYZlBTotHQNmJAbuqA4NPSPICmhtlDhgbuH0Rm1CHgURlT6aW+PYgkDZeE9KNuWIHa9hV01DSZeCK6hS1cQimDR2m6eeL0NgHhLivv+uJvv3z2csuDg0VwZCbtaMixZ301hUOfciUGCHmgcpMJUY3uaaErmfFWXUub4iajYfObKcp56s4M3N/cwqsLDnReWEHRLFEWwaU/+F/vV70a5Zk4BHMFkRkowq2ZiXPpZzJVPgttP69gb+dmbPgJeSUdvpl9sAmjrMVm6oZsbzwnRGZMEvCoXzQjz6ttd/cJT0KehJbO+MulXfoX79gkk1GD/Olya5JYFJfzkgFTB2lI3Hl0h6FP51h2VRNtaKVM7qHjn16Re2UHRZV/niWW+HLHzuZUdTBtegXpwyOMZijDzz6WMdqCe4VGvByOEYMW2GH97M5sua6Vtfr0sTcV1txAZdRkuMhQrp/crrZSgiqM4L1Li7/PKH6pnopRw3ngfFYU1bNgVo7jAxdgqDyX+900W1dAiJdedU8ju5iQ7mpIoClwyM9If9bR5TwJJhEOJ1mlb0NpjoSqCooCChyT6xmdJvfEIIBGGD98N3yTqH05S8eO+7AvobTsh3oUorKbRNYIf/qmeuubs/XRSjYt/vNAgFPSSUo/vpU8Nl5NRNLAPSI8vGQ3eyHGt18HBweFgTu+ns4PD+wBFwLBinS9dX44U4rjeHOMpK++l0JbZdnzvM/OFIaS4ppIvXaezq8WiJwnVIYvKuqfpmvNJHtpWRiyZYe74IMNLXZwxoUtHgW1Lpo/08ZfXWnPGzwXTCnhlXScrt/bywCeGU2Mm8n4rkr1MHeZi8rgSRpbpuBTJ564tZ09rmmjSYkyFgbLkWQ6uI5hpehereSeu8QswfDV85ZZqfvrUXuqaUxSHdP7xukrCnhMzyZEyGyHg60tZObACmemOoM24EXX6tUjUvEib4yVhwgurOnLabAl7WlKUBfOFZiFgc73JDx4dMLZ+9q0O/vVjw/G786/p8kIXfuO9Da5DbslHLohwy7wIhioQ2H1pXZLxNV4Wre7MWX7WGH92mSM8zrTixaydh6tmDlJRsaIaN8xPEwnqPH/Q8QP0Ji1e2xTn1y/sI52R1JQYfPTSMh58rgkp4ZPnCLxrns3GGyWjCNuEAw4/lYGXVndw1yVlpEwbTRF0xyze2trL6xt7+MSI7aTf+Pecbbrf+i0XTfwcz6wbiIoqCunv2XdnFIW1IJR+jyoAfdy5ZLxFh/nRmYctBK++nWcLwfI6wZZ6neZOyY3nJLh0lnvwohoO/eiKZGyZxviKgqOKzPmgUuCWfP22Kna1mOxsSrJiSw87GrPPyvlTgod8iHUnBT96Yi87+/yfzp0Y5HNn95B+4+H+ZWQqRmrRTzGuv4+U8JBUg1A6Dcg+t15b1dMvNgG8syfNmp02F/neRB1/Ncfz+Ep7ijGu+yaZl/4b2dOKrJiAWPBpFNf788Obg4PDqcMRnBwcThJSyuOeXRcHNSIBLcewORLQKAqeGA+S9wtCKOhuH2Nqsn+rqkBUfBSRgovCGa44T1ASUtGP5uvzSURRFNxWN8IySekFZOTRm21UhVX++c5aHlvSSjxlc/GsMNKG5RuzqUh729LUFA7Ln7zOuJJJY0oxD0gL8uqScRU6oKOpAmHkRwgJ3Y3MpCEVBx+U+OGf76gmmrDxGuKUpm9kMjYZhrZS2H5URRAJ6sRbc6OTvIOIRwCmFDz8am5UWcq02d4Yp6bExfXnFfHU8jZsGwJelXuuqTzshFrFwh3fB9E28IVRfeVkyPUAGVHmZvbYACu3ZlMqRlW4mT/58Ol0gyElpDDAhogXIjXZcIxZowMsXZ+bRjxrdIDv/3lP/997WlK8taWHL99ciVcxScWi7Jj1RSobXsTr0Um7wiCzkS2eZAu+rr18dprC0iaTP60YiJS748JSNFWiJPPFCKIdjBoz0O8uXXDF7Aj2EIuMp5K4rwrfDd8g9epvsHta0MfPR59+JT0MvcnwqSRtQU2JkWdGHwnodEcz2DY8uqyD0ZVuUpbCqHIDn/7+OM+KApqwyUh1SAUiR2w6cnRhU1OosbHOom5fAiFgwZQCZo/yD+obJhTBS+u6+8UmgNc39vB349rzDN9l+15UMwaug8yghODtHTEOZlOzygXWCoyR5xLXjz0ayZaCZNE4tJvvh3QC6QpiKbrzKung4DDkOIKTg8MZhEeTfOP2Gn75/D4274kzvsbLJy4rw6s5bwhHg2VJLMCrwfDi/RPS07MPM6aJUb8C8/XfIFNxtAkL0OfcTEILH9V6BJJRxSpfuKGC51Z38cirLXTHBuKSXLog4a/Ce9O3Sb/+B2RvO/q0y7FHz8sRm/L2z5K4Z1xNZvtbA0KV5kItrMJ8903sYFn/srqwCXsB3r9eIbqw+filZdz3x939qV81JQbDSg4RPSfBGqQzbBtqC1W8RoCJtT4ylqQi4iLssQ/Zd4qQuOvfIvXcT/q3Zcy7EzH+8v6y2mlbYeveODNHB1g4PUxDW4qWjjRW31AQQqALCwsFiejbl/wNmrYgaYLXyPpGHcjYShfXnlPIX99sR0pYOK2AeNLC0AWGrtATz25s/c4Yl82OcO+f9wtuBjfPvY3rZnux+kRVX3Q3yUe/BWaSEHBl8Si8536SB1+3GF/jYWS5m3/+0DBEVxOQG/mljz+PmVMq+X+RFAJBdyxDb8KiwKfjOfCeKQTJTNav5UwbmLYU9EYm4r7xPnRpklb9JA4ON3w/ICUXzyhg9bYo0WT2AMvCLnRN5HjT7WlJ8PjybkZVevjHq8sOtbZTjhCChCnI2BK/wSHHnS/Vgr35Zez6d3CPORc58uyjvvefrkihEEuDzwVCnv4prm5Ncv3ZIS6YmhXnC7wCcYjz1haDdTuiee29WoTQQW1KyQgslz9/JVIyZ1yALQeZlk8rN7E2NIGU7Gy1SJk2FRGdgiOIGFYUkXM/lxJMxQvu95dA7eDgcHrhCE4ODmcYxX74yk0VJE2JWxeoQ2Qg6XD6YSNINe3Avfin/dPozMaX0b0h1Bm35lXeOxIMVVJdbOSITbWlBjVFLmwpiRaMxnXlN1GkSVL1HdFX8HhoBJ7b/g3qVoOVRvGFSe3egHHDt4jpBaerlnfCGFmi8f27h7OnNYXPUKktceF3Dd4JuiK5ZX4JP3p8oIKergnGVLkRQIlfUOLfL4oeWmwCcKc6SL34fxzY4anX/oi3agKmfwTRtOB/n2liw67sV/PKIhf/n73zDIyjPNf29U7ZXrTSStpVl5vce8EF3G1sTCf0EgIkOclJPeeEdE5IJf07SUghjYSE3gnNFNsYMO7dlpt679peZub7sbLktWQwxSDCXr+k0c5oyk5573me+14yLZu127uYNtJOgTmKXL2ZRM0eGiqu5tVaE4YhMXe8k0KP1F9xVNupceeTjTS0x5lQauPmVT5yThivWBX42HwPK6fY0QGXzYTR28wvF1ahxnrodI7hTzucxHSZzQfTjWsf2hRk3qRschygiiSJ1++FxECVgNR2hIVTmokvn0hTR5zv/aOG264tRVdtmFZ/icSmBzBCnUgTl6OPPAtvto3eyjC/fXIgJXH2WCe3rMzDLBt0RQQPb2xn17Egk8sdXHp2znuWOvV+EjXMgJlBva3/BsQ1wbPbe3hmSycXzvOiKoKCLIWeUILfP5NeHZjvVojGdXYfC9HUnaRwGGpOuiHYUxvjj880E4gkWTo1i4vn5Qy6Rli0APEnfoDRnTL41pqPIDcexLTkP4kbZya57P2iJQD3r29mf03qxdmVi/PIH0JzGXYYBlmWgZ9PRW1rlDFFVmpa0ivyWuUC8pbcQmzdX0BPIpw5mJZ/hiCD26113WDOGAd7qoLsOJK6Zp8z1sSExBaUiUt56oDKI6/WE4xqWE0S37mhDJ9z6PUJxGB/XZTa1iiTyu2U55kwyx+xG3OGDBk+MDKCU4YMH0JkdOwqfORG8h8xusM6to6qQdOT+19GnbwG7R0kMhmGwZRSC9/7eBlHGiNkO1VG+c3YTmg/iaOCUOE0Wy50QxBylCJNLkMhiZwIwujFBA3TR/IrKjDwucQJnk2n3gmGARNLzHztymKe29pFjkth+XQP+U5xMACbewAAIABJREFU6komSZDQBYpkYPQdo0hSIAUDSMmTjcYNjK4GJNdI9tdG+sUmSLVRNnXE8OeYyHUKxPZHie18htpF3+XrD4bQ9dRnn3qjg+/fWEZhlkRPBG6/p5ZYIqV27qsJ8/NHGrjt6qL+Vj+zHkKuXIf8xiOgqFhXfYHws7/GHewAwAZ8YdH/0JEzjdv/XjNof4Tqj1Jcno2u2tHaajmZWEcLj2729Ve63L++laKLJvL/Hm+m1PMlcot0XtgHM+NOzsuKpSVyAWw+GOD8Odn4shR+9EAdTX3Jd6/s7eFIY4TvXFeMJTMYGzbUdyZ5+JWUCf+9L6UEprNGm7nubAduu0JXX4v5vDEWdM3ov2zFk8PzGDZ0a/zsoQGBee32bhxWhUvmuvvPZwC5t5FkdzOGt5z2MRcS1Czk6K14Ix3ELadW0mQJ1J46REcVksmKkTvyXbVevdcEEhI/faiWlq7UebftcCrR8jvXl2JX/j1eoAkEeVkmynwWqvvaQGdVOMnNsRH1L8FcNBniIXS7l6CUUtrMWhDRVYMW6CHm8BO0l+C2y3zufD/dPSGkUAfe5tdIFk3jjWgxtUfCXLTAi80s88dnGrn35Va+eIEPcdJLyEhS8LNHBrykntzUyVWL81g13fmhq+jMkCHDh5OM4JQhQ4YMwxQDQdw8OJ5YeIrQ5Xcu5sjCoCRbojTH3ve8mb4gHUEsCVaVt/VAqusGcWSQ3e+J0CRJAsP492q/EwLMWggpGSVpchLHhCoZjCtQmXSJr8/Y+9SVTMG44LUDATbs6WF0oZXzZmdjUQU/eaiey6abme7IxgieYNqtmkFSkGWJyobBpvBVTVHmjXdRYu0lses5JG8JL1bb0fWBN/O6Ac9t6+aWFV5aeuL9YtNx6lpjdIV08p0CIUBp3E18+78wYiGIS+jNh6BPbDqOZ/e9uC+eiNuu0N474MnktivkRg6R3PEq2vwbMY07h8SWR9PmDRTO4aIFjv78ha2Hemnohj01MfacoF81dHSyYJKH6BAJjZG4TmuP1i82HaepM05bj0Zx9tv3SctwZjguTJzIrpoEnzzXxk+u1GnsTCArCj0Rgx8/kRKm3HYFv2d4VgHVtAxOn3xxRxerZrpJs3qTZJL+CWzw3chf1sbRdHDZPHyjNBv/KYJuY5rA1HwA8dTt/S3Owp2H7eLbCKs5Z2Br3j5NnYlBx7S1O0FTZ4JRef8e4ScjfCb++XILE8sczJvgRgCTSm04VAPNEITNuWDOBVL3OZMeQl//B7SjmwEwAerZn6e5aB75Dh1vlhU5pxit6Eoeea2LJ14fqNgsyDFx6YJc1m7vIq4ZmE/ahU1dyTQvKUilG88b78BtPpN7IUOGDBlSZJ6oMmTIkGGYkm0XdNhGoOeOHJiomFAXXPuetFScLGoIAa1B+PljzXzxd1X8c30npnAL9qat2Nv3YdECQy/oPUYzBFVtGo++0cPGgxG6o289z4cBCQN7xwG0B24lfvdn4dk7sMda+v+eTOpob9InaQjB/RvauefFVmpbY7y4o5vv3FNDW69GVXOMP6yLoyz/LFJWqvpB2D1Yz7kO3Z5NIqExsWywT8f0MQ7OnZ6FLAmQZISkEE8O+hjxpI4Q4LAMfmwwqwJJEuypjyN6m6G7AXXkTKyLb0T2jQJtiAXGgqgk+dpVxYwrTo2eR/tVvrUsinP3/Rg1OwgHIzBxBcr4hYAAk5XQhT/mDxt17nmhhX++1MKjG9u4cnHekK2fup4ya59cnl4JaFYlfB4Vs0kMmuf49mQYPuRmmQZNm1BmQ1JNmJweysvycXtzONyhkpelcs4kN7ddW3LKNtYPGvdJibL+HJUV0xz93zsTMZREkDY5n5ZxV/HHDfH+9unesMYvH2slpg/9He3tjaBu+Wda8IPR04poOXRmNuYdYDUPPfQ41fS3g4GgIwyVTUlag8YgcfxMIQmwxduxd1ZijzThMWt866oSJpfbcVolJpfZ8GedtH0C6rt17ny6jbZjx9D7xKbjuLb+ha6mltSNmZT3ZH2XxjNb0lNAGzvi5HlMnDPJnfKhO3G9JIHVJHHeWTl4HAN/TOrGuwlMzpAhQ4a3RabCKUOGDG+LqCbR2JUaQBZ4FCzy+/fUEk5KNHQmSGoGRTkqzmE6oHivEIaBr8hHh/O/MffUYpMSmPKKCdt9Z6QUPhATfOeeagJhDUmCFYUt6Pd9n5iWqkCRfKOwrvpvIsrgqqtTYdbDKN21EAuC20/U7u83hB4KIeBwc4KjjVFMqsSr+3p5+JV2vnNdCU7zh+t4y7JAOyERzRprJfro90BPtYLpdftIrL0T05qvk5AshOOplDuzPHSFU0/YYMOe9PS3npBGW0+i7+8af9zh4qZFt2DqqsZIxNFsOSTc5QBUFFhYOi2LF3ekEt2mjLCzaKILs6wTU7Ixn/Ux4q/ey7KFEdYfSB/QrpzhIZnUyXXKrJ6TzdNvDAx6blzp51ePNXD55Djy+h8SC/cObPPiG1M/SHL/dgOoMy4kqjjItRt8Y7lOsL4Oa8ch1HXrQNeIl55FdbdMhd+DsuCTmGZfjiEUatrtjPCHKMmz8tq+HoJRjcdfa+f6ZT6uXZaPYcDabZ20dieYO86JL9vELat8PLSxnU0HeinNt3DjSh8eq0AzBKtmeXhmS1f/eq2a5SHHeWYSDDO8M4pzFFbPzubpzanvXI5L4erFeUh9x8gwDFxmuGSum/NmZWGS330i7JlkRL6ZUQVWqpoj/M9yQUXvK9ha9iHvm4tSNpXmgKAxqJLQIWEqAhrT5m/qihOMGpwcDirLgvbOEAWhzkHfXiMSQIjhsVvy3TIrZnh4ftvAebdihgdflpwmlL1dhICd1TF++Wg9up76/ZPnFTB3jOWMvV0XIhWg4OrYR/yJOyAZAyFhWXwTnpELmVZmojsKHb0aHSFBtn3gTX9Tj8E3/1qNrsNVJYPT6IxIAFmPoRui/7uuaQbaEOK6KgtWzshKS8yLa4ItB4Pct74dEKyY4aGmNcrmgwHOmeQmy3bqL4QQYI21IwJtYHMRs+aTzAwZM2TI8A7JXD0yZMhw2nSEBb99qoFD9anWnLElNj59nu99MdntjAh+91Rjf2KLP9vEf32siLy3b2P0ocKqGFhzPCj5OWiaTtzgjI0aWroTBPoSxBaMMZN/4G+gDbQ76c1HUNuPgm/GaS3PrIfhlbuIHXo9NUFIWC/6KqHcyW/SMiax+1iI57Z0ktQN5ox1sWCSm5q2OBOLhmeLzMlEkoLDjTF2V4WYOdrBKL8ZRejQ05QmugDoTZXIkW6e3GfjiU0dOCwyN67MZ0KRGUmk7yRJAkUSJLT06fYT+nAcWVl8Z4OJpZOKEFaV7naY4jKTazewqQbXLc7hvNkeNB28DhlZpAZ4mgHJscsw541ggh7g3ss1OuJmDobzyMnPodQrkzQErQGNGaMcnDPJTWdvghynyq6qEPXtccqpxThBbAKI7XkReeQsbJd+i9gbD/WlH55HsnzOQFWS3YOtbR/KkQ2p391+jvpWEoymRK+kIZNUc4hpUNsW4vX9PaiK4KIFXnYdDVLTEuOF7V08s6UTRRbcvMpPLKkxc5Qdi0nGbTG4abmXqxblYpZBFjqGYSABl8zLZsZoJ/XtMYq8Zkpz1UGpexk+WMyywccWeFg8xU00rpPrVoZMZjV0I+UjNswPn90i+OrlRSSDXbif/1+MrkY0QGs5it6wjxxvGbaeLhoLltIlD06k83lMQ0aF6LpBSDgIjV6Jbfs/0v4m+ccMC7EJwCR0LpqXw7RRTpo74/iyTZTlqcjvMqmuOwq/eaKxv3LHMOCufzVSUTgC73vwnCBJqUrO5PHUVgGHWzQ6m5qZv/eXKbEJwNCJvfRHzP6x7A37+OF9dUTjOpKAG1f6OHu8HVmkUuyOr2uT7iVHUkAfqAbVi6chnDnIItVWHtMlVBW+flUpv3+qsf9Fg9suM7rQjFNNP8CVjXF+//RABe2DG9q48Vwf4/wycybknDJhTwiwd1USfewHkIgBAtPZ18DYlST5cNyDM2TIMLwYVoJTRUXFIuBF4AuVlZW/7puWD/wdKAMiwCcrKyvf+KDWMUOGjyqSJPFGZW+/2ARwsDbMtsMhVk61n9HybCFgb004LR64qTPOSzu6uWahJ62K5N+V/ofcM4jFNPAeuNCtI1U3Dh67BbtOnnJKlJ66AbEJUg/ia3+H+YofE5WGjiSqaYvx1KYBv59NB3o5f24O0oeky8kQgkde62RLZS9fXRTFf/h+1L1dqFNWITkGG/cKq5P6XoUHNrQBEI3r/OTBer53QyklOemtN26L4LJzcnlwQxsVxTZicR3dMCjLN3HzKh8PvdKOEFCcZ+alvVH2Vqf2o9Mm87/XlpLrSLX1ee3Hd2b6dyou2TBZHEQfvA2SMbKBs8umIsZ9lh7NxcOvdvLs1tTxt1skbru2lMJsmb+9EEQSIOmDvXaMeARl/GJ6FS+mVV9DQSOCBf3EC4bZweHR1yFyl6IYCQ4EsvjXOo1PnAsJQ0IVqXa+fbUx/rZ2YAB1zwstfHylD69bZV9NqkIgqRnct66VH99Ull59aRjY1cF+YJqeMlkeXWjF55ZRpffuWiIEOOKt0NOMsDqJ2QuJMbg9LMNbI2OQ7xSAzLBXlE5BQof99XH+9UYnLrvMxbMduE5qoU1W7cBSOBbl0DpKjr1O0aU/5JIFuTz2Whu6njqXL5zvpaEtRm6ZhbgGJhno87obXWBmc9c05kxNYjv0DIbZhXrODUQcxR/MRp8Ch6ozoVBhQuHxYci7P6bBiD6ohU43oCeUxGt/58MdIaAtmAoVaOmOs2iSm5E+E91hg+/9s4ZbFycHCe1goAc7+eVjWr+HnG7An55tZmxxOT6XhHxC2dVdbyh8b/nXcW35c0qALD+LwJTLKcyyAwZNvfCbJ+qobY3hsMrcvNrPzsMBFFmwclb2ILFJUSRe3Dn4Xr3vWC+3Vuwkal19yucmsxYk9sz/9YlNqW2Jv3IP5qLJJB0l/Z+TJEGo732UXeW0Em0zZMjw0WTYCE4VFRVO4A7gmZP+9ENgQ2Vl5YqKiooFwD0VFRVjKisrM1e2DBneR0wmiX3Vg8u+99WEWDPLTSw2hE/Le4QsSxwZwvD4YF2YhJ6D9B5kgRtanPr2OK09SXJdCkVeM5Ly0Xqbl++WWTTFzbpdPbxyFFaMXoh575PpH8otO/0FRgd7PhnBTiQtBicJTkIIVFVmX3X3oHl2HwuxYrqHkwWS4Uhn0OD5bV1851yNole+C1oSHYjV7EJa8QXkqavQdh6/zQlMSz/N79YNFmoO1Eco9TrTWiQMw2DRJCeFXjMvbO/C7VFZPSsHu6KzcLyN2WPKeOTVDnLcJp49wecjENa4f0Mb/3le3ptWx5lEnPi6vwy8qQe06p2YO6tpYHy/2AQQiur86dlmvnp5Icume9hXE6bVXIbzpNY508yLCKq52OIdULUZ7dhWLCNmQvns/uQsXTdwZzmoDJawpTJAvsfElYst3PV0I9+8uoTCLAmElPb/j1PdnIoff3nnwPemO5gkFNWx9FU1dEXgUEPKCGxkgRWXVWCWdNpDcPs/avpTzmaOcXDzyjxs79Fp7+w5ROTxH2NEgyAkzHM/hhi3gug7SJfM8OFGCNhbF+cXDw+k0209FOCOVZ+kcMPtJ35y4MdkDKn9KLoxmVsvL0E3IBBJ8o8XWrj1yhLufqmDXUdDTB3l4II5HrKs4LbA9MnFNPX6yRmzFJvdTFL5aDhDe+wybrtCT2jgWcSkCHJc726o0xmGb/61mnAsdf95bV8vn7uoEJMi0HWoC1uZfHJYg5BI2rx0BdOfW8YW2/oqVA2mjnTwwPo24kmDth6Nzz9u5Rcf/y5ea4K45MSlSKmqtYTEb5+qp7Y1dV0ORjT+3yP13HHzCAo9Am2INEbDMCjymtl+OJg2vdCZRLJnpQn+MU1Q256gozdBvsfECKeGfFLIAwChDnCUIEkSGoJ1ewP88+VUauSVi/KYN9aeamfNkCFDhpMYNoIT8HPgJ8Cak6ZfTqq6icrKyo0VFRUxYCaw5X1duwwZPuLE4xqTRtjTYtUBJpXbSSTOnNgEqeqeCWV21u1KFyOmj3Jikg2S7/LfSyR5YksPD7w2IJBcNtfJhfNyMN7Eb+jfDUUYXL3Qy4KJqXYpw7cKRYRJ7n0ZYXFgWvQJYq7SN11GOCFo6kqgKhIVbj8IKc2XQy6fTsKUnmIXiAm2HgmyrzrEpHLnoGWOLLDgsRknd6MNSzTDwKJK+KKVg82ytz3MgRm3MvFj8xCRHnD7iNgLsZpaBy0n26mmiU3HqWqJ89MH6/p/33Sglx99ohyfS2CRdaaPdrK3OjxovsP1EWJJgflNBgRyMkqio3bwH0KddOqDT7LDDRFq25NYLTL/eWEhf9rUypcXf5Pcw08gwh2o09aQLJ6ByYiQfPFO9Lq9qX1Utxfp2DbMK/+LmEgZhms63P18M6MKreytDvLc1tTgTeozzBUY5HlUDtalr0NBjpmH+qrDjlOcZ8Zlk5BlqG+L8K27a5g2ykm2S+EfL7ViViU+vcbPyzu7+8UmgK2HgiyeksUsfwS5swoivZBdTMxZ/Lb9S2wEiT53Z0psglR132v3YyscSzRr3Nta1geJbgjaQzqBiI5ZEeQ4ZaxDtLNleHOShsTDr6R/T3Ud9vZmU2R1YkRS9x517HySNbsHPiRkYnGDHUeC5LhVrGaJr19Txv89WkdDe0qofmF7F5V1Yb59dTFmWcemGn3Vka73a/OGBXaTwa2XF/Gzh+vp6E3itst8+bJiPNbT70IXIiXAaAbYlFTV2LHmWL/YdJz7Xm7l02v8ADyyXWPGuZ/Dt+kXqUonxYxY8h9EbD687nraexJkORQuX5jHjiMB/vxsC+fO8jClzMr3byzj9QMBesIaI3xW7lzbzeyxLuZWSEh9FUOdQY3q5vTkDMNIVXn7nENXTGqawcLJbl7Y3tW/7naLxMKyGHpXE5a8biJKFpoheGBjJ2tP8NO6apGX80fNhSMnVCcj0N2FJAJd0LAXpaeWs/3jEfMKuOvlEH9+rpkcVxGTijMVnBkyZBjMsBCcKioqVgHuysrKhyoqKtacMD0HEJWVle0nfLwWKOYdCE65uYMHMhk+OmSO/7tn3jiJ3UdD7O2rdJo8ws7ssW5ycs68idMUQ2XRlCzW7+7GMFJC16KpWXg8g5O3huLNjv/RY208+Hp6Nc7DmwIsnORiVLn3Xa33h5Fi/8DPRsnn0OdfBYqK7PLyZnu7qjnCt/9WRXuft8SyKS7+4+JvEH/+ToxgB8qImdiW3YzsTfmSxJM6VU1Rdh8LkNSgsTNBSX6S0nxzf3S42y5zyYJccrJP7zifijN1/odjKdNuqyqR5zFhd2pMHenAEIPjvQ2hsPFQHOf8CsaPTlW52IBrl0l848/H+r2Z8j0qxblm9jUk8eeYKPdZMakS0bjGIw8cTVumrsOuqjCTlqWS6VRrglB0cCXYvAku/Lk2ZHno3sRYQicaUTGNnU989wtpf1PzSinSBuewTyiz8/jr7Ww/HGTOOBerZufyYoubbnED40abuWBmMUIIkg0HCfSJTf3rXbcHc7gNV9l4AKyOJJNHOthaOXAezhjjpLzQhtOaelS5aL5g0/5e4n1v9J02mXkTXJTkmfnVY/WEojoFOSa+dGkxNe1JXtnTjdelcvmivFSV17oBYe/Vfb0cqB0szDW0x5hV+XtiVdv7p9kuuhXz+HOG3G+nItHYRLy7edB0I9BO7ugPz71oS2UvL27vYtexIKV5FpZO9zCzwonH8eGp/hwO9/5ITEtrWT6O2eHEuvgThKr2YCocg2g5QqJuHwDC4iDuHYm1TWbn0QDHtqZEh+uX+/rFpuPUtcXoiRpMKPvgt/WDxOuF//dZK52BJG6bQp7n9AWQSEzjjYO9/PmZJiJxnUsWeFk5MxtJSgz6rGFAqc/K1JEO9tWEWNdewIIlPyBPCdAcNeMvL8XvsXDrFSV87x/VXDjPy1+fa+q/dv368Qg3rfIzc4yTfI8Jl10noek0dMT587PN5GaVsGhK6j7ZGw/jcSh0BdNFf49TJTfXSVcwQTCskeVQcNoGhnW5ufCzm4s5Wt0Jkky5K0resaeI7X0Je8FoHGOKOVgbShObAO7f0M7sj9+Mr/kQRrADFDOmZZ+mBzumdT9Fbj6Q+uDuJ1k84xJeLZ7H/ro4G/b0sGT6iNPe3+8Xw+H8z/DBkTn+w4P3RXCqqKjYDpSc6s/Aj4DlZ3o92tren0jvDMOP3Fxn5vi/B7hM8MWL/DR1p0pN/B4Zk0i+L/vWIuDjy7ysmpUyPPZlyShop/W/3+r4ByOJQW9ADQMC4fdn24Y/DtCAN9kXQhI8urGzX2wCeGFXL9PGjGbWFT9G0mIkTC46DSW1HCHYejTKrx9vQDdShthXLs5n3Y4upo5ycs2SfIQwKMw24VBP7zifijN1/ndHBX98ppndVSEcVplPnednUrGJa5fkQs84UM0n+GBA17hLeGVtgmWz0r9Xfhf86KZy6tpjmBUJq0Vmx9EgPUGNXz1Wz6fO8zNjhAXdEChDCEYCg/b2YH9F1KRSM1cvzuPBDW0kNIPJI+wsmerhQE2AHIeEcpIZeUcYHljfxv7aMN9YvZqSYDf6sa1gsmJZcDVJTcdni3PjSh/3vNBCQjMoyjUzZ5yLPz3TBMAbB3oZXWjl8ddT74eiSZmzu8Jomo49PnRpWjCqETphP9y0PI/ZY5zsOhZkcrmDSWVWosEI0WBfapIi8c1rSmnqjGNWBSN8FlyqxsQilZ/cXE44rmNWJeraYxxpiLLlYIBgVGPxVHe/gHmcQ/Vhpo1y8vy29IjxkbmC5NYdadMia39PPGf0KX3HhsKmOJE8Behd6Qljwun90FxTwkmJhze0kWtLcO54iZcOxfjDvxrJzyolGYm+9QKGAcPp3n/Fwjy++4+a/t+tJolxJXaCznlsik5j+942rhiThWdMkoTVS7x0DusO21BkwbGmgf2tn6pcR9eHzbZ+0GSZgKQGmE57n1S3a9xx30CF59/WtmBWJSaUWrGYpH4vJoCPLczl9X09+LJVLpyXMvF+/NU4koBLz3aysjBBW1sCnxPu+EQZe2qi/WLTcR5c30pbT5wnXku1r6mK4IYVPv74dBNrt3YypcRMMqnhMsPnL8hD7qrFnWwnLLtoFH4KsyS2H+rh14830tQZp9xv4TPnF1Dg1LFE2yDQht+ZjfvVr/RX2x6/OycTSXraAvSGNPI9JrwulaNNEaJxHV2HPY0S28u+Sqk9SEC30tqWzWLqBsSm4+x4nGuWzOMbdVCUa6ajIzisvJyG0/mf4f0nc/zfPyRJkJNz6mek90VwqqysnH6qv/X5MvmBzRUVFQBe4PyKiorsysrK2ysqKqioqPCeUOVUAtSdYnEZMmQ4w5gkndLsoU2HzzSSoeN3vff/O9djwetSae8dEEuynQp5nsFVHRmGJqnB/pr0ihFVEahaCAmZuCmL5AntiV1hgzufbOT4s6mupx7ALzsnl3tfamXxFBf5ToEkGRhICIxh9SCrI7jnpVZ297WYBiMaP3uonjtuKsfvBtlfgvnyHxDZvxEj1EmHbx537/UwutBMrivd+NgwINcBuQ4zjT1w19NNHG2K4HWpXLPMx4Mb2hhdUIzDpHPpAi/7awYGRaoimDLSkdZ+Z5IMVk13Mneck2jSoKo5ylfuOoqmw8RSO59e48NlTn0+khR8/5+1/d/9rzyoccGs67j+0jWIul3EtjyOEWjHNu9Klk26iGkjyumJ6Kzf3cNfn2tOE2qznSrXLM3nsVfbWD0rG63PEDliy4eiKUj1u/o/qxVO4WgomzG5ov+42k0Gc8dYmD/Whq7radvU0APfvecYoWgq7akk18z/fKwodSx0A5sJ9lRHueuZZpKagdMmc82yfO5+vpmWrgQ5LjVt0F7bGuP65T4a22PsrQkhSXDxfC+jrR2cbGBshHuR9ARvJ1s9LBy4VvwHkSd/kmqzkWTM864g7h5e5s1vRjimcfPEFnL23oto72L5pOW8FJ9Ja3cCv+vDU+E0XBiZL/PdG8rYXNmLy6YwfZQDryP1/R1TaOWhVwRfetpFcd4FmGTB9aN92MwRqlvSxb191SHmT3Dx6r4Bo+oVMzx4nRIfVkP1DxpJEuyqGuxR+dzWThaMK+Z7N5Ty0q4emjvjLJuehcOi8O2/VTN1pINHX22juStVcaYbqTS4cSU24gkdWRIUeVUspsEvCsyqRCw+cLwSSYNDdRFK8swUeM3990ZFwJTkdqIb/6//s6OmriaQvILv/SNVjQVQ1RTlx/fXcduV+WTf91+gJ5Fyy1Cnriax7Yn+eYXVieFJ1QCMt7Vwx/iNWLqP0bloAc+3lrKtQaGuLcqG3UmKc7No700gRDfLVg6u9ELXkIwkTpvMggmuYXWPzpAhw/DhA2+pq6ys3AjkHf+9oqLir8DW4yl1wIPAp4Hv9YlTVmDb+72eGTJk+PdFVVW+dUU+dz3Xzv66KOOLzdy0IheTOrgtKkMKSRIEYhBPGritAlU2mD/ByQPrU5UkXpfCtxYHyNt+J/EXG1Eq5mOecwUhNQeA3rBG8qSUnEQy5Zkxc4yDHIdMd1Rn3e5e9lSFmDvOxZyxdk5hWfG+E06AQHDtsvxUepQFetq7CIQT+N0mNM0gZCskOu0qDjVG2bCrhxnj7UwbacOspFIfk0mdYFxQ0xonEtcp9Jp5YEMLR5tSRrPtvQn++mwTly/KI5rQcZgEI/MVbr++lA17e3BYZOaNd+FzDvYoMQwDtwWamhLc+cRAlc3emhAv7Ozm0rlZGLpBS3cyTWgFeGJLiPmeMMWbH+2fFn/9Acwj55JlzcduUTjWFEk7fk6bTEN7jGc2d/D1q0spyhoYYOmyhdrxnyDXvxNn2x6/UJ8eAAAgAElEQVQCuZPYnhhLtFfB1qVT5BFpUebaScldoaTEIxtb+lsF3Q4Fu1XhcGOU6eUpQ+S2gMFvn2rqnycQ1nh0YxuLpmTx3NZOvnZVKTuPBkn0VRm47Qo1LVGK8sxcvSwPu0ngsQrskRCxE+PJZQVl0jLiqvttj+UD7tE4rvgB9LYgrC6iNh9xY/gLNb0xqG1LMNXZDOt+CIaOAVh3PsCSqQYtzks+6FX8UCIBpTkS5Qs8GEbqHD1+3vaGNeaMdeGwyhhANKbT0BZDCJg3wY0/28zhhjBbKgPsOBLkMxcUMqrQRjCSxGqWmVhmQ8qITe8YwzDwDiGi5ntMKf84p+CahdkIITAMg7tfSlUljSyw8sTr7YPmO9IYYX91mFBMozec5NbLiwcZml92Ti6JpMHssU42H0xVYQSjSbKdCpPK7fzqyWauX5pHoV5D+MW70paf2Pk0phFnE4mnH3OzClKoA9PyTyPaq4jtfgHFPxqx8BakI6+QzB6BZepygmo2jmQHscduxxTqRgeyandz6fRLWTFnDY9siXLxglyONEQYV5pqa5a9boTdgxEaaMGTRsxGdufzg49bcWfez2XIkOEUfOCC02nwVVLJdDcAEeC6ysrK4R9VlCFDhg8VHqeJWy/zEU3omFWZtLSgDGnowI5jUe56uplgVOOqJXmU5FmwWxT+5/JiqpqjjLG2kbv+hxh9pfzJAxsw4hHUpV8gYSh4HDJWk9T/dhbAZpYYXWjhnAlOkrrBHffX09CRenN8uCHCgTonn1mdhyyGx8DKMAzueaEFgByXwreWRPA1PIDiXd2fwGaRdaaUmJheno+m6XSE4IktvdS2xjhvTjZ/+FcjdW2pbZQE3LS6gD1V4X5hJKEZKLLAbU1VL0hAmVdm5FIvhpGq+jpVh40kCQ4Pke74xoEA58/KQpVSb9kHzSfALE4yCTd00FJioip0vnBRAQ++0sG2QwFG+K0smOTm72ubCcd0XtnTzXWLsgfedhsGWX4/O2JuEkXn0N6bwGqSyLPLrNvTQ7HXzMRSK55TWMF1BZM0dqTaVb64RGZcYgfOjn3Eo3MwJWbSknTT3jvY1Ly1O0GWXcFqkrCo8L/Xl1HbGiMQ1jAwePz1dnpDGtG4xieWecEwiNh82C67jfiGv2MaNRNUE+gGSm8NEWcJGm9PhD4ayeGFfQrNnTGWTTeoKHhz4/YPms4I/O/fawmEk/x+RQ02I/1xy1b5HOXTzyVBJmnvnTJUFUhTV5zHX0sXLj61xk9rd4K/rW0hqRlMGeHgykV5HGmM0NIV5/FX27huuY+7n2/mS5cWUuD6aKTRnQkMAyaUWMlxKnT0BQm4bDKXL8zlcFMcu1Uhx2FglnWEgNK81L6uaYkyptDGvpr06qh8j5ldx0Jku1QWT/VwtCnMN68uYX9tiObOBL5sM6/s6WFvdYgFE93MqnCypTLA2ZOysKoSj7/WhmEIthwOUJDbCvHB13GzFgAGWlgmFCl8cdxB7E/dTVxLIpxeTGv+h47GZnqlEu5LfopgHfzXrAIsGNBRgxFKD2KRdz2Bf8QEZMnPfS8PeN75s00snlyC+cLbYOeTSM0HEaPnI41bjE898x6eGTJk+HAz7ASnysrKj5/0ezOw7INZmwwZMnyUMJCGHIBnSKe5R+cXjzQAMKvCSVVTlHtfasWfbcLtUJhcbmdaTg+Jk1LatKNbMC3oJmHy4rbAV64o5hcP19Mb1lKJQpcWMTJPQdcNqtq1frHpOFsqA3Qu9JLr+ODFwNrWOJtPMLju6E3y0AEH/yGqYcNfiMz/PGaLCYmUIJRM6vRGBbf9vZqekIYQqbfjx8UmSLVjrN3ayZyxLjbu7QFS3kVzygXuSC1Ckolb80igDKoCGgpdNyjJG/zaeXypDbWvqy/XJbFkahYv7RwYeFw4Nxtv06Np80i5ZWj2/mJkPFb49Ko8No10sOlAL3f9a6A9sq41llrxvoqLcEJw/7o2XunbpnKfmYvn5/LzEyLi3XaZ795QStYQb8kTiVSE+IIROjOO/gbRUY0OKLW7STTt597gxUwfP9jcP9et4nEqXL00nx/fX48sC5ZOyyIY1cnLUlky1ZOqdGqOENfAJKVS2YLu0TjO/Ryxh2/HCAwki1kv/gZB76S32u39dITgW3fX9IuqO4+G+NQaP2ePtSPLqe/E6aZnvR8IIdh6KEB3MIkQEMUyOCTA5kZWFBJDrLcQYEl0I8WDYLYTVdxoH6GUz3eDx5H+OC5Eqk35qU0D8fS7jgX7EhhlHn6ljYWTs3j9QC+6karEyfDuyLLCd64voaY1Tjxp4Ms2s3FfL1aTRGN7gDK/mZmj7WSZYUq5nYJsE9sPB7jlvAIaO2P9iZcrZnrYdKCH/TUhVFmw7VCAL19WzK8eb+DiBbls3NvLs1s7+8/9jXt7uGW1n9ljXQigrj3K5HInB+vC9EZ0ArYSTN4S9PYTEkRlFTkrn8vOtvFQX/rhFRMj2F/9U/9HjEA78Q338HT257EmHNisCXojcVSp79osDSGeCwGKmRe2pxuJN3XGqWuPMyrPh3rOLUh6nDgmMh10GTJkOB2GneCUIUOGDBmGL0IIInEDh0Um26WwbLqH+rYYM8ekHpA7ehOYVImg1c/J79uF1YkhpwZGhgGj8hTuuKmMQETHZZWwmwZ8mmRpCHNsAZL44MUmIaCxMz5o+r4GjeiU0Vh3P8rR3DpqtTxmjLLjsUuYJIPa9jg9oZSBtiwJ4onBolFnIMGE8oHqkZ9ebiV7w0+I1+8HQJm0HHn25USl00teGe03M2O0g22HgwB4XSrnz8nu78FThMEV5+Qwd5yTxs44RV4zJV4VW/xKEiTRGitRyqcjZl9BU8SC0yqQ+4QkXdNwWiX2VAVZNtGEVRW8fDDJsukeDH1g2442x/rFJoCSPCsPbkiPiO8JaRxpjDFzhLl/J/dEUlVkvmwVp1ViflYAsb86bT756KssPmsVD2/v4opFuTy4oQ1dT0WA/+eaPP6xvpND9anqAEnACL+V57Z28vzWAbPwyxfmYVFEWuWJ0VadJjYBxDb8DfMl3yXG6fWOVLfG0ir4AB5Y10ZZvpWDdWFURTC6wEphlhgW3ieSJKjvSz8zDDgQLWC+ywe9x9P2BMrZNxAxhq6ksQTqOdyc4MVjJoSIsGyyRHG+421XhX0UKclROWuci00HUr5MXpdKd3Bw1d6WygBr5mRz3fJ8mjvj1LZE+eIlheQPAxH+3wGXGSYVm0AInt3RS21LlB1HUtfODXvgSIOLW1bm4bLofPuaYuo7EhgY3H59Gd3BBBazxFObuvA4VK5dmk8oquOyy4RjGnaLREtXfMiq0yyHgiwMHt7YQVGumZf7XgDsPBpk0z6V/1tzA9rr96I1H0Fy5WJZejPxXc+yKmsMBRdOo7UnSan1wKDl0lHNyJExfv5ilKuX5HHuTA+ySF2TdE8Jwp6NERq4FpqmrSJo9WMYQyRs9l2iEhokyAicGTJkOH0yglOGDBkyZDgtAjHBtiMhdhwN8vGVPurbY/z0gTouX5THX55r6vfY2XEkiGllPivGLUQ/sL5/ftOSWwgr7v4nV8MwsKtgV1NvXE+s9vC5ZcaV2NKi65dP95DtEIMNi94EWRhEag5gqj+Irlow8ivQ7LnvylvXMKAkb/Cge1a5hLVlLyhmIprEfS+3YlJ87KsOcvO5+Wkm2EnNwG6VESdtzsopFiaPtjKmsAi/R6W46iGSfWITQHLPWpTiKVA487TW1aYafPb8fLrD+SQ1gyybwHJSS5dVMajwq1T4j3uYGASthajL/wtFi3C028yP/tpMT+gYE8vsfHK1jyxLahljfYI/X9KLtPleRDLK5UsvQi/O698mSRIca043PTabJCKxwWJbLJmaFk0K1u7o4ZFX29ENWDrVzZqzvDh6hhYuDOBQfYRYwuCOqzzEWmrJMdpp70pwqD41j1mVWDbDgyTBnpPMgR99tY2zJzhwWyCqCVq7k4yODR4UEuklkdDgNG2YhpIAJAle29fDk32VK2ZV4js3lFHgOr1lnkk0TWfuOCfrdqUGu7/boCHO+SJnZbegJIJI+SOJu0uGPHcseohDLRrffNLAMFKtly/ujfLD6y0U5MgYCCIJgUkxBqUkZgCLYnDzylxWzfYQDOv4s1Ua2geL2hVFVpZMchJL6nSHDS6em43LMnSbXoZ3TlwDsyr3i03HeW1fL4uneBiRJ2NTDcb4jg+jdNxmGQ2JvCyVPVUhnt48cO+6frmPRVM87KsOM9Jv4egJAQaSBNkOhSy7xNJpHv7wdHqyZWNngq2hMmZOWYVppoLkzif6yr1otbuw8gyTxq+htnA1mtUz+NLk9lPTrQJxDtSGWTPLRbLvRUdY8WC/9DaMI6+it1ShjJmL7p+ArthZMTObZ7cMCFG5bpXCbJUTT35JEmk+ZBkyZMhwKjK1zhkyZMiQ4S2J64JfPdHEn59rZm9ViK5gksdebSehGRjQLzYd54EN7ewovo74uV8nufg/Ua74EbGC6cho2OId2BIdyNKpn1RNssHnLvDx6TV+lkzN4kuXFHLp/GzE23y6NXceJvrPr6Cv/yO88Gukx76F3tP61jO+BaVelYvnezleiDXKZ+L84iZoOUx46uU8sjsldMQTOtsOBzncGKMkz4TDOiCavLSjiy9dXEBhjorNLHHpTDOLikP88rFmfvN4A7k2Df3YlkH/O163H/U0Wz9DCcHmwxHuuL+Onz5Yx86qCEMUVg1JwlCoDTn4+t31/Wa3e6tD/OnZZvQ+OcUZqEI8/UOM9mr07mbEut9ha9nJ8UI0XTcYVZDu8bGlspcVMz1p02QJRvotCAFHmqI8+Eo7mp4S417Y0cO+qgB2XzFSXnnafMlRC3jpWKriKBTVMNusIKt0q3l4rQm8LgVVFnx8pY83DvRS1xYbvJ1Jg4Rm0BmBb/+9jm/eXcOhmA9E+j4OV6ziuQMghqi+G4qyfDN2S/oyLpjrZcOegfbFWELnxR1dKMrweBwblW/iltU+7BYJVZHokr2Ei88iPnopUVfZKVvkFCPO84fUtMGnYcDanQHCmsyv/9XKbfdUc/BgPSLQgulkj7AMmCSD8hyZScUqXjuMKjAxsXygqdFtl7loXg6apqEIA68dHKbhld7574JZSQULDEVVS5RDjUMktgEyOuW+VAXjiTywvhWXXeHVfd1cuTifkX3XRI9D4aZVBeQ4Jeyqwdjiof2Q2kKCBtdUYsVnkexsRqsdSPy073+K8a98Bd2WQ2TqZQMzmay0zPgkT+1OnWvlPgv6SUEd9Xo+P609m2+2X82nni9me6sNDLjorCw+vaaACWV2LjvbyzevLsGmGugImnt09lQFqa1pgYa92KMtDIPC4wwZMgxjMhVOGTJkyJDhLWnt0fofogu8ZqqahqgAOQEh4ECjTp11JI9sbOPWK4qZoIUROx4lvvNZEBKmmRegTzyPmDy0AbHDBPMrrJw9zt7nWfT2BlYmkST5+r0pw+s+jFA3ido9yOOXo0jvPH/CLBtcNMfNOZNcaIk4+bSRqGql8eyv8+jhLBo6EgiRquYBONYcYXq5mduvL2X9nh6qW6IsnZrFVHc7kydtI6FYUWWJ56or6OgzwG4JCor8k5BO9O4AIlkjsJ3OrhCCfXVRfvfkwBvzO59o5CtXFDOx8PTKdJq7EoPeYO86FiIYgyyrQDu2ddA8ye1PopbMIoFKIA7FXhMrZnh4flvKFyTLoTBtpAO7Rea5rZ1kORRWz85hf02YQK6FbYd7By1z/d4Asyv8eFb/NxzbjFa3l0jhDF7qHsnmHSlD8c9fXMQPHmqguSslQE0b5eDb1+RR2RDlyU0dtPck0DRwWGSCUa1/2ZPK7HjsMve83E5zX6vkbzeZuXXRN8irfAAR7CQ4eiXPhyaxdkcH50xwnpbxd7YNvnZVKRv29NAdTHD2xCzq2qL9bZXHaetOIIbJiE2VDRaOtzNzVDkGpy9o6KoNg4GqDSFg5hgnk0a62F0VQjVifHfmERyb/w4bI4jSadgX39yfWplhMHYVvnCBn+buJPGEgT9bxWHKiEvvB4ZuMLrATLnPQtUJFZoj/BZaOuMcrAkxpcxPMqkNnneI+1S0r7W2otiG3SIxwm9hVoUTw4AxBWasSqpSKNsGq2dn89Smgeqi/CyVmbYqsp79LVLJJJSJi9OTNAEUE0daNLb2LGDuvCmUuhMc6HJw11qDWELDZZM5e4Ir7VzWDInf/auBA7UD9/If3VfHTz5ZTq5dML/CwtnjbRh66hogBGw+FOHOE+4nF0x1c5l4GPu8SwmZ89/Zzs6QIcO/PRnBKUOGDBkyvC06AwmmjXKkTTt5EH/pvGwKzV1ETDnEEylzZLluO7EdT6c+YOgkNj+CObecWMGsU/4vw+C0DLKHQhhJjHA3unckrWMvpT1hJ1uN4BYBkobxrm+AAoMcG4AJg0I6RxXwo/vqae9NYFYFl56Tx/q+9qSKIhu6nqpK+Ni8LCRJIpnUEKIQdWo2r+3s5MkdOk0dA2/OA1GdxLgVmOp2IrpTJu3J4mlEc8dhTr71PokmJTYfHCzerN3WxdTSoQdLJ+O0DW5j87pUzEqqJVLYPYNncuQQ1RSe3tbLo6+1o0iCz1xQwPLpHuJJnV3HQmw9FOSVvT2U+ywEIxo/vr+WpdM97D4WZGa5yosnLbIi16C5uQdrsRdj7GrkCeehJQzK2pNcZ4/itCts3NtNc9dAG9KOI0EWTHQzttjKb55IVTY9tamd65b7eG1fDzUtUc4a7+L8OdloupHWatfYqfHlp6x8dtWXae8M8dz2JB29SaaMsGM6TUsiw4B8l4RJTpnKH6wLUZAzuBVzydSsVKveMEHXDazK8Z9Pb56wbmblzCw2HIggBHx8hZ8tlb388pF6PA6Fn18Qw/zkH/o/r9XsQGx9GGX+zST14VHdNRwxywalOce/cBmx6f1ClgUem+DLlxbx3LYu9laHGFNow5ulcu9LLVx2Ti7tQZ3uoIbHoZBlTQlGsiwhAItJ6heZICW+FuWY+PLFfsyywaXzsgnGUt6FFvmEtjTD4PzZHkrzrby6t4cRPjOLvXW4X/whhq6R3Pcyev0BzLMuJPbGw/3LD02/mj+8HOZjC/P4xYsxEkmVi+dnc+0yFYdFoiTXhMsMgViqmtRhhq6QniY2QSq4orkzQa7dlLr3nnCf6YkK/vRsU9rnn9iZYMG58xnZfAhKM4JThgwZhiYjOGXIkCFDhrckzy1TUWSlsj5CIKxhNUv4PCaau+I8trGNa5bl09QRp6kjxtKxEmMb7sVy+GUYt4Rb15xPgUchuW3doOVqRzahlMwheRoCytslLqyY51zB5q4ifvVsvO+hXuWmFSM4R3l7XlCnQ55D8P2Pl9DWq1PbFuXx1zpo7Y5z3uxsRuabOD5g1HUDXU8JDIYBumzDkiXR1NHQv6ziXBNF2SY02UfTwm+SaG8giUzSVUBRVhanM/jUdQOXbfBtPjdLTfOTejMKPArnTHazYXfK9FuS4D/O92NVU2KEKJmKsDgwon1eJ5KMOuti1h+J8kCfMXgCg589VM9XryhGAh5Y38Y1S/Np7IjR2DHQ4vbyzm4uPTuXcb44JV6F2vbUG/xsp8TyMUmyEpVYm81oOeVEDRcg8bfnm6luibFmbg4HatLbWCDl7TRjpA2/x0RTV5xwTOcP/2pkyggH3762lDynQNUjqKE2Zo6y8vTWAcFP0yGkm7hvUwe6kfJbunpxHoLT/66aZYOLzvIwZ6yTYETHl2PmltV+Hn+tHV0ntb1FZv4dxISiPCvfv6GY/bVRth3uZW91SsDrCSWJt9UNChFIVr6GOvtKkvIwMLDKkAEwEDT36uypCtHcFWfaKAfLprnpDSXZfSxIc1ecsnwzPo+JL//+GEnNwKxK/PfHihjrVxECNu7t5hMrfazf3U1tW4w5Y11MLreTY4dkMiUu2VQDmzqQ5GkgaA3oNHUmcFglppVZmDPGhtpdi3Hf99LWUe9pRiqagMnqwuhpQR4xiw1N+XQGurnnhWbOnZXTH0gwMk9BEgYxXeJf27t4cH07NrPMDSvymVhqxeNQ6DrJnN5tV5Ck9CCD3pigsiFKbIh4ymBShcTgVuUMGTJkOE5GcMqQIUOGDG+JSTL43IV+th5OmYbHEjqfubCQw/VhNAO6A0kO1AT52vxObC/cAVrfQ+yBF5nqG0lDwkeOfyxafXqSjpQ/Ck07M4NtwzBo9c7kt4/WpWlLf1nbzsRyFzlDd/K9KZIEBhIYxpCijVUxKMkWFHhsjC6woEiQ45D6UvfEkNVahmEwrdzC7TeUUlkfwetSGVNowd7XPuPzZRPKycYwBHZVP22xyGGBxVOzyPeY2HooQGVdGLMqsXSq57SrxsyywfVLvCyblkUwolOQY6I7lOSZ7QHyslTGFPrJu/wH0FwJyRj4Koi6SnjppDfhAG9UBpg7/tTigiRSb9j31yf49pIgdd0SuiEoMnWRG+0l+tKfiQFS0QQsK79EZ9RBdUtqoNPRk2DhZDedAY3Gjhi7jgUxDCjOM/P/2XvzQDmqMu//c6qqq/e9b999y77vkIQQSCAJEAirbCqgIIiOr6O+zuiMoz/cEJeZUX+jMjrqKJuA7DuEPYGEJCQBkpB9u/vet/el6rx/9E3fdG6CQVEJ1Oe/e7rqVHV139PnfM/zfB9dlXzpI7X87OF29nVmimksdU5CLoFGAdtbj5Nbcw/LT/0S26uq2d1RTIc8Z06IWaNd1H60gUzepDasE3IVjXIdRhy1fz9kkxCoIeutozelkDNMQi61VAkKin5kxSgVFTBZNNnF3AlNSAkO5fg/z783iZzgYE8OU0J9WMfnKL9vIaE+bCPo07nj+eEKf6aEtObnyLqKSqQRQ3N8ELQ2iw8IXQnJj+9vpX0otXbl6/1ce3YVF58aZk97ZmhMcfAvv97DoSE0mzf5z/ta+NH1zXh0k1Mm+fmP+1qYPc7LaVMDbNmf5KRxnmNuqggB29vy3PyHA6XfqZPGe7n+rChuTeFoUo6pu0mPOwshisLQBCdE/Um6Ynnue7mb6aPcnD7FQ96EbS05nlzfR9Bj47rlNdzzQic/e7iN736yic+sqOGWPxzgkLa0ZLqHutancLSmEONOJWmvxETw66c6qfDr1Eb0MjN7u02hUumD6nHv0SdgYWHxQcQSnCwsLCwsjgufHc6c6mFsrYtb7j7AS2/EOH1agPteLi4uR1c7cex6flhsOsSOl/n9WxO5ePJcxnhegkSxQpcIVEPzSX/VBfdgRiFfKO/flDCYMgi731259v40vPBGMXLjlEk+5o734NElUghi6eI1As5i5JQmJJVeQaYg2LAnw8rX+6mPOlg6M0DUOzK4ShWSprBKc8Qz9JpEKMVUIylNil7jf7oikE0xUcwcKVys3prktpWdjKpxcvZJIS44JUI0YKPK++6qWulK8d4URePlt1P896PDYtLoagf/dGktrsZoqU2RRcPsI41zGyrshL0aiih6mkT8NnpiwxFFS2eHeHVrjBvPcBGoqCCvZdAKKYId28lseqp0nNmyBVv/QZz+SYyrczCj2qShwc2mvWleeztOY6WDG86tYU9bmrE1Tlr6DNZujzOl2c3Vy6oIuhUCLoGKxJ7qIrvmXgBCq3/M1yYtp3vaJBwNk/B4XAykDCqDNnz24rM/JDaZz/yEwsG3ijckFIxzvsq/PuInnjKY0uTm0+dW4bcf/RkbhkTHgPc+yO4vImMIOvoL2DRBZUBDOyySqz8N37p9P73x4v+2z6XyzasajyraagqEfVrJiwxgdXcFFzfPQe4d8vyy2dEXfZKEtMqrW7w/UFWFXW2pkth0iDue7eSkG0cxZ1TRG25XV4Ej9fpU1iSWMvDoChNqi1GMd7/Yza62NFcujjKm6tieeemC4BePtpWNBeu2x1l+UhBvZRTbzOXkD6WiA9qE08h7qkrjEUDICd+6poHOgQKaIqgMqNhVeHlbil8+Pjxer98xyOWLKvn9Mx3sbE1z5jQ3P7qhmc7+PH45QPWu+9HXvEAO4M1ncV72XVpzQTbuSmBTBZ88u5oXNvezoyVNTVjjc4t1qsP1pNz1f95Dt7Cw+FBgCU4WFhYWFseNlBK/U8E0JT2xPC3dWa5aWsXutjTj65zotvEUdr9Sdk4yNI72bQbffkLyT2d9jVmhPoQiMAP1pP7K6TRBt4rPpTKYGvbIcegKYd+7E5vSBcH37j5YMpXe2Zpme0uKTy6r5KFX+4olpIeiYlbMDeKyFU1WV21N8PuVnQBs2Z/ipTcGuOW6ZgKOoysNUgICWvslj6zpomcwz/KTQ0ypd6C/g1G1EAJ3Yh/5Nfci+9twTV5Ksn8SExvdBD0aP7m/BQC3Q+HrH2ukxv/uTarjWbjtmc6ytt3tGVp784ytHJ5OmKZk6ewgq94aLPl6RXwas8a4CTgF//axRv73qXaWnxwikzVp680ybZQbXeZYGIlT/+pPyGf6qbjse+RNF7knnuTIMJhCNo1M9PPtSevJxmP8YN0ZvHWgGAvw5t4ke9szfO1jDaiq4Kv/s5fCUBTdY2t7+fY1TYRdCsm8gEQS7VDf0sSx5VHqeRRR812+cqeDA11ZnLrCp8+tZkaTHUWA2r9/WGwaOk9b9SvOnvwV7l1n8Na+JI+t7eOjp4feX4rSO9CfFtz6WBsrxmeooJfBPg+R6goUpx9TsfHajkRJbIKiYPv85hiXLwyMiFB0apLPrKjh5rsOlDygWlMuBk/7LMFZLaiFNDJQQ9IePWGej8UHHwmlceJw8obElMPpb2GvhqaKsmM9DhW/SwUkuipZONHF7DGNRT8njXfcVMkXoC8+smpjImOSlzrKrEuwN85Adu1FqZ2IEWwkJ4cTVKUQxNPFSKlRUQ1pSkCSKQjufam7rM9sXpI3TBQBYZ8NaULELai2Ja1eJnYAACAASURBVJG3f6l8syjZh9J/EN0fKnlS/c8Tbcyb6Ofk8T7mjXcSdkHiT3iwGVIhnZc4baIs8tPCwuLDgyU4WVhYWFi8K/xOybeuaeKRNX3s7cgwqdHJdcui2FUTJTsH8dZKZO/B4sHeKLu88+gcMnP+3uMZfv65abhtf5uJp8cu+bePNfHDew7QHcsT9Gp8/sJaPPbhBcTx0N6fL4lNh1izLc7SWSEef22oopCEx17rY1S1g5PHOEjmlRET/lTWZE9Hlkn1dhzHEJC6BiVf/92+0oJmR0srn11RzfxxrmMuXFyZDjL3fKOY1gaw6necOWUF4UkX85MHh3e4kxmTXzzaxjeurMOmlPclEfSnJLGUQcijEnCW6wGGSZkR7iFyR/H1iHrge9c2crAnh6IIGip0BJAtSKaH43zn8gBZxYXTruKQaQr334RMDYCiYp95NhgFlIGDyOhEzHHzMXYcJmKqNralKmhoXYmx6Y/0zv9iSWw6RCJjkMoYbNkfL1sYSgmPrOnl2mWVfPuOA5w10c4yTwiZGK4KJTwh1nW4ONBVNNRN50x+/EArP7y+mUqvKKbRHYGM91LpHb7Oq9viXLIghP3d6Zp/F4QQPL95gM/M6CXy0vfBKEadiclLUGcsZ1uqkl2tI/2xdrdngJH/R1LCuCqNH17fTHtfHq9TpSaoYVclGde48gMtLN4nmIbJ6GoHHqdKIj28QbFsdqgU4QgQdMEXLq7lpw+0kitIXHaFL32kDq99+CttmhLH0P/+n/qaux0wd4KXtW/HS22KgLqITkEKUD3kotNos0/luU0DDCbjLJ2t0lxhI5OHB9b0sXJDP5oquOz0ChZN8aKrEiEElUEb8XSBw+tDCARjqp2Mrip6xwkh6InlOVa9SK9d8ollldz6aDumCa9siZHLG0Mpe+/85roT8MsnWtl+sLgh9anl1QgpyRuSqE8d8RtkYWHxwcQSnCwsLCws3hVSQoUbrlsSxpACVUikNDBNSNnCOC74BmqslWze5Nn9Xn63cnjXdEK9C4ftbzfJlBKmjvJw8yca6Bw0iKcM9nRkONgtmDHKjc8hUVL9aBQQnjD5Y+zWFj2YyhECeuL5Ee2rtw4yf7wLkZdHPa87lufrz3Xy1cvrj5qStLMtM2Kn/Y8v9zB7TAO6cowFTO+BYbFpCPu2J2hsPmvEofs7s6QLYDssm0kiWLc7zS8eacMwi94cX7m8nrGVWknk8tmLnlDPbhwonefQFWojw4boyZygvT+PrgmqghpT6nQyBcHzb8a57+VuVEVw5VyNhYlH8WsFxPyPYyoaMtmLzOdwnn4V6ed/W9ppl2NPpWP0RYRVL/Y9qxChWtonfZS2mML4t59EAjaZxaYK8kc8M7tNoanKweIZAV7ZEisZ3mbzJrvaM7T15bjzNYXxy/8vddtuR030EJvzSbIVE9m0IY2ipMuqtHX256n06hCoBaGAHH6xMPpUXtg1/FmPq3UcdzW7vzeGFET0NJENvyqJTQByy0oyzfP5zj1ZLl8cLVsQA5wxM4B5rDJ2Eircggq3PtxgYfE+pyag8JXLG3h6Qx8t3VkWTg0wf4K7XOiXMK1B599vaCaWMgi6NXyOd45iOsQhHzQoCkpeXaJIycfPjIKAtdviRPw2vnRxHVsPpHliXR+VARsXLKjgvx48SNdAcVx8ddsg3/h4I/u7Mjy9vh+AXEFy+7Nd1FfYqY/obDmYZkyti6WzQyiK4NZH2rBpgslNLk6f4sGpFe/XkPCH9XDdlPNxbL5/+GY9YWSwHilh7lgXdZ9oorU3S8ij0VChY3+HiFsoRgV/9679peit7S1pbr7rAKdNDfDQKz2MrXXw+Qtr8I8s3GlhYfEBwxKcLCwsLCz+LKSUKEfxFcqoXghNIGfCwP5BDLMHgKBH47qzq1D/2otPIcgboGuypAnkDDjYneOeF7roTxTwuzUmVIJ/54to6/8AhRxy7ALsCz5G1hYc0WVVQGNcrZMdrcNlpM+eE+Jo8tSsMR4UReDWJR89I8ovH2/HpgoUReDQFQxD0jmQ57bnuvj8iiqUI6qe2bSRIpXDpuBId2Pf/yq4g1A9gZQtMnyANtILR+guDDFS9Rhb66Q7VsAfHRaT+lKSnz/cVjKPzeZN/uO+Fn74qSbcJfsRySULwoR9Np7fNEBjpZ3LTo8SHCoJ3pOEb96+n1iyuMCYMdrNjcur2HIwzV3Pd5X6+M3LOaLLzmLa2q+jV44hN3E5jrmXInv3k13/SFlah9i5CrPyNL7fvoz5E5cyfWIltz3fT4OvgHT6IZMgvOMRrpz3BX6/elhwmzPOS2tPlt881UnEb+PqZdU8uqaH9t4cK+ZFWPt2rPQ+//URwSXzP0t4rJvfPdlFOtfO6Bonnzyrmt882V76fgc8xSlTxlOD86KvkVt5K2a8F3XiaeypPZ+3NmYA8LpUrlgURZwgIoummEyulrChc8RryYFB8oaTve0Zzp8f4an1fZhScuEpEaY02K0gJYsTnoIUGBKcGmBKGkOCG8+OYkgQ8him/hL8DvA7iml0QoihzZdjC0/96eL4eEiA8bs1vnlVAyEX+O2Sz54T5Zozo9h1eH5znNufLY6ZLd1Z3tiT5KNnVvK7pztK/b2xN8mm3YkR19m8J8kLb8R4desgAEtnB5nY4OYLF9dSFdSJuMsLXqgKOB0aDyfmsXR+NcH2NaT9zRijF+C0BUEWPQYbQgoNIefwA/gTdA8WRqQK9scLuBzFX82drRleenOQ80/yWeOIhcUHHEtwsrCwOGE4VLK4tSeHx6FQX6Hj/htGy1i8O3QFVpzs55RJXlJZkwqfhuuv+HkJAZ1xuPflLva2Zzh1ip8zp/upAGIpk9tXdpDMFMWdWLKA3rMT25rfDXewcxUyUIky61KODNywq5J/vLCGN/en2N6SZuZoD+Nr7WQLksqgjc7+PJoq+MRZVSTSBv/xQAenTPIxc5SL73yyiZ2tGQqGSUPUwR0ri4uGN/cmyeQlLlvx3mMZ6E8YNFY68DjUkv8RwMdO9yPu+Ry5fFHUEP4orotuImULAWCGGhHBamT/cPqc7bSrMewBrl6qc+dzXRQMSTRg44yZQf5zSExyDs0CegcLHJkdkUgbDKZN3LZhAcyjS1bM8bJspq8YwSOHBEchuH91T0lsAti0O8mu9iwvbB7gSF49aGdmuA5j+yrUCcvIj1qAI9pI7o2V5Z+pJ0xDWOHL47fgcOq09RhI6SQQDtA3+h8IPfE1ZN9BFvvuY/R5KziQryAatDOYMvjZw20AtPZk+fUTbXxmRS1ep0qFX+OUiX6e3jCAx6lSF7Hj9bq59bHhxdzutjQuu8LMMR5e35lg+dwQVYHiQsmQCsnIZOyXfR/NyJGz+agyVL7zCYNs3qQ6aMNr/9MG7+8XTBMCFRGomQRtW8teS+hFUXP1lhjVIZ0V88NManAzrkp9V8bzFhbvN0xgV0eB36/sJJ42OH9emFMmFiN/DKM49h7PNzyRE7yyLc6qLYNManCxbFaAkKv8mKwheHVbnKnNHhy6wrrtg/TFC7z01iAXz/NjmhKBxKND2hA8uLq37Py8IckdUeVuIJFnTLWTfR2ZsvaqkL005l64IMJbe5M8s6EYBRX0anzjYw2ED7s/aUrOOTnE//f7OE9sqae5aiy2BNwwvYpjWA0eFy67Wqo8egghyqOFN+xMcN5JAQSWt5OFxQcZS3CysLA4ITha6eBxdU6+eFGNJTq9j1GQVHgEeIo7wX9NYlmFzXvjjK52EUsY3L+qh87+HF++zEk6a5bEJihW2fLEdo/sZPtL2KafS1aUrxg0VSHoggXjnSyc6MYwTEDi1OCmjzfQ3pfH6dD4z/sO0jVQTEt6bXuci06NsLMlxVv7ih44igLXL6/hV4+3ce7JIboGC/QM5nHqGj95oIVMzsTnUvnyZfXsbkvTH88zd7yb5jduhfzwwkLGuhC9e6GqKDgNKEHkkn9FtG1FTXSRr5qMrBxLjV2QzNr5yGkVCAEDiQK/fbKdgiE5fP0S8WmoCmXVl/xuFZ9T4WgePboiy5rzBuxoGenz09KTZVytizf3HlGxLmBg7o2hTTiVHCqG4kL6R6E0z8Lc+3rpOMe8i0k/cgtOsyhk1epOLpj7b9z0eALtnComnPFN6uRBNNWN1+FigseN16nwuZ/tKbueaRYFtEzO5L8fa+X6c2r4/qdGsX5ngp0tKbSjpD6+uTfJLZ8axWULI0T9Kpoo94LKCBdoLhh6Hg0hBSg+rxNFbDqEqtmwL/k0+Sd/gtm1B+wunIs+geFuAFoBaO/L8diaXk6Z6LXEJosTnrZ+k+/ceaD09++e6URVBYsnu48rPQ5AonDH812s3lKMJtrXkeG1twf5zjWNpc2VrCF4aWuckM/GK1tjJDMGp00LEEsW2N2eRlWDmObw5oIqwGlXyjYcYGRa9/yJfir8Gmu3DxIfKopRG9GpDeuksiZ2m8BuU9jVNhyV2x8v8Pi6Pq5eHB4yFy8S9cAt1zbR0ptDUwS1YdtfPK/K5gzOPinM468Ni2cXLYjw2tuDpb9nj/WgYJ4gsaAWFhZ/LpbgZGFhcUKQNRR++Xh72UJuR0ua3R05Jtbqlvnkh5z+tOC+1d28/GYMAZw2LUBdhZ2Vr/dzVX+OsE8r8/lJZU2y7iiuIzuqaMZU7RzacFUxcA7sprDxMRACfcZy2mzN6LqOWy8KC26bpDJgY93OZElsOsQjr/ZyycKKkuBkmrDqzRgr5oXxuTW+8bv9XLKwgqfWdZYMuQdTBt++fR8/vnE0QRfYC3HyLRtHvun8cApZZ8zk27cngAZc9mb6EwVmjO7jCxdWE/Jq3PdyN/nC8P/IGTMCeIuesQAEXYJ/vKiO/3qoaITrdih86ZI6PPrxiSe6CvMn+njo1fKd+TG1TkIejafW95cWUCGvwkmBDoTThzJ5KcbQwqeAjfj0j+PPZBDtW1EbppE/sAXMw9IycmnqBzcR8p7E6i2DTD9/Ajc95GFSk4dcXvLq1oP820cbCXm1EZ+FaUo27o1z9dJqHn61l4IhWTDFj2FK0kcxPq+rsFPhVSgGeA2/biKIpSV2TeDWj8+75UQgaa/EfsE3cKT7kbqDpC1ElSn59jWNrH07js+tMXushwqP5fdtcWIjBLzdkh7R/vjaPhZM9GATx/cF70uZJbHpED2DBdr684yJaqiqQt+gga6q/Pzh1tIxD67u4fJFUc6YGaBglEf32FXJNcsq+dG9LaW2iE9j+ig3PSeFiCULLJ0VoLnChipkUSjqyZHJS+w2hf5EgY8vqeTFzQMMpkZWv3v7QBpMAw5LCJcSfHbJpJpD+dPv/P4NKeiIGQwkC1T4bVR4VbIFiV0FgcRmU3hgdSc5Q3D10ipyBRNdU5CmSW7od2hMrYPTpljpdBYWHwYswcnCwuKEoGBK+o5i0Nzam6V3MM+ZU10j0qAsPhwIARt3J3npjaIvjwRe2DzAFYui+FwKNlXB5Spw44oafvZQK6Ysig+FygnI6DhE145iR3YX2rzLSJnDvkfOgd1k7v3G8MV2rqGw6N/4+nNevnBxHWOiKlLCns4suSExy6YJTh7vw+1U2bQrzpGxM7FUgSUzg3zp1mKEVdCrcv4pEUwpMU14ZkMf/YkC3bE8fodGVvPgmLWC3Kt3D3eiaBBpLL3/9t7cYabYxUXGpt1J+pOSiBu+dXUTdzzbxcGeLIunB1g2y1+mGggk42rtfOXyBhRFEPVrQ5WZjnOnX0qWzgqwvyvDpt1JVAUuWVhBU8SGXZOlinWqkIwPpgmkYhhiIfTuxxnVSWsBpJTsSkXYqF3LnLk5dLeHadt/MeJaWrYfl0PFoQsOdmcZU+vmibV96DaF5XNDbDuQ4vrl1dx813A0ZHOVg/5EgZljfPzk/uGF3K62NJ84q4o97WnmTvSxdltx8Wi3CW48rxrbEWW8B7OS/3myk027k3hdKjcsr2JqvZ2jBEidkGRxkHVWF/8wJQrQGFZpXlj0NTPNEy96y8LiSKQEr3Okv13Ip6EeJjYJUUyZ644VcNkVwl6lzINQEcWoVbdDxWVXS9VYnXaFHZ0FXnojRlVYP+rcZNVbA2RyJhuEZMmMAGGniYGCaUom19v51jVNvLk3ScirMbnRScABVy0KIQQUCsUIWwCvLqkO6dx810E6hq7vc6n848V1JJJZnjjiuqeOMkl3tRBz1lPlE6X/ZykEuQI4bJRFPx2JKQVPvD7IPS92owi4amkV+zsybNgVZ0KdkysWR2n0ZXBpJq/tSJf5TC2f4+XLl9QSTxtU+NRipKyFhcUHHktwsrCwOCFw2WDJrCBPDVVkgeJET9cU7nyuiwkNTdT6sUSnDyGqqvDa9sER7bvb01x7VjVVIZ3e3hxzRjn40Q2j6I0XCHtV/G6BXP7P0HcQxcyhhutI28OlzV1NUyi8+fSIfitaXyLsu5Bb/nCQf7++GZ9DkkgbZHMmk5uczJ8U4NnX+xlMFThzZhDziBX6inkhDMMkb0gaonZME+5+oRPDLFZ9u3FFDb2xPNGADSiKUObEJei6g8LmpxC+CmzzryDlqgE5tDvtGrl4ctmV4uJBQm1A8OVLqsgZRXPcI4Wk3hR864799A+ZvJ4yycc1SypKHk/Hg88u+ccLquhPmmiqIOAUJY8nvwP8dTqKAOeeV0it/O/SeUr1OBzL/5mM4mF6jUmzEYNkP3GzCnXKUozWbWXX6YueTNuGLDecIvFoA/xgTbF6WjpnctdzXfzDBbVMrrfz7U80s2V/Ek0RDCQLbN6ToDnl5Eg27IgjBMwe5+Wck0JoKgQ9Kr4jorsUTO5Y2cWm3cVotXjK4N//2Mr3r2um2v8BUZyOgZVCZ/FBY0Kdg7BXo3dozFMUuHJRFOUwQak9JvnOnfsZHEpZu+TUCMvn+EsR1UGn4J8ubWB7S4pYssDyk8N0DWTpHijwH/cVhW27TeH8U8Ijru93axzszvL6zjhv7Unw9Slv4NYKMGYBKVuIprDCqAofUg6PQ4YxcoIjBGzemyyJTVCMkl2zbZAzxxhcMsfOg69nMUyYN0bnNM92Bjr9fO15g5s/2USlV9CThHte6mL7wTTzJvpYfnIQv/3o//NdcZN7XuwGipHEq96Msbu9GC22bkeCHa0ZfnBtPWdPKPDS28NzMk0VnDbBTsAJPvvIVG0LC4sPLpbgZGFhcWIgJRfMCyGA5zcPEPHrLJ8b5tE1PeQLJpt3JzCaPNQF/t43avG3xjQlE+pdbN1f7hM0rs7FjCYHylD4iaAY7RNxD//0mTYPVE7EAPJQNgeWkmIk0RFIRcU0ixXOeuJ5fA6NUVUOfvPUPv7vR+r5/t3DkTX3vNjNR8+oZOYYDy3dWS44JczMZheaCuPrnZw83sf/PtVRMlbN5Ex+80Q7S2YFeXxdP+edHMSjSzKqF2XCcmxjF2MqNhJSLbvXhqiNaaPcvLEnWWr7zPk1SCCeE/gcoJgSh3qUdCghuPfl7pLYBPDK1kFOm+pnUm0xxUJVFUzT/JPRLSqSiFsc9gDLsecHyL70+7I2s30Htv6D6KFRqDuewCsATQE1g9G+D8eCK8htfRFUG/mZl7I9Xs13lw9Qv/m/GJzyESBU1t+e9jT5fHFMWDA1wF3PdtIZy3H2nGJ0wJE47QqnTfVzz4vdHOjKomuCa5ZVcsp4d1m0QzqdYc2O4ncs4NFYNjuEohSFLol2wlSls7CwKIrgN13VyJ6ODJmcyagqB5V+URpXC1LwyyfaSmITwH2repgx2kNjuJiONpCR3Ppo22HFEgb44iV1PLymp3RONl9MJwt6NPoTw+LWwqkBfvV4sbDBrvYsHVMrqV/1A9QDb6Cf9WVy2I9L6FUUhf2dmRHt+zoytEY0LjHvZ9GSWRiohDvWoG7YwN6TvkW+INm4O8nCSV6+efs+Ysni+3xiXR8HujJ8+ZIa1KOYeR/+PGrC9hFFIWLJAu0DBmM9Gb633GRtuxtVgZNqMlR6Ckd9T0KApqkUCoYVQWlh8QHEEpwsLCxOGDy65IIh75vuWJ7fP91ONi+ZP8nH5t1JdE2hwufFrhh/ujOLDwymKTl9qp/Vb8XoHPLtaYjamTPWg3KcXhxHwzBMnFOXUtj2EsihibdQ6Ko+jX3rMyhKcZcaoNqv8LUrG3i7JT1iwvzkul5uvrYJTRQ9Lg5FF/3Dihre2p8aUR1uMGWg2xTuX9WDqgguPzWIaZqYpiSrOOhLQl+iQNCjEXIJBBK3JvnsuVXs7coxkDQYVWXn9V1JfvpAK0g4f36Ys2b5cWgjn0euINh2YKThd1tvjhk1eWyd2zD2bECJNkPDTFJDlcuOJG8K4hmJUxe4bEdPvRJmAXIjF0cUstjTnZiZBJlNT4FZQK2bhK15Jtl1D2EbPQdpFpDr7uSs2ctJP/trgBEpbwAep8qdz3eRSBts3ptkxbwwp0/zYVMFXTGDZzb0l3xEFAUWTQ/y1PpeDnRlh56H5FePd9Bc2URdcNjnxF6IUx3SGExKLj09ym3PdJDJmSgKfOrsak4Z7/zApNZZWHwY8DskM5vsww2HjVmZPOxqHTlW9cbzNIaL5+zrzJZV5gS449lOTp3iLzv33he7+KfLGuiL58kXJAVT8tDqnrKIbG1oLDMOvIme7CLnrj+u92AYJrPHeFn5ernwc/o0P+v2Jagecy6NW36N6N6N8EZILf0qv3lKAQwGUwYHe/MlsekQW/an6EsYxYIfRxD1a9g0UfIEPLLYBBSjuvK+MVSxj/PZi6k5ERVNSFdoZIp5RrBxT5Kt+1NMaXYzrclF4C8pj2dhYfG+wxKcLCwsTig8dpPZ47zc+2I3Ia+NGWM8OHWVV7d2M3eij96EQY3v732XFn9rgk7Jt65uoLWvOPmvC2s41L980pr2N+O8/LsY217EkNASnsePV7sQosD151QTcgmKqxTJqAqVvoRtRB8+t0YqaxJxlQf9BBySifXOEaWj/W6NdLY4g39uUz9nzgwQcoKqmBR6DmJv309IONm8txJftJLZoxwgJS6bZHKtDbCx+UCOu1/oKvV536oeqsN25o6xIwSk8gKbKlAx0TXJSeO8PL1hOF0VoLHSjrblEbKHvKO2gAjW4LzoJtJq+T9ZTxL+66FW9nRkCHo1/s8FtYyJjkzzy9uDaBMXFkW8Q9gcyGAdDBwg+/pjpWajZSuKvxLFGyG35YVSuywMebnpToxgA3Zbhmy++LxCXg1dU0ikiwuoTM7k3pe6mdbsoi6ksXFnjI8vqaI7lsMwYPpoN6Mq7fxg93Bk2CE6B/LUBYcXo267wmdOkazvDXLvi10lk3fThF890c642maiXktxsnh/Ypdp1FwcQ/eSFSNTSy3KceqCSQ0uth4hxlf4h8f4wwsxHCKbl4ytG1GOgpaeLKYpGV3j4OFXe8tS4M6YpBNtfbH0txDKiPMPJ56DA915cnmT+gqdsdU6Hz8zyj0vdmOYknNOCjFnjJuZo9y8vsfN7qYvMHN+gf68ne89NEgqa6AoUBnUOdiTHdG/qhRT4I5GwAVfu7KBnz7YypptMc45Ocyja4aLRZw6xUfUp6IoElHRjBEZjSpAyJGbAzlT4RePtZWik9dsG+Sk8V5uOKcSu2L5I1hYfFCwBCcLC4sTCimh1g/LZgd5ZesgG3bE6RrI49QVqoI2UpkCSsBmeY58CHFq8jCR4735/A2pkPA2o84fDYAyaHLNsgIhr0rELUakUTVU2In4bPQMFkURIYreY72DBSIuDUMq9KdMdA38Tgi5BJ+/qJafPdxGfqg63GWLotz1XCcAFX6dtp4c4QYde9c2xIPfxT80cT+zYjTP8Wn6qhoIHbZ+1DRlROUkKBqpj6mt5kBnhh2tabYfTHLVmVU0VSismBtkX2eGHS1pFKVYvnpsMEfusfvK+pD9bSgDByE8udSWMwX/+UALB4cihPrjBW6+6wA/uqG57L4A8lLFNvdKbJ4whW0voVQ0Fv2oHBGcfa+OuOfCvk3YJi7E6N4HioZjwRUY3Qcwx51Obsq53LZB49qzq4r3UZCMr3Pytd/uHdGPQ1eIZ+HhNf0UDInfraIIwZPre/nJZ0YzqtrBnvbyaIagRwOhlKLb0nqESZEdaB6Dh14pj2qQshh1FvWOFBwtLP6WmEKQzRfNnxUhyBQglNpL7qmfYvS1IkI1eM76PElvk5W+9A6omFx3ThW3/OEg3bE8igIfOyNKtV/l0O9LU6WjLNoH4IyZAdwiw43nVfPq1jg+t8rERhe2VC/j3X34TSenTqhiQr2b3sEc0yrSjO1/GXXLOgC0CaeSc1Uc874Gs/Cdu1ro6CsKVjZVcOt1IS6s3MWp52ngDhEKQ2YomnXRJA+q6iNXMGlrzzOmNo/dpjBrjJfuWJ6mSjtzxnlZvyNeusalp0cJusTRy1FKGB1VueXaRlJZiVNXmD3GQ0tPlsqgjcYKW8njSsqi992xfo7b+gsjUuHXbY+zYn6YptA7i24WFhYnDpbgZGFhccJhmtAQ1SmYPkwpmT/JxoQGF9mCxKYJS2yywETQl5QYpsTpGVka+t1iGMXUKZ9TIeKxHbMufNCtcOGCCMmsQTYn8bs1nn29jy9eXEssI/jvx9p5a38Su01w9ZJK5k9wMbvZzr/f0Ex/wmRvZ4Z7XugkkTZQFVg2J8TBngwn1RvkX/j1cGofoHTvZtq4TmLJGkKHuXubpmR0tYM128pFp/oKO7fcdYCO/hxNlQ4WTgtw0+37+MF1xcicr15aQ0/CRFcFIZfAleshdzQX/iPaYimzJDYdomBIugbyhJzDAoxuprANtkAmgZi0GG3GCgpCJyE1MIFg3YhLqdVjUPyVOBZcDghyu9cxOOPj/OhlJ307JZec5mHDzjibdiXIFSRfvaKehVP8PLepmF5itwluOLeG13cl2d+Z4crFUXa2psueTSpjcMPyar51+340VTC6xsnooUiijgAAIABJREFUaifbDqa48/kEF8wPM6HWjk2BVGgClbksYV+c3sHh75UQEPG+t1MqIUAIazyzOH56UnDnc51s2Zdi+igXV8y1EzVaMXe+gOxrBUD2tZF98Ls4rvghac0yPXwnKtzw3Wsa6EkYuHSFkLtchIl64TufaOKhV3rp7M8zZ7yXjr4ceryb/m4PBUPjQFeWJQ2DjNv2Q2SiD4A5NVN5PnIVG3cJGhwSX2UVCotQ66di1Ewlj37Me9remi2JTQATam3om/9IbuszHIo7NYLVOC/6Jmm1aDpeKBgoQFOFjlNX6E8UyORN1u8Y5P5VWZbNCXHjeTWksgbj65zUh21gHtuaQEpwqBKHC8BkTKXK6KgLTVNL6d/Hw7GOs4q/WFh8sLAEJwsLixMSl2pSX2HD7w6RTJtk8iY9sRzjJnqwqp98uEkXBPe83MuzG4uiw7RRbj59TiVe+5848RhIBL0pWPVWjFVvxRhd7eAjCyuIekfqTtm8JOzTEHEwDINn1vfy6fNqCLgEv3m6h7f2J0vH/eqJDhorm2gIKQQcEHAoCOFgxfwIpgk2TfDwKz184aIaMBLIeM+Ie3PINJqnWM3uEKYpOXm8hyfX95VEkYBHozKkl9I49nVmaO7OUBu2c6A7R03QhTAMqkopYZKcI4ht2jLym58s9S1c/mL622E4dQW3QyGZKV8l+A4rO66bKZRXfkt228tDHSk4LvoamchwpJQRGYM6ag7GnvXFQ5w+bE0zSa/8ZVm/+cYOssZoPr2ikoNdGaSk5MlUKEguWxhm+uiigfrciT5+9tCwqe8rWwe56NQIFX4b3bE8tRGdsEfFrkm+d10zG3cleXXbIPG0QXVYZ297hh/e28I/X1bPlDobUkpsus6XLqnjlrsPEk8Z2DTBZ86rIex57yovDWTgrX1pBpIFpjW7qQspWPv9Fu9EuiC4+c4DpejKNW8nONCd4dsTt2BDoDXNoLBvEwAyHUckeiBgCU7vhIlCpmASdKt47aDKArZ8DFPVyaoepIQav8LCqX5UVfDzh1sZSBicXiWYF+nh0c1+pjQ4aO58uiQ2AWhtbzK78QC3J2p55aCLk2Yvwj1uMZmjVKE7HCEEffF8WdtZ43Korz1b1ib721FirRD2E0sXfQP9LoHTJpk30ccja3rZ3ZYu+dY9vb4Pr1Phny9v5LXtgzzYm2Xx9ADjq+3Y3iE1XTdT2Pr2kMjBm5kGVr6ZobHSzpxxPjr7s9SEdWoCxx67akI2mqsd7D0sunRyo5vKgAZHMSy3sLA4MbEEJwsLixMWvy6xqwpCSnwulcl1nlIot8WHl+2t2ZLYBPDGniQvb4lz3hzfu4oWkQj6UpL+ZIG9HRkeWN2DlNA1kOeNvUluua4J/2EiVl8avnX7fvqGqr1FAzb+9coGQk5JOgdr3o6PuEZbb5aGw/LO6kIqybTOQ2t68TpUPndBDdUBlZziRZ+6hPzGx4dPFgru6kZwjjToDjrhny6t5419KTQFQl4bP3+4teyYHS0pRlU7MSX84L425ozzMmu0G48+JN6YCtrsi7FH6ilsfQGlehzK5KUktWBZPz4HfHZFDT/6Y0vpPi44JUzUN5x6YosdHBabAKRJ9pmfY7/sB2QUN0JAR8FP/4Tr8TWdSzadQQ1W09jyBLnGk2mtP4eunIuwLUNFQx1zs5Lv/+EABUMyfZSHyxdFySbinBRoR0vmcESreOiVDFVh+whT36fW9XHOySEOdGX52OIKdFViInjk1V5WDn1vth9MEfZprJgf4f5V3Tz4Sg+TL69FyGKlvoaQwg+ua6IvbuB1KQSdw2bwfymxDHzj9wcYGKpodc+L3fzLFfVMrLHS9SyOTXesUBKbDtHWW6DbNQbnq/fhOO3jJcEJoSAcnr/DXZ44xLKC3z3TwfodCTwOlf/8qAvfpjvI7VyLcAdwL/k06ehU0obGb57swDAlK+ZF8Lk0cOap7H2Wf7loMfGUgb7x7RHySSjbypcvnUd9xIZDlRjG0FipFhO1C8bI8URKyYQ6F01VDjwOle0tI4s9HMKUgkfWDfLA6h4MU7JoWqAoxjfaqYvU8P17DpYdf+GCCr53135SQ/6B67Yn+MyKak4Z5zrq2KYJE/WNh8ltf4Xnm7/C/64qbohs2p3g2Y0DrJgf5r8eauPLl9YxvUE/alCwQzX5PxfUsuqtQbYdSDKlyc28iT7cmiU2WVh8kLAEJwsLixMahyoPqyRliU0fdlRVsGX/SAPotW/HWT7bz/F+RzIFwca9KfoTBoNJg9aeDB89o5I7ni16KyUzJu29efxDIoCiCF5+K1YSm6AoTK3bEeecmV50DZqr7Gw7kC67TvCINCxNSCbX2Zh8WQ0CkKYJSAxTwIwV2ID8G88gvBFsiz9FLtJA4Rhz87BHoXcgx3ObBrj09GgpCugQY2tdDKYKtPXm2LQ7yabdSWaP9fC586pQhyomZVQfYvQStLFnUJAKxlEEO9OUTK2386Prm+kayON3a1QFVLTDKwSmR3pKyXgvipFBKh52dBS49dGD9A7mmT02wsRGN7fd3cGvbriYl97OctsTCcAAbCyfm8elq1SFdFq6s2zek+DCGYLJ8Xsp3P0KBmD3Rblq5hfZeYQfrqKA26GyeHoAry5LHlyxlOTZTeVVnnoHCzjsxbHFZVfL/LqkBLdN4h7yGXkvvXB2t2dLYtMhblvZxTc/XmcJ6u9jVFXBTPRCPoPwRjDF31YgdGkjU4eFAIcYEqGM4df1064i44xaP5nHQArBfat6WL8jAcDoShXH63dh7F5TfD3ZT+ah7+P46A/IuhpwORT64wXsukLBlOzqEeQiZ/ODu1upDtoYP34ujv4Hy66h109kUqWtJObYZBa9ayuFjY8h3AEcM88j5W3ElMPm3UII7LrCqCoH3bE8Vy6OYgtqaNOWUTg8EjVYQ7daxb0vdZfant88QEOlnSVTPVT6YPood9nGjCEpiU1+t0rEr3P/yz3MGt2A/SghSnq6i9z6h0nMuZq7V5ULnYm0gSKK9/3rJzr4/nWNxyziEXFJPnKKj8L8AELKod88CwuLDxKW4GRhYWFhcUIihECoCn0JA00ReO3FXeJxtU6eWl9ecW36aDeKkBxvgFN3wuTZjQPsaEkT8dm4cEGEnliOugo7Ld1FFUO3Dc/CFUWwoyU9op/dbRmU2T5U0+QTy6q46ff7SQ9VN5s11ktlQOeoqz7THNGa1oKoJ1+FPvNCTMVGSjjfMevArkouPy3EGTP8mLJYPWjVW0Xhpz5q54wZATbvSfLA6uFFyYadCbrjBtV+QVdC0tKdQ7cpNFbYSpFPR0dS4RFUePTS32UEqgFR1q42zaSg++geNLn5zv2lz2b9jjgSmNrsZueAiztW9ZZ19fjaPq4/t5qxtU7OnBnkD893UpnZQ2HHK8N3M9jFqI6n6au7Co9DJZExWDwjQG3ETipj0NqTpTmq4zg0CxKgiOKiq+wZ2hSEgItPDb+3qtI7kD2KgpjKGphHPD+L9w9mIY/YsRr1ld9CPgtV41GXfI6889jmz+81VWo/Z8/y8uTrw5GUF83Siex9CnQnomEaerAe4Y2Q9dRgSCtJ81ik85QVXlg4WqKuX3PEURIG2tDc9VyztJKO/gJ3PNtBMmMyusZJW4Ud04TW3jxvOOczu24vastmEAq2ORdQiIwuiU1CgN62mexj/1HqvbBjDe4rvkvc3Vg65mC/yU2/31faPHhzb5LPXVBDftZHSLqb8bauJRkcywHfbF7ZNHKsePnNGGdO9YI0OX9eiG0HUrT1FtOsXbqCosDli6JDGypZ5k70kSuA/WiWUoVc0VNQSsQ7FOeMpQoYBjCyaOlwVwUJGNboZmHxAcUSnCwsLCwsTji6ksXQ/c7+HHURB6/vHGTuBB9zx7mYVO9kxmg3m4ZK3ddV6Jwx3X/c6XSGUPjNk63sbisKSD2DeX77VDufPKua0TVOWrqzjK9zUhPSOCQAGIbJ6VP9vLm3PLpq/kQfhSEBwe0QXLywAimLZaf3dmT436c7+fz5lSjHOdU2TEFa9f3pA4fQhKTar6Aogo8tjnLu3DCmlER9Gj2DBe57uXvEOUJAS7/kG7/bR35IgakJ6fzrlXX4/kwfrIyrBucFXyG78lZkcgC1YSra6deSlDba+nIjhMDXd8a5fFEUm005qoFsIm3w/KYBogEbFy6owJPaOOIYe9cW2tR+LlsUJV8w2dOe5vaVnaXXz5oT5MrTQihIAk7BinkRHnxl2CerNqLjdyl8//pRVHmGxR5NKy7UC8cKLfsLGVXlQFXgcDuXC0+J4NSkZab7PkUdOID64q3DDR3bka/egbbk8xTMv42wk7IF0GxprllWhU0Y1OkDNB58FC0Xw3761WTsIfKeUX+TeznR0VWoi9jZ21H0FmofFOCNwmBH+YFDaYk1IRv/9VBbycdOAOns8D/rj581WDzpKs5degWjajxk7GEKhwl+Npkjv/aP5X2bBcy9G9CnVpOTOrEMbN6TLItU9ThVIoV2tLYOTBT2jL6cn69W6Y8XWD535BJvfJ0LISSqLFBXaOGnZ7aT1/0kPA0kcXHB/Agvbh4oiVDrtscZTOa5bEFwhOBueKIo0dH4djzOFSdP4zcvD4eT+lxqKRr2zJlB3HYsrdzC4kOMJThZWFhYWJxQ9KYF37xtH/HUcBWda5ZVcfuzndRG6mmOqPyfFVV0xgwMUzKqxo2RzbxDj+XEkmZJbDqEYRYjqhqiOp+7oJbJDY6yFAEpYWqTkwtOCfPoml4UIbhwQYSJdcMz7baefCkl73AGUlFCrnf5EN4FphRsa83RHSvwxp4EbofK0tlBKv0akxpdZWWpZ4/1EPZq/PjBtpLYBNDWl2NHW5Y5zXZUBTQzS16xH7cAYqCQrJyJ/YofohQyFPQASYopRx7HyAV52GsjGrBRF7JRHdRp7x+uyuRzqeTyxXvrGsjjsAkc0TEUNpT3oTSfRFUgiCmhucrFbSvLn/1T6/tZOitA1FOsPLV8jp/GKgdrtw1SFdJx6Ao/faCVCxdEuGieH8OA/T0Gj6/rxqYJzp4Toj5Unmr3XlDpE3z7mmb++HI3PYN5zp0bYmazy6pW9z5FUQRGf/vIAI49ryGyCbAdv0D8l7CvX+PRtcXITpsKC8bZmVm7nFnjB9DzfRi631r0HyeakHzqnCpuum0/+YLksTcKnLPiOlzPfK9UKVRtmkkhUIw+SmbMsnTqPe1pTp8eYO3bw1FSz2/NcfrsRnZnVYy0pNKvoB4KURUCoR5lSWbkscU7yHka6IqNTJn86pkFRr36HYxcGh/gs7u4ce7X+PpjAlURNFfa2dtZFIICHo1lswMIwH5wLdkn//9SP/7xp+Jd+CkmNbp5YHV5cYrHX+tj6cwAQWdZM1kcuM/5AsbGR1hYeIGK85bwwi6FuoidqpDOH57v4vx5Yc6eE/ibRYdaWFi8P7EEJwsLCwuLE4pdbZkysQngmQ19zJ3oY097hlEVbmzKsLdXyGeju/v4BSePmsHjVEmky69RHdapCbpw2+RRTVSdmuSS+QGWzgwgkPgcouw4hz5SWHHoCrr256dK5aWgZ9BAUQRhj1LumzREe8ygo6/Ab59qL7WtejPGzdc28w8rqtmwK8mmXQlmj/Mwc5Qb05RlZbcP0TeYx50fxHj9YcyWrdjHzkdMPIOULXRc9yqlJKN4QfeWtddFbMwa4+b1XcXoMEXAjYvtTG9IkVbt/PPldfzv0528sTfJmBonZ8wMctszw5EGjVVOZHg0tlnnkn/9cUCiVI1BnX4O8zxBfvZQC7HU0ZWxfEFSjEcAhyYxDZOO/hzdsSxLxph8ZpHGs7vinDXbT3ufwU237S+du3rLIN/9RNNhHnLvERLqgoIvXFCJKQWqMN8zQ3KL9x7TlAh3cOQLkSakzTmy/a9E4TBBMm/AC9uyvLQdfnFdE5p3YpkXkMWfpiGk8MNPNdPel8dpVxBhFcfHfoQcaAO7m4K/nqxajHDyOBRCXq0kOpkSXtw8wL9c2cjjrxUFnPPnRdi0J8GDq4spwhMbnHz63BpCTklO2vDOvYT0wz8cvgGbHeH0IjNx8BR/K+w2BZddIZU1qY3o1HU/B7nDNkeyKer61lIVPI1UxuBfrqijta+AYUhqQsW0aHuuj+xz/1P2XgvbV2GffjaqaBrxHN5p6EnqFWjzP4m7kGa66mD6JA3TlORNwbSmRly2966YgoWFxYmLJThZWFhYWJxQ5PIjxYNs3kTXFCoCtr9oM1UXORxrfslnT7uIHz5tlPpaNstPY1jBppjv3L+UpbSzIyfa1UGNmWPcbNw1nHZ3zbJKvPaRVeaOh8Es3PpYO2/tK0YonTLJx1VnVuC2lXeWzpqs3lJuiJ03JJv2JDh7hpfFk90smebBMIrChqLAsjlBbl/ZVXbOxDo72fu+CvHiAspc+0fUzt3oS79IjqOZfBwfdlXwuVMN9o8ukCjo1Ogxqjb+ApFZgDb9Yiq8ki9eWEU6L9i0N8n/PN5WSjcbV+dk7bYYlfNCBGdfiT5pCRh5DHeUpHCwbX+KNdvihLw61WGd9t5hIa0xaqfisEp6AE67yphQgSsq38S1+V4wC5w8dQV2zuPXr5VXhJISXnwzxtWLwxh/opz5n4WUKPx53w2Lvy0y0owxegHq7tXFBpsdddH1ZPnbGYfXhfURQvnZc4K4fH7y1pfoXSMlhFwQctnIm4I9nXlWbbFTHRrP3AleIsMZ1bhski9eUsctfzhAMmOiqYKlswOMr1KZdFE1AGt3pUtiE8C2A/+PvfsOjKs6E/7/PfdOn9HMqFdLlptcccEYbEwMmGZ6SSMESEKym03ZZLPJ7ia/ZJckpJBtyfvbvNmS3RQIIWEDCQECphtjwBQbV+QmS5bVu6bPvfe8f4wtIcs0NxU/n7+kc2funFtm5t5nznmeJM9u7eeiRVH2tSWZWzyLgov/HOvAdpQ3gFlQSerVP+K54ZsYhqIsbLLddrjxwlIOdKYJ+038/W3YR/Tbm2jn5otKmF7mxeeCojwXGcvBd+hUVFZmZJDqsHScioLcyNKOvuEk4BctySc/oN4y8mQ5CssI5PbFoWnGJhq/SwY2CSFyJOAkhBBiQqkt9+E21YgpXxcsyqexPcX0smMPfAC4El1kdm3gjO4W/umyD9OWySPiTjO1ysfxpmLxmppPX15GU2eWrsEsU4q8VOQbx3RRbhiKF94YHAo2AWzYMcCZs/I4a9rIREsBn3n01zjUprU+lLQ1x3E0K+fkkUw5PPRSN0GfyccvLWO6uw1ncOR0C3v/JjzJTjL+yve+EcBgRvHwS918QK2lbuejI5ZZu1/gsfRK9nbB5csKqIoazKr086ELSmnuSFNW4CFjOfz++S7Onp1HXokLy18+9PyuBENlw9e+2sMtF5fxxoEEu5oTLJoR4qplBXiOqPo2tcRD7bR2As/eNdTm3vwA7pJy/N75o/pvGpLIW4DyBGDVp7DPWINKJzDyK8iGSjiVSbciPs23bqnh4Y097G1NceHCCGfNCskIk+OklOK1fUl+/GDLUNtDL/Xw3Y/XEPXl/tcaphaa/OMnaxlM2gR8BmGvQpGrumaaBlv2ja6euq0hTnWxjx89cBCXqfjXD86gzL2HbMMmss07sC78Ij9cq1k+N43laFp7MsysCrDqjDABt4ErdjF2w2sj1umefyELy71kbHhyS4x7nuoga2tmVfn5/NUVeHz5GFVzcZp3DD/J5UFHKgi4Nf/fjVN4btsAO5oSnDc/wqJpAYkcCSGOiwSchBBCTCjlEYOv3VTDIy920xOzuHBRlJpSH5csDr9l6eV3zXCDYWJ076d8/fc5HL7wfvAORt8uvHd+l6au3EVd+fF9/WoUL9cPjmrf2hDnnJn+ESNu8oMGqxfns/vg8K/aLlOxaHrwLW9GA27NtWdHuGRJBMMAn6lx96VJH/lAZeT22TFQCp7bNsCTm/u58vxajsxHniyawzM7UjR2ZHhhxwDf/UQtfo/igec6yc9zsbF+gFTmcEL24Qw6hqHIDvbQsq+fWSW5KmGWrfmfR1uZUeHnw+cXc/bMwFHLb0f8CnfXaxyZLcXa9iTXn7+SdVv7hu69DAPOWxDBPrK0nTgtadMHRTPQHCoeeYozvGsNRUH42OpCbAdMJdOZToSUBfc8NXK0Zyxp09iRIVo9/AOHo6EvbrNpb5ygz2DhtCBlEZNs1sZxHGZP8bNuy8iRptMr/PTFcp82lq35wr1ZfvSpWylYFKOx38WOVoMVcz08v6OfjW/kPu+f2tzH4hlBPndlGY5/Fr7zP0b6lQcBhfeMixiw3TR32SgFv3h8OG/druYkv3u+i49fVERo9V9gbfgV9u6XUEXVeFf/GXFfMWjI98O1Z0e47pwojiPTeYUQx08CTkIIISYUE82MYpNPrinFchQhLyjH5kSMNEn7i/Ce/X4yL/xm+PWmLsEKH9sInpNFoVkyI8Su5pFTI+bVBHCOuNH1uzRLpgf46o3VPLW5j7Df5KIlUUrD6m13mda5aRG5v8EKV2BWL8Bu2jr0GPeZV5HxFR7Trre0wfrtA6SzDq8majm/fD5m67bcwnAJewtX0bgxNwXOdmDLvjhrloS5aXUJP/3TcA6ny88uoDhkABoXWbz7X8R45mcsSSegdhk/+OCN/N19SRwNpgl1Vf6jBpsgN7qLwppR7UZxLYV5Lr5961Seeb0Pl8tg1YIIldG334dCnGra0RjIoJQTRcNQxbUR7Ufs4IZOi2/e3Ti03wNeg9vWlOM2YU6Vj3k1ARbUBocqmU4t9bFwWmhEbj1HQ0O34ssP5j4XAW65uGwo2HTYpj1xOgZsop4e0hsfwD1rOaBJb/oTXv0wbQtuJ7+inCNtfGOQG1cVoTzFuC/4PJ6VH8N2+YjhG/E5litQICeQEOLEkICTEEKId0WjaBvQpLMOZVEXPnPsarRrrfGbGkzgBHbDdhTW3Mvwls9Ct+9FFVRiF88kpU5d8t93w3E0K+eFeWXXIHtacgnRF88IMq/af9RfpH2mw5xyFwumlKA1uRFQ7/F+Iq0C+FZ/Dm/bTpzOBoyKOVhFM7H0qPpc74qpNHVVfpo70/z38xadi27lrOX91Ja4ea0rzP9ZOzLRu2kqtHY4d3aQaWVT6ejLkp/norLAhevQ1DjfQBOpx348/KSGjVT4o3zmqg/j9biYX+0brgx1FLEM7NJzmBMqglhu+qDyhTDOuBTHcaguMPj4RUXAse1DIcTEEnDDB1cVjwhy+z0G1SXDYzK1MrhvXduIIF8i7XCgM83jr/Zw/coiLlkY4i+uKOdAd4ZkxqEs380LOwZH5EsyjNyg0fSb8hRab1Gd0nE0xPvQiX4ym0dORw6pOIYanSR+ZqUf76E7v6w2ybqi72lfCCHEsZCAkxBCiHeUsBT/u76HJ17Lld2uKvbyV9dXURycfHfcGcNPpnAeqmj+uJ5OEPZq/u6DlbT325gKisMmbuPt+2tZxxedS7kiUHUORvXyQ7+CHwetufLsAl7ZFaM/bvHg5iz1VYV8YVYFQZ3FspuGHupxKc6oDaB1LlBVlW9QlX/4hm+4H7r7wKiXMfauJ6/kSkKhorcNNgG09mT5/mMOt638CnW+DhQOjVYpU3U5h+uQnZQE4UKIcclxNGfPChIOVPL4a31UFHq4eHGUwjelNtIa4qnRnwuZrMbtMrhvXRfnzskj5MkF/g1D4Tia1YsiNLan2Lw3RlHEzWeuqmDd1t4R62juSDOnOsDOpuF8fbVlXkoibrBKwDDBGU4dboSL6cjmsShssmJemA3bBwAI+UxuvqgUQ6LkQohTTAJOQggh3tGe1sxQsAmguTPNH1/q5rZLitHWkXVyJodTEWyytCKVBb9bYar3HsjwGJop+YezmZ+6G4njDjYdUhiA7328hpaeLG6Xojzfhc/UTC918a1banhuWz/hoIvls/MozTPe+ZiECkY16fwpRPJDlBW8c9Z381Ay+n9/1gYKATAMhx/WHcvWCSEmA6+pWVTj5cxpuWlquYqew8tN5XDtikJ++MDBoTZDQVmBh76Yhd9joNRwgYHDn59Rn+avri2lK1ZCS3eGZNrmwsUFvLgzNpSfbt3WPr5561R2NiZ4edcgi6cHWbUggtd0SLpKCFz1FdKP/Rs6FUOFi2ld9pdUBkr5/39/kBkVAb5xUw2gKYu6Cfuk6qUQ4tSTgJMQQoi3pRQ0dqRGtW/dF2NfW5SaIoM338obRm4o/4kKSkxGSkFLn+YnDx1kf3uaOdV+PrWmnKLgWPfs1At5NLPKDl+O5M4ZA5haZDJ9dRFaaxxHv6sAoC6qRVctQDUfyjPl8tA+9yM8sDHOF64OveMIr/J8FzMr/OxuGc6Ndc3yIqL+ty4LLoQ4PbzV6EatYUG1j7+6oYo/bOjC7zVZMS/CIy91A3DpWQX0JmxC+caoIgPdMc0379rPwml5FEXdNLan+JsPTeHffn8Qw1B85IISphS4mF6cxxVLw6CHE3k7WhEvXYzvxn/CTsbpU2F2HjR5ZH0rc2tC+LwG37mnke9/spY8rwSbhBBjQ43n6QInyFSgAaCzc3RFH3F6KC7Ok+N/GpPjf/xe25/hh/c3j2g7Z06YnsEsH7ukjKqoQqNo7rXZ+MYgfq/B0ll5lOapMZ+WNh6Pfyyj+Juf7ieWGh4dVhJ1c8et1cdfae80ZhiK+r2dhJIH8ThpWnUx//mCyQULo9ywPPKugqCDGcWOpiT7WlOcURtkRrkHrxyTkyLjQGuvQ08sS0nETVnExFQj93XKVvTGbPxe4z0H/sbje1+cOqf6+CsFtlb0JeGxV3vp6Msye0qAhrYUuw4kuPWSUpJphzlT/ER8GtNUrN+ZIBJys68tic9t4PMYlOV7qS31YNs2XvPdBYp6EvA3P20gYw0/+LwFEdp7M1x+VgFLao+sAzr+KAUeJ4mhLdLT+Bi2AAAgAElEQVRmHsf7m5W8/09vcvxPHcNQFBaGAGqB/UculxFOQggh3lF5gYdVZ0R59lBZ57J8D3NrgvzPo60c7EpTFfWxv8vi9ruGq/Q88HwX3/n4VEpCo5OXnu46+q0RwSaAjr4sPYM2FdF3nvoljs5xNPklRXzjF7FDOVU0QZ/DefPD73rEXZ5Hc85MH8tn+aVa00lka8UfN/bxhw3dQ22fXFPG++YGh4JKnXG48zdNdPRlcZuKj19axvK6wKiglBDjgdZgoGnryfJK/SD5eS5++2wH2UNBoIPdGe59uoPSfDf/cFM1+UGDdBa+f+9wvrrZ1QGWzAih0FQVut51fPVgd2ZEsAng+e39fPB9JQR8Y/udYqPoHnSwHU1x2MR1lPevCwtv2xayz/4cKxXHd+bVOLMvJGXmjUGPhRAnkgSchBBCvKM8H5w7L8ysKj/xlENfzOKXj+eq9kQCJkop7n++a8TFcTqr2bQ3zpVLwziOJFt+s+BRbgBcpsLvlWDT8SoOwXc/PpXGjjQul0lVgYv8wHubEaf1qcnhdTrrHHRGBJsAfrG2nTNqa4n6cvnN/v2hlqEqXllb85+PtDKtvJaKiASxxfhVFHHT2Z+ls3+4Al1J1E1/3AKgvTdLU2cG8HDP0+0jnvtGU4Kls/JIZh0au7LMKn13t2oe1+jvjqDPxOcxqC7yMFaB80QW7nmmi3Vb+wGYVxPgL64sJ+wd2R9f/35SD/5g6P/Mhl/j9Xgx6tbI9HwhJji5shVCiNOMW1kE7H48pEe0GwYkLUXaVhxZUbnQlWCRbz8XRvdS6+/lmdd7sWzN3JoA1cUeHBTJ9OiAUjzl8F+PdXL3sz20D+pDiVNFccjgupVFI9puuaiU/MDptX9M08B1lBul46E15PthUY2XCxblE/VL+qXxKJ4eXWwga+uhz5G0pdjfnsJQuXLuU8t8LJwWIm058jkixrXiIHzmqgrcZu48DQdMrltZzNOb+4Yek7U1WVsPJQd/M61BKUVDawpHGaO+j49mSrGbaeUjp819dHUpK+aECLjH7gNwZ3N6KNgEsL0xwfrtA0O5HiG3rbp526jnZjc/is+RKVFCTHQywkkIIU4joXQ72fW/JNOwCaNsOqELPkU8VE0iq3h26yC/39CF12Nw68VlnFHtwWWAzxpAP/3vWPtfA2C+N8h/33w7DU41hSETv0uD1ly7oogf/Ha4LL2hoDDs5vfPdwHw1KY+vn/bVAoDY7Lp44qhNFcuDbNkeojeWJbiiJvSsHHaREaUgtZ+zdpXu+gZtLh0aT4zyzy4jNNj+wWUhN0EfcaIcvLl+R6iQRd72jPsbE5y6yVllOV7eHFHP2dMz+OpTb3895/auHxZAUumBfC55HwR449ScM4sP3VVtcSSDn0Jm5882DIUXPK6FVOKPET8BktnhXhlV2zouT6PQXWxl4b2JEGfi2/9qpnLzy5g4VQfXvOtXzPg0nz5hir2tqXpHsgyvdxHVYHrmKqfniimabB9f3xU+8v1MdacGUENjbrSKN/oCwOVV0Q8q1Duk9xRIcRJZd5+++1j3YeTLQp8ESCRyIxxV8RYCQa9cvxPY3L8c7w6ifXH7+Ec3AlodKwHe9cGvPPOY/0e+Pnj7UO/uL64c4Als8LkBwy8nTvIvvS/wyuysziDXfSVnUUk4MZQuYSBBXkms6aE6Bm0mFLs5dpzi3n4pW4GE7mRDLajmVnpp7Lg1P7WcbKPvzIUWhmY77GQmakgGlCURV2EfQrjNBq00RnTfO1n+9nTkqK1J8P6bQNMrwxSnv82d1THQN7745fPDYtnRdjTkqQvbjOrys91K4vZ3ZLkyc39JNI2T7zaS0N7ijVnFfIv/3uAlu4M/XGbV3bFiOR5cHtyU4beapCcHP/T21gff78bIn5Fnt8kkuema8BiTnWAz15dQUmegUIzZ2oI21F09GWYWenntsvKcYBXdg1i2/DyrkE21g9SWew7NDXurXlMKIuYTCvNBbPG+jtFa03GUWysHzlK6cLFUeZUDm+LYSg86R7s1t2QSRxqdOFb8X6a7VKCgWNLeD7Wx1+MLTn+p45SikDAA/AjoO/I5TLCSQghThNmogu7q3FEm07Hob+dx16NjHr85r1xppdEsPs7Rq+ray8qm6Rz0MMMsxlrzwu4LIvCmmsIeA3mTw3ywPOdtPWM/LKfbDGVjpjiqc191B9IcM7cMOfOCRHyjO2oi7StaO626B7IUhx1U1Xgwj2ORg4pBdsak0OJdA+7b10nC6qrJCH0aUJrqIwaXLOiiPbeLPvbU/TFsvg9Jm5T0TNgcd3KYva3JWnvy2AdUU7+4Re76R4Ik0w7fPSCQjzj6BwX4s0Cbrhwfoj3zcvLfb5pPZQjLuzRfPT8fK5enk/GgkzWoSdm4XObPPpyz9A6fv98N0tnBN/VeT6eBsrOrfZx5swQr+7OjeKaWurl/AWRETnyHEdjuwJ45l+AcnnAscHloac/w6DLQ8lYdV4IcUJIwEkIIU4Xbj+YLrCtEc3KG6Qs301je2pEe3HEnbsoLKwZtapU9Tm0JrwU6CTpP301d4EIhD2V7Gicyq7mJFevKOKeJ4cTovo9BtPLfSd+u8ZIT1Jx52+ahhLD7m1NsrclwafXlGJw/NMYTFPhOEcvia0UDKQVrT1ZvG5Feb4Lj6GxteL+DT386eXeocd+5IISLl2c96bpC2PNOGreEsNQuQ0bN/0cG0rlcqhN9kS5yjDI2Iqfr22jP25jKFhzVj7furuRw/UF9rQk+fD5Jfg8o4cw+b258+iZ1/tYvTiKZTmkMpqKQjcFASVJ38W4orXGRB/14007mjw34Ab8iqYOm/Xb+kc8xu8zMCdg5t2gGz57RSkdg0XYtqY04sJjjt4JsehMvN0t6BfvAcsiM+dSXgtcQKHhwjDAkZojQkxYEnASQojTRNpbhO+8m0k/87OhNtcZl5AJlXL9Sg+b9sSGyioXhV3Mn+pHa7ALpqGX34La+OvcdLqqhTSUXUJDe5Y5Nd1DwSaA6Pb7+NKab/LPjwyyszHOrZeUUX8gQVm+m5XzIxQGx9evr8fKMBT72lIjqhABvLhzkA+vKqbgOPJUpW3Y05pl874YU0t9LJjqJ3zEjIL2Qbj9rv3Ekrl9f0ZtkE+uKcOyNbGBBJ9e5WZLq8ELu9Pc+2wHy+pCx9Wnd5KxDQZSDkGvIuA+epDsMAeIhlx43Qbp7PBdxBXLCnAb+rS9sTBMaOqBN5rigKauKkB1oUJPsv1hadjTZvHgC934vQa3XFzGHzZ0cdPZJk3NPRxZzPLZLX385XVVFEfdTC/34zIVr+4a5JKlBfzm6dzoy31tKX72aK5qptet+OYtU6WSnZiwZlX6yAuYQ9PRAT56YQnmCfghYyy4DE1F5HC07OhfDpbh5XfdZ3HJlWeSzVocTIZo67LxpyxM04PjjC4yIISYGCTgJIQQpwlbQ2bGBXhLZsBgBwTyyUaryeKlIqK487ZaDnSlMQ1FTYlnKMiRVR7suVeQrVxG/0CCDiefjpjB8jkBivb9kRHjpWLdzG+9nzs+/mekUjaRoMlli0PYtn7L0ToTkWGoUVN8gKF8Vsc6SkcpxeObBvjtus6htpoSL9/4yBRSGY2lNfkBg9cbBrlmRa7KXWN7ivXb+nltT5yLpvTwafVz1OadnFsxnyuu/BDf/JMilXU4GYVplYKWPs0P72+itTdDfp6LL1xXyfRi8y2PtYGD36O4aXUpTR0pBpM2c6uDVJd4J/2onrfT2K351l2NQ0E4j0vxjY9OpaZgcgVOdrdm+d69w8UFAl6Tq5YXsal5kIpCLzAy34vfbeBxweeuqeTux9vJ2JqPXVZOY3uSZMbB7VKks8PnTTqrueuJdr5yQ/mp2iQhTqh8P3z7lhq27k8wkLBYNC1EZf4EHN70HgQ8ijNnhvjqbw7iaE06G+N9Z0RZOduHZUmwSYiJTAJOQghxGskqD9nIdIhMH9GutaYwCIXBoyfnNA2NmV+Er8ggmNTMdoNbaYzp58BrD414bHfp2QTcitJQLgF0Njsxf5V9O5blUFHoYVq5j32tw1MRL11aQMTPMc8K60/C/Yeq+h1WVujlic0D/O65TrK25rNXV7Blb4zeWC5PU02pj+tXFjMzGsd8+DvoeG46ndn8OtMHWvjE+75KUZ557J16G4ms4s7fNtEzmAs79g5afO/XTfzzp6YR9h399bSGOVU+Nu6O09yVIhJwURJx5ar0nabT6Twek/Vbu0eM+MpYmic39fLpNcVkMpPjhksZBn/Y0D30/7RyH163wY//cBCAmy8qHVG5rrrEy42rS/nts52ks5r3LYyybksfP3nwILdcXMbUUi83XljKfzzUMuJ1GjvSTJJdJk5TBQE4f14ApdRpEYi3LIeqiOZrH66gsdMi4FVUFyhCgbf+8UIIMTFIwEkIIcS7ZzuE3lQoJx2txX39N7Fe/T3KsembeQVO6VyivskzmumtlIdNbrqwlPrmBC3dGc6YFmR+tR91HBvuaI39ppsLQ8GsqgB3PZ6bLhQJmuSbcT67sINg/ACDjoet2Rm02AFKjZ6hYNPQ+gY6Ob8mTdpUKKXQJ3i+Wm/MHgo2HZbOajoHsoR9b32J4TU1q+YGWTYrhKnAbTindc4dw1D0xa1R7X0xC40BTJ7oifdN+ZiWzQ5z37PDRQl+91wnH1hVgpXNEBuIs2h2Cd+6p3Hos2Tz3hi3rSlnb0uSTXsGuf2jNbT3Z7hoST6VhW5aeix+/3wnqxZE8EspdTHBac1p9bno8bgpDBuUhg1srXAw8R4l35MQYmKRgJMQQohjZmNiF9ahLvtbUllwowiakz/YBOA2NXXlLqYUhzENhdfQx/1LdCSguHBRlCc35arKRkMuOnqHK/1dsiiPkMfiV1sK6UkWcXldhjOTL+IJn09ewD06LKEMBiwPd/76IKX5bq5ZXkhFxDhhNzFBn4HXPXJKk1IQDpjv+FzH0XgPVVw6Hc6Xt5NKWaxcEOWFHQMj2i9YHMXKZt/iWROPdhyuX1HI1DIfAa9JNOTi/e8r4ffPd5HOOiTSDr9Y28a3rtBMDzXxsx3+UefGpj2D1E0JEAmamIZNyBlktec1ojvXkYpOZ83NF5IM5aNPg1EhQkw2fpcDmOTixfIeFmIykICTEEKI46Yd8Jpwul0gOo7GZwCcmGTXSmtuOLeA6hIv67YMMLvaz7RyP4+9kls+v8bPN37TRvZQ/qit++FLF69gYbgbXn0Yz6JLyWx+bGh9+szr+denHfa2pNnbkuSV+kHu/ORUCgMnJi9QxA9/cWUFP/r9waHAwM2rSykMnb7T447VrDIXn7+2kgee78JxNNeeW0RdhQ89mbKGK/D7TTZs76e9NxdICwdMblpdyv882gpAQZ6LcEUpWwer0So2ahWmkatAd8WyAmJJh+AbD+PZ+iA24G7eidr3HP4P3kma6KncMiGEEEIchQSchBBCiHEk5IEL54c4f34eoDnY6zCj0k9LV5q97dmhYNNhv91ssOTaKPa+VzFmLMO84iv09gwSKinnrteD7GweHiGVsTQNbRkKpx09V9d7pmFRrZd/+lQtnf0W+XkuSvIMDAk2vWdeE5ZN97JwWjVag9+0cSZRyT6lFLvasmzdnxgKNgEMJGyau1IsnxOmMOziwsVRLA3/8r8N3HJJ2YiS6ErBBYuiFIVdlIUV2f5uPNsfGfE6OtEP3U1QNvEDTj4ji0r0og0TO1BE1pL3lRBCiIlFAk5CCCHEWFOKgVQuZ1OeD7SjUWiaehy+/vP9XLK0gJXzI6ijBHLchsbMJhlcfCNNvnnEBvIZNANUKQ+vNrWMerxpntiqZwZQHFIUhw4nzZGb4mOlNXiwQXFCRsyNJ7E03PdcFwWh0Zee+9tSfP3GKpR20I7mtf1pMpbmwQ1dfOKyXM4mx4GLz8ynusA4lNwG3C6DXERq5PpylSIntkCmi+yrf0BvfxLcXjjnJszpK7BdgbHumhBCCPGuTe4am0IIIcQ4l8gq7n2ul7/8yV6+e+8B1u2Ik7YVhqF4uT5XIn7tKz38cm0bU0r8+Dwjv7o/vMQh3n6QHzacyR1rDX74SD8/e7QVt8vgynMKRzw2EnRRW3qCRjcJ8R4kMg57DiaZVuEfteyChVGUYw/lXTIPBYw6+rL89JFW3jiQoHsgS1nEHJnwK1CAXnLdiHWpvGJUQfXJ25BTwOVSWPXr0dsez81XziRh3U+ha/9Yd00IIYR4T2SEkxBCCDFGlFK8vDvO9oZ+7rw8TVnmDQxPBOK1EK0kHDQJeA2KIm4qizw8+VoP374hxMbdKXpSivOq00zbexe7Z3yUHQdyU+cWVru5dUEfhTvvZuqUeVR+aA4v1Ccpjno4qy5E1De5RyC5XLmAnGUdfYiQYSiUAtue3PthvIkEDEqibhpaU1x5TiFrX+nBdjRrlhWyeFpgRCL7qSVeIkEX/Ycq97V2Z/jQqmK8pnNEEnGNMf9SjKIp6L0vYhTXYk5fRtwVObUbd4L57BiZN54Z1W4d3IG3egGZzOSpWiiEEGJyk4CTEEIIMUYcFM9u7edL5yao1s1YPXuw9xzEXb0Ac+75LJo+hWRG09Kd4YKFUb5zTyNramyub/8xyuXBee4AoEnMCgO9+D0Gfz6/hei6f829wPaHme8Ps/BDd5Lx5eFM4iCLiY2/vwFrcy6nj2/RGnT+gqHlloYD3Q7NXWkCPpPKQjelecZRpymKE89jaL50QxX/8rtm9rfD+1eVMK8mwJQCA46oKBfxab55SzWb98bp7MuydFYeNcXmUasZZs0AVC7FrF5G1tGTooy85fKhC6qhr21Eu84rlUCpEEKICUUCTkIIIcQYMZXmffNCVBm7SD1/HzoxAEC6sxFXcpCnsu/n4ddy0+pchqK2zMcP12f5wRWfJW/PoxihAlxTF1Lh7sVQsHqum4JtvxmR0kYnBzDb38CpWj4GW3jq+PsbSP3260P/W7s24LrxOxCaDkrxzNY4v3x8+Ab+0qUFXLAoQkV44uf7mShKQvCtm6fQn3AIeA1CHoam0R2pwA+rF4RQKlcN8p3Y9uRJepXKmviW3YDVvDU3nQ7QBTWYVXMn1XYKIYSY/CSHkxBCCDFGHEezrC6EslJDwabDrB3rmF0wXBZ+w45+LllaQDKj2d+ZxelpQVtpUuvupuyV/8vXL3dRHDbQVnr0C1mZ0W0TlKkcgul2gt07CKbaMHFQpovs1idGPTa96U+4XAa9Cc2vnhw5WmTtqz00d2YwTLkUOpU8hqY4pAi633k0ktb6XQWbJqNMpAbjA9/HufTL2Jd/DeeKr0Kw8J2fKIQQQowjMsJJCCGEGEMBt0LlFY1eYLrIOgaQy9di2ZpfPdHO7bfUkp9pwd7YmEsoDKjeZma/8PfMvun/4Ku+Dd3VCC4PdnsD2d0vQsmMU7hFJ4+hNL6Dr5D+04/AsUEZeC/9HPd3zeNyR+V+RQsW0L74kxzIFuLx+6hOapJphyMHhmgN6ayMFhHjk+NAJlAK1aXDjUfE3kwFfh1Dm24SjveoUw6FEEKIsSQBJyGEEGKMOUXTUcW16M6G4cal72d9gxdIDDUtnB6kJKRQuhB19ofQL/56aJmx9HrMpo0kn/rpUJt79kr8H/k+cX/lqJvViciX7ib92L/lgk0A2iGz9v9Sc863sWevxti1jqZlX+Ibj5hkLRuIUxJt4ms3VlMUcdPVnx1aV8hvUlvmw3mXU5RMU0n+HDFu+K0+7M2PkNr6GCqYj+u8T2CVzUUrubQXQggxfsi3khBCCDHGku58us75It72bfgGDzBQMI9HD5Zy1YoSqksH2bY/wbnzw5w9K4RLOXT2ZXikbSmrz51G2OkhZubjyiug9PGvjVhv9o31GIuuwPGN0YadaMn+0dMDHYvqvBTffzaPT1/xA+7baJC1kkOLO/qy7GpO8rUPT+EnD7Wy+2CS6hIvt60ppyJq8E6ROH+2D9W6Fd22F6N6AVZxHWkzdBI2Toh3xzTA2fIYzqYHAdD9bfDQ9+D670Jh7Rj3TgghhBgmASchhBBijCml+M/nNQ2t04mG6mjvy+A4Fv12D5+/qoQbVuSDzuW88WZ76etJsnZrmrVbg0AQgK9elKD0aLma0gnIO7Xbc9IECsAbyG3TYW4vaU8BOw/EuX97lLb+xKintfVmOHe2n6+8v5JERhPyG3iweadgk1fHsR//Ec7BnbmG1x9FLbqS7JKP4JbcT2KM+HWC9PbHj2jVWB378ZfPIpPJHvV5QgghxKkmV0tCCCHEGHMczdmz80hmHFp7MjiHZnktmh7Cshy044xIsBxMd41ax/aeIEbJ9JGNHj86Un4yu35KJT0F+K78CsqXG2GkfCE8V3yFnb15FIZdbNkX46y68KjnVRR62dVm8bWfN/LFn+zlh/e30JscXZ3OMBTGm66MXAOtw8GmQ/Trj9DdfBBtyCWUGBuO4YbQ6LxvtieEMxnmzgohhJg05GpJCCGEGGNaa5bOCLFoenCobfncMAum+kYlAk6786kIJLlkgWdEeyiah3vNFzCnLwVlYJROx3fDP5D0FJyKTTgltNbEC+fiuvGf8dx4J64b/4lkyQKWzQ7y+WurcDQk0g6XLyvA5zEoDLu4+aJSokGTO37VOJTDadv+OP/+cAv24csgBU29mj9sHODhV2Mc7NcYhgLbOkonHHoH0rT02qdwy4UYlrDdGOd9DNTwZbwuqIbi6ViZo5yzQgghxBiRKXVCCCHEOJDn1fzl1WV0DToYCgpCBi41erSCrcFbNZ+bQp2smOajM+2jrChARZGPuBHGvfqLeFbFsUwfMbyTIln4m2mtSboiEIocbsCtYHqxwZ2fqKFjwKatN8MN5xXTM5hl7Ss93Hxx2agqdTubkvQnHAoC0NDp8M279w+NLLt/veIfbqllZqQCFS5BD3QMPc+uWcr6Jj8XV2hg9CgpIU4Fu2QW+v13YnU1YZt+nKJaXKHoWHdLCCGEGEECTkIIIcQ44VKasvDhIMZbR4rSZhBVGGRWqcEMR+M4w4/NahdZM3KSewpKwUBa0dydxeM2qCp04VXvruLbyaA1BNyaqYUGRXl+mrsy1JT6uHxplP7E6NFIeQETn1vhcise2dg5FGwCSGc1L+7oZ+p5+airvo61+VG8HTsYrDyb14wlHKxXlBe4ARnlJMaG5RgQnYK3pBalNOm0nItCCCHGHwk4CSGEEBOUZY1dgKelH759935iqdyN7pmz8rhtdT7RoIsx7BYAIY9mdoWb4uI8OjsH8XtcXLgoylOb+4BcsOzTV5YT9IDGIJYa3eFY0kYphRUspWvRLext6ue5nSkqirx85pp8vEpu8MXYy8gUOiGEEOOYBJyEEEII8Z5oZfCrJ1uHgk0Ar+4aZNW8IOfEH8KccxFpMzSGPRzJY2g+sqqQ8xdGGIjblOa7Kckz0FpjZy0uOTOf7fvjI56zYl6EbDa3fUUBiM7JZ94MRZ5Xo4+cnyeEEEIIIUaRgJMQQggh3pOMBftaU6Pa2/psnOaXcYeLydScOyrh+VjymJqphSYUmodahjs3p8rLX15XxcMvduNyKa5ZUci0EteIx7i0Q8gFWgY2CSGEEEK8KxJwEkIIIcR74vfAmbNCPLulf0R7RYELvaMTa8fTuGpXkrXHUcTpbfhMzVnTPCyqrcJQYGibSZdtXQghhBDiFDPe+SFCCCGEEMMc2+Gq5UXUTQkA4HYprl9ZRA1N6MQARkktE23Smdbgwj4UbBJCCCGEEMdLRjgJIYQQ4j0rCWr+8toKOvsyuJ0UpX1bCDzxY5Q/jDH3QuwJMrpJCCGEEEKcHBJwEkIIIcQxyXM75BW7CGSzKBWEK7+MLqgm7i4c664JIYQQQogxJgEnIYQQQhyXhDsfSvLHuhtCCCGEEGIckRxOQgghhBBCCCGEEOKEkoCTEEIIIYQQQgghhDihJOAkhBBCCCGEEEIIIU4oCTgJIYQQQgghhBBCiBNKAk5CCCGEEEIIIYQQ4oSSgJMQQghxnAxDodRY90IIIYQQQojxwzXWHRBCCCEmKo+TxN29B6fpdYzCKejKBSTcBWPdLSGEEEIIIcacBJyEEEKIY2Aa4Kp/mvS6Xw61qaJqfNfdTpwQbsPBccawg0IIIYQQQowhCTgJIYQQx8CT6SWz4TdD/zvFM2hb8dc8sS7NtsZezq7L44KFEcJePYa9FJOVRtGb0HQPWhTkuSgIKBRyrgkhhBBi/Bg3Aae6urrPA58FsoBdX1+/6FB7APgZcCZgAV+ur69/aMw6KoQQQgBKO2BnAbDL5/PGwi/w3w/309abAaC5M82OpgRfvqEct5JAgDgxlFIoAzY1pPnh/c3YDhgGfOaqCs6a7pegkxBCCCHGjXGRNLyuru564APAWfX19QuAS9+0+MvAQH19/QzgKuCndXV1oTHophBCCDEk48nHvfwD+M6/Fe/sFbi0PRRsOmxnU4LuQZlXJ46fUhBMtuLf8SCejXdRmd5FXXnud0PHgZ/8sYXehASbhBBCCDF+jIuAE/DXwO319fWDAPX19e1vWvYh4D8Ote8GXgHWnPIeCiGEEG9iY+Aqqib1zC+wnv5P/IONR32cyzzFHROTUiDZRvq3XyOz/ldYrz1E2TN38NnFnXhcufKItgP9CXuMeymEEEIIMWy8TKmbC5xTV1d3B+AB/qO+vv6/Di2rBt58Fd8ETDmWFykuzjuuToqJTY7/6U2O/+ntZBx/J9bLwFP/M/R/WdfLLK29lFcaskNtly4tYFpFEK9Hok5jZbK891OvPAOZ5Ii2gh2/Y2Xd53hqewqvW1FR5KO42De0vKUrTX1zgkTKZnqFnxmVAVymOsU9H1uT5fiLYyPH//Qmx//0Jsd/fDglAae6urrXyAWOjqYUMMkFkVYCRcDzdXV19fX19etOZD86OwdP5OrEBFJcnCfH/zQmx//0drKOf3FrA8kAACAASURBVMCKoeO9YLqJLf4Ire5qPjjLz7kL8tl2IMsZ04LMrvQw0J844a892bkMB5eVxHL5sZxjH4w90d77SuVyNDmOHtXuTadHP95O43VpQj6Tv7qhEp/K0tmZC3gOpOHb9xygvTf3v6Hg72+uYVrR6RP8nGjHX5xYcvxPb3L8T29y/E8dw1AUFr51xqNTEnCqr69f8nbL6+rqmoBf19fXO0BHXV3d48AyYB25EU01QOehh1cDT5/E7gohxKTmoEhlwedWGEh+oWOVcYdxzb+Q1oJlfHtdhK4BGxjgrDqHj11SRtjjoE9iSp2UpWjqytIXt6go8FCeb2JOgoTRwXQ79isPYDduxlW9ELXsRhriYQ52Z4iEXFQWenEZEHQ7owIzE5VG0R3XtPdbtHaniYZcFIbdKK2pKHDhMTSZ4tkYhgnO8LS5zMLrOLewnKvOM1GGYtuBNKmsw5RiDwe7MkPBJgBHwy8fb+eL11UR9cn7XgghhBAn33iZUncPcBmwrq6uLgicBzxwaNl9wJ8Dr9TV1c0EzgJuHJNeCiHEBNcZh1+sbWN7Y5wFtUFuubiUosBY92pisrSBa9mH+cNTcboG4kPtL9fHWFAbZ9nMAAH3yQmIZBzF2s391B9Isr0xjuPAZ6+uYPks/4QOwvicOJmH7kT3tABgH9zJut0OP3lsP5VFXi4/u5B7n+6gP25x2VmFvG9eCL9r4m7vYW0Dmj2tSf7r4dahtopCD2fPCfPMFoubzi8k5p2Cff43KGl4BFeqn55pl/JgwxRuqDVAKb51dxMHunJJ6wNexYcuKB31On0xi6de7+PSJRGCJ+ncFEIIIYQ4bLwkDf9XYEpdXd12YCNwd319/eOHlv0jEK2rq9sDPAT82eHk4kIIId69pKX4zj1NbGmIYzuweW+c7997gJR9euV0OVEMBSn87GzOjlrW3JmmqTtLV1xjH+WrNuMYHOxzaOlzyDrvbf87wN72LPUHcvl8Pn5pOTMq/PzssTYGUse0KeOGEWsfCjYpX4jW8/+enz09AMDFZ+bz34+0sK81RfeAxa+ebGfd9hiGMfHOX6VyQcOUrXCUoi9u8Yfnu0Y8pqU7Q9Bn8tTmPlr7LCIBkwNU0T7tKmIzLyVlhrj2nCiPvdzFTx9t54LFBZw5K5evIj9kUluoUEfsmnPnR3h+Wz8d/dap2lQhhBBCnMbGxQin+vr6JHDzWyyLAx84tT0SQojJp6Pfomdw5I1mR1+WzgGbKfnj5feHicFv9aF2P0tXYAZnzqzkoZd6RiwvzXezZW+c1/YMUlHo4ZaLSon6ciNKBtLw4wdb2Hkgl9tpQW2Qv7iilJAnl7+nJ6Fp7cni8xhUFLjwmSNHojR22Xzv101D/29tiPPJNeX896OtZCydK70xQSmXd+jv1mVfYFt3kFRmALdLEUvaHDl465GXujl/QQjvBDp9HeCNg1l+9lg7gwmLK88pZNH0EANHqTDnHJr5Fks5uAw4z7eN1CM/BCAAuGafx9XVy3nFV8i/PTnIB1eV0NyR4qsruohu+He+cfmn+fnLBv1xm9WLoyTTms7+LH6PgVKc1CmfQgghhBDjIuAkhBDi5AsHTVYvzqd7IMuWfTEcnRtpEfBMoLv1ccClHPTLv6U9PI+/XxvksrPczKkOsLMpgaHgyrPzsaws18zs5xrf66A16c4FqJppoBUbd8WGgk2QCxht2pfkfXP8NPc53P7L/aSzuUjAGbVBPnNlGX63ImlpPC6Tta92jerTloYYa84qIOJXMIHzOGUCJZhnXIbT8DIvdeZzMBFnXk2AnQcSeFyjz9NIyIVrgg1wOtjr8P17Dwz9/9tnO8nPc7HqjAiPvdI71G4Y4HYpXKaiLOrGm+kl9eR/jliX9cZzhEpqWLbrbj6+4os8tq2fv702QuHjP0APdDJ7wzf41szzsbxRYgWz+dKDXr54fRWtPVm2N2aZWeGjssCFqSbuOSOEEEKI8UsCTkIIcRqIZ+HFN2JsbYhRmu/hU1dU8JtnOrh4cZT84MQOUpxqnnQvmfoNvLHwMnoGLe55qp0V8yJ8ZHUpYb/BitgjBGvnk37gDrBz0+2Cxm/xfPA7ZPKn8eru2Kh1vr43xnlzQ/zy8eahYBPAloY4e9szPLmpl7ICD8mUg1K5qVJLZ+Uxo9JPPOWQzthcs7wQU40eJTORZHGjlnyAePk59O7x8vz2Ab764RpCm3rQWlMUcdPVn9unSsHNF5VOqGCJUtA9YHFWXR5b9sVJZ3NDmB5Y38VXPliNx2Wwbms/hWEXFy0p4PmtvXz9pmoKgqASKUgfpeKhbWH0tzA/rwvfinm0tnZSNnAoKGml8ex8DA/gWf1F7vj42fzkoRYOdAxXvPvSDVUsnupFy3AnIYQQQpxgEnASQohJynIUB3stBpM2WxsS/Onl3LSvjr4s9QcS/MMtUykNKwwJNr17ClK2iekNMpgeHlqzYXs/G7b3U5bvYcUiE71r/VCwCQDHxtnyKKz6LMtmhdi+P47bVHxypclMXwdF4X68KZO2nsyol2zqSLNlX5x5NUHueqmdT15ezsxKPy/XD/LrpzqIBE0+saYcnzk5Ko9pd5DBgtnMrs2wdvMg37u3kVsvKaO2zMcZ00Ic6EyTSNnMqvJTFTWYKMFSjaKxy+apzb3EUw4fWFXMG00JXtk1SHHETWlYccPKAq44Ox+vSxFPOZw1I4DPlat2aPvzMcpn4rTuHl6p6QbDzP0ZKeG+RzuoiCrOmHYO5r4X3vTqirivjJaezIhgE8D/PNbGD26rwWeegp0wQWgMbEfjcemhaY1CCCGEeO9kHoUQQkxCSinWvxHnG79oZH97hrWvjswxlLE0vQNZZDbde7O/y+Fv74sRm3MVs6OjRypdMR+8ndvR6fioZTrZDzgsnRli4fQgf70aztv1A8o2/BOuR+/Eue/vuP2K0fPDfB6DgjzXUHLs3QeTbG2Is21/7jX64zY//F0z7QOT5864LE+RHzL5zNWV1JT4ePzVXpq70hTlKZbP9HLh/ABV0Yk1Mq+13+EffrmfzXvj7D6Y5O4n2pldHSDoM7jxwhJwHAzHJmA6mNom7NV4TWcoz1JGefFe+nnMmoUAGNEy/Bd8jPSmR8HjJ+MvoqMvy+b9GbaWXodVew6gUKFCelf9NdviJWSyo/dXLGljT55T57gopeiIwYu7EzzwUh/rdibpTU2wOZtCCCHEOCIjnIQQYhyLZRQHuzMYhqKy0E3giBLwllbYWhFwa/ShnEy2relLau56oh2AdNYh4DMZPCIpscctN1LvRVYb/NefDnKwK8PPD8zlA/NTfP2GfH71fIKBhM01Zxgszz6L3bgN88q/hvoNI55vz1uDZWnyvPBX15YT2P4gVmw4H5NODFDc8hwXLbmcJ17rJeA1uOXiMjwuxaIZeQQPDUEpL/Bw79MdI9atNbT1ZigLe5kMtNbUFpvk+Qw+uaaMoM8gGgATPSETXSuleP1Q3rQ327C9n+/dVptLKP822xXPKl5vSLJhh+ayhZ9l2aoEZn8b6Zfuw6yag3vpteS5/URDLvpiFj9Ya7Gk9gOsPOs6KsoifPv+Pj5xmUk2a+M2FVl7+MUuOyufkBe0BJ3oS8HL9TF+8+zw+6u2zMfffrBy1GevEEIIId6ZBJyEEGKc6knA7Xc30hfLVZarKPTw1Q9NIeLTgGJPh8Uvn2jHcTS3XlJKJgsDCZuSqIvCPBdZK3eDtG5LH1edU8Q9T7UPrXtKsYcpRR4O3+X2JnOBqXDAxO8CNYFGjpwMGccgnnYIeBVeI7cvLFvT2p2b8vb8bovnd7sojcb44nUVVHr68L18F073AVwXfZrnuiuZueorFNY/CI5FT93VEJlFNgGtvVlKom4CXQ2jXtfVvY9Ifm7Ey+LpIaIBg6//vJGO/iy7ynzcekkZfTGL0nwP7b0jp9/l+SfXnCgDKMlTwGQIjGq8Rwnw+r0GUd/bl4vTSnH/hh4efzWXUHzLvjhlBR6+fcsS8q6ai2W4STmKgNJ84dpKvndvExlLs2l/mhnVxWQH3bhdBn1xi4df7OYTa8pZt6WPzr4sFy2JsmpBGH1kJOw01Z+w+eOLI5PyN7SlONCVpa5MLpmFEEKI90q+PYUQYhwyDMUTm3qHgk0ALd0ZNu+Lc/68AAf7bL79q0a0hr+4soKufpu7nmgjlsyNYnrfGRE+fH4x9z7TSW/M4vW9MW5bU04iZVMSdTOr0kfQrVEK9rZniAzsobLpcZSVRi+4AsrqsNXp9xWhFLQOwI//cIDGjjTlBR4+f00FUwoM/G7F+xZEePr1PhbPCDGrMkBLdwbDMCBYiHPB51DaJqm8VAxoHtrsI1r6edp6Miz2FxGKmfzL/+5n2ewwRWE3hVVn46l/fsTrd1es5E/P9ZJIO8yrDtDcZdFxKEn2/rYU3QOdXLQknz+7opzv3tM4NBXqnDl5VBa6mUhTzE4nWucqDvo9BsnM8FCiD5xX/I5Di/rimpfrB1Fviku19WRo7soyvcQDDqRtRUuPhcvUfOOjU9nemMsR9uLOAXpjFl/7SA0/uLeJnkGL/3qkhUuX5PO5qysIex1JFv4mhlKkMqOPR8aSfSSEEEIci9PvbkIIISYAjWLXweSo9n1tKS5cEGJPSxKtYeG0IAGfwcMv9QwFmwDWbenn6zfVcP4ZEV56YxAF1FX6qIiqQ0lwczdQ/SnIG2ig9Jk7hm58VeNruK/7BsmieadgS8eXRFbx/Xsb6RnMBfpaezLccU8T//jJWvK8DjecW8iSmXmsfbWH3zzbwdRSH47OTZnKaBfgYjCtqG+K09CWpjDs5uoVFTR3pnlgfSc3XljKnzZ2s6HfomJ1Leeu+AjWxv8F7ZCedxVP9k4jkbaZUeGjNGLS3D3y5ncwYfOHDV2sXhjmnz41jdaeDEG/SUW+C68pN8XjWXEI7vjYVDbvixNP2SydGaIi/+2TqCWyisauNMvnhCmOethzMMGGHQO5hYcGTMUyih/9voX65iSXnFnA5r2DdPRlR6ynqy/DHR+robEjjctUVBW68bucCTk98WQqCpusmBdh/bb+oTafx6D6TaNBhRBCCPHuScBJCCHGI+2wakGUXc0jg05nzcrDth2CPoOV8yMUhf8fe/cdJ8V933/8NbN9b/d6hzvuaANCFAFCIIR6QdVWL7asastxYv8cxyVx4ibZsSI5SvKzE8f+ucuSLcsqUTeSJYRQQQJJCBAMIMpRrve6beb3xy4Hx4FKfNwd3Pv5eOih25nZ2e/dl92dfe/3+/n68HoMttcNDqdaOxPcdE4h155eiN8DHsPF4yYJxttxvAFingixBOQ3vD5olIXz5mP4zp9BIjXotMe05s5Uf9i0T0/MobEjSbTIQ9Bv8PDKRrbV9gHp6Ta3/3Yn99xWTW7YQyzuYu/pZVtdjImlQcoKAvzfR3bzqXNKmTc1m188Xdtfx+c/numk9rTTuPL6U0k6Lu/Wh9j2Vgc3npvF/ClZBDwu5fk+xhf62d20f/rcRQsKyAkauK5LQZY/s1Ufhkc7102HTufOjmAY4HzANLa4Y/CTp+t4a+v+AvTnzc9nUlmIeDJFeZ4XcLH39GFnXieCAZOevsEjdBo7Emze08MpM7IpiZoa1XQYQdPhylMLKcrx8dL6diYUB7jqtGJyQ8NTO8wwDDwek1QqpTBQRESOCQqcRERGIdeFeZPD7Doxn2VrWvAYBpeeUsiUsvQ37VPKgrT3pPjNs3V826ri+OoIazZ3DjhHfrYPw3UJZV7psxJNJFf8kvi2NRhZebgXfoOeZAltJecwLquM7LfuhURmyXTP2Hx7yAqaeD0GyQOKKhsGREPpkSitXan+sAkg4DO55owSnl7dxq7GPs6am8//fWTPgP3XnllMS2d6xMnBGcMjK1s4c/ZEwn6X4yoMppSHCfnAzazFHvK6fO2q8aze2o29q5eF06JMrwgqMDiKuUBrj0vI7SPH04PrDxMjOOi4urbUgLAJ4Nk3W/j7ayopy/US8rqYpsHuxlj//tc3dnDa7FyeXNXcv83rSY9qfPTlZp5+vYXbb6gmP8sg6D06C7AfaXlBl8sXZXPhghx8Jhju8PydOmLwxpYu1r7XzQIrypyJYSJ+dZCIiBzdxuYnChGRo0DY53LdqXlcdGIeGG7/qBaA3DB09yZxHNi2t48rTi2ipT3B9vo+vB6Djy0uZNWmDqqL8vEaLj4jSXLlb0htWwNAx+Tz+O/nkry1cycAOVlT+PZZX6PkhdsB8M27hK4xNroJIC9scPN5pfz0qdr+bdedUUxBxARcAn4Dv9for+ly6eJCHl7ZQHt3ihOtKI+9MrDgcCzh0NaVZGJZiKDf5bgJYWZVR+iJO7y4to2Q38TvNdjRnOIXz9RS2xLntFm5fGxhPtFA+jFygnD2zAjnzYmSTDpoNNPRK+EYvLKpm2mBvRSs+wXJxm2YRVVEz/0cXVmVA4KNRHLwSCXHgYKIh5zgvtsu0yvD/fvrWuMkki7XnlnC8rWtFER9LD4+h4deagQglnB5bVMHq+1Obj2/lIlFHoVOh+A44Dfef+XAoRR30tMit2SmUb/9XhcLp2dz29IiPIY6SEREjl4KnERERjPXJTu478f9Hzwcx2VCcXpHV0+Knz6xhwXTczhvQT7dvSmKcn386NEmLjs5H68XfIlO4ltfT9/Z9LA1NJu3du6fOtbeneKPm/P5/Ck34R83md7squH6DUcX1+VkK8yk8mqa2hMUZHspzjYxM588c0Nw43ml/PTJdCBlegzau9PJnM9j9K8MeNApCQYMPIbJ4hk5rLY72V7XyyWLCpk8LsjmvXF+8OCu/lFVy9a00pdwuP7MIvweNzPCwiWpwsVHvb2tSVKdzYxfew9uVwsATuMO+h75LtGLv0pfZBxxMwRAaZ6PvIiX1q4kS+fnM3tSeipeTtgL7E+Dq4p8XHdGMQ+uaCSRcunuS3L54nzOmpXNAy818f+e3DtgZJ3rQktngu/eX8MPPl1NXmg4/wJyKPVtqf6waZ/XNnZwxSkFlGW7BHobIdGLk1VEn5k1Qq0UERH56BQ4iYgcpSaVBVg4PYrXa7C9Lsb2uob+fXMmRbji1CLCmYXL+gjgyS7C7WjECGSxt9MLDCwsbNcmWGmdxpxICP8YHkVjGi5l2QZl2f5B+1wHFk0NU1VcRV1bAq+5f6n7N7d2ceWpRWyv2z/lzjTBqghTFIan3+zgdbuTiqIAV59Rwn3P1XPL+aU0ticHTOEDWLmunaqSIDvq+7h8cSF5obHbH8eS+tYEVeGO/rBpH7enA2f3egz/DlabS/B5DSaV+vnmJytp63Z48Z02/uvxPVSVBDlrbh4zxvvISzVDKo4/VMjSuVEWTY+QciE3bGC6DoaRXhnv2TWt/Y/j8xjkRXx0Z+o8NbQlyQvpUnC0inpjBDYsI/7K78F1MHLLiFzyNboCpSPdNBERkQ/l/ZdHERGRUSvL5/KZpSWHLD5c2xJn8XHZ4KbrvDy3yaV57i1gmLi9nUzMjQ26z/ypUV5a1059+xicS/cReAyX8Xkmi6rAKoiTH/EA0Bd32LCzm89dUs70yjBzp0S59fxygm439y9vYtmaVtq6kqzb3s29z9Zx09JSTNOkKMc36DGi4fTIlhXvtHPnH3YRSxmDjpGjT37USy9BMA6+/DLA9OC8+ns6Ght5aGUTa97rxcXgjy81snxtG509KdZt72bT5gaiGx8jfu8Xif/2SxjP3EVWrImcIOSHwMyMhHRdOG58gH+4poITJkdYPCOHG5eW8dirjf2Puq82mYyskhwPS47PIRzY3x+LjsumILaL+Mv39y/q4LbVknjpN/iM5OFOJSIiMqroay0RkaOY13A47oAaLvucMSeXnKCL40AsCX9a3coyN49bTr6DQqeB3GiQK5dEeeSVFpIplxlVWRTl+IiGvarp8iH43Bie1Q8QXf8c3z71C7zSXMr2dh9LKnqx+tZjLZxMs7eEiNGLicMbW3oG3L8n5tAbd/jZU3s4b34+sydmcVxxgpKsFKtqvEypyuN/XkkHA7XNcRo7UozPO3w4EHcM2rodgn6DnCDqw1GqotDHn3flM+WEawm/eV//dv8JS0lsWQWuS1m+nxmpAL/6Uy1Xn17Chh0DC4efM74JZ+Xv+m+ndq3HXPsEnpM+RcoZGEz6TJfp5T5mXl7Gxt0x7rivpn/fRScVUJztQTXBjhSD7oRBhC78fg8xN3DIo3qTBpv3xPB5Da46rZiA3wTXZU51GKPeHnR8audafMkeEp7sI/0LiIiI/MUUOImIHOUqCrzcdlEZ9z5bT1/C4ewT8jh1RrR/5JPPAxVFAV63O7njGQMoAeL8/SVxvnRpKbtbHLbV9nLvc/UAzKicMHK/zFGgqRsCjdvIe/spAApf+gEfixbgKZmEGS8i/uaTRMLZvD35G8ydGMDuyCbgayeWGPjBPhZPj1pYv72D753ZRmDlT3C7mjmpai47Itdxb8/+kWZ+3+FHOLX0wL89spud9TECPoObl5ayYHJYxYZHoYDH5dy5+fT0nEPuxKmYdZvA4yW5Yy2puq24i2+ESD5PPp4OhhzHJRrysGBaNjlZXjbs7CTas2HQeZNbXsM37wpSh6nvk0ykmFTs5e5PV1PfliAvy0tpronX1L+RI6ErbrC7pp5Jba/g3fwMbiiHrFNvoK9gGqkDJhe4GDz6aitPv7F/iqVVEeYrl5fhN13IKhh0bnPcNFKedOEtwzDojEFHT4rssIdoAK1gKSIio4rGUouIHOV8psuSaWH+9TPV/PBzk/jk6fkDltPuisHZ8/IJ+ve/5FcW+hhf4OP/PdPI/c/X89rGjv59O+v7MDSD65C6Ewa331dDsrN1wHa3s5nk1tcxQxEwTFrn38o7DX5ajEKSDlxxavGA42dMyKK2JQ7AzSfG8f/pTtyu9FL27o43qdh0L4umpEdEnH9iHoVZh367djD4xbJ6dtanp0jGEi4/fryW+g5NixytvKZLdiRIb76FU7WAzuZWHEw6lnyB+2tnsHn3/uLRW/f2cMsFZbxb082Tq5qZWBqmd/LZGIGBwZJZNpWUJ/i+j2saUBI1mFXhpyLfxKcrwCPCNA3e3tbNpPZXCb31e9zuNpymncQevgOzrYaNexO09AIGtPa4PLN6YD0ve1cPda3pKXPJvAn45l7Uv88I5+A/7Sbi+DAM2FyX4Cs/287f/2IHX/3ZDrbUJzH04i0iIqOIRjiJiBwDHMcla18poAFfcBs8/HIzr9udXL6kCNdNj5Y5cUqESBAmlMRo7RpYD6Qgx6cpWYdR15qgrStJm6eQooP2meUW3fnT2XLy7fxqlZ/LT8/jT2taeGVDB3MmRbjh3FJicYeA32TKuBD/9MvtABQ6jf01WvrPtXstX7wqzjVLSghFIpiHGa3UE4d3tnUP2l7fmqA859BTeGR0cF3oCJbz45ZzWXRcDv/9+F7iyQTXn+PpP+b46gj/8fDu/ufj02+0kEjlsfS8uxm37Ku4fV0YoWx8C6+my/Uc5pFkOMVT4PS0E9687KDJii7dNZu550WXlAP/9IlKcsMml88LUBx1eGGLwcbd6RAaA2o7XN7cmmRc7iXMv+o0Ak4PTrSUbl8OuNDWB3f9YTexRPq1o6svxQ8e3MXdt1YT1VNfRERGCQVOIiLHsI4+eP7tNhwX7vtzff/2srwKppenl1PftGsnfZnpXdMqwkwqHbw6m6QFMsNC7n0ryJdP+TzZb/wcYj0YRVVsnXojLbFx/NufduO6SUwMXtmQHjn29ntdvP1eF7kRD5edUkQy5XLdmSU89FLjIZc5N7Ly8GxdSUlLLcYZt9FHzmHaY1BZHKCmYWAR+NyI3t6PBj7T5aw5uWza3Uc8mY4n9jTFmD81ypotnfTFnUHh78vr2ynILiDv0nvIje3GySmn25erUkyjhM9j4A8EcMO5kBm1uE/CEyaZSgdOj6yo55untnBF3U9xNjdxinU6q6cv5b7VJi4mX//FdlKZHNrrMfjeTVMp8xrggmmaxBMOqYMWjOiJObR2J4kGFD6KiMjooCtSEZFjWDBgctyEMBt29gz44OrzpKddlOWY3HVrFXubEwR8BuX5PkJefXI9nOIcDydNi7JqUyf/+HIFV875FlYJrK0PsmWbh2mVKe64sZq3tnYecpRYW1cKqyLM7sY4pgnXnllCTyQHZ+IizG2vpg8yTIILPk7fqw/i9nURaLChfMEh2+MzHD57URm3/7amPzRcOj+PcXlelECMfq4LU8v9+HweHn25CYDn32pl4fRsvnRFBe4hVqDMz/bR0JagMZmLr+C4zImGs9XyflzHYXJVPi3Ba8h/4fv9oxeN7GI2JipIOenprpdP7yL26D/vH9246XkWznCpvPxTPLyqpT9sAkimXJa/084nTstnW0OC/3mlgXjS5fpzSlm1sZ13d6YXJfB7DbLDCptERGT0UOAkInIMclyD7U1JnlrVSCTk5dYLynn69WZ2N8aoLg0wrsAHuLiuS24Qcscdcj6eHMRvutx0TjGnz85ld2OMHo/J79f3MK0iTHNnBz9/upaAz+CTZ5UwqcxP0G/2B0EAn7mwnIdWNPK63UnIb3LxokIesuNMyL6UT37sHAKt28AwiK1dhtvXBYDTuANz/En9ReAPVpHn4e5b08Wgs4ImJTkevCoYftTwGjC5yMPXr63kF8/U0dGTpKIowORSP7hQVRJgR6ZGl2nA+Sfm8+CKBq5YXICer6NTUQR6Ko4nddn38bVsxwyGWdlUzH+9uP+1oMrfNGgqbXLjCipmnkssERl0zu7eFA2dDt/89c7+beu2d3Pz0jLsXT0YhsHnPz6O3BD6ZyEiIqOGAicRkWPQe41J7vjt/g8mqzZ18NWrKunpSzJtfEijmP4CYZ/LjHE+Jpf5+cavd5Eb8WLv6mFTTXqUQSzh8vNn6ph4YxXfwWRmrwAAIABJREFUvn4CP3umlu21fVy4IJ+a+j5etzsB6I07/OHFBm44t5RfL+vmpDlTmN67jsQbjwx4PLPMOmzYBOlVqXKCkFO67y1dfXu0MQyYXu7luzdUkHIg7Kd/dNNXrxzPpj19NLYnCPhMlq1p4bYLy8kJgeN8wIllRLguhPwGbv4E4vkTcACfEyfg20sy5TKpLEgoO5vEQfczs4ug8T0uW3I2J8/IoTfmEAl7qKnvY8aEMM+92Tbosd7c0sH3b6nG7zXID0PSMWjoSBFLuJTmevVaLyIiI0qBk4jIMcbrNXnytYYB21wX1m7r4vrT80il9AFkKARMl69dPZ5Nu3r59bP1g/bvaY6xcEqIr181jngSTI/Bl3+6fdBxnT0pTrKi5Eb8GDPOxlO/lVTNOjBMfHMvIlkweTh+HRlhrpseQYc5cOBLxO8ytzpAS3eA1q4kf3f5OPLCvG8IKaOLCZxQFeDfPzuJeNKlrTtJTzhKoGwKTu2W9EGGSWDuhcQ726jzxPm3h3YTDXu4eq7BKaUJirIL2ZTl5aTp2UwqDwHwzntdBHwm43I9pFIOsZTJvc83suKddgAKs33803UV5IdH6BcXEZExT4GTiMgxJukYh1wa2zDQ6nNDrCAMC60IK9a1sbGmd8C+/Gh6mqLXcPH6wAEqi4Os3zFwVbmyAj8NbXGeeqOF604txH/el/H3NIHpJR4qIulq/fqxzgQKs6AwK3PZpufxUSXpGGyrS/Dyux1EQx7yoj7uWN7Mrz71GYK170AqAV4/sfV/xjjr8/zoF3vIyfJwx1kdFL32Q9y1HRCMcOnSv+U/Goq5/8/1GAYsnpHDxQvziSVctjcmaexI9odNAE0dCR58qYnblhbpxV9EREaErmJFRI4xyZTLgmlRDsycPCbMnRLVqIgjwEOKG88pJeTf/5a6cFqUykLfgONMXK4/q5jgAcdNHR9iR10fK9e388qGDvqSECdAT3gcPcEShU0iRznDMHhrex/fvb+GF95u47FXm3l4ZSNfvGw8P3otzFrHojGRRbcbwjzni+xiHImky3XzoeiVf8ftTa906fZ1kXzyLuaXpANr14WV69upb02wYXeMex7azd6m+KDHf3dnD7Hk4C8gREREhoNGOImIHGN8pkNulpdbzi9j865ePB6YMi5EcbZWLzpSynMN7rq1mrrWOCG/SWmeNz09atBx6VUBt9XFae5IUNca58lV6aXTJ5aFCHgMNHxF5OjQ2OVS25Iu1j8+30fgEPWS+lJw3/MDp9x29qRo6Uyycn07K9ebBHyTcV34ylWFVBebFOf6KPa148YGjoYkEaPQbAei/Zve2dZFU0eSnphDbmTwZf28qdF0u/SyIiIiI0CBk4jIMcZ1YUqpD8Nw2dtkkhfxMqU8SH7YwNW0iiPCdSEn6BItC5BwXALeQQtQZY5Lrwo4bVyAn77Typtb0x8owwGTT5xZjIGqQIscDd5rTHHHfTv7C7fPnZzF5y4qxQX8HgMj8wLgupA6xMjS3niqf5pzLJHev6mmh+nlPr58ZQUde13w+iF5wKgl00MqkM2B6dGU8WE2vdqM68LWvb2cPTeP599qxXFhYlmQSxbmazqdiIiMGAVOIiLHIK/pMq3Mx/EV+biuSyrlKmw6ggzDYG+bw33P17KrMcbps3M554QcIv5D/83DPpe/urCUurYkfXGHsnw/OUFXnwtFjgIJx+AnT9QOWCWwuizME2+0s+KdNiqLA1x7RjHlOSZhH3z6/DJ2N8Vp7Uqy4p02HBfyIt5Bz/fK4gCO41IahQKrCl/W35D403+AkwLDJLjoCqq89UwuKWdrfZLjJoSZOSEEbj4/fqKWVza0M3V8iOvOKsEaH6Is14vfVIgtIiIjR4GTiMgxLJnUh43h0NLj8s3f7OgfqfDIy020diW5+eyCw44uCHhcJhR4AA+gsEnkaBFPQX3b/pFH0yrD1DbHeOXddL2lls4kG2t2cNet1XhMg9c2dfLyhnaKcnx8+sJyxhX6MQ2D3IiXtq4kAMdNCDO1PEjA7cHbVYfrpDDKphA89ZOQ6AOPj/i7L+Jv3sM/Xn43e9zxlOZ68JsucyeF+fIV43lmTSvFuT5mV4cpzTZxDzXMUkREZBgpcBIREfkL7WmO94dN+6x4p40rTikgOzBCjRKRIyLsT68Qt3J9ekW4OZMi/GF5w4BjYgmXtp4Uy1a38vKGdBDV0JbgR4/u5u5PT6Qo4vLPN06gtjWB32tQmusl123Fee7HxHasBSB4+k30Lf/1oMfPSrRSWTwOF2jqhp5YiinlAeZUl2GgEa0iIjJ6KHASERH5CwV8g1eTCwVMPFpkTuSYY7guV59WSCLpsGpTJ5B+vnf3DRxR5Pd6+kc97eO4sLc5Tl5WgHjSZXyBj7AvXd/NqFlPKhM2AbjdzRhZubjdbQc8uIknu5CEY/Ds2x088GIjrgsF2V6+fk0lRZEj93uLiIh8VLoUFhER+QuNL/AxZVxowLYbzy0lqtFNIscM0zQwjPTPOQGXW5aW8J1PVVEY9XL16SUDjp1cHiInyyQ/Ovi73YDf5M4H9/LF/97GV3++k41745geE2fvpgHHxdc9T3DJJzCCmRTJ4yN4/udJhgupa0vx++WN/VNxmzuS/OyZOpJu+tLeME1M0xjaP4CIiMhHpBFOIiIif6GQ1+VLl5bzXn2M5o4E1aVBxud5cA6xOpWIHF38bi++pq04NWsx88fjjptJT6CQp15v49FXmgA4viqLWy8oIx53KMr1Mak0QNTn8NkLy/nn39f0B0MnTM5ie10fm3f3AtDeneTO3+/iX2+rprJiJsl1z/U/rtvXRV93N5tOvoNQopX8ojxSzZvwPX471TMvZvGUEl7ekq4BZZrpWlK7WhI0tCZ4/u02inJ9XLggn/IcQzXiRERkRChwEhERGQJZfpdZFX4Mw68PdyLHCNMA75YXiS3/Vf82I3883Rd+n8dfa+rftn5HN+t3dPPNT1QyoySJp7sGHD8zygv51xuK2L23nYgZo7AsxBd+2UBW0OT0OXlEQx7qW+PUtSYYVzodz/TTSG18Mf0442fySt90fvhULxAEevni2ZNY0PQb+NO/cvPpX2T1jlJiCYcrlhTz9nudeE2DB1c0ArCxBl59t4M7b67WVDsRERkRCpxERESGkMImkWNHINFG/OXfDdjmtuzGiHVjGAaw/wmfH/US8Dq4T/wz8drNYJiELv5bSh+7h9LMcd1zr2Ni2XzOPCGPh19qpKUzyYSSIOfMzaPP46fjhJupzTmbgNelzVvEDx9vHfDYj673Mq9qAZ7NL5K16Qk+sfjz3PdyD6YJVaUhXni7bcDxiaTLe3V9FE0OHpk/kIiIyPtQDScRERERkUMwXAdSyUHbC5xGLl5YAEBOloebl5ax6LhsVm3qYtuU63EKJ4HHj9NYg2f8NIKnfYrg4qspyAtx89kF/PpPdbR0ps+7s76P/3xsDx1xg4YeL4+/l81dLwTY1uIZ9LjRgIsR7wHA9AU4f1qK73xqAiknvTqdzzu4bpNXtZxERGSEaISTiIiIiMghxP15+GafR+Ktp/q3GcEIRlY+S+dlU1kcwAV+8sReYon0KKbH8PDNq/4BI9HFcaF6vKkEfS/+pv/+fWfNIZEaOBRyT1OcNzZ38+tldVxyciFWRRYVRX7CAZOeWHr1O8OAK2clMF9cAxj4pi7Cad9Ladk4jp8Q5l8e2MXlpxZz77N1/eeNBD1MKtPqBSIiMjIUOImIiIiIHEJ73KS97AIKPQVEdq7AKKrGN/cSugMFhFyYPzHIsrVd/WHTPo+80cXXJq4iEK2mZ/XjA/ZF+/YC0QHbwgGTrt4UAI+90kTIb3LBwjy+c0M1G3Z009GdYGGVS1XzSszjz8RTVEls7TJaTryNu+7bw0WL8rnpvDJW2e3csrSM7XW9lOb7OXFqhPywpvqKiMjIUOAkIiIiInIQ04QX13Xy++Ud5EVmMrvyBGp3O9wys4zSTIBjGNAXdwbdNxZPQfNOHB/gpAbsK931LB9feDOPvtbWf44bzyvjgeX1/cdctLCAhvYEX//FNiqKApy/IB9PvAln66s4vR3E312Oc/JN/PhVHzvq+/jRo3s5d14en72gjFTK4axZWaRSLq7rKmwSEZERo8BJREREROQgPQmDp15vBqC1K8nyd9M1l3Y0xCjNDpJwDTq6XOZMjvDQS404BwQ7Hz8+hfn6Gty8AoxIAW5Xc/8+f8MmFszyMHVCJfWtcSC9Gl5rpqbTpLIQ9a0JVqxLB1Lbavv48WN7ueHcUt4s/CwTI11k5UR5yg6wblcnAMeP93Je2R6y1y7DjORjVMyiL1xKamDWJSIiMqwUOImIiIiIHMRrQk7ES0fPwNQmHDCp74QHXqxj6vgI0bDJNz5ZxVOrmunqS/GxeSGmbfkFJGPE1r9A4JzPkVj1EE7De5Bfyd45t3DXY+1cfUaAXy9L11sqK/Bz6wXlrHinlfNPzOfpN1oGPKbjQl/C4XevJSjNi/K3V4xnxfptAIT8Jp+bVUfui/ewr7y5Ec7GOf8f6TazycsJEjdCR/zvJSIicjAFTiIiIiIiB/EaLjeeU8J376/pn5ZWlu+nsjjAvc/WU1Ua5oHl9aQcyM7y8M1PVlEcNTA7avG8tB5CUWoW/T0/e8HPzPF/zblLvDT0BVi7x+CaM/wkU/un4tU2x3l5QxsfW1zEs2tayMny8ZkL83j81SZqW9KjoAqzfVx3ZgltXUlefLuV02bm8OK6ds46zkfuugcGtN3t6aBzbw1fWj6ezy/NZfbUEM7gmX8iIiJHlAInEREREZFDmFzi4/s3V7GtNkY07GFiSYDumMP0CRF+c8BqcB3dKe56oIbv3ViJES6l/fRvEPB5+M7DKXpiCbbUJnj4DZg6PsXE8hAPPbGXq04vJi/ipbUric9jsHB6Dv/y+5r+c75hd3DT0jJ+/nQt1aVBttf18cRr6al544sC/NO1FcycmEWupwejvpeDSzV5nDipFPzbk238e1kW2Vn+4fiTiYiI9FPgJCIiIiJyCAYu5Tkm5Tn7pqS5gEkiNXi4UENbgq4+l4IwZJVV8159nJ7YrgHHbN7dy7yp6RXqtu7p4UuXj+dPq1uYb2Xz7JuDp9E1tMb5ylUVbKzp4clV6bDppOnZLJqezba6PqpLApTkhPEnLyX2ws/339n0UuerJJFKx1DNXQ7ZWUPzNxEREfmwFDiJiIiIiHxI2UGXyeWDayIV5/qIBAzAJexzKYh6Bh3j8xr9U9umV2YxsdjD31xcgptK8sLbxqDjkymXd2t66OlLYQALpmfj8xj8+8O7gXSx8a9dU8GciYsJ+IIk33qSRLiQ+kkX8aPlfiCFx4Tc7MAQ/gVEREQ+HAVOIiIiIiIfkuvCxCIvt5xfSkNbgmjYi9c0mFUdJuh1++s9FWd7OHdeHsvWtPbf92MnF/LSujbOnJPD6UW1eB+7F8+E2XgKKrh0ehFrt+1/HK/H4JSpPp5e3UbS9PN3V1QQDJjc8dud/cc4LvzXY7XcdcsEwlVL8FcvorY5yTfuq6MvnsLnMfibS8rIDZkwaNKdiIjIkaXASURERETkI/AYLrOrs7jzgV3sbU4X9Z4xIcxfX1xGxJ8OdryGy5Wn5HPycdm0diUpzPGRSsFJk4NMaH2V5LO/JBXvJbXXxiysZNrUU/nuRdNZvjNEOGCyZEKMcc9/jb/KLiVRNovghPN5syY1qC3t3Ul6Ey4hL8RcL6X5Xn7w6WpaOxPkRLzkhqA/BRMRERlGCpxERERERD4C0zR4/u22/rAJYMPOHjbU9LJwSrA/3wl4XCYWeaDIg2FCd0c3TXVNNJBH6eLrcGttEptW4jTVEJyWYuKL/8jkwkqMWABP4yTiXU0YXU1kFY0jjpfSPDBNBqw4Z1WEyAmZQHqj60J2wCU7kLnMV9YkIiIjxBzpBoiIiIiIHE0cTNZt7xm0ffOeXkxz8OW1YcCmXX184RcN/NNjKf72yQgv906DkskYkfz9BwFOUw1mJJ9U024Ci64keOr1eCtnEoi1Uhgx+IerK8mLpMOkaRUh/urCMjwMLmIuIiIy0jTCSURERETkI2jpdphWGea92t4B26dVZJE6xAp2HX0G9zxSRzyZHm6USLn88PkkE5cWUTZlAanGGlLN6ULgRv44vIuuwUj00vvYXbjdbentWXlkXf5tppWXcOfNE+hLuGQHTTyGwiYRERmdFDiJiIiIiHwE7d0pQgGTmdVZrNvejWHAKcfnUJLrO/TxPSl64wODoWTKpTUVoWLiiRhzLoFEH/5Z5+NESuj2ZBG0H+wPmwDc7lbcLS9jzLqckDdds4n3GdnkOgmM9lqceAw3pxxPKEvT60REZFgpcBIRERER+Qjyo17e3NJJUa6f684qAWB7bQ+Rw6wGl5vlIRww6YntD4h8HoPC0iK6CvPTNZkOuCr3mgap+vcGnSdVvw3TNHCc90+OjEQXntfuw9j0QnpDThmJpV/DzCnDVQFxEREZJqrhJCIiIiLyEeQEXT55Vik+j8EzrzezZXcP58zNJzd06DAnGoAvX1lBOJC+9A74TL708WLy8qMDCoDvk0o5JCafOmh7V8VikqkPDow8DVv3h00A7bUYbz5K4kPcV0REZKhohJOIiIiIyEfhulQXebj8lAKWzs8jHDTJCxmYh5mz5rouU0q83H1rNW3dKXIjHrIDLonD5D+GYWAzleo5VxBc/xgAvcd/nBfbJnCGa+B5n7lxpmlA885B231160gmeiAQ/ui/r4iIyP+CAicRERERkY/IY7gUhKEgvG/CwPuPHnJdl2gAooH0tLv3m9nmOC7+7Fy+tfIkLp69AIDH1htcvDAPr+F84H29RVWDqjslx83Gq7BJRESGkabUiYiIiIiMMuPzvVxzeikPrzW57w04e24+J0wMv2/YtI9TNBlj5nn7NxRU4pl36ZFrrIiIyCFohJOIiIiIyCjjMVxmVfr43o0VpBwI+/jAYuH7JL1Z+BZdjzHjPJxEDCO3lKQZOsItFhERGUiBk4iIiIjIKOS64DNcfB4OWVz8/SRcL0TLj0zDREREPgRNqRMRERERERERkSGlwElERERERERERIaUAicRERERERERERlSCpxERERERERERGRIKXASEREREREREZEhpcBJRERERERERESGlAInEREREREREREZUgqcRERERERERERkSClwEhERERERERGRIaXASUREREREREREhpQCJxERERERERERGVIKnEREREREREREZEgpcBIRERERERERkSGlwElERERERERERIaUAicRERERERERERlSCpxERERERERERGRIKXASEREREREREZEhpcBJRERERERERESGlAInEREROWYZBpimMdLNEBERERlzvCPdABEREZEPwzAg7pi4rkvAA67rvu/xuxr6WLO5l4b2BLOrs6gs9OBV9iQiIiIyLBQ4iYiIyKjj85o4rksqlQ6VUq7Bu7vj3PfnehJJl8uWFDJ/UpiA59ChU2fM4Fu/3UZTewKAR1Y28cXLxjGvOviBQZWIiIiI/OU0pU5ERET+13qTBjUtKRq7wOUvHz4USHWTtfs1zKe+i/+N35LVV4thQE1zkrv/sIu9zXEa2xP85IlaNuzqO+x5djbG+8OmfX69rJ6+1F/cRBERERH5EBQ4iYiIyEeWdA3qOuGO+3expylBc1eKhm6X7qTxv66ZZBrg2bKc2NP/TmrnOyTWPE78wW8QjjexalPnoOOffr0FzENfyiSSzqBtvXEHx9GcOhEREZHhoCl1IiIi8qEZBuxpc3n53XaclMvN55exZU8vnX0ptte6VJeF6I0lOb4iiM/88FPXPB6DQKKd+GsPDtju9nVB807yo9ag+xTl+DCBwdESVBYH8HsN4sn9bfj4yYVk+R2cQ91BRERERIaUAicRERH50HrjsHfHbs6YlMWu3ii337uzf19VSZC+uMOU8SF2NCaYUvLBlxkuBnXtDntaY0zLTZFrHGIEkmEwb0qER19upiszJ87nMbh4UQHOYdKjwiyD7986iQdfrGdvc5zz5uczf3IYx1H9JhEREZHhMCoCJ8uypgI/BXKBAPCAbdvfzuwLA78E5gFJ4Mu2bT8xQk0VEREZswKpLgIbl7FwzSP0zr6M7701b8D+HfV9LJmZQ1/cYfPuPqyy3A8MeGrbHVZv6WL52la+eKaH4hM/Tvzl3/XvN8I5mHnjGO/r5s5bqrD39BFPukwpD1IShcPV/3Zdl+MmRPjcBcU4roHHcFUsXERERGQYjZYaTncBf7Rtew5wInCTZVkLMvu+DHTYtj0ZuBj4mWVZkRFqp4iIyJhkGODdu5bUqj9AKkHSl01bV3LQcUnHJRzwUJYXeN+AJ4VJZ9ygozfF4682cf18h0mv3oHbuIPgkuvwTpxHYMGlhC74P/Q9cgfJ+79E8Z4XaGtu5Vd/quW3f66nqftDNNx1MXEUNomIiIgMs1ExwglwgZzMz+HM7YbM7auBGwBs295iWdZq4HzgwYNPIiIiIkeG12OQ3PBC/+3ojuWcO3sGT7/V07/NY0JlcZCNO7s4+4Tcw44+au6Bnz29lw07eygv8HPTeWVM89m43e0kNr9K4r038BRVkdj5Dm6iD7ejCQqr6d3zHudNKaHTGcdjrzSxckMHk8tDtHQkGV/kZ3y+9yPVjRIRERGRI8cYDd/4WZY1AXgcKADygK/Ytv2fmX2dwETbthszt/8L2Grb9j0f8vRVwPYhb7SIiMgY0/3sT4m/8T/9t9tPvIWnu+fx57UdFOf6+cRZJeRFPBTk+CnJCxzyHO1dCb7y0/fY1RgD4NoFHk7Or6PErcfr85Dau4XEltcAMAJZ+Gedw57QVJ7aVcy6vTC/ysvECQWkHJeX1rXRG3No7kjQ2J7g0xeU8fHFRf/rVfJERERE5H+lGthx8MZhGeFkWdabQOVhdpcAtwH32rZ9t2VZZcByy7JW27a9aijb0dg4eEllGRuKiqLq/zFM/T+2qf+HTta0MzDWv4Db2wFAzruP8Kkr53Hhwmp8JniNzJdYyTiNjfFDnqO+0+0Pm86b6eP87gfwblxNknShRv+cpXhKJpKq34Z/7oV0kM33XymktjV9vj1NcabWutxyQSnTK7PYWNPNvKlRSvL8/O75emZXh8jOZF3q+7FN/T+2qf/HNvX/2Kb+Hz6maVBQcPiKR8MSONm2Pff99luW9QVgYubYWsuyngdOBVYBNcAEoDFzeCXwwqHOIyIiIkdOd7CU8NXfx2jZBYaBm1dJjy+PEB9+tHTSgYDPIJZwOaW8E+8rqwfsj69dRujMm3EnzccsnkhrVxa1rQNrRW3e00tDa5L7n6/v35YX8XL+SYUkUn/Z7ygiIiIiQ2O0FA3fDiwFsCwrCiwB1mf2PUh6BBSWZU0hXVT8mRFoo4iIyJjX4yugu2QO3cWz6fHlfaT7xh2Dlo4EV5xaDIDXPcQoKNcBj4++NU/Q8+idlGUf+lz1bQPv29qVJCfsITes6XQiIiIio8FoCZxuBD5rWdZa0qOa/mDb9tOZfXcDuZZlbQWeAD5j27bGx4mIiBxlEo7BgyuaeMPu4IZzS/EVjsfIyh1wjKfcIlmzDmLpYuS+lm0smOgbcMw58/JYt61r0Pnzs714PsJoKxERERE5ckbFKnW2ba8BTj7Mvm7gyuFtkYiIiAy13rjDjvo+ADbv7iXgM/nm0q8ycffjUGfjrZyJp7CCvhX39d/HdBLcWrWBU2YtYVNtgvyojxmVIdZu62Httu7+43IjXiYU+UGBk4iIiMioMCoCJxERETn2hXwG0bCHzp50oaVYwuEfH4e/u+zT7Pa3cHpVjJxl32FfaGRaS6gLW6SKi3jn7RgFOX7yo17yIx7OnB2lLN/Pi++0MbE8yCnHZRP1K2wSERERGS0UOImIiMiwiPjhcxeXc/cfduFksqFz5+ezfH03azbHWfaul08v/A4zctrZ3enjhV3ZPPdgghOtBK2dSZ57q42cLA/fvaGKzj6HVZs6KMjxMbk8RCRgoNFNIiIiIqOHAicREREZFq7rctw4P3d/ppqG1gQ5WV4Kc7zsbUmSHUpXX0rmRPnGCj81DTEgAcAJkyMkki4nTosCUNMc554Hd5Fy0ud9dk0rf3NJOSdNCeIqcxIREREZFRQ4iYiIyLAxcPF7DGpbErywtp2F07OZURnk1nMLAahpcWhoS/Qff8GCfFbbnby5NV0kPOg3+cpVFYPGMj20som5kyrxGs5w/SoiIiIi8j4UOImIiMiw6U0a/MsfdrG7KQ7A63YnFyzI55pT82nsdNm4q4fbLion4DNo7UySHfby1Ost/ffvizv8cUUDJ1rZrNrY0b896DcxjGH/dURERETkMBQ4iYiIyLDZ25rsD5v2Wba6hcXH53D7vTuIJdJjl6pLg5w0PZtYYvCIpR11MS5cmMWqjfu3XXdmMR40uklERERktFDgJCIiIsPGPUSRpVmTIjywvKE/bALYXtfHkpm5mIcYtbTouGzOmJVDVsBDW3eS+VOiVBR4UNFwERERkdHDHOkGiIiIyNgxLt9HSZ5vwLZF07PZ3RgbdGwi6bB+RxdXnlpEwJe+ZJk1MYvLFhcQ9bucPSvClSfnMqHAxFTYJCIiIjKqaISTiIiIDJuQ1+Ufr63glXc72bCzh1Nm5DC7OkRday4PvdQ04NiJZSFmVmextynG16+tJBwwKc426IlDV8IgGgDHUdAkIiIiMhopcBIREZFhlRuEi+Zn87GTckkmU7iuy1mzc2jvSvL8222EAx5uPK+ESSUevAZU5AVxXYil4Lm1nfzhxSZc1+WyU4o4c1aUoFehk4iIiMhoo8BJREREhp3juDhOqv92xO9y/ZkFXLq4AI8BkQNGL+0r+7R5b5x7n2vov8/vlzdQkudjXnVgWNsuIiIiIh9MNZxERERkVDBCgEYRAAAKcklEQVRcl6jfJexzB02V83pNXlrfMeg+L6xtw+vV5YyIiIjIaKMrNBERERn1HMelqmTwSKaJpSHVcRIREREZhRQ4iYiIyKjnOC6LpkfJj+yvBpAd9nDarGwFTiIiIiKjkGo4iYiIyFEhLwR33DCBXc1xcGF8oZ/sgMImERERkdFIgZOIiIgcNaIBl+PKfZlbCptERERERitNqRMRERERERERkSGlwElERERERERERIaUAicRERERERERERlSCpxERERERERERGRIKXASEREREREREZEhpcBJRERERERERESGlAInEREREREREREZUgqcRERERERERERkSClwEhERERERERGRIaXASUREREREREREhpQCJxERERERERERGVIKnEREREREREREZEgpcBIRERERERERkSGlwElERERERERERIaUAicRERERERERERlSCpxERERERERERGRIKXASEREREREREZEhpcBJRERERERERESGlAInEREREREREREZUgqcRERERERERERkSClwEhERERERERGRIaXASUREREREREREhpQCJxERERERERERGVIKnEREREREREREZEgpcBIRERERERERkSGlwElERERERERERIaUAicRERERERERERlSCpxERERERERERGRIKXASEREREREREZEh5R3pBgwDz74fTNMYyXbICFP/j23q/7FN/T92qe/HNvX/2Kb+H9vU/2Ob+n94HPB39hxqv+G67vC1ZmScArw00o0QERERERERETkGLQFWHrxxLAROAeBEoBZIjXBbRERERERERESOBR6gDHgDiB28cywETiIiIiIiIiIiMoxUNFxERERERERERIaUAicRERERERERERlSCpxERERERERERGRIKXASEREREREREZEhpcBJRERERERERESGlAInEREREREREREZUgqcRERERERERERkSClwEhERERERERGRIeUd6QYcaZZlTQV+CuQCAeAB27a/ndkXBn4JzAOSwJdt235ihJoqR4hlWZ8H/hpIACnbtudktqv/xwjLsk4H/gz8H9u2f5TZVgLcC1QBvcBnbNteNVJtlKFlWdZ/AmcBMaCLdN+vzuxT348Bmff/XwMFQDPwKdu2t4xsq+RIsCyrgPRzehIQB7YAt9m23WhZ1kLgJ0AI2AF80rbthpFqqxxZlmV9C/g2MNO27fXq/7HBsqwg8G/A2UAf8Kpt25/R+8Cxz7Ksi4A7ACPz33ds235YfT96jIURTncBf8yEDCcCN1mWtSCz78tAh23bk4GLgZ9ZlhUZoXbKEWBZ1mXAlcCJtm3PBM47YLf6fwywLCsK/Avw9EG7vg+ssG17KulA8reWZRnD3T45Yp4m/YFjNum+fuCAfer7seG/gf/M9PN/kv7QKccmF7jLtm0r817/HnCnZVkm8FvgrzP/DlYAd45gO+UIsixrLrAQ2Jm5rf4fO+4iHTRNzbwGfCOzXe8Dx7DMtdu9wPWZz/rXA7/OPPfV96PEWAicXCAn83M4c3vfNxtXk/nHl0k8VwPnD3cD5Yj6O+Dbtm13Ati2XX/APvX/2HAPcDfQdND2q0i/GWHb9krSI2HmD2/T5EixbfsJ27YTmZuvAuMzFyCgvj/mWZZVDMwFfpfZ9DtgrmVZRSPXKjlSbNtusW17+QGbXgMmkB7B3Jd5nkP6eX/VMDdPhoFlWQHSHyr/6oDN6v8xIPNl8aeAb9i27UL6el/vA2OGw/7P+rlALVCI+n7UGAuB0xeBqy3L2kN6KO3dtm3vyOyrJPMtSEYNUDGsrZMj7ThgoWVZr1iWtdqyrE8fsE/9f4yzLOt8IMe27T8etL0AMGzbPjCEUv8fu/4GeNK2bUd9P2ZUAHts204BZP6/F/XzMS8TLP8V8BgHvc9nnvemZVn5I9Q8OXJuB357wDU+qP/Hikmkp0x9K3Otv9yyrFPQ+8AxLxMwXgX8j2VZO4FHSYeP6vtR5Kiv4WRZ1puk31AOpQS4DbjXtu27LcsqA5ZblrVa9TqODR+i/z2kX1xOIZ12v2xZlm3b9ophaqIcQR/Q/xbpofPnDF+LZLh80HN/30WGZVnXANcBpw5X20RkRP2QdN22HwGXjnBbZBhYlrWI9CjVvx/ptsiI8AATgbds2/6KZVknAY+TLqkhxzDLsrzAPwAfs237ZcuyFgN/ID21TkaJoz5wsm177vvttyzrC6RfhLBtu9ayrOdJf/BYRfpb7QlAY+bwSuCFI9daGWofov9rgN/Ztu0ADZZlPQssID2PX/1/lHu//s98u1UGvG5ZFqQDx4sty8q3bft2y7KwLKvwgJEulcCuI95oGRIf9NwHsCzrUuB7wFn7ptPatt2svh8TdgHjLMvy2LadsizLA5Sjfj6mWZb1A2AKcHFmROO+9/l9+wsBx7btlpFqoxwRpwHTge2Z9/vxwJ+A/4v6fyyoIb34z+8AbNteZVlWE+lFQfQ+cGybA5Tbtv0yQCZ06iZdz0t9P0qMhSl124Gl0F88eAmwPrPvQdIjoLAsawrpouLPjEAb5ci5n/39n0W6/9dm9qn/j2G2ba+0bbvYtu0q27argD8C37Jt+/bMIQ8Cn4X+cCoErBmRxsqQy6xacg9w3kFTLEB9f8zLrEL1NnBtZtO1pL/9bjz8veRoZlnWP5Ou2fNx27Zjmc1rgFDmeQ7p5/2DI9E+OXJs277Ttu3yA97vd5NeJOZu1P/HvMyXRy+QGdGeWZ2sGNiM3geOdbtJ1+i0ACzLmk56hssW1PejhuG67ki34YiyLGse6eHVWYAP+P2+D5yZAOJX8P/bu0OXqbIwDOCPYNgFi1hki6jhFdSgaLFqcEFYDCaNChpdFsuGzcZFgyiI+A+oC2J0k8WPBVnLa3G7oHkR/Qx3ghiHo3f85vdrc6c8cBju8Nxzz5sjST4kudbdj2aKyldQVT8muZ3p4Lgkud/d1xffWf81UlX3kmx0983F592ZptfsyfQU7HJ3P5svISNV1ZtM49E//3NxcrHDydqvgao6kGkk8s4k7zKNRO55U/E1VNXBTA8TX2X6TSfJ6+4+W1UnMg0I+SHTWZ4XvhggwhZTVf8lOdPdL63/eqiqfUnuJtmV5H2S37v7ifvA1ldV5zO9TvtxcemP7n5o7VfHli+cAAAAAPi21uGVOgAAAAC+IYUTAAAAAEMpnAAAAAAYSuEEAAAAwFAKJwAAAACGUjgBAAAAMJTCCQAAAIChFE4AAAAADLV97gAAAOuuqvYneZ7kVHf/U1U/JXmR5Fx3/z1rOACAJWzb3NycOwMAwNqrqktJriY5luRBkn+7+7d5UwEALEfhBACwIqrqryR7k2wmOd7d/88cCQBgKc5wAgBYHXeSHEpyQ9kEAHzP7HACAFgBVbUj07lNT5P8nORwd7+dNxUAwHLscAIAWA1/Jtno7otJHie5NXMeAIClKZwAAGZWVb8kOZ3kyuLSr0mOVtX5+VIBACzPK3UAAAAADGWHEwAAAABDKZwAAAAAGErhBAAAAMBQCicAAAAAhlI4AQAAADCUwgkAAACAoRROAAAAAAylcAIAAABgqE++FSlPbL/27wAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 6.3 Plot low dimensional T-SNE BIOBERT embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010103382,"user_tz":-120,"elapsed":2254,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"00369886-86e9-4606-8859-fdd16ef8d955"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELBIOBERTECTRA Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELBIOBERTECTRA Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 6.4 Plot low dimensional T-SNE BIOBERT embeddings with hue for Emotions\n"]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010104348,"user_tz":-120,"elapsed":2810,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"76cd0242-b629-4808-f786-6058e1206734"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE BIOBERT Embeddings, colored by Emotion')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE BIOBERT Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":15},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'BIOBERT' in nlu.load('BIOBERT') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010104349,"user_tz":-120,"elapsed":2397,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"15b1632e-cc76-4b63-c101-43c1a2da2c8f"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"tAs2lIsYQcrI"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_COVIDBERT_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_COVIDBERT_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index b806659d..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_COVIDBERT_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_COVIDBERT_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_COVIDBERT_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# COVIDBERT Word Embeddings with NLU \n","\n","BERT (Bidirectional Encoder Representations from Transformers) provides dense vector representations for natural language by using a deep, pre-trained neural network with the Transformer architecture.\n","\n","This Bert model was fine-tuned on a COVID dataset\n","\n","\n","## Sources :\n","- https://arxiv.org/abs/1810.04805\n","- https://github.com/google-research/bert\n","\n","## Paper abstract\n","\n","We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation models, BERT is designed to pre-train deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be fine-tuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, such as question answering and language inference, without substantial task-specific architecture modifications. BERT is conceptually simple and empirically powerful. It obtains new state-of-the-art results on eleven natural language processing tasks, including pushing the GLUE score to 80.5% (7.7% point absolute improvement), MultiNLI accuracy to 86.7% (4.6% absolute improvement), SQuAD v1.1 question answering Test F1 to 93.2 (1.5 point absolute improvement) and SQuAD v2.0 Test F1 to 83.1 (5.1 point absolute improvement).\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620017997017,"user_tz":-120,"elapsed":110937,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"304df225-2211-47c5-e988-d5beb789a8d8"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 04:58:06-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 04:58:06 (39.5 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 68kB/s \n","\u001b[K |████████████████████████████████| 153kB 54.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 24.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 48.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with COVIDBERT"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":187},"executionInfo":{"status":"ok","timestamp":1620018151223,"user_tz":-120,"elapsed":265131,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"81c1c4da-f576-4806-933c-b2e22d66b43f"},"source":["import nlu\n","import pandas as pd\n","\n","pipe = nlu.load('covidbert')\n","pipe.predict('He was suprised by the diversity of NLU')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["covidbert_large_uncased download started this may take some time.\n","Approximate size to download 1.2 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_covidbertdocumentorigin_indexsentencetokentext
0[[-1.0551915168762207, -1.5341747999191284, 1....He was suprised by the diversity of NLU8589934592[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU]He was suprised by the diversity of NLU
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"],"text/plain":[" word_embedding_covidbert ... text\n","0 [[-1.0551915168762207, -1.5341747999191284, 1.... ... He was suprised by the diversity of NLU\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset\n","We will load a dataset with medical text in it"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620018210612,"user_tz":-120,"elapsed":807,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f12e6ec2-c0bb-4186-d5a4-95c5ae83bf49"},"source":["import pandas as pd\n","# Download the dataset \n","# ! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","! wget -N https://raw.githubusercontent.com/JohnSnowLabs/spark-nlp-workshop/master/tutorials/Certification_Trainings/Healthcare/data/i2b2_clinical_rel_dataset.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/i2b2_clinical_rel_dataset.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 05:03:29-- https://raw.githubusercontent.com/JohnSnowLabs/spark-nlp-workshop/master/tutorials/Certification_Trainings/Healthcare/data/i2b2_clinical_rel_dataset.csv\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 285456 (279K) [text/plain]\n","Saving to: ‘/tmp/i2b2_clinical_rel_dataset.csv’\n","\n","i2b2_clinical_rel_d 100%[===================>] 278.77K --.-KB/s in 0.02s \n","\n","Last-modified header missing -- time-stamps turned off.\n","2021-05-03 05:03:30 (12.8 MB/s) - ‘/tmp/i2b2_clinical_rel_dataset.csv’ saved [285456/285456]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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datasetsourcetxt_filesentencesent_idchunk1begin1end1relchunk2begin2end2label1label2lastCharEnt1firstCharEnt1lastCharEnt2firstCharEnt2words_in_ent1words_in_ent2words_between
0testbeth+partnersi2b2 2010 VA/test_data/0150.txtVITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...44respiratory rate1213Osaturation1717testtest64498475213
1testbeth+partnersi2b2 2010 VA/test_data/0057.txtNo lotions , creams or powders to incisions .146lotions11TrNAPincisions77treatmentproblem934234115
2trainpartnersi2b2 2010 VA/concept_assertion_relation_traini...Because of expected long term antibiotic admin...43expected long term antibiotic administration26Oa picc line810treatmenttreatment54116858531
3trainpartnersi2b2 2010 VA/concept_assertion_relation_traini...She states this light-headedness is often asso...21light-headedness33PIPdiaphoresis1212problemproblem31169282118
4testbeth+partnersi2b2 2010 VA/test_data/0457.txtInitial electrocardiogram showed a normal sinu...61an inferior and right ventricular infarction3843PIP1-mm st depressions in i and avl2834problemproblem239196176145673
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995testbeth+partnersi2b2 2010 VA/test_data/0113.txt2013-09-25 02:54 AM BLOOD Type - ART pO2 - 64 ...61ph1515Ocaltco21919testtest61607872113
996trainbethi2b2 2010 VA/concept_assertion_relation_traini...Neuro : no asterixis , CN II-XII intact , 5/5 ...59lt1515Oasterixis33testproblem828119111111
997trainbethi2b2 2010 VA/concept_assertion_relation_traini...Blood pressure 156/67 , pulse 80 and respirato...41pulse44Orespiratory rate78testtest28245237122
998testbeth+partnersi2b2 2010 VA/test_data/0330.txtWhite blood cell count is 7.65 , hematocrit of...49platelets1111Ohematocrit77testtest62544233113
999testbeth+partnersi2b2 2010 VA/test_data/0057.txtNo lotions , creams or powders to incisions .146creams33TrNAPincisions77treatmentproblem18134234113
\n","

1000 rows × 21 columns

\n","
"],"text/plain":[" dataset source ... words_in_ent2 words_between\n","0 test beth+partners ... 1 3\n","1 test beth+partners ... 1 5\n","2 train partners ... 3 1\n","3 train partners ... 1 8\n","4 test beth+partners ... 7 3\n",".. ... ... ... ... ...\n","995 test beth+partners ... 1 3\n","996 train beth ... 1 11\n","997 train beth ... 2 2\n","998 test beth+partners ... 1 3\n","999 test beth+partners ... 1 3\n","\n","[1000 rows x 21 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":744},"executionInfo":{"status":"ok","timestamp":1620018372684,"user_tz":-120,"elapsed":162380,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e9b1b29e-dd2a-43c1-b997-397ece917142"},"source":["pipe = nlu.load('sentiment covidbert pos') \n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['sentence','label1']].iloc[0:250], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","covidbert_large_uncased download started this may take some time.\n","Approximate size to download 1.2 GB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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posword_embedding_covidbertdocumentlabel1sentencesentiment_confidenceorigin_indextokentextsentimentspell
0NNP[1.3259366750717163, 0.4367354214191437, -0.95...VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...test[VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/9...[0.5485]0VITALVITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...negativeVITA
0NNP[0.6202281713485718, 0.6149386167526245, 0.702...VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...test[VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/9...[0.5485]0SIGNSVITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...negativeSIGN
0:[-0.37940067052841187, 0.29576945304870605, 0....VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...test[VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/9...[0.5485]0-VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...negative-
0NNP[1.2473318576812744, 0.2543489336967468, 1.086...VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...test[VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/9...[0.5485]0TempVITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...negativeTemp
0CD[0.3200056850910187, -0.3664264380931854, 0.22...VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...test[VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/9...[0.5485]098.8VITAL SIGNS - Temp 98.8 , pulse 60 , BP 150/94...negative98.8
....................................
249,[0.512890636920929, -0.5308816432952881, 1.046...Pain 2/10 persisted , relieved by MSO4 .treatment[Pain 2/10 persisted , relieved by MSO4 .][0.5658]8589934716,Pain 2/10 persisted , relieved by MSO4 .negative,
249VBN[1.5396822690963745, -0.027004223316907883, 0....Pain 2/10 persisted , relieved by MSO4 .treatment[Pain 2/10 persisted , relieved by MSO4 .][0.5658]8589934716relievedPain 2/10 persisted , relieved by MSO4 .negativerelieved
249IN[0.8179526925086975, 0.06893938779830933, 0.92...Pain 2/10 persisted , relieved by MSO4 .treatment[Pain 2/10 persisted , relieved by MSO4 .][0.5658]8589934716byPain 2/10 persisted , relieved by MSO4 .negativeby
249NNP[0.4784804582595825, 0.17515718936920166, -0.7...Pain 2/10 persisted , relieved by MSO4 .treatment[Pain 2/10 persisted , relieved by MSO4 .][0.5658]8589934716MSO4Pain 2/10 persisted , relieved by MSO4 .negativeMSO
249.[0.5779287815093994, 0.500689685344696, -1.212...Pain 2/10 persisted , relieved by MSO4 .treatment[Pain 2/10 persisted , relieved by MSO4 .][0.5658]8589934716.Pain 2/10 persisted , relieved by MSO4 .negative.
\n","

6584 rows × 11 columns

\n","
"],"text/plain":[" pos word_embedding_covidbert ... sentiment spell\n","0 NNP [1.3259366750717163, 0.4367354214191437, -0.95... ... negative VITA\n","0 NNP [0.6202281713485718, 0.6149386167526245, 0.702... ... negative SIGN\n","0 : [-0.37940067052841187, 0.29576945304870605, 0.... ... negative -\n","0 NNP [1.2473318576812744, 0.2543489336967468, 1.086... ... negative Temp\n","0 CD [0.3200056850910187, -0.3664264380931854, 0.22... ... negative 98.8\n",".. ... ... ... ... ...\n","249 , [0.512890636920929, -0.5308816432952881, 1.046... ... negative ,\n","249 VBN [1.5396822690963745, -0.027004223316907883, 0.... ... negative relieved\n","249 IN [0.8179526925086975, 0.06893938779830933, 0.92... ... negative by\n","249 NNP [0.4784804582595825, 0.17515718936920166, -0.7... ... negative MSO\n","249 . [0.5779287815093994, 0.500689685344696, -1.212... ... negative .\n","\n","[6584 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 3.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":333},"executionInfo":{"status":"ok","timestamp":1620018482216,"user_tz":-120,"elapsed":980,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e383675d-b174-4c6d-dbfa-928a152d14b3"},"source":["# Some sentiment are 'na' which we must drop first\n","predictions = predictions[predictions.sentiment!= 'na']\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620018551839,"user_tz":-120,"elapsed":532,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"48ce44bc-d650-407a-b919-0fb97d85cdb7"},"source":["import numpy as np\n","predictions.dropna(inplace=True)\n","# We first create a column of type np array\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_covidbert])\n","mat.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(6461, 1024)"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620018718467,"user_tz":-120,"elapsed":163083,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e0aca752-2df9-4030-f694-65fb97dad4bf"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (6461, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 6.1 Plot low dimensional T-SNE COVIDBERT embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620018720547,"user_tz":-120,"elapsed":164539,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e4c3e25f-fafb-4a7b-afb7-9a3d4ad8b214"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE COVIDBERT Embeddings, colored by Part of Speech Tag')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE COVIDBERT Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##6.2 Plot low dimensional T-SNE COVIDBERT embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"RLs2s0Ko6Dr9","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620018720548,"user_tz":-120,"elapsed":163572,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"82e29a6b-837c-4c7e-d6e9-c4c0c725e063"},"source":["predictions.label1.value_counts()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["test 2569\n","treatment 2443\n","problem 1449\n","Name: label1, dtype: int64"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620018721702,"user_tz":-120,"elapsed":164336,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9baa391e-95ac-4a26-8a1d-9e2f2c6e6945"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.label1.replace({2: 'problem' , 1:'test',0:'treatment'}))\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE COVIDBERT Embeddings, colored by Sarcasm label')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE COVIDBERT Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":16},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 6.3 Plot low dimensional T-SNE COVIDBERT embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620018723057,"user_tz":-120,"elapsed":164717,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c6e24177-66fb-4f76-ef54-9fa4b9bd90cb"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE COVIDBERT Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE COVIDBERT Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":17},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABKMAAAM7CAYAAACWaFOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeXwdVd3H8c/MXbMnTdMl3Vvaw1ZogbIWqNSWrexWAUUKAsKjII8+gAuKKG4ICsiqoKgIKCgglKXstNaylKVA6em+b0mafbvbPH/MbcjehIakLd/368WL3DNnZn4z9yTN/eV3zjie5yEiIiIiIiIiItIb3L4OQEREREREREREPjuUjBIRERERERERkV6jZJSIiIiIiIiIiPQaJaNERERERERERKTXKBklIiIiIiIiIiK9RskoERERERERERHpNUpGiYiIiHSTMWaWMWZeDx1rpDHGM8YEO9j+Y2PMA+mvhxtjaowxgZ44d28yxrxijLmor8/V/H7uTowxdxtjftjXcYiIiPSEdn/pERERkbaMMTXNXmYCjUAy/frr1tq/ter/feBioAioAP5jrf1SetsrwOHAWGvtunTb54F7rbUj069XAwObnQPgfmvtNzuIbxzwM+BzQAhYA9wP3GqtTRpjIsCPgS+nY1oP/B64yVrrGWOWADdaa//Y6rjfAs6z1h6SjvsBa+29xpgpwEtAXbprBTAf+LW19s1m+3vpPh7QADwPXGatrWh1LxLNTvuytfaUVufwgI3AL621f/oE78f9wLlArFnzCmvtge3dz12RtXYtkN3XcYjPGDMZuBHYD3/sfQRc2Xz8f8LjzgIustZO3t5mrb10Z465E7H8GNjLWvuVvji/iIjsmZSMEhER6SJrbVMSIJ0ousha+0J7fY0x5wPnAZ+31q4wxgwCTm3VrRb4IXBJJ6c9paNztDrfGOB14E/AeGvtJmOMAa4DcvATRY8Ag4CTgCXAIcBfgWHAFcCfga8Cf2x1+PPS29qz0Vo71BjjAEPS1zLXGHOytfbFZv0OtNYuN8bkAv/AT4pd2Wz7N62193bhHCcC/zbGzO/O+9HMjdbaa3fQR3YhxpigtTax4569Kz2WnwIuwx/TYeBo/KSoiIiIdELJKBERkU/HJOA5a+0KAGvtZvwqpOZuA/7PGPOr7f12wvXAfGvtt7c3WGstfiUQxpipwHSaVWIBC4wxXwHmG2Nuw09M/dQYM8Jauya9377AAcBDnZ3cWuvhV1r9yBjTD/gVfrKrdb8qY8y/gdO7e4HpczxtjNmWjsl29xgdMcaMBFYBFwI/wa8++h6wELgPGI5fEda8Ks0xxtyOn6zbBHxjewLOGJMH/AY/8ZfCTxJel65QC+Dfn1lAFXBzq1hG4Ve0HQQsaH6dzeIMWWsT6aqyucBx+Pfkv8C51trSdP+vAj9NX88twNdIJ+2MMYcCdwLjgHrgb83HTyf3KgBckz7WAGApcLq1dp0x5kjg1vQxlwLfstbOb+cYLrC9cjADeBa43Fpb2ewaL8JPpq4GjjHGXAhchZ9QfQO4pNk4nQb8DhiMP46dHVxG1Bjzd/z3ZxlwgbX2PWPMVcDh1tqzmsV6G+BZa7/V6hjjAKy127836oE5ra6zs5g9/ETWd/ArFf8GfBPYG7gbCKWr/xLW2vx0Zd96a+216YrBB0j/DMGvyroMv+rvFqA/fsXjz5vd76vT9zsfeBG41Fq7rdn9noU/VjKB31prf2aMOQH/fXKMMaezm1USiojIrktrRomIiHw6FgBfNcZcZYw5pIM1fjYAf8BPJO2szwOPdrJ9GvB6s0QUANba1/GTSFOtteuBl/GTK9udBzy9PbnRRf8CDjLGZLXeYIwpwE9ELejG8bbv6xpjTsX/oL28u/t30WHAWOBL+B/qf4B/b/cDvmiMObZV3xXpeK4D/pVOxIGfTEoAewET8ROB29cwuhiYkW4/BPhCqxgexE+C9cdPDpy/g5jPBS7ATwyF8ZMT2xOJd+JPyxwM5OFXr213K/4UzlxgDH51T1d8GzgHP5GTi5/Aq0tf+2z8BEkhfjJutjGmsJ1jzEr/9zlgNH6y7PZWfY4F9gGON8achp8UORM/cTOXdILUGNMff8xdi3/PVgBH7eAaTsOvFOyHf78fN8aE8BM8Jxhj8tPHDgJnA39p5xhLgaQx5s/GmBPTY7tJZzE3MwM/cX0A8EXgeGvtR8ClwH+ttdnW2vwOrmEQEMV/T3+E/7PkK8DB+BVaP0wnNgEux/++OxYoBsqBO1odbzJggKn4SeV9rLXPAj8H/p6ORYkoERHpEUpGiYiIfAqstQ/gfwA8HngV2GqMuaadrr8ATjHG7NfBoR43xlQ0++/iDvoV4lfndKR/J9s3pbeDPx3vPGiqpvgyHU/R68hG/MqU5h+i3zbGVACl+FVG97Ta57ZW1/nTZtuK0/vWA48B37bWvtPNmLb7v1bnaX1tP7XWNlhr5+BPo3zIWrvVWrsBP5kwsVnfrcAt1tq4tfbv+BVMJxtjBuInaq601tZaa7cCv8VPaoCfdLjFWrvOWrsNfwwA/gLl+MmJH1prG621rwFP7uCa/mStXWqtrcdPKE1It38BeNJaO89aG8NPWHjN9osDexlj+ltra6y1XU0QXgRca32etfY9a20ZcDKwzFr7V2ttIl0xtAQ4pZ1jfBn4jbV2pbW2Br8K7exWi7j/OH3/6vGTM7+w1n6UnrL3c2CCMWYE/r3+0Fr7qLU2jp9E3LyDa1jYrP9v8JM6h1trNwGvATPT/U4ASq21C1sfwFpbhZ/A8fATQSXGmH+n3392EPN2v7TWVqTXAnuZj9+7rogDP0tfw8P438O3WmurrbUfAouB7cmjS4EfWGvXW2sb8afJfqHV/b7eWltvrX0PeK/ZviIiIj1O0/RERER2UjqBsHj76+1rGaUX0P5buuLi9PTX71prn2vWtyQ91esnwF3tHP70rqwZBZThV790pBS/4qc9g9Pbwa8wudMYczj+dJ1M/GqX7hiC/wG9olnbQek1o0LA/+CvK7WvtbYhvf2KLqwZFQF+iT8l7ZZuxrTdTTtYM2pLs6/r23ndfPHwDempg9utwa86GYG/gPwmf9kuwP8D4PaqtOJmX2/fj2bbyq21ta22D+sk5uaJl7pmMbY4j7W2zhhT1qzv1/DH3RJjzCr8ZMRTnZxnu2H41UetFdPyWrbHPqQLfdfg/146sFlb83s0ArjVGNN8SuP2dcpaX6dnjGlRAdiO5v1Txpj16eOAn3y9jI8rjf7a0UHSVUyzAIwxe+NXVt2CXznWWczbr72j964ryqy12xfsr0//v6PxOgJ4zBiTarY9Scv7vTOxiIiIdIuSUSIiIjvJ7uAJZ+nKhUfSlVH7A8+16vJrYCX+mjKf1AvAWfhrE3W0/UpjzLDmU/WMMYfhJxdeSsdaZ4x5FH8h8wzg4XRVTXecAbzdKqFC+vhxY8y9+B/Y9wfe6upBrbWN6XtojTGnW2sf72ZcPW2IMcZplpAaDvwbP9HRCPS37S+8vYmWyaXhrbYVGGOymt2/4bSsaOqqTfjTrgAwxmTgV9ABYK1dBpyTroA7E3jUGFPY3vvWyjr8aX0ftGrfiJ/0aG44/npQrbXuOxx/WuMWYGi6rfk1r8OvAmrxhMT0dY2l2f1ML3TfWfKOVv3d9Dk3ppseB+4yxuyPP43u6h0cCwBr7ZL0uk5f31HMXfBJ3u/OrAMutNb+p/WG9JpRvRmLiIiIpumJiIh8Gowxs4wxJxtjctJrHZ2Iv+7Q6637Wmsr8Bex7tKH3g5cBxxpjPm18Z/chzFmL2PMA8aY/HR11YvAP40x+xljAunqpweAu9KJie3+jL9m0ll0cYqeMcYxxgwxxlyHP43r+x30C+Cvb1SPn4DrlnRi7Gb8KWd9bQBwhTEmZIyZib++0dPpqV5zgJuNMbnp939Ms/Wm/pHeb2h6naHvbj9genHrt4DrjTFhY8xk2p/m1hWP4k8BPdIYE8afmtW0sLcx5ivGmCJrbYqPq9hS6W2rjTGzOjjuvfgL3Y9Nv+8HpNeFehoYZ4w51xgTNMZ8CdgX/4lzrT0E/K8xZpQxJpuP1yXq6Kl5dwPf2z6d1RiTl77n4Ffu7WeMOTM97ewK/PWUOnNws/5X4icPFwCkq/UexV9L6o10srkNY8zexpjvGGOGpl8Pw6+I2j7dsbOYd2QLMDT9vvWEu4GfbZ8iaIwpSq9p1dVYRqaTdiIiIj1C/6iIiIh8OqrwEzJr8T/o3whcZq2d10H/W/GnzbT2pDGmptl/j7W3s/WfxncEMBL40BhTCfwTP7FRne52Fv66NM8CNfiJqPvw17Zq7jWgEv/JXW/u4DqLjf/ErxrgTWA8MCW95lJz76X7leMvyH1Ger2k7W5vdZ1t1uhp5o/AcGPMJ0nSXN3qPN1ZmL211/GnPpYCPwO+kF47CfzKsjD+9M1y/OTG9mmUf8CvjnsPeBt/amRz5+Ivjr4NP8nY3uLZO5ReN+hy/PWENuG/R1vxEy/gr4f0Yfp9uRU421pbn06AFNLxIvO/wU+ozcEf5/cBGelrn4H/dLgy/OTqjA4Wv/8j/vS31/Cf5NZA23HY/Foew38C4cPGmCr8qqwT09tK8dd4+mX6vGOBNhVArTyBn3Atx18j7cx0BeN2f8Yfyx1O0cP/vjoMeN0YU4t/vz7Av/5OY+6Cl4APgc07OUa3uxW/am+OMaY6HethXdz3kfT/y4wxb/dALCIiIjiep8pbERERkT1dugKpAhhrrV3VSb/JwDestef0WnC7mPQ6cEuAQemFykVERKQHKRklIiIisodKV4+9iD8972b8apiDWi28Ls2kp6P9Bsi11l7Y1/GIiIjsibSAuYiIiMie6zT8qWYO/pTNs5WI6pgxJgt/jaQ1+NMYRURE5FOgyigREREREREREek1n/XKqAgwCX9Rz/YWjRURERERERERke4J4D+85U0+fnhKk896MmoSMLevgxARERERERER2QMdDbR5mvRnPRm1CaC8vJZUStMVpX2FhdmUldX0dRiym9B4ke7QeJHu0HiR7tB4ke7QeJGu0liRrnJdh4KCLEjnXVrbpZJRxpibgLOAkcB4a+0H6fZxwJ+BQqAM+Kq1dtmOtnVBEiCV8pSMkk5pfEh3aLxId2i8SHdovEh3aLxId2i8SFdprEg3tbskktvbUezA48Ax+E8wae5u4A5r7TjgDuCeLm4TEREREREREZFdyC6VjLLWzrPWrmveZowZABwEPJRuegg4yBhT1Nm23opZRERERERERES6bpeapteBYcAGa20SwFqbNMZsTLc7nWwr6eoJCguzez5q2aMUFeX0dQiyG9F4ke7QeJHu0HiR7tB4ke7QeJGu0liRnrA7JKM+dWVlNZr3Kh0qKsqhpKS6r8OQ3YTGi3SHxot0h8aLdIfGi3SHxot01e46VjzPo6amkvr6GlKpdpcwkk8oGAxTUFBEINAyveS6TqeFP7tDMmodMMQYE0hXPgWA4nS708k2EREREREREfmMKy8vwXEc+vUbSCAQxHGcvg5pj+B5HrW1VZSXl9C//+Bu7btLrRnVHmvtVuBd4Jx00znAO9baks629X6kIiIiIiIiIrKricUayM8vJBgMKRHVgxzHISsrl0Qi1u19d6lklDHmNmPMemAo8IIx5sP0pkuBy40xS4HL06/pwjYRERERERER+UzzcJxdKv2xx/ikyb1dapqetfYK4Ip22pcAh3WwT4fbRERERERERERk16LUoIiIiIiIiIhIH/rOd67gmWee6uswes0uVRklIiIiIiIiIrInu+++e9iwYT0/+tFPm9puvvm2PonlZz/7MUVFA7jkkv/p1fOqMkpERERERERERHqNklEiIiIiIiIiIh144IH7Of30E5k27RjOOedM3nrrDVKpFH/96/188YuncdJJU/nhD79LVVUlAJs2bWTy5EN45pmnOPPMkzn55Kn8+c/3AbBgwXz++tc/8eKLc5g27WjOP/8cAL75zUt48snHAXj66Se57LILue22mznhhCnMnHka77//Hk8//SRnnnkyM2ZMazGlLxaLcfvtt3DmmSdzyinT+fWvf05jYwMAb7/9FmeccRIPPfQAM2ZM47TTjmf27H8D8MQT/2LOnGd48MG/MG3a0Vx99f/22j3VND0RERERERERkXasXbuaf/3rEe699y/071/Epk0bSaVSPPro35k79xVuv/335OcXcMstv+bmm3/F9df/vGnfRYve5aGH/snatWu55JLzOfbY4zj88CM577wL2kzTa23x4g+ZMeN0Zs9+kfvuu4frrvs+Rx11DA8//Bjvvvs2P/jB1Rx77HFkZmZy992/Y8OG9dx//4MEg0F+/ONr+dOf7uXSS78JwLZtZdTW1vD448/w5psLuPbaazj66CmcdtqZfPDBIk3TExERERERERHZVbhugFgsxqpVK0kkEgweXMyQIUN54ol/cskl/8OAAQMJh8NceOHXeeWVF0kkEk37XnDBxUQiUcaOHcdee41l+fKlXT7v4MHFnHzyqQQCAaZOnc7WrVu44IKLCIfDHHro4YRCITZsWIfnefz7349xxRXfITc3j8zMLL761Qt48cU5TccKBILMmnURwWCQI46YTEZGJmvXrunR+9RdqowSEREREREREWnH0KHDuOKK7/DHP/6eVatWcthhh3P55d9m8+ZNfP/7V+G6TlPfQCBAefm2ptf9+hU2fR2JRKmvr+/yeQsK+jXbN9LO8SLU1dVTUVFOQ0MDX/vaV5q2eZ5HKpVqep2Xl0cw+HH6JxqNUl9f1+VYPg1KRomIiIiIiIiIdGD69BOYPv0EamtruPHGn3PXXbcxYMBAvve9H3HAARPa9N+0aWOnx3Mcp9Pt3ZGXl08kEuGvf/0HRUUDur1/T8bSHZqmJyIiIiIiIiLSjrVrV7Nw4ZvEYjHC4QiRSATHcTn99LP4/e/vZPPmTQCUl5czd+4rXTpmv379mtae2lmu63LKKWdw222/aarKKinZyuuv/7dL+xcU9GPjxg07HUd3KRklIiIiIiIiItKOWCzO3Xf/jpNP/jynnno8FRXlXHrpN5k58xwmTz6G//3fbzBt2jF8/euzWLz4wy4d83Of+zwAJ500lQsv/PJOx3jZZZczdOgwLrnkAqZPP5Yrr/yfLq8JNWPGaaxevYoTTpjC9773nZ2Opascz/N67WS7oJHAqrKyGlKpz/R9kE4UFeVQUlLd12HIbkLjRbpD40W6Q+NFukPjRbpD40W6ancdK5s3r2HQoBF9HcYeq73767oOhYXZAKOA1a33UWWUiIiIiIiIiIj0GiWjRERERERERESk1ygZJSIiIiIiIiIivUbJKBERERERERER6TVKRomIiIiIiIiISK9RMkpERERERERERHqNklEiIiIiIiIiItJrlIwSEREREREREZFeo2SUiIiIiIiIiMgeatkyy4svPt+ibdasc2lsbOijiCDYZ2cWERGRPYbjQNhrxMMhRrivwxERERHZafM/quaReeWUVScozAkyc3IBR+6T09dhdduyZUuZP38uU6dOa2q7//4H+zAiJaNERERkBzKcekI1W8BxSWb2g5oyvFSKZM4gGp0MwqkGQhvfIf76oxAMkX3EOTQU7UvCCfV16CIiIiKfyPyPqvnj86XEEh4AZdUJ/vh8KUCPJKQmTz6ESy75H1577RUqKyv5xjeuYMqUqQB8+OEH3H3376itrQXgoosu5cgjJwPwz3/+nUceeZjs7ByOOOIo/vWvfzB79oskEgmuvvpKKisraWxsZN999+Oqq75PXV0t9957N3V1tcyadS4TJkzkyiuvYvLkQ5gz5zXmzn2FV155iV/84iYAEokEZ501g7vuuo/i4iE88MD9vPrqSySTSfr3H8A11/yAwsL+O339SkaJiIhIh3Jim4nPf4i6ZW8QOfwskpuW4+b1x80bgBtaTnTovqRK11D/zG1N+zQ88QuiM39CTf64PoxcRERE5JN7ZF55UyJqu1jC45F55T1WHZWVlcW99/6FRYve5Uc/+h5Tpkylurqam276Ob/+9W3079+f0tJSLr74q/zlL39ny5bN/PWv9/OnPz1IQUEBt9xyU9OxAoEA1113A3l5+Xiexw03XMfs2U9w+ulf4KKLLmX+/LnccMONbWI49tjjuO22m6moqCA/P58FC+YzYsRIiouH8NxzT7Nhwwbuued+XNflscce5fbbb+G6627Y6WtXMkpERETaFXAhtfhlEsteh0gWTjSLwOAxJFa+Q2zRCwCExk8lVb6pzb7Jpf8hcMTeJJOp3g5bREREZKeVVSe61f5JTJ16PAD77Tee0tISGhsb+eCD99i0aSP/939XNPVzHIcNG9bx/vuLOOKIoygoKADg5JNP5fnnnwEglUrx0EMPsGDBfFKpJNXV1USj0R3GEI1GOfroKTz//LPMnHk2zzzzJCeeOAOAefNeY8mSj7jwwq8AkEwmyM7O7pFrVzJKRERE2hWhkfjS/wIQ3mcyiS2rCOQUkty6sqlPqnQdbnY/kq32dbL8v8qJiIiI7I4Kc4LtJp4Kc3oujRIO++tsBgIBAJLJJJ4HY8aM5Y47/tCm//vvL+rwWM8//yyLFr3LnXf+gczMLP7ylz+ybt3aLsVx4omncOutNzF9+gm8++7b/PCHPwXA8zzOP/9CZsw4rbuXtkN6mp6IiIi0y0nGcYtG+F+HMwkO3YfUtg0t+iQ3LSW41yRwm/1iFs4gUDSCQLKxN8MVERER6TEzJxcQDjot2sJBh5mTCz7V8+6//wGsX7+Wt99+q6nto48+xPM8Jkw4iAUL5lNRUQHAs88+1dSnpqaavLx8MjOzqKmp4fnnn23alpXlt3XkwAMnUFdXy91338HRR09pqqiaPPkYHnvsUaqqqgCIxWIsW7a0R65TlVEiIiLSRshJ4mxYROTA40muW0xiwxJCeUUEiscRX/5Gi76pqhIyPjeLVG0FTihCYOBo6p76LeHTryWeM7JvLkBERERkJ2xfF6q3n6aXm5vLL3/5G+6441ZuvfVmEok4xcVD+NWvfsvYseM499yvcumlF5CZmcUhh0wiK8ufNnfCCTOYO/c1zj33LAoK+nHggRNpbPT/MHjwwYfy0EMPcP755zBx4kFceeVVbc57wgknc++9d3PHHfe2aKusrODyyy8B/KmAZ5wxk7Fjd35dUOczXkI/ElhVVlZDKvWZvg/SiaKiHEpKqvs6DNlNaLxId+yq4yWarMJZNBsn2YibNwiScfBSBAaOJlVbQWLt+8QXvwZAcPTBBAqHkdjwEeF9j8FLpUiVrSf23nNETv0utQMn9PHV7Dl21fEiuyaNF+kOjRfpqt11rGzevIZBg0b0dRg9oq6ulszMLADuu+8eNmxYz49+9NM+jam9++u6DoWF2QCjgNWt91FllIiIiLQQ2PgBjW/9m8xTvk3dc3eSddrVJNZ+QHzZGwTHHEJ4/OcJjT0cgmHccAbJLStxB4zCa6jFLRxGw9wHwHEhd2BfX4qIiIjIHuWuu27n/fffa6qYuvrqH/R1SJ+IklEiIiLSJBBwSa5+G8JRCEWIjJ9K3dO/I/Pkb9Hw6p+JLXqeyGFnElv8Kl51GeEJJxIcti/hvAEQilA/526cQIjIid+iPnMgqPBYREREpMd85zvX9HUIPULJKBEREWmSSqUIDNmHxIq3IBEjvmYRkYNOwks0Ep50OjRU42TmkTFoLMnSNaRK1uLVVkBBManqUqJHn4uTP4SqjKF6mp6IiIiItEtP0xMREZEmngfesIm4/YeTaqwjNPZQUrXlpCq2+GtHhaI4mXnUz7mL2KLncbLyiK9+l4ZX78eJN1A/90FioRwlokRERESkQ6qMEhERkRbqQv2InvRdvNotBAqH4wQC1M/+LaltGwFw8weRdfo11M2+hdg7z+DmDyIy6VQaXv8XGcd9jepgrqbniYiIiEiHlIwSERGRNhrcTMgZhes6ZHz4RFMiCiBVsZnYijcJH3YWxBtwc/qTqthEeN8pJCO5qChKRERERDqjaXoiIiLSIdd1SG60bdpTW1YSHLoPjW/Ppu7Jm2iY9xAeDvHsIX0QpYiIiMhn1+OPP8rf//43AJYts7z44vMtts+adS6NjQ19EVqHVBklIiIiHUomU0T3OpTEyoUt2gPFhkY3k8DMX+DWbMUJZ9CYMYCEF+ijSEVERER6lrN8Hu6bD0NNGWQXkpp0Nt5ek/s6rDZOP/0LTV8vW7aU+fPnMnXqtKa2++9/sC/C6pSSUSIiItIhz4PU0AmExk8l/sHL4HmE9j6SwMiJ1AVy/Cl5udnpzn0aqoiIiEiPcZbPw537e5xEzG+oKcWd+3tS0CMJqcmTD+GCCy5m7txXaWxs4Otf/wZTpkwFYMGC+dxzz+2kUiny8wu46qrvM3ToMNauXc3PfnY9DQ0NpFJJTjzxFM499zzuu+8e6uvrOe+8Wdx7793U1dUya9a5TJgwkSuvvIrJkw9hzpzXmDv3FV555SV+8YubAEgkEpx11gzuuus+iouH8MAD9/Pqqy+RTCbp338A11zzAwoL++/0tbZHySgRERHpVF0gj8iRF5J5wAmQjJHMLKQ6WKAn5omIiMgey33z4Y8TUWlOIob75sMke6g6ynVd7r//QdauXc2ll36NAw+cCMANN/yI3/3u94waNZqnnnqc66+/lj/84c/861+PMnnyMZx33gUAVFVVtTheXl4+F110KfPnz+WGG25sc75jjz2O2267mYqKCvLz81mwYD4jRoykuHgIzz33NBs2bOCee+7HdV0ee+xRbr/9Fq677oYeudbWlIwSERGRHWpMBWjMHPZxgxJRIiIisierKete+ycwY8ZpAAwfPpJx4wwffvg+4DBmzDhGjRoNwEknncrNN/+KurpaJkyYyJ133kZDQwMHHXQIBx10SLfOF41GOfroKTz//LPMnHk2zzzzJCeeOAOAefNeY8mSj7jwwq8AkEwmyM7O7rFrbU3JKBERERERERGR5rILoaa0/fY+MmXKVPbf/wDeeGMBDzxwP7Nn/5sf/ein3TrGiSeewq233sT06Sfw7rtv88Mf+vt7nsf551/YlIi8cwIAACAASURBVCD7tOlpeiIiIiIiIiIizaQmnY0XDLdo84JhUpPO7rFzzJ79bwDWrVvLsmWW/fYbz377jWfFiqWsWbMagGeeeYqxYw2ZmVmsX7+Ofv0KOemkU7jggotZvPjDNsfMysqipqamw3MeeOAE6upqufvuOzj66ClEo1EAJk8+hscee7Rp6l8sFmPZsqU9dq2tqTJKRERERERERKQZb6/JpOBTfZpeMpnkggvOpaGhgauu+j4FBf0AuPban3D99T8gmUySn1/QVP300kvPM2fOs4RCQRzH4Vvf+k6bYx588KE89NADnH/+OUyceBBXXnlVmz4nnHAy9957N3fccW+LtsrKCi6//BIAUqkUZ5wxk7Fjx/XY9TbnfMYXHx0JrCorqyGV+kzfB+lEUVEOJSXVfR2G7Cb29PESDgfwPIjHk30dyh5hTx8v0rM0XqQ7NF6kOzRepKt217GyefMaBg0a0ddhtLD9CXeZmZl9HcpOa+/+uq5DYWE2wChgdet9VBklIiI7lPQcVpYkmPv+NiIhh8n75zOyyMHrZk7KdR0l/0VEREREPuOUjBIRkR1atjnOzx9a2/T6xXcquO68kYzo57Tp67ouNTFwHMgKpUilICNRjrPxQ7yydbhD9ydeuBcxN6M3L0FEREREZJcxb95bfR1Cn1IySkREOuWGgjz9xtYWbYmkx+tLqhg7pR+x2MflUXVxlwVLa3jyv6UEXIeZxw7g8JEeydk3ktq6yu/01hOEjz6P5L4nk0z15pWIiIiIyGeV53k4Tts/pMrO+aRLP+lpeiIi0ikHyMkIcPWMLK46KZMBBSEAksmP/+FJAZtrYGNFgr2KMzjpsEISSY87ntjAss0JUiVrWhwz9t+/E2nc1otXISIiIiKfVYFAkHg81tdh7JGSyQSuG+j2fqqMEhGRToUay/n2fktpXPAoXmMdhx52Ek/XTGD4qFxisSQNSYfn363in6+VkPKgX06Qb5w2hK9OG8jfXy1hvm1g38KhpEo/nuZHMkG3F5wSEREREfkEsrPzqagoIT+/iFAorAqpHuJ5Kaqry8nIyO72vkpGiYhIh1zXIbxlKXVP39rUFv/P35gxJUxl/xFAinVlCR55taRp+7bqBA++tJUvHF3E1IkFJOIJqGhZvhva+0iCiVqCkX4kvO7/JUWkN4XDLhsqPEor4+RlBRmQ5xL0NMdURERkd5GRkQVAZWUpyWSij6PZkziEw1Gys/O6vaeSUSIi0qFIspbEho/atMffe46sscfSSJRtVW3/QV+xsZ6GeIqcjABjRmcR2fdKEgufILl1FaGRB4AbpO5v3yXzzO9TVXhAb1yKyCcSCMLiDQl+8+g6auqTBAMOX502kMNMNhkBJaTk0+c4UN3osLUyQWbEpSjHJeDoqaQiIt2VkZHVlJSSvqdklIiIdCjluAQjbctunex+pJwQeNA/L9Rm+5jBGcTiKUb3SzCm8r+4RSMJDNsXvCSxpa/jVZcC0Pj6Y0RP2YeGZNtjiOwKyupc7nzCT0SBv3j/H5/dzKhBo9p9mqRIT9tUBT95YHXTGDzp0H6ceUQB4UDXE1KOA47jkEopiSUiIrsGLWAuIiIdaiRKYPj+OFkFHze6AYKHzWRNuUMi5TC0MMgXjili+9T7guwgx0/qR/8sGDT/N9Q/fSvetnXgpYgv+U9TIgqAeAOhZH3vXpRIN1TWJimtirdpL6ls2ybS05Key33PbmpKRAEs21DPhookSzYlKKsFcHBcF9dt+2u9G4ANVfDfZQ0sWN7A5hqHFEqiiohI31NllIiIdKo2ZxRZp11DautKvGSc2tzRXPNklHWlq5lxeCFnHJ7HjEm5TNwrh/LqOJlhh1y3lkEL78TdvBiA+Iq3iBw+ExwXmq21Ex5/HNRVQmZuX12eSKfysgIU5gYpazUdtShPv0LJp68xAcvWf5ywHz04yvhR2Vz359UAHDAqi+MOKuD5t7aREQlw2hGFDC8M4OBXQK0u9fj5g2uoa/R/7uZlBfneOcMZkgef8EncIiIiPUK/SYmISKeSBPgoMZJ3ywt5fXElq7fGAL8q5KkFZRy6dw4j+7kMy4eBuWHy5t1G3P6nxTGczDy8QIjMU75N7L05eLF6QntPxh08Dq+xFjdb00dk15SfAZedOoTfPrqO2oYUARe+8vlBDCwIABqz8umKhuCA0dm8u6IGgKP2y+NvL24BIBxyOGhsDrf8c31T/4XLqvn5BSMZku/SGEvwwsJtTYkogMraBAuXVVM8KV9PNBURkT6laXoiItIpx4EPVtey/8jsdCKqpa0VcX+KnuPwwMtlhCac4K/6vH3/SBahMZOoD+ZDNJvI4V8gcsRMkltWUvfPn0GslqCrD0Wyi0qmGDsoyE9mjeK7Zw/nhgtGc9wB2US1gLT0ApcUs6YNZEj/MADxpEc07HLe5wdy7nEDSXnw1WmDyM30n0rqefCGrcF1HWKJFFsq4mRGXKaPjzBl3wjhoMPmshhuUFP1RESkb6kySkREOuQ4DrVxGFYUIRp22GdEJh+tqWvRJxx0SDkBaupT4HnM3lDM9DN/TGDrMnBdGDCGuaUDOTQ/Rv3Tt+HVbGuxf6p8E5GCocRCA3vz0kS6zEl5FGVCUWb616aUnqInvadfpsf1XxlGWXWSkOuRFRnIw69sobYhhevAtPFRfnVWiLdXO/zzXYiG/b81R0tX8MXD8xhUtZyClc/hpVLMPOFMyvIG48X1WHMREelbSkaJiEj7HFi6Oc6tj22gqi5JUV6Iy04t5sGXtrJ8Qz0ZYZczjy6isiaBg0cwAEfun8cLb5fzh2dccjP2IRRyKatKsN/IOiaOy8VNdfAByNE/RyIiHQm7HoPzXDK9WuZWxaltSOE48IMTXfZecR/O4x9yXDSbQyZfQHRMIZk1a0luXc4B+UNw6qrwhuyNk5HLwPJ3GDgglzpvbF9fkoiIfMbpt38REWlXRT388u/riCf86UgllXF+9/gGvjJ1ICXj4iSSHvPer+DrM4ohlSIz5JCTEeDA0dm8saSaqvoU1PsVJIeMyyHpuWQcdhYNL//p45OEogQGjKI23A9UbCIi0qlYKJfSqs0ATBodYdyaB3E2fgiA11BDzrzfEY1eTMMLfyAweCyBofvS+OYTTfsHR00kuG0tgcJxJJOaaioiIn1Ha0aJiEi7SisTTYmo7cqrE+Rl+X/HyIy4XHrKEIb18/8p8TyPQbkuY4dkcvKhhYSCDsGAw7SDC9h7eAZOKkls9NFknHg5gaH7EtpvCllnfI/G/BEkUlq/RERkRxKJJMeMLwDgsBFJAmsXtu1UXwVAaPTBxN56suX+q97BzcjRk/RERKTPqTJKRETalZcVwHFaPv47GnbJiriMH5nJwLwAYdfDa/YUvIDjUZznMPWgfCaOzcYD8rMDDMh28DyPmJtJbOhRhEceRdINUBlruXC54zhkxUtwa0rACRDPG0I9Wb10xSIiu77RA0NccfoQykq2QUExlG9ssd0tHEZon2P8p094bUtOvVBUTy8VEZE+p2SUiIi0qzDbYda0gfxpjv8YcdeBb5xazNACB89z6Oix9qmUR/9M6J9+uhNA6z/DxxIAbZ+gl1O7mtj8h0msegeA4JhDyD56FjWh/j1xSSIiOyUUcvE8SCT6bl5xyPWYNCYCQ7KIDD+XxmdugaS/Hl9w9MHEl79BqqqE4MgDCAzai+Tm5U37Oln5JAtG9FXoIiIiTZSMEhGRdrnAsftls++ITMprkhTlBemX6Vc4fRoiTiPJlQubElEAiRVvERxxIM5e0zStRET6TJgE0YrlpLatx4lk4eQPpjZnJMk+ykl5HuSkKkiWbyDjuK+B4+A11JDcspL44tcASA0aQ/jIL5JY/iaJFW/iFu9N6PAvURPI65ugRUREmlEySkREOuQ6HgNzHAbmbP/n4tPLCIWcJImNS9q0J1YuJGCO79NKBBH5bItWrsDbtoFkyWocN4hbX0mW61KVMbzPYopH+hEZYmhc8ChOOIP48jdbbE9sXo4z6UskisYTnHQ2yWCUmlSgg6OJiIj0LiWjRERklxAjQmjQXiTWLGrRHhg+nkY99Ulkt+W4DrUxCLkQDni7XZVjJJjCqyphS5XHQnc6b20IMTEV57Bsj5ycAIlE2ynHvaHBzSZYMBxn6HjcVAxaJaNixRMJOFESySQJN0tPLBURkV2KklEiIrJLiKUCRMcdRWDlOyRLVgEQGDQGZ/Rhn9rUQBH5dNXEHJ5+q5w5b5WTnx3k4hMHM25wCOdTrLLsaQ4p6oJ5/GHVCBauigMJ3lkJC9aE+N4XGsAN9VlstV4miVFTyC5fSmDoviTXLwbAGziW5VkHM1Y/O0VEZBelZJSIiOwyqqJDyDr1e0Qq1+M5ARJ5w6hxMvs6LBH5BBzHYc7bFTy1YBuuC0ftn8eakkZqGlOMGhCmMOvTW4OuJzUkgpQGilldVsv/TnXp71RQ6+bwj/c8NlbB4Py+i83zoDGUj+VAIuOGUbRvJdtqkizcmsvwYBFeSuVQIiKya1IySkREdim1bi4U7NvXYYjITqpLwPNvlwNw1tEDmPdBBZvKYgAU5ga56bxCcqMQd7OJ7eJTcQMZ2Vx/7Dr6zfstJBrBcRk1aRZ1weK+Do3MkMeoQRHmf5TLr19tIJnyOGNyPkfsk0eioaGvwxMREWmXklEiIiIi0uNCLhTlhYgnYjjQlIjauzjID6bUkLXyHRJrFhHsV0x0/2lUZw3fqfWkAgEH13WJx3t+DafBGY0kX78TL9GIk5EDQNYbf6Jg7P7U0fcJqYyAx7QDsjhi71HgQXYECnJClCgZJSIiuyglo0REpMc1plw2VyQIuA6Dcl2C7q5d9SAiPS/oeMw6fhC3PbaB6rpEU/vFh8XJ3LiQhoWz/YZ1HxK3/yXz7F9SG+rf7fO4jkdO7RoSq94htW09GaMPIT54PPVudk9dCm5jFQk3yMZjrmVReR4ABxRUMrq2BDL7PhkFkEp5ZAa3f923sYiIiOyIklEiItKjyurgD89sZPGaOgCOHp/Hl47pT25ECSmRz5rRRQG+f/YwtlYleObNbYQCDkMy62l89YUW/byGGtyy1TCo68kox3FwAw45jZupe+5OUqVrAYgv+Q+RI2YSPPAseupBd05WPhsO+w7ff8olnowDEApk8Ytz+zHUiRPz+m4RcxERkd2R29cBiIjIniMYdPnP4uqmRBTA3Pcr+WhdfR9GJSJ9xoMBOQ77DYtw/vRBZERcEm4InLa/gnrttHWkJuawZFOcJ9+s4lfPw39GfoPqA77UtL3xjcfJbCztkUsAiIezeXlDPvFma1vFkx4vLKonpD/tioiIdJuSUSIi0mPinsPby6rbtL+/uhY3GOiDiERkV+CkUgzrH2LKhAK20p/wxJNabs/KJ9VvZJeOlcJh4fJaHn65hIdf3sp/Ftfwu5eTPFQ+ieSIQ/xOXgq8ROcH6k78TpCKurZz3yoaXeJOtMfOIyIi8lmhZJSIiPSYIEn2HZHVpr24X4SGmBYxEdlVOV6S0vJ6lq+vorKmEdfxCARcXNfpsXOMGhBixIAINz5Vx7K8o4ieeAXBsYcTOfJLhM/6MXWhfl06zrbaFA1xjxWbWlZcvrI4RumQYwAIHziNxmj315/qSGNjgqkT8tu0Tz8on1is5xdMFxER2dOpsFhERHpMMglH7Z/HeytqWFfSCMB+I7MYWhQhGvS0qK7ILsjxEjz/TiV/eaUSgIAL3z5rKHZ9JZFQgAl7ZTMg1yWykw8iCLlw6JgIE0YNAxxq3WICIycTS3mkUl0/tuM4dNg7mkN0yizcUROpS/bsr7mjB4b53tnDeWRuCZ4HM4/pz6iBYeg4GhEREemAklEiItKjBufAZacUs3RDPakU5Ga6jBkU7taHTRHpPSUVsaZEFEAyBXc9tYlpBxfwyGslzH69jG+fMYjx4dUEvThewVDqggWf6FyeByHHAzw8DxKJ7meo+2U5FGQHGVoUYX066Q1w+N5ZDB4UgfhoqoIDP1F8nQk4HvsUB7n2S/7T81z86xAREZHuUzJKRER6lOvAsAKHAblZJFMOmSEPz9MHNpFdVXlNvE1bTX2SSMhfzaGuMUV5aTnJt24gmUzgZOYSOu16GrMG04Oz+LrM8TzGD48yIH8wi1bUsHhtHUeMSHJo9ENCm5LERh/1qZ7fVQJKRERkpykZJSIiPc7zIOx64PrVDyKy6xqQHyHg+hVRH7eFqKz9eAHwVDzR9AQ8r66K+FtPsHzcBZghkT75Hs8MeYwqdBk3qACOKiAYq8HzDqU+mKMqTBERkd2AFjAXERER+QwryA1z9RlFZEX9XwuL8kKcMbmIl96pACAUdBibtQ0SsaZ9IttWsPCjMirr2z1kr4nHk8TjSeqdDBrc7F5LRCVxIZUgM1lByPlkT+0LOimyvUpyqPKT97sJx3HIbCwha8u7ZG37iGiqpq9DEhGR3ZAqo0REpEdFA3EiNZshlSCRPZBaL7OvQxJpEgw6uK6rJ6A1k/Jc9h+Vy28vDFNTnyQ7J8ryzQn2Ks4gNyvAjIlRBr14Y4t9aoYdwVuLknxukkdudOfn6jkOZKRqCDaU44UyqQn136npvYGgCx4kk52vSeU4DkEnRQqXZBcSWUnPYemmGA+9vJV40mPmBI+Jzn/INodSGy7qcnzZsS0kF/yDxrXvExg8luj444jmDqYyOoRttR4lVXEKsoL0z3EJOLtGoioYDOB5HhmVK2l49DqI++t1uUP3Izr9WzQEcvs4QhER2Z0oGSUiIj0mJ1GG9+Fr1L75OMRjhMwR5B16JpXRoX0dmnzGBQKwdhssXlNDQyzFPiOyGNHfJdQHax7tipIpj2g0QjTqv95/aJj9RxRTVZ8iFK8hdOAJxF9/BJJJkmOO4C3nYIIBh35ZAWDnHpPpALk1q2n8z4PUrVmEk5FD9pRZ1A87jITXtV9Vw24KD4eauMtH6xt5/p1yhhZG+PxB+QzKdUgm2yZ0wqlaNpY0sKG0kezMICMHZxKIZnd6nrVlCX7x8Lqm17e8AFcfvz8HvXov4enfIeaFdxhrNFVL7MkbSW3bAEBi5UJSZesIH3kOH3r9uOnRjWzPi3318wM4bnwObi8npCJeA6F4Ja7rEg/lEqpcS6pkFTgugX5DcLP7kyrfgBPNhoYqAmUrYcCEXo1RRER2b0pGiYhIj3FKV1I//+9Nr+N2Pk5uEeFDziH2yWayiPSIdeXws7+toabBr4hynRK+e84I9hkc0LpmHUkmyQ0D4Szi408lNuIolq+v4ZklQSq2uPzfzGLCgZ1LRAFkJsuJvfEvEmsWAeDVV1P/zO/IOHsQ1TljOt03TCORTe8Re3s2bjSb6P6n8Y9XoqwvS/D+ylpeea+CG88KUdwvQG1kUNN+ITfF+6sa+PnjlU3v/8SRjVw+I0gwHG33XIGAy38Xl7dpn70kzIScAOH6cmLRHT/FL1i7mYZ0Imq7VOVWSkLF/O6RzTQv0PrLC1s5YHQWA7J7J2vqOA45DRvwtq4g9s6zpBpryJx6MXVP34pXX+13imSSeeo1LG4oZskWj/WljUyqCTGmH0T1yUJERLpIa0aJiEiPCIUCJDYtbdOeWPY6kXhlO3uI9A7HgfdX1TYlogBSHjz531Ji+rtclyRSDoGc/owYO5rzTxjKD84eQlFWzxw70FhFfOXCNu1e+YZ2en8sRIzI2tepf+o3JDdaEisXEnjyx3zz8I8XsqqPpVhVkiD26HVkxrcR9erITFTQGItz94u1LRKR76yOs7ak7ZMFm+LxPPKz246XfhkerpfEC7afxNou6MXJ3voeTqvrcrLyCQweR60XpT7WNrlXWdt7U0qzY1tw6rZRP+cekltWEBozifjKhR8nogAa64jbeTzxTgN/ebGUl96r5lePb+OlRTU4zmer1NB1HaJeLWEntuPOIiLSwm7xG5gxZiTweLOmfCDXWtvPGLMaaEj/B3CNtfa5Xg1QRESIx5NE8we3aXf7DyMRygZVRkkfCQQcaurbfqCvqU+STKGpel3keRAJpIgEAHqunMwLRXELikmVrWvR7mR0vgZRRt0mGt95ptXBUvSv/JD87EOoqPF/6DiAV1dJoGQp8bl/I1FdRuMJ17GtOtTmmDWNHZ8vlfKYNC6HJ+aXNSWNggGHk8fVEcr4HPXhfOhk3alo5SoaZt/Mlum/YNCBJ+EtepbokV/Ea6wluW0jwxuWcOHkMfxx3seJjVDAoSi3d35dDwUcWL+MZHUppNL3LhQlVba2Td9UxWYSiZaJs3/OK2HyftnkRnol3F4TJEFG1Wq8LctxMnJwikZREy0mHK/CXfYq8XefwckbRM7nLiCWPZTGpH6giIh0xW6RjLLWrgaaJqIbY26hZexfsNZ+0NtxiYhIS07x3rhFI0mVrPYbIplEJp1OZSLQp3HJZ1si4TFhTDZPzC9t0T7t4H5khxIklCjtU3Wh/mQdfS51T94MSf/NCI6cQKJwrw73cV2H5NZVEGy7RlMqGCGRXiMqOyPAyMBGALzKLXhVJQBkffAYR5jzmb/k4yoq14HiooxOYx2QAz+/YCRL1tWRSsTZZxAMz6yhMfOQTp/kFwg4JJcvIDb2c/z2ZY/9B07h4i8eReMLd5IqS1dKrVzI8QdMZ/k+J/HaR3XkZQW44rggg0PbqKdfp3H1hHCsnIaX/kjk0NOb2hrffY6MKecTX/ZGi77BfT9H6Wstv3GSKQ/Pc+jJRGVfCwQgq3wViRVvEPtoHl5tOW7/YeRM/x/i6z4iNu9vBEdOIDj2UNi6gtDGj4j0H0FD3ihi7Hj9MBGRz7LdIhnVnDEmDHwZOL6vYxERkZaqIsXknPJ/OKVr8ZIx3MLhVEWL96TPJrKbGj3Q5btnD+eR10poiCU56dBCDhiV2aa6Qz49Kcehqs4jGHDIjdKUvEkSoH7AeDK/9FO88k04GTnEC0ZR73a8mLjneeB5hPeeTP1G+/GGUJTo6AkcVBJicFaMI/qXUPj673Gy8psSXQDuunf58uQpBAJjmLe4mqK8EJedPJBgKMTK0iQF2QHyo+C0+uHleVCYBUftnYnj+K/ryNvxtafAycwnFgixtSLB01tTHFNcw/CyllP2ku+/wDdPOpDThybIjpeS8/oTuKEvw8hju3KLd4oXq8NrrMVrqMYtHOZXqjVUk9q2nuhxF9L430fBS+EeciYPrBzG9IML+duLm6lr9L+Hph/cj4JMh6rqBtZsbSTgOowYGCEjunsmZSLJGgIfzKH2zSdwQmEiE08ksXEpidXvktz4EdRXQChKcMzBOIk49a/+BVJ+BWbkiC+S2v8UErStvhMREZ+zM4/N7QvGmC8A11prJ6RfrwYq8auw5wHft9ZWdPFwI4FVPR+liIiI7Ioqa+LEEimK8vewuUS7uA2ljdz7zEYWLK4iM+Jy4QmD+dzEAjIjHVdNel4KcDpchyhRuo66OfcQHn0QyZLVOKEoob0nExp5AKn6auJr3yf27hwCg0bz/+zdd3xdd334/9fnnHPPuVO62pItyZYlW463HTuOR+w4w9mTkAGBhFlaSr88vu2XFkoppVD4hkLLjxa+dAAFQshOCCGQPWzHduJ4D3nLsvaW7jzr8/vjOpJl2Y6d2PHI5/lPos/Z515d3/PW+/N+G9XTST78DXCHp8Bp+WVYH/9X+hyLgCHYsDvBj59qJpnxKSsw+dz1Y5hbn4ehn5ppV27bHgb++BPutz7J7zdm+c5VA1Sv+s4RawmCi+8ks+KBoRFr0R2El378lJzD8fipAQZ/9SX87masuTcirBDSyWJUTmWzV0dHey+e5/PgGx5dAw7FeQE+vLSE59/qZenMOJdMj9PXM8CXf9E6FKAqzjP45t0VjKs6/Zldp1pm8wuQSYJu4O5bj7NzNcEld5N55ZcEl9wNuoHXvB29YhLZtY+PrKsFxO75PsbY+jN09oqiKGeVGmD/kYPnXGYU8Engp4f9fElDQ0NTfX29Bfwr8G/A3Sezw+7uxHFTq5UPtpKSGJ2dg++8oqKg3i/KyVHvlzOns/PcKzh8rr5fhCZ47LVeVm8bACCV9fm3J5spixuMKxodjDJwCfbuwVn/O4RuYMy6jnT+BLxRfXfihJZ9Fr+7ES2vHJlfQb9Vgnz7HhVOx1g+E9uXufo+5RPxD259+6QwL/8siaxAlzYtffD9R5qGSj6199r8x9MtRIMapTExKkPqXd0Ho5TwZZ/h5hTYIsaORICqeAWir3VoncCUJUNdBYe2GzP1Xb3uJ/9+EUSv+d/Yz/6Q7BtPIKKFhC7/NC1+MTtaHX71fGrE2l0DDvVVIRZOjoDvY8gsv1vbOxSIyq3jsrZhkGjYPKe+a0f8fuhtxdn6ClpeMeaUJeg1s+kVxey++r9pH4DSWIC6adMo7Ns2KhAFYPd10WuOOQNn/+6cq58vyvtPvVeUE6VpgqKiY2c5n1PBqPr6+rHAUuBjb481NDQ0Hfpvtr6+/kfAb8/Q6SmKoiiKoihHSDvw2pbRHTX3tmcJBIJELZ384KGpd0CwdzeZR74+tJ67czWhO75JIq929L6NAigrGB44IuP/7WmYGT1GcPkXCfQ2QjYJBWNJR8YMrd7RZ4+qPd7aY9PR7yCEQWn0vWdHSQnJYDnBINxzhSCRhcCsv0XsXoFs2oxefwmicir+rlXQsQ9hhjGX3kMmXvOej32iPM3CWnAHsnMvMp0g8+qvWDPur9CC2tC0xLddOClKPCiQ3qHmANJnf9fogNPBbhdNE2csGCURdCYkLd02sbDB2EKDkCGJZNsRA60QzCMTHYtzqMaTLoAtfyS75jEA/N4W3OYdBK7+C545OIZHXmsb2vfiafl8YskiIvGn8fuGxxEa5Je9n5epKIpyzjmnglHAPcDTDQ0N3QD19fURwGhoaOivr68XwJ3AhjN5goqiKIqiKMowU4dxJUG2NCZHjFsBjV89AWYWCgAAIABJREFU10ldZYhFU/Moi+a607nrf3fEHiTejlfQF0zE845d4yugSyQCd3TjRCAXkKJ42uG7HVIYHf2VOC+sI4SgvdehNHpq6x5JXxIJQIZitOm3oM+8laznIyVo027CmnwZUuiktPCR8bXTJur3IvetIrP2CWQmAYBeWsPeLtjT2csnrqrg8ZWd9A66zJgQ4d4ry9AYfj08qbN8epBdzekR+71o0pmrzaZpgvWNNt9/pIm6MSEWTs2npVtweclBMk99E5xc+0RzznWIObdjCwvT7Se77oj3oGvTLip4bGX3iOEVW/qZODbEdVd/EfeZf8Hvb0cEo1hX/TmpYKmql6goinIcR+Y7n+3uZeQUvTLg5fr6+k3AFmAS8Gdn4LwURVEURVGUo9CQfOyKUqzA8NfOyVVhmjqybGlM8sTKLu5/oR2Z6sWUmaPuQwiNYz3ZB2SWaPtbaL/7R4wXf0B0cB/aSUYBqgo1PrykeOhnQxd86poxPPxKB3mR09sN1PcljusPBZ18H9JajIx4/wJRALK7GeHayOzwdDyv+yDzK22au7I89EoHi6bmc9dlpVw/v4h4cOTJ+b7kwroIty/KwzQEYUvjs8sLqasIvn8XcYSBDPzkqRaK8wLMq8/jf55to6e9G/+FHw0FogDst57G6s+VkZXCQFjhUfvK+jr+UWJqWUeyPjEW4/ZvY330exh3/TPJstn48tTUGlMURTlfnVOZUQ0NDZOO+HkvMPsMnY6iKIqiKMoHhhAwkBEksz7xiEZQP3qkxCKL5tv4Vh62K5ESxsQ1vvvp8bT0OPjA+t0Jnl4znGWyYU+Stgsl9X4vsmY27p51DAWfhIYxYQ4pb/TxTGFjNL1F5g8/GBpzd68ldMe3SUarT/jawpkObkw9zvSPf5L2fp9oSOfR1zqYVBFgbGEA+AB0XfRdnL1vEZi8CGf7a7kxz2Fy/wruWnoDj6zs4Zm13Vx3URHVxQGO1gTJME1uXlDClbPzEQLCIeuMdqzMupJExuOqeYU8sbITgOq4CztbR6/c10osFCcZqiC89B4yvx9+T2n5pZTl61SXWRxoHw5ixaMGadtD1wQpwhA+FMQ6xxpEKYqinAnnVDBKURRFURRFef9JBJsas/z7b1tI2z7F+QG+9OFKyvOGsz80IQn37UE2bwHfR3buJ1I1DX/cXFKBQuIhiI8NsKvD47l1vaOOEcj04mxfgwhGCV32SdzWBhA6RkUdvhUftb6mCRIDaaLrnhi5wPeQBzcjLqg+4ZiAkD56w0vUtW4nb/rdtCXy+OR0m3GlFqHWRuyyadjamcvweT9oRZX4A50YVVMxZ1+Ns/tNtIIxFMxcyI35+SyeFkcCeUGOG2xxfYllBnL/fwYDUQB5IY3qMgszIIYKq2/vCjCvfBK07RyxrrTTZJ/4FrHr/5JU5TyCt30deXALIhJHK59EKlzAF28J8NArnWzam6D20LS/lzf2cPWcfNScPEVRlJOjglGKoiiKoijKcXUnJd9/9OBQke+ufofvPdrMVz9STb6Ve8gPpdtw33gcoWs4u98AcllK+piVWNf+DVkRAqC6KEB9VYiGpuHaQoumRCne/1ukaaDPvhH71Z8h+9vAsNCqppONVow6J8NPs2Z3lmXaUeo5GSdX48kOFWHUzMHd9xalK/+ZUkBEiwhefCte+14CvotTefFxg1sBQ2Al25F9LRCM4eSNxRbnTgBr0Cgm79avkt34LCR7CFz6CfziOhJGPvgQsw5d/DkUcwkIny/cNJaVWwaYVBkCz+H6qnZCoeVk1yTxe5vBsAhedDNOwyrkQCfewS0EJuSRKJiMKLxgKAMs4vZQ072Nz82toO3i8TR22ug6/MWNYwkZ59BNURRFOUuoYJSiKIqiKIpyXF39zqhuc+29Nm/sTDB3YiRXP6i3GWPsJDIrHhixntfSgDXQQjY/1w3P0n3+101jWL8nweZ9SS6skszIrMbYuBbzli/jde/HuPRTSNdBaiZpM37UTmy2p/HMJoeZF99CYft9wwsCQbqi9Tj9KUpjYigIdjy2DBBbei9aQQVu40b0kvEYFRNJv/RzgovuwF7zKGblHLIcJcgloK1fUtS/Bfnsd8B3ATCmXY45/25s7Z2Pf7YYCFVhLPwUAc0n4+tnrAPeqVQWhevnx1k4NZ9ozw7iz95HWjcIX/MF/L528Bzsba8Md8PzPUSiCwoKhwJRlubgv/ko2c0vYALVCCbUzUVb+llS53nGnKIoyumiglGKoiiKoijKceUfpdtcfsSgL+myqyXD/LogmKOLPg8bGdSImpKlUyNcMzGNv/cNBFm0ZfeSefG/8fvaEIVjCdz4t6SNfEZFwQ7RTYsF9UF+9FYxf3r531HY8QYZPUpL3izue0JiaF18+4peiqrHkTZGT/M7kquH8A5sRi8Zh9/TTHrHikOnLsEMIw8rSK1pAssdBHxasjHWb2nmxqafIA8FogDcLS9gXbAUOz6J95thvPseRa4Prn/sgvHnIlP4jI+m0Bq3YgN4LpnXH8aomoq94Y/DKxoWaDqE8kZsbw02k9r84mEjEnf3G4RnXAVF01AURVFOngpGKYqiKIqifEAIAbYnCOicVJHl0pjGRy8v5f4XOoDclLTblpTw0Csd3LyomIwjMOPViKbNGONn4u7fOHzMkvF4sZHT7EyZJtDXgrTTaLUX4TesQDoZzGnL8Hqacba9iujcDWMuOuY5eZ7k8llxWno9Xu0p4I09cQbTHt0DLuAB0JiMUNyyBaoXv+M1OkaEQOkEnG0vjxgXkTjWko8xSK4OUkBmMfetwX7tl0jXpmT2zVxUPRe5tXP0TlP98M5xsFPGwCXYuwd30x9IGAGi068inV+DJ8+1Btqnlq6BtvUFxGHBQr/7IFROwVpwO86u1Wj5pQRqZuOjkwmWjNhe+h5HC84dHnxUFEVRTo4KRimKoiiKonwAJGzBy5sHeHljH9WlFrcvKaEiX5xQTEoXkuWz8hhTZNHUmUXTBE+u6sLzJEFTQ9MkGRElOP0azGQ7RtU0nH3r0cfNhLpFpLTI0L4sP4nZvAGZ6AIhEHYC2d1E5lAmkl4xieDCO5CpgXc8r7Cl85lryuhLwZOrurDdIy9G4Lc2oNcswfOOX0zb9TXCs6/B72vFa2kAw8Sacx3O9tcwltw7tJ7ZvYvssz8a3nDtgxQsisH4ubD/zRHHJn90ratTSQiI2F1omT6EEcDPpEg/8g9Dy53tKwjd8S0SsZrTeh5nO9Ppx179CMEFtyHC+chUPwD2puex7vwnrMmLkYl+/ECQbKQCD33E9l5eBcb4Wbj7NwyNafmlUFj1vl6HoijK+UQFoxRFURRFUc5zUggeW9XN82/1AdDR57Blf4r7Pl2Tq/d0AoT0qSw2aWzP8GbDIJMqw0wZF6aiwMQQuX1k9DwyeXmI/EkY027E8RlVd8hKNJN+6afIbBIMk+CCD+O8PSUO8Fp3YlRNQatbgKGDQOJ4gmPRpKQoIrj1khJ+81LH0Hh+xKBK7kWvmk7mHQJRQ8e2bbRYEYHFd4HvYe9Ygd/Tgubnttd1gd+4Hi2/DD/RA54DQGj3S7Rd9AVK0gPQvhMRjGJe8Tky0TGndbZbLHkA2bmP7KbnIBhFiCPuk/TxGl5Dnz8Bzzt/pt2dPAG6Tub1RwhefCtIH+m56JVTScTG4UsB8dJjbp2SYfKW3INeNgF33wb0iokY069gQC96H69BURTl/KKCUYqiKIqiKOe5wQy8uL5vxFjG9jnYlSVeeeKd5wqCkiXT85hUGaJn0KGyyGJsfPQUMCklzlFmMBkaOJueywWiyGWXeJ37R63nte9DGzcb/c0noL+d4IxrcMfMwD1GsWjpSy6bEWNMXOfFjf3UFbpcUtZBcf9evNIPn/D1eXkVeB17cRpWDY3p1dNxw7lpWwF7AL24GpFNosXL8ZN92Bv+AIWVbO2NYk38InOX2oQiIVKB+FAB7NMhKLLIzr2kX/oZOFn0sReAeZT7I7STmZF5XsoG8gkt/ijZF/4zV2BfMyBWjHnBFblA1AkYsCowZt+BOesGHC1ESs3QUxRFeU9UMEpRFEVRFOU8Z2gQNDVS2ZEZQta7KHSdZ0ryygxEeWBUsEUI6ExAc7dNyNSoKg6MaHuvSRe/q2noZ3+gE7N+Ic4RxzBnXU3q8W+Ba+cGmrdjL/4MAzVXEg8ePcspqEtm1YRYMNFCS3aCX4Edmo5zqNbTichoUSI3fAV/y7N4TZsx6uZD/VJSWASwYc39ZLa+PLS+UTObQP0i9DnXsyQaQwiB5/lk4KRqcr0bltOPlxoAJwvkuhaGLvsE7r71wysJDb1+8XnRFe+98H2JU7MI6+YSvN1r0IqqEOPmkDQKTmo/ridxCcGJJdopiqIox6GCUYqiKIqiKOcxISDjwM2Livn1i8PT2CZUWFQWB3i388iOFoja3eHzT79uxDk0JaxuTIi/vHUMETP3s0OA8LRleC/9LLeRk0XaaYyaWbj7cvV4tJJxuMmB4UDUIdbGx1g3OIUFc8YQNo59zmlXA6vsHc/fkhn0RBsAXrScrMhlFSWtUvR5d6PPdcgQGGrmZ6Y6yB4WiAJw960nfMc3GYxUIX3Jse6lpuWyb05lUMh3bUT4sK5v0ie76XlCV3wGt3UXIhBEu+BSUtFxp+yY5zJbBLFLZqCXz8L35WnNWlMURVHemQpGKYqiKGe1pC1o7LRJ27l6NWV54nzqOK6c4zRd0J8WaBrETHlWZqAkbcHf/7KR8WVB7r2qnM4+h4KYwYUTY4SMd5/iIQRomobv+0gJPWmN+19oHQpEAexuSbOvw2ZaZS47SUqJV7MAc6ATe/0zYJhghtHHTiVQOw80Ha9zP/5RAgVCD9Cf8mjqcqkv10ctPxpDkxh+Bk164No4Zh6ONAg5vfgv/hj7wCYAtMqphK/4PKlAIQCeD94RGVXSy3XowwxhTroYAkGc3WtxGT0NLiA8QulWZLIPLZyH27QVPzWAXjuPdGw8Hu+9u53ffRCjeBxG1TTcpi25sc5GpNBwl36eeDxMZ+fgez7O+eadCtnrwifoDZJxIRg0Sfqh9+nMFEVRPlhUMEpRFEU5ayVswf99+CCN7blpKJoGX7t7HBOKhx9ENU2gabmpMeoP3cr7acAWPP9WH8+80UvY0rjzsjIunBDE1M6uN2LHgEt/0mXj3gQb9ybIC+uksz5hS2dhfRjtBOcc6bo2lE2S9TTW706yaX+SGTURplaH6E24tPfZo7brTbhwWGAno+dhzLub8NTL8Q9uwd7wB7TyiRgXXk/mtfvxmrYQuPEriGAUmUkMbdc37Xaee8llymTIeIKgwXGnwkXsTrztLxHIK8Jt34teOBbTThMsrQEE6UOBKAD/4FbY/wZi0tXHzJjxoqUYU5ZilI7H3vgs0vMILfsE0h4k0rMdWVBJSsQICIdg01pSz/8nOBkwQ4QW34W97WWcN54gdPs3SORPPKF7flzxsaSe/CfC1/0F5szliFghcrAb385i9e1B5k1578f4gDGFQ2dflodXpdjW4nLRhAA3zZeEwuEzfWqKoijnHf3rX//6mT6HMykOfDGdttUDjHJMkYhFKjX6y7Vy9jiyedCZpN4vp9bOVoffr+0Z+llK2N+W4YKaPDwnS4HfhZbpx9j5Elb/AYxYAY5+7vwV+wP3fhHQnRY0tNjs73TQDJ1YUOMs+hU+YZqm8dLmBA+/2onnSzK2z5sNg0yfkEdx9L1nvRzNu32/2J7g2beGi5dnHQkCJlWFqSg0Md8hycjxBDvbHJ5Z14dpBXh5c4IXNvaTFzZo77V5fGU3PQmPqdVhso5kX1tmxPY3LywmHh5+lQcygp1tNo2JCIP5tURnXg7j55E28gmNn4oeDOEf2ACXfg43XIgfLaNryh38z44ySovCjC8P8s0HmgiYOqUFQYJHmbJnkcH73X0EKmpxtr2Gll9KdvWjeAe34TasBOmjF1Xjdw/Xr0L6UH/pMbPbPBEgnBcj/fsfIDMJggtuI7PyQZxNz+FtfwW5/y0iFVWYMkvqt/8MbvbQhi5u8w6s2VfjHdyKzCTQ6hbyXpPofCtGsHwcmWd/TGDCHLIrHsBe/3vcPW/gbnkRUToBO3zsDnHKaHY6yZcf6GVHs00q67OrzWF3q8OlUy2kOL//hv+B+/dIedfUe0U5UUIIwmET4AdA35HLT8+3JUVRlPeB4wv2dHjsbHNpHcxNEdEOfaqFnW4ibeuINq8mr38HkYOriaYOEpUDxAb3EMu2Yujn4iPwB0si440a6+x3KBVdWF0NtOzaR3rTi9haiISr4z79XYJe4ih7Us402xfsaPVYtW2A7gGX7QdSfOWn+9jR6iAEpBzB1oMO6/dn6UycXUHmo8l6gpc3jvpexeZ9CXT97Pp6VRTTuHlh8Yixay8qYtfBJOY7PF9rmmD1riTf/k0TJXGLf3n0IE+u6mLdzkF++Xw748pCFEQNXt82QNaVVBZbLJ6Wj6ZBfsTgz24aS/VhmYxJW/Dq1gFe2zLI9x5p4u9+vp//eTXBoJNbR3TtJbvqQdyGlfiPf43eCdewY9KneG2wlsm1RUyuDrNu5yB3LSujoSnNN399gKfeHGTQHvmG0RPt+B17wHWw5t+CveGPI5a7O18nUL8A68LrhrepmXvcKVyaJnCbtub+v3AMftcBZGI4WO73NOM1biLzyi8wZ1w+cmM7jXj7Hyg7zamYa+xJjWTpDPQ7vot0snjte4YXSp/Myz/DEtn3fJwPkuYen57BkW3ydjRn6ew7ssS+oiiK8l6d3yF+RVHOW0IIXt2aoKTAZNOeBC9u6MPQBbcuLubKCwycR7+KTPbmVg4ECS25G1q3Y29/Fa91F5ghgks/jj1+ETYn3tZceX+NKzERYuRMnDuXlrCz0+bfn82nPxmlrryKL5T0Ew/6yEQX+sBBKJh85k5aGUUiePrNfh5f0TU0dvEFeVxzUSHrdg4SCcbp6MsSMnWeXtvDvtYM/3DPeCrjZ29EKqBLSvIDNHeNfNgvzjfx/bOr1ZaO5Jq5eVSWWHQNOFgBjc37EtyysPgdpxQmbYaKnksY1Y3vuXU9LJqWz9Oru9nVnGZssUlJPMDiafnkR3SKYxraYb/ALb0OvoRVW/uHxl5Y38sF1WGWVQ0i+3MFxdF0AjWzqWx9gUh0AkbleDxh8PLGASpLLH79YjuJdC5Y/dArnbR023xmeTHiUJBHGBYgEAXlyPRALuvpCH5vC17HfgKTF+OnBpA1845b1FpKicgvI7j0Y6DpCATWxR8iu/ZJ8HMBDL+/LZf5FDmiS1vAGvogM+bcQNI7Ne9tKcExohjp0bWh5EAXws2Cbp2SY30QmIHRgWRNQOAo44qiKMp7oz5ZFUU5J/VlJBv2JGjuzPLsul5cLzdN5tcvdrC1XUOmhh90cDL4mQTOnjdygSgAO03muZ8Q7N9/Rs5fOTHl+TpfubOa8gIT0xBce1ERdWNMvvNEL/3J3IPo7jabH76Rh+v5eLUL4SwLBCjQlZQ8uXI4EGUFNKaOj5DO+uw8mGbT3iTNXTZrdgxwy6ISrIDGQ690IMVZ/DXF9/nQJSWYxnBQoSQ/wNRx4bNu6r+mCWJBjVk1QaaNCzGmMMA9V5Qyvvid76+U4I5OUByxHGBefYzBlMd9Dzbx38+08OSqTlJpF+uIYFfQ1GhoSgEQDeosmprP7LoobzQMINq2g2sj8ssIXf4p/L42Mq/+kuimR7gwuJdp7mamFCbRdTEUiHrbyq39DGQkpshl2vlWFHPOteB5eC0N6KU1I9YXkQKkncFt2oo5ZQnGxPlo3Y2Yfuq416rHy8is+A2Zl35O+qWf4Wx7leDFHxpaRy+twe9pQYuXEVx8F0btPNBNQks/jtN5AOumL2OXXPCO9/1keJ6PKKyEIya8Bi64BNfMO/pG70EAh1i2mfy+HcT2vUD0wGtEsh3HzWY0NAikOmhp7WHLnj7aezN48uwLNlcW6lw8cWTw7ub5eRTmnzvTvxVFUc4VKjNKUZRzkuvBgin5PLeul3mTIkwqN3hpa5qWbpsNe5LMLa7G79w/tL4WipFt3DRqP7K/FfInvY9nrpwMgWTyGINv3lOF50PakWxrTI2qtbK71WEgOJZy+zX8+Ngzc7LKMQ2k/BGv2U0Li3nk1Y6hgOL+9gxLZ+ZTGjdJZz3uuqyUp17vxvPh7ViPJdPoyQ7QTexwKa48sW5qp9P4Io1/vLeGxo4MAUOjpsyiMHR2RaL60rB25yC7WzIsnJLH5EqLYGHuHE8kaBa1JLctKeb+FzrQBIQtbUR21M2LirikvJdQ8zrsRD9Lr7+Q/1gXY/uB9FGzTAoiOtWlQfLCBpUlFq9v6ycWNlh+YSFuTyddopi+Jd8g2ruLIsdFAN7BraSf7yZQM4tle9axYcF3Ru03oAsCbVvx29+E2kUYqVbcZC8iGMHevoLgJR9Bi5fjNm1FL5uAdeF1JH/7zwB4HfvIrngAAHPxR/Cm3sjRZusFhIe95jHwhqds+QOdSOnnOuxNXozX04IwQ/i9bWRWPIAxbibRu/4RO1KKX3sZSf/0BGCyBTWErvlzMiseQCZ6MC64BH3OjaSPE0h8NwzNJ9T8FjKbIvnif4OXywgTVoTw7d8kGazA0AVCSJzDZrsZA0281WxgOT1E8FizOZ+ikjiLpsRO7I34PnGNCH9yJVw63aOpy6a23KKu3MA5RZlsiqIoyjAVjFIU5ZxUEBaMiXl894Ys3pbn8Vv2cvO8i9kTns32hIk82DVyg0gh3Zd+mdZ0kKjuMKbtVcy9ryLCBUc/gHLWkJLcVCINgoagJD8wap141CAcDWNe/GGSev5R9+P5kkCqg4CXwcgrIimip/vUlUPywjrVpRYHOnJT2gxDDAWi3vbapn7uWFbK//dEM3csK+WTV5VhGdCThPbuFKFkCxWtrxDc+TyBuTeizbwJWzuzHa6klFTkQUVe8O2RM3o+R0ragm8+cICOQ/VuVm8f4MNLSrhxXt5xp6Mdzvdh6bQYhbEAK7f28/mbxrLjQIq23iyXzSxgblEXzoNfBSeDBVTwe75w6V9z/+5KyuMGR96TmCW5fFacN3YN8sCh6X+QZXtjkr+/+0a+8+BB0nY3ulbI55b+BQu0H6N17cHva0MLx2Gwk3q9kboxcXa3DBdKv2dxiH50/rPlCg5uk1w5bTJLCmzy1zyOecElZF75BXrFRAKTFyJ9H2fXGnCyaAUVyNTA0H7s1Y9gTbyElDH63wZNOvj97Ue9SeHr/xJ7ywuIQJDggg+Tfu1+ANzGjWQ0HaJxAhd+CCdQdEL3/XBCQMjuQQy0QzCKFynGR8cR5lAcx9Yi+OMWYpZNRvMdsqESYkVxEp2jp++9F+FUK9mNz6JZkaFAFIDMJpEHtxArz+KsfxqZ7CU66xrs0qlohkY64zLlwMMY+9cCUFc0js1Ff0ZfKkr8LEs60oMRptbAjDoN11WZtoqiKKeLCkYpinJOitltTLe3k3nygaEpeV77XmqnthCY9gnejP0b5cE0JQ2PEIvH2WpX8w/PDOC4EghwxZQb+NglF+AU1Bz/QMpZRSCpKw9w7bwCfv9GriaYpsHnbygjLz9I0j16cCKdzmJufwZt/cN4vodfMQnz6r9EFwJd2mQCBWdFps35RtMEIS2LFrO467IyXt7Qx7YDSaLB0fda1wXeofjUEys6+es7q9nR6nDfgwdy3d/QWFh/HZ+cESP85mNY1TOwi6a+vxd0jmnucYYCUW97YmUXS6fHyDuJMkJBXXJRrcX8ieUgJTOrTTRN5KaH7doCzsjuecUNj/On134NjlKPSkrID48u/u5L2LAvNTTVy/PhRy/b1F11K2Vd3wVNH6pqH9v6GF+67W/Z1mTT3J1lSjnke138zZMC280FSH71ms3gRdO5w3kBHQguvguvvxOtqBphhsiufRxz6jKM8TNw9m0YPhHPPWp9KQBHCxGacSXZV/5nxLiIFuAUTcC/tB6zYwfpJ741Yrm7bz3BhbcjD6xH1F1x0olAkcH9ZB/7R2Q2CYA540pkrJRU+XxkpIhIyED6EtcTuG8Hu05TDEUmexGGiZ8eGLVMj+STfvCrQ/WzvKYtBK7+IlrVdKyBg/iHAlEAoruR+oEV9PpVnI1VQ6REBaIURVFOMxWMUhTlnGORxfnjDzHr5o2sDQU4214lVns133vUp7zA5O7LP8bUYpt/f6j/UCAq5/ltDkvnLmKcroqXn+00AcFsJyLdy0BwDGki3Lq4iMXT8xlIeZTFAxRFGPH6Hs6VgmzLbmLrfgNApnYZmypu4fEHk0QtyZ1zYHJsO0bReDKaypY6VWJOJ3L/m9ibX8SMFjBzwb2IWSUsmZFPXlhnXKlFY8dw8e/lcwt5fVvu93nZzAK2N6Z4Y+fgoUBUzqqGFEumX8eMrb9Fdh1AFE89m2b4nFWEgNpQD/+6vANfGGxPlvLTVS6+lORqC53cjZMS5GFz13xf5mJD7lHae7vZ3P6P7D5wiCYgYo0OSBq6hnfYfE4poccNUQZYc67F3vsWesUkjEkLKUrsYk7NJObWBgk1v8nrPYXYR3wGPL0uyTXLriBvzX+gVU4lcP2XsP/wr9DXil5ag9u+G3vrS4SWfw7cLM7e9QSmXYZtFhz19vi+xKtdjJlNYq97CmFFCF78IeTY6aQJg4SANvq6tIIK/IFO/N42tEnLj9ux70gWGbLP/XgoEAXQI/N5pncBTz03iCaSfHhpCZdOi2Hp78MvQ6wYEY5jTruMjgvvpTGVh5dOUE0TgYGuoUDU27y1D5MaMxera++oXYXaN2GE70CehcGo95MQuW6jIDA1X32mKYrygaGCUYqinHP0dA92226YOH/0Qk3Dlxrg09Zrs7fNoTCo09ozMjsgbGn0JSXjikfvQjl7CAHBgX3sc8rY0WJhYlNXlGbQzlJQUkR1PJhLADjOl/eUDWYevWTgAAAgAElEQVTq0HQgK8zG4uv4wTOJoeVfa4JvX2tQa7RAgaofdioEDA25bSWZlbkAoN/dBE1fYsHt/8BOMYGopfGlD1eyfm+K/e0ZxhZb7DqYoqkzF5yqHRuio9emqSMzat8H+6B+0hVYBWPVQ9txRFLNZJ74KqV2GoCyvAqiy/4Xe9MF5AU5JTMKpQRROQ2ENiKbqL/+Rv7yJ80smR7nhvkFRAIjD6bj85HLSnlyRSt3zAFfCh7eIIiFtBHBR01AyZgyQtf+BV0UscG6hjf3OsxIWMzNtwmRCxDJovGYvYOjLioS1MgvLiC4/E8hVgx2AuE5SMPE2fn68HWkB/H7Owld+Vm8iqm4MhccEQJ0XcPzhgMEGT2GPvM2rKnLEUKQNmIjCry78XHoE+fj7Vpz6CIMrAuvI/3yL7Cu+nMyJxGIAtDdFF5X49DPIhhlg3kRj788nJl0/wsdjC2ymFY5egrzqeaYcQSSA73w9RXQM5jLcCvJr+KHS7OjN9ADPPJaJ1cV11J4xCKtZi5CN46ViHZOEiI3ZVHraUS4WfTiKpxQ8TE/qxxfkOzvJ9/tImD3I60YoqASYea6Lzr+BztQpyjK+U0FoxRFOfcYFpghZKofrXAsfk/z0KLAnOv55XoTyP11trPfxhV5zJwQYePeJDfMCXHvrEFEfytaqBfpjycTKMQHPE892Z5tLC9JQ6acv7u/dahJXjSo860r+hho9yisCJENlh53H6GAIBXMPQa54y7iic0jv9xLCRu7IlS5mzBKJqupGadAONtOasMfRg76Ll7nXsZOmoiUuQ5g48tNnl/fy/iyIIauUTcmxMzaKIYm2HYgxey6GG/uHFnzRtcE6XGLCBdVvI9XdG4JkcJb9wQcCkQBiIFW5oX3csG0y09pweh0rJrwHd/EffNJ/FQ/3ROu5jd7KkikPX6/todoSOeGubFRh5xRNMicBc147fvAc/iHBZPpi8d4MKiRzPgEDMGfXj+GouIAqbYoP38rn5U7coGPNTuTrKi0+D+3CQxN4ph51FYHqCzq52D38B8e7vtwCPHqg6QPNbPQiqsJXnov7u416DOvJLPmCWSiGzQdr30P6Wd+SOhDfweFcUJuH9qBdbh738IcPws5fi7pQ3WkPB9S2qEudUcUCM/qEawlf0Jo5lXI3hZwMmTWPEFg5nLcspPvoucGomiVU/APbgNAltfz4p7hf+PetnbHALPGl+Ier/XhKaD3H8Ru3MRqrqNncPhed/a7dIYnUmSGRrzvBqbdxrPPZInMruKaCYsJ7F0BgFY+Ee2CZedd81M/1Y/+/L+gte3I/RwIEvzQN0jHqo+6vpVooXBwN5lXf4lMDyAAY+J89PI63MZNxBbeiXSyyEwS4hVkwmPwPuCZZIqinD9UMEpRlHNOxiwktOxTZJ/9EcEFtyE9Fz/RgzFuFqv7K1m5fbg19/jyENFIgI9cXkZBtJtPXtBI+rHvg+dizrgS0XMQbd9bBEpqMOoXko1UkNUiZ/DqlMNJAY+9PjDigSWR8djQW8iC6F76e8YSrS4/bgApoPkExtRhT7qMgJMkepRaOeEAZAijuRJVOeq9k0JHmCFkcmRdIKGb/Mcfu0hlPK6eV0BlkUlhVOe/nmllfFmQkngAK6CRyHjsbk5z12WlJNIeO5pShEyN25aU0NiWZtmUWrKaeiA7mgA25mALma6m0csGWggHOKUBAF8KErEJ5M26irXdxXzvmSRZZzgg8vxbvSyflYd52BQyIcDoP0DquZ9A9tDn9fpniN/813zvs7PpGnCJhTQKw+BJ6A3WsnLHyMLh2w9m6ejNMK4QjM1PEVr7GF+Z9xkaqKXTzWPahDyKOv6IfVhXVb/rAN6+t9BLJ5BZ/SjB+bcgInH8wW6Cl3wEPA93y4tEltbgvvJfOHvfBMDbtw6tag3WVX9FVgR5J1ktTLZgCoHCegKZbgLj52MHi4Yyrk6GLU2iyz5D9qn7kH2tiEQXdWUaO454ecfHUgQH9pEIHz3ocaqIbAItWsj+Xh0YmXH8i/VBPnfdN2DvaoxMH7JuMf+2MkLWcfnNWjgw8WYuW7Cc2tIA4dIKUrzzvTyXaJrAad1J4FAgCgAng7vqfsxrvoTtj/zXxdR9tMbXcVp3IA+rweXuWoNRMREtWoiz+iHc/RsPLRGEbv4bkqUzVVaooijnBRWMUhTlnONLyFZfjHVnFbK/DaJFiMJxtGdMNu/rRdd6MHTB1RcVUV8ZZOWWAR5f1cUvPhUl+8dfgueil00A6ZM91PHIO7gdZ+cqgks+hhw7B1ucZe19PqDSIkxvsn/U+EBGYMYcyHSf0H4i0QjewnuQA83c6RXytftbhr7Mhy2NGfFe+oK1jNUl9ulNLPhASAaKCF98G+lnfjg0JiIFOAXjhwpXr20Y5O/vrubuy8tZPCPLYMIlFtGpLg2yZls/X76rmode6aCiyGT53ELClsbDr3Zw7/IKNE21WT+WYKaLzCu/wKiZhXdYIAZAGzcL3z/1T7EB4eG17CDrzRkxzQ5gTJGJYYysHRU0fLyDO4YDUQDSx173OyoWRijTHGyriqzM1XA7Zo0l38McbCe75hEA4mt/wnw9gF5UhX7R1/HWbRm1idd1ALerCWvaMvxMEvvN3yL7c9N4RaSA0LJ7oP8g2UOBqKFDNW3BSrSRjY0/4fviSB3HOpS5+R5ueyJYQfC2b6Inu9F1wfK0yWvb9aGOlKX5OhdGm7Cf+x3WTX9PlpOoTn+SZH45XncTiy+0WdUwctnUcRF+u8ukduxN7D6YptYJIY1e3s7iWrXLZtUug29/chxjz8vsHgGJztHD3Y0Yfhab4QYbhqGBnUTzsjgd+0dtItMJ9NLxZF4+vFi+JPvc/8O687uqvqGiKOcFFYxSFOWc5GLgRsdBdFxuwINwQHLnJQVcM68A14eoBa29Lo+u6AIgQBavtzX3/7XzyKx+ZMQ+ZbIPOdhFYLAFO6/2fb0e5egMTeO6uXn88KmRtYNml6UIFFUR0j0Sh7KihABN05BSjnrglhK0gIVfNIFxQvCtj41h4/4MEcNnSrmke0CjJBLDyPRgB46sbKKcLM+TuGOmE77lb3AbN6NFChBV0/jMAyODSMmsj+05NLVnGEh51OhBnlrdxb2Xl9CX9IgEdcYUmTiuz/4+m+k1UYTwQeWvHVuqB691J3r5BMxpl2FvexWMAMGFt2MX1p2WQ+p+Bi2UR93ALsaVTKKxMxckCRiCj15WhnZkUSApkEcpfC4zSewdr0GyD6PmQtyaS/B8QVm+zrxakzf2DG9TVx6gvDAAHT0jd+I5eB170dMDGHUX4e1bN/Jcy+uwNz4LYyfnCq3bw58tMtmL19OCbp19D/oZEYFoLmu3IAz33e7QeLAPTUCVu4vY6l/i+x6mm85NZT9N0lYZoev/D5N3r+bjiy7hwbUOUkpuXVTIxZOjBHSJqcHcCUF8XzKupJzvPXaQpo4spiH4xFXllOfrnJKiZWcZKX300gmjxsWkS8iK8NAld6UEK7f2UxSRXOYLjOppOA2rRm4TyQdndA0umexF87KgglGKopwHVDBKUZTzi5TkH/Y9vKt/uK7Glu4w08fNwG3clCu2KzRGFfwQYuRf65Uzyvclk6ujfP46yWOv9xMyBR+9SKe2MEFAF2Tyc1/8U66gf9CmsS2N7frUVwapLLJw0NHFEZkVUnJBsJXKsUlaEkEGe6CqyCB/x2/wF3z8DF3p+Set5ZEunoU1di625/P46310DXQNLb9qbiG6pvH9Rw6SdYZfn09fU0HXoEeV3okpHe5/YbhmVHWpxbVz8zkfH2RPmWA+CA17/R/QS2sIzr8F6bmIqpnY2umZFuVoETTHpiws+Mqs3RzQxpM1YoyriBLPF6OmFKVdQf6EOdjrnubw19Kccw3pF38KdppgxUSsbA8Jo5jWZIgbF5UxtSbNut0pZldKFk6No+kByC8bdT5a6QQ8M4qonEVgyhKcba8CEKibB24WaWdA19FiRSOmRwH4PS3okxajj5+Ft3/D8D7HXoAbHX2sEcdFEkoehM59YAaRJbWkAkUneTffmZRQbCSIrf67EeN67Vx8M0TY6cPTLCB2yo/tI0iVTCMcH8cNToJF00vx9SDRkI48NP9TSnAPdTYsDMPff6SS3oRP0BTEwyBPQ3be2UBK8Etq8Zd8Bm31r8DOICYuQMy4lrdLUiYcjX978iB7WzMsnpZP7aSFTCzYjd/fgde2GzQDbd6HcDv2Y5RNoO/iP+UgY9CEpMrZQ7x3G46Zrz4CFUU5L6hglKIo57XS+HB3oX96sp+HPv1RpJPB3rkac8YV2OufGVqu5ZUgHZt0wQRa+iFoCooj8rwrsHquiVlw4aQ8ZtSECGsOYVPgyBJSMpcd4yNo78nwvcfaGEjlgouaBt+4q4zfrBpk2vgos2ojlOdpRNwetP5WMAwimU4mJluRro2zfjXG1V8gqUfUl/xTLJvNBYTn1cd4bGUXng+FMYN41GD7gdSIQBTAyq39LKgPIp77Tz5WMYspZdNZ1WQxo9xhyUSNfAbJorICjiUdGYM1/xayqx/F69iH17GPwOxrsYMlp+2YnoR07TISrQeIBXqYk9oE4VLs2FycY/w+peO1hG/9Mtk1jyGzKaw51+E2bR0ufu17SKHz+s4UP3k6l9GaF9b5xPIy5tcZuH7uK2wmXEHw6i+QfeE/wMki8ssxl3+eBEEwgpiLP0N46jL8tl24TVvJrv8DoUvvgWAM6Yzu1mjUziUVKCRw6Z+gN76Jt+cN9Jo5UHMRqXeYvh0e2EPmoa8NdxaMFhP+0NdJmae+bWs2Vol1xZ+QffnnaPklaCU1WPNuIvP8v2PvWYsoqsS5+vNokRpOdexHSrCNGBgx3r4jxwswmZqkLE8cWu/UnsvZRtMDiClXQs2FaL4L4QKyh9WKaulxyAsbfOyKMnQddiRDbOjTWDR7AlHDpilhkV9cSFVyC5lQKat3BXlwrU3WkZTHp/L3d15GRKrHN0VRzg/617/+9TN9DmdSHPhiOm2rQoDKMUUiFqnU6OkEyrkhEhQUxS227E/ierC+zeLymy7HGjcVvWoqRuVUhPQI1MwmUDeP1jGX893f9fPgy528vKmfaMRkbJGFLk7sQ0K9X04PTUBA10AL4EhjRDehvjQ0NCVZ3ZAcGpMSegZdLpti8V/P9WA7MK8iAY98GXfTs7hbX8p1LZpxFQTz0GdfTzp/AlK+v7WIPkjvl2hQMH9KHNPQmH9BHmt3DJIX1tndkh6xXn7EYPmMMGLdY5j7VzGhfzVL8/dS3/4MeYaNFjBxIuVn6CpOj4DwiA7uw2zfgpXpIhAM4mijAx8n8n7x0RAltVh1szGqpmDMvha3ZhGOOLmpWwYuocEDmF07MN0EwgrjicCo9YSA1n7J/328g/vXSrYMljBp7izMsvF4x/mbp4dBNlxGaPJ8hOuQff1B/NZdAGgFYzAmXEhLaBLfefDgUDAl60jWNgyyYFohEfNQcAMNL16NNXUJ+pRliJnXkzKLDjuOjhMqxjJy5xqYtAB771vYbzyBCMYI1C/Ea9uNMEMEL/0ETvU8HExcPYRbVAf1l2IX1h319TicKVy8F3+EHOgYHrRT6GUTcOLDRcV1fKLJJsyObVhOP1owjCvMd3w9juSjI4vHE54wA2mnEFIiDAPvwCZkshfSA9jbX8O6YBGOoZpyvJ+klPh6EM8I4x1RtD7lCJq7bH77ejcb9iQpiweI5kf5yUsZXttvMme8wcT0BrKv/AK5+Q/UpTcxd+k8Xtmj0Z/yKS+OUFM6+vfwVPgg/XukvDfqvaKcKCEE4bAJ8AOg78jlKrSuKMp5zRCwbGqE2RMmkLF9CqM6fVKyt99i2+YU5QXTmLlgHmXmACktxM+f6qWhKfdwnLF9fvqHNqpKxlNbcj4WWz0/aJpgMDW66nhvWlAQyT2wrtjaxx11WQpSh3Us2rsOfdoVJMsvzA2oP0qcXhIq8gQfXVqAj8baHQOMKbbQBCMyN25ZWIQvDKyZV5F99RfI9CCyaTOQy1509r6BXjH72EWtzzFCCEKdW0k9eR/4uSwyvWIi0au/SMI4/hQvHY/QYBOyax9aKIZXUkdKj2NrQex4PcTr39U5aZrAalxD9g/DBeiNqcswF9yDfUQ3ucGs4B9/3Uginfsd3Nmc5lsPtfFP91YT1I//S6XjIfesRQsECEy4EK+lAb1qGoELLsGOjSUx6ON4o+u/DaZ8SqPD2Sa+hLRVDJYYmip2OF8KPNclu/LBEePu3jcxFv6AwKRlSCFIGbER9eaklLjuiXU0EL6DTPSMXpDuRxyq3y4ERNo3kHryu7z9gWNMmENw2efJvIsurmZ/E6mHvgZ+7hydbS8TuuxTpDsbc2Oujehvg9LSk963cnpkHZ9XNg0/j/1xXS+z66LcfmkpzV1Z6ot6yTz80+EUsoE2Kt/6ETfM+t88+qZNY3sGbXr0vPn8UxTlg00FoxRFOa9ZMonR10LY9/DjY3HMPJ7bmORnf2wbWmdsscnf3FmNkPDW7sFR+2jryVJb8t6665lkMZwkXiByWjsdfRDlBWH6+DAPrxz5B5frZ+g8vyVXANbQBFp69IOi7G1BlM9W2bHvI8+TgMcdl5by46ea+fS1Y3ijYYC07XP9/CKmjDXxfYmceAlmqg9703MIK4I15xrshlUY0y4nex7NnY14vWRW3D8UiALwWndhdu6FimMHo4SAUNtGMr+9b2hMKxlP5Lq/Ihl4b9PCLLuH7Iv/NWLM3foS1rQrRjV36BxwhwJRb+vqd+ge9BgbP34QP5huJ/vc/wMkesl4jMqpeAMdOLGxZPQ8imIaxXkBugacoW3ClkZTV5b8SJjiCHhSsKfd4cnXu9F1uHlBMeOLdY5suOgVVKOV1uB37BsaM5feS1qP4r+d+foe5rPZWpjwrGvJvvzTEePamAuGO3d6/aSf/08Oj3y7e98iPGsvdsmMk+p0qGkCd9eaoUDU25zdazGqpuZqIwJY4aNsrZwp/Ul31Nj63QnqK8P8bnU3t47tJ3jkXMa+FuompQGduZNiKhClKMp5QwWjFEU5b4XcXrw//oBsVyOdF32erfsHKK4I8uDLHSPWa+6yaWzPMrnSoro0yL62kXVE4tF3lxLvotGflhSIAXj1h9iNm9BKa4le8TmS0SoVADlFhJSMKQ7y1dvLuP+VXpJZyS0XWpQVBHjtuV4Arr2okLi3aVTykyitOadeh0TWZ3+Hg+tLqotNCqI64ly6gMNUFQi+eEslTZ1ZbllUTFncIKT7vP2gntJiRKZfhWVFkIlusqsfQxSMwa+ccU69Zu9EuFn8vvZR4zIzOjB+OMtLkn3pv0eM+Z370Tp3w5j3FowS/z97Zx1nx3Xe7+cMXYa9u3uXtSuWJVlggUGSUWaGGGInhqRp0gaapsmvcahJ7CQNt03bTyGpQ04cO2aImW0ZZLbFtNJqtQwXB8/vjyuttLqSLFjxPH/tnjtz5szcmblzvvO+39cubvVu2hYzV9YUCZQLTqpSEo0AVOERLHajFPrACOMEYth6BboziMh2s+X7drvW4natLa1THIRInKDq8Y9XN/GL+9pY22FSlzK46KQqbn+qg+crDL56ZT2rO21uub11aNtvrczx3RtaaE4NH1dRjRM6//+hd65AURREMIynR9A8E4s9T5PbHiklzpgTMTwbe/EDEIwROPnjFOLNW4+LlS2l0G2HN9BBYP0fUcafSCHahLcb6cKqqmA7bnldSemBKLXqk0/Bjjfsy275jDDpRPnzxJSWCCs2pys7gWTZ5yIcp9cOcu0ZFYytNfDDeH18fI4UfDHKx8fniEW0vYe3cSldC77MzU9VkiuaXH2qSdEuf6toOxJDeNx4di233t46ZKo8d1KMUWmdnT38deWgZ9ChKq5TFZPD2m97rJ131+Soiuv8zYLrmNj/c7zOVZj3fpfg1T+ioCb2y34fjRgqTGyKcMu1AVzHwVEMXlpmcvqMJGPqQtSlDNSK+ciN7+K2vgeKhnHCR7ArRh/soe82fTmXH/55E23dpWivRETl5qubqE+qyMNQnZESqqNQHd0SKVh+Xea0SkITT0MZaMOYsAA3Xk9hL9KZDmXsUAp9wgnY7z8zrF1JNe5yPVW4OLmBsnaZ60fT1N1OL9sRbiiFUjcBr3351kbNgERdKSLL7EEMtoMRoiHWwEdOruLO57ZWSvz4mbVUhAWatAmsfr4UZeW5iHCc0FmfQWx4BHvlIozTPoE2dg7OmjeHIsNEpAIvuPXemI7CJ86t4/21eXoyNrc92o5pSzL5AlkLHn61POLxuXf6ueGMqlIEiRA4XukeUdCShKvHYT35H7ibUz/VsXMJnnwTRa1cBNhTTDWGcswFGONPRSpqyUR92+MaiKO1TMdZ+/bWRqGAY2K/dg/i/WdQrvgeXjDFzhRXRRHYnoJlSfTRc1Hfvn+YK7gy4wKEa6HOvoxg43h68mVylc9BpK5C4aaza/ntEx3YrqShKsBJUxL878MbqUro5MNpEidcjbvoj6UVFA3trM8xq2IUEePIrUTo4+NzdOKLUT4+PkckqiqQHSsRwSjvDKbJFUtpHotXZFgwNTnMsyFoKDRVl96Mj6lW+d5NLWzssQgHVRpTOiFtxyHxr68x+c8HNmI7koAu+OzFjZxe4WFLhV892s77a0tRBN2DNrc8Aj85+1pqXvgRMj+IyHRC0hejRhIpS6bIaBoacMrkEKcdG8XzoGBLemUVFed8BSPfDaqOGazE9Q4PLzBVgbfWFoeEKICBnMsjr/dxwxmVHB57sXcU1Dik4gd7GPuNoqsTn3UROBb28kWIcJzgqddTSI7ZZQCEpcXRp56K/c4TWxsVFRGrRO5jyTKTAJGzPovz3G24a95AVDYSWPhpcoFqIpm1FP/87aHIKW3CPC6bfxMzxrTQk7GpTujUJlSQkkCuHfOJ/xrqV+YHKT77GwLHnY845mQKz96GCMYInX4j5puPIPMDBM7/EjktNmzfBZI/bhfRWpXQCeuCkFF+9oeMkgDTPii56/ku2rpNzpoW4pRxHqLtlSEhCsBd9SqBsbMRLSfvUP/xpKC112XFxgLRoMqEhhCV4Z1/MZ4nd+r/lFfixE74CAgVZ82bKPEqArMvwnzjIfLHnMfapotpX20gRJ6JDSFq4gw7DlkbVmw0ufO5LjJ5h6tOTnPCBd9BX/oYilOkr2UhenIyoWDp8T4ciUF+1xF2PgcWTcCpUyPMGDuanCmxbI8HX+nhqlOrOXFSjIoQuMeeT2DMcZAfgHgNhUA1YeQRX4nQx8fn6MMXo3x8fI5IXFeiNE2Dla+StbamPKxoK3DMqAgXn1TFa8sGaagMcOn8Kmrj4HmliUR1BKojW9I2hj/9uSj0FyRCCH792CZspzRTMG3Jv9/fRnNNENf1hoSoLXgetNsJagAQiMCRFd1xKCIlmJbH4tUF/vRcF+dNUZjd6JCsqkAE4xxOtkOGJmjtNMvaWztNXE+ibG+Q43NYMRioJ3Dq3xA+4Uo8NUBWS31otJvtQmj6uQgJ9opFKPFqjOln4VWM2uzLtW/kjDT6mX+PYWdwtRBZghjSwnr2tmEpfM7yFwlMPZ2myik0pbZEuW3efqarrF9ZzCEdC/PlO4faChuXIy/8OrlwHU4iVSYK1Sc1Lji+kgdf6QFAVwWfvbiegOpx3twUL38wOGT3pKmCeVPjdGU8vvnrtZh26YPbnraIGgkWrFtcNiZ33VuoY0/FcYbfFISAJW02P/xT69CYqhI6X7tm1C4FqZ0hpSQXG0Po5OsxTroSr20phRduRxghVo+6jLtfzbK0tbSPFVGNf7x6FHWbdVhXCpasL/Jv97YN9fffj3RSPLOOabP+BtvziIdUQoYfOXPIIyXJICSDAlD54sW1eJ4c8gxz0HEio8B/TPDx8TnC8cUoHx+fIxYnPRFt0nxmRHL8SehDk4n7X+7mK1c1ceHxSQwFkN5uCRPdOcFtj7fzzuocVQmdj5yc5sFFPWzqK5W3LVoemUyO2txyktEk/dnhRqUxrRSdZZx4JWa4xrd9OACs6bK57bFN3HJ2gdrXfoF8pwcRSaKe9QWs6mP2xa/4gGI6MGNMhCffHG7SfsKkGIamIb29T8nyOTQwPQ3TqC39s5tpl5lQA6HZlxOafEqpnHyognygerfvLboqCZpdIBUKwWqc7UQsW2rYWsXQ/6pbxO5cXd5Rrg925LUeLfeu0iefjPXO49u1SvJtq1hbP4FJOwiC0xTJZSclmT8lxmDBpSapUxEuHaamlML3bmzhlWVZNAXmTIxRmxC8s84aEqK2cOereU6ZdSxa7VhEODGU3iYjlZg7MIUuugp/eLpj2NfRPWCzsr1I5di9K0ThopA1asCAaCoLVoH85PNp7Rcsbc0PLdeXdXjolR7+6qwqpJT05z3Wd5UL0o+82svJU6IYioL/o3J4sr0I6uPj43O0cCRH9vv4+BzlmGoUe9Y1jB6d5p8+2sCkphBN1QE+d3E9E2oNDOGxu3HvjlT45V9KQhSUJiS/erSdM2enhpYJGQqp7CrCz/+CzywovVXfwvzJUUalQwSuvBV7ynk40vfx2N8oimDxiixXz1aoXfRzZKYUcSBz/TgP/oCA1XOQR7j7eJ5kSr3gigVV6JpAEXDq9AQnTgz5QtRRjJSQ1yoYjI8nk5hAzqjebXP3iNOD8eadFH77ZQp/+ArBDx4k5A7uch1bi6KNnVv+QaIOAEO4GMrW89GM1mGcemPJFwkQgQj6+BN2GBnq6WHqU+XmzgGKhAvtxLwBGipUJtXpVITYqrtIqE8qXH5igouPT1AbFyBL0VPbUzA91OZjsde+TfH531N84Q8UX7sPtbJxh8fNcSGTL7++8sWRueaKqYkEL/s6gYoaegbsss+Xbyhgbd6UEIKgXv7YnopraP7TvI+Pj4/PYYgfGeXj4xJlkfoAACAASURBVHNE40gFjApG18A/fqQeKUtv2ffU8Lkv7/H+uvywNs9jqMRy0FD44qV1JJ79IrIwyNQPfsGPz/ko7VacWFUl6XQSoUvKa1H57C+klNSlDBqcDDK/ndGzbSIHu6FyR+EchyaabnDlSSqnTAnjSqiJKdiHieeVz6GFooBY9wbFV+4uNThQfO63hOJVUHf8TtdzpELghKvwMt14G5eCFiBwysdx4/VEe97HeuUucG0icy/DSk/FFgZy/EJCTdMQuR5EIIITTBA46Uryd3+fLYqSCMWJjZ2GGxweFBYttGH+5ee43esR4TiRsz9LvvpYPClQVQWhQG/Ww3UhGRGIbV4ujEob1KcMNvZaQ203zddg41t4Peu3bsTMYy2+H+3Uz+F4wwWseBDOOK6Cu57bmm6oCBhTN9yYfG9xhE62cip6GiYHLB55bbgZ+4mT4xha6Z1JRURQX2VQldDp3ixcKQp89LQalMM8IkoREsMewMrlCKsWdjiNeYQVKvDx8fHxKccXo3x8fI4aFCSI3c6AGUZQV0hENAZyw1PvRteF+Pq1zaRiKk2hLI5nIwHR20rdCz+gDghc/i1yum9WfqCREqaPDtO2OlqqBOZsnZQiFNTIzk2xo24vYqAdYYQwY42Yct9Lv+8IJz9ALLsWcn2IeDXFcCOW3LnAVLRVEuHS3zsoCnlEUXQVWrttcgWXhuoANVEOy6qBhyKGKrGXvlDW7qx8DaP5JCxr55E/OaMa4/yvYhR6QQtQCKQI9y6nePd3h5Yx7/8hgUtuxq6ehotKNlgHwVL0VEAWUY0IkUu/itO5GsIJqJ9KzhieXhiQBcxHfobs2QBsNj+/9weErvspwi7gfPAMrutipefxLy+Hqa8Kc90ZaWKbPZMiuuTmaxpZsr5AZ2+BYysyjHPfR5rFsn3yOteiehYOw1PvXNfjlGPjqAo8+UY/iYjG1aenGZVSGcmUONuFifVBLltQzX0vduF6MHNclIUzEkPV04SUTKwP8PlLGljfZeJ5knENIRqS4rDJzlMU6O43WdVeRFNgfH2AeCxIZ2+RjmyYgh1GV6HZ86iJ5nxBysfHx+cIxxejfHx8fHaDRFDyiXNr+dmfNwyJWXMnxWhMaUT0zaajeoLQwk+Rf+AnQ+upzdNxEk37vH1FAd0zUYt9SD1EUUse9hNz3cvTNejQOeBRkQyRrggiPYkQpRS7kTBhTobAmNCMiHwG+cS/DaVl6qfeRDGY3uE6ifw6Cg/+BG+gExAYM88hdNwlFJSRERQdKejLQ6XSj738RYrP/pbSbFIQPPNTqKNmUVCO3Opxu0PWEvzysQ4WLy9VAjM0wc0fbWZMlR8JNhJ4UkGtqMPduGxYu1JRj+l8+HVnEcAKlcQlVSg4S58rW8Z58yH0c6djb3Md68JFe/9h8i/9CQARimHMPB/HKD/f1WIf7mYhagjpofStp/DQz4au5dr3n+QLp32Dv7/fpb4qwKXHl4oTOBLWbLJ48JVedFWhelY1TRNHEej9AF69Z1i32uTTKCpBdmQilwhILpoT57RpCXRNoOOyP9SfoOpxydw4px0bx3Y9KiIK6nbbCWmSlkqFsekInueVfosOo5+B9l6Tm3+zcajwRyyscuu1tYQpoOULLF6l8uKSPLUVBl/+SAM1CYE3Ar8DPj4+Pj6HJr4Y5ePj47MbeJ5k+qggt9w4mo3dJvGIxqgqnYgu0bAJ9qzAXfUKcvRMIld+B2ewC4Jx3FQLRTW619vV8QgNrsRrWwqqhpqqJ//c74nMv5ZCzTTcXUTRHMoEybN4ZZYfPZwdMo+/YkEV503T2dDr8vKyItPGhBlfH8LQ9q1SXFgHOfp4tI+2QKYbNZ7CDNXgUu7bFRQm5ot/2CxEAUisNx8hNGoapGfu0zgAcpZgxSaTR17t5bundFN8/na2Nb8pPvlLjCtGoVQkhior7SmKIpAIBHKv+zjYrO20hoQoAMuR/N+jm/jaNU0ElQ/363Edh85+k6ChkoobSN8icxiWI4lPOwt75atgltKPRaQCdewcvD0sMymlRARjZe0iFCNnC3oyLsmISliXhHJt5F++a+u6hQzmy38i3DwNMzpmeL9GBBGMIovZ4e2uvZ3XnyS9/inG1l/O8+8OcO6sJIbisbbL5Sd/3ipmrdxY4B+uaGRW01gCp30C84Xfg2OhTT0DOWHBLq8V15WEtQNwLUlJIggg2JXK5O7AbP1QR9UU7lvUPyREQcmP6/UVWS5JvUN1biMz0h5/NWM2331KZdHSLLGwysTGEPUJsVcRzT4+Pj4+hza+GOXj4+Ozmwg8mpKCpuQWv5DS03Gg4z3cZc+jVNRTfOK/EapOYN5VFKsmYot9S+8K9S0lf/etsMWkOhAmfN4XyN/7zwSv/TG5UP0+9X+wGBg0+cUT+WFVDO96vpsT4jnGrLqf0MQr+fZDOc6cHuWyeVX7HAXmSAUnXAfhul0upzsZCm1Lytplpgt2HEi1R7R2W7z43iDTxkRRsh+ANzztE8/Bshx0r4DJnvvSaHYWo2815Prw4jXk4y0o+sj42xxItk+HBdjQVSRvSYIfsjuDOYvv39VBW4+NEHDh7CiXnliBqpWbYx/NZONjiF75HWT3upLBePVoBrdU89sDPE+iTJgHbz60NRVW0cjPvIan382Qybu8sTLDZy6oY7LMlBeNkB6ykIHtNPuiliRy9t9SvP9HQ+s40y/G7O8uG4OQLqoC4xpCGKpEVRRe+qC3bLlHXutlxuh6CuPPJNAyByFdLKOi5C3os19RVJXOwXIhuTvjYW14HK+jVKXReOMhvnTG1/jd8ggTGsN8/ba1/OCmFqqj+/ZSwsfHx8fn0MMXo3x8fHz2AUNY2K/dizH2OIov/AEoSVSFh/+V4OXfwk4ds9d9B1Uba/EDW4UoADOPu2klIlIBA5vgMBWjMkVJrlj+dr/f1Khve5eGrpX81Unf4l+eHmDh9CixyN6VUd9TbC2GVj8JZ93bw9pFrHqf+1ZVhZ6My5pNBVQVvFFpMEJgFbYuFAjTJVPoZoDoHu5yQBYQr/0O6/1nhtpiZ3yK7OhTEeLwmmzXpMp3ftaEGBFj1xNSVZHc8VwPbT0lg2cp4f7XsswcG2ZsvS9GbYvnwWCwERobyz5TVYVBEzQFAsqHR+Hkw42Er/o+svUt8Dw2Np3Jvz7Yx8qNAySjGpfNr+Y3j3dw66W1iEgSmesfWleEE5AoF8GklORrphO67icw0EFBT/LvzylcNSVL7XaRQ11NZ9C+zOKvz6sDKZESquLl33c6aQAST0JBS27eUPn+CAH9Rejod+kZtElENEandUK7ER2lKAJFETjOoRW9pGy+Bexh4NvI4VqcPzPC8g3DPbtOGC3wHl0DRoj+mdezUdShuwEuObGC3z3dje1IlrcVqZ4YOkgD9/Hx8fHZX/hilI+Pj8++IEFNj8Ze/UbZR+7Kl1FPnLLXKRWK5+AWMmXtspBBhGIQOnxN0VNxnXRSp7N/azlzTRWktc2l5a0C9Wo3npdCOhZwYMSoogyQmH8Nbt9G5GCpgpYx42zcytH73LfreiSjClNaIjz7dj99JzVQdfpNFJ//PTLXj4gk8U7/LO/1RslsyHLB7Pgepdnp/esobiNEAVgv/J5wzQQKkXLB4VCmqVLjk+fVcfuTHeRNjynNYa5YkCaourtM1zEth7fWWWXtbd0WYw9P3faAM2AKXloyyKOv9RIOqlx9apopTUaZf9G2SKDbaKQtVUPBkmQ2lUQcgP6sw22PtnPtwlrWmiHGXfgPFJ/8H7yudSjVzQRP/wTZYA1sd5s0vCJGoRNcExlP01ao4pXVG+jMRvn8qV8jvf5JFCTe1HPJitH84CaD+OZqfJ4nmTsxxgOLeoZEb0MTnDunYrc8iHrzgjdX57jt0U1DbdPGRPjsBbUEdyFIRawu5KpX8DpWEhh/Ik7tFMx9SNMeCRRF0D1o8/Y6k4LpcUxTkNEVHmgH5p66hVDvSqZb6/jrs47jzpezGJrCx06JM958HYmkY96X+eYTETJ5F/AY39DBhSdW887qHJrqR0X5+Pj4HIn4YpSPj4/PPmALA2P88ZDvZ/sEBBGt3qGYoCsuuiawpYa9i5JoRREmfOxC3E0rh7VrzdOQgB1rGIE9ODjooSj/7xKVH97XS0efRTys8rlTFarevn1oGVsEmDcxQNXA+6iRSVsjGfYzA+EWYpf/E2ypphdvxJQjM3EbnQ5QtCQbeyxu/lOW71w9m+CZTahOng1mkhdXhenN5OgZtDl/doI9cicu7kC4NHMoTmEHCx/aBBSPBZMjTGpsoWhLKqIqMd37UN+YgK5x7CiDl5YO3+e61N6ny6p4BHMbEYU+CEaxw9WYysEVGPYXiiJ4bXmWPzxV8kzrzTj8+M71fOtjLYyt3nl0Xc4W/Ot97SxpLflPGZrgxnPq+N+HN+J6JV9w1/UIGQqDxjgil3wDtTiAa8TIqPGyzD1dWgS73sNZ9w5u93q0+olMaJ7OxIYky9oK/P2DYcY3XMnMMVFOrYgzanMRiW3Pj+oo3HpDC6s2FfE8GFMbJB0TH5ryqyiC1i6Le18cng74zuocbX0OY6vLveZMF6yiyQdr8wim0NQyhuQ7f0bvbkWdeQWud/DElJ5Bi5t/3UbeLB1kRcDfX97ArMYCtnJgoo0UBby2JRgv3c5pqQZOOutahHRJJAbwBhUK9ZO5Z3mcTH6rkLyirUjPoM3xk2KMry/PzRV7WRnXx8fHx+fQwRejfHx8fPYBKcFMjiU84xzsNW8MeaaIYBQxZs6wiY8iJBGzEyXXg9O2hIARItIwicHYmB2mTniexGucQfCMT2C98QhCDxA4/jK8eA3u7GuwxIF9sz2SuFKQrgzzrevCbOx1aZBtJJ+8BZkfAMBrOg43Us2NC3S8e/8b/fx/gMoDI0YBZLRKqKws/TOCE56ILpnRHGR0TR3ZooulaWyiiRUdRYSAlRszLFuf59rT0wjkHm1aVNSDqoG71W9JTY9BRvc9xfBgIDyPdBRKZs67F13oSsE1J1eyatMmOvpLx+GcGWFG1+ydGKUogkj/KszeDgqeTns2iSuyNDZoKNrh58W1BaEIChYYGijbnGU5R/D0W/1ly7+7Nsf4mp1H6q3tsIaEKCgZpD/9Vh+zJ8Z5ZUkp2rGlNkgiWEoTyxGF4GZBbwddhswuis/9Dq+/FJnkti1B72vjO5d9gt+/HmZJa575U+LMGR8dqmY6tG+bdR9NuNSFLKrHhdgSnLo73nOKIjBtb4e+ZfmiC9sXPhCC3oEi37tzEwO50iuJiliUGxZ+mQa3lRarn7xW8aHb3X4MQogRMSpfvNocEqKgJAw+urif0ak4sQOkqXoesNmzzettQ3/shwC4p1yPVDVYcCMr7ilfr73H4qpT01RG5JDwFCh24m1chmuZiNoJOIlRKH7glI+Pj89hiS9G+fj4+OwjtjAYrDiGyDX/jNKzBlcKqB5LPpgeNtEKFdpRcl3k7v4BWz4QoRjxS79Kf2TMDvvOa0mUcWcRGnMiUqgMyiPHN0NKiBmlCddfVuicdvzniOTaSKarUaIVHOv1U3zqNjwzXxJZjhA0RVIZhsqwQnV1hLUbszy+uMBLH5Qm7ZNHhTnpmOgeV8LLheqJXvyPFJ/4L7zBLtT6SQROu5GMljysyr/vK4mowfc/Xk9Hb5GAoVKdCCD30jMrmllD/u5bwDYxgJZIBW9N+zIrNsWorRIkgofWgVWFR6jYjSj2QSiBaaSwGC7EDZqCh1/r44X3BhiVDvKxM9LUJxWklOiqIB7RoMsctk4irO5cyBECVRXEwurmFKsSG3ssJjSGAThzVgVj0/pun9NysHNIiNqCvfI1QnMu48p5Y/DmVSCkHDYmIQThfBtKvgdF1TDfeAi3cy2BSfNhylnk9dRubdtxPNJJnePGx4ZVdFQVqEuV+1AVHMFLHwwOCVEAfRmHZW0md6wK87W6CFVqHl3amGoEW+78XiYEyGIGq7+TohLGDNeSjCi7TJH8MDKFctPwfNEbVtXuQKA0TC7zyBORCmTfRoLdKzll8nT++PzwFNu6SgNd2SpEBQsduH/+OrKQKdXHVFSUi76NUjPu4Hlh+fj4+PjsNUfO072Pj4/PCKAoELR6UZ0CUg9RMCpxXUkAk0C2DZnpQsTSFGONWHLrxERKSTZYR/WMCXR1bZ7AbPOsLwRomk5x0d3DPpCFDM6GJaiTx+LuxMvE82QpkuDQmveOCFJKjqnXqauoo3uwGuqnkCgux3vnL5jLXwbHQmmcjJMopSSqiiRg9SMVBdXMIXvXgx7ES7VQ0A5PD62ILvnk2dVcOq8Sz5NUxVR0Zc+/bE8KMlVTCV95K6qVwwkmGJThI/K8+TA0TaOhFFa117uvKWC/+TDYW4UZmetjrLWEX74d5YTJGtUJjVRUIxaQBz1lSJcWxvInKT7/O/BclEQNwQUfRasaPyTEeELwu6c6WbSkdI96b22Ob/5mHT/6ZAvJEGjS5fIF1SxtzQ1FEyWjGlNbImVilKJI2rpN7nyxn84Bl3Nmp+getIciq06elmDWuAgnTopRmxx+TiuKwPYEBRuWri9gOx5j64Kk46L0hWk7imQTSC2wWdAqjxoM51rx3ngApWky+ed+hyxmAbBeuxe1fxP6aZ/dpRC0LQ1JlQtPqMRQBa8uG6QuZfDJ8+qpioqyE8rQYHVXueDTNWCRimnEzE04z9yGu2k5avOxRBfcQDZQs8PtBjOtOPd/Hy3XR1DVsE+8iTe0uYxtipHcS+Fz9rgw97zYM6ztpClxkqEDe8JmIs3ErvgW7urX8HL96KNnYi1/CWfpS4DglOM/Revkqbz0QQZdE1xwQiUNlQZhQwE8hACv9a1S5cUteC7qG3dTXPhldN9XysfHx+ewwxejfHx8jmpMT2GwKIkEBXHNJtTxHrJzNcW3HwPPJXT8ZcgJJyOWPUP+2d9sXksQPPNTeGNOY3cLJkkJQkikmSv/zMyhKGKnYtTRQDIEyVDpJ8kLNqFPmI+erEOrn4hM1JMVEQJuFuXth7DefITQqR+n8OSvwCul0ojKUYQu/CoFfc/SYQ4VNCGpiQnYrkrYniIl5EQcAvGjUoQaSRQ8vN62snYj30nAUGnrsXj09T42dJt867pmamIHYZDbjiuzAfPZXw/97w10YC5+CH3GuShNJ+JJGMzLISFqC6btsbHXJtlQEtfHpVW+c/1oVrUXCBoq4+qDVIXLT6bunjxf+20nzub7VmtnF5fOq6I6qXNMU5jz51QQM7ast00qoC1YtCzLU2/2U5symDkuxu+f7MC0Jd+5voXGpMCpaEZJj8brXDO0nj5tIcVQzQ7Pa1UVeEueRa0ehcwPDAlRW3BXLMI48aPYgfRuHUtdlYytVvnkOWmuOyNNUAddeDvctiYEp03SeXfN8PbxjWHibg/6I7cg86WoR3fNm3j9HQQv/y5FERm2fEAWcB79V2Sub/OgHfQX/pvUvEa+87sg3/l4M1Fjzy/q5iqFr3+0iTuf66ZgeZw+I8nMFh0toO9m8uvIICUMRlpQpo9GKfZj/+HvhqKkRChGXU2MG6qzTGiqJV/0ePmDAe55oZvrz6xh4bQIQgjYnMa9LVqxr/Q7oPrVMn18fHwON3wxysfH56ilbRD+84H1tHaYVMV1PnNhHTPMHOZLdwwtU3zmNiJVTeSe+902a0qKT/2KcO0EBoO7byJuiwCBaWdSePr/tmkVaE1TyO3CyPxow1LCiOrxBDQNr3sdsmMl0ZrxyGIG89V70MefgPXuU0NCFIDsaUXpWgn1cw7iyI9sYnYX9LchAhGseCNFjpyU0e2xPMGSdo8J488k0LFq2Gd9VTOZFY7RN2izrqNIwfL41aPtfOWK+n1Kp9pnMl1lTW77cvRj5qNhYWGgq4KQoVCwht9vgsY2aYxS0lQhaKoIb2ko69cQDqvaMkNC1BaeequfW29oIRaUiB2FignBA6/08fCrvQCs7zJ5f22OS+ZVc/tTHdz9QjefvyhNwYsSPu8fEOsW47YtRRszC6d+Go4c7tfkSEHRhkhQQc/1QSgKSrnBOJoByvBHXkURBKxehJnDC1VQVIaLQ1JKdCHRP8RuTHou00eHuPokh7tfzSOE4OzZKVo7ilzU2D8kRA0t37cRJdsNseHbU60Mbu+Gsv7jbi/dg2lauywmN+y54OJJlQm1Kt+4ugbT8gjrElseWCFq2Hg8yXtdYVLzbqZuzQPoA+sJnPxx8g//C2tnfZ3bHh+envnHZ7o4YVLJG0xpOQ7v9buHfZ6feC66EaDMBd/Hx8fH55DHF6N8fHyOSjK2ws/uWkdnf6n8ePegzT/fsZ7vXTeD7SvAu70byx90XRuZ74c9EKNySoJ483SCp92I9fZjiECEwPGXUqwYt497c2ShCklg49sUnvgfZDGLkkgTmBtBbDaMFpEk3sZl5Svu4K25z8iQyK0hf98/I3OlFCz92DMIz7mSvHp4pkZ+GEvaLH5y53q+eO5kZsz5KPo79yK0AMVZ19AdGotpefQOOkOizvINBUwbwgczOCNS7omkVreAauAKAyTEgnDDWTX854PtQ8tMHR2mPqWxJ6F0QroYojw1LWQohAx2LEQBmaLkL6/3DmvLm14pIJDSfdj2BF39Lp6soHbs2QQnnUNxuxBUIWDjgOS/HtrI6vYik5pCfPrMmxi16Um8bC9q7bhhVUgDJ11NMZAa8sFXhUdw45uYj/4CrAJKvJroBV8mGxm128dgW/RgmMtPUjh1WoIBS+edNXmq4kESqXj5wkIpeSdth2dEEIka5EDHsPbs5mvM3UMPubL+PQVdU7APgYjJRETlK3eoTG+5ijOnqpw0+DbYRTzKU+08uTUl06loQbvoZtyXfo+w8tjTL0EZM/ugCFFCAYmCIiTeURzV7OPj47Mv+GKUj4/PUUnPoDskRG3BciSt/Qr1gTCYWytDiWCk3Hg1FIPY7qV8bMugXos6sY7IhHm4qAx6R250yd4SLm4i//C/glea7HoDnZiv3ENg/kcRkQqctW+hj5+L9dajw1dMjz4Ioz14RL1+lP4NSM+FZANZvWq/+BaFRJHic78ZEqIA7HefJDRmNqRnjvwGDzKKqvLgolJ0xmvrVZ4pHM/MSccRDuksWqHwxsouLl9QzRNv9g2tM3NclKDBQU2NtONNGHMuxnrtPqBU0dM47ny8mglD/k+eJ5kzPkT99c20dlpUxjVa0gZBdc8Gbokg42o0KqIufdmtEYo3LExhKN5Oz0NFEQS08sisLdXQzpub4n8f6eDlzamE4xuCfOGSBuLbFQ7NWIJbbl83ZJi+dH2BW//s8KOPnEBicAVKrBp93Fw8M4/aNAWrciIZU+BKSIQVgtlNmA/+ZEjE8Aa7MB/+Kcql38PTwuwNBS9IOAzhMDTMiqMo8OaSIpMnnUNg6V+GltNPuhozWF12rhRFhOg5n6d4zy2bf2sE+ZlXce/SCOGAR1P13lWEPBSpSShctzDN7U92Mr3eQGkuVUptEhuJhkaR3cZ0/eITK4kZpTQ/Bw2nZhr6ZZPwXA+hhREHwbncsUzEpqWo69/ATTagjzkOJ1R1wMfh4+Pjc7jji1E+Pj5HJbouCOgK5nbpceGgxvI5N1PttpN6+7dIx0ZKCJ/zWQpP/g8y14+IVhI652/JBqp3t+L8MFxXMsgBqql9GCIz3UNC1Ba8wS6EbiD0AF7/JoQ2B2PaQqz3n0WEExin3YQZbz5IIz7wRM1N2E/9F+6GJUApAiZ29t8yGGoa8W1pdpZC+8qydpntgT3XYw99hETbnLW2eHmGK06u5ldPdAClSl+6JhhfH8LaXI1sVDrAdWekUQ6yg7mlBPFmXEFowkmQ60OEE9ihKgrKcDMrTUBzpUpz5RYhfM/HLaUklYpyy2WCt1ttevOCmeMTNKWDuxREo4bk2jPS/O8jW1Ox6isNHEfyV+fVkYioQ0IUwIq2Ii9+kOH8WbFhlfi6BpxhlftKbTbtXgPBxiQaDtJzcLQYg47Ca8ty/PqJjZi2x5kzE1wwWSG1XTSN7N/EqpXtVI0eRyywr1FIEs+DyWOSZFKX4LXMJmT3oVfU4CSbSxVXd0AuMY7QtT/BG+hmwAtz13s6qZTOd85KURHioJvkjxSagDOnRZk1NkpSy+MuX4RaO46Kxb/iu2f8PY9vSLG6V+XUaUnSSZ33N1g0pw0ieukA2NIABQ5GCT0pFJRlT2Msug2EgtYyHZHbgDLzciz9yIwU9fHx8dlf+GKUj4/PUUlAk9xwdi3/9eDGobazZ6dQVfinRxSCRhPfvvLHjO97HvPpXyFCcUKnfwIRjOHF0mT1lF9Kej8hw8myNhGMQqIO7ZJvIHrXl8oeVragz74SqWjklfAhNVETYv9NHFVVIFvfGhKiANyutTjLXkCfdTW2O3JVpYQAFJXwRV9CFnMUX7oDOdAJgBIfOSVKCNCxsEyLkLCwjCSuVD58xf2A53hcPK+a99eto2B5vL06y41n1/Le2hypqMYZM5PUJRV++qnRFG1JKqpg7EX1w/2Bg04m3Azh/S/MmkqEeHWUM6oKoGiY3oc/UkoJJ06MUJsaxXtrc9SnAhwzKkRIh7Ch8B8Pd5at8+bKLOfPSQwTqCPB8nNDVSAUULAwsNgiVkBrt8V/PrRV/PrL4gGq4xWcF6tEZrZWmRPhOOsGDLrbiswZEyjrf29QVZVkZRKlugLHkzgfsryUkryWgsoUQQHXnaEgkHjewa/WONIIoCoqcLu7MRfdRWDWBejj5zIq/x6fHNeIUz2BG/9vE7li6Yd2XH2IL11ePyRIHTTyfRhv3IFS2URgxllYy15Ctq/AqHkLRs3FEn60s4+Pj8/u4otRPj4+RyVVUUEhbfC1jzbT3msSC2tUxzV++ueSgWzR8vj3xzN87+yJ6BX1KLFK0AOY8VEUlfBeRUT57B5mqBZjwXVY5KUhoAAAIABJREFUz282jVdUgmd+mmyooRQdUVNZvtIhMlELyCKB/tV4XWsRoTjUjCdj7LiM+95ScFT0tqVl7W7bUrRZNjYjk84jBMQGVlB4+OfITA8iGCW08JMUXnsQvXkqdsXIpEUqCnT3F/njc32s2GQzf1KIc6f2kkjEscXBSU2aWKvyrY+18Ny7/YQCCuPqQ5w1M4rngut6SE+SDAGhfat+eLgjpcQkuEf3Q12RTKjRmFSX3BztVDp+rusyuTnMC+8N934b1xBiMC+JbnMqVEYVLl9QxZ+f7x5q+9jCGlLh4Sqwogg+WDu8sh7Ak+/kWHjGp9EfubXUoGr0zv00dz3pcfZsC2VccFgk1r7ieRJTKnT2u1i2R21KJ6Lt+qBJCUjviD67shasbfeYrmqYix8sGTHpAbAKrDvlO+SKW6cpKzcWaO2yOKb+4FbNU4UHjk1g+pmliq5bzt/H/pPAeUHsxuOPOOHQx8fHZ3/hi1E+Pj5HJx40pxQGioKGKoPejMM3f71mWLRTa4dJX3wCdRfdjPQkWSU8ohMUnx3jCB0mnk2gaTrk+yGeJhdMH/LHXlUFRusbJb+rzShVTcQu+AoZvXpEtiGE4M2VWU5rOhZWLBr2mdY8jaIMMFLiSMTppfj87whMWwiA9DwKz/6W8EVfphht3K1ImN0hny3w9d93DvnE3PdqhrbeEF86JwtGuSn3gUAAY6sVJp5VjZQS1/WwrSNLgRZC0F+Ajn6bcFChJq6gH8BgtO2vZymhOR3kuPFR3lhREpAmjQoTCqjY7vBjryI5b1aCGWOi9GZtquM6tUmlLBzR8yS1yfLqes0pQV+wgcD5P2Cwp4ceUvz6eYXBfEkQG+l7zYAleGBRL48v7kVKGF0b5G8vbiAdObTvafsTIaDoQJ+exjvh4ygv/qrk4WUVENPO5aHlIWC4r2PePASuwXAFcs4VpcIm291rndfvRW88DouDK5j5+Pj4HC74YpSPj89Ri+dBzJCs6bbImbIs7W7amAhRAzJuiI5Bl55Bk8q4Tm1CQTlI76tVTeCiokoP1z0EHsz3E47QcSJNENnsgbQfD7cQgrDbh2Jm8PQwRT21U0+XXRG2eig+//thbV73euhaDfUjI0apmmCasRrFE2jj5uCsfK3U3jgFMX7ePlfc2hZRGMAYN4fii38E1wEjRGjBtXi5Acxwy4hsI2MptPYqXDKvivYeiyc3m4K/vrJATyFG/CB7NjtOecW4I4UNfR53vdDFlOYoluNRlzKY3GQQODjZkQBUxhUuPqmKU6Yl0VSFgC546f0BkuHyvFddkTRXKjRX7jqlbkqTQVOVyvru0ncZMhQumy657/UC5y8YzdOrkjy2uJegLvnr8+tortQQQjJYFBRtj2RERRf7dq9ds8nisW2qCK7ZVOTBRT184qwq5BF8H98ZQghWdzn89M8bGMi5LJk0hRsvugWzeyMZJUlq9Hjir5vA1mOmCGisOvgm7p4H+uSFiBVPbdMqCMw6HyVZg2x/B72iiXywBumHSPn4+PjsEl+M8vHxOapRFMHi5VkKtscNZ9Xyh6c7MG1JS02Qj59Zi5CSR9/K8Ient3qZXH9WLXMnRIgZB/ZBszsveG1ZhvfW5jimOcLxE2NUH8Vv1kcCISCeWYn50h2Y7SvQmqcRnXk+brwOkevGy/ZCvJZCpB7vQwQq4TnI/EBZu7SLIzZeo9hH/LmfUSxk0I9dSPjCL4EQ5OKjsYKVIyraKapC7vnbt5ZNtwoUX7qD8OXfGJH+O7Pwwz+tG6pqOaExxCXzqrj3xW50TaAfyDCdowxHCh5/o5d0wuA3j2/1U/qbi+o5cfyuTcj3J/05yY/vXE8m76JrgtG1QT5zYT1iHwYUCQf5p8uTrGntw7ZdGhMWajjEuSelSUclHz25gguPr0AVEA2A40leWWnyv4+0U7Q8WmoCfPHyJipjCp79Ya5P5aiqoLWj/B7wzuosBbuaHdhfHfEMFuGf71g/FOn0/FKTxWs0Lp1/HKNrgtSGNC6YG0YR8Pgb/VQnNG46p46aeHn028HA1qIERs+FV+8Bq0Bg7iXYq1/HW7y+tIAeIPaRb2OFqrDUKId4UK+Pj4/PQcMXo3x8fI5qpISKuMb9j3VwbEuYL1zWhJQSVYGamKBj0B0mRAHc/lQHulbLSRPDaOLAPGXmXYVf/qWd99fmAHh3TY63V2b4u8saiWhHbvTG/iZqd5N/6OdoE04kPONcvEwPstCP/fxvkFYRY9I83KXPEZ5+HtmKibvsywxWYkw5Deudx7c2KipK1SiEAMPQsG1n34zv873IQqnamP3uE9jvPgGAfuk/UQztwEtrH/AyvVuFqM3IQgbp7vmEfHsUTeHR13uGhCiA5RsKTB8bI6ArXDUvTiISwPIncfsF04GGqgC/faJjWPsvH9nE5KYW4iPj371HCFXhnhc7mTU+RlM6SL7oEg2pdPTbVIW1vdYgPAl6JMGxkwKonolrxLClStSTm8VbSWxzwI3nwaYByS/uawMgndRZOCvFvS91IyWcMj1JS5WKugeqr+tKmtLlB3RiU5iQLpFH4e27N+uUpdzlTY8JDWHGVCtIWaq8eNWCCi44PoWuUopOOwSEqC3kQrWEr/wesu09hCJKUbAAeoC+2X/FW+sDIHK0JPupqk5Q3K6qpY+Pj4+PL0b5+Pgc5UgpmTkmwt1hlXfX5nl3bSu6KvjuDS1IzxsqH64ocNzoANGA4NVVFtmCS2/OIx0ducplu6K91xkSorawbEOB9l6bcemj8NX6SGEXCF/wRTDz5O7+HqFTryf/wE+HPi6+eAfB+ddgvvhbAhd8vWTWvBNMVyU28wIMPYD9wXMo8SoCC65jINjI4qX9LF5dZEqjwaxxEUKhvZztBxOgB2HbaCuhoEbLKxDuK8IIlwyFtxGkRCiG1Hd+DHYX24UVbYWy9r6MxbevqaahQsOS5V4/PiNDWBcEjPL7hml75E1JPHBg7mvDtw3RoEK26PHbbaK1LplXxbFNFbj7mDJpiiCoQYJ2lmC+FwJRikaqLGqls98a+vuiE6v41V/ahwTkZ97u5xvXNjO+Zs/OzXG1AU44Js6iJYMAVMV1Lp9/dKboAcTDKpoqcNytB19XBRURZZjeJD1JWDt0BKhtkRJyoTqUCfUE379vqL3zxL/jm0+nGMyX7m/RoMotlxeoqo35EVI+Pj4+2+GLUT4+Pkc9qTDcen0zqzaZ2I7HmLogNTGBlJCK64yt1fnc3EGqV/wRzcxwzWnnsUKPYajRAzZGRdnx5FAc+DnjEUPYHcBb8RJ25zpwTEQ0hduzoWw5e8UraJVN4Fqg7lqIyRg1aHOuIzjjAlw1SEYa/N+jHTzzfmli8uKSPBM/yPGPV9Shqnv+E1w0UoTO+TzmQz8FzwGhEFj41xSDI+NJtS2uHiY47yqKL99Z8ozSgwTnXY2jJ/a574AKx42Psna79KWpLVHqq4wjuoLYoYDA45imMAFdYNpbj3Y6qZOMKByMCoEhXTJtTJSf/Xn4NXj/y92cOi1OKrTv24jmWjEf+CFOprvkgXbmZyjWz8ZlqzCXjJSuy7qUwepNxbJIxkde62HypXXY9u6LY7GA5FPnVnPB8SlMR9KQ0gl/SDW9I5mKsODTF9TxH/dvxJMlP6jPXFi/Q2+wQx3Pk4jaiajpMSjpFl7qSjOYN4c+zxZdnlri8LHaIoVdvMzw8fHxORrxxSgfHx8fIBmCWaO3RqtIWRKAlrbm+dbZLto9t4L0cIFY578z4/TPIiMLUJCo0sER+n6t9lZfoTJtTIR3Vm+NjjpmVJj6lMYe1VX3GULtXEbhlXvQJ83HHewCx0IY5ZMFGUrwVsNViO4woyoFwQ95U++4kFWSIKFvoDAkRG1hWZvNph6ThvSe/wR7Egp1Mwld91PIdkMkRTGUxpUjHx1nhWvQVIPgCVcAEqTEq2iiqEb2WatwHI+Tj02wur3IW6uyKAIWHpdiXP3IVQP02TXpqOTma5r5t/va6B6waU4H+NwlDQTVg3P8XVcSCZZHHHleKWKL0O6d45pWiq7R7QwIMJUoUkqCMo/58M+Qme7SglYB8+GfE7z2J+RCdUPr11donDO7gnfX5nZ4T3e8Dz9DPUXBKpjEyKLqOqYaRZOSUakt+3CU37OlZM7YED/+1Bh6Mw6pmEZlZM+FKCEE/UXo7HeQQGPlgRf5FAUcLYyoKhXbWD+oAeawZVr7FVAN2PcMZx8fH58jCl+M8vHx8dkJeRvuX9TD7Clvo23nnaO9fR+B5ok4bz+Kt/49ghPmISfMB/aPL0RA8bjp7FreXJXjndVZprZEOG58lJB6lE9q9hJNU3E3LAHAWfc2xvSzMRfdhYhUQCAMZr60oFDYNPoCvn9PP57s55RpCa4/o2q3vcJ29u3sS5UlTwpygTQE0ps72+uudoktDBh/Bkp+E+QHkfE0xWD1iAUupEKSz11US+egi6oIamIK4mifpB9ApIQx1Qrfu2EUeVMSDSoYyt4ff0Mr9bkHAUNlNKY0klGN/uzWWfvo2iBVUZUPO9GLjmBpm8nLSwZpTgeY1Bigkn4a9XWYybEoxQGc/vbhK0kPMp2wjRhlqJKPzE8xf2qCbNHj2Xf6h53z585J4exiJzuycMfT7by7Ns+URp2PzygwqlonF2s53IJ+9isCSVUEqiJbpiJ7fnDaByW/e7KDdR0m559Qyfouk6bqAHUV2gErMBLId2Hf/U2wCqBqnDz3LF5eOnyZhdOiFBw/nd7Hx8dne3wxysfHx2cnKEIgEDg7SM0SgTDO6/div/skAG7XWtSOFXgXf3m/jScVkiw8Nsx5s+JYluuXjd4HXNdDqWwASqbc3mAXgeMvw3zvKUInX4e0ijiOyyp1Ar94MYQnS5PjZ98Z4NzZFdQnd29iURUPMHdckFdXbk1Ha67Wqas8PNI1bGFgR0ZBZHPDCJ9yuvBoSGzJNd1/QpQQEFQdhOdRkIGDcu24KBQsSVBnSMwMhwM4joNlHRwXaykhqEqCYdjb4x+gCD3r8DYuRURShGrHYofTOHvxiBnWJd+4dhR/eLqTJa15Zk2IccX8SnRl19+XUASPvzXInc91AfDyB6WUw5OnJTmpNsZotRUnUoOIJJG5/uErRyrK+tOVUhST6Wl8/dpmnnijD8eRLJyVYkKtxs4uhKyt8KNtKkS+scaitSfID+YuJTG1koJvYj1iOFLw7posH6zL84lz67jt0fahlNMZYyNcf2YtleEDcJ33risJUQCuw8SuR/nkyRfwh1dtpISrTk4xqeXApfT7+Pj4HE74YpSPj4/PTgioHpcvqKI1P56pgQjS3JoiF5h7Kfn7fzxseXflq3j9m0AZef+eLUgJpunH+u8rUkqUhimoNWNxO1Zhf/AsStUoIud9AamHyT/yc9rHXc5XH9LZPreiaO/+BEcKhU+eVcXU5gwvr7CZ0axx8tQYqub//B4oAhQJdC7Bfu8ZpG4QO2YBxdR4LDECJkS7SXcO/ueRjSxpzTOmLshnL25gzaYiry7rYlR1kNkTY9THDzu7nJKX3do3cR/9F6Ak0bgVDejnfxknVLtXfVZH4LMX1mDaENK29LprBguSe1/sHtbW2W8T0BWeWSEYM3kQp3IigXM+T/He74NbEouM+ddhRup21CVQikgdn1aZclENwGbRcOfj2dRnD6sQCdA9aNMh0iTzvRDdKkYpikCXJgXPACFQ/PTUPcKTgnUdJsdPivPY673DvM/eWpXj+GMKnDQhhNjPx1VRh6eWBlc+zcKq1cy+6RaEZhAx2K8p/D4+Pj6HM/7TsM//Z++84+S6yrv/PeeWqTszW2abtqivuiVbki1blpssV1ywMcYFCCEhCYSQN5A3IRQDCS286S95Ewih2AEDLrhhMO6y5SZZlmXJa/W62r6z0+eW8/4xq5XXuytpu2Tf7+ezH2nO3HLmzpl77/nd5/k9Hh4ew6AUnNHo50BXA+1rv0x5zzYMO40+YxmOkEUD6bcjJMhjN6ZKCBIZhQuUBsSE3xSfTpgqj5E+AlJD+Uuw9BCWO7mXpF5fDeEr/xxf1wGUYyHL6+n11+C6ELzsfxFPp5lZLdh95Jj/RyysUxUbPjJiKPx+k4uXxblshcBxFbbtpaJNJr72N8nc/63+11bz8wSv/2us8kWTIv7kHME3797fL1LommD91gTrtyY4f3EMKQU/e7KN29ZWEw+eXmNDt1O4z/5wQJvoPoTTcRB9Ru2ox7pUqk+IOjmUErhDfJkKaE1roOk4jiJTPh//bf+A6G2DYJR8sPqkIriGi1yTEqSU/Z8z6NMQQ1gf+XUFvmNCVMDuhuZncJrXIyvm0D79MvKReupK5XFPLZomcRBI5QwyVn+vYUrF7Gl+EmmHl5p7B73fm7HJOzCEDdm4osoaIVQG6a5jjYsuIxg0wVXv+e/Jw8PD43h4YpSHh4fHcdClYkaFjqY1ouoaKQA5V+FTaWTtPNzDx8whjGVXopXWQneOrA0PvdTNwy92oYA1i6PcvKaC0CT5WJzK+O0E6pnvo8KlCN3Ean4eEYphrrodVTVnUkWplF4BlRXHGvomDhmjFGKlfOZ6wb3PdfDKjhTz6wPcfFElIWPk36HruuQLJ17OY3wJa1kKmx4e2Og62Ls3YlYuJG9PfDnKrqTTL0RdsCTKpWeVsb8tx0fX1fDfv2mhK2mxZkmM3oxNPHh6+cooxxkQMXqs3Rp3oU8IyNqCbEFR4hcDfNsiAbhyZTkPvtDZ31ZaolOwXC6ZVYBQWV90iiBjxqFi7NGrnRnB1n0Z9rfmWDQjxNxaH9VRwdVnD+zHNctMplWFyJlloMAQNur5n2A3Pw+A3nmA2oObWD//8/j0euLhwWNSSjjQDY++0kFLZ57Vi2KcNStIxD82/7nTG8WSGSHWb01w5uwSXnxzoCAVjxr4RvbcYFRkjDJCN3wFtW8jTvdh5MyVuPE5xWoTHh4eHh7HxROjPDw8PE4Cxxl4Y5kXIQKX/Rn6oa2o1l3IhsXY8SaEbgA5mg8VePCFY09Kn96SYGZNgNULwhjivf2oVGvZitW+FxGrJL/xIQBUqgt+9TW48RsQa5ziHh4jFlD83qUV3HJRBaZejNiYDPyigLTSWP4yLNub1LwTv1+jUDh+dIimgWzdWTSpHgJXTLwQBRDwSTQJly0vI+jX+OIP96AUhPyS29ZW88PfHOHJzT3UVfiYHQ+fVuKC44vAoiuQrz14rFEzEBUN2M44nucE7Gxz+L+/OkxHr8XsaX7+5OpaKvq9zBRXrYhRH/fx9JYE0+Im06sChN0Eixv8pELV4yoOJAuSf7z3APvbilGTj23q5v2rK7j+nBhXrYhxxswgXYk8lSUwo8zFCdT2797IdVHoE6KOotI9NBodHOyoIh72vXN3HOmFr925l0y+eEzfOpglvTrKTY370ErKsQNlZGXJaZfmOVbKAoorz4rSmYGc5fLarhRBn+T958eZU+tHTNIBSfviiKYrkFLgjOe49/Dw8HiX44lRHh4eHqMkq5cipp+PnLlmgFilaZJNO5KDln/ujQT723OsXVZGXQxAkLGKpcJLfJx+hjGjQNMkzqFt6LPOovDmcwPfVC5u6y7MiukUTiEBRihVTPWYhC5pmiTYtZ38+p/i9LSgz12FueRy0r7R+e+8m/C7KXz5TlTnAeyOA4TjjYiKRhK+aUMuH3R6yT37E3yLL8E+8MaxN4TEmLuKjDXkauNOaVBw+9oqqsp8fOtn+/vb0zmXB57v4IIlMX67sYtnX0+w9oyS0yqd13VBW3IlthnGbP4dTrQWsfwGlDG+flw9WcHX/2c/Vt95duehHP903yG+fGsdxlEzeEOxaq6f1QuC2I4CK4epl1JQ5rhHqRxoL/QLUUd5cEMnqxdFqAjC3GoDqo3+95y+iCgjn0DDAakPSvN20PAbQ0fG7W/L9wtRR7nvhV7WxiWhB/4KGY0TWvvHZMrn4arJEVlPFXSpqArDZ66toiNZiZBQEdKQTG5RAKXUoIdWHh4eHh7HxxOjPDw8PMaAUoOjplzXZc60AE9tSQAQDmhcvqKMeNSgYCvuW9/O7Wur2NmS478fbSGVdTh/cZSb1lRMWjnqqcJxXPx1i3D3bkIEIoMqWykzhDqNJuPjTSC5j+y9fwd2MafP2vwoRi6F78JPkHeME6z97iVodSL2byK/bwv2rpcBKADm4rVEVr6fXlk2eCWlQCkK258lcPHHsPe/DrqJMX8N6eicSREXj/ZjzcIQm3bnB73V0lXggjOKt2Izqv3IU2z0t6Wg+WCWvKWYWxegoXSg0CEEiINb0HsPYZ3/CUSmE/HIt3Bmr0au/n3ccTDMcZHsOpLrF6KOsr8tT0/aHZDWphTYVt8+NR+FCTqY9hCfy3YVwwXFhKwO7Gd/RGHXy2gNi/CtuIb8i/f2v+/GZ7O7EOfMuMlQA1PKwQKTrgnoOQwo3EQbuXu/RuDW75AO1I72Y53WaCiq+m25pqY6pYeHh4fHyPDEKA8PD49xRik4Y2aQGdU+DncWuPWSKu76XSupnIMQcPU55bQlLP753oP96zy9JUHIr/GhNaWod7nXhFO9APa8im/JpWSf+AH9k6+SSmTlTKz3cLFA1XmgX4g6itX8PP7l7yc/yknm0YnsWCs6meTxpw+jkp2Ikgqy4WlYauIFMiEE7N2IVlJKvk+IOkrh9ccx5p8P0cFiVEaPEVx+Ndnf/DvZ1t1oVTNRCEx/CHuSo0d0AVWl5qD2uriP9h6LoE9y9dllp1SKXmsKvnbnPnozxYm9JuGLt01nZsWx6B0pBXTsgeZn0Jqf6W8325qxXAsYu3t0S8IhkRp8Ugj6JH5To9/obRKpj/uIhnQS6WP9OndBlMqI5J25o4ZwcJ7/H5y+sevs34oMRPBf8zmsg81Y0XqS5QtYGhreU3B6lY/yiE5n77H93Xq2Trj54WPSlXKhpwXeo2KUh4eHh8fphydGeXh4eEwAER/89Qfr6Ey5/Mt9h0jlihM6peDhFzupHmJi+tRrPVy7qpTABFf/mWpyehTz/I+jMm34b7yDQvt+LD2MqJqFXlI+bHTBewFhDPaLEb4gShu56COFINy7E2f3Kygrjz7nbNLR2TijEAhMCvj2vUDm8e+BY4PUCVz6hzD9fCx3YoUdTRO4B99AzT1niHcVyh7aGd5xFGraEgJX/zl283OIQBRj/vnFqKgpSKeZFpN8ZF01dz3eiu0oSsM6H7+ihnzB4bpVpcQCp06mrpSwZXe6X4gCcFy4d307n31/Tb/g4jgKs34J7uuPDljfmrUaqeu4Y0y3lVLQniiweVeKi5bGeHLzsUjKj15WTWDwaXTMBJwEsnMvFDJQWkcuPA1HDUyfK/UrPn9LA79+qYu9R3KsnB/hvPkliCEipgw7SeGtFxDhMlQuBXYBq/l55KxzsFbcilKKkILjheqVBRR/fXMDm3amaOvOc06jYvbhB1DJzoEL+kNDb8DDw8PDw+MUxBOjPDw8PCYIv6YImJKWroGTZdctlgB/J7UVJqYUTF7+0NRRwKQQrEMLKfxl9UhpknN0Cu9hIQrArZiBrJyJ27a7v8133s3kg5Uwwol9Se8O0r/4CjhFc6TCq78mdOMX6S1dMOJ++TMtZJ74L3BstMoZGLOW43a3EKw6RMJXN+LtjQTHcTFnrQTXRkTiqN72/ve0ypmIWNWw66a0UkTt2QQbz8ZBkCioKRGioOhtc8mSMIumB0lmHCpjBjG/i+sWhY5TRYgCkFIOiPo5SiLtYLtiwM2jqm4q+kRtuh9cB+ach5y7GnscfN9cVxEJ6uxtzaFpAW6/tBrLdvEZkmnlJqZUxzWxPxEFR3Co26YzaVMRMZgbSeE88k2stj3FBYQk8P4vkCob/JupKYGPr6ug4Aj8usK23xERpfKYyYPkzShvrvkG21s1aiMO89RbRF/5ASIQGlG0YmUYrjyzBF2LYib2gphObvux64U2ayV2tH50B8JjXLFcQVuvQ0evRSykURKQKCUoDUnke+D67uHh4XGyeGKUh4eHxwRS4ium4hxsH+gXEw5qzK4NsPNwFgBDE/zeuhq091ilPUcJ0gTHZPEhBPhkcQN5VzslJvVSk+QdQWCISerxyOhlBC//DLJtByrVhYg3YpXPGXFFPUMXWDtf6heiiigKGx/EuGwB1kiPd6YH7AK+s65C5TLkXrwXYQaQJeWYM6soMHHpekqBW7sYd9M9BC/9QwpvPI19uBm9cQm+M9aR0CuPq98qBekCnBIir+tSFYaqcDG9bBwslSYE23Y5Y1aYBzYMjLy59KxSTDmwiqGlhTCWfwBt/kUo5aKC5Vhq/MI7KyOS2y6p4ie/a2XjW0mCPsknrq6lvETDdRV5R9CacJASaqPFyoXDnQNMCuhOBlsLkVEmP3u2i99t6u5//8c39qAfFaIAlEv+qR/gu/5vyQv/oO25josOHEnAntY8QggaK01qQwX01+4nv+NFfjfnC/zgCYejJ7mZVU38zZpPEQhER3wsXFdRcB0KwXrMmdUEbpmFm2gFfwl2rIG89CKjJhIhBLou+9Nphzq3O0rwm1d7+fnTx0TzWy6u5IlXe5hWYfKxy6re9d6QHh4eHieLJ0Z5eHh4TCCGVHz62lq+8bMDdKdsdE3w0XWVvLKti9nTApyzIAIKFte6zIhlyOFNJkaCVDbbW1wefqkHXYOrVpYyt1LgjOLyFnB6kd0HAHBjdWT1kU8WAY4k4ZGXOtjdkmX53BLWLI5SFjj5yUfGVwn1lQgx+mgZiQtWblC7KuSQUoEzwtS6kjiitBYQFN54sritXIrs49/HX1pPobRpdB09SXJ6BOPsD2NlO9DOuwVD0ygYEXoKYswak5QCXbrYrhyzr9a7iRmVGp+7qZ67n2ojV3C5YmU5Z80KDnmMLAfwVxRfjPMhDJuwuMHP//5gPamcS3lEpyYisG2XRB7+4Z6AUvdSAAAgAElEQVSD7DlSFPsX1Jl8Zq1OJBahIIP92xACQukDFJ74TwotO9DqF9G+4rMDhCiAbDJJCQNRvR1ItwDaYDEKir/3r921j2RfSmNJUOOLt9RT9/J9JFb+AXc9kxiw/O5Wm4PGDKLDpJeeLAVlUAg1QqhxTNvxODFCQEcaXmpO0p6wWDQjxL7WHNMrfcyv8+PXjw36jpQ7QIgCuOfZdq49N87Pn26jImpw6wVlp1YopIeHh8cU4YlRHh4eHhNMTVTwzY810pl0CPkltdm36O1+mZboUixXUuMeIPLQXcibvwkBT4waCduPuHz/0TYuPasU21bsabXwGX7qSke2nWChHetXX0f1tBQbSioIXf8l0r7KEW2nJyf5xk/30t1nuLy/Lc+Btjx/cnUV2giNlkctREmBC/hmLafw2mO8XR0wl11B0hq5x1MqUEvJZX9M9jf/Pug99+AbiLJ5E26+bSkNy9+XkqcoltMbIxG7DToP4HTuxx+rQVQ0kjBrxr7hScYQNvm8jenTsdX43NrpwOI6g3m31mO7EDIYl+p4oyFgKOpigqIhusK2FVIKnnujt1+IAth2sMDG3S7rKjdhNZ7fPyb9Vg/5e7+GyvYC4BzYSm/94UH7aZPVlDAwVdpYcikFPTKkyKbrkme3dvcLUQDJjMPTryf5cMMiHM2kMERUYz5v4YSHTy/1OLXozsAXf7SPVLb4Pf9uUze3r63iPx9p4cqV5VyzItI/1t4+Fo6StxSyz3bsuTd6ef+5ZQS8GZiHh4eHJ0Z5eHh4TDRKQUBX1JUW70alGyDwxoPM5MH+ZUS4HNf3zmfyHsfD59N45vUkV51dzo8fO4Ld5wV0/eoK6s8tRdknl4smhIDdLx0TogCSHbjNzyCXfmBE0TIHO/L9QtRRXn4rSVsyTs0kfL1BqxOntwu6D6BKKwle+1kKr/0WZRcwz7gMq3rRqLbrupCPNiLLanG7B07iRbTylKoCd7IEZQZ786MUXn2kv82Yu4ro6ltIaPEp7NnJIwQkkjl+ub6LV/fZLGnQuen8cqLhwUb4o8UQLoY2qEjclCOkYPPu9KD2N9p0Lul5Hl/9meREMTpKJtv6haijVNOGqVcNEIt+vSfKJ6/6PPK5H6BSXRhLLoUlVw1rM6ZpkkMd+UHtLZ15tLpGYgfWc+H8D/PktmPLhPyShunV5MX4fUceE8vu1ny/EHWU327sZtWCKPc/18GFSyKU9Jnpx6MGPkOSt479YCpjRr8H2/QqPz5v9uXh4eEBgDzxIh4eHh4e40k+VIPv4o+D6DsFmwF8V36GvBae2o6dZihg4YwQv3imrV+IArhvfQdHuk/eFEnTBO6RHYPa3cNvosmRRRHp2uDlNQlDNI87jmOzsS3Mt56P8s1ti3glN4t0IoG+7tNoV/0lqWnn9E/OR0PONdHPvgneVvFPlNWhao5viG4rQTIvsNUkHIQRYCRbKbz66wFt1lsboLtlmDVOPZxCgW/c085T23Ik0jbPbs/xd79ow7KsE698muM6irObBiu8y2os3Ew36u23uL7B4758y5186ZZp1JQVVYQFjUHObCqls2wx8savY3zkXymsuJWsHhu2D/m8zXkLB6fznrsoipx7HlqqlZuqtvKhVQFqy03OXxThqx+ZTijoCVGnE/YQaqRluxiaKAbMvU2MjwUUX7ilgXi06KPXUOnj+tVxnni1G78puX1tpWdi7uHh4dGHp817eHh4TDI2Omr2xfinLYJsLypcQdosPy2jS6aSQt6hptQcMi2iO2VTVXJylzjbdvHNOQd7xwsD2vX5a8g4IwsHqaswBhjTA1x1djmVETmhoSVCwFttim/cfai/7dWdKb7wwbNZmu4mExyfinfpcCPBD30bug6AbuKWNpDRY0gpkFIi3QJZR+PNQxbdKZu6Sj8/fPQwu4/kmDMtwB9dVUP8VNFc7RxD5V65+fSY/Lomk9aeAoc6BwpPR7otWjrzNFRPnKn8ySJEMfJwIry4lFKsbAqxdW+IjTuKEVJr5pkssl7BWPkBMtLf//UWglUYy6/DeuX+/vXNZVcwI27wldsb6M0phFJEAgKfpsgTABHgZDJrF9QHuOXiKu5/rh2l4LrzKlhY7ydlzMR/49eJW2mu98e49BwTXQpQ7mkxtjyOMbPaXywK8bYououXlfL4pm6uWVVOJCBQfWNcKZheIfn67zWQzrlIoejsdfhfN0yjttwk5j89zi0eHh4ek4EnRnl4eHhMAY6SpP3V4K8uNkzA3Wm6IGjpsTB1SXVUw9Qm5g5YSkkqk8Nn6uiaHNNH0TRBMHukWL0tXE7arDiuhlNbplMZM2jrOTYhlxLi0eLlTYii38f+9gJSChrjBiVDBCXY1YswVlyHtfFBUApj6eU4dUtH/FnChuJPr6vljX1Z9rXmWNAYZE6tOfE5TlLj2dc7BzU/9lqGsy4fPx8ypRRpXxXUFP1uhIBApgVxpBlpZbDefA5fIEbVjKs5YtXz9z/f3y8W7jiU5Rs/O8DffbSBgD71szEVqUZWNOB27O9vE5E4MlZ12kwW/cPl+0iJaWoUCmMoUzlGgoUOxKGtuMl2tPol5GMzsIQ5rvsoMeFP31dNdyKLyCaoTDfjL5tPrnTmgO/QwkAsvQ7fjLMg1QklcQqRehwl8Gsu/v6fyMi/+JDhcvXyEs5bUAICSgPHqqzlRBDMILigC+WpEKcp8TD87Uen89ALXbQnLFYvjtKbtrl9bRULG3z9QtRRlAKfVPiCAhDEAnLAex4eHh4eRTwxysNjEhCi6C3hON4TUY/JoT1drPDU0+dftHhGiD+5upqQMb4DMJW1+P5jXWzamaY8ovPHV1bSVBcYdHN+MmgCgodeLJpkF7KIYJTwlZ8mVb5o2MgKn3T57I11fOeXB2nrsQj5JZ+6dhrlIUBBa1LxpR/tI5MvTg5Lwzp33N5AaWDgdvJaGH3ZBzEXrAWg4C/DdofOZJfy+JEepX7F6iY/Fy4MDln6e2JQQ6YI6prA8sVggrK2fLkOnIe+hblgDbnnf97fXr1/M+Gr/44fZQZ+/o5ei86k0++fNpX0ilJil3+K/CsPYB94A616Nr6l68iFaqe6aydNvNTPlWeGeWRTqr9t3dIwRxKK2sqpu8kLWl1Y938VlWgDwHrxHnxXfga7btW4R4BKFOVRPyIWwBXVpIb5bRaEn0JsDsTmjOv+oSg+HfUMsu3jL+tx+qEU1EQEn7i8AiElUiiUEjiO493TeXh4eIwBT4zy8JhgAnY38sBrOAe24G9Ygiyvx8kkUaV1ZH0V3o2Mx7gjpGTPwR7+4n2l5AouQtP47qNdNB/Kc+b08YtM0KXie4918erOYopMZ6/N1+8+zHd+v46KyMj3E8weJPvwv4BbnM2pTILsI/9C6KavkTSGrmonBMwWe/nGsq1061WEVYq4L0mWRSAlj77S1S9EQTF9b+OONJeeER40KbaVwDb7ytO74LiK9q4Mdj5LbdgmGtIQ6W5UbxuipBwrUkdWDu9KPhIhKmR1Ibv2gOsgSmvJ+ipHFEWiHJcLzojxzOs9/UFYUsBly0vJjaJ63onQsfEn9lBIdKFPm0dh+7MDF3AdQl3NBP1NZHLHjoOUEPRNvRB1lJ5AA6EL/4BgtgOl+Unp5cOaVZ+K2A6sW17K4hlBWrosqksNjvTY5BxJKucQ809Nv0TX3n4h6iiFp3+E7+bF5OTEVAxVSnnXU48JxXUVuA5TF2/o4eHh8e7CE6M8PCYQn8rhPvHvWPu2AGA3P48+awVCSqx9Wwh94KukgvUAKClp7XVBQTyioSnvdmeshFUCrbcFlU0iY9Wkw41YkxapMnVY+RypdJ7vPpLEVRAJanzu/VVs2Z/jrBm+cYtM6Ei5/ULUUVwF+zscKiKj2GCirV+IOorKJCDVAaVDi1E+J0n+wW8TSHdzNNgpLzUCt/0D2UANB9oLg9Y51JlHyhKc46gOaUvw/Uda2Lir6P1040o/t83eT/bJH6JSXSA1fGffgG/R5eQZvSk4QDjXQv6eL6MyxWpfoqSCwEUfg8qFWCOouDUjLrnj9uk890YvCsXqRTGml8txzwsRAnxHXif3wLfg0j9D2QWEPrifOdfg4qWlPPTCsfTB2y+poiw0NkMmIQTdWRBAJABijJ8v7fjAnFZ8cRqKGUI3aE/bpC3Fmy0uFVEfbx1Is3peiJMyPZoInMHhQaqQQbzHpvG6LpFSUih44VIeHh4eHh7v5LQRo5qamvYCub4/gP/d3Nz8m6ampnOA/wACwF7gtubm5rahtuHhMdn4kgfI9AlRR7F3vUzwyj/D2vEi1kv3YFz0aTpyGvc+18HTr/UgpeCy5WWsPTNGeeA0nBmdIpQ4nTibHya3qa9suxkgdM1nSZQunNqOTQIdiQI/fCrZ/7o34/Afj7bzF++vHfcUmbISna7kwImWf5SRLyJcVqwwqN42gfYFEcHhq1nJbA92untgo+tAsh3lr+LSM2M0H8gMePvseRGcExiTv3kg0y9EAVw40yL3wj1FIapvH/kNPydYt4B8bN7JfcBhcN94vF+IAlDJDpzD2zHDFVihhpPejlQwvVwy++IylKL4GScgVMR0s1jP/Kj4IlyOfagZ/4pryD753/3LCF+IfdoMqmIGX/nIdHpSFvGoQXV0bOJYsiB48MVufrux+D2sO6uM61aVEpxiD6qiUbfEHaE3mJQQLHQi8r24wXLSYuQqbmkAGipN7nyth7ZEgQWNQW69qBI5VUIUQFkD6CbYx8Rgc/m15PXIiPWxjCVo6bbQNEFNTMc3Qd5344mUsL9L8fSWTjoSNucvjrKgzof/FPBK8/Dw8PDwOFU4bcSoPm5sbm7eevRFU1OTBO4EPtrc3Ly+qanpC8A3gY9NVQc9PAaQS4HhQ69fhDB82Ae3o9Ld4CvGcKj2vWjK4pUdOZ7c3AMUy1U//GIn9ZU+zpkbRKp3fyTPRCB7DpE9KkQBFLJkH/8vou//PAlZMXUdmwTaewYbBB3ssNCkC2jjtp9IyOADF1TyvYcPc9SmZdnsMLWlo7u0ZMP1+C/4MLmnf1wUpKROYO0fkAnUDDuBVb4ShD+MyqXe1iogVBRkljQGuPWSSn75TAe6BrddUsWsquP3T9MEOw5lB7SFdRu3fd+gZd1UJwyvlZ0Q5Tg4rbsGbzfRhmZlhljjxEy0T5VQDm6+r2/P/Bf2us+Sat1B6Io/xWndgwiXIRrPpN6sYY5WTJ+ifOyl7KUUbN6d4dGXu/rbHn25ixnVfs6d65+yFK22tGDr3jSJtM3i6SFmxDWGsO8ahC5dgkdeI/u7/0Slu5FltUQv+ySJ8KyRdUDBzAqNv/pgLQUHQgaIKQ7xygRqCN30NayX7kF1t2AsWYcz4xxGWJySrkzR+66zT/Be0BjkU++rIWye2qLOoR7427uOedVt3JHk41fUcOHC4IRUFvTw8PDw8DgdOd3EqHdyFpBrbm5e3/f6/1GMjvLEKI8pR0qB8AcJrLkdJ9GKFqtBa1gCjoUwi2KU0bQKpQs2bEsMWv/13SnOnBXCf+rYq5xWuKmuwW3dhyGfhsC7W4yqiA4u6V5XYRINjO8pXyqXxfUmn7i6lp60jd+QNE3zEQtpo0p3spSGmHMJwZomVKoTEakkG6rDdoef2eeMUkJX/Bm5B74NjgVC4rv44+QCxWpvfl1xxbIw5y8sQQoIGpxwMug4ivkNIR55uae/bWdviEXl9bidBwYsKyJVA14XXDjU5dCesKiIGEwrO34kh9A09AUX4hzaPqBdq56FMof3oxpvLCVp6XHoTdvUlJvHjcos6CX4l19L4dmfQOc+tIe+SmHZB0lUr0RrWINQLkopfIyvh4+DZONbyUHtG97o5fz5IWx78lPA2tNF0eFooYD71nfw2Q/Us6R+8G/wnQTTh8g89H/6U9rcrsNkH/lnwjd+hZQsHXFfTKkwT5HrhVKKVKgR45LPIFybjBh5erCQgkde7uoXogC27cvw5sEcy2eOXdw8it8AhSRvjZ+Iu+dIboBXHcC969tZMXc6gSmO7JISfFbxniNvRCe80KeHh4eHh8dwnG5i1F1NTU0CWA98HmgA+h9VNzc3dzQ1Ncmmpqay5ubmwTPRYSgvD49/Tz3eVcTjI58UOl2HST76fweYuPrX3IabTeLmkhhN54KrkHs3Mqt2Pm8dHBiJUV/pJ+DTqIiNzY/mvUqhZ7DHkFY5ExGMEq+Y2En+aMbLeCKVzUcvivLjpxO4LkRDGp9+XyWVlaMxcjo+caAqbtOdtAn5NcoiJ56En3ijZf3/PZkppyo/ByP+r7i9bchQKVp5PUF9YD/Kh1k3k3c43JEHoLbcR9BfjBxbavq59MwUj20qTtoeet1h+dpPkH3gW6hsEhD4z7sJc9pc4n114Qu2y12/a+XnTx/7zV93XgUfWVeN3xw+Is3ftAp6DpPf+DBIie+MdciqWZi1Mwka42c4PxwtnXke2tDBfc91AGBogs99sIHzFw8f8uUuW4fmD5Df+DAyWkl4znz06hhCTIwacrA9x8HWPNOr/WzamRrw3uy6AKWlU3Oe3LCjvV+IOsrdT7Vxxu/PpCJ6/O8u//qRQd5KbqINLdNJfMbw6ZlTfX6ZLNJZh+37B0cH7m/Lc8XZY3+g4GZ6sfa8SmHzowjNILrsCvTpS5G+wIlXPhE7coOaFGCaOvGy8RPSToa3jxcnnaCw+Tfknv8ZKAiu+gC+ZZcjwyMXPz3enbxXzi8eY8cbKx7jwekkRp3f3Nx8oKmpyQf8E/BvwH3jseHOzpQXNu0xLPF4Ce3tg5/Gn4jgkR2DqgnlN/0aY85KjOlLye3bgtX8PDISZ+2V/8wL23rp7pvU1JSbLJ0VRjgW7UMYMHucmGC0Dv+FHyH37P+AYyGjVQQu+X16VAxG8X2eLKMdL+OK0Ll4WRlLZwZJZR3ipX6Cfn1C++UX4OQt2tsHT8ImhxiU9Ikn3W+3FxyetAWPbkywYVsvbT0WqxZE+PDFcUJ9KUC3XljBFcvLUI5NPKqRFJLgh/4e0duK8peQC1aRSrqQTKJpkrakyy+eGfibv/+5DlYvKKGyZOjorni8hM68iXbmzQQXrkU4eWwzTEqL4fbkgfxYDsoJEQJ2tdj9QhSA5Sj+7f6DNFTox/FiMhAzLsGcfh6O0OlRGnSkh1l2LP0T7O9y2LwrzS+eaefWS6qoKjVp7S6eFytjBufMj4x5bPukjZk6DK6NE64hw8kJEkNF06RzDumMhSoc/7uLDOWFZgZQZmjYz3NKnF8mCSHg3IUR7n6qfUD7vPrAuByDSNtmMr/6dv9re/cmgjd+kd7SBWPe9qwaP0GfHBAddcPqOLo7udf0d46XUMsm8k//qP917tk7USVx0tPOnrQ+eZy6vJfOLx5jwxsrHieLlOK4gT+njRjV3Nx8oO/ffFNT03eBB4B/BhqPLtPU1FQBuCOJivLwmAikFBRygyciKp9G+EK4yQ6cQ28WG31BZrOLr902nb2dgIC6ch+xgOuJpGMgIyL4519BaNp8VD6NjFTSo8WnuluTiKAsGqAsWnzllTwfiIFFuHMnN+Sf5toFUVpKV/Dtp9Js3hNi9bwASoFEUREWQDHKSilIazEo7RMRVNFcuflQjtf3pDlrbmTI45wtnNiry3EFSSN+dFcD0hylUATSh5H5XoRyESUVWFqQghbCVicXiRQsdCI69xQjccobyQSLZvZSStqG8BjrzTik84rgce4SlFLk8U1oBbrePLy2O83DLxYr8v3syVauPqeCcECjqtSkPm5SERxbOmDQ6Ua9eC/ZLb8DFFr9QiIXfZxeX80J151VG0CTDPBCumJlOSU+cE6QNZiP1GOuuI7Cy/f3tQgCF3+MTHAavAeqfp4IpWDNwgi7W3K83JxESrh2VQWzqk3GOuj8hqTw2m/euUesN9djrFmMZY0t5bMmAl+6fTpPb+mhrbvAmiUxFtSNXyXT0aDrEufNZwa129ueRG88d0rSXN9tGLlOaN9TtGOIT8cO1+J6F18PDw+PYTktxKimpqYQoDc3Nyf60vRuBjYDG4FAU1PT6j7fqD8CfjGFXfXwAIoT1NZCFbM0o+hj04e56EIIlZE5vI+jcRK+M9bhdh+hRrQRqT+vr9WbiIwHORtywengZTqedkgpOdLrcrCjQNAnqY+bhPTx+1342rehHvwGULwQztAf5c/XfJH730xywcLQSZmAuwh+sb6Tx18tekv5TI3KmDFA3Ckr0amM6oxl8hxM7Ea07aSw8yXMeeeR3/BznI79GLNWEFx5Pb3m8UWTUL6Nwj1fLhZPANBNQjf9LalQA67rUlNmIgW8XfuuLjWJBiVTfS5KpG0UAsspds5x4VfPF6O4PveBOsoDY/el0o68SXbLY/2vnQNvFCfoy2/hRPPzhlLBF26dzj3ri+l6a5eVsnJu+ITVGgHy+PGfcQ3B6UtRqS5ErIZsuH7CDehPJ0p8ik9eVUn3hRVIKSgNCMZD/VQChDb4FljoxrgIRq4LtRG4/cIypJQUCjYTqtqeVJ8UsmI67HxpQLuMz8DyjKPGjJltx7n/DkSqKJwrzcC48WvkI9OntmMeHh4epzCniNXlCakCnmpqatoCbAXmAn/S3NzsArcD/97U1LQDuAD4q6nrpodHHwJ+uNFH/qovoc9YhiyrxX/uTWgzlrPRmsuBaeswl11OYN0fISsayD7xXxCrnepee3icMuxqt/n8D/bwT/ce5Os/3c93H2yhN38SJcregeUKDvW47G53yFjF9U1hUdhw98AF7Ty1uR0snxPGcY4/aQxaHYQObqC3rbVfiAL47cYurjsvzrLZYQxNsGRmiL+5pYHAGMq5m8LGaX4Oa/9WjLoFZJ+5E+dwMxSyWNufIf/b7xIttAy7vhDAwS3HhCgAu4D9yv3osijk1JbqfPzKGoK+4i1BZczgz94/DVNM/QQ1EtTYtKOXi5YO9LQJ+iR1FWP309J1eSxK9W3Ye17FdE9czVApmBWXfO6GWr5yWz1rl4QImyd/3HIiSG9sHsm6c+kNz8A6PZ4RTioSRXlIUBqA8RJ08gUXc+kVwNvOKVLDaDpvXMVA23b7hKipx3UVYs55iGC0v00EIsh5F3hR2GNECHAPbOkXogBwLJyX70WX3rH18PDwGI7T4q6nubl5N7BsmPeeBxZPbo88PI5PQFNcvKyMRw9FaXU/wqXLBSlbcvdvcuw+UuDPr4kyf8EFOG17yTzwHXxrP0G+pH6qu+3hcUpgIfnRbw9TsI/dxL++J82e1jxnNJy8AJG14a4nO3jm9aIJeWlY54u3NlAbUgxVQsqQLmfODh03MiJodVK45w5IdmCt+ixwzGzdshXfe+Qw3/74DEqurMKvFyfSQyGEOKkIDOFaaOEIuTceR6+eBfmBAonTsgPn4Bv4Z5WTU4OPjRACN9E6qF31tCCVA+gEDcW588LMmRYgl3eJx3SC2tQLUQBRf9Fr5/U9aW44P86rO5PUVfi4ZlU5ZUGwXYGLwJTuqCKkbNvFXzl9ULtWMwdbBE5a+xCugyGGHFZThpTFMeZlCQ1NtqyJ4Ae+hNX8HELT0eeeRzo2a6qDASeUtL+K4E3fQHQVa/+osgbSxnDlHTxOFk2TqN423vm4RCZbcd3iedbDw8PDYzDe2dHDYwJQSrFybohDXTavNPfyN/cMNFOORoNkQvUYtWH0m79N1oh5TyY9PPrIFhSHOgab/PZmRuZpsq/d6heiALpTNj97up1PXVVJ6OwbyD/0f44tLHXCs89AM4//OxRtOyFZTBOr6HiFZdOv5tW9x/o6rbyY3uYfpnx7zha09Njsb89TFtZZbB7fzNjSghjRWrT4dBgirQjNgGwver4HzMEVJF1Xoc04C2vjgwPa9TMuJ/O2WwCpHKrCQHj41DwhwG/3QqqDjAixJ1tKOGxSFR7oSSaEIGeDTwcpiq9PJm1tKJSCRXUG08pjJLMuFy+NEvGB4yjeOFTgp0+0kbcUN5xfwbIZAcy+424YGo5zkr57tQvR6hbgHNxWPBaROMbSy8m6I4/EOxUouIL2pMuRrjzRkE5VTKNk4osynnZY6Fix+RirF6IUZGz3XS1EHSVjlEFV2YkXPAUwdIkULgX75MT7qcK2XYzGZahXfzWg3Zm/DiWNgTnQHh4eHh79aHfcccdU92EqiQGfyWYL3pNDj2EJhXxkMiOvfqMLRWlQMG96Cc9vS2D1RXlcvryUs5tCCCGxtBC29Hvj713EO8eLSQGDAromiqH86tSa4PrJEkgdwF/oRpgB7FPgGYXPkLT22OxvG1gE4OpzyikLnXx2+dYDeV7dmRrQlsw4XLwshl5Sjq9+PuRSaNPmYV7yh+RK6lGDnm0PxOx8C2f3RgC0rr0sXDyd0poq0o7JxUtj3HpxnPBwE38pUIkjRLrfpE7vIhjy89CrWebUBdCG2a1SIAMl+CpqsA9uQ4ZLcXuO9L/vW3EN1oHt0HQBthh6x8ofwVfdiNuyAyE1zFUfxJmxatjlhyOc3o91z5dxNj+Mtv0x/OEwP97kp7QsTEW4aNDemxc8+FIP9z7XQaTEx/ptKTbtyhIIGORtQW8e/KaGJkZ20gsYEA0IfJoCpdjX6fC1u/aTSDukcg4vNyeZNS3IrJI0/pZXEdsewyx04Qv4sIzjl58uaCH8s5bim7kUfe4q9DPfR9J3aqZNn+h6pAuXTbvSfPPnh9iwPcnz23qZVuGnImpinC7GDJOM66p37cOg0d6/jAanz/ljpFc4XZfFyKK+GyFNk0hcSpI7EZsfQO59hYBPIgJBbOEb516PI4EoIt6IaN0BQuAuvxHmrsGVxonXPUWYzPHicXrjjRWPk0UIQTBoQrHwXM+g90/lJw2TwHRgT2dn6l17I+IxdsZavlSI4gSttcci6JNURjT0EU7EPE4f4vESOjtTCNch0NWMu3cTMhDGat6ACJeir7iBTGzWKWyrJFIAACAASURBVCFKhQtt2M/dhb3zRQD02SvQz7ud1BARNiPBL/IYdoqCESXvjk7c6swKfvTbVjbvShH0SW5bW83Zc4MYI/Ax2tnm8NU79w1ou/CMCB+6ME5AU1hKkMkrCpai5DjRTAhBwRH4dEWwdx/5n/0VqGP98K39QzKzL0Uo57hpWkbyEOq+Lx5LtSupJLH2b0jocWpjx1cKdE0QyB5B5npRqU7c3naQGva+1zHPvIpkxaLjitpCgM/NIJRDXo+M+JrnU1nc++9AdQw8nrtX38G/vxzmbz7UQNBQ/OtDrWx8K8XHLq/hx48dwX6b/9bHr6jhB4+20Fjt58+vryXmH1EX+pFS8NNnu3n4xYGFc5vqAnxl2Ru4T32/v02fcSb6BR8jZVSMbmenGCe6HiUSKT7z320DqvsFTMkXbmukPjb15xyPyWUyyq9brmD7oTz3PNuBlIKb1sSZW2OcUHAuuIK3Dhd4ekuCypjBqgURjnQV2Lo3zfxanUW5F4m+/F/FhYUkePVnyNQsP+kKolOBlAJppcF1Ub4SnNNsbjEZ48Xj3YE3VjxOFikF5eVhgBnA3ne+P/WPwD083uUoBSWmoqTy6M/t9Lo58Tg+Uor+NCRTZSns2I5v7xa00mpUugfpC5Db8EuCV/wpuA6q+wAluiQVnoEzhYKUlMC+jf1CFIC982X0afOR864ctfdNNL2H/HM/I9e6C71+EZFzbqTXXzfi7ZQHFH92bTWdKRfTkFSEGLGxcEO5zk0XxPnls+24LsyuNrlpRgvZLsHeQphEVvHqzhQbtvVSV2HylzfVE/MP/H22p+G+5zp462CG1YuirF3aQPUNX6Kw/k5Uuhtj2dU4DStQjnPcX7ahg9r84EDPp2Qb/iObycxYd8LPYjuKpFkFZhWBSC1G8AAql8RYczspf80JoyuVKpplIxhVyohmpXHeIUQBlNidHOowSedd8hZsfCtFRdTgYEd+gBAF8FJzLwunh3h9T5pfPtvJx9dVMKqwUAUlAW1Qc1mJjvvWcwPa7D2bMJddAeWTL0YJAWlHkstDNCjQ1MjSTE+ELhUin0IZxYhGXZf0dCZ4Z0ZktuCSK7jA4GM2VUih8OfaEelOCJaRC8RxTmGRwWN4dh4p8J1fHASKUa17WnNkCi5KKaZX+akIDv6NSyl48c0M33ukWHzhgxdW8ttXunhqSzGt+onNsKhuHv9rwVX4tz0MysV683n8VfNIicjkfbgR4roKVwsWf2qnmRDl4eHhMRV4YpSHh4fHKBACgpkW1O4XcHvbCTSthkw36V//KwAWYK68HmvHiwSv+jT5jQ8fq9qlm4Su/zy9sXlT1n/D0LH3vjao3d67GWPxNeTzI68AVWK1kfnVt1DpYhSuteMFnJ4WQtd+gbQ4fqrUUGi4VIYBXOxRFKSyLIuzqjKsXtdOwdUoT75JizqPr/ysl7xVnPSsaCphzeIYz7zew2OburnpvNL+dJFUQfCVn+zt96q6d30HB9rzfPKq+fiv+TKaa5HTQicVZaThorr38045Qk8cpqLEAPfkP2CWENm3j51JmPM4RghRXofqPDigPamVsbAxRDQgKdgupi7QpBjymDgOGHpRgN24I8ltF8Xxj6LSYHtPFp+pEfJL0rmi8qJrguvOicEvtw9aXtnWiPcxVoQU7Gx1uPPxFva35Vg2K8xNF1ZSGRqfL8vMd+K8fA/s2gDljZjnfxRVMZNyI4ehy/60cICQX1IZNThVDJGkgEDLJvIP/2Nx3EsN/2WfJFd/jidInWZouuTRV45V6rzl4iruXd9GIl0800WCGl+4tZHqd5z+0xb89Mk2AG6+sJJYic7dT7UNWGbrQYsjC5dSv8zHkWkX0Z2VVPfqlEcdnFNIWPXw8PDwGD3eVd/Dw8NjFASzrRR+8QUKz9+NvfUJcvd8FdJd4Av2L6N6jiBLp4HrDiwfbxfIP3MnAZEbYsuTg2W5aNMGi2HatHlY1ignrd2H+oWoo7jt+5C9LaPb3kkQcJMEE7sI5Y6gv03qkVLw4MsJcl1tVDz3j9Ru+A7CsfmPDTp569hE/eXmJI3VxXyxzbvS2G+LVjvcZQ0yTX+5OUl3RlFQBjkRPOl0t7wjYcHaQe3azLMQIxCiRkrY6aKk6w0i6b2YYvT7yYsAvnWfQvjDxQYhySy7mQ2tpdx+aRUB3SXqF3zookpauws0VvmR7wj8Wzkvwta9aQDm1QcxjdEJM4c78/zi6Tbef34lN11QyQ3nx7l9bTWxgItWNWvAsrK0FkqnjWo/Y6ElofjW3fvZdTiLZSteak7y/UdaKKixT6INbNynvofY/gQUstDyJu59d6B626iOCv7iUp2AWby9C/klf3l9JaWBUydKw5/vJP/ovxwTYF2H/G++iy/XQcBJEGl/jfCeJ4h0bcXvpqe2sx7HRymioeJz7cqYwaHOfL8QBcWiE8+8nkDX3zHdUMW/qlKTnrQ9bHEKJ1jOffkL+dxPk3z9/gSf+cERtu5NoctTZzx7eHh4eIweLzLKw8PDYzS070TlB06UClseJ3TdX5L97X/gdrdg7d5E6IN34Ox/fdDqTvchDDsH2iiNc8aI67pos1Yi39qA215Mv5LxRrRZ5+COMkfP1QODG4VEGOPzGXVdki0oFODTFKHMIfL3/x0q1QVCYp73IcS8dVjCR94VbHgzzewVEeYYfrBy5KON7G8fHCVj9aX/rZxXgi7dfjsoUx+cRmloAl0KRhqOpBQwfQXaik6cTQ+AbqCtuhVzxiKSE6RJRjN7yTzw96hkZ/H4rLwOuehKcjI8qu2lS6bj/9B3kKl2CkaYXhXnar9J2HD7su0UaxaGmVHtp7W7wOdvaeTxTd1kCy7nLozy5OZubKc4eb3l4krkKD0royGdTN7lJ48dwdAFUghKAhprmqowL/tTnNd/i713c9GYfull9PqqR5QOKERfsYExpNkc7iz0pcYd480DGdp7HaZFR73ZIpku2L95YJuVw+06RLZuMWeL3fzDVTl6nQBlVVFKIiaFUyhlSOR7wRpYnADXRma6cXc8R+a13/Y3+867Gd/ia8k7712/q5wjONzlkC041JablAfVqNOoxxvHUVy+vJT1WxOUlhh0JAYbGh9qz6NpckCadciEmy6I8+bBLNv2pakt97F4RjGF9yj1cZNweRn33ne4v81V8K+/7uEff8/E5x/ieuPh4eHhcVrhiVEeHh6nHEIAHL+UsyguNHXlnoeYDSjHxj6wHf9Fv0fumbuQlTNwDm4HOfhUa8xdRc6MMShvaxLp9dUSft9fI3sOAOCW1tErS0e1LSEEaV8ZgaZzsZqf7283V1xDOjhyz6i343NTFHo62HAkzM82ZBEC/uKachpf+I+iEAWgXArr78JXuwArOgtDKpqm+bjz5RxNF36a0g3/RrDlFZbPnMvLuwZOhH2GZF59kIuWRFFvm7TXlOosmh5k695jPk8fWBMnFhid1VFeL0Fb9gF8S9YBkpweIVISJpkbfxPQgMiRe/K/i0IUFI/Pi/cSnDafXPniUW1TKcjqMYjFACi6MLkDjoUhFTPjGrMqAygF866uBCHozSnqKkwKlkNVzCA0yqgogGnlJhcs8PP0thyWrZBS8ckr4himj6Rbjbbiw5grb8YRJgmHk/6yhID2FGzelSKRtlnRVEJdmRxVCHnIP3gtnyHxmSMXMgehG9AnsL4dYfhxlCRZMptoTBCl6DVWOEV0KFdBojdLwCkgfKGBYr5uklRBkpHFlInf9RcIyG/4BaH6hVjROaeMADOZJAuCOx9vZ8P2XqCY9vbXH2ocu6A5jtTGBN/42HS278/gM3U27RhYwfS8RdFBad+uq1g1L0RNuckL2yWPv9rNjWviNFb5aT6QYWFjkNVNBnlbIsVA+6VU1iGTdfBNzXMcDw8PD49xRLvjjjumug9TSQz4TDZbGNXEwuO9gVe+dPIQAkryR/C1bcPoeAu/dHADEdy3+YgIAUeSiue2pXirpUA4ZFDin/yn5qbPwNn2JLjH1CT/WVdReO1R7LdeIHjZJ9FmLsfZ+QL2oTfxnbEOp3UPOBb6zDMxV32QrBhdhMp4UpB+8sEq8sEqCmL0T5qlBOONXyPtHOaCNWjVszFmr8CqWYIdHL15tC4U+pYH2JyZxj/8Jkcm75LOuSwozzKt+e7ByzeegRWpAwWzq308sSXJk3tDRM+4AF/1dM5aVM2uNofOXpuAKfmDK6pYUO/n0mURSkUCgwKu5kcp0CUsnR2mqT5EQ6WPa86toCHuw3IhYIxuzCnAEn4s4UOpiTu/BOxuCs/+ZFC7Nm0BhdIZ476/4VBKoVyFKRURv6A0JDHHmKkmpcbS6X5WzPazcrafG8+LUV/p769QqQBbaTgjvK53ZuALP9zLKztSNB/M8sTmHpY0+qkKu7hiZM/u/D6dtoTF4c5j3+1H1lWzuEF/eyHGERMK+chYGjIYhb0b+9vdhjNh4aWovjLyrjr1/JP3dTmEjryKf/3/I7D2D7D3vw52AXxBAqs/RLazjR/ta2JZdR6tc09xJaXQyuswohUU5HsvEuatFou7n/7/7L13eBzXebd9n6nbF70ShQTYSbGrkVSXSBWr2ZIl23JNHH+vkzeJU5zEjmNHduy4JHG6/cbdKrYsq9jqvUukSJEUKYqdAInega3TzvfHggBBAARAApTkzH1d0kWcnTnTzs7O+c3z/J6Oob+ztqSjz+LcBXHEJETNM/X8EjEFs0sNCmI6kZDO/uY0mip4//oizp4XGvM7rylQFFGoqQjzxv4BNu8ZoDCmc9HyfJ7a2sOvXu6jqcvmmvOK2bZ/WOCaVaRzzZrYmC95fE4P/3nXZ7L4Y8VnsgghCIUMgO8CvSd+7t/JfXx83jVEsq3YL/wE59AbuQahEHrfn+GUrRoSjJv7JF/80WHswZnmL5+Dr31iNhXxMytIpUKVhG/+Gu72h5D9HWi1y3Fb9yNTuTfYnp0mZRQRKp+HtfMZvP4OjGWX51LWwnkkjNLTCpAQQpDIQtLyiIdUTOWdDRvQ3TTe289gD3RhA6h6TnhbdxuisO6UD9XIduG27OGJ7HpgOELp7Q6Vc0vqoP3AyBUihUP/zI/qfOejxRxt7cdwkpTEBIGww1/fXElfIktAF0RCBqqdRNvzHNarvwQhCJ5/K/acdVhKkLAOK2pN8iMaX7urkYzloSrwB1dXcPbcwIRRMx6Cph6Po51ZwgGVmhKDuDnzKoGrR1DL6nFb949oV6KF46zx3kLRdKpK9aG/pyo8jcXbR9KksiO/R3c+18XtF/eil83HRh9nzdFEdI+PXl7CRcvy6Es6lBWYVBeouM7p76jrSahbh1JQhew+CpECROFsXC008cpj0JsRHO3MUhxTSWVdIkGDwrBAEdM3TjVNYW9jH1e3PA6qhtP0NsayKxCqjvRcMpvuJxgIE4kuobtwGaU8DYCSV4bX14Ga6YdwwbTtD8CABQMZScgUxI1jEbmTR1EgkcxiOx55UQM5A6baHb2j04oPNKdJ2pLo5IfjGUFKCGmSa1ZFWLc4BhLygt5JI9p6MoK7nmnj/26I4nUfxc4r5u9/OVwkYfeRNPkxnTXzozl/v2KdP72uGKGZI14iK4qC7YGhgntiOUkfHx8fn3ctvhjl4+PzrkF0HxkWogCkR/rpHxC6ZS5JEUNVFZ7d0T0kRAG4HjyxtYdPXlZ0Rh9CpZQkwlXE1tyI9eyPyLzyK3CG079EIIbrgaxcjL74Iuxdz5LddD9q5UL0yz97elELAt5qsvi3B5pJpF3K8w0+94FZlE69YN204SkGSlE17rG0MDc3iVLjxacXeSo9ZLqfktjIfMan37K5+dbfJ/zkNwZN0wXG+TdjxapGLGcEQ9TXhVGFh+MppKVEQZIfMXK76UoCLTvJPv+ToXWyz/wAM1KIVbYSgIQF37znyJAHkOvBf/+2mbpPz6Y4PP4MVlFg5xGbb/+yceh6z68K8kfXVhCbYUEqJYPEL/4kqQe/OXx+Vl6NXVA74bqqIlF6GpEdh3OG/CV1OOb0CgHvNoSA7BjG/Wlb8FJfFUYyzcJZEtM0Jt1n3JAsnaXDkIg1fdfcVXTcwnoorD+tfrpT8MjmTi5ZEuL2O1uGjKRvWl/IxlV56NNoFG174JpRlLb9KGaIzCv3jPy8YinNXQJztgEI1FkLMeafT/aNh1FWXTdt+6EogsNdLi/u7Gfb/gSzik2uOruAuhKVyepRUro8v6OfnzzTS9aWLKk2+ezVxYSDkx8f4zFgKTR2WFiOx9xZoRFVIwGW1UWJmpzx4ojHTMiP934aC8+DmOEN/Xs8hICGNotXdw9QGjT5YPfPeHnOH45abvOeAb77mdncdkGUeFhDKNrQb4oioLHb5b6X22nusrhiWZR1c1XMUBhv0lfTx8fHx+edwhejfHx83hUIAV4mMapdJrpRnAzoMYSAZHq0yVIi7U75rfZ0kTaLMKsW4RweFtH0pZeSjeZEkYReQmDdpwguuxKkhx2tJCFPb8KStSULI938x4cD/GIrPLw1yT/96ii3f7QaQ31n3grbUiVy3i24R98aMidWSubglcw7vX4Dhagls7mspJ9n3goOCQaGJhgI1xL/4DcRA20IM0w2VIozRrUyz5ODE5PRE2tdU3B2PTWiTatajGKniGRasIJFtKY1Bk6o9uRJ6BlwKQ6P/zOasBR+/FjLCOFxz5E0DR3WoEgxMcf800BOWdTrj84hcvPt0NuSOz/RSrJMbLSitb2N+8DtQ749Ml6Odt2XcMxT8xMbCyEgYrVBZ0NOtSuoYUAvnrb+p4qUsKg6hKKMnEBfcFacHz/VRSLjsqouwB9dV/E7UYZYCEHSkrhScMPqAN96oGtERbN7XuhiWV2U6oLpOVrH8Vg6O0p790bKDm9Gei5KcS1ex+Hc/gSjHKncwNlFeZQVDsDaD+K07CPzyj0Er/ncKXvZjcWAJXjg5S4278l5tbX2WLzdmOLvP1ZDUXhyfTR1ZPn+4z1Df+9szHLPi1383oYyHO/Uf4x60oLv3neUg605P7CQqfCn76/iG3c34HowuyzA+9cXnVzlmU6Egiehqcfhia3deJ7kilX5VBWok0oTPBmBgEZzd+43/6HtFmuu+gPyx+hyTnmAoKGgGiPvXY4n2N9q8Z17m4Z+F370VBc9iRi3rewnGaw4rf3z8fHx8Zl5fDHKx8dn2tE0BU1TyGQmX0peSlAKq0EoHG+qotUuJ2sWgJeb0FyyPI/n3+wbse6G1fkTvq2dCkJM3qDa9hTEgg0Ey+Yi+9pQo4Vk8+eQZVhwyng6mXBN7o/TDDSIOF1EGrZibXsEoZl8es21XDavhs/dnaE37VISeefeBicjtYRu/Rb0HAXNxM2vJq2eXriWLVW0c26ltnEr/3h1BQcyRQgjyJyKMIVhSMsY5MVyC5/CufWkRCuqxm3YDoBx1uVIK0X60f8AJGr9OVSt/QR5EY3exPB4VhQojJ38J9R2obN/dJpNIj3xWBUCegYsRKqb+MABAs4Aavl8srFqnEmmA0kJA1oxFE1e5NGkhffST0Z8B0VfC7Tth+o1k+5nIqLJRtL3/j1yUIBWCiqIXf05+gOnZ3Z/IoqS+z5MpjJeWUzwtY9V8+sX2ulLw+oFcQ40pUlkciLNlgMZ2rqzlBeY07qPZ5q0A4+/0c+Dr3SiiJyvT2lBgAOtI/0/uvuzVBdMn09TVYFKhz6PvitvJ9K5i/DaW5BCI5N16DEqQC1kbZ5GVptHMBBGL61Hj5WSMIunNQqoP+Xx+t6RRQMSGZfmzgxF4cm5Yjd1jf5ev7Iny4cvtNGNU3/Z8PbR9JAQBZDKejy+pYt//kwd/WmXkrhOQJnZqhdCCAZSNi2dKUzVozCi8PW7u4fuWy/s7OPvP1ZLzWkKlZblUVmU+y45ruRLD8HvXRHn/IVZXt6duz5BQ+GTG8pQTxgAGg4tvQ6H291REY2/fX2Aq2ttwlUC591mnObj4+PjMwJfjPLx8Zk2hIBYsgHn4Ga8rqNE56xGli8ioU0uxScdryF07V/g9jSj5pcjwvkII4jb20BAOshAlLqiMr74oWrufaETieTGdcXMLtaZjhQYFZdw3wHcprcQgQhKxQIGgrMmFKYsDKy8BZC3gOLiKH0d018dDXLnVzTtJP30D4baUg99lznXf566ihLCpsJ0pgJNFSklSbMErbIYRbrYUpuW3UlreYi6SykTLsUoHMvGnI7CE64rURZdjNj1DNKxUSIFZF5+Yvjz/a9hVC7k8zdv4Gt3NZJIuxia4LPXVVIQOnlltFgQ1i6K88LOYfFUETCreOLJak9/hr372zlv3z8j+lpwAAcIXPdXJEuXz1zRDc+GZM+oZjlG1OKpoqlgv/HQiD697ma8hu2oi2bhTsNcWwhBKHUUeeh1ZCaBWn8u6Vgt7gRCXmW+xuevNGnttvjzezqGUjOP4UyHOdU7iBCw43CGe184ZootufPpdj6xsYxNewZGHF9xbHpNiQSSkqiCmlePqK4n6Q5XYowO/gcS21Owg1UQHEy5neYgoJAh0VWBdYJ/V0DzRkXGjUdBdPQ4mlOqYRonyiaTR1EU2npGGwI3tGUxdUF1QOFMlF9t7rb4uzuahsb+ZUsM/u76CH9xV84PUUp47PVu/s9VJaf1Esh1PSoLDa5fW8SDr3TiefDsziQfvqSUK88uJGN7lOfrxAMjo0JVVSF4+BU6BupQlNFlBQOGgmKnEdPoeebj4+PjMzP4YpSPj8+0Ecs0kXrwW8iBTgDsva9invt+9BU3Y0/CuNf2NIz8KlRFwes6Ar2tKIXVOecHK4lwLGIRj8WVlcy9OReCL6THdAkw4Y43Sd3/jaG/RTif6A1/Q3+w6iRrnTmCqov15lOj2p2DW/j8jR8naEyPQDMZhIC0I7BsiARAQSKEIJxowNnyALK3hdCyjTizVpFVJ5n7chKklFhyZhKkUsEKgh/8BkqyE3fX6PPr7n2Z2Qs38K3fq6Un4RINqsSDcsKTLTyP968vQgp4eVcfRTGdT2wsZ1beyUVDTVPYtn+A5WZLLirpOKxnfoB58zfJnKTyYYgkmtWPp4VJqnHkFAaF1MPIJRsRm46vVChQSuZM2zRYw8EdTM86Hrf7KLrwcKchES6UOkr2F38zlDJqb/kNwfd/iUTBognXTemF5BdnqSvrYlfjcJRKRYFOSUGQ6bjfmDKF7GsDRUVGy7DF6XsNTQZFVXh626hiNuw7muasOWG27kugKPCRiwooK5gekf9E3mmD6bKIw00XFHLH051DbfUVAeqCXXje5Ezga0tNzpkb4LV9ufERNBQ+cVkR3mmYmHuex9zK0ds/d2GMsH5yI/DpwpGC/3q4fYQI++ROi3V1Cgtmmbx9dDAFe5ry4otCkstW5LNmfhTbkcRCKkURMagI5u6TJ96+Qukm0k//kKKz/5z96Qhl+Qatx4l4H7ukgLzoAMmZ1+18fHx8fE4TX4zy8fGZNmRn45AQdYzs678hvOAC+vTSCdcXAtRUF27LXrKv3kv4pr9DZpNkXrwTr7sZFBXz7OsIz1+HZ5bhTqM4YYosmRfuGHk8yR685rdR51bnKljBpN+czwQuCiI4Ou1NBOPEwjqWPY0TRyHoz0LGkuSFVIzjUkMkgj3NNv/122a6BxyW10X45IZSKmkm88sv5sq1A+7j/4lxwW0oC6+ZVJrUdKOqAk/mUrXck7zBlxJSRhHCLCJU0Qy7XxjxuVK9lKxUCOuScP6gkDTJwykISn5/QzEfvLAYQ4WQ5k0oDilCkso46MboKAkvk0CVDuN588ZTDWRfvJPUkV2opbOJrf8Iibx5uHJyk0fXA3Xhpbm02Z2PQCiOWPdxnLzqSa0/GbKeTmj+WrIdDSPatVmLSXoqY51cVYBpdQMSyyjAGeN4NGzMgSZIdkFv85AQdQzrtV9hXPUFrDF8xU7EVUz+8OpCnt4+wKv7siyrDbBxdR6mevrjOJDtxH3428jOw7ljm3se5vm3kTXOgEm8zPkO7W5MjWjOj2h84NwoH1gOeiBIShqo72CU5UySdnSurutgdl4eu1uhIk+wmN3kh6rpn2Qfuq7zmatKua4rQzrrUlFoEo0ETvs+V1du8vlbqvj5k+00d2U5d2GMS5fnnbH7Z9YVHG7LjmrvTUkq4oK3j+Z+p69YNX2p8THDJWYIjnnjTVTdQ2QGwEpTcehBCso+yYXL8pAS+lMOq+tDLAq1YcXmTsu+vZtRFPGO/K76+Pj4TCe+GOXj4zNtyON8ZjCCmCuvQqgGpHsJ6WFSRE66vhACgcTaPpgmpZlYm+7LCVEAnkv21V+jls8nlGcwoBVN276r0sUey0A9m0QRkqDVBs27wbVRS+uwQsWklSiKgGCqGToPgarjiHlA3rTt1/FkHUF89ftwDm8Db1AcMoJodatITqMQ5UiFQ+02D73WxYHmNItrwtywrpjSSG4bHQmPr989XCFu24EE/+8RyZfWNA4JUcewN92HOfcC0sqZLfWXTNs8uX2AzfvTrKg1uGJlHtHQydOOpARZtRylfB5ey14ARH4FyvyLTuuhX3gecWN4GxNhO5IVc0K0dZcTV9Thaw0YK64mq0XHTF2KeH2kH/03vK5caXS3ZR+p33yb8E1fod+cvJmva8RQV94ASy9HCh1bmbxHkhBiQrFNSomoPx+9pwX7redA1TFXXY0sXzjmeTa8FNrux7Feuxekh7FsA9ry68losaFlFAXMAy+SffJ7iHAe+rzzRm/YypA7cZOLXgkHTa47P8A15ykoTCwiTgZVAXfnE0NCFIC77xUCsxagzjmf1Ax/T4Rnc8XyCC/s7Bsy5S+MadRXmNiOy5P7NJ7e1sHffqRmRvfjHSdWxmp5gJU0gVBQSuvoD1ROqQtVVZlVMhz1eTr3CCkEe1sd7nq6md6EwxWrC1gzP0pRRCDO4NuPoAYr60Ns3T9SrCwrDLC3C9xzKwAAIABJREFUT+WiZQEuX5nHrPyxReMzgTRjqGX10LSdS7PfpXP+DWSDxZQuK8M0BJb37ohknimyLhxqt3n7SJqaEpN5lSbh6c2o9fHx8Tlj+GKUj4/PtKEUVSNCMWQ6QfDC28i8eBcynfNP0hddQHTNBxgwSsZd3/MkmGFQjk0WJc6Rt0YtJwe6EEYIYtMnRmWUMKGVV42MjhIKamkdRrYb6/H/wFy0HqdlL07DdoxFFyDLl6Il2sn84ovg5gxtrVCM8AduJ2lOHAl2KiTyFhC++St4TbtB1VArF9Ifrp2WeYEQ0DYAyazDvz/QRM9AzrD75bf6aeqy+OKtszAVj7Yee9TL6zcPJbFWKaMDdjQTeUbrjwm6U5I3Gxwyrkpbj8UD7Vm2Hc7w5VvLUdWT/+yl9ALMqz9PoL8ZPAcvr4qkOLmIOt1ICdXFBg0U0X/5F4ntuBsx0Im27Aq8+RczXpaTGGgbEqKG+koPIHtboHRqlaVcD1x18scd8JLonXtx2w6gFFXjlC4kcxJhJaEXYa77FKGV1wCQDZeQdUfOqITIRUqYbbtIv3z3ULv1xsMECspR6i8filIMZLrIPvsjAGSyFzWvbFQxBH3NDSTl1GZtnicRuNM27TaEg9u4dVR/bttB9FAewZJ5pLXpqxx3PLrMou96lGpV4atXL+aQVYLtKVREXUoO/5aO5Hxe3R3lgxeVUBzXeCf952YaRyr0x+bCuySC5ki3x9fvbBi6r979TDuOI7n+nOh0W2adFAWPj19eQk+ihUOtOa+qT1wUpSAe4JYLYqhCDqZZvnNjI2MWEjzvJqwtv8Fp3EmpexeBCz9KyqjFemczQGcURUBfyuFgm00661JXpvPTpzooztP4k2vLMaYhatPHx8fnTOOLUT4+PtPGQKiK6PV/hdt+EGvXc0NCFID91vPodWvQKopPWvo6EyzFPOdGMk//AJnqQy2dgzsYpXIMEQiDMTlvj8nieRKvfh0BIbB2PIkIxTFXX0s2fw5G21uYC9aSfvYn4OYEGufA64Su+wusPa+hls5BqBpO0x5kqh/ZuA0xb8OM+De5Evqj9YiF9cP9T9N2Epbg2R291FUEh4SoYzS0ZWjvd6nKE4QDoyNLCqIaLcosKsP5yOMMsI31t5FSwzM3dxECxwNdzZWq37QnyU+fbMNxJSV5Oh/fUM7/PNxMQ7tNa1eGypKJo/P0RCfWK3cjOxvR5q8jtPx9pPSTp1AJIRjIkvOUCinkTa4o15gE3QG0I5uZ07gLFl+OsvGPEZpOWokNRV+4UtCZ8EhlPUriGhHjOCHXG2mWIgIzG21jKjbK6/eSfuPhoTatbg3GxZ/FEuOfiKynkT0WjXLcLge9BFrvYUQ2CcEY9oHNI9Yzll6KQBBu3oyXX0M6UAJ2ekRUXnbbowQv/RT2oW3IbAJt5fuwShZPzwGfgKpIlEQHXjaNiBfjKOPfmyx0tJqV0HlkZB8FFTjNb0PrfrRVt+LMgD+aMdBE9uW7CKy7leJH/4ZioSACkZyRvPRQNvwNV55dyKwig/h7u2Dge46DLelRAv8TW7u5dEWcsHZmFZa8oMLf3lpF30CGoAHxiIHtAJ57BuzTJ8ZGh8L5BNYXYDgZMEKkzBKmsaDuuw5FhaNdLt++t4XOvtyLL1WBz91YwT/9upnWXofqwlP3K/Px8fF5p/DFKB8fn2nD86AvPId4VYTMMz8Z/XmiB81O4KjjT46z0kDMWUcoWoh9aCuBC28j9cC3kOmcm4dx1uUgIRWqmPYqSyktH3XRtQTnrkMKlaQaxfVAl17OC8sdKdBYu57HWHoxbvMe3O4Wghd8BGv/JmR/x6TSlU6Hmei6J+nx2u5+FtWMNhxXBAQNgRCCorjGeYtivPJW/9Bn168t5rvPdvGdD3wF5cg2ZH876uzVZPPnzJipelcKfvtaF7sbUyyvi7CiPsoPH2sd+ry91+aprT2cszDOy7v60PWJf/KC2XYyv/rSsPH1tkdQkz3oF/9hrjrgGAgB+9odvnPPEZIZD0MT/J9rK1lRayKmqMIpikDd+yLp5wa/P3teAlUndMNf4+XnzLctV/Dga708+GoXALGQyt9+uIZZ8QrM824m+9JdQ/3piy/Cis2axHYVIgMH8doPgqKilM5hIFg1qWun9zeR2fboiDbnwGaCq49ixeoneeQ5QlYnzsPfxh40OFfL6gmccyP27ucBMJZvwO1oHDbyV3VCN30FO1KOKKpGdjYC4PW0kH7+Dszb/hlLi5E8iQB+Oqiejdj1OPLVOxGeC/kVGFf+JVa4bMzlXVeiL74c5cgOvPZDQE648wa6UOIlZF68G+OsK3EmWYF0Sgz6+bmt+9GqFuMc2TV0XxXBKDJeyfmFEQrDYsrj1uf0CJmjhYRYSEM/k0Glx6EJj8JYLrfYdiZY+B3AFgHs0O92Ot7x9PRleeOgPSREQS569aFNvaycG8V+j1f59PHx+d+LL0b5+PhMO5YWyU12Dm8b0a5EC/HUiUNGMiJIpmQlavlqLCThW74GvU0IRUPqQbLRqlHRVRG3G6X3KDKTQMmvIBmtwXGnPgF1XY+EMuj5NCh2icIqZNv+E5YUmMs34Bx+A7ejAbV0Dl6yB71+DRTXvaPGoscbmyqKIOD0oTppHDNKhtC4AoOuCgrjOoda0qxdHOOlXcN2vtetLSJiKmxryHK0M8uaeVGWzYnQl3LQVYVHN3dxy0UlZIMmzLsCIWbWXDVpC26/o4HuwQiu5q5ujnZmOWdhjNd2D+93a7fFZy7UuLk+Q1WwhwwluGN4Bpmk8ZK9JD0Va83HiWy9IxcxArj7XsU478PYZvGY+9KTUfjurxtIZnIDxnIk/3r/Ub796TpMTRA1mbR6aLoJsq8/OLLRtfHaDmAUzsfyVJp6nCEhCqA/5fKDR1v4/AcqURZdQah8Ll5fGyJcgFM4h4yYOIow2reX5K9uBycnwolglOgNX8ilgE6AzCRHpMMNtVvpCdc9HkURsO9FvOMq7bmt+3H721FL5uC2H0SJFWNte2x4JdfGeuYHcO2XMK/6M+xnf4jbuB1RVIN52WdIqnnIKYxDTVdwPYGQ3qTGr9LbgHz5Z8MNPc24L/wIdeNf4I7ziJUxi4hc9WdwZBtYKZymPeDauB2HEWYQKSb3aKaogq5UTiwoigiUMa7BCKK5tGZ7/2YC625FiZdgN+xALZuLds7NOKFCiv057TtCfXmAkjyd9t6c2CAEfOjSUgzldzjcx2fStHTbpMfIQezst5lTGaQsf/oqXwoxWPTDF7h8fHzOAL4Y5ePjM+2kCZG39lZSiS68ziOgaJjn3IDMK8di8p4tx0qA92vFUDS2EAAQdTqwX7wDZ9+ruQZVJ3z95+kvXDItUTnJQAXRujVk33hkKDrKWP0+Mi/cgdt2AACnYQda7TIUavHm1045aksIiGaakZ2HEYoKRbX0T6IC4fGY7gBaxz68tv0opXXI4nqUI2+SffbHWJkk+tyzia68hlS0FkeMvg55IcHGNQXc+VQbH7y4hDXzY7T32swuC1Cer/HQ5h50TeFoRxZPgqEJKgtNLNvlj66roDxPGYoGm8moMIDWHntIiDrGjoNJPn11BY3tGVq6LExd8PWrsxQ99VVkeoCsUDAvuA1r3mU4x43DSKaF7CP/guxswAhEyJzzaZov+hLlz3wZsikwgkh1/HHb3mvTd0Idcc+D5i6Lf/rVEdYvjXPzBUVEjYnPiRQqQjdHTytUHSlyYRInHjfAnqNpMg6oepBs/iIYjKKaDIauYL3x8JAQBTmvKffAZtQVc4a+h+NhB/NRy+pxW4cFWxEtQsan5lOlKuA2bB/V7hzdTeDST+Ee3QWqMepzr/soupslFSyDjX+F6SbwFJ0EgSmFELYMwOOvd9LQluW8RTHOnhchHphg/b62UU3iyA6wkmDEx10toRcRrl2DOLQJrWIe9sGtuM17MK/8v6S0+IT7nXYUtu9Pc+8LHaSzLpeuzOeCJXEKQ+OvZ8VmYay/DevFO8i8eBfKrMUEb/gi6UAJGalOaS6rqgJd13BdF9v2BZPTpSAk+etbqtnblCaRcamvCFJbqDHt4b8+70kMxaMwOvo3aOPqPNbMjxHWp+f3Ntl0kHDzTmSyB7V8HlZ+LZkz7Jno4+PzvwtfjPLx8ZkRekM1xK79a+hvRRgBnGABCTV/UpNDXZUgwZ5kao3obhwWogBcm/QzPyJ6w9/Sr5x+ZTtPwkB8HpEPfg1711PIdAKt+iysEyJYnMPbCc49F/sUbq2xxMFcZMpgNIkSLyH+vj+nL1g9qfV1LMRrd5Ld9cxw28L1ONnUUISPve81hBEisGwDiTEiXkxVUldqcumKfH7zShfzKoNsWJ1PUUTw5hGL/U0Z9hxNMb8qRH5Ew3E9djcmuXV9/ilFQamqghCcUolwXRuZv1Kap/G59Wmq++/jvHqbzvPWsD+ZR9Hmfx/2LpMe1nM/QS9fhBurQUowyWA99u/IzobcIpkE0ef/hbb1t5NcdB3hN+7CvPBjpI38cUuO65ogGlKHqpNBLnUxFlbxJDy3o4+AofDhCwsmHP9ZESCy9hbSD/3LUJsIxVAq5mMPRvoVx0dPSs6aHSZ4ihMSBRdvoGtUuzfQOfiG/OTrJ4xS4ufcgrr/JZwjO1HL6lBXvI90oChncjZJHBeCc8/Fbdo9ol0tqkZqQdCDY66nLVhPpxvjpZ0DvLiznwXVQTauilIwBVu57rTga3ccpn/wGu5vTtPabXHbJYVwsmpmkcLRbWVzkfrEG08qcYI1a1A69qPOD6Kvu41MvGZCITflKLT0OkRDKteeV8gTW3u478VOQqbCFcujiHHWtzHwFl6JWbsKsilkpIh+NTb1gIpMP7LhdTj0Em7JQtQFF+CGxi9MMRlCpNDsBLYRIy1Pw3DtPUxhSHLe3OOP3ReifHJUFym8vDfJJzeW89jrXQykXK5cU8AFi6PTZlxuZjqw7/9KzpJgkOAV/x/UnE2Gse+9Pj4+PqeL+uUvf/md3od3kjzgT9Jpa8Y8TXze+4TDJqmUNfGCPqPIKkFktAjdSSHSvZi6QlaM/1Cj4hLu2Yt86aeoiRYC4RCeHsYTJzfmNDr24BzcMqJNpgcwzrqE7En8qcQUsvgkkDXykNWrkHPORWT7cXc9PWq5wJrrSBlTq/KnqyBf/tmQhwyAzCZR46V4pfPH00BGEEy1YD/1/RFtXmcjxpJLcBrfHG5LdKFXLsSJzxp13/MQ/PSpDh7e1E1vwuFAS4Ytewc4e2E+/3pfEw3tGTwJHb02De0Z1i7Jw1AF1UU58S3rCdr7PCxPENTF6Mp6gwgBrQOSe1/q5pkd/eTFTPLDKsoUrkfAUGjssGjrsYmHVb56rULZlv9GHtiE1rGPWOMLzF27HnfL/aPWbYsu4cW2fCoKTcJWF84rd56whMQqX4ZVvpTCZedjlS4dM7VvaGmhUJpv8FZDCseVaKrgtsvL6Oq32X4wCcDRjiyXrSxAV0ae9LHuLzJWSqh2McIModWtxjj3AyQitcjBMxoLSmJBjTcbUkgJ5fkGn72u4pTLezueIGgKnAOvj2gPnP9B0sGxvY+OR1UV+vVCnPxqZO0qnJpzSYcrTilrRIsXogy04/U0A6DPOxdtwQWkwpVkC+ehxosxymbnoqQcC7X+HOT5H+N/nu7node66U067G/OsGnPAOvPysOYpKfvnmaLZ3f0jWg73JZh/dJ8Qic5ryIQAcdCtO/L/R2Momz4U5zA5DyfHCWAHa3AKazDMgvwTjLOIFfS/Wt3NvLwa93sOJhgYXWY+sogje1ZWros1i3NRxPjixgSga1FsAP5OMrUXcpVRSJe+TnKlnvw+jsQLW8hGrYg5q9DqlPvT1EgNnAA+7F/w3rxDkTrHiKVtWT103+JcCYxsDGtblTh4SrvHjEtHDZJp/3nl/c6qm6wsNRDui6r58fYuDrO8loTdSo/mhMQbHsT54RnGq/rKGbNErLGzFT49Hnv4s+NfCaLEIJQyAD4LtB74ud+ZJSPj8+MEZBJ9INbSD77Y8imUAoqydv4WXrDc8ZcPth7EHf3sxhzVmLtfh56WwmfdRmJvPnjlrMHUPJGT5i12uXYZt6YE+J45kjOl8bzUIqrSUZqT1rh73iOpSyp0XKU8nl4x1X60+rPRimfC8lJdTWErni43c2j2r3eFgxV4gxGpgQ1F9WzSREcFYkkXXvU+rkPRp44Ja8cNG3M6IuelBzhEwXQNeDQ0J6hs39k/519Nq4rWVobREroSgm++YsjtPRYKArcclEJly2LYqgM76uAtn7J20czJFIu5QUmL+/q5/W9Cf7y5iqWzJq8mmKqks9cXYY70EV+22a0TS+glMzGXHop6RfuyFVW6zgIBZXQ3TRi3X4lj58+2kZ+RGNtdQhxQgVAAEuPkldYSlKfOOKjKCypKw/w8Q1lJNIuZfkG4YDCV37WMLRMWYEx7hvsE83ubaljFyxBLV6KlIPnb/DjkNOH3PwLNrQ1sPqya8gEiymtKkCMzl6bEl7VCgIXfpTs678BVSNw7gewiuZPal1dWhSnDkNXIyJahGMWkTnFOVJay8e45I8wz+1AUcAJFtEvB0UOKUkrUZTqtZgfWoxwbWwzj9akxku72kf00z3g0NJtU186ucccVR29w5oiJhSsXTWAes6tsPBivGwSJV6OG4wPBbUoiiA1+NUJ6YwbQTiZF2IZV/CPv2gcMjEeSLn87IlWbr2klIuW5XGgOZ0bYzMYUCP7O1B2PzWysb8d2XUEyiafGnqMcLad1AP/iEzl7jtu027Sv/0nIu//Mgl1BkzcZ4Cw1YHzzP9gNW5HhOKEL/sM6dKzTipgnxGEYNv+AfY3p9FVwdzKAMWja1P4vAeQEvRQhHkRgaIoOI47/SUGjkvTHtpuJgHO1Lz/fHx8fKaCL0b5+PjMGOZAE8nH/otjM2mvu4nUE98jcv0XSBAbsayqKriHNqEWVZF+4ntArtq7vW8TkZu+RF+kbtztZPNmE7z8D0g//zPIplDL52Guu5U+OTpVJp46TOq+fxia/GAECd/4N/RF507p2LJKiNCGP4HDm3EbtqPVnY1XtRw1FIPkwJT6yrgqoQVrcY8zbgbQqpeQdEBTJeHuPWRfuw8r0U1o6SWI2asZ0IZ9tLxIKaKoFtk53IdSWD3kM5Tr0MA461K8WOWYk19VyUUqjJWVJMTICbMQUJKnEw+Ah8JPnmilpcca7CdXde/5XUnaey1WzY0wu1intd/lSz9pwBlM3YoEVG66sISfPN7KPc93sPBDs1CnMJOOGy7avvtxdjyOS87s2mnYgbn6fWRfvRev+S2cC/8Q/bFvIFN9IBSSqz7Cr94KAQ5Pbu3lnLnlmFd8luwDXwcvp/plF11FoGw2YWNyIoHnQUVcUJYXJmNLdA2+c++wuKgq8KmN5WhiZGemm8B6+02CLfsRJbNxCuvJqsP+HGMZyKrNO0jvfBoBFHV8N9fP2ltIL7kR7yTpZIoi6MvA0U6LkKlQlqdhHieOpZQ46sJrCNafj0QhqcVOmp021K8A48ALZJ/+f8P7WLMM87I/JqtMIU8OSNoKTd02GUtQWTSL4pAccx88T5JW46ACMnd+VYVRgvVYAtN41BQblOUbtPYMv+m99rwiiiJDw2JcXKFDPFfZyxv6X67q4au7k9z9TAcAt1xczLnzwqecVtOb9EZU0wKwXYnl5Co43rCuOFfRbyYRYvTN4Fj7qdDXMnwvHsTra0f0t0L+5MUoW6p0JVyChqAgJCb0OZsOVFVBlRbO8z/Cbcx5nclUH5kHv0ngQ98iGZ64iuVMcqjT5as/bxiqtBYPq3zxwzWU+hZA71k8T+LN0HdcFNWAoo644RmLLsylSPv4+PjMEL4Y5ePjM2N4fW2cGJrkdTSgprohFDthaYlWPp/M0z8Y2exkcZv3oi2cM251vAwBnPqLCVUsQFhp3HAxfWJ0ep6iKDj7N4+c/FhprB1PEriojow9tTraKb0AMW8j6sIrsVwPKeFUnvM9T6LMWYMx0IX15pOgGQTWXA9Fs3E9iCcOkPzVV8HLGVdnnv0Jpp1BX/b+IfPgjAgRvvrP8N58FPfgFtTZK1HO2oinhQgWVkNmABEtwo2UkdTGToHJCwquO6+I+14a9oyoLQvQ3mdz+cp8Ht8yHD10w9oiymICkGQcyZuHEkOfXb+2mEc2dQ0ZbT+8qZu/uqWaZ7b1DAlRAImMS/dALs1OURg3rW88jOzg+ToOmexBaLkwIX3pFTjFc9Bv/RZdza0c7NG4Z4fGwbbcflWVmEgJ6aLFBD78HdzeNmwjhoxUUmgaUzZhV6RLaPBX9Y+vK+dol00q61FZqFMUESO+Cjo2YtNdJHcOR5loSy5FP+/j2OOY/GuaijOWwffBrQSWXElGCYwZedOThu2HUjR3ZakoNHluey9FcY1PXlFM8LingLEqSU5EwO4h+8JPR7S5Ddsx+4+SzZs3uU6A3ozgR4+38sb+3DiKBFW+8KEaKsf3AB8iLyi47vwifv3i8LidWxGkPF9jsrmCMVPyFzdX8caBBEfas6yojzCv0sQ7jYpSe5qz/M8jrUN//88jreRHZrG06tTC2CIBhZCpkMqOvDjRoMrC6hAlkbHFu+lEiRbhLdmI8ubDQ20yvxJRUHVK/QlzjFAdocBY7ePQkRR8/6Gj7DmaJhJU+cSGMlbONpmCFjklMo5gb3OW1/cluOksh/xDW09YQkJfC7yTYpSi8uArHUNCFEBf0mX7gSQblod9awqfUaSiNYTf/0Wyr9yDTHSjzz0XtXwu6UjlO71rPj4+v8P4YpSPj8+MoYRHix4iUoBnjhaKXFciCqtAHeu2JAdNecefXTgO9BvlcJJ5nqaJQYFsJF5fO7r0gKmJUZCrGuc4p/9k32+UETrnFsJLLwEJTqiI/sHILq+9YUiIOoa19RFC89fTpw77UyWNYtTVt6GtuglLMXGPpR4WL5vswXDlqjhzK4PsOJSgqjhA94DDnU+1sXpelI9dUYaUkrryIJUFCmJwom9qsKAqxK6GFJCrsndixbeX3+qjq390FbhkxiNoqNy0vhhlyiUIldx/J6QiikCEwPv/jkzBXFxXklJipAti/PdDjfQlc/sQMhUuX5E3GEEhSAXKoCyX7qkxpSJsYxLUJHOPTxE7oT8j1UZ258h0J2fnU5jLrsQOjT2JdV2XQFkd9tsvjmi351/G7jaVXQ19lBWYLKgMEDVzG+xNw5d+2jCi2t8nN5Zzx1OtHOnMZ17Z6T0GaHYCyx6d3iGs1JT6OdiaHRKiABJpl7ufbeNPry9HkROMi8FxO68yyI5DSWaXBVhUHSAwxQik4rBk4/IIqhrDtl1Op1S6pik8vW2UNQLP7uhjxezSUzLtj4cUPnp5Gd9/uHlIdLp+bRGzSwMUh2deiIKcv5hYeSOytB7l0Kt4JfOh7lxc/dTCbbLRWRgrrsR645GhNvOcG8hGKicliLqo/PjxZvYczaUSJdIu/3Z/E7d/YjY1+TOgRgnBY1v7uHdQ+CwxDG6IFSP7O0YuFxjfq/BMYHvQO0bVze4Be7AowbtfjRI4tHVbtPVY5Ec0Kgt1hDZ1XzKfyeF6AnPu2ci8WSiZfjwtQFIvwJUzpOr6+Pj44ItRPj4+M4gTr8JYvhFr26O5BlUjeNmnSeiFY040kmYJofNuIv3Yf+YajCDGkovRqpeSmUIaiKKIMSNELMslVr9m1GTeWLCOpKdzOpPP6SDlBSAwWD3v+F3RRkfKCDOEHMPY3ZXgEhjz/OYybBQQctyIj4AmWTJLZ1lNAYks/OCxdqSEzXsGeKshyVc+WkvJCfNOFcknNpRx+x050WOsnrcfSHLThcXsbx7pP7GkNsT6JTFqiyYfxXKMrFmAec6NWK/8cqhNKazCqz2b5AmRcQUh+NrHa2jssPA8SXWxQX7o9EUnKQS2VPGkh4YclYo37nrO2Maf47VDbl9F9TLU0jm4bQcBUGct5ll7Bd//WePQcjUlJn99yyxCmmRfS3aEEAXw5NZuzl4QGxTmTu8xQDo2Ws1ZOA07hhuNIEp0jCpz46Aogvbe0Z5nh1oy2P1dFCQP4RXNIT1ORB/kPMQWVeosqTq1yo7HmK40GM+TVBUH2LIvMaK9qtg85f1zXMmWff189LIyAoZCLKxysCXDa2/3Ub02f8qRfKeKNCK4s8/HWHQhtu2ekrB2jCwBgituJFS7Am+gCyVejJVXi+VNblz2pT3ePDTapK+lK0tN/qkZiRsyg9bXhJPsxYmUogUj6PYAbjCfNivK/S8PR+D9dofDBRt+j4LnvjmU3qTNOw8lXjTKC+5MYioel6zI40DLyPvtyrnR94QQpSrw2u4E//pQ91Db+1aFuHl9EVLxpy4zyQDRYTH13T9UfHx83uP4d3QfH58ZI6nmEVr1fsJzz8ZL9aPkl5MMV437Bt/1BFbV2YSui+A0v41WMpvMi3djbX8cfdFFBFZdR0IvHntlch48Wl8jItUDwThOvIqMNjLPxyldSODiT5B97dfguZgrr4aqs05rAjvd6NgE+w4iu5sQoTiidM4ok23zvA+Q1Aty6tNJ8KSgrd8jbXt09No8ta2XWYUGG9cUUBodX4xxXUlQg09fWcK15xaQsSXl+RqxwNjrlEbhG5+spb3PIWCo/NpQyFjDF3rdkjhNHVluvrCEZ7f3EDAUPnxJKYtmGUjP41Seel1P4C7cgFlUi3t4C2rxHGTV8lFC1DFiphxhkn6688S2BLz2dj97jqSorwyybE6EgC6ozFMmnIR60TJEYVXO+HkQUViFFc5FZxleEr23ARLdEC/FilVjC5MBs4LoVZ9DdB9Beg6JwkUU723lby73ePFIkOfftmhoz3Kw1WJBhU7WGv1lS2c9AoZCWcHE6WKakBhWDwhB1sgbjrY7dhwItKrFiHAezqE3UApnYSy8AGcKkTJl7D2vAAAgAElEQVSeJ6kpHR3xsGpuhPCmH5I9uBmlZA7B67+A4jq4WoiMN3Yq45n4HgshyDgAgqAux9ym50kuWBrjya09JDI5kSISVFm/OHbK+6jgcfaCOP/xwEhD/r+7rXpSfVpSpaPfxdAFxRExtjncFEinxymaMNV+1CjporNgakVIAQgYgtJ8g7aekSJuPHxqj7eGzKJsvhtre+4FioLAuPhjZDfdD0JFveabI+4bqazHV1/I5x9v/CaxzFFIJ3Cad5O5+wtEL/t9UuUrcbypR9yeLp4nWVEX4rbLS/ntq10EdIUPXlRCXYnOjDrcTxMDySzfe3xkZOFvtqS4YEmW0kJ/6uLj4+Pzu4L65S9/+Z3eh3eSPOBP0mnLz5/3GRe/fOnpYQuTbKAYKzqLrJ6HN0HItys0suFyQpEQqV9/HZlNgPTw2g8iPAdRs5Kx5l06Dmb7m7h7X8HZ9Qyk+tADJkSLcI/T3W1h4hbNJbToXIwll5KZtYa0mJrR8sk4Nl5MMph2P0JVRmwfQEESyrRjdB/EkBkwQkMl3RUBocPPkf7Nd3AObsHe8zKyv4Pgxs+ixopRiqoxz7kRt2wRlpxATBCCl/ek+MGjrRi6ws+ebKOzz+Zga4bn3+xj7ZI8ghMUsFNFLj2oMKJgTjAHMFTIDynEAoJVC/LIWB66qnDpynySGZfHt/TQ2W/x5dtquPCsOLGwinGaOXGuYmBHypE1a7DyZ2Orp3ct067CkS6HpC0IB1SUcUSylKvw/YdbeW57L+29Nm83pmjqzFJeYBAMqAQmOFeO0AnWLUfFRab7sWrP5+2aW/iH32Y4f75JeOud2M/+CPfAJtxdz2BEYnjF9UgElhLCDRehSwu9+U0qRDvFBx9mubaXskVLeb1BUlMaZM/RDEtmh3lmW++IU3zVOYXMrQhQX2ZwssrgAS/J4W6P5/ZL9rQrBDVJUdDOGXYPIowgct9LyM5GtLpVYFuI/AoyxQundFmjIZVQUGfvkRSehIXVIT682iP82g8BQfCy38fb8Rj2iz9DadlNuLQCO1AwpW0IAX1ZQfuAJJEFVVMxlKmNPduDV/al+elTbbT2ujhSIT+qoY2hN4RNWLskj8Wzw5y/OMaNawspPMEKSVFyBQw8FHRVTng8NeURgqbgQHOaSEjlD64uZ0GFedLrCNCREvz7A8384tl2ntveRySkU1JgTvn4320YqqS6LMwrb/UP/S6ctyjGBUtylTynSmCgEfup741oc9sOYiy+COfwG5iZTvrLz+ZgS2Z4H3SFJfX5xN/4Odb2x/A6G8HOYu99ldC8NWSN8SP6ZhJDhXOXFLJ6bphLV8SpPi61+t1OX9Lm4S2jC4GcPy9IQdxP1Zsp/Oddn8nijxWfySKEIBQyAL4LjPIv8F8v+Pj4vOsQImd0fmK0jP3WcwRXXY+tjU4BCljdWJvuG0pf8vo7cFv3E7h2FlZwpAeP60n6j3ktnUaKyYn7HMx2Yh3YQwwFa+czWLueRimrJ3LZZ0gM7oMQEOrYSeaBbwyldehrboBl12MLk7DdRfq5n43o2zn0BsZZl5NefC2appLKjvYCGSs1sScl+eGjrVx1TiFPbOke8VnG8mjsyFJQM/0P9lJKKvIUlteFmV0W4L6XOkmkc8d647piGjss/vPBJhJpl3VL4tywtojC0OlNksaqnqWqAkVaKICNMWH0SEdS8K/3H6WhLTfRvGhZHjetLyRqjF6vpcdh1+GR6UH7mtJomkJrj01e+WiVT1EEiiKG0pqSRgnOOb/PbzMNvNkE+163AI+exgbyTjBmt168E7N2DSmzGA0XY88TpJ8fNg43z7kReWAzK+V2KotWgoBfvdjJuiUx/v5jtdzzfCfdAzZXnV3AkpoQ8YA8afSWELCvx+DLPz86ZIKsa4KvfGQWs44rcmaJAMa5H0HvbYRUL+rcdWRj40c/jkdAlVyzOsq5C6LYjkvJ4UcwfvNzAIyzrye75be4R98CwEluw207QOSmr9BvVkx6G20JwdZ9CV5+q49oUOXi5fnMqzSJjXF9x2Nvi0NHr8O8WWHe2Jego88iFiqivkQZJSRJCXlByDvOsPz4ZTKu4I19aR58pRMhBDeuK2ZptTmiyuGJFMR0Ni6PcMGSKAoQ0JgwCk8oKr96vo23j+R8vLK2x48fb6WyqIYF5eq0vYwzVQfVc8iIwBnxr4Lc+ZxfofIPn5xNc5dFNKRSWagTUk9xB9L9o5pkuh9h5CqKKS272bAxQCRUxK7DSWYVB6guMelpaxsan8MresieJgjXnNq+TBPHzsV76aVrQcxkVpHO0c7h6DtTF5QW+kKUj4+Pz+8Svhjl4+PzrsKQafS23aCPfuhUokV46jihPOneISHqGF5/BzLRBcGZrWokBIR795G576tDZs7GWZej1S7HObyN7P1fJ/DBb5BRophOP9nH/n1E+WR7832YdedgR2tR7CRY6VHbkJkEritx3ZFCVMjuRjTvRHYcRq1ajFs8n5SSS5FKZTxsV+J4Ek1VODE9Q5kgnEII6M8KEhmPgoiKqUxhgud51JQGefqNHm5YV4zteJTlG8wqNvjz7w1fp+ff7EPXFG49P0xcTZE1Ts/zZ2jzToYtezP8ZkuKwrDgA+fHqClUscTYPjKKqvDQps4hIQrg2e29rKiPsKJmdASaNs65EyJnjn5iW0cCXnqrj7YeiwvPyqOuREdTJM3dDns7depnmaCk2deURthjmH97DtgZMMFMt5N94ecjPs5ufpDA+TcR27+JT12+gX+6rxUpYSDtUl2g8rnrS/GkQBUeUk4cgRMwNZ7c3jWiGpftSJ59M8Gnrigme5wgailhrIKFUDBWT5NHepLCEGhCoGc6sAfFaK2sHmvTfSOXTQ8gu5ugfJJilKKw7cAAdz49XMBgV0OSL9xaQ6x0ciE0qqpwqDVNS3eWV97KiRatPRZvN6b4x9+bQ9ycmgCy+2iW//pN89Df/3rfUT7/wWoWV5780UxKCA4KVpMRGPqzki17R0eZtPVYLJ4VnpLnk6k4mJlOPNUgpRfieRJVkYR792JtfhB3oIvQ4ouRs9eQ1E5zQEwWD8qiUBY1hhtOlXjZqPL2askc3J7cdVLL6rG7W3hqq0Z9ZYg9R1I8/UYPHzlPH5VKDSBGVY31mQyKovCXN5bxHw+1safJojxf54/eV0w0HHjHfLh8JkYI6EpCc7dFwFCozfeIud24gXwcNTjmSyMfH5//3fhilI+Pz7sGIUBv2gGtexHVS1CL/3/23jvOjuq8/3+fabfX7X1XvVckJEBIINE7GDCYYmwn+caxndi/fGMnjk0xtmM78TdxEjvBNcTY2Nj0jukgJBBqCAkJdW2Ttt+9de7MnN8fV7qr1d1d7aogsO/79do/9twpZ+bOzD3nM8/zeRqxO3Yf/FDBveQT9CvBIe2FpOEjV23viA/dx1blaSy47ATmM/8Oh1UVMzc+h3vpLVi71yPjXSjxDggGULJJrGRf4UaSvRAAy1uCWjsdu/ndgc80F0qksmAVtxPHevJ7OAd25RrWPYlr4ZV4Zl5CSgkQDaiUBDVee6ePixZEuf+lA/l1Qz6VhrLh0/wkgrd3ZvjvJ1pJmw7lYZ0vXVNHdWjYVQqo8EsuXRSlrTuLW1eoDKus3lZoNvzm1hjLpwi8z30JzzmfIVO3EOs4fp4URfDGtjQ/ejoXDbYTWLszxfduraA0MvQ6CRM2DWGEvKstzfwmN84RoR41UZW5E/yDKsBNrfdiZm0qwwaHX4ddCfjHX+wmmclt47VNMf76qhrmNHlwGxJDV3hjS4xpDT7OmB6i3dZocvuR6YFti9IGbN/BaL50f0EFQRwLpEO6YgY/fqaDeNqmJKhRFtRIZmFHe4a9BzKMq3LTVG7g1kae0EkE/cnCiUNf0uJotQRUVaBqKo7tHJO5tSUF+rwr0XUX1qbnQdVzVTaPEGLFEIL1cCRNwfNrexhf5WbRRA/rdqfZvDfF9tYUU6pHZ+ospaSx0sMDrwyunJbM5KIMZ9YeJef1MHRD5fl1PQXtr23qZd64ykFi3/Hi1gX15e6C4gEhnzamyWEw00Z29QMkt61CeIP4zr4Fs3Y+rlgLyd/dDXYuisV+6ee4sim0WVcfl7n5qSDlrsBzxd9jPvufyEQPSuVEjOlLSb34c1A0tDkXU2PZVIZ01r4/IPDt6jNwrfhz0o9+L39v6lPOIhtpPEVH8tEn7Nf56vW1JFJZ3C4VVTm6F1+RU0tzj8PX792D7UiuPKOM5k4Vr+KhwdiHL+hnezzC5FoPHu2j9VwoUqTIyaMoRhUpUuRDgy5ssm8/il47ldTzP8Nz7m3IdBxpplDDldiae9hIgLSn4mCJ8CfzbdrERbkS4ceIEJDMCtJZSdCjIIQkngZdBa+e83uxbZkTmPoOFG7AOihOCQWMnFmM7Q4jSuuQnfsO25ECwQoAEtJHeNktZFY/SHbXOtSSWlyLrsXyVxVsXu3dh3VIiDpI5u0n8NbPJFs2Ew8OX7m+nv94tIVtLUk+c1EVO9tSVJe6OG2Cj9AIxab290t+8HBz/nwf6M3yg4ebufPm+jFFSAV0h0A+8sQZ0li4MmIgrSxkkmSe/gGuj/8TVqBx1Ps4Esex+f2qwZEgtgPv7UuzrCww5ATZo+fEpAO9g4XChspCIQpAw+G2CyqYOyHA+h39zGj0M63BQ9SnFPjw7GzP5IWoQ/z6xQMYeiU/eaqNnoMl2Fe+20dbV4bPXFSLa+LtmC//HKdtG2rTPLQzPkFC5FKFnEAZ4kixyhdGKhotZaexv8dkRqOP2y6oQFfhJ890sHLzQPrRpadHufbMyIj+Mel0lmWzw6w5IqJm2aww6fTwQklvWrBhZ5I12/ppqnKzZEaQMt+wiw9LSgujzr8BffZlmLob18KryRxWNVGrn4UdqRv19jy65O8vNoi2vYG+ZzUXNc6m7+ylrO9WR11dzHEk5WEdlz7YnB9y90d3iU7UM7r+CCDiLxSvIgH9mKIHhAChCFJmzndOP+wa1LG55bxKvvXrPfl+z5/op77cGPXk3lAdsmsfI7t1JQAy0UvqqR/gvfZ2nJ62vBB1CHPtE7gnn01cHVt0lC4sFGljilMTAeMgSJbNwPXx72GnU2Q0H5rVi+uKv4dAOUlXGW67n786z2Z/2sXGPSaV3gynTw1husN4r78L2duO8IawIg0kxcl/GfLHju9oxoYnGUURmI7gQMxhf4+JoSnUlhmEjD9dQSX3vFGwpaCly8RyoC5kc++zHWQtydVnlbFqSx+tXTlPIUUo3H69n8X2a7C5G61+FqnIeCxZnIYWKfKnTvEpUKRIkQ8NEoHiCWBufQNj+lKSj3wX4fKB4UFmErg+/p1By/tlDKV7DygKVqQRe+41uBvm4OzfgVLagFU2cdi0rKMi4L02ix8+2kpP3GJKnYdLFpXyrw/u45vX+AlktiI6dqDWTGd/cBJtF/2UaruZ8MvfgczBNCstF7lhLLmJjKccZK6Uuf/CvyHz1PeRXS0Itx/jvM+S9lbkg2li3nr8S27COO0KhBBYfR3InatxNS0mowzM7IUzhChgWzj9XTy0o49pDT7qSzS+fmMdiYyDxxCcM8OH44zsFwTQ1l1Y2KG1y6Qr7lB9HJknEyoNJtS42d6SS4fTNcF586NEe98YWKivDY5DjBICPEaho7RLL/TVyuM4XLa4hG0tKdoODqAXTwsysdrFcJX+wi7JOdM9nDfbj2U5B89p4bJyiDbHyQkSh4SoQ+xqT6OrglSgAe3ir6BbaSzNR0IOpJKl9Qi+K79K5ul/Q/a2o5TU4F7+55jBWqqEnx9+TuDSJSqS1l57kBAF8MSb3SyfE6LEN3KI08Qqg89fWcPjq7oQAi5bVMKEysFRX4djo/LYqk6eW5uL+NmwM87rm/q4/eYGgscwcbMdsBU/2OCedj7einHYB3ahhCqgYgL96jBhbkOgO2lK1tyDaNmEDSj7dxLZs4azLrtzTH2q8MMN55bz86fb820NFW46+7K8/X6CC+b4R1fZzrQ5b36ElZv7yFq55d2GwpnTQ2OOJvI4MdTWTdjbV+OOVGPXn8YBdxMhz8A9MK5M4e7bmmjuyOB1K9SWGPj1MaTnZXpIbXujoN3pbhkyQk3obqQY/RBTERJv/25E915kOoGrtJ5kdCIxy41bY9hCAicDKSGt+MHrRwBJwwveXDqo6cAftqj8+sUuTEuydFaIBQvKcRkCEzADEyAw4QPra5GTS9YRrNmWpK7CRTwlaenMoAiBqghkVCPs+tOL1MrYgvbOOGWJ7QRbVtLoL2Onbx6vtVewryv3exb2q/TGB37bHAk/faGXuxr2YLz3LNnVv8dz+d/SX3HaqTqMIkWKfEgoilFFihT50JB1FPwLryH9QO5tu3vJjVh7N6FEaxHTl5N0l+fnwaF0M6nH/gWntw3I+Xq4LvoCsbJZiPLZx/1WvTMO375/b96I9719KbJ2J9/8eBm1b/8AWt5BAvKdp4nOOJ//7bwARS/hyiv+m6rXv4tv2pngj+K6/luYgVrsw6oIxj01uK66GzXVgzS8JPXIoP5KFKzdG1GFQ3bXeuz299FqpuIqqycTnJRfzgnXIjxB5GGmu/qk04llDZ5e083vXu3gi9fUMbVGJ+zObXm0USBDRTBF/BpeY4hUyDHg1SVfvKqGne0m3f1ZKkIKNZlthNb8bGAhz/H5rEipcPPSEHc/MBCt5veoTKl1DysUKIqgIWRz18317O3IYugKVWEV4yhRYFJCNmsP+7kQMDGcwaUrZLID21o+L0J3f7Zg+aWzwrT3ZnlqTS6lbE5TiOARhtZSQjzQhPtj30Ix49hGgNjBqCkViVcfWN60hhDHJJi2JCeHDY9Hk5w+wc2sxlpA4NGcEYWWjn6b59cPTj3r6MuytyPDjJrC6AZdkWQyGTRNIJWRI2HSip902RyUijnHZI4tY/sRLZsGN3bvQ4u1YJdOHP12pOTMqX50tZp9B9KE/BpmVvLQ6x0smx0mbQcwxOjuj4aowl23NrJ1XwpFwOQ6LzVhxnR8qgLKuy+QXnl/vk1seYXo+f+XlKspH6XnOJJyH5T7js1XydbcKKHyg4UlBhBuPyJaV+CX5DrzehJacNS78STbED37SL3yS8ik6Fj6Fe5b2cP6nSkm13r55PkVlAdOvQn3ng6LXzw74Dv20oY+qqIuLpkfOCFed0U+XOw6kCWZdUhlJN/9zV6sw4o5fO2mRsKuo+Qsf0RxOUm03r2Q6UcGq9lpVbC1xaS6xKC12+Q0uZ7g6/+eX36c60nkGbdz4bwQwYCLRNrmggVRQj6NB1/tIJa06e63yXpKOPQEyrz2a3xXTyYhAqfmIIsUKfKhoChGFSlS5ENFKjwe98e/hdz7DtLwoq34S9JGFMuSeQ1E1wTWllfyQhSAfWAnzu61iMkXn5D0jv09ZsGkcEdrigoSKC3vDGqXm57j+gtX8MUHYswc5yd9+pcZX6YxXLaNLmwUJ4vlLcXEKJhhacJBsdOk1z2NjOX8abLvr8bubsVz9V2kyAkPSS1C8Op/JLvmEeyufegNM3H8ZbzVW0l/MieQrNoSozwUpTo0tkFzdUTl8sUlPPpGV67PmuC2C6uIeAfsilKWoKU7i+NIqqMG/lFWJQsYktn1OprmxhPbReo33wMrF42kTlqMFW4cU1+HYnKdm2/dVMGa9xNEfApzx3sJhbxDTvQtM8PGXQleec9kcqXgrOlBggEP8khfpmPAZccpf+luvnnhbTy3J8z+hMrMJj9bm5MIBAsmB3hray4VrrHSTdCn8v3fNQPw4nqoKzP46g11eIfweEoLL7i8I+6/IqxREdbZ3zsgfE2q9VDqVxmNqOg4Elde0Bh52eG8pMQQH5iZDE9viPHUhhRlAYVbloUZV+U+atrGsVZpE8owJuXDtY+AS3EQwBtbYiTSdj6yqaHCTXe/TWVwdPealJKakKAmNPAdjrkKYbaHzJHm7v1duGN76PQ2YhxjYOiRJPERXHoLyQe/nfMnA9SqCciy8fTrZQSv+gecvRtw+rvQGueSKZ006mNJWYJ32gK8vX08k6Z+jZmVFt97Xqe5Mxdh+s7uBHfdt5d/+lQDPv3UCT6KItiyt7C4wMsbezlvTgDtJOgSQkBvSpBI20T8Kj4j1w/bdk65MPfHjqII1m6Ps2xOmEdXduWFKMgVc3hjc4yJ50TIZv+40vVcThJe/TGZQ5GQQsF/9pf4zctlrJgXQc/GibQ9MFhnziQpTe9mWuNZfPPXe/JjH5eu8InlFfzs6TYunKHh2/VKfhWZSaLYGdCKYlSRIn/KFMWoIkWKfKiwpULC34iY3gQcrPp1RHSHS5hkW7cWrtu2DWPmZWQyw0eqjJaAt3CSGvJpOPYQlc6QGAejV/qTFpv6s1RFgvlJ/OH4zANYr99HdufbKBXj8J/zGRL++kETCwcF4Q3nhah8e9c+9Ph+8Dfm22LeetxLP4M71U1rV4Znthk8ss7Mfy6A3oRFdWhsvhtuVXLRgjCzx/vp7reojhpUhhTkwbf/sQx874Fm9hzI+WKF/Rp33FRPdGRtZBCWZZPw1eO58Z9zqXmGDytUQ0Yc3XjHpQsQkDGHnpFJNGrLNZpqchELti2HnByrCjz8Vh8Prs75L63dAc+9k+HbN5Xjch//TF6x0lhd+6h+6S5uK63HmnkZ3988mbUHjc+Xz43w2ctq6IyZzBrn5457dw9af1+HSUuXxcRRVnw7Eo8m+fsb6nj0jW427U6wYHKAC+dHBnkKnSjK/Aor5kV4ds1AhEx5WD9olD9w8lVV8Oz6fn77ek6E6+mHr99/gH+5tYKSyMkZlshAOUxehtj60kBbzUwIj7Ia3+HbkjClzsO5cyK8sL4HQxNccFqUzbvjLJrk43giB48JWfi8k4BbK6ygeTwkS6bi/fjdyO5mMNzIkibiWgkAMU8dytQ6FEUhOYY0w5gpeOj17ryZ+wvAZy6spLmzfdByfQmLA30WTaXHdh+cCBxHUl1SmJI4rsqTq655gtUhB1i7I1dEIpOVlAQ1/uLSahJJi4BPpzOWJRrQqY7qx5QGOxS6rqIo4oQa6H9UkVJSXWLQG7OIpwrvsXjKwpEn9h77MKD17R0QogCkQ2TNT7lizlfpd8BQQTqF58NQJC9s6B70Ei6TdWjtyvDXl1dS7k7yVvDzhPUMdR2vEoqEMI3wH9vpK1KkyBgpilFFihT5UDJSdJPlqOhNc7CPEKS0uhkkTtBbyqqwxvnzIjx70P9GEXD1WWX0aGk8oaqceHKIutm8us8DxCkN6jy/rodzZgVxHWZbJAQkspLtB9ykqj5OdeVSKjbeS/r3d+C54Z9J6gNGv7YjEaGKIXolQC2cDKWlh7S7hm6Pw6Prdw/a57RG35D+SaPBp0kmlquICm2QH5IQsHFXKi9EAfTGLZ5b28vHz47kBavR4EhIuMqhvHxUy7tkGlfHFswNz4CqE5xzIanoJLIMLbYd7a11f8Lk0TWDq+h1xiz2dZhMqDt+McpyhVCb5mLvWofTuRd11b1csOT7TKn30d2fpSxssH5nHFXkJrpDpfpkLAcYfhIuRC76aLg0oagHPrm8BNMuxaUe3S/sWFFwuOz0KE0VHt7aFmN8lYdFUwMF3kTpjMUTb8cHtTkO7D5gUhr1jXlObxgqtu2MmIJqo6Es+gTUz0E2v4OomoKonYmlHNt3HPXCuEo35owQmazDU2928bkravAZckz9FwJUVTnmSJe0FsE1/zLMw6KjhCcIpU34jKEF2GPFchRivkbwNQ75ueMwpNn/cGQdwcZdSV48IrUzaUoUpTBK7FifYyeSKbUuxle52dGW87zzu1WuOqOksLrlCaAzLvn3R1ry10VXzOK1TX0EvRqPr2rNL3fNkjLOmRUi6Dr2PiiKwp5umxfWddCbsFk2O8zkagO3+qcbfiUlzGry8pOn21k6K8r6HYOfWWfNCOHYf4SiXTpe0CQTPZR7LZ58s5dLTy8lNu0qAqvuGVhAc2GVjqdva+E16DcczEyarz56yE5AZ8Wsy/jUFDeWU5yGFinyp07xKVCkSJGPHGlbIdQ0D61tO9bOtwGBPvVMlJqp+Qm5EAKP04/imJhGGNMe20RGVyTXL4ly9qwgsaRNRURHVxU6ejVKL/gKYvNzuPdvwmxYSEflmTz2UJLbLqjEIZeu4zvc51kI9nQ7/P6VDtYdHNAqSpivXfwlJr9xOyLWBiWDq06l/PXoM84lu+mFgT7Nv5SMp2zYPtdFVe64pZFn3+4BCVMbvDjSoTaqcTzRGkeKF4qisLM9VbDce80ppIwe176OhqtjM8lHvpv/39qxBu/Hvk42MvWYticRQ4szw+WckUsr2ttp5TyvIgZ1UQ19GG8pU+r4zv4UiF9g73wbNBc1YfivZ7qQQCxhoSqCuz7ZyKsbezljeojXNg1U9IsENDyGghgm8KI3Bet3JdnfbTJ/kp/GUh1tqKgnKTGUsQklx0LIJTlzsptzZvqxbXtIgUhVFUI+lUR68DnzuHVysXyj62TaFrzfZrJmWzdlYYP5E/1UjZDx4RgBRNMitIln5vp2HPqBQDKrwaCuTCeWtLlycZSga2QR/UgCdjeiZx/STCH8EbK+SlJqaEz9sCXIGRfhDpaRfe9V1JI61GnnEA80jCgKqwqIZDfSzCADJTjCGHbZk0Vv0iGecjiym6u29HHtmVF+82p3vu3C0yKUBRQ+8KizI/Ab8HfX1tDancW0JDUlBiH3ybmvOvuyBdudVu/jvx5vHdT2yMpOptZ7CR5j9CTAvh6HO+/dnfeYe3tbP5+/sgZdFZSHDSpDcOqlwA+esBv+z8VV9KcdPnt5NU+/1Y0iBFecUUpTuXFCUrk/dISrchV+Dzs2p24uq/bq9PRn2NGaZM7C09HP9eN7/1kIVpCdej7bYuWcMwfe2TX45c78Jp07ftM5qH8CFuUAACAASURBVO0PGxMsP62Mmg/+sVOkSJEPGUUxqkiRIicdr4yhx1px+g4g/CVkwk1klDHkcw1Bv7eBwNJbMeZdkhMOAuX0qbmUEQ0LT/Ma0i/9DJmKo08+g+DCa4i5qsa0D12V1EdViB4a5EvClTpQgXPGzaQdG6EbpLssvvQxm027EiRSNpcujAxSDjrjkq37knkhCnJv/X/4quA7My7EZRSei6wwUBZ+AtfExcjuFkRJLdnIOKwRHtsCSVOJwp9dWE5fwkZKiHgFAokQAiEY3sBbgDvTAel+pLeEtB4adoJl2w7zJgT4w9reQe1LZwURQ9aOOzG4dYG57ukjWiXWtpXoZ80Y0Uh8OAJ+F5cvDPHQqgEBqDSoUVc2dMRMxhE88Fo3f1g7EM1x63kVnDd7+CpqCaMMfcUXMcwYjuoipPq48+YAO9sz2FLQWK5THhAsnBLkrffjXHVWKe/uTlBX5mbxtCDNnRmqIr4C36hYBu785V66Dlbke+LNbj5/ZTUz6r20dudSNWtLdUKGhSNVzOPPXh01pjl8xICqCD59XinfuH8gurAqapCwdV58N87ccX5C7pGvIkURrNma4p4nBibmz7zVxdc+0Ui5f/h1j2Y4PyakJOQRWLZCKuPgNZQR4tcGE8gewHzhHuy9OVN14fbjufgL2CWTMBlbtFZKDSLGnYs+aTmmFLlqfCOoI4qTRWx7BV6/F2FloGoq+vK/IuspHdN+jxe3rrC9Ncn8SQHe3tafb0+kbc6dHWD6uAAHerKUBHVqSzTUURrDn2w8mmR8+aHn8MkTeCP+wmhPRSkUyS1b0p+yUVVt1AUqDkcI2NXaX1Ds4MHXOrl+WRn/8LOdfO7KGhaMc30ofaoUBToSguYOE8uRNJQZlPmHeclwDPgNid8Q1Ea8zGr0IRTwac6YogA/SqS81Xiv+gcyz/0I2d+FOu40Oqd/gi2PmMwe5+PKM0ooDwmUskXIKYuwHYilJG7T4sU3u7hpRQWvvtOHpgquPTOMLSWZbOF3kXsZ8acocRYpUuRwimJUkSJFxoTb6Ufp70B4/GRcJVhypPQhgT/djNy7kcRL/5Nv12efh7Hw5px59zHiSOjTyiFSmN7lie0m9eS/5v/PvvcaQnfhXnwLaVmY5nYsKFLm3h5aFrUhcIRGQ2mIqjIfXV2Dw9zbu02yQ0wSOvqypMYtw+vPRUMoisBldiPMFLY3Skb1kSmdiSibOaZJgOLYRA7aLgkB+/th7fZ+zKzD/Il+qsMq4jDJSMXGvXcVmed+BLaF8ATxXf5lEqHxw+53YpXBdWeX8eDrnTiO5Nw5YRZM9J+0FDDIza+FOsTP1lBto8SxHS5ZEKah3OCVzQkmVemcNS2AyzV02l9bjz1IiAL41YsHmD3OT6lv+P1kpUb2UCqmhLAH5jW5KCsL0NHRj5TQVKaBCLBhR5zlcyOoCqx8tw/LhpkNXrxHHObejmxeiDpEPOVwxy/30tZt8rXLdCKx97C3vIwaKCU4/1J6g5NQjuFtfsYSKIkD6E4aAmWgHXsKo5QwscbDdz5Zw/a2DELT6em3+OGjLdgO1Jb28I83Dm3afoiYKXjglQOD2voSNrv3pyn3n5h7/Ggks3D/y528tDEnZJ42yc+nzi/Hf5THmhBA+9a8EAUg03HMdU9hLCnDHKNoDgcrJGYHUmlHQu3dg3z5xwP9aduCvep+lHP/Ckd+cNXBgm7JgkkBWrtNakpdbNmTYEK1hwvmR/AYksYSaCwZeBFwrCjK8CmsH2bKgwo3rSjnvucPIGXODLq2zMDvVomnBwTVyohBWVg/JiEKIJDtRBkiclgI2N6a4pJFJdzzRBuT/qyJgBuSGQhoGQxNklW8OLZ9ykQqIWBvD9zzeAu79+dSJw1NcPstjdSFT+y1bNtO/hn8R6pDAeBIQaJ0Bq7rvotiZ8gaQSJC57ufAUMVKORSinOp0bl1Qh7BW9vSrH0/zpY9OYHZsiU/fa6Ta88uo6nSza72dH4fbkOhIqxzqiMdixQpcuopilFFihQZNf5UC93vvskO92x29Zk0VfUyvi6MoecmDIqQeBIt0LUPDA9KuBzR30nqtfsHbSe74Tk8U5dhBsaflH7Kzt0Fbdn3V+OdcxFpd+2YtqWpuQGtNdxAXxG09kraezIEPCoWaXzq4MAEv1fF0ApTreZN8LOqzcvSEg8eYeHe9xaZP/w3mClEaQP+i79E2leFfRz5RPtjDv/w84H0iwdf6+SuWxupjw5MPtyp/WSe/g8ODQxlKkbmye/juu47pBX/kNt1qZLLFgY5e0YQR0rC3tEZ+Bqqg2anySpuss7Y3opmLElw3sVYu9bl+4qioU9aTPI4ol0MXWXehACLpoWxLGfEietQRrZZS5LI2JT6ju8tryB3HgMelZRpY9vQl7Tpi2cJegrT1+wj+lka1DnQm6Wt22TeeA+zzVWYK3+TW7Z9O9ldaxGX3Umz1khdRBm1cJhOm7h3vIC2+j6ws4iyRsQFX8L0jM7na0gkVEVd+HwuvnTProNCSo7mTpPWriwTKoYfojgO+Sp2h2ONUXRQFEFfCpKmQ8Ct4jNG7920uTmTF6IA1myLM73Rx4qZI4uymiJweloL2u0DuzGUY7+GVFXBcY7ef3lYFdJDKLtWg3kLjh4ccV0hcibXjpMrQHA8SAkLxntoLzPo7rdYMiNIqV+gnoAJqhQKiYxka0ua1q4MU+q8NJRpfAhsp0aNKiQrZgWYO85HLGkT8uvsbk/xlRvq+elTbexqTzOlzsu1S8spD449hdEtMrj692G3bmNq6XxcuhgUwXLVGRF+8tQBrl5SRtp06E87vLKxl2VlrbTj5altLlpj3VwwL8y0eg/uUzCjSFoKW/b254UoANOS/Or5/fzfa6pQimLHMSElpBUfKL7cZSUlbhWGu8aEUAh7cp+lTCefaj6uys2u1hSfv7KG+57fz9vvx2mscPEXl1QT9pxwz/8iRYp8BCmKUUWKFBkVBibJza/zm+4zeG6TCeT+zp3tcPO55ahC4u3eRvr3d+a9BtxLb0WESsHKFG4wFYOTVNFX8RROqJRQBQlLpTcFEe/RB0EaFu7u98muexyEwD3vclLh8diHJ+IIwZvb0/zXY61YtsTQBDetqGTOOA/hwwJHqiMa696Pc+v5lTz8eie9cYs54/3MnRjgp0+1MaHawwxPK5nDormMhpnInavQ2nfiqp+JrJ83yOR8VOdBEby5bXD6hSPhkTe6+MJlFciDr3eVWDtHDjJlfxdKOgbeocUoAOlIgoeOcxSjymC6meybD5Jt3oxWNwPPgiuJjVEcTJVMxXvt18lueRWh6WiTzyQRmnBCXrCao8hjqyrR8boUkpkBgbCm1KA8pHGsZYGEEKiqwLYlLl1QWWLwX4+1EkvajK9y87krqtGGSFGqKzVw6QqZgybtZWGdls7cvXbLQkn2+acGr2CZeGN7uPspwXc/00RwFAFEiiLQe/egrfxFrq+eAKmqOTj7tmNMKiPn8TTsgWFa4NJyXkpCiHxZ+kM4EqwhRCXnKNdT1AuXLirh/hcHoqNcukJj+egjtoQQ7OrImdVvbUmhKoIl04NMLgfrKAl3qqoUGBoDrN7Sz3mzA8iRzNQlKCV1Be3a+PlkXWOvLpWxYXtblre399NY4WbOOB9B1/D7F95w4e1S2ojURq5imcgKtjRnWLM1RmXUYOGUIHURccwROZB7gVEdUqgOHQonO/ZtuUUGK5VkQ4eH5m6LNzbH2Nk2IFLcsqKC8+b4x1Rg4VSjICnzC8r8Od+/svEeVFXwjzfW0ZfM/eaE3SML6EPhN9sRLe+SeP6nIB3K/Y/z7eu/wUtbsnQl4dxxGSYH9tIz14NDLo22vTvLnMABsqkUX/2Dj0w2d2637E3xqQsqOXem7wOPQEuZkv5k4XO7tcsk6zCoiEiRk4dl2UwpNaku0WntygK59Mkrziilscwg4pV8/rJKUlmJoeY8OU9mFHWRIkU+OhTFqCJFihwVr92LFmtnd/XZPPdyctBnL2zo56KFpdQHTMyXfza4qpC0QSgoJXU4XfsG2nVXziTzZFHaiFo+DvvAztz/qoZ+2uX824s2G5v3cPetDVS44sjOvdjpJE64GuErAW1gdu7u2Z4T1g5i71iD57pvEA9NzLf1JMkLUZB7I/vrF/ZTFa0lUqXnB1uGIrlkYZi2Xps/v6QKXVV4a2uMnz2di1CIJSzI7s9vVxt/GnZ3K9autQBY21ej1EzBddHfkRFj89pKZwpntsm0zaFJnyokOIX+PsIXwXGfOLXQ7/SRfuyfEbobtaSO7PY3sffvwHf1HSSU0Zs2Z6VKNjwVbcl0gFwZ+Q9wTFvmg6/c0MBPnmxl74EM0xq8fPL8SjzqsQlR+w6kee2dOJYjsWx46PUOfG6FT55fSV25ixKfGFKIAijxCe7+ZAOPreqmpdNkxdwwtgPrd8TJ2oA2RKqhopLMOOzvzRIcIfIov7gicCVzgo9Zv4D1Vddx31u5CKRrnSQLJvpxHVFxSwg4EIffvXKA91vSLJ4W4JK5bkpbXkX15q4p6QmTDdUR8vg5f36Ep9cMpD5GAxo1JYdXACjEshzOmh4g4FF5eWMv5WGDCxZEqY0KnFGKI7E0NHdl+fFTbXkt9eUNPdx5SwMNJSPrq47jMLXOyysb+1g2ReP8xhheux93aSWGkyQ9gu+T40goG49rwRVk1j4Jdhatbgau2RfS64wtxVAIwfMb+rn/pQFRrrbU4B9vqMOrD30AsnQccvxixI6D5dt1N+rST5MRQ6emAmia4LUNce57fuA59dL6Hr51hUKpFiMbHU9WHH/1yWPBlgKlv43sGz9nY+2NfOeZHm5aUTFIiAK4/6UDnD7FT+AjbJospcSyJDpQevCnYKwpY24nDns3kHr53vzvtYx3U/nU33LbWTeA7kb2d5L5w3OcPeNq1rrL+eI1tfzL7/bxjXl7eE9MIZMd/JvxwKsdLJri/8Cr7wXcgopI4Rd69qwwbu3EFzk0DA3HkccdFfjHSCjg4Y5LUuzoCZB0dBrKXdSUKBwqaKvg4Bv+EVOkSJE/UYpiVJEiRYZFFQ7xeJKVW+Ps7fGzeGaYv7kqTDJtk7YFqzb3sa05hWlJhJPF6e8atL619x2EZeI555Ok3/gddssWlGgN7hV/Rr+r6qTFaCeNMrxLb4J4D3YmSTZQzeN7Q6x8P2fqnO7tgvU/gpZNqICqaqQu/Bqusloc3YemKVgbjjTKBuvdF1CXTM5HdvTErYL0vZSZqxB1ZEqeoUjqoir/7+EONuwcXG2mImKADOf/16onkX71V4OWcVrew9XfTiY4btTnwXEkp08N8NjqrkF9uWxxST46QLeTmO+8gGvRNWRWP5QbvRsePMs/Q1wLHGuwz2AEOH3tuOZfitWyBZnoxb34Wuz27Sh9LRAZWwUxyIkRpwLHgcao4Gs31pE0JX6XQBcj90XTFFKmRFMF4rDZUdIS3HnfLvb3mHxieSW/eqEdgN64zQ8ebuHW8ys4b5a/YLIZy8C+ziy2I6kvNfiLC0uxZW7bCVNw4YII97yW5J8WXkPm+YHy28IbotNdD9j43aMLGbAsB80fAaGwo+4q/vXpbP6ze57cj/8ajTkNgwWU/ozgzv/dTexgxMJjq7ppOeDi786sxXz8n/KRkmrjXDznfpYrF0epL3fzyjt9TKr1cO7sEL5hhJTDCRqSZdM9LJkeQFPAylqjFqIgl/a59v3+QfeG7cCr7/RjTvExoVIfVg/LlX33cP1iLxdYT+N+feB5oZ//l1jjlg2f2gv0GxV4Z12Cd/wCkA5OsJJeRk6RG4q+tOT3r3YMamvuNGnpzjJxGLHR0nxoy/4CMecSnHQSJVpN1ltGQVm7w+hOCh56bfB+uuM2uw/YBFd9g+y86+iYdAXlQfUDt4Hp7ElR+favQHXxyGYdsIcUaLK2PK4orj8WlEQnmElwjhBUzBTSTKGEKsi+vxqZ6CHUspIll16AaeUqe2ZVT84v8Qg0VQzyIfyg0IXD5FoPN6+o4KHXO0mmbc6eFea8eaETGgEXMxX2HMjQl0gR8mlURHQq/MU0s8MxFQ/e8lrmR/sBQUb1kv0IRSEWKVLk1FAUo4oUKTIsmUScu3/fx77OLMtnuIglsvzgkY78QP9jZ5dSEtQoD6pkNT/GzPPIvvVQfn1r90Y8Z92MbVm4l30SkDjuMDElfFJHcVJRWd8dYZzTy493zmX1e/2Ylpn/vMzci2wZMA/GtnC/+T/0rfgH8gWM1MJXeEIb/AY2GlDRVTHInNznVqguNYZMV1CQfOrCSn70WCvv7Uvhd6v8xaVVlAcFWacWfe4lZNc9Mey5OTKsXbMSuHt3IeNdiEAp2UgjGWWwi3ZNROGOmxt46PUuUqbNlWeUMqlyIOrE0dykGxahxg/gW3Ij2FlwHCzFOGEmrV0J8CkKqZf/Ny9EWPvexb34WsQQlQRPBhnTorUzjZQOtaVuDNfxhUe4FAevT6E7mfPLKHcl6EioJCyNiF/DpTikLUF7n83W5gQvrO8h7NO48ZxyGkoVkNDSlaWty6QqarDvQLpgHy9v6OOcGf5B9YZ6UnDXYRX0vC6Fu27NVZCTgFeX3LAkSm8qQkoN4bsijLVzDQTKiZfP5m8fkFxyepSygMpoVQMZbUJZcA2vN7uAwSm3z6zpYd64apzDUu/aurN5IeoQa3dm2D/DpuywlF179zpc3bvxls1kyVQPZ0/zIcTYBIOcga7FsQQq+D3KkIJR1nb45QsdfPGqakIjBPsEDLhuSh+Z3w0WrtMv34unair9xsieWkklCIGxC1CDkKLAOwwK/cSOxFLcEJ2QWxZGFKJG2uahb11f/3va9Lk4jY1UBj84E3RVVYj39qDufgvqZuYjLxxHFhh9nzUjRGgI77WxIAT0pgS9cYuQTyU8cmbjhxPDmyu+oeq55/1BhNuPUlpP+oWf4fTlIuCU6ilIKVGF5OblFby/12SCu5Ogt3TQPX7TuRW5SKRToD2UeiVnzwwya5wPVRGUBQTyOHwWD8flJOhLC/7zyRhb9uaiwiMBjRuWlaPVeoh6imLL4TiOHPCZLCp1RYoUGQVFMapIkQ8SoeTScaSgO+7g1gVhL0O+aTzVGMJi+/4U+zqzaKrgktkuvvpA1yCB4vevdvLtmyoIKkkyjgdmXIDu2GQ3PIPwRXCd+2mS3mps+cEaN0jgoY0KihjPZYsj1Ja70RTB/p4sf1jbjc/pLwj4Eb2tKJaJELnS6O7ZF2JtfX0gzl8oqNPOGeR3E3bDF6+p5d8eaiGTdfC6FL5wVS1VgeEnPBG35Msfq6Ev5eDSBQFXbgBnKm70+dfhmrwEgY3WNC+fpgegVIzHDg6kNirSxNj0GOm3Hs63uRZfC7OvJGMP+N0oQFOpypeurADEweM5aDRqCV58L83jq8cT9k7gpvkWEzb/J0b9NHTDILD3ZYS/hD5PHdtjPirCGiH32MeYnb1ZKpItBd5hmU0v4pp+3qi34wiF7oREU6DEx6hFi1jC5Du/28++g14WdSUaX/lYOQHf2NOKhJLzQcpYgtc2x3j49U4m13qY1ujnNy+1Y9mSqqjB/72ulre39ZM0HR56rROAti6T2+/dzbc/1URVSOTPY1/CojRUKH5OrPWgKoddgkKwdnt8UAW9ZMbh6be6+eSKknxUkEAS8YCDn/7yeajVC9nfZ9HcmeHL12tUhzU0ZQyCj+bBnnkF5dk4R4pRFRGjICLC0AvFCF0VqJlY4cYT3VCWu6bkMDk1qpp7fhyPkf9QeFSHC06LsG77gPeTEDC53ssL63vpTdiE3CN7RympnoI2mUmAleI4ioUe1h+BYqdwbAfDVZjCF/RQkOYY8mnURIdOc1QVcAkTG3XQc+JoRDySSxeVDorC8rtV6pXm3D+OjYHF+y1pKoMfnEIjkfRmdIjUQPMmrlyaYe0uePSNTm5aUcm67f00d2Q4e1aIs2cEjyt6RwjY0prlwdc6uXZpOR0xm31dDtUlLsp8zkemwlrGXYrbV4JnySdIrfxNrmCG24/7oi9gvr8qL0ThL0WZck7+xUp9VMHrasBl+rj7WpW39kja+iSLp4VoKtNPqQeQS9hU+AHkiH5to8VBwZXtRb74Q94Z9/m8EAXQ02+xYWeC0pBO1DP6e6hIkSJFihRSFKOKFPmA6EzAwys7mNrg462tMda+H6c0qHPTigpmN7pOSAWhE4mQFlY6N/GcWufG7u8mZQ5+ZEgJyc52NJdCJthESgujzr8RY86lOEInoXhOycsxx3a45PQSuvotvvObfXmD58m1Hm6/uRFFFwViVHb8WQi3Lz+gToWa8Fz/Teytr4GioE46i6S/vmBfM+t0/uXPG+lLOIT9KuNq/HR09I/YP1U4RL0ActAEJitcZAONAHiW/TlG41s421ehNM6D8YtIHuYX5elvJvPWI4O2m1n1e9xN88n4Ggt3KiWHT04VRfDGe3F+8Wxu4tHRB3c+Af/2qTuo2f8yyd/enl/Wt/BqdqaW8P21GW6/uYHKwNgiH0J+jb5uwZHJeEJRyTI6E4metOC3L3ewcnMfbl3h+mXlnDXNh3EUUUVVBau2xvNCFMC+Los3tvRzyWIv2ezoZ5A9KcFTa7rZ2ZrmvNOi/OqFnE/PrPEB/ufZ9vxybd0mP3uqnUXTgjzz9mCxwpGwvTVNVchDTYlOaUinsy+LEILaMhfNHbl7LuhVuei0yKBUE0UR7OssLAawtyNDzkh86HNhWxalPij1HRIzjuGmVDROnxbm8Tf78tEmLl1w0YJIgShYFdaYPc43KB31ukUeys09HOlOJqLDG9hLBB0JSUefSXcsS0lQp6HMwKcP/Z3ZKMTSErcuRuXhJSVMqTH46o31PPlmN5oiOG1KkCdWdeLSFSK+nGn0SNiRBlA1sAeOTCltwPKVH3e6mhAOO1tS/PKVXuIZyVVzdc6akQHlsGhCKblicZS6MjcvbuhlUq2H8+aFCQxhYO63umDfBqztb6KGKwlOW0q/v2lUz2jbliyfE6IkqPPqO700RR3Oq+0i+sZPAHCqZ7C6zcP0ibmqoT0paO7MomuC+lIDj3ZylBrHllRWR+kwbqPs5X9i3IYf8e1LPs3bnWFS6Sw3ryjHbwh0xTlusaQvDT9+sp2/vLyaV9/p48X1vUBO/Pvyx+upHXu28QlDiJxoa9tHN4a2pUKm/nTcyf34rmhEmkksdJLvvoJ36mLUSWcC4IRqSWgDByUllHgBbyku4PzSwwsSfLjGL8eKENAeg1+90MZnJu0i2t3MvoBZsNzu/Sk0bWwFRYoUKVKkSCFFMapIkQ+AuCm485e7GVflYfWWWL4KU2csyw8eauaOWxsZXwKak0GN58QB219J5hQZwgKYwkN9uYHfI0makpCSIBooofuwqAxdFZQFFXAGJvq2hJRyMPXkFI5Px1fqPLyyMy9EAWxtTpHM2FildWgX/g32yz9FpuI44xYh515JwKNyqLCXLRXigSbU08chJcNWCZISgi4IusZeWlsVYFgxpFDJqIPLwae0MGLi+WhTLsB0ZMH+ZTpeuD/pQDoBgzP1hiRlweOruge1ORJ0s5f0q/cNajffepgLL5/DfSs1/ufZ/fztNVVjEk/LAgqJ0gng8oJjo5Y14vR3Ypx5IwnFc9TTpqiCP6zr5fV3c+WiU6bDL55tp6a0nsmVI/+M6brG5ubCycTmFpsrFMgOsc5QpG3B9x7YR3OnyeVnlLJ6y0CUT2YIQWvTniQXLyrB71bp7Bu8F8/BEk8+XXL3bU08v7abrXsTfOqCShwHHOlQU2IQMI74zqVkWoOPF9b1DmqfPylA1pZHqf92/JT64Fu3NbBrfwbbgaZKF6U+UTD5NVTJ/7mkkp3tGVq7TMZXeZgUjKH3joeGWVh7NoLhwbX0k6SDhQLvIbpTkjff6+e3Lw9E46yYG+GGpVH0I0TIjoTg3ufa2LAzQVXU4NMXVTGlSj1qtIoiJVOqNAJLS7n/pQ7++7EWXLrC//exWkIeOaJQoyiC5/eFmHb231G65h5kfyeyYiJi+WdJyaNEBwlBxhK4dTmst01rp8kdv9mf78MP/2CiKHDWLBemM/Bt+3TJ2dO8nD3dBwy9PUORyPdeIvPGA/m27NaVBD729VFXtPTrDmdP9bBkuh9vaj/Z119EurykJ5zDu8GlrF3pcOVSF619cPu9u0mbuZM/ocbD5y6vPmkpTbVhhQPqVLov/jb+9H4a/ZKJk3wkReDgtTny9zha+hI2C6cG6U85eSEq127xy+fa+eura3CrDuIDfAMjBAg7g+jZh7b5KYzKydB42lErr1roxL214AW3k0BJdOA6/WMkPWWjjmSW8o/Pg6svDXf8726kBKO2ExnvZlpJmoePWG7WOD8l/rH/5n8UsKVCd9JGVRQ0FVwquLUTcw8VKVKkyJEUxagiRT4A2nqy9CVsJtd5B5Uih5wA0NZlMosdZFY/iNn8LgBK3Qw8K/6KlBY5FV1GSkkkGuSb16Z5dL2JqQf48rkW33spF8kR8Kp84bJyStofxp572Snp40jYDuzrKIwi6Y5ZWDUenIbFaDdMR5om0h1CVTSGqDB/0gbbbjuGeOdJsmufQLj9eJfdRqZqLtZhFa2klGSH6hRAqArhDSKTA6KI8EcRocpR7V9TBCGfSmdssFDicoYwtpUOqhkHwmxvTZGxBF5t9OdFFRJ/ZS3u674BrVuwdr6NUbcMtaRmVAPceFqwanNhite2lhRTqgIjbiOTybJ4koe12wdXgVw8wcAsLCI4LAf6LJo7c6JWc0ea6pKBlClDK5y8jaswsGzJ8nkRfvb0QLW2iF9jYvXAug0VHq5YGEJZFMa2nYPLDe3n5DiSiF/j2rPLePLNLixbsmJelIhPQzvCMP9kICWEPTC30XVY29A79emSmXUGs+qNnJhLhKR/IXrNXIxUD1I1SBmRz+ve8QAAIABJREFUYUVeVVXoS1gF5tx/WNfD0tkhGqID5zwrVe55opmtzSkgF5n2nfv38s1PN1HpH91x1UZU/uzCSvqSFiGvRsgzvAB9iJQl+PVLnZjZIFfM+TJVfouN+3WmtEdYOH7odYSAA/3w21cOsK05xeJpQS5eECF4RCSTEIINu5IF3+kj6ywWTzVBHSx2yVye47B9dWU6SK15bPA6qRiycw/Ujk6MgoPnxLFI6CWo53yORDzFuhaBRHDnLR5CHoWfPdOeF6IAtrek2Lw3yZKp3hNqKp0/DgllfgUlWIeUdZhSYh764AQS9mmEvCp98cIHx/bWFJ0xi9bODJNqvUQ9zkm/H7OOYEtzmt++0oki3Fw/5wqmbf81rvdewX3J35NWRvFWAnLLBQ4u+ycuOLT3WCTSuWu3z1uHTzqMb3+KqxZdwSNv9uE4MGe8j+VzwwRdH22BRgjwpdqg7T2wTZTKCexzJvEfj7RhWhLLkUyu85LO2CybHaaxRD2lqZhFihT546QoRhUp8gGgq7m0pljCpiSo0RUbPJj1u1Wcrr3YB4UoAGffJrTdaxATzz9lA4CM8BIt8/HZ5f0cSJei79/LXeen6cePLxgga9u4ZiwnoYxixvcB49FhyYwQT745OPqnviJn5OI4ElMNwKE53Qd4ihVFoGx+CfOg35NM9JB54vu4r/sG8dDEUW0j4y3De9nfkXnhxzgde1DLx+Fa/hliWsmo1ldxuGl5BXfdtyc/oC4JaLjCJQhfBJkYSC8Tbj/dWhmQZcHkIB5djvl8uRUHZ8tLmAcnxNaudZjvvkTgmtuPavTsMqCm1EXHERFG5WHjqJMBKWFWo5cVs9M8vzGXNrZ8ppfZ431j8iDSDxOc1r4f55LTS3hlYy+xpM2WvQnOnRvORyz53Ap/eWEEX8Bga3Oa/3dzFMMQpNQQXpeC74iUJWeIyLfhqI5orNyc5bz5UVRF8H5zgvPnhcb0jBAiJ6RkLfC5T4xnnSrAl2xG9rYi3H6sYA1JNTS4Up0NNjq4Dn7fIx6zJJOVDPUV5SaLA99HV9zOC1GHyNqS1k6TSn+hcZOiCHRdJZu18+fdcSQBFwRcOSFwNP4/WRvcukJv3OLXqw+tYDJ1wvBprP2ZXJTsIfPnJ9/spjducfPycmxHEnRD2sodk8db6BEV8oCiqozZr10ME+0yXPsosKWC2+fjjMkD0XEZC/YMYca/vzdL2gLXEbsTiiBhgqaASz2+yf1o76FjJeSBafVeYqnCi2N6o4+t+5Lc+9x+qksM/uqKWuojJ14glkLBkaAJhx3tJv/8u5b8Z995Br5+0XVMef2r6P1tEJpwYnf+J4DbGLh3H9we4VMLbsW77n4+VrKL5VffglM6jrDfAMf+SAtRAL5kK+nffhXMg8/Oikm83vi3nDY5yPodcdyGQnWJi3K/ZOf2Vkr8dQzxOC1SpEiR40K94447TnUfTiVh4G9SKfMj/6NS5OTh87lIJgvTfMaCx6Wysz3Dxp0JrllSzoYd8fxcfv5EP6eP1wi++/CAceghhIBJS07KIFtVBS6XhmUdfdaVFQZul0K/GqHNDGLpfjSXQUXEjamO7u3rB47MRZ30Jiz2dZh4XQp/dnEVU6oNlJNY7Gmk60WIXBqAmUzgfv0eZGZwtI4SrcUqmzSq/UgJpiuKMfkMjBnnIqafR/woos6RRH0qC6eGaCh3s2RmiKvPKsHlceNrmordtg2ZiqFEqlDP/wJfftygusTFpy6owDOGqKhD+DL7ST/7wwE3bgAzhV43FTNQM+K6CpKaCi9vbI7lq581Vbq59PQo7lG8UtE1lbkTAiyb7uWieQEWTw+jqmN7F+MxFHoSDnsO5KLt3tkZ50sfq2PWOD91ZS7OmOhmeW0XZzZJrlkcoDzqw1BhQmYj/babx95V+cWz+9mwM0F9pY9oQIAc+/PFUGF6vZdIQKc8rHPu7BDlWj9Goh1dONiaZ0SdUCLY2mbxnd8287vXumjtsZhc7x/VeRwOIcDf9S7J338D673XyG5+GVU4/z977x0nV3Xe/7/PbdNnZ7ZX7a66tKqoIAkhCVEE2KIZjG1MdUlxYjtx4vjnxBWM47ik+GfHjpPY2BRjDKGbJpqoAgFCvaCyK22v02duOd8/RprVaHelXbESYM/7D72055a59849d8753Of5PBgVEzCV4dPVHEUlbQvcuhj2+SYlaIbG23tjRJOD0kvAq3Lp0hI8Rx2vhWD95giZY6IIzzsjfDiVZpDepGD9thi/f6GXSEpSXOTCMzrbsiGkLUl1scYrOwYN0EN+jQsWFB+u2jaUA90WT74xmOI1rc5LU4OPHz/QynObB1g50aJzfzP725M4ho89rUkyZva8FAGfX1tOwD98+ramKSjK8NfT1ny4dYHdMlhFVHiCaIuuIKON38sEXYNICnYdIw6unheivjRrdi+EoCcB2w6m6Us4JNOS257soKTITUlA5fTV4hsbUkLIKzB0FY9bY+fBbORaTanBNedW8OP/O4QEokmbN/dEWT47jKGOz2+3RLC/2+bnf+jg8Y391JR7eWJjH609+c8OW3OzxLMbpX4eprtkXMYvf0q4DZWOfotDPRlaeh1eG6hkwYcuJtx0Jq7Sagz9PSoZOM4oikDd/jhObyuueWvQG+YSK53FIaWO/32sjbbeDC1daTa9E2XZzCDLtt6Ct6IW6S9Dvm97aIHTSeHZUmC0CCHweg2Afwf6j11eiIwqUOA04FIln1lTxoY9KeIJi69+op7eqIWhCcqDCpVv/hS1ohGr+e287bSJC8iMcwUpAC3RibP3Ncz+QyiNi7ErZiC0oW/hj8ZxoNwPFQEdyL4JP9Vvoo9FwyQSz9AftQgFDYJ+D8fT0gIuyWcvKufjq8rQ1MHKdacbVRX0pwR9MZvdhxIk4ykuDVQiIvkpSMJfPOZxbkr1k9T8qPKwL8yYtpfUhBRqw97cdlJCxD8J7xXfRk3347iKaEv7+PJVkmK/giZO8vrJEaKpRnnADSWCm29o4GB3BkMXTCgzCBqjPxbHkYQCrsP/H/VmOTQhueacUpbMCLK3Lcmkag+VRQqNJdlXxUKA4asHARnhJiPBFztAYs9b/D7VyPNvZ39/97Wn+M6dB7j5hgZqik5uUK8r2e9NCPBF95F+8HvZSDbdjWfN50hVLcBm+IiXzqjDzx5pxedW6Y1abNgRRQB/eXH5SVca8zoRkk/8Z161xMwbj+JtmAcl+WnGigJ7uyW/e66Vzr4MK+aEWDkrSJF76GeHXQ5fuKKOO9a1s2V/nMnVHm64oIoSb37kUolXcP2aSn7ywGCUyNIZQWpLdDiqVEHaUfifx9rYvC8bIbdpb4w3dsf42yuqcSljvykqZRvB3Xdw88WX8maHhxKvw9TGMF7fyF4yLj3/e1kyI8htT7RTHFD5lwv68D30bYKpGJM9AXqWfRHn7EZ0FexMhhl1HqY1hujvzxd6NMXG27cHc8d6ALzTzyYRnoLlDH6W7Uic6avxBEsxd7yAUlKHNv1sIq7RpfWOFulILjgjRNdAhg07orh1hbVLS5hS7eFI2Yj2iOT797Rw2VllvLytn56Iyer5YVp70/g9CjWh01t9dSxICSG35PIlIZZMD5BIO+ia4JY7DuQF+vVFLboGLPyl43Mubf0O3/zNYBTr7es6mVw9VOgt9jggw9jB6nH53D81XKrkU2vKOe+MEF39FrVlBv5ijYQy9mjg9yu6sDGsOEppPcrcC3CsNAIFb+1k1j+aP0+0HdjTnmFBwzwyD38X9zU/IuEa20uvAgUKFDgeBTGqQIHTRGlAobk1ytaDGX63vgspoTSo8Z1Fu1D3voQy44uo9XOxD2wCQG08A2fCgnF/Cael+pAPfAsl1gOA2P40LP8UYvYa7FFESWWP5/SPyjRhs3V/nB891E8y4+B1KfzN2hImVAePG6mjSEmRG0abejPepG3BS9viPLahl4BXZeXcMHFVJzrnowTbd4CdTT0TxTXIimlj2nfcFDz11gB/2NBLkVfjxgsrmVqljSBDjMxw91gCb9ZwnCMG7SNXaxsNKW8FxrwLybzxcK5N+MKI0vpRbX9EDC3P5Qmc/nvQo0lm1erMmWAMNZSXDBYcOLKo7xB9ky/mhbsG8ta1bMnBrgw1RccXgE+Ey46RfvgHgymVZor0I/+K+5M/JO6uGrK+EJBIS86cXkQkYbF6fpiNu6K8uiPKdeeVEzgqBSNpCboiNl6XQolPHFeoUtIxZLR7SLuM9cIxWaMH+yQ3374/54X2++e7SKRtPrGiGGcY4b0qIPnbK6qIpcCtCwxhD+nHtu2waKKLm29opLUnTZFPo75Mx3tMOmRbn5UToo6wvTlBa59FY0l+r1EUcIk0EpWUPXSoJIRA7n8Dtfl1JjW/zuRAKTKTQI3NwjnvbzDt4YXGypDKwqkBXt8VRVUgkc4e47WLJN5nfoQ0s4KeTEYpfuGHeJu+gVZcwaIZIaTMGvIfi7d3N4nffzsXdWhufhrvlV8nEpqet15SCUDtWeiNZ5OxT/wyQZUmSl8LcqANvCFkSSO25j3uNgB+A65cXsaFi0pw6YJin4pPz3ooKargD6/1sGZRCbc90Ub6cNTX3rY2PrqyjEjcoib0/s8FkrZNZQBkQGVzSybPIwtA17KefOPxnBICtjbH857TBzpS2VThzf25vuTSBatmulHDN5AYpV9UgaF4NMn0Kp3pVUdCJj/YKpQ4yk/Ql+nCfukO0ns2EFv2F3iq56M98UPkQDuybR+q8rEh22tOBhEqRQmWIyIdUFYQowoUKDB+FMSoAgVOE44UXLc6zPqtMdbvTNNUo3HRgiJKrRRM/j4pXyWiej6ueAcgML3lJMW7m6wOh+zehzgsRB1Bee0unIlLwBUY988bLwaiaX7wYF9u8pJIO/zwwR6+cbVKdZk/99b9/YSiCF7eluCXj7UD0NabNfO9YU0Vb8ZqKTvzmzQFujHcbpziehJaaNT7FgKe2xzl3vVZESCRznDrXc1896aGk44s0DQFicCxx98PI2MrGHMvwl1cjbX7FZSyerRpZxMxxjcyY7xRVYFh6KTTZp6/0KjwBNCTUYI+D/3HmB57jjXPOQ4OCo6U6MdEvimpAaxjRSDpQKQLhhGjehPw/d+1EEtl095e2DLAtedVMBCzMI4qxdedgO/d3UxHn4kQcPlZpVy8IJi3ztGYnjBK6QSc7ua8dhEeGp3R3JUZYsr/5MY+Ll5UTHAYDSJhCdr7TAxN4C5SGSlDRBFQXyxoKHGjKMqY/MCOnWt67QGU/W9gbnoC4QkQXHQpiZIZeZFGQgCJQV+1nBgX60UVEnOEAzUUyafXlHPuvBBtfRlKi7IT3lJlAMxjCi6kE5TpUQ6ly4llBD596H1nGCrmlnX56a/SwdyyDmN1E5nMUHcpc5jqj8eiKiB2vYh85meDu528HHXFp7HVkau8SuDpLVFuf2qwUMfHV5dz4bzAYUFT0NabobLElXuWH+HhV3r49vWNfJAm/wLJ1GoXV68qzytOcuOaKkp9JxeFORxe19DO9/rOfr57UyM7WpIIATPqPFQEFRKnIJq6wAcPtx2juT9bOdbt1lnYqGE+9VOcQ9tJzP4I6/on8+EDv0IOZMcn4sDrXHnWFdx8+DGuKFAa0Dkj1EH6xbtxLVwLnqL38IwKFCjwx0hBjCpQ4DTidru46EwPaxbaKIqCZUvi5HsEZXwjlzofF4YbHds27/cJQG/UGjJ5SWUcokmLSMo5HP30/iJlwUMv54sFjsyWAve4FH6xTvCDzy6m1Df2dK2kJXjs9d4h7fvaU9SEThy9cCztUXhyYw8HOlMsn1XEgsk+AmNIgxsNMa0EMXE1runnYzqSxCgmxe8lXQnBxl1R9hxKMmeSn6Z6LyVjKE9vhxso3nk71517Pf/xQHuufVKVm/pygxP1OUcKdrWb3PVsJxlT8pHlpcxpcGEc1kSkK4DwBJHJYyoN+oYv676nLZ0Too7w5Ma+bEl6TaIKSSwD25tTrJgdwutWeXNPlPte6GbuRB+NpcOrUSnpIXjBX5J6+Ic4kS7QXLhXXU862DBkXZc+9F73uVXUYbS53gTccmdzruLjwql+Pr2mAu8wogyA1+xFtLyJ3boTd8MZ2JVNpLRBgb0qrDGrwceW/YPRUTPqvFQVaxxJ51MUUPa+Rmrdf+fWsZq34P3oN4kEB5/VjiPR6ueQ2TgY6QegT1mMSHSRMiqGPUYAry5pqtWZVacTzwhm1nuJCkDRwDlKtNQMvKFiNm+NUx7UmF49nLmVyEVX5mFbiHfh7SKSffDCL/PalD0vwJyLoGSEUoFkv7M71+VXjL37mU4WTfFnxRnbYc2CMN3RoRXpXIaC511GYL4XuFWHC+YFaKr30hO1qAjpVBcp45YSLiXMmODB71GJHfZPEwIuXlyaTZ2f6cmtNxYRNpoRHOzOYDuS2lKDsOePwg6pAOBLd7L9YJqvP2jm0ke/ugZmHdoOwMHAbErSFuq2zYMb2RZTd/2Kmz/2efb3KhiGRmdfmi5TEpq5Fk/FRFK+9/fLowIFCnzwKIhRBQqcZrKG4QLHfm9GfaK0Ppt+dZR5tjP/MoSvCKz370g0FHShayIvqsKlCxRVO1yt8P137Koi8HvVIVXgdE1gaIIvXFFL6XH8ZY6HrghKi7S8iBtDEywu68fXugWsDJQ2kvRV48jjT0p7EnDzHQeIHq7wtetgkvbFxXxi5fCpU8NhKA6uVCcIQdpdwTABGUB2spNKj7kW2GknZir8x30tOcPyDTujrJgT4vrzytBHWcsspQZwLb2WMxMRvnltHc1dJkGvxsRKF0WuE3/nzT0Wt941GG30H/cf4u+uqmVOXTaEKKUV4bvo86Qe+N5hQUJgrLqB9DATBlMK+oYRACxbUul3CPRsx4720UYdD7+s0NaXXfeK5WV0D5h0R8wRxSiAiK8B71XfRY13gMtHwl05bCW8hgoXVSUGbUcZL19zbgUB45g0WiF46NWenBAF8PquGAunBfHogsnVrry0QrcTx3rsX3Had2fPa/vzaHMuQFtyHZbMDnVcisOnL6rk9d0xNu+N09TgZfG0AO6j/KI8TpzMG4/mH7R0sA9uQ5k1Ne8YJQLPOTeS2fIM0kpjzFiB3b4XrXY2jCrTTOB3wRcuraJnIIOy+i9w1v0kG+WkqDirPsdD23Ve3R7hrJnBYfeQyVgEZ52LueuVvHZ91moimcHvWxXgMvsQQpDSQpzw5yeTGhqpBch0fJiVB4mnnCFFEh0J8ZRNqS97/zRNcLO/2yIc0PLuyatXlVPkem/Sqd8tmpDUFyvUF5+aNOISL9xyfT3bmpPE0zaz6r3UhLJpgCcjIPWn4JY7mplapXDedIWtOzWmTi6jrJDd94FHUQRm+x7u2VSf1xcH0iro7mw6t62yrUNhWeV0lLZtuXXU9m1M8/bw4g4vj7016E23fPpZ/NnicqQY+TegQIECBU6GghhVoMCfGI6/DO3ym7E3P4bW14w57VycCWe850KUqgqEECNW9yvyG3xhbRn//mAXpi3RNcHnPlwOqo7PGN83unFT0NpjoqpQX2TjV9Ok9aIxv+lWcbj23ApuvmPQeDbk15hU5aYqrFPklrmS6GNBVxxcMsMN54T5+p1tucnbV9Yo+B6/mfQRDyFFw/vRbxMLTDzu/pq7Mjkh6ghPbOxjzcIw4VFEnPmsHti2juQbj4BQcC26DG3qyjGlHR6PzqjDruYYhmIzoxKqAxZRrSy3XFGyhvrjeQ+0dJs5IeoI6zf3c+HCMLWh0UecpBU/+P1M9MPEstF7kKiq4JUd0SHtj7zay9z6aqTjIKUkUdqE+5ofIWJd4A2R9pRjDfPT3h2xsymHmsirOnfF8hL8r99G4u0nAKgSCv+48st8+YkQibTDw690c9lZZWiqQtoWuI5THSyh+CFwuDLbCIJC2C35+6vq2NmSpDdqMq3OS2O5jnOMAmHasHV/Ysj2e9tSvLYzQtCj8pWra3Opa2qkFeuwEHUE6+0nMeZ+CMs9GKVU7JFcOM/P2kVFmKY91PtLKAh96E0vdNcQkUT4ikk8+u/oDXMRqk76zUcRniDCP3JU1BF6E/DGOzF6BkwWTQtQX2pglyzF/clJdLV1sj/m5/bnNQ72RNFUQW3pyCX/UiXT8V7+VTJv/QGEwJi7hnTxYBSXy46hbnuMzGsPAOBeuBZmnk9cC4+0S/CXQOVUaN812Ka7UMLVx5Viy4LqEJGpyKdRGtQ4ct+7VMnMao1//EQ9b++L0dFjMn+Kn8mV+mkpMCEUhXjSxJXqRndSUFSFo7y/faqkhGIvnD3Dw5ECIicreAkBb++N85U1gqoddyLXbWRqSR2y5s8gOAX7PXpRVmB8UBWwIz30Jxvy2u95S2Hp2TegPPszapQuNuyr5qI11zAh8n1kPGtcri9YyyGrmMfe6svb9oUdSdaepVBVyNIrUKDAOFMQowoU+BPDcSATqMFY9RmkBOFITvya/NRgkCGSUXAlOmHvi6j9zRgzVmFVzEQKFSPSDJEO8IaxQvVMrw/w/U+56I9k8PkMFEWjNKCclKAzHLqu0hnJVi3qOxxx1Fiu8ffzDlARhEzdmZhibJOWieUq37mxga0HknhdCpNrPFQGFYR0xiyeCCHwxfZjbrgX2XuI6fM/zA+unMr+Hge/4TCbrZjxowaRjoX5yj3oa/4e0xnZo0iIoeKKqoxoz3PMtiBa3iL16n25tvSLd+EpKoOaZWM5vWFp6XP42m37c0KA36Ny60Vp6qodEkYpnsgBnOZNCE8AameTcFfgEmkMM4ZlBEjYJzfJHO6eGqkg4KlAyuwk/ljCAS1rSHv4b0cKEq4ycJUNWfdoDE3w8MvdXL+mii37YvTHLOZPCbCkMoK5/omjPtihZOMvuGTe/8dvX82QsSTVJQYvbh3ArYeYMUyqmFAU+pMSTRMEdOeEkS2lXknpNDeK4kHXVWzbwTomaMvQ4MwZAR54Kd/friKkMxC36ItatHRnmFZtkLbApQ2tLAYy30vpMI4jSaeHRokBJKSH4NIrSTzwL4Pn5/aj1Mwcsm7MW4P/w39D6smf4wx0olZOxnXenxHh+Gmy3QnBN369PycAP7Khl7+/qpY5Ewzi7kqcmip2bxogmupnWp2H686roMwvhjwvhAC3FUHEu7EClYiLv4wjIWLm91y97W1Sr/w+93f61ftwB0pQJ63Gdobv5ZYwMM77a+yXbkfsew1K61FXfRbTV8aQ0Kej8GiSr35sAj9/pJU9rSkmVrn58w9X4zfyxWLblpT7YM1cP4qiYJqnJ1V8IC148OVuXtsVY3qlwtUz41S88f+jrrgJUx8f8fxUMh4FRLz2AMVahqq3/gvZdlhs7GlBPPRtnI/+EHzHf5acToSA9ogDUlIe0rLjlQLHxbIl3lAxlzRZ/LhjsL2z36Snchm1H6unKtrFtz9Wzu9eibFo5j8xKxyluCSAr6aRdHMa6BuyX9NygEJkVIECBcaXghhVoMCfKJnM6c+FUBSBKhwcFDzRFvo7WonotdQ8+w1kMooN2O+8hmvVjQjDS+qJn+S2VZtW87hcyz2vZkPHS4M6ly8vpaMvw5oFoXflb+RIiav3HcT+DTweOTcnRAHs67R4O13Pime+gfvSCszQ1OPsaZhzBmpDCnVh3+BkbJgJ8mjwJttI/e5r2RQ8ILPu50yYdyHVzVuQ6ThiyuIh28hoF4q0OF7e0IQyg/KQTmf/YErUJUtLKfaBc4KMNJcusHa+hFJcg9G0Kut5o2jYbbsxGleQyQw/6R8VQnDfC1154kYsafNWp5s6z0E8Wjep+24eXD1cTdFFf0XqhbtIdLyDNmE2RYsvJ+atwx7jILqu1BiSTrZkRoCKIg1Gmab3bnAcyaKpfh54qTtXcW3uRB9rl5TQOWBT7FdQxjApLfYprJgT4hePtDKp2kPQq9LZmyZY1kLmmHVltIdKf/Ycm+q9NHem2bAjSnmRTlNtOC96pT8leODlbp7d1E/Qp3H9+ZXMbXChnuDYEqZg+6E0L2wZoDKss2J2iJrQoKWddCTnzw+x51CSrQcSKALOmRdmf0cKxwFdFXhdGhv2JEllHHx6mIlX/oK6Q0+Sfu0BsNJoU5dhesuGnbu7SOOKHkQmBhChSuKe6lxaYap8Nt4rv4a1702E24/aMJ+Yv35ItJfjQLS4Cc9V30UxE5hGEZET5Of1JgVv74sPiUS8/elObrluArpw8BuSy84sYs0ZRegqqCOkYvmiB0g/+N1sVIOi4TrnRsyJKzl6aKdpKtb254Zsa73zOp6GxcTEyEUrMp4ytPO+gMhEcTQPaWEcV4g6QkUAvnp1DUkTPHo2hW0k4d22JbZ94v6kqQKX2Y+juUk6J1fYw3QEP36glV0Hs78hr+yBHe1+/nlxE6HmtxCTV70nnkkZqdATdXDpglLfqUlTTJiCzgGLgEfBs/cpZtcuQj63K38lK4PVcwjVX/a+8I6KpW1+98IAz73dj5SwvCnI1SuLKXKfXIGOPxWkBLt6DgvMbXxudQ3/twl8boVPrCqlKGAQpxECjZQDn7vYT8aWuDVIS0nQcFMasJhU5eadtlRun1UlBuWhwejGAgUKFBgvCmJUgQIFTiluO4LafxDFziAEpF9/CH3CLNB02opWEOzZikzmpyOlX74b17wL89rsrU8ze9nZ3EN2ItIdMdnblmJHS5zugQyfvagc5SRG0IoikO17kA98DXvSUnZ0DJ0Y7etTWeUP47TtRISnntRAfVwG9z3NOSHqCJktT2fNol+8G61mBpm3Hs9brs+7mAQujjeILPFKvnJ1HZG+AexMGtsdpq7MNSq/KMsRGNXT0Qw3qRfuygptQsG9+ibkKCaZx0Mi6IkO3cdASgHHJvPSXXntnrOvIX7/95CJgeyx7X4Vp78d/4e+yIA+tLrc8QgYDl+6so4XtwxHa3QbAAAgAElEQVSw82CCMyYHWDDVjyFOn99VmR++c2MDO1qSlId14imHN/fEEQIqwwYzal0jmnkfi0By8cIiZjV4ae5KU1NsUF+uIzIJsjFwg/uRdfPY1G6wdKbO1Fovv34ya75eX+7OE6IUTeHxjb2sezOb4tEXtfi3+w7yzevqmXgcfylVVXh1a4xfPj5o6v7spn6+dV0D5f7B9YIuyZeuqKIn5tDeZ/Lwq73sbMmm7l20uJjdrUkee62Xjr5sn9A1wS1rFzD90qlIy8IuqSclhw5z3DKBuulBEq/dn20wPPgu+TuixbOQUpJBJxNuQiubjePI7DmP0BWkhITwgXFisx1FEWzYER02EDVjHo6UPByoJB2J+zj6qUsmST/+H7n0GhyL9Lpf4CqfguUfLILhOA5KWQPs35R/LEUVSMfKBTrYUhBLg8fIVvw7giUV0Meem6MJmefp9W7wm504m54hs+05lEApwbM+dri64dgM2nvjTk6IOkJ/zKJDrSXU8hTqtNUjpomfKroTgl882sr25gQeQ+GacytYOs2HrozfcXTH4ZY7D9AbtTh7upu/Ml/HVTkdy/BAJv96SMM37G+Vooj8vq8qCMZmmD4WFAXe2pfm2U39ubYXtkaYXOvhvNm+D6Sv2OkkpQYwJi/inEw/S5rcSMM37CBE4OBS8xfpiuQLl9fwxMY+Xt8VY85EHx9aHMZ9nBTtAgUKFDhZCmJUgQIFThleswfzwe9i9R4EQPjCuBdfRvKZX6JWTCS98NzhN5TDp9cYThIYfCve3JmistjFG3vixDOCaNJBVwXlfgU5yuijlC3Qd60HJGr7dlZMstnblr/O/Mo0zoFORLD8vX1jrA2d3QnDg2xYjFp/JinVhfvSfyDz/K+R6QT6osux6hefMI1RkyYTY2+TeuV2nHg/RtM5qKVriHJi7xvLcvBNXkT8t18b/M6kQ+rZX+GtmobpqTupUwVQcFi7pJgf39+a1z6/IokSLM0z4QeQtpkToo7gdB1ADnSilFeP2Y+m3Ce56qwwulFCJm2ddi8VKbPGxWdN87Cny+EnD7TkKkp6DIUvXVXHtEpt1GmqLlUypUJjaqWWu49TWjWeS/+B9FM/Q8b7UWubMFZcw2Wiml892cFtT2QFo4lVbmZO8HC0aBVJwvObB4Z8zv72NBNLR05VG0jBfS/kV5mMpxz2daQp9+dHvWhCUhEQ+F0u5k300RMxqSkxOGOyn23NyZwQBWBakt+9pfGl6jfRMwPg24Yx/3IyIj+Fzxg4MChEAWSSpJ76Bb4rvk5MHaxEeESYcJHC1bcXp78d4QthF088KT80y4GXtkdYOSeErgrMo+6nK5aX4VJH73umZqLYvYeGLoh1IwITSFgCVQhcwkGbdjbmtudywpXwhdHqmkjoReBAVxz+8+FD7DmUoqrY4HOXVlNfrI5b+vO7QVclzsbHcqbydqyXxH234r3620T8x/fCG7IvTaAoQwvKGooNdXNPmbAyEo5QuPvZDrY3Z59jyYzDf/+hjZqyBiaVjk/0Typjc8cznfQe9vDa3WETb5qP59n/QVl+A87T/5lbNzNpBXa4Li+G1GXH0QaaiShhekwv3oCXrqjgvhc78LpVPnxmMXXFyrgHzLhdKm/uGWqW//rOGB9aGCKZHKaCZIE8LEfB0g4/z8bYl0NuydXLw1y+NIyujn37AgUKFBgtBTGqQIECpwQhQDS/iTwsRAHIeB92536Uklrsjr1U+U1aozWUuv3IVCy3nrH0aqyWLfn7c/k4ZJVwdIpUU4OPFzcP8OWPTuA3T3Xy6o4Imiq4bFkp588PjupNnuOQqxAj430s1TdzYOZcnt2eRlUEl5+hM6X3SURxNU7F2FL0xhunpB5RVI4cGCydbqy8gYQSzE4cJZgV8zGunIHi2KQ0/6gEGM/APhIP/oAjM4rMm49iCIF+5rWYo8iys01zaHl520JGOuBdiFFSwpx6D5/7cAX3vtiHxwWfXKQyrSxOyleLvvAy0k/+NLf+cMbTjGBIPVosy8ayxhYNpSgCRRnZjH+sGIbK82/35oQoyE5ct77TzwLvABlfedYofZTkefegEK+Yj+vq76PYKWx3mKijEUbymQsraO0No6kKVWENj5Z/L7k0KC8yUESGvzjHRWlQw3QEKeX4E+msRdlw9+XI96rPkHx4YYDz5wXRVUFP3MmVuT+a1gFJpszGXVJD6sW7cU1cSOaY1FoZ6xmyndPfjpKOgbc4r11XQN/1HIlnfplr06YswbPi0ySPueZCQCQtaOs1cRsKlSE1L8pIFTCtzstDL3dz44VVvLknSn/MYtXcEGdO9ebEH0cK2gZs0qbEkeBxKVQEFTQxuC9H9yOKKpED7XnHYPtKePytGPe/2IPbpXDdeRXMnlBH+IqvITt2g5lGFFeTKapHCAUpFH50TzOHerOiXltvhlvuaOYHn24kOJpuIwQDSYlpQ7FPjCl1dDS4090k334qv9GxcHpaYIxiVNgjuPLsMn73XFeubdkUnSqnFVG/5LTPt6Np2Lg7NqS9vSfNpNLhPNDGTixps/3AoGjf3mey1b2Yhe7NOB27kZd8A3OgB8cTQpY24nK7c9dBEw7q3hfYW3Qm330gQm80gUtX+OjKMvpiFpv2xnl1e4Rbb2ygOjS+qXOmKZlc7ea1XflR01NqPGN+Hhc4OaSU6CdX7LdAgQIFRk1BjCpQoMApQVEU7I53hrTbvQdRguU4PQep6HiJRPlKOs/5GkUHX8QdbUHMXI1V1YTecAYoKvbejSgVk9BXfYr2nSEUpRspYfH0II6EJU1B3nonyivbI0A2OuKe57torHIzq2bkClRH8OiS1MSzMLY/BtIhsPHXfKp2Lh/51F+jqhqlqX0ozkLs8EdIasOXVz9dJLUw3su+jmjdihPpQq2bTTrUmBfBICWkcWfNqkYZCeR0H+DYEae57Tlc8z6EqRYPv9FRCG8Ijk35MDwI/d1PqFyqZMk0P4um+nDZcVzCIqFlo5zkhIW41vwV5hsPZY8hUIY+bRnmzpcGD2PhWmxf8emp0iWgK2qzfkuUjn6Tc2b7mVqhIoaJaBsLUmbTiY6luz9N5pn/Rhpe3Od/npR6cvenlJKUGgA1kJeO5jckUytHrgCoC4drL6igSA7w5KYE67YlKQ1qfOZcDVVo2MOkyAEEXXD5WWX86olBIcXrUmioyKofiiJoj0JrdxqPS6W2RMenZ9PYDDVbRSzsFUyp9cCG/H2vmQGevhYc5XAlxFgvHBPEJIJDI/6Usnps99BoJ0+ylcQLd+a1WbtfwTv3ApLhfFPzjih889f7SaRtvC6VpgYvN11QnhPxpJRctDDE6zsi/NcjrUyf4GV6nYc5jd6caCUEvLYnSXfE4o3dUXYfyvapBVP9fOqCco5YS6cUL/4LP0/6gVuzQr5QMFZcy5v9Jdy+LitWx1I2P7r3IN+6rh61tAZ1Yi0KDjgOrt7dyDd+jhv48llr+OnrRexsy07yUxmHzohJ0D3yEFFRFJx4H49usbjnxQFsBxZM8XPTmoqT9u8bTsSViobwBJDRfAFRaGP3jRJILpgXZHqdl+aOFFUhmBS28ATOIS1Pzofq3eDRoLbMxf72VF77cIULTpaAV2PeZD8vbY3k2n60zuEnn/4K5XQhVA29ZioZR8s+U4/66oxUN/Giifzg4UgusiptOtyxroNrzqvkN0+240h4fXeMy84ce7XZ42FaDoun+Vi/NcLBrmxfrio2OHtWANMs5OgVKFCgwB8LBTGqQIECpwTbdnBPXIi19Zm8dq1uFpnN69Aaz0BUT6eh5w1SlU0kqq/BcGlYZjbCJmN40Vd/Hn1FHFt1E8dg7QLB8plBTAfiSYf97UlmT/Tzo3sPDvn8bQcSzKkLnXCALB2JKJtE5tJbUHY9hypNjKZzKS7yYEmVpG/Gu7oOmqagaYJ02h6XN+8JoxQaVg7x8Hg3CNdQvxvhDyPV0U3QEu4KfBd+juSTP0cmowhPAPfSj2J7j1M6fgxIKVEAU/VhQk5kyyhezPrl6PWLcVCJSBXfsmvxTl2KE+lCCVVAqIaoXj5smoEiJJ5UJ8R6wFdMylOOLU/+DX9vQvJPt7XkDMdf2hblry+pZNkUFVOOvQqRqoCRGSCWgPlT/Lz1Tn4UxdnT3dhP7wfpoPfsg/K5J33sJ8uMkgy/WpfkD5uyE8ZDPSbfvqeHH96oUxIafohh2w5Lp/sI+mpY//YAlcUGK+eGqApmIxX3djvceucBUoeLLCyaFuD68yoIugYnoaqQNNW5+cLl1fz6yU7iKZu18wyWaW9iTD+L5NOHI5mC5UM+PxWsx736JlLP/QZsExEsw3PeZ4mowSGam8ykwEwP2cfRkZwAEoXb17VzURMsL+vGm2gn5qslGXXjCQ+ahBd74Ds31HOo10RVBDUlOq6j/IEiacH9L3Yzf0ogJ0QBbNwV48xpQRprBvcVL5qI++PfR4l2gSdAylPJ3jfjfOyccgZiFs9s6ieVcdi0N86kihBJU+LSVAKJFtIv/xb70A4AyvZu5M9X/RN/+7A31038xxhWKYpASkk8A++0Z5jmauNAj81v1w+us3F3jPoKN5cvKUKO4dkkBHRG4bnN/RzqTrN6XojptS6Cdi+ObeI++xqSj/7H4LGEq6FsbFFRRzBUyeRylSkVg95I6fco8sNQHG5cU8mtdx7IRT0umBqgvtxgvMJRXLrC1SvKaO5Mc7ArjSLgI8tLcXn9JNTDz32L4T/Psem3PXT05/sUOjIr7B1B106NoXiJT+Gfrq7iQJeJBOpLDXyusfmEFShQoECB9zcFMapAgQKnDKtsOsbSj5LZcB84DvqscxBF5ehnfxJZM4eoFgJfAwAuZE6IOoIpVcy8aA9J+EiwjU9hYpkPUwomlLlyb0+PUFvqGrVYY2ggyidB5RSEAinTHpe5QDC+H7tlM1gZfOEqZMV04tqJI42ORZJN22npyuBzqzSUG/jfRfXAIZRPQimuwTniQSMU3Gd/kggnNmWGrLiQKZ+J5+IvZtNnVB1ZPomkp+qUh/hLCZmjKpjFtTBULkJUicPL5chCVOtG0o/+a7ZkoFBwn/8XpOrPwubkJld7WtM5IeoIdz/fw5wJlbiM0YtRQoDX7kfpeIf0C3fiivWy5OwvwppJPLqhH0WBS5eV4lf7Bn264kNLcY/2s/zJQ9C9P/t3aSMRd/Wot4+lHJ7ckt/3HAkt3SYlx7FV8miShY0uzppejW07WJaD44ApFW57/FBOiAJ4bWeUlXNCzKnLj3R0qw4LJ7qZ8+kJkE4QNluh10dqw/+BlLhW3UgmUDvkszMYOFMuwFvThExFIVBORCseViy2/eWolZOx2/cMNuouRLgmb720LakKmHzYvB/9xZcB8AHKgstwiq/COkqM9OpZ767DVyt/P6ZDWchgz6F8Y2mAzftirF1Wlvtbymy0JOEwQgj2d9s88XovPRGL8pDO9RdUcue6dmY3+rjzuV6qXTFW+baS2rkOtXIyxtwLSD3zS2QyStnBZ5lY9RHeaU1y+VkllAWy+Tm2FLT0WGzeH6c4oKNrCg+93M23p29gV3IJkP/MfnFrhA8tCqGL0Xf83gR87bb9ub5jKDaTQj529JtMcMfwO+C97CvY3QeQniJS4Smk9PKT7KWD1+5EKAo4qCgCnDEUYzClSiwt8bnAEMeP4plUpvGdmxpp7c7gdavUleh4tPGN/Al7JN+8ppbuiI1LVyj2iTwxaSQsbymBdA8hvzMkMnNyaXZ7XROcMdl3yiJPvYbCjJrTH7VWoECBAgVODwUxqkCBAnkkLTjYYzEQt6kq1qkKKSc96E+rPtTZl+OauhKQmO5iMkLDcZxxiRKSEjQc1i4tZcv+OJHD5dIbK93Mqs83Wz7xviTYNuNlRxHMtGEl41jdrdC9F2XyUgzNhV5VzFiyDISAna0mt/62OXfN6itcfOWqWnzjJEhFjQoCa78MXfuQmQRKSR3JUOOIFcSGIyW8pEua0EumIIWG6WSrLSUtQV/MxudWKBrbV/KuOJH5sjvdS/qxH2eFKADpkH7qZ7iumUrCfWLj9uGwhpmQSQnxDLhGmamnSRN3+9tknr8NmU5gNK1CZpIE1n2XBSu/zMHGRmwJ8ZRNf/IowaL45Ly5grH9JO69GZnOmgULbxHBK75KxFM/qu0NTaE4oNHZny9K+FwjPzUkgs6ow6HuDH6PRV2pjufwaCRlZgsTHMtA3AKGpt1KmfV1cukW6d4ItO1Dmb8WpXoGSX/tiJmqlgMRdw0c8UUaYb2E8FN0/p+TfvEurH1vopZOwHXOjcS8tXlpsG4NPjQ5gf74y3nbO288iHvG2cQ8NcfuelhCXgVdE9SWedjRkm/QP7vRj2k59Cez91rYq6AqgkhKYjlw613NJA+LeJ39Jr99poNPXVTNXc90ks7YXDXlBdS31+NadCl27yHsg9vxrPlLUs/ehup28cnV5RiaoDKkogqJELD5QDov8rQ0qHPlynLUQx3UFg99WE6r9YzZZ+ZAZ1bE1VTB9y7XqNl/L/KBtwnVzcGYOI/Ukz8D20IESonOuoJ/eMLmS5enmFB28l5wJyJmCt7am2DdG/2EAxqXLCulsVQMV1cjj9YI/O9jB9l1MMmkag+furCKCcVDTdOP4DgO5T4o9x15QJyaFDRDkUf5Oo3uy8lIneKAxhfPMbn1D4KMlb0nrltmUGft5coVDZw5LUBlUBT8rQsUKFCgwElREKMKFCiQI20L/ueJTjbsGDQN/Zsralgw0X3Sbz5tKUgYJdk/nNw/40ptCG6+oYGWrgwuXTCh1Bj3t8tjJZWRyMf+HZnMenU4XQeQTefgKW3AVEtGvR8bhfVbBjA0kUvlONCRprk7w4zqE3tijZaoUQE1R4kwJ3H5clFKh2+V1gHJP9/djCoEmgpXrypnfqNrVOKmoghUTUU6zqkpt56KgHVM+pVjI5L9cJJiVEO5G5eukD5KbTx3fhiXnQCKRrUP98B+Ug99P/d3euPDuM68AuENUtT2KrsOVXKgI8UNayqpFt0Ilw/jnJtIF00Y8/FqmoK59emcEAUgEwNYu15GW9A4quuuGTp/vibMzb/rzE1Ip1QZNJQNHwkmBGxvzfDPv23JrT93oo+//HAlHk0ScMMZUwK8uiOSt11VyfBqnhCQtgROZzPGUz+GTBIbsIonkLnwH9F8I193IUCoCn0xB4Eg6GHYkJkBdy3u8z6P14xga95sxOCxz0MpKfdLhjh7SQcl2Q+jFKM0IfnkueXsOphkSo0nl6q3cKqfmRPc3P5UB79f30l1iYvLzyrFdkAiKfJqOSEqd9xxm6BXY9fBJH+xSsf11iO4V11H8pnbwMkeaWbzOjyrb0KWTWJS4Mh3lj23lC3yfL0AuiMmsaRFT9Uypka3MKtuDltasvsq8mlctqxk2Eqoo+Fz53mpfvWfcfqz5UzlrhdId+7BWHgJmVfvQ0a7CWy6m4tmfY2OfvOUiVGKovDKjii/frIj29AGm96J8a3rG6gNjZwmFjUVfvC7A3RHssLsO61Jvnd3M7fcUE+R64Op1qRVP9Pf+Tk/Wr2SLidEkZambM9D+OrXctnioiE+UwUKFChQoMBYKIhRBQr8iZOyFZq7TaIJm/KwgesY/4dfPNrO1M804BtG9xhP36J3g5QQdkvCuTSe91aIEgLSvR3oyfwJtb3tOViwFkaRsaUogmjCYvOBCNGkzUfOLudAR4oXtw4AkEy/t+d4IjK24K6n2viHlUnK+t4CodKemctAYjJh7/F9P/pSgtd3x3h9Z5TJ1R5WzQ1R5hvf+0x6w4hjqjiiGUjf6IXCY6kLpvni5VW8sjPOQMxidqOPEneGkuR+UkXzT7i9ogiclreHtJt7NqDVzyHmqSGZtvjE6nKaJniodU9GTvsRSf3E3mjDoaliMDXzKGRfG5oihgorw2A6Kk2Vkh9cE6alT+IzBBPLFVwez7BRSSlL8F+PtOVNYDftjXOwx8ymrjkOHzunjL6Yya6DSVy64BOrK5hQonFsREfCFKzfFuXBl3sIeILcsPhbzNj9P6gdOxG9zdhdB3AF52LbQw+kOyHoGjB5bWeUp9/sQwi4ZGkpFy0owq0NXT8lXaS0siHtR6MVlWH7S/Kq9anljTiJAZTSkZ+VFiq9cRuvoRAwJGG3ZNFkD7MavPTFLFRFUBZQ2N2W4d71ncyb5GPlnDD/dt/B3HX8y0uqs+lkR32ErgkCXgUhstddLavH7tibE6IAkA7Wwe1YU88HK//4HGf454zjwO3bSrlxRoa/nbKZ1jlTMb1lVFUE8Z6EV39ZyIXPrdAUiiAPC1G5w+tvxy5pHGzIlmKkOPjuigIcj1gGHn4l3zDdtCXvtCapDXlH3K6jz8wJUUcYiFu095kUVX4wh9tp3PgXXUbxfbdQfLj/iXA1srQRFfke/9IWKFCgQIEPOh/MX8cCBQqMC0lL8N+Pd/DazmwklEsXfP7yWrojGbY3Z9/Ix1I2piXzMmTcVgSlYzv2oe3YFdNJlc5AeEOoY/AJ+SDgESm0RDeO7iVplIx6wq8ogqSjDk0qUlQs9cQV5gwyKD3NBF+/nxXpKLMmr+HufbVUlIUpLdLpjZrUlB5/MqYow6eGKIpgICWwHQh5GTl/5F0SSUmumzNA5bPfzkVKNKr341z+HRzvyClgFgq/X9/F+s1Z0W17c4JXtkf4xrUTCI6jT1ZKD+Nb+2XSj/wAmYgg3H5cF32BhKvkpFMJpeKmyXyV0kkVxPDiTrVQte8R1LOuHNX2jiMR/qFimOIvRjrgm7GEf2yqIOQF4UgSHPYfO0lBOJW28c9YgdWyNa9dm7yYmDn6fNW0GqCqwmFCSQxHNUjjHvGQTJtcZa6jSaQchBC0RRwe3dDDyrkhrj2/Er9boczHkL6nKIJXdsa443DluGgCbv0D3Hrxx2no+GZ2HYYvGtCbFPzo3haWzCjiqTcOe21J+L8Xu2msdDOvfmjf0lWJO9GOsDNYvjIScqgokdJDeFffRGbrs9jte9DqmlArJiIZWYjqjAl++mALe9tTFPk0PvuhKmbV6ihIfJrEdzi1SlGgO2px3flVvPlOlFe2RfjMxdXc/2IXnf0mf9jQy8dXV3DHumw0jxBw1cpySvwKa5eU8MCmAc4+91ICh14ZcgyOmSJjC9oHslUAQ16Zvd8MyaXLSvnts52D10ETlId0nuwVPDkwg0sWeJmiOWSE66QiZFRV4YXNPVy9qgJhdA27jq0NXuvorCuJx7zUlbk5VTm/qgIuY2j85omMun1udYggKES2/XThCIVEGnxuEOP0bE+WzMD98X+Grn0Itw/FHyL91E9RdBf+hZeRLJp00j577ydcioVuxTC1IGnng38+BQoUKPBBoCBGFSjwR4RbcxCqQnJo8adh2d9l5oQogLQpuef5Lq48u4ztzS0AzJ/sJ+gRHBn4G2TgxV+R2fXS4a0eQ524jHem3cTkusDonGE/ABQlW0g98Z8kO/eCy4tv9adI1C7BHkVYk21LnOIJyOIJiN7mwQWLriTjKoZhIjWORo+0kL736wjp4AChtp18fNnn+PqrgosWFTOp2k1FUAw7F4ubgr0dGVq60lQXG0yqMggcnlunLIWNexPc+XQH8aTNijkhrlxeQvAUpJCEfQp6yxP5KTu2hb7vJcyShhEn511Rhxe2DOS3DZi0dGVoqhm/tEQpJfHwVNwf+wEi2Yd0FxHXwyf0mjoetgRP3TQa3noQ8+0nEN4QrtWfIekfaqI94nHVzAJ/KcS6sw2qhrHoUix/NZYeJowc18A/p3YOrqVXkX79IVAU3Isvw65qGnM3tqSClVdsYHh8LjirqSjvO1YUKCnS6YlLvvar/aRNybObsstvurCS1bOGGumnbcEfXhtq2r6j30+j2w+Kgqt8wrD32e5DSYoDOtsPJIYse3VHhIWTyvNSFN1ODG3ncyRf+T1kUuhTzyS45CoirvzUO8sR2KEaJAJ90kLsjnewY32o5//1sNfCkgo/ffAge9uzHlkDcYsf3tPCrTc1Ul2UHz3oOBKfS+XfHhn0b9qwM8L1F1Txv4+1sa89xZpFYa47v5KM6WDoCv0xE01IPryoiNkNXrYni1g6w42548W8fYs5F/MP/3uA9j4TQxN8+qIqFk9xgwPnzAng8yg8/nofVcUGH1leSnVYYdaECbjUbD9Kw8kLuFKiqfC/j7VRcVUF06avwdjxeG65OeMCVNWFMXkRztRVyKLpXOb3o55C8zm36nD1ynL+7b7Bax30qkyuPn5aYEUQrlhexu/XD4pqa5eUUFmkcqqjdYWAQwPwmydb2dOaYk6jj4+dU07Z8YP5RoWNQtxfD/56fJ2bSPz2a4PL9r6B52O3Egs0HmcP73+KEgdIv/J70u270epmEVx0GRH36J/bBQoUKFDg5CiIUQUK/BGgY9I8IHhzb5KufpP5k31MqXLlTIFH4tgKOQAHu9J4XAqKAstmFnH1ilKUo8s4x9tJ54Sow217X0JUXkhv8VSKR85i+ECgKAKfmiL1xB3YnXuzjekEyT/8GO/Hq4n6Rzfo1nxhes7+O4z2zbgjLTi1c9Fqpp9QiFJVgdWybYjvSmjXgyyd/CXOmhnAqznDTv4kCg9v6OWRV3tzbctmBrnpgnJcqsPergw/f7g1t+zZTf0EPCofXR4aUyn2IwgBbrMfZaANdBdmoIqMyEZ+uTWJYmX9e/K2ycQRYlDcPBbl8H6PFUMUZfxLeksJSTUI/uBgw7skqYVQF1+LMf9SpKITV7xj2m3CKMV75bcQ3fuznlalDcS81WMKfjI0EMk+HFQcdwjbHnkinFDDaHM/gmf6yuzxu8qwTnCPjsSxabuappCtC+CgyQxK/0FEoo+/XlpOTSjEPS/1UxEy+NCSEv770TauW1OZ80U7wr3ru1gyzYdbhVhG0NKdwZHQWOGiNKjR0ZdfdhbfefEAACAASURBVL7IqyCnnIUy64JsyuUwp5LMOHT2mcyZ6GfrgXjesik1niFpfXrvOySf/03ub3PXKwh/CcaiT5Bx8sXpuKsSz4pPIQYOoU1bgRWsIakM/1DsjTs5IeoIjoTWngzVRfkVxKRQeHRDfuqY7UB7b4aQXyMSt1CE4NdPZtPcAl6Vb11bD1Li1mBalY4QIZLSj+fKb2K+fj/YFtqCS/nF5hLa+7LCXMaS/PShVuo/3UhVUODRJKtm+lg+3YeqkO0jjsRQxue9g+NIzp6q8egGwf882cvnL7yCYPk83PFWMv5qXLVT8Qb8WJV/j2U5ZJ8up/aFh5Qwp97NP32ino27o4QDGvMn+ak4wbsWBbjgjCAzG7x09ZuUBHUmlGpoJ6ioB+Ag6I1LMpZDWUBFV8Z2jn1JwXfv2s9APPvEfW1XlPa+DDff2DhuMUu6IrE23p/7265fSHfNCojoFAcVxEl6hb3XBKxuEg/+CzKa7V/mjhewe1rwXfqPxEW+wK6qClLK94U9QYECBQr8MVAQowoU+COgNSL44b1tuYpW697s56Y1lVwyLU5ULxtxAF0zjCnw/Ml+aksMfvK5SXgNEMdsLEcocS0ci1jKodj73oe3C2xSKROfbiN1H8eZi+fRm4T1WwbYcyjJyoaP01S3nAHpJ2lrVNituAfaYZRilKFK3JXlRMPnkRbg0RnV7E1KidSGvoF3VDcLpgbx6SMbxrZHbB7d0JvX9tK2yP9j773D4yrPvP/Pc8qc6aPRqPdiWe4VN4yxKcH0XpOwkE3ZlN1NfnmTN2WTDaSX3WzyhiS7m8YmAVIIAUIAg3Fs44DBGFdsy1XFkqyuGU0/7ffHyCONJduyAQNZfa7Lly+dOb0+z/e57+/N5YvyqStUONwxtkrZxl1hrlsWxHEWKZaeeDupP9ybNWmXpy5Fu+ADpGQvumHjXXAVZvO2nGWU6StJnuKCFPolLpkf5NmtI1Ev5QUOKgtUTtcJ9Yg4SiqMpXkYsk8fpfNmYVqChDxsnH0WfZa4GoLSUel6Z7AOp96PsX09bHsUZAV78R2IKRdiK+OXR1ckC3esE3uoF+ELgcMCJi78CZExPVe69iINtCKXTUUuqILBToxdzyJcfqQ5q0nseQFe/UN2uesu+gjey86jtSfNr9d2kUxbDI6TvqcqEpIQDCRsvvJAC72R42bZMp+8qYIv/7ol+3wXBFSmTS1F9r0PkY7jNCKkVR+mlXs8U8td3D+YpjTkIORX6BteZ1m+g4VTPDnRcUIIrM4DY/bLOPgyjvlXk5aCY35LKAEIjRinS5IgrmfOqlMZqfTockgEPMpwpcAR/J7xm2byOIKsJEHIp3DzikKO9ae589JiykIa1YUq3hPSWm3bxkQmGpyGevlnwIb2mODp7YfHrLcnrFPqdyDLmW3Ktv2maUC1ShffuCLFKz0B9rXGmV9Xg6VoBKunIBTHsDj4+jYuC5uBaJrmrjSyLFNV4sKnnfw+V4TF1BKZGRX5WJaFZU1MfHPKNlMKZaYU5prBn4qkIXjkhX6efiXzzqsvdfKJG8oInIE/e0e/nhWijtPWk+Job4qqU5iunxECUDM7NTT3Nh7qW8T6NWkgzZJpXdx1adGYe+4dwWB7VogCwOHOpNimo6BlviMqOlr/AYz9f0XyhhD1S4m7y/5WAsEnmWSSSd4yJsWoSSZ5h6OqEke69TGl1X+7oZsl/gTFBQkiripkWSCEyEk/aSgw+c8PFvD9NVH2tiaZUe3mtlVFuGQzY7I9TkPL9JUgFddhdY10YOzCevZF81jpO8lC55D+IYOfPN3FnqMpZlY4+MBFaYpDbnQxfmf8OENpwb2/amFgOFpsx2G4asksXmuO09yVJOCZxr23FRx36ZkQlgUedfh8TPC0WBZIFTOxHC5IJ7LT7UW3UlbkOWUaWUofX6hKpi0QNnnesa/8snwHyln0VVRhoL/wYFaIAjD3b0abcTGpwjmZ7YYacV7/efRX/giSgrr4RhKBU4t5km1x7dJ86stcbDs4RH2Zm0UNXrzqqU9gXqKF5Au/I9WyE7mwmsDKO4kGGzmJdjohBCY9EROEREFAedMybYQAWVEyZtKvo3KgQzKxWnbClt9lJhhppOd/huUrgoq5Y+4NRQLX0S3E1/woE4WlOHBd9hESlUswJuiZko7H0Z77PnTuwQIsRUO59P0knv5Rdh5nqAxplBAFwPM/o2BxLT/bahD0KbxrYZCSfJXqYo2WrpE84/deXIRTsVm/O5YVoiBTKS6pW9x1WSnxpIksC3TDZndLlHflHya97qdYsUEcc1fD3KtJKHnZZcvyJP71zhp+v6GHKxaFyPer+FwylSEFtzpWwJECJ1RX9IYYWPRBIhEfPrdAUyESt/E5BQ45d/mUKXh+V4xHnu9BluHdFxdzXr0LVbIJOG0+cGUp//FwWzbybdXcPMrHMWsXtsUNywvY2zqS9qsqgvOm+tANmwfXdREfNhv/3O2V44oCOhI9EQtJQLFfRtgWbk1QGnTQeUKEWVFApT1s89fXBsGG5TP9lAel077HLARdEYtYwqQ0KOPVpNOmvhq+Uipfvo/y3hYQEvauXrSrP0Vc1V5X2uxxhIDu/jiff6AnW3Ew4FH4yp0V5J1m8ORNqeR5AtGhKEvzj7H8MpM94QC/3ZLk6a2D3H7BxNOGXdrY45AlcKkSb9Q3WTcF3vNuwGxvYre6gPV7R+6Zl/YNMavGw6qZp/5GvR0RowZ/HItvQCmoQj+8FWPvevxTFhP31+Fo30HyiX8bWWjrn3Df9g1izpK3YI8nmWSSSf52kO+55563eh/eSvKATyQS6cnRjUlOisejEY+nTz/jW4QkCVp70mzZHx3z2+VT07h793DMM53HXx7gmVfDeD0qhT6JwMAezL/8F86mtVw218sNl9axaFYpPsepG9+mUHHWzQXVidDjJOov4lDVjVTWllMw1trlDUEkB5GO7UXqPYwsCWS3B8vONL6FEDiEjtOOo3bvxTh2gNpijQMDDg4e09lyxOCiaRKS49TG4Ue6dJ59dTBnWvOxJJcuyOe1lhgp3aIzbLN0mu+UcSNvxP1iOX3IdYvQ3QVY+dVw/nsxi6ejnkYfcDpldh6J50RaFPhVrlkWwiHZOF0q+9sT2fRMVRH84/UVBE/vqT4GhxXHevGhjIgxCrl0Knp+feY4kEl7ipEaV2A3rCDpLMKeQNKIU4GqAoULZgaoL1JxjVPdbDR+a4DkU9/HPJpJb7Sj/RgHt+CZupCUcnYRUslUiv9aM8DPn+1l7fYwSR2qipxoZ6PcnXI7Oi/vi3D/c320HYtTHlLwuJSz+ia57RjWCw/kVHMDsGQNuX7xmNQSb6KdxKPfHLmGlolxZBvuaYsndN4kSRBvP4hrx8PZaWr9IoyWHdixTJSHtuh6JG8+xqEtuQtbJmbDSgbxs2San7WvDrBhZ5irl4S4ZH4eAbfMuy8uprHMgSIL1m6P0Nqde681lLv5xZpj7GmNsfNwjNdaYtw0dRDvmq9ip+JgW1id+5FVFbtsFrYNqp3GPXiYwt4trJhXQHVFkMoCjZBHoJ7EDs7h9mB37Msck7+YnXM/w73PqDz9yiAbdkYoDGr8v0fbef61IWbU+Qi4Ru6RVw4n+elTnaQNm5Ru88r+IWbU+Cj0ZVIYi/MUFk/PY0a1h8sWBlk23YtnnPtdkmB3a5IFDT7cmkxjpZtVc/LoCad5ekt/VogCuOK8/Jx9iOuCtgGLp7cM8pMnO3hm6wCdAzrTq7y4VZvGGi8v7Ilk0zNvubCA4qDGF+4/QlNbgv3tCf6yfZDzGgPD/oHjkzQk/vxKmB8+1sH6nWE274syu85D0GlincJrzxQOlJp5qGUNyGWNKItuJBlqxDqDCL1T4SLOQ8+H2d85MmCT0i0K/TL1pWfx8nsDUfUhPC/+FwW7HiT/6EYajX00LFnCn3carJo78aIgLk0mnDBzhNwbLihk5ZwA6dRE6mJODNOZh7dhHg+/5qStN3cALJm2WDXHT1wHhOBNyKx+U1A8PtTCKsyhHhzVs0ms+RFWbytmRxPGwZfx1M8h9ZefYSdG/DUxDZSSesxgFd5YK1rnTpyJYzidKinZ+9YdzOvk7d7eneTtw+S9MslEEULgzpTa/T4weOLvk5FRk0zyDscwLGpLNNyalNMhuWpRkLwdP8Esrmf7oSixpMVrLXG2Hojy+783iT/ytawvUfIvv8C50sSedjn6BCIiYmoB8oLbsOfdSDKtUKUIHNLJ08deDyI5iPTkNxB9LcMTJMR1X0Aqmo5qxFCaN6PvfAbTX4BatxDf9t/jjUf4zKrP8Mkn/fRFDLoHDMpOI5QJMU7L+YRJ+9oSpAxO68X1erEsSPvKEfMriSRh3Y5B9m7sYsWsAPPrXLhP4uPtlCz++fpyHn2hl11HYkytcHHzikL8wwJjsdfmEzeU09aTJm1YVBVplJyl57whe1CmLMbYtXZkYvFUhiqWoqYiaIpNUsnDtm1068yrSdk2pCbaiRrqwuw+krt8KoY12AElZ25Cq8iCF/eneakpysq5eVQUaHQNpNnTlmJOrQv3acSxiSLJgic29/Gb5zPf5r2tsHFPnG/fXYLXfepIvvEwkbCCFdC5P2e6FShDGqeylh3rHyMmYqQzKSsTMO8VksBMnbxagtqwFLP7MELVMuk9+kiaqBQooqC8lItUiW8/3Jmd/os1x/jUzRXceVF+Nj3LNG0WNfrGGNu7tMx95XbI6KaFYdqE0u1j9sPY9SzqnKuwFR+OI5tJPjMStaUVT0G66jMkZd9JjyOqFuC++jM4+o7QqVTy77+KoA8LN9Gkya+f6+Kyhfn84fkevvFQK99+fw1u1caSFP6yfUy7ixf3RJhdWYBpWgjbJuSVSKZlkmkbyxKEk5moNZ9zpIqgjcSGnWEOdSaoLnKS0i3WvjrAqrl5FATUrFB3yfw8SvJGIlTTluD+53qoK3XxzNaRFN6X9g0xtcLN6nleqvNl/u2DtXSHdXwumZI8hf9Z25NTaNOy4dlXB/jAZYUn9SBr7dN5ZFNv9u++iMHPn+nhC9f5QDt18YGU7CVVMOuU85w1Rpqj4bHftY7+NJIkxniEnSuEAKv9NcSRUULtQBtTw8+zcs51Gd+oCe5axnS9gKXT/fSGDUryVaoKVFyawthhqrPHRMaI9DGjqJS/7s39bW69h7U7ozy8sYc8r8J7LimmocQxIc+stwIhBP7oEfS9GzH7WnFdcAfJZ/87Zx47Gc28w7TxBSZP32skHvl6ti0lF9YQWP1Rwq6qN33/J5lkkkn+FpgUoyaZ5G+AsjyFL76nij+/PEB7b4pVs70sFa9i7z6MsfgO4u0WHX0p7riomC37I9C+eYxBdnrXWhy1S7C1fAzr9EOapmUDCl4HjNdi1hQQWCSN1+chJboPjQhRkIl8ef4XOG78CtK+50i98BAAVm8rRutunMtvI7nhV4R2/JpLZ36Cp3emjivyp6Q8pFLgV3JSgVYvzKdMi3DfLTZOTeFA1I/z9NZFbxjRlM2XftlKbyQzAr2nJc7li/K548LgGC+v4xR6bD60upBouhCPSs51tm3Id9nkV6k5006GQ7JwxjrANtE9RSTskSgCwxZoC67D7mvD7GgivPQjPBmexdqf9lGUp/D+FQ5m+PaRzJ96yggHW0hIkgS2eVYm6gDC4QJZBTN3pF7Szi5UT8Xgpf0xplW5kQQ88FwXAGtfHWBevZcPXlFy2gjCiRBP6DzyYq7AEk2atHYlmVF75mJUUvKizb4M/dBmSGUMqW1PCHXKonFNyYUnBKoG+ihBSdEQvoIJbc80LKRQJcKThx3LiC76kW04V92F2fXfyMW1JDc9hNnTgmvlnaS2PI4V7kIqqiW+/CPsa0+xqWmsmLV22wAL6koZ/aBNLXNywwUFPPlSP5Ztc+n8ICG/wseuK6dnMI1bk/G6ZTzK2Ap7wl+EJaloepj0hv/J+c3qOog60AoFM4FM5Tx58GhGlAtWkHDkY9sQlwNQNI+ubhPdzL1mQ3ETdThiLhI36R0yqcqXSOk2If9YEaYoqGZTmWK64AePd7KnJc57LilmzSsDbD8Uxa1JvP/yUhbUOZGFjcBm6XQfBzsSNHeNiHrz6z1ctTjIsf40AY9CWVDJMb8+NmjS0ZtCGkdsf3FPhFVz/DiEiV8Df1GmSSgLm7QxTppf2kC1U5iMLyz1hseOku8/miCSziPgPDeFViUJvMlOiHSB5iXtLcNSNC6bFmNfW+68y6Z5T2nuPxpLSAwlM5qaS7bekGORZBmzo2lMQ9zVtYvLr7n9jE+YT7WZVa4iKtThRd+kEx4oZX5PE42lU2jqzHwvq4tU6kpcfP2hTBppJG7yzd+08n9vq2JGmfIGxbi9sfgSbcQf+1Y2ilMKVWCb4wyA2DbK/CsxR4v8sopU2kDqT9/J+caaPc1Yxw7grsknLt65EVKTTDLJJOeKSTFqkkn+BjBMm/I8if/vcg9GdzfWum+CnsRY+RF+ui2P7W39XLWkgFf2R1g2PYAtjU1NEJoHuf8I0p5f4V18AzFvzVl5PyiShXvgAOlX/4ydiOCbfSlG+RwS0pmnS0kSkBo7rmtH+1D0KMlXHs39wUjD8cZkrJ/CCptbl7kpzHOgj1lLLl6HzRffU8XmfVEOdSRYPjPA/Px+fIOHSO9ah9l9hIXVc1DL72BIKz3jYzkb2vv0rBB1nGde6efKRXnkncLc1rYsPGNtZ84IlzkILz1MfNc6sG3U6RfgP+8GIs6y7DwiGUEKFCHNupTHmqfz9NZMJ72lO809f0zz73fkU5XqJqYVj1m/YUNLj0FPxOT5XYNYls31ywuYUqxOODXlOAlvJc5lt5Dc9GB2mtp4Pkbg7EanDSEzs8qF6lB4aF1Xzm/bD0XZcSTO4gYXjjOseHUiguOm1Lnrkc5Sv7UsGyNQgXzTVzH7joKQkQpqMNzjV5WLe8pxrf4YiTU/zAhSioZr9UeIu0sn7I+l5RUQu+wLOHY/jqNnP1bdMuxQFa4b/wXiGYHKjodJbPgVjhkXInmDDJWcx4cfMLh3dS/lvrGV5ioL1DHvHo9qcel8PzVFGn1DJlY6hrBNfvR4e7bPHvDILPq7KTgKq7F7RiIpnRe+F7NnH5LigJq56E251UCPR4e5jEHMNd/D6NiXWVTz4Lntq0ScFaiyjWlY5HllJImcqCG3JmWjaxRZ4HNlLqBLtVk8zc/W/UOjvIpk5tX7shFPzd1p9rTEmVLmoqUryfZDmfddPGXxg8fa+drdNVTmS1iWzbLpPva2Jdi6P5MudOmCII3lTtyqTbHvuHiZe97SukVvWGfxtLHv35oSJ9/9Qzs3rShkStFI9KJhWFw238/GXbmi2+r6GHJ/BPIaxqwLoCAwVvSfWu7CJ2LY9huXDifEsIiNlXMdhADfQBOxx76VFWMd86/Enn89C6d4uCsh8fstKVRF8N6VedSVTGyfemKC+5/pZNeRGDUlTu6+rIS6Qvl1q2uWZaEXTUN57ancH2oWoTkcwwM+Z86bLfol3GWUVMX5rLSPznkV2O58CkqL+Mz9R8fsx+HOJKV53rdllV27rzUrRAHo+1/CMftiUptH+dspGlLxFJLuYrSrP4Wx4ymEvxBlwbWgOJCLarEGu8AaEbHsVBw5GQbXpBg1ySSTTHI6JsWoSSb5GyJmOZEKp+O+9esc7jb46qMRBqMZMePBdV3cvbqEjr4U1pwZCKcXO3lc6BFoC68iuek3WP1HSba/hu+WL2MkogiHm7S7CP0ko+En4g4fJv7wV7KNs0T7PpyXfhCp/hLGyRQ6JZYFckENmW77qBb2jHchHBpCdWKPMvnOHMqwl9SsdzG7NkSRX0aXTh4ZpVkxlMEWiEfwBEq4dmEl9iI/wtJxNu8nufFXWa8I4+DLWJEetGv/lZQ4u86VgYRuZsSv06WHjOe5IQSIE8/HG4wQILdtJ7lzJAVP3/s8UqgCx4wrSdsqigzG1scxDr7EkL+RZ7dFctZhWdDWZ1LtisE4YtThLoNjAzo/fWokReu1lla++J4qGorP7NOUNiXkxlW4i2qxw10ITxArVENUOnnq1anQDbhghpedreP7CUaTJt1hk4pg5l6TJIGQJCzTOiMB1+1SuWOFn58/N5LKFfLJVBedeVRUdt9tBTxlmX/HOckuGaZNvHwJntsrsGN9CE+IuLt0QpGRx3HINqKwAnPlR7GMITTJIqV4MWwZV6GOXL8F89DLoCdJ73gGq2Qaf+haRFq3iadheVEvT7mCRBMZp3m3JnHJbE/OsyEEpC0Jr8Nmfq0T0wZVcvHlh47lXJ9wzOS5gwrXXPN5pL5mSCeQ/SGSa36cSdkElIalqNMvQN+7KbOQokEwk5IodTWhDwtRAJHp1/HKHomNB9upK3FyyYIghR742DXl/OhP7ZhWxnfttlXFPPZCDwDvv7yEoGv4+bQsqosdvO/yUgZjBrKA2hIXpQGJ42pf/3Ak5qxaD2u25FbCBGjvS1GZn3nX+Bw2n7ujmuaOWKaKnkdCkgQ2gpO9XEuCKspwRbzaEidHjmWiqoryVMoLNNa+OsC+thb+7YN1hEYFEk7xx/jy1YI/7XNi2zbXTE9Ru/fnELjxpPdCVYHCtctC/GlzH7YNQZ/C+y7Nx+2MkzjpUmdGOClYtzPMtgNRZtW6WTU3SJEncxP4jV4S636aFaIA0tuexF23AJE/i6sXa6ycYyFkBYfTNaGoqLQt8d0/tNHemxEsm48l+fZvW7n3rhqKX6fWYFs2omw6esMq1APrM9OKG7GmXXzWQtS5wEIQzWvAlVfNFCuNrnhJm4KgV8n6ER7HoQhiqbdHld0xnBAtaMcGsAa7cF3xT6R3PovkK0CddwVRXy2WZZMuPQ+14jwcehhrz3PoO59F8odwXfw+Ui8/ihXpAQRSfjmW5kEIgW6BQ2aMX98kk0wyySQZJsWoSSZ5h+MgjZLoAclBylWAA4NU2sLrkrh2aT6/3dBDSs80hNp7U0yrdBP3Bsi/+R7Mtp3YiShK6RT05h1Y/UdBSLiW307ika9gRzOdI3XhtYh515OWTj+8aXXsyxklBEhvfQJX7RJinHnr3QpWoVzzeexNv4BoH8xcDbMuJ4of98q7SD35vey8whcCy0RddD3Mupwi5dSCkcOKI57/Oan9f81O0674BImqZTiMJHY8nGtaCljdR3DEe8FTeWYHIsHhbovf/OUYvWGdC+cEWDU3QJ528kZqeUilLOSgo28k/eXaZQUEXLypqYKyLI01nAbM1t04pl9MGhWBnRUz1WQ/QV8jveHcKC6XFUVSxwqBsiyxZf8QseTYzuCTW/r55PUlmGdYxSoh+UmEZkNo9hktdzKCHpnzGtxs3uvhteZYdnpRnpoRTgR4U8ew+o+SMiW6pFJa0/nUlTjJc07s4pimzbsWBCnJU3hhX5yqkMSSaT7cbuc5K6phWnYm2u14xNsJp10IGEwI4mkbr0sizzlWRLXtjHBqqD4MABsUYSLFelCW3IhdMwf98DbSpbPZnJzG4xsy9/O6I27+ufhFvrGigRa7HNuG2pBNQUAmPbyJWBo27gqzbucQNcUObllRQLFfImXKDCXGlkoMx0wGCOIsCqDZCdIPfw578Fj2d+PAZlxX/jNG216kUAXq+e8m5izOyLvDghWAVT6H3w8sZO3uzLVvaouzpWmIL99VzXn1Tv7tQ3WEYyZBr4JhmhQHiih0pinXD6BGPKT8VRioBDWbxQ0u+iIGmmxS6k4QF57s9a0uyjwf3YM6ZQUahzpyZZsTK2B6nDJFPoEQ0Npv8tgLfUQSJlcvyWd6uWNMkQOfZvOlO6v5/YYe5tR5uXVlEW29KWIJM5t+alpwbEAn5Bk14OBwM/XIffwfxQIE1sZhg6DAyauHOWWbG88Pcv50L9GEQVkACpxpElLwpMucCbot8YPH29l/NHOOmruS7Dwc49O3VhBw2JAIY/W2jVnOjvZDPiRwcbxw2kTT83ojZlaIOk48ZdHZl6bYe/r079OhegIklr0fc/bVCNtA+EuQHKcIe30bkcYBkgOsTGrnnZcW89UHWrKVIYuDDgQ2BW+DKrvjIULVCF8o45F3fJq/kETVcuSa5egIEoYNo4QkywJrx5PorzwGgBkbINF1BOeKOxHevMx7RE9yNKrxyEvdHOhMs2q2j+UzA+NWuJxkkkkm+d/OO0aMamxsDAG/AuqBNHAA+IempqaexsZGG9jFSDP6zqampl1vzZ5OMsm5w5PuQ3/uh6SP7gFJxnXVJ9AjYXj1j+TJKhfMvZ35d87hs7/qIqXbBL0KU8s1FAERVwVD1ZXsOdjNBc/dk63ApdTOJ71vU1aIAtC3Po5Ws4B0/rTT75Q8TgSVrE6oitp42Aj0ktmoN34N20yjuHwZHyrbJl22AOfN92C27EDyFyJVzMBQPKRlHxPxpFUj7TlCFEB63U/Q3j0N3eFH9YzTiZIUUJyo6LiGWrEjXQhPPulAJUlxco+ijgH46gMtWe+eRzb1ktJt7lgRxDpJVINLsfncbRW8cjDGwfYEixt9TKvQ3vQ8DMuykUunYhzemjNdKqjK+sXopsCz4GrMo6/h3Pc0/3Dpar7+SF921xpKFKrNfZja0nG2YONQBPo45QFdDuncmMuMQlEgnjCQZRlFFtnNexSbD19VwpNbBth5OEpdqYspZW5e2hvm7+bGSD7yFYj2I4BSd4DBBZ/hgXU+PnRlEeoEO195+X6mmYK5DUFMy8YwzsyPJpIWdPTruDQZv0tGNywK/RLiTMMQx0PAwR6TA0cTvLR3CK9L5trzQ5nItVPspGqnUF97mtQLvwFspLxStBs+R1gUE98XozTUT3Geg6tWFCL8N1PWd4jSvt2IUCVGqJ6UnWmaCCH4w6Zu1m7PCMJdA2l2Ho7znQ9UE3DZXLE4n58/PSI0CQFlIQfKcPqkbCYw8FPDBgAAIABJREFURwlRx7GQkW//DqakEUPJRrOJksbsPANVq3ju2VwRojei09qTZkaZQsgNIXemk61ZCSpe/AFm83YsIAVoqz+GVXMhwjLwNG/E8dx/g2mQdvnwXPtZYoF6bBvK8xU+dk0Zv1x7jHdfUkJbdzLr1zS3zkNVgYPxOvIdYZvv/L6NOxfZFMuDJMJDtKkV1Je6ci6NbUOhBz56VREpIxPV8p9PtBOO5Qp5Xlfus5jGgWfVhzDW/wyzdQfCF0J710eJD5eyFwISekak9DlF1qdKsi3K8mTIy6T9JTn7KL8T6Q6bWSHqOK3dKdp7dQJlCrbqRC5rxOxoyplH8hee9TZdDglVFlnD+uN4XWdelGE8bNvGqamgnXmhhbcbU4oV7r2rlr2tMYQQOB2C6ZXu01ZDfasYcpbhu+4zmAdfwuxpRW1YglE2G8OCzFjI2P12mBH07SekVVomctkUEk//GGugnej1/86/PNjNUDzzjD3wlxRHe9P8/WWFJ/V6nGSSSSb538o7Rowi81X4dlNT03qAxsbG7wDfBN4//Pv5TU1Nb2TRkEkmeVsjSzbWjiewju7JTFAcmPEY5oafApkHxrvhe6Qu+hc+fHkND20cZOk0P4HhSBwhBH6nTXFJiCHpDryb7sust7Ca1CuPj91gtBfyT79fUtk0cLhgVPqctvQmhnh9phG65ALJhTEq6EoXDvTgNKTQdGx7VDW/ibb30vExk+xUDGGkMBQJShpRG5agH3gp+7t2/m3orhDO5k3E1/w4uzHHouvR5l0PjJ8a1tabGmMi/ezWfq5YFMR/igH2gBMune1l9TwfximihVKmoHPAIG3YlOar+LWzr25oWTZiylKkPRuwBjLRIlJeCWrjcsKMjNqni2agXfNp9JcfYY65jW/dUEtbWMIr69SkdlFYVkFU9o+5HqZps2yGnyPHUmzcKbLnRRJwxaL8c1rdKp1M8tirQ/z51Rh+t8wH3hWisdKDGN7pgGZz/bIg8+q9bDswhG1b/NN1pbDv9zBKsLXjYWoHN9PafSGdAxZVwTOz7E2lx0b5nI6OCHzrNy0MDKfGrD4vn9oSJ09tSXDT8vzXPRIfTgr2tST47Ybu7LTdzVHuvbuWqryTH582dJTkcGEBAGuwk9QT3yVw/T1cPMvDihkeNMnAGT0KvQPgKyBdNBPDzu3gx+Ip1u3IjUxMpC3ae+L4Kz0snOIheXERf9kxiM8ls2pukLoSDWXYc0xX/ci18zGPbMtZhx0opSvtZn97iv6hBNMr3VQEZfRgHY6Vd5P+60MILCTBGFFbHid3VgkfJdW8PWdaav0v0N49GykdI/XMyHvCTgyRevI/0G79JknJiyxsLq6NM3vZAWy6+c61eXRGJJxOlbzSIM3dKUJ+lUKfyMr5QsC+tjj3XBKjaNN3IJ1EbVgCBRci6dUkHKGxWXu2jSZnlv3w1WV8+3dt2ffDqrl5lOaNNZmLaUU4Lv8UjlQES3ESkzMRXULAoR6THzzaTl/EoLJI4+PXl1P0JlvknOy1cPySJB0FOM+7luTGX2ENHgNZwXn+baSCtWcdmJPvhvdcUsz9z4yImqvmBigNqkzYWO0cIEki9xv4VmDbVOcLyoM+Ejq4VLLP4tsR24aIqwp5Xg2yLDGUPn31VlsoCJcfe2ikaiSSgtXfjjXQjpRfRltYygpRx9m4O8JNKwpO6fU4ySSTTPK/kXeMGNXU1NQPrB81aTPwkbdmbyaZ5K1HNeMYBzZn/1YqZmDuWTdmPt+xrdTOnsKX3luFT7NJm4LmHp0jx5KUhRzUl2oogSXIhQWItm2I4nqUqtkYJ3Tg8BdNaL+i3mq8N38J49DL2PEw6pQlpELjG94CRFKCgx1J4imL+lInJQEpKwRMlLP2YwiUjqnCJlfOwnBmVLchtRDPivfhmrEqUy0sWE4qUI0r0UV83c8Z3cNJb3kUd91CKBxnFF6IcTsJPreMPIEBdtu2MUZVtxJCoBlhYkkLzYggay5+8JzNlmE93ueWuefOagrPrpgcAFFHMZ4b/hW5vwXbMiBYwZBWnNOp04WGXrIQx3VzsRFUm0nqB1shOQSBOcQ95SftHFXkSTgUJ5+6pZK9rXEEsHS6l7I86ZxldDgkk6d2RPjD5sx5S6Ytvv77Y3zzrnLKQiMRHS7ZZkaZwuzKEKZpI8sCq7d1zPpc4SMUBC7GMC3gjYmcOBmWkLh/TTsDUYOaEifYsLs5xoVzAvg9MoeOpagq0sh3nX0HNZqy2bBzMGeaaWUqpFUH3eOu12Elobd57P72NOPQY2iqjW+oHTvai8Am+eLDWP0daFd+HKti6eiMGGQ7jaZKWfPv49iSCiLjoXTJHB/z6r2kdQuvSybkEdjDSoyBgrL8fYhUErtjL8LpRVt+O9HOZrSQxq/XprJC3qduqWBulRNz2uVotYspROLyMPz5pRHBsaJQo6pwnMoAJ/rWAaTiCFNHJIeQAkVY4REjfHuoFykVyRoc24aOf8vPsr8XFNSyvvJj3PPEiCH0P1xVyvLGEUF/WihNyYYfY6UTOC98L/rhVzH/9G1QNNzn3wp1S4iqY6si2rbNzHIH3/5ALV0DOj63TFlQwSGPf5OkbZW0IzS8cOa/wQR8/cHWbARXW3eKb/+uja/dVYV2kvVARjBJ6CBLo0QKIVBi3UjhDlTNgfAXEVVC4y7b1Z9k8TQfL+8bESjnT/FSFnIAFmmhIQqn4bzy4xAfRLj86L5S5MgxPNFe8BaQ8pZhiImn19m2zcqZbmpKajjWnybPq1BV6MCjnp0QpQoTYZvowvGGCEe2EDT3muxpieN1SUyrdFPiO+fBpTkowsb3+jMYzxmmaU04bTMlufFc/H6Sj30rO00qrsEariYqeYIo9tiqkooshr3b3r7i3CTvLISAwaSgvU/H7ZQozVPQpLePQD7JJBPlHSNGjaaxsVEiI0SNDt9Y39jYqABPAfc0NY1TL/okhEKTFS8mOTWFhWdnhPxmYhsOouWNGPszgpSdjCK8BcD+nPlMVz4BF5SUe9ENiwee6+K360ciHRZP8/F/bqnCX7oIpi8CwCisIvbw17DCx0BIaMtuwVkxFbdrguchNButZsS752SJGkd7ktzz60P0hjMdQknAV95Xx4KGc3O+bduLetu9xNf8GKvvKErDYtyr7kYuHB0C5oOSEX8oF5A+3Ap6csz6SGSqT514v+xri9E1kKY05KBzlP/Tey8toabkzBQj2zRobu7mvzZF2XIoTUOZyvuWC65uiLFlODtlKG7y+429fPaOarRxUuEmTu6xT2hQt3jEU+ZksXDHy2cXFmY+QSvnnpmnjG3qWOFubNtGDpYipLMTfvq6elmzc+x1PNiRZO60sR350SQalmEcfDlnWn/5BQztMqkvc49bWexknM37pb03STql891rkhR2PAMIUnOv56FtAzy3LdMxcmsSX767lmTaIhI3KS/QqC1xoioTuycG0zGcjrHzOlWJvKA3a4w9Gv3IIQxj7OdXLpmC5lBI7/oz8RcfzkwUEq5LP0Ry88OknvkxeR+YgZxfTm8kTVtXClVy8Z4LA/x07UjFq6oijd0tCQqDTmZUZ56dvGiC+NH9pI+0EnP4kIsbKKos5dhAmk/fn+DiWR/i3QuPIXc1kdr8B5TYAF5vIV+49l/5Pw9mhI3713Txg39sIM+ncjy68brzk9SVuth2MMqUMheLp/upKnGR0i26B9MokqA46MCmmpTiyFTzPH68sy6lzSxk00EHeum/cP7CKJXbfoQYOIrwhnAFC/D4Mtux0yrW1GUY+18EIRGecwcPPZMbpfHTpzqZ3zAVgIICH0q8ByvSg1zagNl1GPN4hKyRIrnxVzhVjfzG85HzxhYPgIxmPgvo7E8Rjhpofkem6qhhcbgzwdHeNAG3TH25i6A3N/W6eV8kK0Qdp3tQJ6YLKkpG2lOJlMnRnhTxlEnQp/LS7jB/3NRLwCPzvstLmVLmItmyB2XNV7HSCVKA3LCM4Io7UErqx+xz36tRgl6V2y8qoqM38z51OiQqCp1ojuPvAB+QeQfZho718qMk1t+fXYdr1d1oi69HKBMryHGckomNxWRJ6RZDcQOvS8bpkLFNHaN9H2Z3C9ZQL1qgCKVqFkrB2VX8PM7zuwb5xkMtWfEp6FP44nuqmVaVMdCGt2f75Z2MHViK8t5vY3YdRHIHsIUEViYSyug8SPXcJA0lLg4cG3mGb18RpKrEM25k5duNyfvlncGOQ0N87cHmbBTeZecFuWVFERVF5y78bvJemeSN4B0pRgE/AKLAfcN/VzU1NbU1Njb6yfhKfRH4wkRX1tcXnax0MclJKSz00dMzdPoZ3wK8i2/FPLoXOx7G7GjCdd1nSBzeko30EU4vcu18XE6Fnp4hBhLw+43dOet4ed8QB4/GqAyO6nRKhThv/hpKtBtUJyl3EbEoEH1jz8Ouw6msEAUZn9D/eaaT8jyBdK5GED11aDd8GYeVQld89NsynOZ6ez0FSP7C4eo5w8hq1tz3xPulP2Lyx7/2cOMFhaiKIJ60CPoUCv3yGd9bIhnmu3+OcLAzc413t6T4UpfBt25UCPkt+oarcx1oj9PTH0eTcs+jEJnIqrfinSdj4Bo4iL71cbBt1IXXksxvwDiDT5HTHELa/hjp7U+BEDjmX4k6YxUx15lVgcvsj0WhX6Z/KLfjH/BIp70u7vJZaOffSurlx8C2SM++llbXDD5+fRF2OkVPz8TGQ872/aIKiU9fGCew5iscH23vLLyQ57aNSL+Lpvl58LkuXj2YifwSAj57WyUzytUJRU4ENIkbVxTy3YdHTKG9TpmKAgft3THc43jBePo6MA9vRVt0LalXngDbQniCaJd8CLOvjdSLo8qm2xaJ9fejLbuZ1MZfkxwcoCMW4Fu/baN9WLT9wBUlfOiqUtq6UwQ8CmnD5o9/7cGtSRR7M1Ffastm5DX/gYuMWGyWTKfrok9yoF8jkjApdhkYT38fY7SAHO0hlDoKBDJ/Jk2GYmmO9SeRBeS5BU5hs6hOY9nUTOU12zY4dDTKw5v62LBzEIciuG1VEStn5hO8+V7SG36B1deG0ric1ul38dmfHMmmoD4h4N5bPk/9uk+jXfkJ+lMO7OTIdXedfxd63UoOxENsbfew+jwVVRb8bmM3lpWJSOsdSFFd7KKnZwiny4sZKkcpn0ZqVNXL7KmNDZLqOExMP3l69L5One890k48ZdFQ7uJ9q0vo6Evzw8fbs/fHshl+/v5dhTkRT65xdFanQ0IRVvZeTpuCR18a4InNmciyfJ/CLSuLGIwZDEQN7vllM9//QBkFL9+fE1lmHngRY8oiIkrRmLS8eXVu/uUXzQgBBQGVl/aF+b+3VRIJj023BvAkj5Ha8MucaYkNv8SsnJf1vnozGEzC7zb2sHV/jIYKJ3ddWkKN1I44uofkqP2RCqqQr/0XEnLgrLZjIvHguq6cZ3lgyGDbwSjNXUnqS51MrfSO+36RZQkhOGXq9ySnwFUFNVV4rQFSv/kcculUXKs/SnLTQ3gOreXTF1/J7i6FtkGZWTVu6ss99Pe9/Z1E3s7t3UlGMJH4yZMdOemgz7wywLx6H5rQT7HkG8fkvTLJRJEkccrAn3ecGNXY2PhvQANwTVNTkwXQ1NTUNvx/pLGx8afAJ9/CXZxkknNG1FWG67ZvIYU7QXGg+8tw3foV9O5mLKFgF9bhdAdIWcdNp+1xK4CndQtOMBhPSh7w12b+eBN0CyFgKDHWo2FgyMCwYJyAjDeNlHCB7Mo5TkmCwURmJ4JuC3OUBURUChK46hMknv4h1kAHwhPEddk/EHOXj4kCE0IwGNVZMMXHwxt7UGSBQxFoDomv3lXDmfqO9IbTWSEquz9Jk560D58rmRWjls8M4JRH0jVsBG0DJoc6kjhUiZpijRK/hHwOPT1cg4dJPnxP9m+zeRvOm+8lGmw8+UKjEALktq2kXn3i+BT6rAAtnR4G9SSVhRrlQXnCOSq24uaulQZf/E0Px7M0yvIVppSfugojQFz4kOfchGvqikxlQa2YmWTKtZ8LVBnyW9dhjrppB3Qno2/iqiInv3p2xOvGtuE/n+jkW++vxnmKdKrjCNuislDli++tZsehKH6PwpQyF8+80sfd7ypm3BeDrwCj7TXsZAzn8tsyG3W4SfsrULrWj11GTyI53AhPELz5PL81khWiAF49GCWVtmjvSxNLmujDETmamkl9dZpDGBt/lrNK+dheRF8zkpwpuKDI9pgKnwBi1LP3zzeU8/Nnutm8N4IswXXnF3DFwgCabGc77LaQWLcjzPodmcizlG7zy2e7qCrSUItrcVz9BVQzhenwsf75cI5HnGXDn3eZfOruH5CWPTAqsiiahodesnBpdTyyqRfIrL8038G1ywp49K+9+NwyIf9Iky2JC+/qj2PueBK5sBqzfV/usTmc2ONEqB1nMAHf+d1RdNNGEnDRvCAv7Rti/Y6BnMfnxT0RLj8vSG3BSPRhgU/i9lWF/Gb9iBj/4atLCThHHr22PiMrRAH0Dxls2h1mQYOPrfuHsG1Ix2Ljp3QmY8jCwLRzm6ilAcHX3lfDpt0RoimTi+bkURk6+YfCTkbBPuH9also0S48Ti9x4X3D09kMi6zAt6TeQVOXzr2/buG77/bheeVPOfNava1o/c1QOPfstmWLTGXPE4inLH63oZP3XFKM36PmJAwLkTG/X/tqL+GYyWULg9QVK6iSIBZP0RdOEfA6CPodmGco7v+vRMgIRcM4+DJmTzPOC9+L5M2n2O2isNCBpWgkhPcdPeAtRObdJwmBQxUIIUgkzo3gMcn4JHQ41DE2qrsvoiNVqqe83ywhSBvgVHhr83knmWSYd5QY1djY+HVgIXDV8TS8xsbGIJBsampKDKfp3QxsP8VqJpnkb4qEkgehvOzfSW8NwleDJElYVm5lrpBXZma1m9daRkaSg16FkqDKufYysG2YWu7KNHRGbfrqJfk4FcYVzc4VMV2wYdcQj77Qi23DtctCXDTHn2MIHfbW47npHqT4ALbTR1TNx7IgmTbpitoMRk0UWVCSp1Kc56CqyElJvoP9R+OUF2ismB04K5NxTZXHre7kdGl09mXSBBc2eLlsQd5IlTABezt0vvmb1uz2ygsc/MNVZdQWSOekPaIoEsbusREcxs41KJdMn9AIvSIJjL0bsn9HFv4d39ozkyPdmUqQkgSfvb2a6aXyhI7JsmxqSl38+93FtPToOB0yNcVOXNrEPo2maRNVhz3C3oLORrYyk6Ih5RVR4koyOinWGMcHZSBqYKZ13NIAhpZHmlOnK7kUwYGjcYqCKmnd5r+e6ODu1cVo8vhV//S8atT5V6JvexKzpzkTFXXDF0iZEo68kjEebcKbj2Wk0a79DAk1wO7mjpz17TgU5WPXVfD//jjin6Spgrl1HmzbRrJ07MTY0VnVSlJV4sDvlnlyj2DhjKtw7npsZLtOL31qGcVBkxuWh2jtTrF5bwTIRCE9sqmXqeUuZpSPnJ/BuM1L+yJjtrX7SJxppQHSlgNkBzISyfTYc59M28QGIjhf/C6u6aswK+ahqz7+umcIt1Plic19OfN39qepKNS4+7ISZtS48WknGIx7q3AufQ9arIv4I1/LRhgp1XOwhvqgZnHmWEUmEsay7GwnpW/IyL5DZtZ4eGlvhBk17jFV9gBiCZPRHmgyNqvn+5lb52EwZlAYUCnw5vri9UXGdlYPHI1z9dICtu7PXK9B001x9SLkwy/kzCcFijAY+02ybSjxC269IA8hxGl9fmxfIcLtx46PXDPh9mPpaYynv4cy5QLMygVYmv+U6zkTBiNxbpylMyO+GfexbcSnzWOvZxmdcQf149yn9njp3uMgyRLRNLhVsh/HnrDOitkB/rhpxExbEhDwKKR0i5f2RZhe5aZ41ID0sYjNF37RnL32LzcN8YV3V6Gg882Hu0imLRRZ8NErgiya6j/rKrj/W4jLfjzLbiHx9H3Y4W4ST/0A4fbjuulLDDnyM7fwO7jDnzIF244kePKlfvwemSsWhYindDQMZlS5UJR3VDfybwaPA2ZUu9nTkhsVWhJ0nFSIEgK6huCh9V0cbE+ybIaPqxbnZ4saTTLJW4V8zz33vNX7MCEaGxtnAg8BaeCu++6778P33XffaqAJeOy+++77MPCPQAvwmX/6p38a6yA4ljzgE4lE+p38rZjkTcbj0YjHJ3I7vb2wx7mpJWxm1/uQJMHAkMGCBh8fuSozov1W4HNKzK7309qdQhJw68pClk33nlkFHiEhJHFGDb5YWnDwmM6RHh0hy3idEqPHgHe0pPj508cwTBvTstnTEqe62EVFKLfhpQuNtCOPtOQarjIl2Hc0xbOvDvLrtV2s3xGmrTfF0ul+vJqEpsrkeRWKgw4qCzR8zswytp0puW5x+kilgENHU2x2tI5Eeqyc5eWCmX5Wzc/nsoVBVs7y4hyVQqXbgu8+khvSPRQ3qS5xUh5yMI71zxhSySTNHVEikQR+NY2qaVj2xEfOhRAoHTuwug7nTJdKpmBWLRr3fh1nJTiG2rOl2/fV3M4TO0c6pLadKfW+dEYgW2r+dFhIuJwOSkNOCvM0VOXNNR6XJHDacWQ9iupQ0Fyus3q/WJaNMy8fSVVRa+cBkO+yWba4jnV7dCwblk33s/1QNOfRWDjFw8r+h7DW/Qip9zDOqmno8sl9y1QZykJOdAMEcNnCILUFJ++AmEJFlM1Am74cZdoKxILriTsygp3k0NAKyzE7m0BPIfkLcV/5cfTS2cS1QrAz6QfbDo6ks1QXO1k+088FswOc1+CjrtTJ372rGBDsbEnQGlFxTV2E++jmEZFLVpAX34Lq9rJkRh4WEilfBWV1NcipCFLdeSgXfQi1oJyL5gaoLnTwy7XdY4SYPK/C7BpX9vwNxDIRWu29udfronl5VOSPnBPbtnE6HTy/K5wz3zXLQgTUFK4tv8Q89DKKKmOWzuIXz/ZQXexkd3Putbp2WQFdA2n++EIvz+8M4/U6qC5yYoyq+mUIjbQzH8+0pailU1CqZiHySpDqlxJ3lxLTBS8fSPDg+j4G4hZFQWdG7Efi2VcHsMlE0MWSJvGkRb5fZV69l/On++nsT5HSLW66oAD3Cal5kgC/U1CSJ+NxCE58E6RMwfqducc/s8bDYNTg2ECaAr/K6sUhop4KvNEWRLQPFA31wruhbDppcfKPkm2P/307EVN24qqdg9m5HxJhpFAlzmW3klz3E+z+dpLectrsUvpMN05NmfA741S4rSHKtv4Q9cgL2PEwSncTJcnDuGacj9uIYPU0j8wsZe5TXT2170pvXPC75/t44LluDnSkqC714NYE9/3pGA5VZv4UH/1DBuUFDu5eXcqfNvcQjpnUFDuZVePBM3zthIDN++PZtN3j1JW6+NkzPcSTmXepZcOWAwlWzXTh1M7MW+tsEUKAJCHL0jmLLn0jsG0QgUJc1TMQmhtlymIc599GxFV5+oXfhoxu7woh2Hwgzn/+qZPBmEHXgM6Le8MsnZ7H2u1DRBMm06o876jr9beCwKah0svOIzFiSRNZglsuLGR+nYuT2YQOpQRf+J8WWroy7/WDHUmO9qRZOt1/VrYY79S+0STnHiEE7kwj4vscD/0exTtG0m5qanoNxrR3jjPnXO7LJJO8kwloNrdfEOSGpUEcb3GYrsBmSpHMF+8ox7QELtWecDi7YcPRfoujvQmG4iazatxU5p++EltcF3zvsQ6mVXrwOGXCsTipcid1BZloGk1TeGFPz5jl/vpahJWzvKRSJy//nDAEBzsS/GX7yLt25+EYm3ZHWNzo5Wu/acWyMh1sSRL8pS+Fxykxs9rDI5t66R/SuemCAmZVaSdtUCRkP5fOlWko99AZtgj5HZQWuZFlCGR1lNyTYJgwODR2v3XDnlBAz2A0zRcf6Mp21muLFD53rY3Tn3eaJUcwTQt55iXou54bSZ0REsrsy0hOsJKRZdlIMy5G7H0eOx4maihAbgRGbzhN2gDXWWpKHimBpCdIOvLRxwaJvC40yUAMtKL/9QHEwFHMKRcyMPsyDFfRWZVA1/OqkJJxktvXZCY0vUBZzW7+88OfpCfpoMAnU5pfzY//1EFPWGdRo5e7prQibVwPgNm6Azb9D+oln0C3T94c8Djs4QghFRkLZ7QZug+C5sUumkJcza1+pqOiuyvGONgnZD9a9RJchXXY6Ti2r4iwlLmHVGEim0mWNbo50B5AkSXOn+lHUSRePRhhzZYBNIfE52+vIm3Y/P/svXecHMWd/v+ujpNnNszmKGmVc5ZAQhJRWGSwsQHbgH3mgu/7u+Q7v3x3OPvsO3998eu7czbm7MMYk0wGgYQQQoASymmllXZXm8PspA71+6NXsxrtSlqBbDDs89/UdKiu7q6ueurzeZ6//XFjLmUv6FP52nVfpuS5v0MUVKAuvwslFEbtOUwhJpdMLcHwxdjaXECiYR7FMZMKzSTguuiDGmpTagIcbctPa6sv8+X1RyG/wpwJYXY1JkmkvYejpsRkSo3f00NLtqCke5DZFLUFs7jnmgo27uzDcSULJ0cwDYUtR12uCBYgB7qxXn8M/7TLmVIT4PV9/SybEculAHopeZJn3vDE21NZlx8+2UptiZ/6ovyhkJTQb5YhasrRZQZX0bFdgUTwy/WdvDDYH73VOMD67b3ce3s1RUH4gw+V89+/aWHH4QS3XFLC+h09fO1DLux8HK21hctXXkaydCaBEbhKVUiCiUbcY7uQdha1ZgYDkfE4gwR1VZHKLcuL+dX6DlwJ5QUGt60q5VBrilWzo9SXmURNsHxVJIo+TyDTgekzcAJFpNwLQwhL6bm7Bm76CmrjRgjHST38D+BY9Cz8NP+yq4G9GzPAUSqLTf7PDZWUR8ToiPEzIJRtJ912IK9MdBwibLWjz78GEYhg7XoJJVqKsfzjDATKzvqapvcJAAAgAElEQVTNSrsK//X4cfYe86Leuvr72Xc8xdfurKMn4bC3qZtYSGNuQ5hEyuZAc4rOPhtFgYWTI5QUGpAdeq5H0s9WFPIWKsAjpDr7ssQi505Zzj+WQmdSkki5FIZVgtq5+/aMI2jvs9jZmCRtSWZPCFNbpA1PsXyPIoOfTPEstLI5uK77rkZ1X0hkHcHDG/KjNV3Xc8+cMyHML9aeYMXMCH7jt7uAMwYwnQRazxFI9UNBBelgJaVhlS9/vIbWHhu/oVAaURBneGeEEKRs+Myactp7LZ7c1EV7r8WOxgG6BxyKg2MpuWN49/B7Q0aNYQxjuHCQUmKovGdchjUh0dSR9axGgotg494k9z3npRVMqQlgGgqa6qc8cvaP6tH2LJfMLOBX69ty+kqrZscovLiYqOFZPFcWm7lUkpOoihvnTAsRAppGEK7etKcPTRW4rmdrfvm8Ar73m6F0JEPr4PbLyvjhUy1856Hj/NUtVcyoPrMbmzSC1FRATcVZq5NDQIcr5xfy8CunpHMoUFtiEtDPnhKpKILHN/fmRY0cbrPZdjjFijl+Uu6ZvBKHIxmqxX/r13H3bwRAnbCEZKT2vJ7DhFlG6JYvI9oPUqtFEaIjj0+9eHqMSL500qhguy4HjyXYcjBBXdRmZryd0tIC+o3ztNE6C5T+E1gPfQnsDBJQtj+Gm+qFJXeCeX6TPgBtoJ3MnvV5ZU7jNmKLW9CjdYBLQ6nK1++sJWtLivr34z70T/nbH3wdY3kfllbIaODv2kP6V0Oi6SJaQuCGL5LUh++ftgVNnRa9AzblhQZlUZUMJhl/FVrYSw8VrksweRxr489xWg8QGr+YP7joGja3BfnhUy00d2aJR3XuWl3Oz547wWOvdiAUkSOiAAbSLpvaYtz0iX/HQUfLdJF54AvI3lZ0BOHZ1/OSvpIfvDAUEXLx9Ch3X16MKiTSlayeX8Dre/vpHCRtJ1cHmFbjR6he1KV0JVEfjCsz+fCKEtKWS8BUmFYToMAH/o49yKNbSQ7qAoXHLURW/SEXT4+SsV1cV/LcG91URiXCH0YOdIPwCKPV8wv40v1HmVwd4PqLitl6MMHKWVGeeWPYAiI7DiUYH4/kkWSuFHQOuGRsl3jExBy8N90DkrXb8o/R3JWluctifInG4ol+JlaOozvhpdpdXpdA+fXfQDaFC2hNbxFedjdMu3JY3xfsO0Tyoa8OiY9v/CXBm/+evpin02UosGZ+lKVTI6SyLvGwiqlKyk8jN3RFovt9SH8VaTinhJ6uq9i2c15rKElpEtT8uAN94FgIX4it2Qb2tgwR9Mc7Mqzd2sO1iwsIvoNgIEcZud92hEGfWYk6/2MYs6/DEQb96Ofsp9p67RwRdRK9A1502TWLC/n+k630JGxe2NKNEPCXHy5AVwUTq/xUFurEo0bOTEFKmFYbQNfy35/x5T6iQTWvj1cUKIqOvm8HQMCbjRn++/FmEmmHkpjO/7mhiuqCM3+TFVXQ15PkSz87Qcbybv5DGzr5+zvqqI06NLVnGEg7VBUbFEVNHPneTRt8v4nBK4rnyHo6NFXgSBfJmSMExvDOkHUFXQkXUxeU+jMMHN6JlewnfOgFaD+E75q/Ilk+H7/qUn9SN+8MRJTlCt44lObhDd4i66o5BdxxeRk/erqFRNJBVxXeM5OBMXwgMUZGjWEMYzhv9GcFjW1ZOnotKooM6kt0jAuQ4jBaHO92+N4TLbnfu48mCQdUwn6ViqjvrCvbmqbwys6uHBEF8MLWHhZNiRItV7Ftl4unRXhpWw+9A942kYDKJTNi5xxsmqqkvszHi9vyy6fVBTnc6k0oZtSH2LgrX3cma0vaerLEQho9CZvHN3Uxs7YCeYGWWKWUrF5QQH25j1+/3A4IPrKyhPqSswtdAjgS9jUP139p7JRoMgvDJNuH0JcWNHVkEEJQXWwQNmEgVIcyzxPGd135tsZACT0OFXFqRJa/uLmKnz57gu6EzSUzY1y1oPCMq4NnghCCZ7f08fOXhgSX6+J+/v6SVvz1JRckQkrTFOyuZjhNVFo58DLq3BtxzSDKeYrZyzNcp+M4eNMET5PMVFxMA3RhczpVKqKluOro8nRNMljbnsJ3yR3edag6TssBRPtBqMgnozKO4IfPtvHq7iFS90+uq2Rxg4+jnQ5PbO4gY0nuWaagPXKvJzYNyO1PoXYd42DgbpoHhczbey1++GQLH11Vwpv7E4OGC/no6M2SUYtR3CzWhp8he08Kt0u0rb9m8sVTgCHxnJff6uW6JYWUhr3pVGEAvvrJWlq6LTRFEI8ZbD00wAtbu6kr83HlvAJKQlAeERRNDpK2JEFTeJFiTj90HyNzikC1bNpOsKSDf19r4zeV3ET/lmngvuLpXxkLbySjF1Cowdc/WUtLl4XPUFizMEZzl01FUZLjHfl3rKLYzHtnM47g1xu7eeI179mtLDb43C3VFPgliJNPQT4U4V2zAhQHoTjoRWGprYfznO0AlDd+CQ1LcU5J5TRUiXPo9fxtpUv29UfQr5yE5XjHF0iKAkDgnU92ulKCvcdS7DuWpKEywJQaPwW+0R/TLp+O0XsEK1aBYvrY1a4B+dGih0+k6R1wCMbePuEho6UoEy/C3bchVybGL0YOOq06DqTEmdNiT4ehKagKnL4OogjBwoYgkjIe29hJJKBx26oSxpfqzKk1Bt0fh7dPadgTgX9pey+9CZtVc2JUFqr85fUlfOPBEyQzLrom+OzVhRSGjfPqkVr74F8easrVta3H4l8fPs4X76g5Y4SUmx5g657uHBEFHmn2yCvt1MV1Ht7okamqAl/6aCm1ZcExWY3fEVRcPrqyhK///GiuLBxQqSw2+M2mTm5cEiPg03HfL6Fg7xF0p+D/PnSMIycyqAp8ZEUJxdHZ9AgHWb+Q+Qv7Kd34z5jXTSStnD3FF2Bfi8X/e/R47vfPnjvBnVeWcdncAny6IOpnjIsaw7uKMTJqDGMYw3lhwBY8sK6Dl07RA7luaTE3Lo4ifkdftNbu4eTIlgMJrpxfyLm+qrGQzr5jw63AO3uzUO6t2peF4Yt31NI4mLZTW2JSHBiF+xgwr07l1Ro/u496E7WSqM7V02B/d5hXd/eja4JkZji7YdkSbTCHIhZUPWH3c57x3BACDrS5/HxtC139NlfMK+CiaREixsiTldOhClgxPcCPT+QL7c6uM0iJ8Bkr2TEA997XmEv/KAxr3Ht7DQV+LpizUFYazK6FCZ+oJWtD1O9F2pwvetKSB1/uzitrbLc52m8yK9uFpY4uauhskBIU3TesuYQZwBW6lz5zvtFcwRLUmhk4R3cMFRbV8PBuk2OJDm5ZVkz0lAm7HatBnXgRzsmJsqJiXnYPA0pgVOdWhItaNZX0iz/JVVafsgxlBBHblh47j4haM9ugLHOI4+11/O1PW3LpoTfX9lCdztewkcfeYvqiAR4/RTw5lXUxNIVlM6JoqmDX0fx3eOnUKJqTxEh3kDqyg9MRsTsQp7mneW53Q2v7QV0yoUSnpdfh8U1d/GaTl6Ky71iKV97q4xt31RL1gaG4GCa5NhB2FrKn9SlWmuldT/OJyz7CA+u7KYpo3LGymMnGbrQJC1EnXoRdNhUbQXdS4kqXcaXGICHpUhJRuXROATsbB0hmvGe6Km4wc1wI5JBOx5F2K0dEARzvyPLQhg7uuryYQj9cMb+ApzYPPds1JSblhRoj3XAxUg6XUDldEUoImSMPT4VM9Q9qj5whXkIIEhkvVSxkjr4fGLAV/mftCV7b4z1Pz2/pYcHEMJ9eXYpPHd37nlGCWIVTMa75G7KHtjDXVXg534CQSVWB86SDhyMtA/gu+jjKuAW4zbsR5VOQ5VOxOHOka9oRdPQ5+E2FwoDI+46WRBTWLC7ikVeG0qVmjw9SVaTjU11WTA2ydHIQRXjEKNLFPnMmuScCHxZ8bHkBQghvgUVK6suDfOfuCroG3fSiISOXcjlatHZnh5FmJ7qzdPU7BEeIjlJVBbeni6Sjw2k0eTLtcrxr6DvpuPBfz3TxtY8ZngnCGH4nmFiu8aVP1PHGvgR+UzCxKkBTW4ar54aYURc4byLKJ5MoVhLHCJHBWwQx3CR6bxOk+iBaRjpU+Z6OgPttQiK4f20bR05474Pjwv+80Mb/d1MVjispK/TTio/0gj9jvGPnTLCFIhjICjQBQc3C7DuC7GhEKazmxW3D5RS2Hx7gxouLqYipvzfpsGN4/2KMjBrDGMZwXmjtdvKIKIBHN3awbHqEktAZdjoHUragrdfGZygUh84s4i2Ep/lUXmgwe3yIrQeHJkTVcZOSiHZOgqUoJJleH+TN/fmTqZKC/MlCUUBSVHeybHSTJn+2E/XBv+CvZt7I8QULcCyLyvR+Co91EZ5yDX94TTm/ebWLy+cXsu+U1AtFwOQqk0XF7cTddopL0ijZAJmzCEuPFk3dkq/c35hLxfufF9rIWpLrF0VGRUa5rmTplDBH2y3W7uhHUwQ3LwkxudLkTIFiqip4YVt3ng5JV7/Na3sTrJ4bvqA2164LAdUloHLOFJ8zQbpgj1AnR+hnTLs5XziOi1lYTrZsIrTuGypffAddopD4eQ8IBelEgtC8G1DLG3CObCdbPoMdvkX84tksrszS2WfxlzdVeJNUIKMEMJd/CnPWlZBOQKyCpK80j6DRhY3qpLDVIPZpEwJhZ8m8+iCnvg/W7vUY01Z6/4shvZ1UZuh6PrNc5eLWH6G/1c7/tv91nk6ZLUZoX1UjKzVOvaFCQCLt8MgrHXz9zjr+6NoKHlzXjqYKPraqhEkFKeST38HSTbSKBuyjb+UdMusvzl1nUUTjzqUa4/1dOCKWp5d1rMdhy8Ekz7zRlbd/Iu1wrCNLtGp4fS0zii9SAkLJG9gHWrdxxYrbWDCpFiEEPtVFivnY9QtI2y5JS/DQ+i5PSFzCRdMi3LYyTsiQBHTJtCqdr95ZR1O7N8kvjmgoCuAMtcmRtuFpwdsODZB14piKy/WLC5lYFWDTbs9ZbWFDgKAucaQgkQVNeFp9UkpEfBz4QnlEk1j8UWw9mOcWmXUUwuPnk93+bN55jTmr6XdGnkQOWILHNnXz9OtdmLrCHZeVsqghgHaGiFrT7kN2NQECJ1TF66elTW/e18+axUXUF49+0upKSPtKUGasZnIaVpzoyGl0zR4foqxQpyTyzvPX01oUqhej1i3Bcc5+rPYB+MYvjtLRa6Eo8LFVJayaHs61iyJdrpoXY1J1gMbWNBVFJuPLzRwJJ6VEF5x3nb16nZLq6br4fQaVPu/5Pke1R0RhaPiUIuRXCflHjowTAjqSCtPrwzz02kBeP7R8Zowdh/K/0S1dngOkPiZR9DuDAtQXKUy4OIoQAlVVmFHjI50eviB4NgghCPYeIPP0v2H3tKLE6wld+cdYvmLEKz8ms3vdyS0JrPkz0hXzsOQH70anbPIMPAAunVPA/qYkibTL3qYkqazD7StL6BYqJl7f+vzWXh7f1EXIr/Kpy2JM2/5T1NY9KIUVxIv+ath5IgGVdMZBV5T3jcbZGH5/MUZGfUDhfVTEYCj3u12bMfw+QNM8a/CRonqkZNDK/PxXszqT8LWfe4NxgCvnF3DzRYUENIkmM9jCxJEgheBIp8PzW7rRVIXCsModl5dx37OtmLrgzivLifll7nk+0zMuXMltq0o53pHlRHcWIeD6pcXUx4dHCxiqxMx04WomydOiKkaC6G+HbArf6/cznvuHypffRkCxWToxxPwJXppBPFLNY692EjBVrl1axPjMTnjhGzCoxcD4+Zgr/pCM8s4IqcbW9LDBxtNvdLFqdpSQPrqX32eo3HlFKTcvjaEKl2jYJHuW1XeEoLF1aJJs6oKLp8coiuqea9JvMYJOCEEiZXGiK004oFEc851T1yIaEKycGeGFbUPpk9GgRk1lgKR4mwzrCEiZxZhX/ClOeyOyvxNZXM9AqJbCM0zWzgYr0YXvia+S7W1BhItR47VoFZP47qMixxvsPJIcJk6aEX4ysYnDjicEBJPHsV/+GU7LPrRx8zAX3sLAoBOed9LUiBEx7kA3oa5nkcleRM1s0tE6ygt0DE1gaApztD2oLTuRkTjKaUTzK61Ramvmohx9M1dmLriB2vIIp5qu3HBRnE27++hPOhzvyLKkwc/C+jK0xAnMxkdQ7SJkSR2ZN5/Af9mncLpakAkvmiQz9WpkfDzXX2STSaW4e0Y3SsdBOOSgh4vRy6aS1ApQFMHmvQkURaApAuu0e6LkRQ4JelJeKlzMr2OUT8V/6adIrbsPsilEqAjz2r+hjyABXeK6bs4F7iQZu/tYOidQDp5JwqTqACunBT1yCDjYnOY/Hh3SlxtX7uNzt1QS0Ly+riQ2PEpkas2QcnxAl8yvN1lR78fd/zL2ky/QN/9OHj5cytNvdBPyq9x1VTkza0xEII5+41eQ+zci+loQE5fhlk4aRh5LCdmiBgLX/AWZzY8g7Qzm3DVYlbOG1eVku23Y3U82meDzl1pIFJ7f20lZocH4+PAJp5lqw3n0q9DX5v2OVfDPt36OP/2f/OizkQjk0cB1XEI63LGqiMvmFpDKOAR9CkUh9YKlm6sKaPYAimpinUGQ3UHhB0825759rgs/e66NKVWDZhyDCOqS6ZU6M6tP2ra/Nwdt5TGNm5fHeXCdp02jKvCZD1VQFBAjLkDYtkvSFyfZk+bu1eVs3NVHJuuyZGqE7Qf7qYz7gCEScvkUH36ffsZFkDH89nCSvHy7ulj+bCfpXw9pzLnth8k8+k0Cqz/LwO51CDOIUlCO29NK+vnv41/twy2ahsMHi5AyNZhY6WfnEa+v01XBrPFBjrZl2HooQTigsXxGjD3HUswZH8JvCF7e2c+D6z090HTW5R9+1c7Xrr6V+tYv4nY1s2JmN8/u8JOxvHfQG49FiQXUC7owOIYxvF2MkVHvUzhS0JFwSWddSqIa/lNs3gNWJzS+gXtsJ8b4+bgVs0hrkXextmN4L8NQbMzO/bhHt4MZYErNJRRFtDzNpYoig7JYfiTDqCAEP3+xLTcYB3j2jW4+NtvC2P8MTuObGHVz0aetJHt0Jw0teymrmsvLPbW0W2GCpsJXPllLNKBR4B+y+w5YnXB4M86xnRjjF+BWzvJWqwcRD0q++okaTvR6LiTFQTEsxTCcbcV+9QFSBzajFlUTXvYx0oWT6HMMmrtsLNulosggbJyynz/MqSotIlSIuvAW0lWzyaphFOmiC28CO7VSZ9otngK5affjPPBfeRpAzsHXMWcfJVM45fza9DSYxnCCMOxX0c6TN5SuSyjgTXzPSkThTfZWzo7xVuMAJTGd6y+K8/irHazd1s3WaVE+vLyYiHn2QZAQCrb0xO3Px92qqSPNl3/eMkiOwi1LInxoUQxFOfPnTkjJLcvi1MQNXnwrwcRynTXzgoRiBiPIEyEE6DKLQJIV5qgJfSkhbRZDVTGKIhBCUFMYpL29/9w7nwJLqLgnDiJ6Pd002d+B3d+BOHGIWxf+Pd970Rvwm7rA0EaXauO3e8j86kvIlEfI2bvXIbuOY17zd2SEl07h+ApQyybgtJ7iFqaoyHSC9Nofeb9ffRDfdX9NYdlcvvjxWp5+vZtw526vnn3tLJ7Tz8OKmUvn+c02i4/f83H0Y9ORyR5EIIbdtJOyvg7+6e67OdhmoyqCtVt72H/cuy5FAQ0b3xv3Y217CgvPU1GrnoY++SJSL/4Uc/YViGgZVslkHKOEAp/BTUsg3NdJ+unvITQfTtcxUFQCV/0xWvk8XAQ+Q+GFrT1ctbCQX788JPgfj+lUFxuAJGkJfrO5m6c2d+FIuHphIdcsLCQyYSX+yqnIbJp2vYrH96TZ8NYxJtf4uWpeAYWnuAuqqsLBlhTVcTPP9OCVXX2smhFCOpJEBn78TCun4lBLmmMdFhPLvOe5MKxz8fQoL7/lRauWFejcOrWX4satUDOLfi2OISysF/4b58BriGgZzx0O88Rg6l7vgMN3fnWMr36yjppChWywHGXuTSiKgmWfWSwtLQJkyhfgv3YaAAkCZ3wPsg6Uq91cad+H+up2ACaNX0ZT+sMoSknehEhRBO7edTkiCoCeZgra32Bc2RwOtXrpwnVlPioKDXJhYm8DupDUFAiGhsIXZmIWsLuRO5/D3rMOtaQeFt9OU5/OQFahpDiEq2gkUg7hgOBgS2rY/m29FtWFw7X43usTR11xWT03yqxxQXoSNqUFBmURzprKVR7TSaThh482MbM+RDCi8cBL7Uyq9jN7XIC1WzV6B2yWTvLz4eVF2O6YZPbvI0R/2zA9OtnXjhzoxpx/jac/2NaIUTMdELgnDhHwF9AfqH53KvwuQUXyySvK+PL9R+hPOtSX+WjrtnIEL2TZ15TkM2sqCJgqaVvy9Bvdw46zvzfIODOIzAxQ+do/863bvsVb7Sa2I6kr9RH1qxQG355m5xjGcKExRka9D5G24dcbu3hycLBZHNH5wseqKQpAQCSR2x7H2v4sODYc2IQ2bSX6RZ/6QIbEnppWMoaRYZ7Y6dlhD361/KEnuPcj3+GHz/ex73iSaXVBbl1RgqGc/4pZ2hLsbBzIK7throHxwv/FdhwGqi/G6D2O89S/opVPxN63geC+DayYuppvNa8ilQ0yd3yxl/4yeBt9bgL7iX/EbWsEwDm42XvGl96NdUqXZyouNQUnGZn8Z8AUWbIvfB+nyUv1cfvacDuO0i+L+NYzLgdavMljJKDyxTtqKR4MXsoESvEtv530uvvQpyyH+DjszQ+ibH0Ma9ZHyVbMJhLUc3U9KVCuuBns/nwLZa+Bzo+kGAn1ZT5KYjptPUOE360rS/Fr8rcWFSklzKjxceuKEkzDW/0/ST6s29GLZbvcs7pkRI0xIQQtvS6bdraxON5NqdKFES2AghqyytmFth3H5d8ebcsRUQC/3NjHvIYAFcVn/9wFDclls6OsmBlFU7yJ30hElC6zGK07sDY+gMQluOgWrHA5A/1JMsEylGAsj/w/E95JhEN3v0PMyQ4rl+kEUf/QMT9+eSlR/+gkIdTuI2RT+cL6zomDmKkOMoEqADKYRFfcSfqln+C07EOEi/Bf8gnS6+7L2y+77qfoN0+hKubjk5cVYxyeS6avneNTPkZTtoA/uyGKbTvsONjLyro0evs+0ut+Brp5yoRFUL/gRranA/z02RO5Y8djOtVFBnqymey2p/POazftxLfsNqw9L5N5/THMVZ8mG67EkCBd6UU2JbvRx8/H7W5Bb1iI23sC68BrmGXTGJB+5jWE+NX6dpo7s9xxeRmHmlOMK/exYGKIkCHRyeLvPMS15j6uvLSYrclKfrChi/HlfubVm1hGGa6h8OMnT7Bxdz+RgIphu7z0RoYrl5QT0CRCwLFuByEE9eU+rphfyPNbumlsTTOjLkDWkTR3ufQlHW64OM7Tmz0b7pOwHBdLCnqTLpGAQklU558+WUa25SAlyQMEnvsVKcfGXHwz5uwbUBMdZA+8BkCydgnPbh9O4BxsTlFb5EVtuq5kIOvS2mOTSLnEghoVBeqw9GkpIUlg2LFOh6kLpltbUI9vz5VpB9dTVzcLx43nbatrCqJ1N6fz3Wrbfm5ZcSX/u7aNaXVBVs6OEdQugLPAGSAEuTGRLkanr+dta+O+ch/23ldQimtIFk7mgVcsntjmRRSaejd3Xuk5p0aCGvdcU8m/P3wsT2upOPL7q4mkKy61hQq1hYPprOdoNk3xFrMunVPAc4PpqiUxneuXxplQqvLtuyqwbG8hxB0jon5/4RtBaFvVEYEITvsR7CNe32AffhO1cjL6hIXQ1wofMDIKoCwC37yrjhO9FiG/xj8+0JT3vyuhZ8AmoEts13tfTl3QBSjwOUhr0EUzk6QqkKJgUiwX3ft2zWPGMIbfBsbIqPchmjrtHBEF0NFnsW5LB3dMacfZuwGtogHtsk+D62LtfQV751qMuddh+crexVr/bqHiEBxoQvZ3IIIxkoEq7FE6Sn2QYCoW2U35GjEy0U1l8wv86fXXkMpKQr63JxoNYOqS2eNDbNg5NAmeUdhHb+xynuyexNo3HSoLF/KJuRkaODi03+6n+dDC5XznhR5uurgI3yk8qtrXgj1IRJ3E+T7jerqLdNOQ5oxvyS2kNj3E9qlTOdAydK19SYfHXu3irsuKkFJiSxVzwbXIyhnQcZjMs98FvNYLrv02Ayu+QH/tTEKGNyE9Ob+x9ChqwyKc/a8OVUIoEKsYVX3PhnhQ8rmPVLOnKUXfgM2k6gB1xefW1nqn8GmSD80Ps7UxM0zU9tU9/dy2qoTICEZ8HQOSf37oGPcuOEx47f8DvHg7ZcYVGItvI3sW975UxqZlBHH7rj6LiuJz19l1JQqcVUPB7NxH+rF/zP1O/+b/4rvk4/jW348vVEzLkr9AqazFVH877asogu2H+llRXecJ+TpD16vOWUNBaSl/fK1FeaFBRYEyem3SkZ4HRUVR8xcp0sFS1HFz0cfNwU324fa24fa1520jMwMorgOKt9Ira2az05nCNx7tB5JAkoZync/NPEjwpf+EZR/zGLNTV85VDSkUlk8NUV5o0NeToCEuKSn04083ojppsiORmZE4whdCKR2PWzvXE45H4k8eR3UzpNfdj9vtpb1ZBzZjzLgUNBVXMcDx3Ma+flc9b+xPMJCyuXl5McUBL+pSUQTGoY3IZ7+LDgSBFfHxpBZ9htf29rOowY9tu3QnXTbu7ueq6Ro3lO0juvdxpOZDdNyGUzaVgx2Cr/zsCNagMM+67b186upynnqtk2Uzoty/tpPnt3gpipoquPOqcn72bCuprEvQp1AYNvji/cdoassQ8qv88bUV1Ga2Y73yj3ltkd36FIGJS7EUDa1mJmppPYpqUlWg0H0az10YGSLJs65g9/EMe44msWzPIbSzX2FO3fAoQCHA0IV3++wz6D+5abRjm4fFMOnN21EmXQ0z94oAACAASURBVIJ1il2lZTuI8csQTTvztrVrFzC12uTvbqsmoLtY1m+v/3IdizcPpvj5+l4k8NHlhcwZHzqjvtWp0NNdWI3baF3xdzxzNEatv4gntg2lWWYsl8de7WDZjBjPb+nmydc6WTknxnNvePf7pmXFVBR8sMSbo6bk2sVeG/cmHSqKDAwN+tMQ0DV07ex98hje+8gESjGWfJjsxgdyZb6Lb8Xta88RUSfhHN+DPn4BMBgp+R6PCLzQkBJChiQU1xBC4bZFGntbFZ7bmc31sQUhLTdeuW1VCff+9MigIQdUFBpMimcRph8RK8dY/gmS/nKQ546uVBSBooxJuIzhd4sxMup9iBOnTcaEgBWlrWSf/z7GtBWknvlu7j9jzmpUOzvyROR9CkNzMY++TvLp/5ezJ/evvJNM3VKyYoyQOhWO7aBkhjvPYaXwaS4a8m2LRoOXHvXh5XGOnEhzrMPTb6qqKub+TVHW7vJWdfqSDn/XqvCdj8wg52kmJQJJ0KeOXsz0PJ5xqZlg+CGbQomW4nQ2ITSDpt7hKtn7m1PYUqAOTowVM4AVqUS88J/Djhtt30ZP5XS6OvtxslkqCxVCQR9ZJUDwottBSpwDmzy9mcs/QypYccbVK0cKmrsdmjoyFIQ0auMGgRE0oKSEkiCUTQ2gKIPuSb+jJTHpSkK+4ROrSEA7431ras9w/QyX8Os/yit3dzyDPnUlROrPeL6QX2V8mcHB1vyoodLYhfnUaZqCvWvtsHL76A4vfa15L8WHnqA99ulBIeQLCyGgrV+iKArrjkW54oYvw2u/QOltRU67HDF5OdWqSnXh+Z/bRkcbvwD74OZcmTlnNVkz34kno4QwJ1+B6G1CTfciNAMUDdyhWBZ9wQ2ktVBO9LpXRPnvF4/kHWd/i8WR+ROZu/x2lFgZSrwOt70x97+x+BYyRhEmkkUFJ7B2/BjNnoCz9RCZI9vRp1yMWjEJp3lvbh8lVobbdhj/9Z8nHa4iNUhcBvoOkv7lvfguujVHRJ1EdueLBG/8Ar2O12ZSSkpC8JHpA8jOo9DcjSiuIROuRnFsMut+kre/0tvMotkpfAXFObFqVUDIr3Bj7XEiO57A7fFS7eRjX0O7+ats3FWcI6JOYvOePr54Rw3NnVaOiALP8e+RDe2sXljE4dYUn7yyjG//sommQeHyRMrhHx9o4p/vqGMY3zroOqbi4mo6ma1Po5U38IVLZ3L3LxQGUl5fVldqMr7M5GS/0NLj8B+PHMcanPgIAX9wdQV9GZGXluzaWXYdTfHE1iQlIcHVCwsoK/QPS8uyhYFWMRmnZX9euVY2gcxpqYCuC0rNXOTUK1B2P+ftP/1qZPVMhOOgA9b5aSefF4SA/cdT/OvjQyma//bYCT7/YYUpVf5zH0DR6FjwGf72mSDJTIZbC4fnNB/vyLJshvde7TuW4k8+VMzKKT58fpPCsJb7lnyQEDUlepnJz19s54dPtWDZkpKYzhc+Wk3BKJp9DO9t2GiIaR/CrJmNGOhADcaQjoXbdnjE7ZVYKQ4fbE0jv90Dbz3Fgu3PsDBYxOqr7+CbG2L0p2FylZ+T/XV1ocI3P1VPU3sGU1OoLTEImxL1Y9/BVQ0S0hjVkC+YbUce2IhzfDfGpIsGJVxGiGgbwxguMMbIqPchygvz3X5qSnzEW5/DmLqcdFcbXP9FyCTQVBV7w32Yi28iHYh/YEI2fYlmks8MElEAjkVq7Y8I3FJDNjzhgp5LCEHKdslkHCJBjTOYxL1n4eoBjFlXkV37g6FCoaBUTcc+wyr4+aLAL7n39ho6+mx8ukJalby0O3+AYtmSo10yR0ZZDZfw3AGDO6+ME9DyeSYnUo4oqvEmkoPQpizDOo9nPKUVELjkDtLP/jfCH8Yd6EX2dzJtepaHT5PDXj4jiq7IvJXbtgGFIn8xgkN522rRIn709Am2H/YIvuKIyr1r0hSVGQzoxegrP4tx8SdwVZMBNXhG/kxRBJv2pfKEjWfWmvz56iBaMIo7giW368p3PLBzJRzrkbR2ZYmFNGqKVHzn+IpUFunMmRBky4GhdMw/+FAZAX1kflBTFSJ6dpi+BHhpaJxN3k6o/MmH4nzjV2209VgYmuDTl0cpKTAuSPcmpUQEC4af1hfC7fcmr+aJnRhuCrhwwucn0Z6Av/1xI8lBp7qfqfD1T/wFwsoSKogQHKXN/UjoUYspCBXiW347MpNE+IIkAtVk3cAwUeeMEiBTMAlVuPi79uG/7NNYu9fhDvSgz7oKe9ySvGfNdqAnMXxSnnJU0ut/BgjMJTcjZl2B09WCUjMDq6gBR4Lf7ibz0JeQjo1WNSW3im7t3oDvoo+glk3APrIdtWwCaryG9Lr70a0szuI7wXExhEV2/X3gOiPnK0qJGyhEVRWcwRC+SPoYqYe/gRxMnRX+CP6r/ggnWg3ZdG7XvnmfYAdT2bEvwIxxCoksBHUoCAr+4yMKwcaDyPIGzNlXkt29Hqf1ALLxTfzm6mHVsF2JoUJvcng7tfVYLJsR5eoFUbKOwtHTHPRcCSfSPuKBKDI55HRqzr8W1wiTfuheZJfXV9hHdyC6jvOfd36drW0BTF1QUzxEZCuK4M0DiRwRNdhEbNrTx6xxAU52oqoqeG33AP/+5FAU9st7UnzrkxUUnhbymHXAP3U59pGtuB1eyolaORlRM3PEPsA1I4iln8SZtQaJQIbi5zQhuFDwKRbPbR++APPc1n5m1AXPKeCcMQs5qjeQzHjtYurDyfjJNQEOtwxqX5UYhLfcT/Hup9CnrkCbu4aBQOWIffj7GUIINu9L8NL2XqqKdSaXKew94bLurT5uWBT9QJMS7xdYwsTvD2Jte4L0npfxX3EPSqQEtWY6zinup2pZA26yH6d63rtY23cXqpCw/TdYbzwGeKl2RS/+A1++7hv0h2qJ+U55HyTEgxAPmrkCR4KjhEY95vW7/XB4EwouSs007D3rEG2H0BbcPsxVdwxjuNAYI6Peh6gu0rjhomIefqUDKaEgpKL7fKSLJuL4SlAf/Qq4DraqoV/xJxDKt7Z+32OgG6zT7LAdCznQAxd0EUCw82iS7z7RRu+Aw7Rqk3uujhMNXhir+N8FXMclVbMI/yoFe9tTYAYxFt1EKnbm6JS3A1NxqYx5H7z+rErAp5JI5a+Y+3waauUU3AkXcSI8ixuMQqoLh6ebpZUQgTWfg4MbcZp2oE1YjFMz77yecVdCpm4ZgVsqcLubUcwg9sHNjG97jtuWrOGBzVlsR7JsepSLp4bzBsrNnRk+/6MjfPmKqyk/+mYuYkT4IyTiM9n+9NBEp6PP4eldGp8s6sHWi7HQsPRByu0sg4j+DPzo6Xxh4+1HMhw53M+Mmi4S4XGjvtbRQlUFG/ek+O5jQwTYpXMKuHV5EeZZSBCfKrnn6jKaOiwSKYeyQoOy6Jm12mrjBuuPhphZXA8dp5CSmoESO3eaZXHM5Jt3lNDZmyXo14iGDexT3KxsCc3dLq1dWQrCGtVFOr5RaDyB5yikTFkB258dIrNVHa1iItbu9QCkK+ehB96ZA+JIEEKw5WB/jogCj+T535d7+ew1ZSjynennDPhKORJeQU3/DoxMim5jIiecesoyUBgQIzKHjlQYKJyMCNfQFZzOG0dsHn4hzYKmLDdfLHIER9DwnpVTneNUBSply+AvSWbjL6G4DuuaLyK0oQhVpa8VmepHidfmiIyT+6Q3/AKtYRH65IsR/hDp577n/dN1DE2ROA4oroUzSBTKbBoRLsqRTAD6jFU4+zagJzrxT7+MVHQczqHX87aRqT7sfZtQLpqAPmUZ1q6XyEy6gv86PJ0tRyygn3Vv9XPxtAh3XxEnkmwm89i9ZAcJVWvXS/hX3kmq4yjSH6UkpKOIXOAYANctKQbXpSw2/PswrS7Ag+va2NOU5M9vqiYaVOkdyL/fnUmFwHV/jd24Bbf3BHr9HIiPx0505oio3PUkuvCn25lV05Bry1Mx0kKDZUuCJrnAUDub5YGN+c6KWVuyvznFohHyb3t91YSv+WvoOY5QVJxYFf1KbNh2uToKBTVchJLuAzeFrfrPGtwqhMCf7fQcTf0RpC8CAx0IzSTjj2OPUhNTSklpePiJymLqqFKbHReEGQC8Z33jrl5uXVHCrze0k7EkNXGTZTNi/OCJZkJ+lT9cksZ8yYsAs3a9iFpcRaB0gERs0qjqeyYEZAK1fT/Jtw4TipZCyQQSZuk7OuZvE4oi2H88yV9drjIlsZ5AyxZS42fSXLQCRIwPzGrp+xiacKF1P9aelwHIbPo15vw1GNNW4lZOwTm2C7V2FmrdbNL+MrL8/oyVLzQMux9r2zP5hdIlmmlGi9cC3jvTm4KBjEssqLwjHVC9v5nU5keQKS9/W5+6HAa6MdKd2Gb8HHuPYQzvDB8gBuKDA0OVXL8oyvLpEdKWS7lvAL1vGkktgv6bf/BWiAEcG+u57yJu/ea7W+HfMUSoKJeClYNmoERGISpzHmjvs/jmgy25j8POpgzfe6qdv7yhBJTfH4FSaURIjLsUai5CqCrSNLB/i3odUR/cflkp/3kK6TG+3Ed5IIux8i6SwWrK5cm58cj1SBrFKNOuRZlxPVnHeVsfaAsdKzYZYpPRZQbzqs8iXvkFa6IdLLvtU1iBYiIBDXHawVs6MwykXb7xYoDPXnQvZVYTjqIRqp3Mb7bpwBARWlNi0pY2ztuq2nZkHilxEilHxX7zMbRV/4ezGGGdFarqubydrhnQnoCfnObs9fyWbpbPjFJfdPaVM78mB92/zv3JCZuSpXPLSSU/i3/TD+HYW4hYOfrlf0TaPHd0m5Sg6iYlxd6E+NS2FYpg484Bvvfk0HVcPD3CnZfF0Udp6Z4MVhO49RvQvBukixItpr09Qf/iP6OQHvTxcwmZynlrckkBrb3QnbApiemUhPKj7YSA/uTwm9o/YKNcgIlaUVBgVdXz2I4CelMO1RkfjUfSvPbIIe68spx54334z3D7Xj6k8J+PD0XkPLelh/oKPwsmBPCp3st6/ZJCDE3w/JYe4gU6n76sgLIX/zX/QB2N9HX3ESvxDT17hieQ7facwJiwEOtUXTVACRWS3fUSxqQluTKtdgbuW09gNKwgqwXxzboKa8tvyO56EXPeNbjdLThdx9AbluD2tJB99ZcA2DtfJHDHt7E78gVjAZzeVnQni4zEMWZdQVNkMVtez88Xe3lnH9ctLSLStnNYZF9210vok5bSFpvGq5t6+dTVFWw50E/GcrlqQRENZTogiUcEf3FzFf/1eAuJtENDpZ+blhagtO1neYWfX73UwmfWVPDtXzbltNgum1vAq7v7OdxawKdXXIOqSJKuju0qBOwWT3/utKgwoeenpPekIJFx6ex3qCnx5WnaAaxZUpSnDSiE11ecDlWcOaInocfRyuI47rm1S/RUO+7LP0E2vg7RUsxV92DFJ+OMEDEkBAR795P+9dcgm8J3yce9SL22RkCgz1uDMvsGssrZxdYVRdBrm1w2t4B1e7L0DBJ+PkNh1cxQLg3zXKiO+4gGPRe4fcdS9A04fO4jNRQEIBzQ6Us6fOn2KuInNhJ95T6kMxQNJ9MJrJf/B2PNF972ZFxXQex4jtSGX+TK1KopBC7/E5Ja0ds65m8bjuNy/VyT0vXfQbQfxAXMzibqW3eg1X+RtDi3UP4Y3tswnX7sU9Ly3N4TpJ7/AVrdbLSr/gxn9s1kR9E3fBDgKjoiVIDsyR9zYXg5qxLBtiMZ/uPRZpIZl6KIxl/dUk1tzMFItiFdBztYMqSxKQSuFGRsSW/SRQJd/RaxoEZN1CGz/v4cEQVg7VqH75I7zluFw3QH0HqPQTaFjFWQ8pWOmUSN4ZwYI6PepxBIioIACj5XkN7xIu7k1Xm6HgBYGdIDA/ABkkpK+uMEVv8JySf+Daw0aCb+K+4hFa55Jy7Rw9DSkR5Ggmw/kqE/kSH8e+aWowhgcPLy2xSOBc8GesGEAPHbazlyIkNBWKOhVKPIl6ZfBEatUeWlpV2YG2oJE7vmIsyqOQAElaD3gR3hIxvyeyvwHX029z6poqv1KCr8490lTKtN8/hr3dSX+bh0TgF7mpJEAgrHslFKfIx68TfsFyyaHGbTnqHBg6kLKtVOZKp/0KVu9GkeQkAmlSLWuw9O7EUJRBGFVVjRGtKqFy6YTLsjEmB9Aw6cg4w6X8R8IPwViKs/j8j0InQ/SeEfVfsIAabq4qIOE1TuTUl+coozG8DLb/WxekEh1aMUDZZSMuCvgPEVSAH7W22O2BkcCR09Wa4aV0DxeQ6+HAQvbE9w/3MncKWX2vPnN1cxrVLPDcxdVzJ/YpiHX8l3XVyzuGh0dnmjuK7SMKxZVMD3n2rjwXXtZAbtBH/0VAvxW6uZXKYPG1iqqsrG3b3Djrd5Tz8DKYfLZ4VRhSRkSO5Y6uPGaT60pjfxN7aiLVhDesMvvPRLwK2cQXPKTwzByZttBcvQpl+K/dbziEgxWsNC7P2eM5xa3oDiD2POWEV236sIfxhj5uU4bY1Ye1/BLKwkG5/J4YrVbE0sQXUyzFYT1E2eiIxPwHrhP3AGI9q8RnCxd65Fa1iEtXdD3vXoExZh93eSefVBlIIK5PzLgeHiRVLKPHIhV25bpGbcyOd+muTy+RFSGYdFk8NEgzoN5TqKdLFcQVufQzSo8rW76nBciZbsJP7snyMTnSAUxs+6hUb3Mv7ylmqOtGUwNIVtBxNsO5SgttRHwi1CGSSNhAAnUoa+8EasTQ8OXcvs1WSDZbltdjRZ/NvDx/nwihJ+8kwrNSUmn7q6gs17+rAdybVLiphQmj9cVDSD25ZF+KeHh7SVAqZCQ+XIAj8BqwsOvopzaDN6/TyYsISkfgZiRNq4L30f0bTN+917AvuRr6J99Ns4geHRkaaTIPPkv0A2hVo6Hqf1QM5NFSTWG49h1swkWzxj5PMBKVvw8q5+Ht3YRdivcs+aMkQ2STLtMr4qQGHUHLWIdtQn+dIdNWzel+BYR4alUyPUFWuDhLdLPCTQwhra3p3Y6fzoMuEPI3tbUF0LlLdHRvmTzSRf/VVemXNsN3pXE5S8N8kogCq9E7v9YH5h51GU/laIXPho33cbmqacM+3z/QTp2KjxmmHlIlRIVhrDdPQ+yMgqfoIr7yb9669z8lso4nW4hV5WQldS8u1fHcv1SZ19Nt9+8BjfurQN+axnZKFWzyBw6R+yL1HAg+vb6OizWDotSlXc5Nu/bMoNX7/10TBVrQeGV0IoqNroIkp1YWNavThbHiOz9SmvUDMJ3vIlEqG6t9sMY/iAYIyM+gAgo4YILrqRdFYHzQD7FHFfM0DWKPhAPQiWq0PZLIIf/Roy0YUIFpAMVedpZFwIRIPDO/HiqI75+8VDvSvQhUtDiUpDydBqaHoUFuKjgRCgKEP6MKOFlAytzkrPDa83LTjemcXQBJWFXrpXdYmP65YW8cggaWA5kj+4spyCgMBX7ueGpYUURU2+/2RL7tjPvNHDN28vpj40QMpXOuLq/6lQpOTjl5ZQEFRYv7OfmmKNT87LUrzpx2iX3sOAI7BcQSIj8RvinOHbPQMuRQeeJrvplJX0ikno01ah1S/DlgpFEZWaEjNPr0bXBOWFZ3+ghYCQ1Ql9rYhAlGSgEnsUFt1SgoUKRuE5tz0Jv9OP1vQG2R3PoUbiROZ+iES0IUfoZCw5ouNXKuMCQ2SU4SbR+45BZgCi5aT8pSNquHQk4JVd/by4tRtXwtyGEDuOJFk2JYh2FoE4Rwq6BlwUIQhHHVp6XO47hSTLWC7ffayZL3+8Lk8boqpA4e9uq+V/X2wjlXW58eJiplUNCU9fCHT2OWzem2+1ZjmS4x1ZJpcbwwhY13WZXhdk28EhTbCGSj83LismkXLpzwpipudEp+5ei29QANwCLN2Hb+ktpF+6Dxkfx4m5n2JcSQwhhqLyssLEXPgxfNMvxd71IriSwJo/BwEyk0aGi3ALx2G4LjLdT3bnSx5xA7hHtnJcn8EXfnw0N2j/hWbwtTvrqHQE6jBdMoHQDazy6ZgXf5TMqw+BdDDmXI2sX4STTtC2/PP0a0UEfSbjygSHThHLn14XpDikIiqngaIORSED+qKbeOJIkIFMgoc3eASOosAV8wpoKC8mbQv+56UOXtzmEXtBn8J37iontOE7uetBugS2/i8Trp3OfreOX6xty6v9JTOjaIrEcgSkevA1vwkHX0GdugL9xi/g9HdBOI5VUIeF9972pOFffn2ciVV+3tzv3fejbRl+8EQzU2uDLJocZlqVMay/dF3JjLogX7xVYf2uAeIRlSVTwsTCxrC+RloZrOe/i2zaAYBzfDfKoc2YV/8NGTGcvBID3UNEVO6EDm7XcRiBjFKyA9iDjo5q2Xisg68P20Z2HEXEZ4xsGqkIGtstLAcumRVj7dZu/uF/j/P1u+qYVqgOLmwM3+9sKAzA6rlhhIgMtt1pqZBSwVxwM257I27HURAKxoxVOM370WdeRVoLvm1zEOlYeS6bufLT5QneY1A1jeE0LgjlfTZCdW0a2zLsOJyktEBneq2fgP/MLrHvF2TMQoLhYvRJS7H2vgKAUlSFMXs1vaMYE3yQICWkiqfh++g3oesImCHconpSWhSA9l57WJ/U3mvR1W9TPvjbadoBe9fzr5vn0tptoauCPY39xCMqCyd5i5nVcZO1exw+UTML98iWvOOJQBR3/waMyVcMczEWApyOowRbDqL6g2Rff5RM6wGom4e48Sv/P3vvHWBXWa59/55Vdu/Te8kkkzLplTQSCC0UCRARBAQUv9fyWs/rORaOCOqxKx7P8ViPoghSpffQQjohCeltMr332XW174812ZOdmUASgijM9dfM6nuvtZ793Nd93dcNT/8QK9ZP6uU/4Lj466QYC3zGcGK8z0b4MYwGy4KovwJZT6Kd+0XUF38OqTjC6cU4/4sknFn4PmD1+Jqp0OcsAmeRveAME1EARdlOlk1x89IuO+CRJfj0Ci8ej/vdON0YTgJurRepaTtG8x5cJdMwCmpIKG/liH1itA/CN/94hMGEHXBWFrj48pWF5DhlLpsXZM54H92DOrlBlfyg7TfiUmDVwgg/fqgl41i6YbFxdx+FLT/AteDDJErPAiGjWEl04WS0hKHfaXHDsjBXzwLl8Kuou7agLv8EqdxJdEThvx9t4lBLguyAymc/VEhlrjwqZyHLEonuFtjyQMZyo3kf6rg5OBKd6M5c3LLJZz9UxG+fbGF/U5zckMonLy4kP/DWbbf9ffuJP/Zj21hZUnCdfT2pquVn3A9CkgTy3peJv/pn+/pbD6Idfh3fh2+n31sOQNgrUV3iZl/DMAnhcUrkh+0SKbBl5uK1P5DcO6SYkWQ8V9xKNDJxRCBb155E1qN8arnK1gaJDQcHKchyEtfAP/TxVCuBmUqSUgMosmAgKbjr+XY2DKnazpkZYunU4IjP0zuo0x8zCLmGJ+mSgPF5Ml+7uhDLAkWyzrgEPuiV8TilDBWcqgiyAyoCa8QjZJoWC6p9vLy9l8bOFAsm+Zk53s/37qknljQpyXHy2cuLqPQOZKhzANASmJ4I9Su+hxUpZcOeQQ681sTs8X7mTPASHlLsJmUvhuS1vbqw7I5/sopweREXfBlDcqP2taO/+XzG4aWSqTyxqSvj+UzpFhv2DrBqfhDXrEsxhoiLxLjlHM5fwf7BLIqOyFSPv5zsCcuQsIgrQUwkjvQH2dYforEjSWmei4+dF2ZP3SBbD8eZO8HPwsl+FMki4SvBufrbmFsfxYr34ph+PnrBVKb4PEiS/b5UFrg4f06EdTv7+O69jVy2MDtNRAFEEyaNDZ1MbB+ZsfZq3Uz0+7huWZi/ru3FMCyuWRrikvJujPZmtvTkMbP5r1j712AARv2biFAByhXfIi5njncDMZOkZpLSLQKe4QSKacHOI1EmlrhP+IwJSaay0MfE8iCGYY3aDrwvIeg7UkflEBGVPn7zPpyDbST95SMP7HAiPAGsWH/m+dyjmzoazgAiUojV3YzRWY+cNw59sDtz33DRCQn55j6LPz7bSnNXiqBX4eqzc3lkXSd7G+KUhE/f/80mwU/8fkadubhXfRNXdy1mTzPagU1IBdWYk849ZfLrWBj+fOTyGRhHtqWXCZcPK1x8+gcdgm4JYklwORjR2OCdIuXJRZm8zCadhyBPOAvN9/Zegf8skGWJ9XsH+cWTw89nYUThW9fk43S+ux5JDpLIRhJN8b0nptSGKUgGynHOugTHlGVYpgnhIvqUD6Yn0fGl0MfDQCLqK8XwldMXM3GYgoBkjyvhUZLdAY+MT88c9zi0kXG5cykNWVw/qZ3sI89i1nmYP+9SLphdyos7+hGqTHzm9Tj726GnCSQZecFH0Ha/ArKCo2IuKWfmO+iJtTDwwK04ZlxAfPtzWPGhsXrPS1jdTcTO+xreR/4Ns6se1Uz8U1mTjOHvjzEy6gMCywJkJ2bpHBJX/Bgr2oPpCZN0ZRFwjBwNJQkGYxq6JRPwKqhGAsdAI/S3gy8LLVhMapSM5hiGocgS15+TxYrpSQaiGgVhleyQetJGqmM4s3BacYwX/gttKCjSd72EMnkZ6uJPnLqBv5B4+LWONBEFcLglwd7GBJVFflQJyrJkyrKO3uvhd0xgd846HoYFWBbJZ/8b7zXFaHvXYtRuxVExE6nmQqKjmEjqlm3yq864FGZcQtRSSJmCnzzQQFOXrdjo7Nf4zj31/OiWilFbZAthmxEzSmmRXf41TIbk++ErHy6iL2bhcQr8DvMtgyav2Ufimf8e7vBl6iRe/F88eeNOqXPlyajZ3HofyS2PZi7UU5jthxCV5TZ5Iyw+c2kh973Syca9/VQWuLj5/HyCrmHlmNLbMExEAZgGyef+B+fq72b4liiKYKqrkfnR3yOOHOas4ulcdPHV3LU1yqqzIkhCx9m1H33NrxG9LSjjFmLO/Qhb6VOUFQAAIABJREFU6t1pIgpgzRu9TCzx4HZKQwotG9lBlbBPZjR5hIRlK4NO2G1RQk12oST7EA4PcXfeSfvdBF3w+SuK+emDjSRSJk5VcPOFBVTmOzFPcMKgC752TQlbDsQozXXyrT8dSV9bQ0eSXz/ewjeuzscljxz7hOzAn1fJt++up6XbfmZ318U42BzgkxfmIg99fsMwM1veDzWdMA0DwwT3jJUYBzcC0DPto3SoReSEKhmMd44450DMsDudhqpwr74drfYNXtDO4e6nBwB7Mj+p1MOXVhXglC2wYFAT/PmFdvY12A0INu7tp26in+vOyeHieREEdrdKE9h2JMXvnpIozl7N7AoHZ/UdIKf1YcZNv4Rv31hOa7dGPGWb6M+pDvDMlm4aO0aqVg50K8xYdiNmbyva3rXpckZZjyPf90VWRkpYuPwSlKq5ZHVtJ3nvnTQu+iqq3om6/8WMY1m9LUh9TRDJJKNCQ+Tj/sYYt6ws5PUDA+l32qEIFkz0v62HSyo1PA5KksjYfk9DnKwTZl9OoIZwBTGXfhLx9I85OnZa487CCpWMunljzE3Oss+hPvN9jKa9uM/9BEbHEawhtZQy6Wz07HGj7ps0JX7yQD2tPfaz1xfV+cOzrXx8ZQF+p3TahsAnAyEJkviJR2pwRqqQys8ipfo5RdHuCMQMJ74lNyAF89APbUbKKUOddxWDvuJM1/xTRGcMntzUhc+tEE8aLJkapCwyurG7JNlNKk7l+9NwIM2/FmflHMzmfUgF4zFyJ5J8HxlZJxJJ/rAms6y5uVvnSFuS6tIz/zmFgIGkIDx4ENb+Hq2zDmX8ApwLPkJUPbM+qSeDpOwl6atECUkYxplPpvyjQwjwJVqhux4r2oMULiAZGT+qQhSgNyH49RMt7KyL4nFK3LKygJkVLnL8go+dl5e2HVBlwWcuChNY+3AG/W2WTKdxj8lXZrUQfvWnaQMHcXgT7iXf5NU3bZLoxW0S37zq3xlsbyaBi60tPq4rCxFMttpJgWPIKEkSWIc3YiUGEYpjmIg6+hnbDjAQ0/HlViLnV6EpvtNWeY7hg4ExMuoDBhkD/BHkUBamCc5RfgisVJTNhxL87sVBokmDVQsCXBPZTHKovAJAnXMZ6szVaan/GEaHqjoozR+eYIyNx+8dlMFWksdl5/XdL+GYeRmapzC9zKX3IXfVQrQLkVVGIliGftxzrpsWta3Hl/hAc2dqxLLjgzPLNLl8YTa7jtQPbyNgXn4Ua58dPJlNu9G2Pm7/3dOMqHsT16oTm7imjiE4e6Nmmog6Ck23aO/VCY/iQK3rJko4D1E+C+vI1vRy4fYjgnmkXFkZyX2HMMnxArx96Yqc6CV5vAEnYPW1wUmQUQYCV6obtXEbZus+XOWz0PMmkZRHUUgIYZchH79YyiRAQi6LWy7I5rpzsnEqApnj1ByJzImVfb2tSHoC1OHv35HoQjz3XaykXZ4mNW6jKtbF6nlfxaWYuAZbST18e7pUSz64FsnU6HFfP+L4Ow4P8vlVxfz0wQaSmkXIp/CZy4oIuk69PMjCwtWzH/P1R0ge2gIOF+7F15IcdzbaSQR1vTE78/q5VUWEvCqKDLvqonz33gZKsh2sWpRNQVACASYC07Bo7zfoj5lMLvNwuCU+IgA91BKnKy5Rsfg6ks/+d3q58ASwsspo6EimiaijWL+7n8sXZlMwxJ1YvlzMivlItRuHNwrkIcK2unXQVYjnIz/gYI+T2+9rJ5Y0UeR6PnVpIduOKSEEWFITwDRN4rpCu2MC8qSJ3PerTK+aPfUxWnp0yrPt56e1V08TUUexae8AK+dlEXINvyItvSY/ebARgL56g131CVqmlnJT4mk8RYfwB+fw/eca6Yva5K8k4OMrC0d4x3xknsxKdS2JdY8jnB6c81ehHdiMUlqDfmC9vVF3A6ENv8TlSZFY+xf7nLrTvpbR0u6jmIv7nfD1a0r52cONPLquk49fWEDvoI7bITGt0kOef9iMX5IEMc0+rEfNJBqShuBwW4p9jXHK81yML3Tic0DXgMaedi8TyuYg1w2Xz8ll09F9o3d3s0wLs2QW8od/gNXbjOQJQKQMTR4O2FKmoKVHpzdq0hvVeWGryvKqr1HuHaAiLxfP6vmI/lZQHGi+/BFlJkfRGzXSRBRAVaGbs6eHONQUJ+JXKIg4yPWfmPgdTAnqO1MYhkVJtoOw563VDmA3VTjYpvPYhi4cisTlCyOUZrkRsuuMTRIGXYWoC25Cnnk5muxGU1zviIhKGYJ9jXEG4iavvtlNWZ6TygI3EZ8b3zE/j4YlaOjS2V4bJctvl6CFTiFvmVQCJAvmIBXNfV8aWRsmJLSRN/nd8EsSQrCnWcPsaiS0+XasoQ6w+t61WLE+HBf8v/esY90HySvrWHiTbehbHrJVR0NwzluFMWN1hlpNkcCyTO5e08XOOvv3K5Y0ufPhJr738QoKg4Ll03wUZjmpbUvYzRd6e9HDFcgxu8RZZJUiJp/LR7LcZO34VebQYpnk9r5J2D+PngGdeMrk5QMWG/d66R7QCfnirJi9kGDrE5j+3IzPIITA7BsqERejKOwkmX7NQeG4BcgTF5EYK8Ecw9tgjIz6gOJEWXJJgvrWfu58ajjQPrs8ifbknzO207Y8irN6KZrnncu+x/D3gdOMofQ3gq6BP5u4K++dzE3PGDRLoq5Do6kzSdCrUJHnJOg6sxfmNfqIO8JIF38VedtDGE37hlceY/7sNAcxn/s5euOu4WXnfxqz4mxM00KW7cDMAVx2VjY+KYEwUzywOcXh1hSTSofJirgOB1tSducoC0zLojTbQW5AUJWn8u/XFvHEpl48qsnKqhjFb/xqaE8xwpDaOgUTV49Twu2QiKcyjxHwnFiWHw666JtzE6FwMdbBdcg5ZThmX0zKX/KO5Pym048UyMEcUigchfC/dUZWCGjthyO1LZx1+BdYHXapkr7rJdSZK1HmXjfiuuKyH+9Zq4k/+8vh43gCiJzKkTG5ZeFRYNQSmmDBiEVS+SwGhI9jaS3R35YmotLobmBadhTNiGD2NGd4BoGdjVx6yTU8nNkQjkmlXqYUK/zHzZX0RnVyAiphj3VawZga64bdL9ilbACpOIk1v8MdKUILT37LfTtjcNtdR+gf6tqXHVD4+EUF/PFZO/va2JFk68Eot3+snMc3dtHcmWJRTZDGziRr3uhBVQT/evVIg9rsoIrHKUiVzse5KoJxYD1SqABROZeoIxtJjFTlCXEcdyLJmItuRM8ej7t+PcncyShTz8Nw+NO3sVeKcNcrLThVu8xQNyxe2t7Ll64q4bH1naiK4MolOZRmydR2Gtz5cBNd/To3X5g/ajB41F9MCIloYiTRDLZ66Fg0d43c7pW9KVYvOQtXXxt7+2NpIgrsseHl7T1Mq/Dx4bNzeWRdBwur3Vwa3opYZ3f5s1JxEi//Cemyb9DsrkA4yvFOuABv/Xr0fa+Bnkx378tRBvjdngJqqlfg2DvcGlxEiulxFDIQg4hHILAwECQHY5QZjfznpSmSwVJieAh4bALdVrYMGckbgg17o9yzpgPDtFi9NIclU3w4ZQsLweObenlk/bC5/swqL5+5JJ+aMi+3vtRBxcLVzJ03k0Dnm1jFU1HHzSYuTtw5xUJCD5ZAsGREX5GUIfjLy12s2dYL2POWmy4o4N4X24gmXCybLvHJC4PoodHL+o6F1ymly1JVRbB0WojfHePn98i6Lv7j5nKyR6nW60vAt++pp63H9mfyOCVuv6Gc3BNw5W6tGyXWhdHfRWHCQ1U4zMNbNbYeHODbN5afdBOFk4VmQqiwlI6OgXdMcg0m4eUdveyttwnZ/Y1xGtqT3HpdGb6Q/Q4IYXcN/tH9jen9svwKt91QSvAULZH+nkSUy6XYSsn4SJ+tMw2vR+Xi2V4e2TRsXO9UJUpzzrxn1EBK8LOHGrljabs9RhwDo/5NHIkeUq7RCeExnHlIkkDqaSBxDBEFkNz8CK7qpQy67LmHN9GCse0JerKms2nfyIYDLV1JCoMuFEnw8Gud7D0mSXJ42nWsPO9KiiIyhj+fA71uNu9rZ/oxvmsikINjwgLIqcC9V6JnaLlhgizZ7/K8iQH2NSUoHn8uQvVmTJUMw8RVvRB91xqMtkMoFTPRG/fgmLwUyRtGCxQRCWSxpXUB/t4QlTlvT9CP4YMN+bbbbnuvr+G9RAj4QjyeGntRhqCk+thZl2DzEXv6t7gmSJW3l0DtmpHbVi9Cc//9Zb5/b3i9TmKx0QORfxY4zUEGDr3Jjm4/G5o9JGNxIh4DHKfvh3EmIMsS6/bF+MkDjbxxcJD1e/o50pZk5ng/jjNQzeghipZM8vwek58/PcC6Ji9FC5ZTMGkyxsGNyGXTMCeeizHEy7t6DqNvvD/jGEbjLlyTl+Lsr0e8/gBK+14G/RUcbEny5BtxNM3go/Nkzp/mJT/XR8DnZDCmcd+rPfTHTF7c3sszW7rZuHeA57f1Mq0qQJZXkOVXOGe8xsLsDrwvfA8R6wFJxnXuJ9B2vogV6824DmX6hWiOkd5Cx8OlCopyPWzcO6zwuXxRFrMrPUgnSFDJAhweH1rhNJQp5yCqlxJ35qKLdzZB1mQ33sIy21DY0EBIuBZdTapkTvo7Hw0DKcE3/lDHxeXdhPc9krHObDuEY/ISW/p9DCwLpGA2zuKJCMWBOm42zrOuZtBbhnUKnQVNhw9PQSlG427Qk1iFNewpv4YfPxlj/uQQzqHn0mHEMXY+l7mzrOCYdSma7EFN9WHueTljtfAEUWZewhv1Bn1DbeOrS9x8aEEEhwweB0S8Eq63MZx/K6ixNoxND9idQo+9tOxS9JwJJ9xPliUe29TDm7XDE9tY0iQSUOno1UikTBRZcN18hWpnEwVqP4bs5K+v9TGl3Etf1KA/ZlCW5yI/7OBQi31+VRZ8flUxxSGBgYLmyUUun4UULkBX/RjIuFwKbx6Jpr8TgGXTQyya5B3qDHn0w7mhcCJa1TJE6UxMNVMp2Nxn0Rc1KM11sWRqiLq2BHVtSRZPCXDVogiLJ/vJ8tq+Xbf+sY6BIdJNCCiIODLUWQGPzKqFWfY4JATbD8cYiOn0HnONM8b5OG9mIOMaB5IWr+7MVNeV5qiscG/HlVvEjsFcth+2SUxFFpgWOFQJr0vmnGkBbprexzzxBux+IV2Wl74frlzuO5jHvMIEjp2Pg5HCueBK8IYxe1uwor14+usI1Sxge2ocOZVVuFWBXHMeO3Iu5V//OsizW3sIeB2U5TowB7oIbvoVrL8ba98ryIfXEZwwnaQykk3Z16rx84ebSekWumHxZm2UWeMDyLJMwoC2Ho2aCi/TxvnoHdTZ1xhn/sQgRRGZqmIv922I8WJThMD0s4lUVoNy+i18G3oMfv/MsOG/ZUF9e4LFNSEONMVxqIKzpwaxToLQcKmC0nwPG/b0M6c6wN76GN0Dw2ShYVoU5TipyM1UxwoBmw7GeeXN4ZIrzbBI6iazx3lHbOvtPYDUtp/4Ez/FOLAe95FXmeTtRC6bzq5mE69LYmqZ+4zPRc/U/KUvAfccZ5ivGxazx/vJDdiDYsoU/OShZqKJYeYrnjKZUu4lL/iPZ08ggKbOOA+t7eSNA/1k+SUibjDFu3etlgVV+SoRr6Bj0GJKsYPPXZpLdsh1xu99W7/BM1t6WD7eItRwTOm5pOC55AtIsV4cPbW4VNCdISzr/THf/UeFJAnUrkPoBzcft8ZCmbKMlCOMR+9Bu//rmE17wBPm9WRVOjl0FBeOT5EXAEt20hOz2F03/Jt9sM2kpKKIwuJcBg0n3/5LA/ubUyxdUI7nyFocU5ahFFSR2vUSovFNFswqoUUP09Zncs7MMOt29bF0aoigV0aWJPJzfKPPxd1BPIWVpGq34Vx4NUrVPFJvPIV+cCNWfxtdvmoiXomHN8WZNs6P8ve3KBvDPxCEEHg8DoA7gd7j148po8aQCcVByDU8kSjNc7G1zUtxIB/6h8tthMs3Qro5hn9caNEBfrO7iI2HNOw+VoJVc3U+vER7T0stu2MWf34+s4xrT32M+g6NyYXvbHgKxutJbnyIV7Ju5HfP2z4wHX1w2187+MG15Yy/5Evo4Qpix5ZvHBfAA5CMocQ7id7/TQDM4un8pb2PF3fbmca6Nth0WOYHqzRcik3Odg2aPPt6D9evyKOubfiYpgm/f6aV264tRsEiKoVRciK4PvpjrMEuLFeAlDuE1HIAOo6k91MmLkHznlwG0zQtppc5+OEtlbT3pgh5FfJDMvJbdHcDuyW9BGjCNVrH+tOCZUE0qwbv1d/B6rO76SV9xW/rAdLWqzGYMBCjpfOtkZ2pjiIhfCTyZuEsno1uQfQ0OgUIRSUuB9g0/ZvIZpLXm5288lQS0zI50pZkWqndvS7lzUedcSHa0TbGgHPpx0g4s8ECK1KKKJuJdUyHmuTCT4ArwDeuCdDWqyOEoLLIgx4f5bk7XTh9SOFCjGjm770UyE4HO5opaOk1iCUN8kMqYY8AAYeaR15He69G2K/QM6jz0ysF2a/9EGtHOxVAWf5EcpbcxJ829nDhvAgPr+3kT8+38YvPjmPhlCD9MZ2CiIOCkMCZ6EakYigOB6m195Pavx4ptxzfso8j/OV88YoithyIcqApxsxxfqaWu5GxSFkSqmSlU6vCNBGSNEI92NhrcusfjqTLGlVZ8LHz8/ntUy1kBVTEMdt39OskjlEObj0wyOqzc6nIc7BuzyDji91cflYWviE/RYFJJKCwqCbE9HEG+xpiTKv0Mme8H4/Rj9zXjHC6Mfx5lGY7mV7pTRNOqiz4xAITv5GPFSxkos/L4pog4wrdRBMGXpdMblAmJ+SgTG0j9ZdbUUomI/kimD2ZjQ5SrgirKttRn/4PwBa7JOp34Fl9G44Lv0DqxV9jNuxiRv3dVC3+FH0sJTFtBXc+3Mi2oevBgj8+18b0ykpKevehHX59+AQDXZhb/4a69FNo5nD0IMsSr+0cJl0kCW6+oIB7X+5gb32M7KDKFYtzeHl7Nwsmh1g5PwvdsJBlgSwsZpQ5mHRTGYZl4VVPT/F3LI4PzsBube4fMmBfNj1ke4lhdxRNpKC9N4XfI1MYVjKMt03ToqbEyY8+WUnngM5fXmgfcWx9lHFECEFLl/0boMiCZdNCTCj2cKQ9jmEd25sTnMYg5qGN6LVbM9SSUsMbnLXoPO4nhEv9x47WvA6BUxUktczvwu8+xvTeFBmND44ipf1jZnsbOxN87U8t6XHxue1RvnNdPiV5jndVmeVwODhvTg7nztCQZRndfHeUYGGvjM8l82pLiMKyeah1mwDwXPwFEq/dY3enBJBVvFd+g/5g9Rm/hjEMwzAsRKQE4YtgHdNgQQrlo3vseEr0NKYbNzj3P8/HL1rNd+5rTXf7XjxBpaTtBYRjPGbZWSytCbB5Xx8TcmFKrk4cN9MqPViWRX/cpKvfJtZ/sSXMp869jWLtEMlX/jR05gECr/0nnzz/G9QvmsSRtjhXLc1ly/4BGjuTXDA7jO8EzXo14URULgFfIVq0E/3pn8LRbp3thynZ8nPal36FpWUx4pqVTuKNYQyjYYyMGkMGdMlNRYGbmuIEOxs1BPDgVo2pF32O8v13I5p3YeVWIZZ9koQaPqmO4l6iyLFOLIePhDsHw3jnk9ExnBqaoi42HurJWPbIljjnzILgeyiO0nQysqhHER9lQnsq8BIl8dyvSEw8n0fXZraptyzY06xTVRUipoYz14UKQXFmSNqV8QtI7Vuf/r+nZCkvPZcpee+LGjR0wtTcOODDMG0vGG2UIKaz124hrgyNvrphMahEIBQZughwzv+obeLaehAprwojZ8IpeTtIQK4Pcn1H9zn9902WBJIw0U1xWplbw7TodxZA7nD5m4FEyrDv82DcICug4HMMq4E8Djsw2xfNoiyQB/3DKghlwkJbkfkW13J8wHSqSFoKv39Npz8GYN/rgrDCFFcT7t27QHEgSqaiz7kaZ9UCiPaAP5dUoCTd+TAhvDjP/Qx0HcGM9WMGCxHBUiRhIcukze3DPpWOM0hGJZ0RfPOuwGg7nCZX5YJqzFw70EgZFne90MErO+33wqEIvnl9GaURiXNnhNhTn+mLNK/azy8fa+aGxW7yGx9H6x8O1qXWvcwqP8wj3vHpkraqQhceFSqzJVTAkWhCqq0lvuZ3kIqjR4pwzlqJvm8dZssBEg9+C/c1PyLLk8VFM31cNi9IMqnTl4T71/Wyae8AU8o9XLogQuQE3jOyLHh6c0+Gv5ZmWNS2JvjilcXkBSSOfWBCHjltqaQqgssX5eBUBZUFKudPz8ftdmSQXZYF08pcbDkY5/X9/ZTkOKkudlPq7sN84kc0TLyGF+olWga6OX92iP9zcT6tPRrJhEZxQKNIasNyzCTmLqDQtM3///jsMAm/akGAmcUBREs9GBp63Zu4z/04evO+dGMBEcghlT2BnJ1/GfH5U3vXYi79/zAv/BqNPQY7G1J4mhQmlQgGE9owEZUBgeiqG7HUaNqLaiXQGFadWZZFcY4LsIOkhZODvLS9l4PNdmlgZ5/GXc+18oUrivnR/Q3oQy/B+CIX/7bSRcTowO3NIaZG3lGXuKPID6sjLLEmlnho7EiwemkOs8d56InD3S+0U1Pp43+fbkmXpC+dFuSGc7IzCCmBfU/+864mLluYzZFjEgiyBDXlnhFjn2lazBjnY+2ufr6/2kOwbRPi8OssKJiKmliI5hour5FSUSSXj1TOJIz8GbhqX8WK2++fy4yiKmHmVr+9Ufx7iYDb4obz8vjNk8PP7fyJfgrCMkffLbdqsmpRFn96fniMUGVBWe6ZL0F7p3C5FJ7Z2pdxX00Lnt/Wz2cudjCYenfDI8MwQdhE1LsFvxM+t6qInz3UiGvKVSxZvIxcVwIrOThMRAEYGsl1f8V18b8Cb1/aOobTR8xbjPfiL5Jcfx96ywGU0hrUhdcyIA1NxOVjnjs9RZFo4ycrB2iJufDIGoWda3DteR7huAipYiFBl8WPrpDQn/8l5qYDiFABzorPEHWOx+8ShHyKrVRtMXhoX4DPpNaOuCZ3yzbuq4swb2IQWYKV8yJIAiYUuk5YX9eXgJ/dc5gvTasj12cME1FH0d9KgAFibgWfU/BO5qBjeP9jjIwaQwYsC7zhCF+8eJCGbgvZpTJjnI9bHx9gcfVNTJtr0m+4WejNw2O9/a9oMF5PYs3vEJPPRvL4UesfxeEOIMYtIOop/sB10nivMBqRYVqQNE8vXSFJ4Busw2zZB6aJVFDNoL/ilD2owl7B3Al+Nu8fJowciqAo552ZasqxTpJth1AqBwh5JNqPE4X6nAJLHnmOuCsP7+pvkVr7J6zOetTqRcj540hte2b42JaOIokRHjOKqmAKW2WW7ZeoLvHgckojgqYVM8N41LeuoU/KPpL5s5EK57wnAYoQgp6YRSjRiLLvWeiqw1NzLnrxLJKy7+0PcAw0UzCQsIM9j2rR1GPx9JZOIgGVv73WgWGC3yPz1Y+UkuOXcMqQG5BZMTPEn9b3UnDeFxk/sB5v527kCYuwKhecevfDU4Cum4T9Ti6aqvDXjcNlXP9vSRTHI3eQOjruqS6cV3+XaHgihEc/VlL2QW5N+v/TtfF0iBSYFpbqRBul6WEGhEwyuxrX6m9BTwvC6cbMLicqgkgCGlv700QU2L5Iv36yhX+/ppip5W6uWpLNI+u7kITg6rNzqCl18/VrSxkvN2C+cmjE6QKDtVy+aAH3vthBcY6TT19aiCIsnMYgYsPdiJwS4i/fld7e7G4iteN51IkLbRPXVBzR1ww5WZimRTKpo1uC/3q0mb0NNtnR2pPizcNR7vhYKW5llPdBCKKJ0b4Yk/lVblJappIm7BVcvyzCXS92c83yPB7b0EnPUGlWyKdw23WlRI7rFeCUYfFED3PH2+WuDtlC3vo0TVWX8/VnPCRS9mT8jcMxPnVpAQsneLAsBXDTL4JEkyBpkIonePb1zAHpbxv7WT7ZTbE8pFK1TBIbHsK1+FowDVuJPNCFYejgGNnEwJDdPLS+h4p8Nz+8rzE9tgS9MrddX05JrpOG9sxgQQgLKXukv5dSPh1d8sIx45tpWsyf6OPJTV30RQ2Kc5ys3ZnZEWzWeD/3v9KeJqIADjQl2F+XZFbDvTgmLcVTNJ2YGkmvV4WOe6ABs7+L5uBU6nskdMOiNNdJlocTzg9yfBJf+XAJ//N4M31Rg0mlbm5ZWYDHIfA6LAwLfvtMO7khBw+v7cj4XXplRx/nzghRkZ3526dI4HZK7KmPcsN5+WzZ34/XJbNyXhb5gdHf3Ipclf+8IYDjtd9gDCnMlPodWLUbcFz6dVKSfa+SzhB7XIu4uzFFQrO4YvpyZvc8hevgGuSsIr57Uzn5gdMj+/9esEw4q9pDWW45zd0pwj6ZsmxHBqlnWbB4sg+3Q+bpLd3khR1csTj7LQ3g30uMZp1qmMDbqIj/WWBZFpOLVL57cxntPRqapwgrYmG++diIbc2+Nhz6GVTojmFU6Cj0BcbjvuhfcGkxUmqAgWPm4UaoBCm3ArO9FgD3/mdxe8JkbX0w4zhK8WSSpoXLiqE//z/0T/kQ2qxswvsfI/HQHbg/+mNwZPP5VUV8794GkppJT9zCDOfB0LHT1+TJYn4Z7D7cy9baJHlhB9+9sRRVnCDGExIPr2unvj2FJhzIqa6RYnrFidspk5tVgvI+eZ/G8O5hzDNqzDNqBEwkZIeLcNBF2K8wscxHYbaT5l6T/PwIkytD6IaFyyFl+nkcBw9RtKd+ijp+vl368tQvMFoPYTTuRt/zMu7qeWjq3zcLI8sCWZZOKcB/P9TQu5wq6/cOZkjoJ5W4WTHDzoT0JqBzwERRpZPyavIP1BJ74FvoBzejH9mGtvdVfJU1JJ0jzRZPBEmyjaSrSnykdIv2nhSleS7+7+VFJ2wXfbJwCA2cqLADAAAgAElEQVRj32vQsJ2SFVfw8q5Y+kkN+xWumedA9YcxxEhSI+UIIY9fiFyzAsXpIP70f+GceRF6nd2hxB1vR65exM7G4QC3IlfhQ/ODWKobr9dJIpZk+jg/LT0p5lYHaehIkNItLpoTYeXcMA755D7bezUuNfdZtNbWUfzytzCb92INdGEc2ozqcmPmTzqp65IkQesA/PjBZu59qYP1ewapLPLxP483Mb0qwL0vtqePk9Isdh6JEU1arNs7yLgiDzMrPcyoCtBnenCUz8Az7Ry07PFo0ul7zZwsTKef8rCB26VQ32WweIqP5X0PYnU3HrORjuyPYOSN8n1IEhYC6SQmYW81vkgCjGgP6w9o/HrNAAcaY5RkyQQ8CqZ1YmrLRCblCJEKFJPy5tull9gGyvvqBthYmznJ7I8ZXDg3gke1mFjs4pxZYS6aE2ZysYoiLCJeCW+0HmHqGK0HM/Z1zPkQvqIKFk4JcOHsIP4hEYSrYzfa2j+jFE9Eb9iVsY8V7cUxYUF6uTL9QjTnMEnRPmBxz0uZpvfRpMnc6gDhY4z4hbDHdMuCiCPBK3syCZePzzeIBF0YZA5qAqjKk1g6QeZgu8nWg8PKoUTKxOuWmVziwkIQ0wSmkG3zWSxkYd8XVTJh83286VvKawczya7a1gTLZ4SRhUVME+xuSLLpQJT69hRuj5OUbtJ4XOfN5TVesh1xjOa9tldUKo5etx2lbCrJjQ+h176Bu2oWruIJGHtfJZ1plhTqq69lU4ODLfsHM/yOkppFVaGb82eH2bRvgKRmIQm4fkUeEwsdOF1OZDSM9jrAQs6vwnnWh4nJI73p3CosqgkztcJHcY6LLfsHMsqvZlT52FkbSyvkjmJaiYOSA/eBnkTJLiblzgFsnzpP+3Zij/2I2gnX8fOnenliYzfr9/Tz4vY+Zk8MpZ+l4yGAvKDC2dNDnDcrzAU1Ktnd2/E0bcYhDPrlLH79VDuzJ/jZvG9gxP5zJvhHeBgpEpQVeLn/lQ5210UpiDjJ8inMm+BFPcFvoiqDt/1NtI2ZgSLRHqRx8zDc9jN9pFviW39tp3fQYDBusLnWpHLqRMbNnolSOBG3490r0TuT8xdJQNAtKI4oZPvkUX1gVAnKchwsmxZkQbWXwD+eKAqwkw45AZk1OzJ92W45P4LP7Xrf6DgsC9yqINsv43NJWJaEWzHQ9mSaaDumX0CqaA5uzz//fPefAbqlkJLcGMc1YtGFA+e4Wci55UjBPByVs5BLp2J11MJAJwDKlGVYE85Bl5yIZD8bXMv4z5dlXq2Vac+eQ9HcJYS0VpRYBwU+ncXTs1gwKcT8yWGCBYWYe19OlwsLbwjPpEWM23Yn88MtzJ1fTUvCw4JqX0Z8p5mC5l6T5l4DE4FhCiryXTgj+eT0bEfJq8A8Zm6gLr8FkVeJpb63vrRj+MfAmGfUGE4LhiU40Kbx6LouxhW6WFQTZPYEP+t29fEff6lHNy0umhdh8eQAfsfo7LkS6yLVWY9j1sWktj+buVJI0PgmYkLh3yXgFgI6ovDy9l5q2xKcOyPE5BIXzpMkBf7Z4VIF3/hoKY+t7yIr6CQ/rJKfZSuDNhxI8OsnW9B0u6X8v11dQmHwxIGuokh2a/HUcMdF9BSpHc/gWF5NapS2xcfCKZJ09SWpa9eQZYmKfCc3rchm9ZJsnKpAxcB8h7UcUUce3nNuJv7EnYzb/Ru+/9Gb2d+s4XEKJhY5yPJLxN/CnDtlqSCpOLBAT6Effh33shvRjmxDOFxcMFUlLz/MgaY45dkKU8scKF5PBoEWcFqcW+NFtyTmjy9DNy08Dk7KVPdMQJbt0qSeGDR2plAVQVGWimc0ZckxMBH8+fk2PjmxdUS3uNTmh3FMOof4KMHqsYhpgiMdKf74bFvaFLqzX+N799Zz1dJctFFqE9p6UnhcMo+u7+JwS5xvfrSEcbky43LtSND+2k587bIAZ7IDUnE0bx49mguHAg7JwgS7BXx/giy3gd9lYbqCKCc4nmbJyL4IVywRnD9f4JBMrMf7R2x3tNRmGILaTp37X2klljD50MIsppQ6cUg2OTeQtJVIQbdNbLwd3KkuHtpjcfcr9rkPNcOG/XF+fH0EfzDwtvuPQHKQAscAkFnvNm+CF89RUY5lpVu1H/saWp4shNNrK2eObAch4ahZDvkT8csWfsewFF8IuwMkAMpIBaLwZ2MO+WIo1YvR/IUZ61VZjFAUwnDnOiGgdQB21cWIJw2mlHmZEEnytYtkHt6poEhwRY1GZWwbpnQpmDZp1RMXGKZF2CMwcZBf6KZhY6YvE9jeWUkzzEOvdfHslh5CPoXLF2cT8ir4XBK5AQXJJeOqOguRHN1PCOx7frhd42cPNabVOT63zBeuKGbDnuFnpzBLIS/sIPHIb1AnLbGVUP0dSP4stIObbA8RIeHVukmteRz38hsxBroxJQcHXTX85GUnUyslovGRXkrRhEFBUOb2j1WAZSFJFgGnTehEXXl451yJp3oxGDpWMI8BRx6jSVwtBLph4XFKZPlk/s8lBfzo/mEVlrAsFk4J8OzrmeXgpZ4BMHX0uh045nwovdyjdZB45U8kqs9jZ5vEkdZhVUZSM7n3pXa+8KE8pBNMEKyhjphhKQbP/4xk3Y70Ovelt1EQ8XG4Jc7kMk+Gwa8k7DK/kceD6nyV73+8gsbOFD63RGm2A4964vfUYcRgsGvUdUebRUiS4PUDIwmxx3fJzJw+Z0THTUWRMU3zhAkzSRI4FIGmmwymsImsM1H7+BawsJWyPVGDsFcmPNSN8YTbW5Y9vv2DT6/K8lzccV0BT27pQwArZweoyJY4DavBfyokI1W4z/8UibV3YyViOGqWI09e/q6WDI7h5BFTI1C2BKliaXoccF78b8iD7QhJJuXNS6vD9w8EqeuMsXxGmI4+jeyQk30xNwWBHrS/fQeERN6iqwkf3Iy67BPc/oKLy+Z/k0KzCZfLQVCOk3j2F6CnkKObqGjby2dWfT/DYzFpCO5+qYuXttscglMV3HhBAX9b14lhWHzlqsuZwAHCl04BU0MEC0j4ikm9iwr2Mby/MPakjGFUHG63A8cbzy8gHo2x4fUm8gqzuOu5Ye+We9a0E/GpzK8aPag3HR6EP8vWd+u2iNMKF9NUcxN7+wN4NQ/j4xA6RuggSQITgbDMd0ZSCUFcA4cCirBI6fCTB5po7LQz5zsOR7nu3FwumOH7wKjiIm64YG4WO2qj9EQN1u3uZMm0EP/1aHN6m95BnZ891MQdN5TilEefmUiSyDBfPAprsOdtlSCSJGjpTPG1e7rTKq3sgMId1wp8nhMYwpwGTNMkUTgH90e+g9HdRJFRR4+/iLgSQPU5iJ9kvZQRKUcpqUFv2InetBe5cALK9Av590c0GjtbufW6csbnSpjm6CUlpgkSJpJkZ4xPorL1tCEJUM0YbQkXDV0Gmm4RTRiYFtyzpo1Y0qQs18lXVhfjd574PmkGNHQmsRgl7S3JvF2xmSTBizv6EZLI6E4GNhFjWhaOUVLquSE1XSrV2Jmic8CgKHRyigHF0nDWriX54v/SvfD/8ucDMhsOJMkPO/jc5YXUtSX4zVOtmEMeQV+5QKUk3EcqXJImYUZDImWhYGGaoM66lGTT3oz1ctWCjKCxqdfgtj/VpceUnz7UxOdWFVFT5mbHoTi/f7qFWNJkZpWPmy/II/gW9wGgL27x4IbMzH0iZVLbNMCcoOuUfMQATHeY4qaH+Oy5V/G7V3XiKZPJJQ6uOyeHw+06pmmRF3HQM2CP1/khJU3YJ7wFuPMnQH8HrqXXg9sHhTUMyiNJMcsCkVMOgF6/C8eU5aR2vTj0panIy26hq3sAseJrhMurSInMdz/iFVwyP8JjG4bHmXkTj3btsmjth9vvHu6GJ4kOvnZtGdOafsyUsAqWgfTGERyXf4OoKUiZgq0H49z9QhuDcYNl08NctiBCGIPFNSE27cv8js+eFuSpzT08sfFo4wON3zzRwsfOz6cduOu5Nr50ZRHOcWcxrrkTj1PNUJ2uXppDXUeKoiwHT2zoyuB2BuMGta0JLpgd4NWdg8yocHHN2Vm4FAPLsmhWSlnTXMiScSYFm3+J1XEY4Qnimn8Fya1PkHJncVgrpc09D0/Ax+66GF0DnWw9MMh5s8M88MqwokwSMLnMy2+f6+TVN3sJ+xQ+dn4BU0vVtFYsKkfocWbx0o4+dtfHWFITZXaVF+8xJIzLGCDeUofoHSROHt98VOELq4r4wScqaOvRCHhlcrwW/b39mEaANTv6CXgUblkkKN5vl2hKgRzwhNLHFHoSs6eV1JRSentGllg2tCfQDXg70ZDS35RBRAGoz/2QT1/yS+74SxPXrci3fQLrY4R8Cp++tIAcX6aH2DAs8gOC/LSc563fT0NyIMX6UCpnox9jBC8VjIeQTbBaFgS8I6faIb+CsKz0GZzEaejU2XQwgSxLzB3vJSfizkheOPUBDnfBi3s1TAsqCtzUtURZOS97RFnpmYIQ8EZtjDv/1mL/nknw+Q8VMKvyzHf++3vDsgRluW6+fJUfyTKIJkD/Z/9QJ4EkLrSK5XiKpyJMnZQrm5jxj22g/0HEsXOLJC7wDZVVH00ACLt7687aaNq/D+DCuRGm5hQTALvke/0DuBZcQfLpO6nK+zJ3PC0Qoph/O9dg6sZbM85pxfvxJ1qIeoe9Bxq79DQRBbbi9qlNXSyaYnsH3r+2h6VTSlheaeD0BzCFhHaaFiBj+GBijIwawwhIssTjG7u5eG6EWd56wnUPoqoK/1N344htX9rew/IJYeKWa0QwHnNk41tyHVasD3XiQsxYH6mLvorZNkDAYXDPhiiJV6PcfoPtz9HaD09s6qK5K8n5s8JMK3fjehsVx2joTwoe3dDN2p19fGq5g3nug6gH1/PNyZPYrU7jzjUmpgX3v9LJ4sn+t8x8vl8gBBxoM/juPfVpT4/FNUH0UVJhrT0pBhImzhOoa1Mpg0D1QrS9mUaIas05DKTe+rv0GP08tmUgI3Dr7Nd5/WCCs6ef2cmthoLmr4TAOPoTUJwFAZd1SknkqBzGt+JTqJ21GNF+Uv4Cfrs9QH17EqcqEfLI77qnk6LYZaWjnccUEgkNfCKKq/ZVtlk1fP/JJJphIQRcviibA40xVi3O4e4X2qhrT7K7Ic78qhOXurlUOGdGiAMpi2xvFiI6nPl3LrqWuBocVTlxFFFN8PjGLlbOy8LlkDK6lgHkhRw8tbmLK5fk8PBrHZimrRZZtTgnbeosBDhPobuUM9pM8vlfYVQs4H/3FPB6rU06t/ak2NMY58/Ptw13ktMt7nzB4Icr2hiUs/BknVwUl8qbgvPiL6FteghUJ44FHyYRLAfArfcgddex7UjpiGf4iQ3d+Ny5/OKRYcPYNw4O8qBX5qYV2W95TiHLOFVB4riqCRkDydJBnBoZlVT8eBesYtHLv2PK4kUknWHcFTWsP5ggoZl09WvsODTIRfOz+MMzrYwvdPP5VQUEnGBYEnpWJWq1bfhsWRbEenEEvKQY+TzpWVWoMy5C2/YUStk0XOfeQkwNsb03wv8+LtHZ7+ezHypkvuQaEfMLLC6bH2ZqhZcDTQnK8pxU5TtQJfu53lkXTRNRYD+OD77awYSr/gVv7yEwNMxgEVHFVvDVder89zGk+wtv9OBzS6xeFGJSsZNrlufy4Ks2iXPF4mwmFLn53VOZXT7BNtzf1xDF45I50pbEXxImp9zPd683eHVvnNYenRnj/Kzf08fWA4NcvSyXwcRItVIiZXLd8jxWL8nFoQCmSUqomOd+mR88ZtDQmeSxNwTn1XyGBZM1JoUGSTz7cxCCN6q/zE+fTAHdQDcVBS5Wzs/iiQ1ddPRqXLM8l5d39BLwKNx4QR7Pb+3h5aFAoqtf5ycPNHD7x8opz7Lfr6gmuOPuejr7bQJyX0OM2pkhbjgnC2FZuPVejCd/hNp2kFwgV3Xyr8u+zrfvb+A/bi4nr9R+Bj2D9QQf+wo3FUzkw1d+BCXViXv9b7Hi/SDJuM75OFF3fvpe664QSuVsPC1vUFw0c8R3tHRqCJdyEuO1nmJw1nXUOatJmgpFajd5237PFF8nP/hEBS3dGjdfmIcqS7hV8KjWGfOq1CwF57j5CMtEzinDaDuMnFeJVL2EgSH1oWVZzBzn5cFXpXSzDlmCVYuysKyj/1scaYrx1b/2pT/v/ev6+d7HCskN2cSYgyQHmmLc+lA0PcbIUi83XVDAzx5u4tZrS07s8fIO0Be3+MWjrenrMk34xaOt/OSWUoKe90fAGYu9nRHf+w+maTIoR0AGRg5RY/gngGXZqcFjiSiA517v5oJJYdJpImNIDNDbwvhJqfS+SUsBSQHzuOdfyRQY9EZHSRZ0JFk4OTi0XmPFJD+u1t1ozz+C5Anhm38V8dC4EWWIYxjDaBgjo8YwAgI7EFxZNUDwiTvA0DF8EfLKRtaR5/sNjDW/xD9tBalgGQl52APKNCFWOBtPrIm4obLduYzHnx4g2+Pg4gkx7ljSzXc35LO3McHEYhe3/vFIOnDd3xjn+hW5nD/91JRLFhJ3Pd/GxFIvX7yymN5BnR3uhQSnTqLojV9TNa6YT19STV9CsLN2YKic4v1PRsV1wX892pRhLrt2Zx8LJo1UNWQH1LftfpHKmYj7ws+S3PQQmCaO2ZeiF0592+swLYu67pHKmsZuHUkSGKM5ip4mhCSQB9uxepqIOD0QLkY3Tz19PKhkIQqy2Nui89P7G4klk3icEp9bVUy213rXssMpQ3CgNcXLO/ooyXawcEqAbK89iTCB2g4Dpa+OvMRhhJSip3AmP7snnjZWtyz422udXLciH0231VmmCY2dSc6a4D4hiWaZFufNDPLwOh3ftH+hKrUTX6wZdcICtJzqtyXfZAE+t8JL23u5colNgh3FlYuzmVLqJOjNIamZfOfGClK6Rc+gzm+fakm//5cuyCLLewrv5lCHt778Oby+I3Oc0vSR92gwYTCYFEhaFEnynhShqAkXetE81FUzEZJM1FKwTBOXGcN45k6UaefgtmIj9nM5JQbjIydz63b185Glb01Geb0urj9b8IsnhxVCWX6Jiuz/n733DLCruq++f/vU29v0Puqj3itCNCFA9I4LBhPHyRPbKa9jJ3ESB/cex6/9JI4T2zG2wQZjgwHRQTQhBEio95FGZXqf20/Zz4c7uqOrmRGSEDI4s77NPveee2bvs9t/r/9aCpbmR0oF2wVNuIhTeBGlhHigDs8Vf0tJug/LE+GlRrj/hXaSGZfKIoPrlpfQ2JKiqthkb3OKjfsTXDQ9gO6m4dVfQNk40m8+itufC95oExbhWfEx0lrhWJJRfOgLP4Q541KknSXuKeNrD/Wx83AScFg4JcD0Wk9h2whwbZtAqpmAtIlWVjC1MnRC8EAQHyUdLSs1iEwqKBcC9p+wWAd4aWsfl8+P4Nclq+cHOX96EETOgcpyJCURnXhr4e8YusBjqnT1WQwMPkNWasRCGtcv8dA2IPnsfzXmRJCBR9d38qFLyvjRY4WpgHMm+JGuk2P9uLnUWNeFVlnG4c5ceqPtSB7fnOHxzfCtj9RR4wmQnncr964tbOcDLWmuXFzEhEovpq7gNRUmV/u4YmGUgEflxa2FQuOQ20jUF+WCJS3dVj4QdQzPvdXLNYtjRH2gtO/FajtOJ8zKUL7nQaZUfIR42sWv58Zz11+MiFVByy4CLXejT12OuuxmhC8MkSrinsoCnbMkAcLLboGXfsE0fwcfuriU373SSTrrcv7MCCvnhk+pX3YHJ/H1nUEa221AoqsxvnD9P9HQ00xRZRWxPPVxaFw8m0gEx+Gb6oPeFvTxi7B9xSSUQpOHYj985c569hxNk7FcGqq9lB0niu5zBnh8c6Yg8GY7krVbB/jgRV5s20XL9vP7LYVjmePCwbY06aykM+5S8S5IcPb1p4a5wlqOpLcvSdg35rw2hjG8W8hpIio4zuiZIro2fD3tuCA6Dw7dx/QjbQsRLqe6pgRFyR0CPrRNY/6CmxEb7st/Vp2wgFSgioQl8BuAlCOmNc8eH6CjL0tRSOPaZUV4Wt8i88T3B6824Rzaiue2r5II1J95BYzhfw3GglFjGAbHcblycQx/74a8rbSMd7O4qINHvLH8RsDUFa4Y14+zdj224UUpbUadvApXgqqqOI6L7Sr0eGpZvyvBfx5nCbxuj8rXL/fw4blZmlI2zV3WMAbFgy/lmEsjuieNgr6US22phyOdae55eohlcedl5aQXfJav/OooGSu3Ob5maRHmGTCv3o9IW5Ku/uEb4o4+i9tXlvHLZ9twZU5/4q+ur8KrnzzIkhY+snXL8dbMASRJJXhKjCNH97NqRnbYSc6iSb6zG4gSoHU3Ih+6GzFoOSvr5qFd9BfY+um5wUFuA9NQofOtj42jL2kT9mmEvbxrrChFEWzYleRHa3Kb2PXA42/08NWP1hHxQHOvi93eRMOmr+V1i/qWxIinCgXkpQTLcpEMJdfNrH/74EvAkNx+UREDmSKkNgFpChLWqR2fmqrko6vK+PqvD/PKtj4+cmk5rpRMqfZSFVHRFMnE0uOnHkFFxOSvb6iipSuX2lRTrJ9Uk2QY/DmhYDPTS9hfS99xJ3maKlAV8gECgGhAI2w49JunZ6cugQM9Ko+s76YnbnPV4hiLA0cRvhDZzU8ze+KNeI0IqcGxTAhYNj1Mb3x436stNXOsmJMgjZfFkwTFt5awYU+c8qDL/DoVMxLl1T1pnni9m5Bf46LZYerLDMLHHWgqSDzZTsRAB/giZLyl2INTflrxg89PRwL+45HGfF9v7sryxOvdLGoIUhY1ONqZYeuBJCtnBdEHWrG7DmE72XwgCsDevwGzYQVULhj2/BYalndID+rTN/rp6LdRhKAkpBS47AgBzkAngT1Pkt20BlwHtWYGgYv+hAGzYqgNpGTWuAC/fbmzYIy6dH4MjzqcSSMlRIPDF9NlUQPTUEA6SFcSMHK6Uo4j0QR8dFU5d//iYP5+taUmiZTD7PEBfvRYM39yeRlC5Ji4PXGbkE+lZ8AqeM8SaZe9R1P8+dWVPPJqJ35T5daLSqmJ5U6LJYIDHTb3rW1nIOlwx6ryYc9p6gquGeS+yn9i3yaLC2b76eq3eHbTkDaTqQlWzAjz+OvdvLDF4oMXlVEcyPWg0ojOoROc9AJeFSHEoKHH8M2MEDlZRyFADnQMu672HmHyeEHIO5TulhY+Ald9Fuul/8E5uBmnvwt1XgNxf82oc0mfpwbfqr+iJtVNUaXOgsnjACjyc8pRo70dYjAQlYPlSO5Z7/LP01rRa0FN9SKQZPQIzklE/0eDoggURYzIIobc+5gwS6GsdNR7SAkxHyyZ5BlRCw1cktbwZ4unJYqSi1gKRcE+kcEAOK5E1wVe/eTBe0UB1bVAKFjy1BlNMR/4TKWAzew1lLOWFigExC1BPJ2TVYh6eW9a741hDOcQSUuw7VCKTfviTK/3M3ucj6AxvF/UFOlEAxo9x60xljQEKO54BsgJlHuW3kzmjUdRV32KUCTIdz4epL3XIuxXIViMWTMZ2XEAEamgx1tHX2MjRaIHESxGFtVTEfbwiWsq+fETraSzLhOrvFy/vJjn3+pl+YwIU2u82C8+Xfhg0kUe3oaYVj/Wncfwthhz0xtz0xsRYa+CJ92J3DOUiuVv2ch5589g6vRaFldnuXlSBxVv/F+wMkjXQUiJWVaH1rQeNvwKw46jh6J0ZH385Km2gtPsnN6Bn0q9h6KaGpIZl3U7CgWCfR6VVfMjIzq2jAYHgRSCXz7bXlDe2JwiGjLYfjCRc9+Z42Pj/iT1FX7C3pEXqEIIfJkOaN2Fke3F4wxgtG7F4yYQpg/7NFNk/pDQNYXdR1J0HheQEgJWzouyYKKHC2ZHWTotxPXLYpSFlFPqD1KChYGFecr9x5EKlSEH09DY25LFYyjctbKI2eODiDP1vR8BirQQT/9bnjEDIPpaEDUzcANlZ3xfU4OQV8HURl8vnw33opSt8O0HjxY4U2VtyfR6P+URjTf3J5mR3YhxaEP+ulpcxyu9VaSO2zSoCsydGEBXFXYcSnL7ylJm1XsYYf85Ikw1p7l2ukG3opDKwoYwQa9KxK8xa5yXsqDIi/qeCE2BooBCfYlOLKCcVp+H3MmfpoC28wmqF1/Auv1DdVAZ07luWTGb9sWxHUnYr/HZVQJvOIwnXHRav9U2IPncTw9yqD1DZ5/Fuh39XNmQxch04bTsJXBkPUvOn0lFaZCGCo0Pnh/kwfUD6JpCJKDlNbQMTfA3N1YT8Yq3f18UjWjIZMFEHxMrTIxQjFf2ZvmPR5rpHrBp6c7y+u4Bakq9lEV1VAGaIvG1bSLzm7txdjyPs+UpjFAEWVSHe5wW2IH2LK9sLxx3+xI2Vywq4tmN3WQsyfXLiqmKqejJdoh34bTuy7m9Hf+IsUrciulvOw6oQhLyCIKe4e/CQBainVuwXron37lkfzuKEMiauQWZoVG/wtT6IK3duTHklgtLWTDRh36czbxPJvCmWjBlilA0xKbGFP2DqX26JvjENVXEBqWqvHYPxpE30Nt24NVddA38QT/LZkRpqPGxeGqIORMCgGDrgTh3riqnvkSjtV/yozWt3P9CJ89u6mX2hCBN7emCuS7oVbh6UYw5EwMsnBKgLKRyLAO1udfl8/c04bgwsdLLQNImGtI4epzT3ievq+L7Dx1h84EUHX0W25sSTK72YdkufQkHXRPctLyYadUmCxuCrF4YY2qVjjJY39Vlfl7Z3pdvmwmVHq6f7yG470nE1jWUhVW80RibDw3NDVcvKWLeeC9IMDWJveP5grbKNFxOaNpior7CRsxqAZQJS9Bnr0JOuYiUHuPtYKGT0UK4QsOnc1INNwS4qT7iaYesMPBosLs5y8a9he+j5cDVyyvQ97+E9dh3cDY/hi5s1JJ6HODE1LgAACAASURBVOXU5m0hoDMBT7/Vz/Nb+wn4DMJ+9ZTHzmP3CDg9mKk2dE3kXS1PhFQ0olqaF3YVMtQ+tqqIgGcwcKToFJkZXtg19G4IAZfMjVJbrDG9ZuR7+/0mmfgAatPriOd/gNzzMmq4BBkohpF0AU9AwFSZXGzzZpND1pYEPCp/e7lJZbEP1JM11qmhNQ4bdiVYu7mH9l4bQ9cI+U6vnsdw9vDH4B79foEmJJ5MJ7odB92Tn5v7swr3ru3gNy91crgjw5t74+xvzrCoIYSmFE6yhgqLpoZx3NwacfWiGNcsKcItmUBL0WLE1Is43G+QnX4FWlENgtwYWxJUCXoEUuhY3hLskkkcdUvx73+WyLofoB7cgLJ7LVJKsmUN1JcaXDg7yvKZESZUefnqvU0caE2z+3CSl7b1s2T5dPyNhfOENmkxVmz8uarOMbyHMeamN4YzgkCilNTjRiuQPYMpBtkUFXoflc7LpF+7BxgS39QqJyPNANbLv8Den9sgO4e2ove1Epl/O9oIu1BVhfKqMtxIznI2EtAKGAQfvqQU70k2/SMhaIJlDf9Cf9LBZyr824f8+A8+i2f365xXOxNHuxQYOTjh79tH+sEvkrVzp8rauHkIbxBrxwsYi67HnH1tTlTwfQAVlz+/spLvP3yU/S1pAl6Vj19ZwfQaExWXYj8U+3OL3rOlpzEaFE+QG84PsGpuEEVV0HXjrDOMhJWG7kPDLyR6hpf9AeAlhW4NYOt+kowkzjWKE5HMtU/Yr6HFTwje7niYz1y6gG88pdEzYOMzFe5YVc7EKg8+XWHxFP9pa2aNBkVR6E5JkhlJcUDFUApZUwpQE1WojfnfcaBfUSCRFahCYGoj09WzwkSfeyPG5POY7zh8+65qjvRKgl6V6piOV5d850/rSSRShA0Lj6EhTf8ppbYdgxCw41CygPkCsKk7wpKOQ+iTFpF960lKX/oGqzwBUHWaij/F4Q4vSxpC3LAsRseyIlIZl4qoTtQnTquvpR0VUMlakt+93FlwzXYknX0WXXGDipCCL95E6sl/zzNbQZJd+xOMqunYvqr89yIjCCvHghquK+lLOKyYGWZGvRcpJW6wHKevHa16KtneQj0lpWziO+7DtgOiY//w8sY3MRbdhn38WCslDeUa/3hbFY4rMFWn4PfDmaO4LXtwB/WKSkvq+dpt49ncqpPJutSUmlSGBa4rMWUS5+kfYEyYh920lcza/0H4owRW/hlK6SxKA2ZOw8xNIox9XJ7diaXNZevRcTz+eg/RgMafXlnJ717u4AcPH+WfP1zHt359mHjaYXyFh9tXlvO5nx7Mn1xPq/PxqasrCJg5N8CrlxaDhM2NcRQhWDU/xvLpYfY1p5hc5UVRBH2Jwv713Fs93HJBKRv39nPnRRFq+99A7m8iUFSNXdpA2h1yu5xcpvLlj47ncEcuvXhyiSTw+8+Q7RtMn93zKlcuvomiG67kjX1JFk4KMrnKyE+8mXA95qX/h8yLP4NsGnXahfgXX43X0LFGYEtaUsN6G7fNM4Fp9WC/+TDajmcxAsX0zruDrvKZ1JcNN1C5dKYHT+oIqZd+ni+zX/8drr8cd9KFp+Rk2ZWEf/qfg3lG0N4jKe66vJxpVfopjWmqIvG3bSb19A+RiV6UaAXhyz5Bf2jisO9bUqOh1sc/36jz29fTKIrgxqVhakuHAmcWOlNqAtx9m49H30yiaYKL50QImZKyqO+kY4lydAvyqe/l/2v5yFfQbvgSVtGkUb9zDFmpMKXawzdvyBIfyBLwa4SjHlzD+44VDixUnnmz8zgHxjiv7+7n0zfVUHEGZqFjGMP7BaaTQNn2GNk3HgbXQZu0BO28O2h3Y+xvSfLytsL13e4jSRrbskyv0oaNH0U++MhFMRxZhCZcpJQIM0JAj9DSbxOqVYn4T+6ACeBNtWK++auCMnXzw1hVi9GrJhI0XToGXH7zQkfBOjKdddkeL6HU9MOgA7Mw/VD59gdUYxgDjAWjxnASpLQIvmv/GdG6C+LdqKW1ZDauQQ0VozeclxewVkvHo0TKUErG0d07wJHzvoDjizHN14a76ff41n6XD5z/f/jmb4e0Y3ymQkO1BzUSRSIJe+ALt9eycX+Clu4si6YEGV+qn3ZgxHUlNSVGXh/nGCZWeZlVrRB+6UcozdtwAdHRhNa0EfXGL9HrBvDpQ4EYkzTZ5/4L7KH0BvvARjwrPowFZDc8hG/CAjKBCWdcv+caMZ/kH2+roi8p8eiCgEleQPVcI5MV6EZuE/FupLpZZhBt3FKUPWsLykW0auQvnCMIAaHEQdJrf0by6E6UkjpCl3yMgdCkgknbp8MtF5TwkyeHNv1+j0JNSW5zMr7MpNeeRTm/G/pSNsVk9vOdW6bSLcP4/B4i3mPpJbl2PhuBKAfBG/tT/OTxVuJph/pyD5+4poqywPB2fKcLkZQtWLt1gIfXdeLzqNy5qpwZtSbKCO+thY7lrwGgBCjJ74dzKacBEwKmFwaFhU8nEHUMujqcSbBmh2D5tX+O2rkfw3XIbl8LmoG5+AZiZPje6jRl1R5o20ap6cMpqyetnv7YdgzKKOLumiIwVIFBFqu/dxh7CcDu78T1VKCqOfZjeUTl+vOK+N0rXYP/n+CT11UR9Sv865+NI+ZX8hv3lBoicPHHEZ2NqJ2HcVr3AQJ93pXYJROH/ZYQ4Ld7IdmDjQrBMtKM7LwKObaYHKF/quWTsBVzRJFdRbooovC9NhQH2X2EzBu/xx08SFGiFYQu/ySzaobG62PjjtbfgqMo2Id3YB98CwCZ6CH18DfwfOhbJHzVqLiILY/mxevf0pfyzScP5++1YfcAH7m0nJ880YJ0XL75sXrSliTqV/j5c50FKRQ7mpLsaU4zb5yHyiKTxu39rNue03XqjdtUFBmsmBli7jgPruOyq6WQLQO5d2BpQ4ArKw9jHnqO9BuPDNVXzQw8l/1/pIUPRYFg/368255ifH87+tQViIEYqb62gvvZbzzEstsvZv6EEpzBaKvpxNF6myDZgygZh/jAd+nPqLRnfWx+I0FjSwuLpoSYPc5b4Lz3bkBVJGz6PWLrE7mCvhYia79J88VfpHzcJD59UzU/fqKVgaTNpXMjrF5ahPXKb4fdR9/7PB2VKwb16E6Og60ZkhmXsojOt6/J4GnfCO1pdN9sUrGJWO7Jl8++ZDPJR76TFw92e1pIrvkegZvuZkAtGvZ5SwsyZZzg8+OySEUjaw9/RlvzMb4SPl0fBimx7WPB+dHr38lmEFseG/YJZ9969PKGEQOKw35XDxKqDOFHQZESx3XPitRmd9wtSDcFaO+1aOuxqAi9c9bVGMbwXoXW14TwBlCX3gyKihvvRrRsI6YFqbFNGGGutB1Jexz2Hk1hOzCl2pPTnpOAlKgMyWtICWEPhD2nts2XEnxkBi2fC1N+Y6KXzowkZELAo+Z1SY9HNpXCd93fYx/aBp4AonomyeMMK8YwhpNhLBj1vwSmmWvqTOb0XEOSegxqlg2mUAk8F9VCshvVF0GfuxqZ7APbQnrDJD1F3M+1PPlkgu9e2Yrz9Ffy95mR+h53f/CveXlnilhAYdkUH8VhHfs4p4WoF1bODAwKWbuc6ShWFoS/v7WOHz56lO4Bm8nVXm67sBQzeQSleVvhh3ub6TlyiL/+vZeV8yKsXhAlYEgUJ4PVOQKzxjm2MZA5l6DTlx96R9CEi5HtQSgqWTM6TFg0DwGJjEtv3MWjS8r8DrbiQRMyp8fB2RPe1hSJL9WCzCSQgVLiytk/FT9VCAGHul2+/9BR7r7meoLpPsShTWB4EcvvxInV/cGeDSBgd5Na8738JtntaCL10DcI3PZVBvQhzRHXlSxt8BMLVvPMpl5qSkwumh0m5sstGiJeSNZMRl71j6iv3QtWCnXBdVi1C9GEj9ydJPZo78c7QHNvrn6PvT8HW9P86NFm/uG2KjTOXnBTCMGGPQnuez6XapnMuHz7gcN86roqqotNKsPnVlpESmio8eI1lLwmFMDNK0pImhpqTRm+SAVmpBw50EXmlV8RcCy8K24n9YtvDy7yQC2fSGjFR3C8UZLmUJsLIehJSlJZl1hQxVRG/uc0IfngxaV849dDwZCAV6W2zEPUr6BIh6QSwAgUIeNDTogIhbTiR3YdJGVGCIYCIAyuWRRhcUOQgaRLaUQj6uO4obfwGeKeCvSaUozKGejpPlzFIOstwT5Bg0YREOjdTWbdr3H72tEnLkCJ1RAsGUc6UI01QopzwACnbCpqzQycw7lxWvijGAuvpc859Zwd0x7Aadmb72OQCwTYBzehzBqBweU6aNXTSK+7/4Q7SehtBl81RrqT7OsPAeDUL+bBLSowNJceY6ZF/CqRgEbAyGlQ2VKy+8hwUfum5n5WBPdSHpnOqztygaiptT7mTQry6PpOHnqlk8sXRrlyYYTqIoPikFaQYn3TihLKtF7Ujl2kNz1ecG/n8DZ8PY2kYzMIJA6RePDLkM1p9DlHduK9/BPDK01KQOYDUYabgpd/QmbPOgAG5n6Q/25ZzIo5UR54oSWvQbVxb5wLZ4e585LiEdlGQuTE2YWUww6IjkHTlEFNJmfUYLlhDWBte+aEZ3YJpFrI2pOYU2fwrT+pw3bBbwzq4xXXAy8UfCUVHkdjW5boeM/bsqOOvSbfviaL+thXsAbr0HrjYXw3/CNWbPpJv09f63HrhcFH7u+AgU6IDA9GQW7cz6DzdsOolT11+zOhqEjPCDQjT+i0DoJcRyJwzureUldHXuWpfxwmfWMYw4hQVYGS7CH1ws851gPUiskYFZOQj32dognLWTH9Fva1ZmntzuJKqCszSWYcXtuV5v4XBs1DVMGX76ynMnx2clo9JRU0X/gvHEwG8KgO9U4j0e0PoNlJAp6cvmLUJ7huSYTvPTx0UKoqMCPUjZOySM+6ASnlsSllDGM4JYwFo/4IIIVCb0piagK/XpjG4jg23p79sHstiqoRnnoeqehksu7pibIcO31LaREIRXKFgRgEcgKfritp7ZfEokk+eW0Yb2mW7Kq/w3zzPmTXIbTmLUwL/pipl/8NlpVLqRhpnyylfMdC1lLC1EqVr91VRzIDflPBpzuk2jVOjPgDpJ2c/fyj67tBwq3nR7FFAG3iIuy96wtvrg+mipg+RGi42Oy7CY/dh9j0O7KbnwJVx1xwFd6JSxnwVRe0uRBwtNfl/he72LRvgLBf40MXlbC0PomrnyXV0UGYpNH3vUTyhV+AncmlIqz+K/p89Wf1d04VAxnBV+87RCLt8olfWHz0oo8zd06KSMQH/hjOKCK05wz9bQWbZCDHYOlthpJCAVxTlcyqNZg3vgIpXRynMIDoM1Wcipmo138BIV3Swvuup1gCtHQP19jb25yiJyEpGSnj8AxhufDEG93DyvceTfHgSx189pYaYt6R/19HqDiuxKu98/HkeJQE4Mt31vPG3jh9CZslU4PUxjRA4rjgql4yr/w6vwk1ZlxEZtOafCAKwGndh9u6h8yrD+C/+UtQPB1HCtbtSvA/T7ZhOZKKqMFnbq2meJTuOrXS4O6P1PP67gGCPpWZ9X7KwzkWU1b1YSsmfUv+kpJX/w2Z6AHDS9+SP8fVYhSv//9xju5ClE0kcMmfkQjUUBlWIDw4J7xNdVlSxVLC4AuP+nl/uoXkg1/O10N20xPo0y5A1QzMgU6MSEVus+4vIhusQqomCjZ2oBx95afw9B4G10JEa+jTR3cclCL3zOK4+nUNP07X4WGfdVr2ocwRwzbgTrgS5chmlFBxgTA7AJ7B0wbXHmrDQTbWiRACPr4yTElwyBVUVyTnTQ/nNw/HMDXcT+p3XyVw3XfQVIFlS5ZMDfPTJ4fGhkfXdxP0alw5P8jnP1zLht1xDralWT4jwoQyDWF3DKq+Dz9gcvva0IqnIzsO5gNR+WvxboQ/hkwM9S197mqyRizflvpAcz4QBXDIO4OqUi8dvdYwMfS1m/u4dklsGNvIkYIdBxP86qUeBJJblwWZVW8i1dwcarkCe6AbvWUL3rZtGNXTMUpryPjKyKiFpzyuoiNCJcie5sI6N/149Nycb6oSU2Uow3ncAnhrDQwKsAtvkKbi88naEjnCOuBEjC83GVfhwdP6Wj4QBYB0yb7+EJ7VU0g7oy+hhS8yvNDwIjzn9gRL0TSU+dfiHHhj6B02vKjjF2KdmHN8jhHzweULY6x5behdLA7r1JaavG1EbgxjeJ9CtxOkX/kVBWOQomLtfBlUjWD1eD7JW7jhZuzxy9gSL+NIv0Yi5Rawom1HsmZDNx+/rPisZBjs7zX5/GMmjpubt8siE/jCNZ8n0vIauuLiOLk5bW69zt+tNnl0u0LYI7l6cpKqTf8NV3/mXTP1GcMfN8YEzN/nAuadScFPn27nJ0+08urOfipLfZSFcgukvjQ4R3dgrvkisuMgbnsj1o4X8Y2fScZzckvx04GUuTVxW79Lvd7GfGMfnn3Po1txrFnX0VuxCG/Tqyjlk7Cr552zwUpXculOmpLbxNuaH5HuQ+1qHPpQ7WweHljInkEL74NtaVbOi6IqArNyArKrKXeaaXjxLLsVa+9rCN3Ae8VfEg+NP2fvjRACo/FFrPUPABJcB+fITtRoGbovgKUPWSxnpMIDL3ahKlBT6uFQe4ZXdw4wZ3KYaODsUt/9fY2kHv1XcHP1J9Nx3PaDmFOWYHHuafbNPQ5PvZnTxpMSNjamWbPVZv70MoKjZwidEQJ2J562bRidu/GQQhg6tuI5qQCoR6awtj9fEJwAMOZcTsYcWezXdU/OYnNQcc7huUIiK4bZxReHdC5bEMEYhc1zJlAUwbamdF70+xjmTAzw1v4Ek6p8VEQKj9BtBNuPWPznmlae39yHx6MTDesYpymIrusKvUmXlAV+ryhoLr8BU6pMZtV7CXtEgfC+owfwTpqXcyCTLsa8q7G2PZfvH8egVU/DPrgZGe/CaDiP/W0W37z/SJ6NEU87HGrPsGxqCEUMr1MhIOoTzKr3MqnCJOQhL/grJfg8Gs2ZAG/qi0jVLWVvyaV0GVVM3PMz5KFjqWjdOPvWY0xbga2cXe07o30n9u5XCsrcriMY0y8g8/K9KKk+si//Enf/a3grx8Om38LGhzA1iYzWkAzUkPVXkFVHjsa5UrC3zea/Hm/jhW39FEc8RIMqigBbqnhFFrtxY+EzLbqOTHg4M9IWBkasFL2oCnvf6+RPqicswG24BKmaeGUC2duC29uG0t9K6cKLeGnv0EthaIKPnGfS8Na/YtcvQmhDg01FsYeOXovmriyqAjctMFiUeAataz9m/yH0GRdzoDVDWUxnz5HCwFHPgMV5MyOYqqChymTRZD8N9SEyqSwYHtTuAwgk7nFpd8IbRKucgiyqQ+0/Ovg/HVd3vW34rv8H8ATJ1i5mYNFdULcAqQz1JWPgKM6ul/J/H6i4jIT0oqmCLY2JYXV4xYIIXqMwGLW/Nc3XHmihP+nQl3RYtzvFzBqNkmguTbatK0n0zR9jbHkIug7hHngDZ6ALXWYRsRocMTSmOULHW1aNs+vlfPu4JRPQ5l1TUNcF7ar5ydYvpScylXj1EnaUrKbJKqUyZuRSW94GPgPmTQoRaH0Dt2VPwTXhCaI0XDCMEVgA04+uqzhHdw5+ScF7ycdIlc3APQNXvzOF328Slz7UiYtww+VQvxBlyQdwwlXviXXvpGovNaVesrbL+TMjfOiSEqKe98CD/S/FmID5uw/DTeK8NriWH4TiDaEEi9CnLCPz1hOI/jbMuumohzdRJVrQAyHWH1IZV+Flw64hPamAV2X59NA7pom7CH64po323iE2ZyItmVAM4yfVFhwQCEVlfCDO8vgaFqXWEtn7GObFf0I6Omkw0D+GMRRiTMD8jxiuULj/hTY27MpZu3f123z7gcN85aPjqI0pNLamWLjvicIvSRdrz6uYy6efdsreyWCjYHcfYYKxl9ST/5UvVzatwb7kbpKzbiTWMJf0H/AkzmOoyEW34tbNRmnZjlIxmXV9tTz6zNBJb1FQz7trJYwSjCv+nqAcIO0ooJuY9XNxjSD9ShjO4QmALiyc7c8PK3c6mlADJTBon552BN1xl7kTAzy6Ppeic9tFpby5Z4DWXpuJleKspm7JvtZhZU7bPsx0D3jOLgvrVBD05jakxzeNpgoC3tOMRrwN/G4v1uPfw2ndmysQCt4rPolVPgcIjvq9tL8Sz9KbSb9yX75Mn72KbLD6rD7fyeCRSTQsbM1H2jn9gGFNscbFcyI891ZuPtFUwZ9eWUHQcEdNs3HJpaAhoSiooCkC1x09LQcAKbl5RQlbDyTyGgXFYR1NFWQsF2WEJm1ss/nW/UOsmP94pJlPXlvF4kke5Cn214wteWJTP799pRPXlVy+MMaqOQFC3qGN52gBdVdCPFCPftlnUdwsac2LPvMSrE1rjvuUAC2XpuZ2HkJaaTr6husC7TyUJGlJgicx/xrtOTKKn3FVgpKwRsdRm0lWB5X6QezGIaanjNbSPu1multVwhFJkX90t8NjMAwVTVVIpa2Tr3314cEtYfpBUZFWGtTc0sNceA3JNd8bSiN77r/RF/WgzrmZkxHa9nfY/GhNC9Pr/XT0Wnz914f5xw/WMqU8J+5q1y5En9mItfW53OPMvAS7al7+mTUszIGj0N8G/ihWqAZZsxTvh2pxe1vA9GOHa7FUP4Gu7SR+9zU8i29ACZdhH9rGdGcrX/rACp7dPEDYIzm/so/KZ7+BDBTz87V9TKxXWDzZiwIEDcknripjoFNFtO0hdug5OLI11wYtu7lipaS+vJLW3sL5eFKVl5Xzonz1viOksy43LC9i7ngf0cHrlquijV+GEa1ACZdhHdiEWjYOfdw8nGwaS5iYJeMR3lAupXwQ5sJrGfDV0jahmv/7SDONT8WpLMryF9dUURdTcikW4YpcG1ppAKrNPh7crHDjilKqS0yOdAzNmStmBCgf2IoTmIkzmHavaQpPbSoU4AV4Zmua2XUp+lwfdncz2sHXCq67TZsRdTPR461kg/UF19LFU/F84Bu4XUdwDT+iuB5XO7nKtRGKkq1ZwL7mFGiCCWGN+tLhAsAjQUoImRJ9/HysNx/j+I2jMecyBtyTu/JlMDFnXomvbhYy3o0Il5IO1GCfRsrp2YIrBdlQLcrMWiDHOj2X65fR0JWEl7f30dyV4cblJVTHNDQxxogawx83snoQbcbF2FuHUo+driOYF96J1dcByT6MBVeTev6n+eu1xhpuWfkFtg4UrqtXL4ohz4IYqO1CR+/wdUi/iJDyh4YRFeOeSopWfpRUZyvS8JMyomOsqDGcMcaCUe9j9CVlPhB1DFLCkc4s9cVemlrTLBxJoPpdEK3OZCW1/gTZLS8XXrAzlPRt5eiEy/EEvWf9d08XwhPErVuIGL+I3gw8uu7o0DUBf3JFOaY6xETJYhAurSfVMZBbi/4BAiwADhpG2Xic9saCciVYjHRzm5jupOBb9x9m1cIi7n2ujRvPL8Zr5JQxrjuvJJcGc5bT1IQ/OqxMiZTjmOdYTGsQMT/ccWkZP31qiClw12XlRLxvn5ZxOlA795M5FogCkC6Zdffju6qG0dwZAbJSQ2lYia9iIrK/A+GPYUXHkT4HrowKEv9AI7J9f44OLhRCi64jWTID+zSmAq8qufWCIpbPDNOfdKiIGVSERhdHT1iCB17q4qWtfXzwkjL64jYHWlMsmBKittQk4leIeUc+2KuOCr7xsXHsOpImmXHIWJIHX+ygosigptjk+DbVNIXXdg13S3xmYw/zJ1WhjqSAPQJ2Hs1y76BOFcDvX+0iFtS4dLYf5xSlWiypgvCCA9qcq9FdB2vrsyiBKOb8q8gMLkL16RchvCGigeEb97pSE69+5u+t60qCfpPSchdr8+uotTOxFRVcBxEs4c2GT/HdJy1c2YEQHXzsigrOa/COaPYuBLT1ZHhqYx89CZfLZplMq9Sw9ZEDr06sDqW4Fvc43T3PsluwdryIMeMislufzRVKOSyNzHrz9xjTL82lhI8ARVXp6k8zf3KQTXvjVBYb/NlVlax9q5dpV5Xi2C4pNYS29C6MudfiSujTilFVDRUXVYDZ+DKZZ/4zf0997mqcBbdxVKmi31NBxK8S1MBvdZF5+V5wLNLrfo0SrUAtn4hZNYGGgMMU/29xW/fh7m0FRaNjyad4/tEMT29rYdzHxlE+yMBRkCgeH9utWhLFdzFtQh/VW36MUV6P6/UzpUKjssjgqRKDwx05VsKKWRH+45GhtLR/f6SFv7q+iuryobE1rUdwS6ajawZGqBj74Bas1v2IBTfhupJ+TxWhG/4RZ9+GXOrepMVYpVNJWpKv//pwPgja3JXlq/c28cU76yn1Q8oswX/T3WTX/hi3/SA1yW3cteoGth5M8+FLyth1KMn+lhRLJntZkF2H+9jPMT/0ryQ9ZflmLQoMZw3FfEMOvGK0dYiUBcYhx+BIhYS/Bvw1CJE7eMlkIGAKlFFSulwXygJQ3uDP6VedwWFYOjoJ3/V/T2bD7yCbxpi3Grtqzil9NyN8ZMJT4AQZxZyBgDznm7ezYWBxttCfFvzLPQfpT+YG1Vd3DPDhS0q5fG7gPfWcYxjD2YbtKhjzb0ATKkmzmI7KFbSndPSEzkzRjz5hPtkdhXp3ZFOUJ/fQFS6lrtTEciQ3nV/ClKqTB8VPFR4NLl8Y5efPtBeUT6wZvT8q/gjJ5OA4PxaIGsM7wFgw6n0MQxcUh/UCWiVA0KvgOC6VRR46iy6juOm4dAWhoE9eQvIssqIAvAZgqMMEOwGEnUXTNNz3EH3TcSQ+DT5zYxVNHVkSaYfqYpOKsHJOdHdOF44L6pzV2HvX512ylEg5Qvcgi8fjCsEvn2/H51XZdjDOHavK+PXa9rwleEXM4Bu3+PFl+7DMKJY8O10/G63HmHM52bcGGXi6iWfln9Iv/jAi8VqwuwAAIABJREFU5oLcSX1DrZeufpvikE5pSHlbS9vThUwPT1Vx+zsRI7z/JyKt+ElHp8PwON67Cm+6Fdr2kT7utC3x4n10r/wnOjJeIgEdjy7w6BLt7SyAVcnEEhUYXIiMpqMvYNvBFM+91cuN55fw6PpOugaFmDc3Jlg5L0pVscHcCYER9Z+khGI/zB7nZdeRNDsOJbnpghLmTAhQ7C9MX5Qyx4w7ESOVjYZcQGtgWPnru+NcNMOLGDFUc3KktCja0jsx51+H2tdM6sl/RyZ60GauRE69BCEElVGFa5cV8fC6HJvRZyr8+dWVb8sS0ISLkekGoZAxYsPYRI5UiAfHo134CfrTDoGlfchXfk739Jv4wfNOfv0oJfz48Ram1oyneATdr87+LP/ws+Y8Q+31vUk+c1WQBQ0+Mu7w+k2pYbxX/QN6224YaEctrsFqbUQdvwCneScyMcjSFsPrU2gGKKO3WdqRbDuY4MUtuVTR1p4sO5uSfPyqyoIZxkFlZ7yYHzx8lLbeg0yt9fHx1eXUaJ1knv9JwT2tTWuwxq3g0/dCxnLxmQp/e3MN8wJx3N4h9qfb04Lb04JaMZlUpAHP0ttRupro6hygTZTzw7Ua9mDEsrPfojyU2yh0p+Cff9HOwODGWxEGd9/6eWYUp0gNurIFDcnnbqvhcGcWIQRbDwwfYx7b0M2sCUEam7NkMxmqfUmq1S6cWC0EK1EnLCdrRguMQfp9dahzx6GqgtSg8HV3rzOMjZfMuOw8lKKowYeKJB6ox7jqn9CdDJYWYBIKtaUeRKafWZ3PoZV34mwcmo/IxGEwGOU4LpfMCfHMW/1kB5m4hia4eIaPtPChKxKzuBK3YhpKy478MyhlE3CTfchQxajtD7C3zeHfH2mms89i3qQAd15aRmSU1K5EVrDraIqDbWmm1viYUG5gqm8/HwghSNmCuKvjL5mD96ppKNIhITxnHCxxpKCp0+aFrd1EAxrLpoUoC4r35Jrj3cbhrmw+EHUMD7zYyfJpQXzvsjvjGMbwh0bKiNE2/U7uebqdxnW9zJoQYGIljKuqJmL4kPbwtaSW7GTmhCx3f7gGV4KhuGct1dZ1JedNDWDZkkfWdxH0atx5WRlV0bObVTCGMYyEsWDU+xhBQ3LnZeV8+/7D+U3FzHF+6koMpJTMqPfw6vYa5l34OYqbnkFoOubsVaSi4866y4GQEiVSit5w3qDl97ELCgNlsykKvjftUfyGZFqVDnl9o/fuIijhrcR/69cQXY2QSYIngBuuJOktJ23BlsY4JRGDCWGddMrKB6Lm1Gr8RcNetN/8nGwmiTpxMb7lH8HWQwhpY6m+Mz6hTStBPAtvxTd5KTI9gAhXEPfVnNYRrKY4GIlW2uIaKBolYY20dubBLBVJRUihInTsxOjst6koqsltpI873denLMEyQqOa1yuKIG0LdA3EH+DoV8nEsQ5uzv8ti8exedpf8d2fdWDZuXS7D15cxtYDA9x2YSmVYfGOFzqqqvDa7hzrxzSUfCDqGNZu7uXmC0o41JGhZJwn7+Z1IoKGZNEED3PGe1GFRJHDdbQcx2Xh5BCPb+jOu92pCqxeXIQm3VN6C1xXUl08vAUrinR0VcE+dRMrAKQQNHdl2HM0QyTgZULVDHw3fZeAksbWAthSIUBO3+66xRHOmxYikXYoDeuEPCfXCvM6fcjXf0N227OgqOiLb0KduoqsMpyBatsupiZg6qWYVQ0kUlEyVmHaviuhL+FQ7C8cq3MBxeQwO+cHXs8wr34AjJEZTCk9CtVLEAJUIRBlc0i5gkCsBqdtP27rfqSioIRLcfuGTmON8z9MSguNetKaTEteHtQsC/tVYkGdI52ZnF7UcczPniR88ZdNecfRnYeS/NvvjvKta+WIhyZWYoArF9fz0tZeOvosvvObw/zkY0G0yUuwthQ6uSnFuXSntBYmUzyHLz7WRFuvBcex72IBLV9/2w+m8oGoY3V937oE/3BLVYGemF+XNFToeEjT3DF8E7BybpQv/fwAB9tyzCFdFXzxSg8Tdv4cd/ldZDVPwXAnRI5Z5zhuAavP51HQVTGsTbO2S8YB3+DKMIsJqpm/p6FIvLqDvflR7GNBKED4QshAoQ5lSUjnmx+tYsfBOEiHaTVeyqMG2cF2jUSDZFb8BXrjOsyjb0LNLIySamSsjrg6evpdZwK+fG9TforZuDeO40j++tpy1BP01bKu4AePtLC9Kedo+DBdXH9eMdcvDnOyecGVsL81g9XVQtjtJhOKECqvRDc972g6OdhpsaMpRXnMoK3H4l/uOciX7qgfMQD8XoYlVTJOzur9TNhmo0EIaO93KAoqJ01PHsMY3u/oT8O/3NNEIp3rP+u299Hdb5HK+lk95QpCxXVk1g4dHKKoqPVzSaohVJlj+J7tGLZPh6sWBLl4dghFUJAlMoYxvJsYC0a9j+G6kmnVOl/66DiaO7MEvAq1JQYBIzd6+HS4eG4RPckYiQlzCPsUEmn7XYu3uEYIWb8A7+VBslufAdOPmH0VRrASxHszGPV+gpQQN0qgoqSQ5i/Bowmm1vp5a3+c2y4oZceBIYHpD0zvJ/DyUEqK7GxC69yHvXENbrwbz5zVuBOXk1ZH1zo6GdJ4SR+finCagRarp51734SdbS4LppiUhhTm1aVRR9Cdea8gEajDf+1nSD//U9yBLvQpy9DnX02vUcJICYppC17Z0cejr/cS8anccUmM8WWec8oWlJoHYeTq1Jx3JW6slqmtz/GdlRN4trWCh9+y+fXaNq47r4Sv3neIr3+0Hr/xzgYLx5FMr/Pzxp74qJ9xXfILspM+v5ToeauskVETg8/fXs/2pgSW7TK9PpDXwTkVuK5kSYOfpzb20DOQC5wFfSor50ROKxClKIKs5dLSk+GL9zWTsXK/XxEzWDErQkevzfXLVMLHsTlUIXNpXaGcO9/JHlkIgbvvVZytT+cKHBd73X0osTqypXMxRmF+WMLACk8g5BOE/QP5gDXkmCvFoZHH6dFS907l7ZUSbCk59um4rxrz6s9jZOPYug+tfhHi8Bbc3maUurlkiyaeNDiuqznm2DXnlZBIObR2Z1k6PUxRqHA509Zn5wNRx9DUliGul+MtqkZ2HRm6YHjZ2h3iide7uHJJMbsPJ9jSmKDdjlBTPxeZ6MPe/wbC48dccDXSGOrlpuryl9dX8ZV7D5HMuAgBH7q4lNLQsVoT9KeGM5EHUg5pCzzHVbmCxNezh8wzP2T2zNsJeIqIp3NtpGtg6iIfiAKwHMkvNxn8XZGN7zidJYmgpc9ly4E4HkNhZr2PYv/Q5iXqFdxxWTn/vWbIve+yBTHSWYegV0U6zqhtkNYj+K/7HJknvo/sbUHEKjEv+0sSWnhY34wFDVbMjiFEzmHweFlkXZEQKkZfeD3KomsgmyIlzAJW10ho7c4Om2I2NyYYyEgiJ0wZrT12PhB1DA+/2smFs0JET6Ia0DngUBrfRdGGb4OdBQT2og9izr6czBkac9goNLZk+P2rXWQsl9pSkw9eUs6OpiQXTPe9PzZ9IsdKu+fpZjp6s5w/M8LqRdEzEhyvKTYI+9WCMWjVghj//vtmvKbg726pxqe9HyplDGM4fbT02MPWPbsOJ5k3Kcght5Lq2mKCq2O4mx9D8YXR511NIjzhXR8nXBc8g+uH98WYNIY/CowFo97nUCTURAQ1kWOn+YWjh5CSmBfAJXMKG753ioReglJXiq9+PlhZLMWDMipXZAxnihMZJAouH1lZyuGONL98tpU/uzTImjdzzJCoVSgybsy5jORj38uzerIv/gzDtVCmXXPO0779xHnlsIM0g9SWOfzmxXZMXaHv/BIunKm8Z8VMHakwUDoX/y2TUKwEWSPCAB6UEWZvRRG8sqOPnz3bCeSMBu6+t4Vv3lFOaezcaZBZ3iKMiYtA0XA6DmJvfAwTMIHrpl7OgdqVbDmURZBjyHTFHfyxd0bRllKycHKAF7b0ks64FId1Oo9LD7p4bpS23gxTa72jsqJOB64LVWGomeNHUY6J9Z/eS13kV/jS7dU0tlm4rqS2xKAspOKcYudI2YJXdsR55LUugl6VD68s59mNPRxsyzkD6prgubd6ae3O8pmbKs/gvwRDcWDXC8PKM/s3Eo/OJfY2sX+/IfnsLTV85zdH6B6wCflU/vqGaiIjaHdJCTPqfRhaTz7lCuDWRR6EN8gpSnEVPicmGIPzguFFTMylK54KQzNgSP7mxhp+tKaFtp5ceOO1Xf3cdH4JdYtC+cBjwDP83fUaCinhJ3Ll32Kt/THOoa2I4jpaZt3FT5/Opao98EI7d6wqZ++RFFEtRerpH6IW1+I57xZkNk1m0xMY3gjUV+XvOzU8wL/dHqEtrhAMeYkEDBSOLeglk6p8iBNOss+bHkacoHXkTbeS/u0XwXUofe37fPXC/8Mep46sHmRKtZftTYX6WgBHe12yteX4jtNZauqyufuepvx47jMVvnRHPSWDMTQpJUsm+4gGajjcnsHUFWIhjXja4ZWdcaSEyiKD6qg6jG0kJcSD4/Hc9BWUbBzHCBAXvlG7WS5wNHq7WpZDbkTwnlJX9Y+Qdhv2aznm3wk3OJH5dex5cn159FCqx+qlaMN/IO1j4TOJtuGXKONnwgnC6qeK9j6H/c0pbr6gBNeFZMbhtR19XL7wneVrCyGIZyTd/VlMQ8XvUfEYAvVdOHU82gtfvbeJY0P1k290k7Vd7rq0GHma43fIlHzh9jpe3t5PY2uahlo/h9rStPZkKQ7rpFIZgmHzlMbdgazIpbciqC7RCY6l+Y3hPQ7PCBa/+uAYFguo6KaXdNVC9Jr52EKQdsR7OXFjDGN4RxgLRo3hrMN1JXG8MEK6yBjePRT74St31tHRZzPR28nfXKrz89cgaxyX8qaoOcHgE8RjrY2PYky5mLRyboXHVSHZ1aGjewXPD7qzJTMu9zzTRn25h4ml711GnZQQJwB6YHCRMPJKIeMIHtkwPCVq7+E4lSV+7JPZhp1FZBQfVMzC4wmQePDLBdfMnU+yesn57G9XsRyJELkN7NlAyJR87rZq2nptFjUE2LQvwd6jSRpq/Xh1QWWxSVU0xwY6W3DdkZ3mFEWg6+rbOomGPApz6oaC6KcaiFIUwfrdCe55Jieg3zNg85MnWrhzVQU/fbIl/2wAOw4l6U44lJec0q0LYEkNpWQitB8oKE8FamjrsYhVnHxqlxJqYwpf+2gd/SmXgEchYDAqgywWMvn6HZU8v6WfnoTDyhleppQJMs7I/dMUaTzdjTjdR1A8QSgZT78xurC/lIW/HXB6UdK9uIpO1lNEVngKP4vMB6KO4aF1nVw4K0hosNnKwiqrF0ZZ8/qQqP3Hr6wgZErishzjss+iWXEe3JDmt4+lsY6jvnX1W3z6pmp000EGirAPb8c+vP24f3BonAylj5J59kcEmncTIJfC9//YO88Auarzfj/nlrnTZ3Zme5VWvaOChCSQhCRE79XGBmxsnATn78SxY8dxjBvG4JLYcRzHjuOGbTDNYMAUU4RAgKgqgIQkVtKutvfpM/fe8/8wq1mNZnclLQKDmOfT7pnb5pYz9/zO+/5e46x/JGIM+x5VBDU+eVYVzZ1JQn6doEfH6RA4tUMi4Ppbh9P20glKn/k+paqO46P/QVx3M6m6MFr0tOkqnu7XsRedkW0Qgjs3dOdNLMRTNi/tinHmfE9ufw5FMqvWQXWJjiXhjqc6qa9wc8f64ZTJq06rYM0cz4iyTVK4wTg6MV0ISFkKlg1uhxy1wqWDFKqVJKP5sIVCLK0gBLg0SXWJxsmz/Ty9bTC3zb85pwq3XiikVpbohH0aPZHh533hVC8lboWx+hsvcWSssBiCEusdtxiVzNgkMza3DvUNIZ/GxSvKKA8a4/aMEgL2dKW56fb9xFM2uiq4bFUZE8odVIYMAobEsiWD6WxfXuKSWG/j96a5K8WhmtP6Lf1ctLyUwDjmHENuWHtCkB/8sZU713eSNiXXr1KZb72A74kXUermos5eQ9JViTlKaGpXTHDTbftykxw1pQb/dEktpe7jb+QuBPQloLkrjaII6kr1XH9X5P1FZVBlyXRfnkfl+ctKWTTZS9A17COXsYueTUWOf4piVJEixxFuTdIQVpGijBVlLzN3fjNOTy1K7QysljeyI2F1hDQDpx+pvPvdQVLzccIkwa1PDRR8tvmtKFMrg+94xSEhBK50D8R6weUn6SzDlscufU5VIOhR6Y3kCyAe/d2P+koJN5oYyYxD4lRtPrS6mjvWd3LpijJCnmNXgdCpZu9LgNpFPpQlQQYSNroCTu3dqSrVHRe8+GaE3W0JFkz2Mbvehc84tvtNmvDA8z15bVJCbySD21BIm3Jo9jPr9+NQx/eiKaXEmnUmWtPzyHh2UC5L6nldTqFEO7JtSpkd3Lt82es81nhYSklpwODKNZVoqiCRNMmMsrym2BgtrxB74Ae5NrVsAr6z/4mIPrbyJhEEBraTWv8rrL429EmLMCbMR1TNIXVQGvFIIoYtJcjhe1YTkouXhVg6089AzKI8qA+ZRWeXT6MjHSF29nQUpPNNrnYxtUojJTW8K68hedfXcwK+CNVilzZm96HaWHtexmrdMXwc3fuwtz+FMv+K3H0ddEomV7t4ZWeUJzcPMLPBzYdWV+SJEHYmjTJCFTlhuLDV7DNbE1T5/GV1/PSBNqIJk9PnOllb24Wj6lPDPktCEE0UDtz7o2Z2MuIg8ygFSdgDe3osJlV7+MP6/EpKt/6lg/mNjYRH8TQSdgq1rxkinSj+MmRJPRkx8ujYkoJt+1L88pF2Ykmbc08Ks2aeP8+sWgiBZ3A36Sd+TqZ7L9qUpXRPv5h/+kMSXRV8ZE0FCye5uHpNGWsXlBCJm1SWOKgKqKSSSaxMmrDZjjCTmMF6UmqAr13VwH3P9fL6vjjLZvpZOcdfEO11KEYgCIFK5MDBUcUCJVBesKyuCaRtIYQ6YiTWAQbjFi/vHE5X7o2YvLYnxrJpHsbbz8Yygu/d3UY8lb03M5bk9493cuWaCqJJycwGF3es7+SuDV1YluS8ZaWcOmf8BuGuEaI5gh4N/W3MGbkdkpoyB280xzl1poOlHbeitLyKBVgdb2Ht3oTzhNOR7hCZylmklWEBVFUFT27uz4u23d+d4sU3o5y90Pu2hLf3Ip1R+Mqv9uTSu0I+jRs+Uj9mymmR9yYORfLxdeWsmR+ke8CkutRBTUjDUOQHsqBBkQ82RTHqOEQIGEwJmjrSdA1kqAk7mFCm4Sxe7Q8MplSIVZ+Ir3QyIhOH0z+DNtAO6SRKoByx5VHkQabBxsqrifLuezSlM9BYaVAVcrCvM38gVhMe/4zxkSKEwNPzOsk/3ZKNGFM1XOuuJ1m7BGscldNGQpE2V68O8dXft+UGwmUBlam1rnctKupgrEAVIlCed/2V2lmU1dfR2yn4x4vrqA+puTSjY41tS2zbxKMd+P8d2U0ekbTge3c2s797KK3rjQinLwpx5cpQQZTgSDhUCyPeCYpKwlkx6nXTFCjxaQUVTj1OhcYqF8tnB7h7QxcAH15dTnCcgwgpJUlvLb0rv47e34IlVLZFStnZ4eSaOSrvVDx/Om2RPswynnQ38fW35rVZXXsQ3W9B1ehiVG8ctP696A99M2cwnnljAzKdQPeVkQoMi1E1YQchn5Yn8J6xKITfRd5X14dEUKVMI5KCWAa8BrkQGiElV6wq4/V9cZJDpvdTql1MrTZyyyRC03B+6Gbo3Qu6G7t0Igktm1qlY2F37C74Lmbza2gLbNJDMUVJU/DvdzbTNhTN9dLOKHs7U9x4dT1uHQwrQrKvFWvfFrT6OZj7tua25Tz12qzQJCWKkKyeH2JKlYFtS0r0BJaoJHqQz5KCZN3CED+5vzXXJgRMqnYiR3nYhBDYUhbc17aEwYRF2FOoNkhpIbY+BJt+n10WUE68GH3+RWRk4fItvRbfu7MFXRWsnl9CeVCnK2IzqVzNGc+7kh0k7/zqkE8TmNs34I8McOLEq3hqe5of/6mVL19Zz9QKjcbSbDVPSwo27Yzyf490EU9ZnDbbxYXhXfgf+QkdJ34OR0k5V83uRZs8gAhILMNzWF+qjObDc+ZnSN//HWS0F3QD19pPEXflV/mLJ1I8vnmQF5syLJqocercAB53oRgnBLR2Fz45O5rjpEyZM4w/WqJJOysyHoQtIWNKInGLjn6LXz0yLKjd/mQnJV6N5dOc4/KDaSh3MLHSSVN7Mtd29bpKvA57/P24lFy0LExZwMEMdzvKU6/mPlIb5qIGKsA2ST3wPYxTr8Wcui4n8gpFZef+wtTVt9oSKGoAyzq2VaPfLTK2oGPAYjBuUh50UOoFRQj+8nJfns9Qb8TkpZ0xTpvnLQoY70NcWrZgBVXv/QJKRYq8kxTlieMIVYFI3GQwLfjjs31sfG0w99mlK8o4b7F/1LD4Iscfti2Ja0HQhqpdlQxXvXJfcAOi801kYhClcioJX/1f6SjB4dC5+JQytjbFcjO81WEHM+rH98J8KGlb0NaXNTOuCul4DpoVdpr9pB78flaIArBMUg/9J86PTCTmrHz7Ox9iUqXBLVdVsrM5itdhM7XWhd/v4a/xqpxUfHjO/1fszX/Gat6KOnkJYuYaAoaLRd4D5+b46ieauzM5IeoAj77cy2kLgpQfJjPVl+nE3Hg3idefAk3HueRizFFSWhUkV66u4Ku/2ZMbnJX6NZZO1lg7K8yubskFy0qpLXNQG9Le1gDCqdqUVlexWy2lqT1JbY3BskUOXIcx/U1agr1dGWJJm9pSB2VegTiK660oh/F2sjLIeH9Bs0wXDhoPkLEFP7x3P19Z0lZQ6c7c/RKOuevyPJe8DslXrqznyS0D7GhJsHJugBMm5hteKQJc8TZkz16SlsrOgXJ+/JTN2gUlnH1iSa4fqAoo3HztBPoHMzQ4e3GLBGgRkkOlCCwpiHnqwFNXcNxpW8dVPZ3Mm8/ltWuNC0nI4VSwroiVE6IO0D2QoWsgw0xzK+brT6I0LCH92pM4Zq/GueIj2fOgOxHekoL7xKnaoEKKwuputi2ZXuvkyjUVPLNtAKehcPLsAHUhgSe+n7SrnMwhr37VJRpvtSkEvVqeuOFxKpT6R06hVSJdqC/cnr/vF+5Gm7KcjCffC00Iwev74qgKXH9BDXc91cXDL/biNhQ+dkYVixqdqEIiBtpyQlRuP/u3sGRJmqe2Z/9/cUeEGdWhXNRLS6/JD+8dFlwe3pIisHg2F6oPUekHR9MDKK/clXPnsk79NKmJp2CMYvJ/gLh/Iq4rbkGJdWMbPmKOcF7qo22bfO/eLna2Zo/3rTZ4pSnNly+rQBwSfSwlVIULI1JnNXiHBMLxReJ6nQoBj8ZAbPiaKQJ0XcHhUGjuTBas8+SWflbMqsXMHP2vT9Ap+cxFNTS1p4jELerLDRpK1bcd2ep1SM5e6MOIRckgwFdG0+qbeXRrgsFOk1Orgkw5tYrAxv/CaFxKYqjvtUyLxdN9bG/ON6mfN8mLmRmHmd17ACFt+jt7UdIZEv0mv31J5+yTSplW7WBPR+H13NeVQlF8x10UWJEiRT44FMWo4wQhYFenxQ/uaeXsJeE8IQrgnme6OWmGj7L3WQnhIu8McUcYapcWmOr+tajyw7evncD+7jSaqlBbmi8ajZdYWvDoS12sbDQJ6SkSvZAI1+MaSpUSiQFkIpK/krSzKXvHUIyyUagIu6kpzz6ApiXflhClKNnjH+8gIGZUoJ50NeriNGnFyPqAHMW2bASmDU5t/McwXkyhYtngVKwjvnftERbM+hSNvZ6qKtjbNpB57clsQyZF8unf4QrVkKxYOOI6E0oVvv3xibzVnsRtKDRWOPEPVZuaXkV2JjR7BEd28GPgUCQzqjRmVnuHvsvY2+xPCf73wXa2NMWA7MD1i1fUM6NaO+y5cJoD2IPddCQNFJePUNCJNUJKlmkE0GecMnzOABQVJVQ7+nHFbd5qSxKxnIQP+Uy4vOD0FRxfyA2XLg8iKUHadsHn7sgekn/4N7AyKMBCT5i/X/k5vvNoL2G/zmlzvdh2NiWizJmhtu0pUvf/AtM2Eb4w3vO+SNSdFaCEIhhICmJJi4BbwaNn0xotCaLhBPSpJ+UEKa1+DmLKsrznwqkrI/a1HjVD8u5bEL4wcuZZAKS3PZ77XK2YhFE+afh/BaSZPmy/HfbA4ike6ssMUmmTCtqoefRHpAbbYdWnsBuWojkcuWPUhc3CyR6qwg5+8XA7bT1pKoI6n7mwFr8xcgqnnYqiFkQVSuxUDA55z5BSEvZrLJ8d4PGXezl/tkm1NkhKcfHglk7KAzVMLFXAMUKooMPFYFqDoR6zKuzICb1CMGJkzOPbJWfMOxmsDNord+V9pj79M/qck6iqrx5zck5KiAsveA+4vud/3tmXyglRB9jZlqa9L0VVaWEqfJlf47SFJTz2ch+2hEnVLmZNcOPVTeQ4K/R5dMnnLqrkpj+0Ek/ZaKrgklPKSCYzzG7w8/Kuwiqm1SHHqBFyR0LIKQlNcBx0Dx6b/t+2Jaa7DG3uWt6acBk3/L49F6n38s4of3vuTFZMWpy3jpSSRVO9NLUlefq1AYSANfNLmNXgfN9FCqkKuFNdZDbdRdX2DSjBSqafciWnONtJ9hpogXmctbiE/d0pBuPDQtvSGb5jUvyjSJEiRf5aFMWo44SBtML379rLQMzCHOEFy7QkyczYFWSKfPA4Vu9rkbRC16CJz6VQGRBY5tFtWEoIOiFYe2D2+NgcmCveyhXpO7Ae3YZWMw1v/RyszpewZ51BUnEjnQGEy5cvSAkFPKFjsv9DGS29S1UFQiijmrTmllPAMdiM3fQiAonWuIi4pw57HM+1ZQssDDjK99h9vTa/e6KTzv4MZywq4eSZ4/cgORrStmB3R4Z7nm4nmrQ4fVGIE6e4j6j8d12pg7KATtdnVJYlAAAgAElEQVRB3iKnzAlQ5lfGTNMzrCiZN58taLeaX0OrOTGXXpSHhEq/oNLvGm54hzmS51gogp37kzkhCrL6408faOOmj9WPGSliyDi9e3bxyzcqeW5nCiF6OG2el0tXlGMc8hYRF178889GqDrp7U+jBMpxnnIl8cCkUe81p0PB6VDY0F7ChTWzkPuHzcKdy68g5R256mA2GqDwuHVhk3nxnrwoKxHrYbK1E7cxlcdf6WfVbF+u4pgRayX12M9yy8pID+lHfozvnM9i9nXwutXIf9zXTV/UJODR+IeLaphcriIlRByVuFZdh3vhuUgJpr+GqMxPeQ57BBcsK+WeZ7pzbWcvDlFptSCRyEg36VQK/8lXktl4G9gWwhfGseBMMp5yhABPbD/mlj8T6d6Le/ZazLoFeT5akBVnYmmBZaaotlqpt1rAcJB8/OdIzUnTym/y25d1ute3c+aJIVZM0wjIAUwjiN9wEKzW+NpHG+joz7CnPcVb7Qn8Lk9OTM3DV5EV0SLDHmnCHUD4Rzaqn17jQlEEDfYeqp65GVLZaJaGmWezN3k+mhbE9NeiTlqMtXtTbr3ooqu567ls/1bi0zih0ZMTGqSE0kBhxFFtSGBYcQbjsYLPyKSI9A3ir6w5or5jNFRl5FQ/bZT2Kr9NdVjjilOz56drIM2EUgGKPu4uQkqYUG7wvU/U0dZnoWkKuirxuByUuCRiio+HX+zLRbu5DYV1i0LHRLx4J7SejFTRFl/B5lcLU0YfebGPWed/nKDmyJs4CRqSa08v49ylYQRQ6ldGEEnf2/RF0rR3RfHKBFUZFadtoZRUYfe3I+IDuN1+1Ew/y81XWboiRrxkCv/xvJ/5U0NMrnBwvEUyFylS5INFUYw6TugZMBmIZQeyGVPid6t5syeTql2U+1WOeuRZpMhhaO6H/7hrL10DGZwOhY+dXsniyW5U8e7da0IRqFYSp0yAbWOhoGg66Ue+jTmQrV6U2fUCVs9+tIa56L27SJbOJakH8Zz12TzPKGPd9SSdhUa17wiKIBaJE8x0YPTuAmkjKqYS9zVgHWqiLoCevWTu/lews4MLc9NduC+/kah3wrtyuJ1RyQ2/3pOrqHTrY51YtuSchV5sy0JoWq4YmNsaQO3aiUwM0Fu2iJa4G4euUhFQ0ZWjf3ne12Ny8237cuOQn/+5DUEVK2e6DzsLHjAkX7iijvVbBti1P8Hi6T4WTvaiHGbQYqlO1FAtdk9LXrtSUvW+m41OZaAvWhiP1xPJkLHAGMOEWIt18nxPOc/tzPq6SQmPvBpl9kQvJ0zMr6gmJQy46nCfdCWeBWdja04GRXDMnx6/IbnurCp++Mf9GCddzanTO/HKQfRwDemSiaTkSKb7o2MBHTWnIcqWEdr7GOr+LQDoiW7czhk0VDhRD/bnj3QVbMPuakLu3EhPys13NvqIJrM39kDM5Obbm/nuJyfkKlklpJuEdyiC6aBbUVEELjuCLXTOWhRgbqOHjr405UEHdWENx0AbB5zyXI98m8SqT+O59OuIZATh8mF6ykgoftzJLpJ3/ltOwLHaduJYejnq3Atzz6IQsKfH5qmX2rjCt4HM1j+SAdCduFZ+lKZMBV+5X2LZ2WieXz3aQTrq5LzmW1ACpXhO/RQRRzm/f6KLJzYPp1lOrDT40uW1BWKlcPmwz/wX2PBzRNsbUDEFdfV1pHT/iGNjv1OyqF6g3fd/ue8B4Hz9ASZNXoyUAVKKG2PldRjzTod4PwSriOh1XO2TqIqgvqywetjkKoOJFQZNHdkzaeiCD81LYjdHEYFK0Aw42BjeX0lbxs+Ew6TpHY6yoMGyaS427hiOzDppqouykpEN3FVVY81MF92DGWJJi1VTXXi8joLqdEeLlBKPoTK58uAHOBvNVuWHr101kd1tCaSUTKhwUu4du1jBO0U0LdjTmWYwbtJQblAdyEYLHkpS8SBEYUSXEGAr+shVUqVN5QFd9n0kRAkBOzsyfPN3Lblov1XTz+Dq+SUYWprk+l8DYCy5iMSD/4k99C6jAV8+93Mkauo+kOl5iqoSywgsyybgfHsVIosUKfLXpyhGHSf4PSqGLkhlJA8818NV6yrZ+NoATW1JTpjs5cKTSzGU98+PdJH3B3FL5cf37c1FnCTTNj+5v5XaayZSV/LuROFF0wrO3h3oz/2cZPc+tAnz0CcuAG8Jcujl7QB2XyvKrJXI3hYonYsm00jDi+usf0C4/Zi6n4QROqbV9EYjnhH88dkepvkjLNn+fZKRIUNxoeC+5AYiwWl5yydNBdHfj1xwJd5dj+bKwJtbH0E9+W/eFXFkX2c6b/C0oNHFOTWtiAfuwJGKkp59LrJhAR4ljfXID0i3vE776hv42m/7GYhlIyiWzvBzzWllh/U2OhiHQ+O1PZGcEGXogguWl5G2JFv3JZlQquD36GOa6JZ74EOnlKAoYUzTPKL0wpSlEFh0Hua+rcjUUGpbuBaldva7MqBTlLdn8H6gmEVLT4agRyXo0VBEfkbm4mm+IVPv0bcjhc7GfSqQ7+f00q4Y8yrS2K5gVtw5iLh0gn5kqa5SwoJGg5s/MZGOvjQtnhqqSzQcqhzzuDRNJWnKrNm+zJY9749Z9EYy3LUxSFuvm3VzruaS2c/g2XY3faHZxBIW5y89xLjec2hyYFZwtAe66HUvzAlRB0imbXoiFv4xFDyP2Yt463nSWx5FOL2ULb0Ub8UMJpUNR8yZwXrUKSdh7XwOpI325I8QF32ZWMUJefeX6NuXJ+AApF+4B8eM1STUAJAd7N/yh2b+ZUUU1zN/HF4wkyT14p+Qy7+AZeentP3p1QxrFq/G/fLv4Olfk17+mTwhCqCpPUVbv8mE8CHfVYIdrEWe9SXUdBTh9JDEMeb1cssY6e69Be3OdD/JoQFlSvWSCs/iQL6mC5g3hqWh1yH5wmW1tPSkyaRN6kNQqsV40/cx0qaG75wvoTz+I+RgF4Qn0Dzvk9T4ytAPU1HvsAiFj60tZfHUOK/tSzGr3mBWvQvEGKquolEa1Cgd+ved7rKlhKl1bkqcB+7fty9EpW1BIg0eI1ux8kiIZwTfvauFt9qGRcEvXFbH7Dq94HikhDkT3OiayKtyuW5RiIDz+IruT5qCH9/XntfHP7k9w9rZKzAe+1yuTThcOSHqAOn1v0K/bCaWyJ8MOF4RAvqTWQ+/lq4kTe1JSgM6EyqclPoExjgmuIoUKfLeoChGHSeUeSXXnV3Nf927n0Ta5mcPtvL/LqxlSrUTn8G7U7KqyHsOIUDRVISUI6cUvU36olaBMbSU0N6Xpm6UGeLxIlFImWDoEjH0BpuRCl379jBlwzexh2a/zaZXkMkYxqJzR9iKAKEg/GXoMoW29T5Szw95iugGzgu/jO0oHJgea4SAl3fHefTlfs5bux8iB5VUlzbpDbfiO/3T2P0d4A0RdVazdW+KWx8rIZEKcMH8uaypzQ6wZSqem2G2pMJg0sblELi0Yz8D7jyotPeMao3Pr4gj7/4aSBsLUJ/4T+Sq61Eqqki3vI5dv4DbtvkYiA3fI8++MciquQFm1By5T4qUErcxvO8rTq3g3o3dufQTr0vlxg+XEQq6x/zO2Wfg6J6DiL8R72VfR/bsA1WD8EQG9dLDr/g28Mk+lEgnVkcTQjdQKicz4Cw00D4cbYPwzd/uYTBuoQj4wuV1fPyMKu7d2E33YIZFU3186NTyw+fcuAPMqRpkR3N+8/SSBI57voy98BKU6avIjNP7BkABqvyCqlzoyxh+PgjaByWv7B7giVf7Cfk0PrS6gh/e00L3QAZdE1y4vIxXdkV4eEuCGWtP4qQzG0kZk7n5Ex5KXPnPRtpXg2PZFaQ33p7dr+HGufIq7L5Wgm5fwcBYVSDgHl10UBQFsftZkk/9JtcWv+cm3Jd+lUxgaq4tpXgwVlyHMe9MSEUhUEXcVYUA3Mk26N4Lqo7q8YOq55u7q1o2pXiIvqhJJG7hsQYKjsfubyegpQra/W6Bmsr6S1q7X8C9LFKwzNAJByGyEXQH+cRJCSg6lrNk1HNxMKbmQamdid3yel67GsymIhqqBUIhmTk6wcGtS6ZW6jB0/6Vw0eAciqZhOuYF3yYTj9BrelAML5P8w+byB6MokE5nGIiaeD0OnI6xiwwYhs6CKQEWz1Dekd/X9xJCCPb1Wvzo3lbaetNMrnbyt+dUU3aYAhAA+7rTeUIUwM/+3MbN1zaMKCJM9ke44SP1PLV1kEjcYumsABPCCuI4EqIgG63aPZgpaB9IKWAe1D5CtJedjKJK63jS5sakIwKmZbFtb5Jb/zIszE2scvJ359ZQcQT3YZEiRd6bFMWo4wTbghMnObnp2kY6+9OEfBoVQRWHsIuZeR9Q0rZCd8SkqT2BoggaKw0q/coxNfb0uZSCEusAId/4B6WHoqqC3jjc+2w3z74+yInTfFy0vJSgU9I9aOJJdOSnYQBW25vIZBR99moyBxkC6zNXYKfiiNJGHJH9w0IUQCZF6uH/wnnpjSTFO+v0L4TC+q0DaKqClilMSbBjvbzVZdPf76Jh55O0TTib//xjX+7z255P4TtlKavdj6HMPp2UadMbh/95cD9v7EtQ4tO4/txqplZpx9ROoqHMQWXIQWdfmusXR6HlzYIXZce2+0jWfgGAZMkkdrxS2AG196eZWVs4Kz4amYzFrAkefG4Vhybo6s/kVf2KJiwee6Wfq1ZJ4oe6Jx8BmgJqogesNHjCeWlhtg2DzhqoqRlzG7aE1n6b3e1JAm6NSZUGPuPoT75HRlD6Wojd820O5DwKt5/Axf82piDlVFLokXaEopL0VJGWGrc/2ZFL17Yl/PhPrXzu0jr+4aJaFEVQ6lOOKGI2Lrysnq/x7O5O9vdkz/vUKo0T9J3I+ABiw89RqqZAYMJRf9/x0DFo8/z2KHc/nU2vm9ng5n8fbKV7KEIzY0r+sL6Tq9dVsnN/glc6PSxesJha02ak6JCMcCBnnYMx8USURB+yp5nEwz9GJiKEJ5/E9adfxQ8f7MeWWYHjurOrCbkPzvPLx2UNkN78cH6jtLFbt6OUTM2bG0opblIl+VGQ3oPM1wGEN4zztE9BtAekxI73I0INJDR/LszN59IwdMGAGqbskONRKxpxer1UBBN09A8Pcq9ZDMamx7L7CFahGU5WzAnw1NZhQWvFXD9OQ+Unf+6iqSPJqnlBTpnpw+sYxf9OWCjpGFJzYor89Mo0DrynfpLUn25B9rdl06JXXoP0hvF1vEx68yMA+OefSaJsFhn59l5RDxhsC8ODw/AwHKdXeOyqAi1dCb5zT1ao9btV/vH8CiZVF1YsPJTjXYiCbFTKN367j2Q6+113tSa55Y4WvnlV3WErEx5Y52AGYiamBcYIFlsJJcB0fw8TF4OpOnHYUWxXgOMtG8tjwNxGD1veGvY2EwLKgw7UqUux3tyYbVR1ULRcej6AY/5ZpDTfB+L9XgrBHRs6ueSUcu7ekJ9S3dSWpL0vTZXf8a4XUylSpMixoShGHU9ISZUfqvzH1gS6yPsPRRF09JncdFsz0UR2MFoe1Pn8pTVU+EY2WB0PJS6bT51TzffuaCY9FDlw0cml1IRUjsX9N5iCDdsGeX5HhMYqF5esKOfWv7TT0p3iS5fVoKmClDpyBSY70oM2cxXqlGXQ24ziLwVvCaa7nJjixxPbU7CaHGhHycTB8U6XnZRMq3WxozlOj3siXvIHtrEp67jpIRNw8uHlZ7B/b6HXz8M7FE455wYIlmFKwY/vb+XNlmwaTl/E5Fu37eO7n2ykdJSvMp5Kij5D8uUP1dI1kKH0jf+B8skFV9nWPai6jqUbuNtfZUnjEh7Zmr9MfZnzqPddGxR86cMNtPek2bRjsODzpl6BSMeO+tppdgpl+xNYG38LVgZRPQNj7fWkjCOPfhIC3tif4ebbh0OH6soc/MvldaMO2kc9HitB6oU/5YQoABkfxNq3FTGtbsTz5k+1k97waxJNL4Oi4Vh4Nsrss9jVmp+WNRCz2PxWjAtPCmAdJkosmhY0d6eREmpLHfg9Tr76kQbauuMoXbupim7Ftene4RUGO8ctRqmKwJPuBCtN2lNF0hy9j1JVhT0dMTZsHU4nqyhx8MSr/QXLpoYGwdNq3YdNYzXR0Fwh5BuPkX75wVy7tes5ltXOpuEjC2hLeSkLOCjzwZiRW4qGMLxAZ/4HhmvMIGWDJHomimx9I69dDVUjB7tIPXdn1tw8WIk28zQsezgwIuCSXH9eDbc/385nTroO74u/BDONCJTD8quJSg9f/nApO1tTDMQyzPAPUvvqf2e98hQN47S/Jaa4uPo0L2fOdWDE2ih3W0SdCl+6bV9uwuH3j3fS1Z/mo6eGcxGqB3AkurCe/R2yaROEGzBWfZJMqDFvkBh1VuG85EaUWDc4XKScpbjbXyV+7y3D12LPq7gv+lcy4TmjnyxAV8BhRTA1NylrjPS4IyCZSHLTXV05kXswbnHTHW38+yfr8LkO/6oshCBpiaywfZwpBANJyeY9iQJRqaMvTW/Uoiow9jtFTdhAVfLTEk9fFMIzhvd2XAuDlr2/M4y+3PsZVUg+cUYlP32gjW174wQ8GtedWc5PH+9j7eTzWTSvCs/eZzD72nCf/zlSz9+DHenBMWsV5szT6EsqCMDjGEpVPk7JWNDUmsSWksQIwqZpyaIQVaTI+5iiGFWkyHGIVBUefbknJ0QBdPZn2NyUYNUcP4ZiHZMULsuCmdUaN368kfa+FEGPTmWJinEMzMstqfDTP7flZg33tCepCjk4Y3GYB57roSdqU+pTeFWpombiMvSmjbl1nYvOI9PXhvBUktT8UDq7cAf+QpNypXwSlsNXuOwxxrYlq08I8PS2AX72osZnV/0z4a2/g8QAiWln8pfECVw+32a+9RK+3Zt5ov7TBduoDDkgVE7GlgwmZE6IGt4HdPSnKfUcYv4soDOS9YJJmzYTK53UlYgjvh/8BoSqHChvWBCqRhqenJ8SCMTiyxGaA/eZf0/qxT9xXkMn+/oq2N6SQlXg0pXl1JdqHO3owrYlNX6oCzpw6x6efT1fkFo9OYNURhAmD4Po24u94Ze5/2XrG1ib7sSx6jrS1pEJtylT4f8eas9ra+5Ks68rzcyjSEcEENLCThSmWslYP0KIgshGTQHzjScwm17ONtgm6RfuxVU5mROnTeIvL+eLNHVlxpgl7SEbBfH1W/fSPZgdmPvdKl+/qgGfS1AfVvA0v4K557n8K+gdXwVKp4yjbX+S+MbbIZNGm7IE/9LLGDRGrqAHElsKvC4151XXFzGpKHHQ0ZefMuzQFabUuJg38fAm9wB6/17SrW8WtIuu3VTOXEc4M3K/pigKDk1i2gLTtIlLF/5llxL/4y0cuM+FO4BSNaNgXcOOoQ22oQqL5JO/JNnZhFJah2v1x0g+9VtkKoY2cX7OzBhA9reTeuIXdC79HJVhV/a7SZjXYFBfXs/unkrqzpnFYO8AOwY83Pa7NKfMTvCxtR4WNRoIYaBbCnrgqmx6YLAaS3PifutJ3OkYvvadmG8+B0DAHeDzp/4zX/rTcB/x+Cv9XLA0nGcmrsoM1uP/jWgdSsHregvrj19Fu/y7pF35sVpJ4QZv1gjKJUwyr68vOC+ZbY+hrZk3atSRP9WKufkhMk2voFZOJnDiBQy4G0Zc9kjoHUznRVsCpE1Jd3/qsGJUPGXxwAv9PLY5QkWJzifWlVFXNrZ/1mERAjsdg/ggOP0oTvdfRZDJWJIHXxigNFDYjzk0kZc+PRplPvjqVRP41aPtdPRlWDu/hNPmB96ZknzvM4JOyd+eW83WPTH6oha/e7KbNfNDxAU8r53N2nNXIh//b+LbHkebuAC9tI70GxuIVC/jf55Ksr05zswGN1efVkHpcWofZWiwfHYAy5Isneln42vDv/2GrlBXehjTwyJFirynKYpRRYochwihsL+70COkuTPFr/7SyfxJXuY0GGNW0DpSpIQKr6TCe0D0ODazwt1RKy98HaCtN03Ao6Eq2RdhFcnMyWF6y64mMO1U/HY/qjeIdHhgxjqSyuhRMilPFcbpn86WdDdTiGAljnV/RxTnqOscS0Iu+OY1DezvSdOtVhO84EbMdJov/q6PaRWCs2O/R933EhYwe8KblPrrcuKAQxOcv7Q0l6Lj1AUBj5qrqHkAn6vwArcPwnfvaKZzKF1HUeDfrpzApLIjj5gzLYnzhLNJ3ncz2hn/gNXTgkzGUBpOIBNuJCMV7PI5GGuqqbVS/NvkUtriDnRVUOIeR0jWQdg2TK528vG1Jdy2YQDLhksW6Syoh6SjJN+d+0i219NSaLvRtAm59ErQjkyYNKVkMF4YvZYcRbwY83g0J46ZK0iu/01eu9Ywd8TZX8OOkdn9QkG7tf8NLjr5JJo7U+xoSaCpgrOXhGmsNMacRRZCsGlHJHevQfZ6dwyYJNv3U9X6GFb3DvQpSxC6k9Tzd8OCCzEDR+9pBeDofpP4QUKLufM5FH8Y46SrSKULj9OyJBMqDdbML+HnD7UhJazf0s/Hz6jkFw+152bOL11Rxsx6J6fM9Bw2jQjI+kJtfQStZhpW+668z9QJ80mMci196XbsNzdi7t2Mo2Y67ukrGHTWkCyfg/vSG7BaXkMYXpTaWQy6avPWdVqDyMd+BGUNJN54GhnLpuLa3c0kn74NxwmnZ8+vWdiXK63baGvtxu+v44BWYtmSvqjFs29E2Ow0qArVceeLHaQykoG4lfOWkxLSipt0cEr2uwuTnqZdJKJeKsqr0J75fW4/Mj5A7e67WdT4YV7YfaBinVJgWE+0Z1iIOkAmhdXXCq5DEweHkUIg1BFeRVXHqN2Emzipx36KtX979nwNdmHu347vsq8T0Ubf11j43BqGrpA66DoLAUHv2GKyEIK7n+nhkVez6dZN7Sm+cmsL37u2lpDv6KpAHkBVQXQ3wV9+AP1t4K9Arv177NLJ75p+o8sUjvatvKHO5pVdUcJ+nXULQzzyUm9umU+cWUXQfQQF7CQ0hBT+9fJaMpbEpXNYQfyDglAEO1oS/OT+tlzbrx9tpzyg841rGlAi+0nvz0ZKmgf1890dfWxtyk6+bN4d48aufXzrmoajKgzyfkHakrXzAzz+6gAXLi8l7NfZ+NoAtaUGl62qoMJX1DWLFHk/UxSjihQ5HjEznDLHz879+dEy9RVOfvtYOxu2DvDJsypZOdPzng1vVkfRRgRwxanlOVHDpYErHEApm0v8KL6LiYbdsBznlTMgE8d2hYiOIV7ljkvYGJEW6NmHcHqxwxNIaMEj3u/BeHXJtMrsYMcGbMOgxBfh5PoY6nMv5ZYLPf/ffP3Ej7PLeyLtUQVNEezrTFIfciEleBzwt+dWc8vtzTktZu2CIFWB/AgkRRG8sS+WE6IgK+7c9kQHX7q8BnEUZbETgUZc538Ra/t6NIcHdfrJxF3VyKFKhGlhkHYOR7eUHzAYPQZvjboiOG1+kOVTnchMiqDTJqmXjOtelt7SQjGqbBK2fuSRCB4dzjwxzB83dufaVIWhGdujI6KU4G+Yh/Nkk9TmRxAOF86ll5EMTxvxeEzFhVreiN3bmteuhOvwahb/dEkNnf0mmiYo86noh4laVBTBno5kXtu6RSEGO9qZ88Z3INqNDaS79qJOXox9xb+TdpWiKUfvEyeEKBB+ADI7N+GadxYpdeRiAtV+gaa4+OzFdTR3JQn5dGbVu/jWtRPo6jcJejXKvQJFSI70ItoSNG8YNB1twjzMPZsBgT5rFVblzBHXcREn8+QvMPduBsBq3YH51kt4z/9XomoJ6eB0lND0UVPz1O7dpPZuQa+dmROiDiATgwiHC+ELo5SOEPFTPoUtrTBxcrYPzKaKpvnOHS25RdyGwsWnlPGbv3Rw+qKSEaOMTFvwxGsJfvO4gWk5qA3rfH7FFyl74sbcudM6dzB1ks0Lu7PrXLmmHK9xiPeWboDuhEz+vaMYHvIl8nySpop/9moyOzYOqxpCQZ+zhsQoqZVqpJX0kBCVO1+xPuhthvLxiVEBr8Hfnxnk+3/qzfWh164NUXIYQSmRyvCXLfm+f5YNLV3JcYtRMj6A8uC3kPGhCJDBDpQHv419yXfBNb7fmqPF0fk66Uf/m65l/059hcGm7REcuuCq0ypJmzaTq51MrtCPSlRSsVHVIxCvPkCYtqA/VviEdA5kyJgy+/vk9CKTw/eYcPtpivmA4QmDwZiFlUzgcmdIq16sd6Ei8LuBENkqqc1dKeZN9qKrcPbiEs5ZEsKlC7DMY+qDWqRIkXefohhVpMj7FE2FdDyKjYrbpZK2802Xl0x20rkkzEMv9qIqgjNODLGzJZ4bGN25oZvFUzzHJDrqnSDsUVi3sIRHXhoepM2e4GHuRDel3sLomvEIEbYUxB1hOMIKeooi0NteI33ftzgwUFPKJ+I654u5EutvB01Irj+3mmT7nmylrANv7ZZJcNNPCS8t4/uPZQWzy1aW5dK2pJTMqHbwnU820t6XjR6rCqroBZWKBJFE4YtvT8TEskE7ivdXC4WofxLq0imAxHqX3WUzlkB3usDpIn74xUfFLm1ETliMumcTAMLwwLKrMOWRPxhSSk5fGMDQBY+83Ed5UOejayqy3kJHeVqkhAGjFs+cCjxTlyJVJwP4R91OylYILDwXc99WZDyb3qdWTUZUZwUUp2JTHzqg7B5+FGhZNstmBnh623AqhMtQqNO6Idqdv+yuTbiXXo6tja9ggZQy6+V2CGqoBksb2zi63AtVAQcLG40hkSW7cDiXUnV0J96yJMrMU0nf8RXUmhk4T/5Q1jh44mKiysilmvRIK/EhIeoAdk8Loq8ZSrMV5sbyiJKRITNeIfKf92wj1J9Ac2gFW/cmOGv+echX7st+4vLRMvsq+l534HNm/ebSluB3T+R7VMVTNpaEL15RR2N59rwoimAwKYkmJUGPQtegxS8eHTYFbi7r1ZwAACAASURBVOnJ8MstQf5x4hK0pmyqnpywiFBZiLOXmCyY4mVC6QhV5twhOPkaeOInw+di8jKUkvxosJFIhKbivvQGzDefBUCbtpxYcPKot6tQHSOcLxDa+Cu4ZqTKgsle/uNaB139aUJ+J+Hg4cUkXbEJeDT6Dini4X4bNTzkYPewEHWgLRnFHuxAHIEYlbQEXQMmuqbg8Y0lBY6MroL5ygPIVIww/cxtLGNHc5xXdkV5ZVeU6XUuVs8yjmufoncLTZFUlOgFFTtPnObD64QkJfgu+CLJh36E3d+OKKkhtfJ6fnfH8L1fHlD515VRQo99g8xAG45ZqxHzziauHVmVy/cynRH4yq/3EEtmv2/Ip3HDR+opccGYKneRIkXeNxTFqCJF3ofoqT7k9idx7t6IVTGN6NR1OIMhbH140ORyqFywtITqUgdhv84vH26nrXfYU8WhKbm0jfciAslFy0LMnehh294YU2pczKx14TlKQ+hjiZWKY6//Xw4e6NqdTWg9e6B83jHZR9ApcZdp2HPWYm55ZHjfldN5sbsESCMEzJ+UH9UmkJR5ocw7egED27aZXldoLLFuYQkOVY45cB6NwxlDHw6hZIUSOZ6dHwscXuxVf4fsOw8ySURJFXjCI2oZQgg0xcaSSoH46dEl5yzysXa+H10hO1A7aBFFyT5sRyqaxkwd1EJfs5EYcDfgu/Rr0LcfoWpYJfVE1PEPRKZUOfjo2nL+sL4LW0J9mYHdP0KoolAQ4shEO01TURVIpfNHEKJiCmpFI1bHW9kGw41x4vkMHkFVxKwAenT9gVtGUaMdCEUl7a0iKYcFjLirGtfl30b07EUKgQw3ENfHEKrFyOGbQjnknAhByhLZdMGDRBwRngBAesdGjEXnknph2BDesfwKHtnj5ycP9QDQOnsVV5x/Mv09/eyOB3n9LTfXrCsbFgQEmCMMzvwulZnVem6ZbS1pfnjPfuIpm1K/zuWrCiOJXt2bJnHaPHxNz6FUTKZ3+vl40g4uOMk7lPI4QvqkLVEmLUcJ1WdTyzxBlPAETOXwac8ZqZEJTENbOgMpJXFLjqmbprzVOBacSfqlB3JtWv1crJLxpYoewEQj6NcI+o/cfMcwHFy3xsfNB1U7nVKp0VA+vqgoANXtBUXNK2KAUNDcvsOOv/sScMsdzezvzv7Wr5oX5LIVpXj1I+9fpRQIlx+Aht130F53DWctDiMUQdCtMrtOx+l4j85ivQfRVZn1ZtNdBRUipS1pKNP5m3Oquf+5Hlp70iyZ7uPiU0pRpEQCtmWj1c9BmbUS27R4ud/P8tkaj7yYTZm87iSTsvU3YQ9V28u8fD9aJom27OOY9rErWPNuIQQMJgUdAxkG4zYzGzy8sCMCQG/E5MWdMdbN85Lthwp9FIsUKfL+oihGFSnyPsOyLNQNv0A0bcIGRE8znr0vkTjrBhwhX95g16HYnDDRTdegRTSZ/xp75epyDLWwzPl7CbcumVvvYP5EY1wDz2NNOplCPySdBsBOJkZYevxYzgB6aS3aio+Q7uskHpxEb2AmrzyeYUa9m8tWllEdHF/FwgllKp+9pJbbnugkkrA448QQJ8/yvevpmqYNuzpM7n+uB0NXOG9pmIbwsanCeKQciCwTuhPKJ8OBvY9wCC6zH9H0PNaOZ9Dq5qBMX0XMyB/ISwnGIdFoipC4oi3IPS+BbSMmLiThrccuTA58W0QclVBRefgFjwBDlZx+gpdlM3xIwGcIWpQa7PIpKJ07c8s5FpxFwlVeKBwIQTIjcGigKTY9/Umee2OQrojNyTM8NFYaoGYH64POGnxn/D9E915kJokSriXhn3jUqTwpS9AbtXAZCkHXyL5k/lQrmWdvJ7HzeRAKjjlr8Cy8gJiWFZykhLijFKqOrJJi2leDPm1ZNsVsCLV6KlZwOBpoICm497leXnozwowGN5eeUkp4SOtIBxswTr2W1IZbMY2duE7/O6TmQHrLGXTV8fMfD6fcPbYtyTNvKnzlo3OZ6xIsdWQF6AM4FMmlK0r50b3D6Zq6JphSPSwGyWSUYN9uvrrSYneylF9sNEmM4Ms1pcqJf+p89MbvYrlL8QkXM+Xh+19b6NihRgg30h+H7h6ToFcSdosjmvgYzaz8UFK2hnveubiqp2N17EYN1SIrpxEV/uHvThpHtB1SUZRgJXYqgdQcpIzSY5rCZFowb6KLW64U7O1I4veoTKr2oBvj9x4UngDylI/D+p8NNy67Cl1TxhajhOD+Tb05IQrgyc39NFa5mFTlpD50ZIUqTFviXHAO5q7n0fe9wCn9exmYfQly4kl4vM6xw/2K5OFIdiO3P4Fo2YKNhrHiY2SC9Xmn0G/ACRNdTKquQRECnxPUgzpAkY6R3vJo7v+5la9RdcK1LJhcx0DMYpaxBWnnR+aZ2x7HsehizPdhdFT7IHztN3ty76wnzfCzYk6Qp4YqqHb2p+mJwZY9MRIpydyJbqqDal5/WKRIkfcP4gOuKE8Amnp6ou9Z35wif33Kynx0dUX+2ocBQNwU7G2LYfa1U6t1U/7q/yFj2R/o9Bn/grNhDulRZsJ6E4KXd0bpHMiwZJqPhjL1qNKyikBP1KZk829wvP7n4UahoF5+Mylfdlb+WN0vDplCj3UgVY1Wu4yOQQgHdIJuBe1tmsQLAQlTwQY8mv1XESS3t5l86/f78o7pxmsmUFty7GZyHQ4VBKRT+UM4Vdi4Bvdit7yGcHqheiYxY/QoJF2YqOt/grnj6eHjDVagXXwjad2PbY9+Dn2xPSRu/zJYQ4MFoeC8/EaivonAse9flCGzNfttRqwdig0o0S709tdReprQa2dgV0wjfohf2kBScPcz3WzaEWFytYsPn1rGd+9soWtgeLD0+QvCzJscLPjdHala4JHQHYNb/tBCe18aXRVcs66CZdM9qGJ4W5oKxpa7SW38Q966rtOvJ1J/yojbFQL64tDWl8HjVKkMqjgOERu9mU5o2Yq1bxtq9VRE/QlEjCoAMlLhpttb2NU67KMU8ml865oG3PpQmq8CzlQfWGkyrnAuciKeEXz2p03EU/nX8SsfmcDk8pGfkYwl2N6a4sEX+igL6Jx1YglVgawA4TL7MB/8HrIj69ElPCXsWPjPPPSWjxKfxp83ZaMsvC6Vr3ykgcpxFhUVQrC9NcMtf2gmY0mEgGvPqOKERjfRlE3Iq+JUjt29qSgK9iHiiMNOor56N5mX7sO58ioyOzZmvckUDceyK8hMX0tGHPtCFbomsCVvK2VZCNi0K8l8Xysu1caK9aN4gih9+1AmLSEpRo8YTNuCL/1yX54nIMAZJ4Z4dXeEL32onqBxZMemIHHFmpHNW0HVELVziLtrilEoR4FDpHHs24S1dzMg0aqnkdr6BPL0z5JxDgvenVHBHzd2s705zqKpPs5aXJJ3nfwDb5J8+EfYA8NpuFrjQrRVnyCqluDp3kbqnm/m7Vt4SlCv+O6YRVxG4q/9vmsh+M6dbby+Lz/5/vrzaogkLGwpmdXg4Ru37sn1jULATR9roMyvo6kclfdlkfHz175Xirx/UBRBOOwFmAjsOfTzYmRUkSLvE6JpuPmOFvZ2ZCsaObQyvnH256h74isgbQzDgcnoA/mQS3LaPC+K8vZelj/IBNwqzbWnU6uoGG8+hvCWYp38MWSg9lgVEcyRFgbpofLnQSCYe6d8+zuSEpyqnfv73UYogvue7Sk4pue2R7hseaFIcfTbhz09kodf6CSWsFizoISp1Q6cQ1XVXD3bSd71DQ5Eegi3H8+lNxJzjGx+rCe6SR8kRAHoDfNQm1+EfVtRqqcj6xcS10P5y6gC6/Unh4UoAGljbf4z2qpPH3EkyJFgS9jTbXH/81n/n3OWhJhYqh6zVFwFwFuGnLYCoawkmilcxpSC//pTK9ubs5GCm9+KsbstyZmLw9yxfnggdeuGCHMmuOEQ0/PxDHQtqfDTB/cDkk+comPJrBg2qdpJdWC4P3TIJGbTK4XHvG8LWuMqzBFy3Pb22Hzt1r05L5dV84JcuSqcV50vqpcjGtfgmL6OVMbKi3joiVh5QhRk00w6+k0mlmXTnGwb4noJ6OQFHnkN+PDqcv73z+25tooSnYlVTrDSHIqqChRFMqfOwbwJVYDEtrKRr0KA2L81J0RB1vB7QucTDMbO5Oq1ZZw6N0AsZVER0PEdak5+FERS8IN79pMZ+o2REn7+UBsfXVvBrx/toLHKyXVnV1Md4JgEQR4qRAHokRZSL93H/2fvPQPjOu5z79+csuds30WvBEGwir0XiRItUcXqXXKJa4qTa6fe5MZxEltxv7bjKL5x4sRJbMtFtqxIVrdEdapSokiKvYPoHVhsP2XeD0susFyABElIpvzi+bZz6s6ZM2fmmef//NXq2Tgd+0dM8l2b7OYfo1bMokXMojys5vuEycCJdiLOIWGoqiq8cSDOQz0an1ieptRNk44Pc8iax0VaMOeOPg48KiydGeDXbxSqd8vCOt2DFu19FpGaiQ37XQQJ/zTEvAbgeHuYIqKKYLpx1FgHqDpWsIrsqGy8xsARUr/+bt7bzNrzEt7LPkmyvx1qcmTUUEbha/c20xvLdahPbOnncEeK/3NrTd7z0dF8eJZciTvQgdPTjFY3DxEsJ6sFQIITbUCpno3bsT9/bc+lv0tS9f+mxeRnjIwNB9oLleZ15QbprMM9mzr5xFXVvL43VkDSX726lFf3JXh51xBVJR7u3FBBfXRiKsApTGEKv3lMkVFTmMJ7BAfaM3kiCiBrS3623eR/NyxHSccQ0ZrTquellDjvkunjmXrk/KZhyBTpdBY10YuKjRKtJaMWGhdriqSqrpruyAfxz7kW3WviMb2o75H/OFGkbEFLr0U85VBT6qEypEyqBF4gMPRi4tTQc21GCDDtGCLeA2aQjFmGIyeumGrpl3zhh0fy87a3DsX5k5tqWdlkosks2c0/YfQoXSZjyI690DBOJi6hFBgma/XzkZkkqSePmzXvfQm18jnMa/+mYCXaYw3ipmJFp5OZxIT/y0TR3OfwhXua87/f2D/MP3x0OtNLC+tNCIGiCqQrz+rdtB0xpjcRwEDCzRNRJxBPOehqISNm2xJXilNQ57k22NyTZWDYpq7MoCaqIoHhtMSrC7x6boKctCSzSyxumPEW3p0PIhSVdavuoC8bBUbkPZYw0SubcDoOFFxHrWwiPUanaLkK//ZIa4Gp8HPbB1k9N8TMKr2AkJISMpnic3g0gSLg5Go+0c5PIG0LWvoshhIOVVGd6ogKrmTtHB9V0WlsPRinttRgUaOXqhKDnp4RMkpBog4exTn2Nhh+tLqFOIGKgomYEALZfaTo/sy+fXzy8g8S8IBfF+SGhIVElCLAm+5EtVMIx0L6osS08TPWxdNuUUi4lJC1cic93JHm/hd7+OjGCkITVOmcMY6HUms1s8nueq5o81DLUb7wgodoQOOv76ynbOIWUcBxxSUCx7bxJ9uQsW7cYAVtThk9/WlKPSmqPcMQriKjnpnEzHFcFs/w88ruGJ9/QgNyGUk/sjF0erJWSq5ZVcLelmR+rHDh/DBtvRlcN5dd8UwxpYQaH/5MN9mHv4I9kCOM1aaVmBf/LmktjKoq2LufP8lkX2K37ERddms+3LK1N5snok5gf2uK3rhLdSjXT6QDNZjBTuy9L6H4Ith97WjzNpKVOTI/rQYxr/oL9P4jkIxBaT2ZYP17kozxarB8VoBX94wobq5dFeU/Hu8k6FVJpB3S2ZE6nVZhkLVcHn99gMuWRikPe+gftsnaCv0xm9pSD1XhyR2/TGEKU5hcTJFRU5jCewBCQF/MLipvHZDE195MMBohq597NrczuR9VVXEct3iwKqBjSPLKniFsW3Lh/DA1kfN7MOC1BxkcSmK8eS9K8+s509BwJb4bPkfypPAtQ5VUhxUM4UOVDmnlt8tCI20LvvtIJ9sPJwiYKjcuVbh0nk4oGiIpz3DWNg5s1+WW9SWsn5bAKyy2dvt4bk+WVXNy3lWBeDOZX305l1FKUTE3fJzMjEuwxelTVAkh2H5ouEhA8Ohr/SyYXktIOAVpsvOwUuMqGrJmGfqSq7DeegwArWER6c33FuzjdB3CHG6D8Ox8mcym0GrnFngKAXgWXEp6ElVRmqbw1NbeovIn3xzg0iVhogGNMr9gOANbDsR5dc8wi2f4uXB+iPAkEgK6JtBVkVfFnIB6ktfx7etCaLo+LhmWcQT/9lgnbx3MkXaaKvi7DzXwk2e62N+aojSk8b+ur2VmhYrXI7iu+ijel34G5ChG/2v/SfC6CrKMJBWwHPAuuAzr0BvI4VxdKeUNiIZlYz7zjC1p7S1WIDV3pznameLaFacnB6J+wU0XlXH/iyPPZv2CMBXhEW80R0K8/SjlsXaCio+X3iqhblo5a2d70ZHMrtKYVxvFdcdWK2m9+3AfuCtvZC68QdSbvoTtr8zv47oSZdoi2PZ4wbHKnIupjHpPSUr6Uu2o8R5Sz/wX7lAXSqSK8OV/wHDJvDH7vbBPIRoszC6nKjnl1gnsOJxgKOUSMk4v29NlGpEeRngDZPCedn8AQrk+2+lvQy1vwG7ZVbA5aZRh2ZLuQYt7NnXzJ9dXoUxAcSoRaEPHsHc/jSZt/LNWkHz02+CLsmXBZ7n71224x5Vof3CJlw3icTxLbiArJp7lT0pYPN3H8tkB3tyf66cWTPexek5gQuRxxJR87gP17GvN0DmQ5e0jcXbsSrB2XojaEo1Jl/C+w7ClgHg/crgLzRtAhqpRTu5QfgNQFYm743HkwIhy0Tm0BWPueqhZBYAcI1xMSgmhyvxayFjKVUWApoxscKRCsmYl5jWzEFYa24yQFAaaquA4uWy6aS0MFUsm90/+BiCQfGBDBV0DFkc60+iqoCokcVzwGSpdA1lmVHvz3+rVc0M8+HIvv7Oxiue2D/LU8ezLFy+MIBT4zq/a+Os767mgRn9PknNTmML/H6B+4Qtf+E3fw28SEeBPU6nsVCc1hXHh9xskk8WTkncbiqby7PahgrJrVpdywZxq0Cbf/2I0XAndCdjbliVhwY7mDL/c3EsiC2URD4Z2wodI0D7o8nc/OMqeYyn2t6V4Ztsgy+eECXvPT4MqISA70E26uxXf2/ePbMgkwLEQDUtxRxneqjgEe3Zg//punLcexlQd9GgFlpKbKE1We9Gw8aY60ZNdaLqGrZx92vIzwdEem1+80EtVVOMf3tfP4t13o217ANmxl0B9E5lJID1TqTTVrU9T8/rdVLY8zRJvM1dcu44n3raZWykRj38VGTs+gZcS58hWjDlrsTynv7YQggOdWXYeLVQflYV1LrogjFA0TK+Oc2TrqIMUtDV3kPWMnTbdRaBWNuGpbkJoBtq0+Vh7Nxftp89dT9Y7ohoRuoE8+CrGBetz5tyBUowV1+PWzJ/U9iKEYMfRFEc6C0PC6stNNu+M8eDLfVy4MMJLe+I4LoT9Gk9vG+TN/XHWzQ+jTZJNl6kL/F6d7YdH6n7dBSE2LgmSydr4vTofuzTC4hl+xCniB1v6HX72bE/+9yWLIzyzbZDDHbn/l8q4vLQrxvpFUSJeifnaD/IE0wmomoZsXFVAGGX0ML55a9CnL8Yz/xJYfG3evPxk6KpCS1+Wjr7CZ7N8dpBfPN/DhiVRElnoGHRQVAVzDJ7UlYKSkMHimQFmVHm5enUJlywI5lVVQoDZsxv/Y5/H1/IqoZbNzA0OsC3TSHVVmBMJy0aPT0a3F11x4ZnvwvBIXWFnkdFpUN5YcC+KN4Tm0XOhPFKizb0IsfjaU3onaarEGG4l+ejdyONqI5mOYx/Zim/uGrJqsR+NR4UFjUG2HoyTzrr4DIUPXFrJpq0DxFM5PcisWi8r5wQIeMZvA7quoA23IR/+EvK1n8Ph1/DUzcbxnt6QWXoCGKWVWNufwlhxbU4NZ+fqzGpcw1OpFezpyBEFfTGLK5ZF0SfAb4ihdtQHPofo3Id39fWknv4+pBMMLPsoX3zay2h+eesxh4tmeygzs2SMU2RkHAMeFVbMCnLhgjCXLY1w2eIQXn3ig1RNSKJBDUVVKAnoXLEiyvsWBYuSK5z3EALZcxjvo3+PtvtJ1N1PIoWCUjUTOcEsnu8UPDKL++pPkalCzxwlXIFbuwjXlZjhMPauZwu2a5f+ASmzciR9hSLojdkFmY6vWlXC6tneohA7WzGxtAAeN4V34ABqxy4MaxDN48FSJ0jUnoSTu+HzYbzr1eGiBWHWLwhz+YoSTHuYzfuzDMRtLl0SZdPWfm67pIJkxqW+3MR1Jamsy45R353m7jQXLwzz9pEEe5pTbFgSRRPvsfZ/nuN8aCtTeG9ACIHP5wG4Gxg8efuUMmoKU3iPoL5E4zM31PLfT3aSzDhcsbyESxeFJrSiey4QAloGJA+/3Mv6hRGeeL2fLftzA7BthxK8stvL/7mthu6Yyz2bOqkq8RSoUqSEx7b087+uLj8vvaoURSFuuRix5qJtsnUnqpvBHuUD4Y8dJvng1/K/M5t/iqlq+OddRsKZHMJId9NoOx8h89r9gET4owRu+lvi3tpJOf+pkEjnHt4nV1qUvPBN5PH04m77PlKb/gPvdX9NijMzRR0NISCcOIa7+YcjhR378O/8H5q7rmP/gQEW9bcVHxjvheMeWqeClJLFM/zc/6IoCLG6dk0phppT8tnT12JsVLG2PgS+CJ61d5IK1p/SXyOjBsjUrkadthZ9uBltxnLsw2/mtyvRatxRWdQAslLHt+Qa7J1PIqI1GIs2IrMpyAxhal7Sx5UeiiLOKZzVcVw2Lovw3PbBfEiYosAF0/28tCtHYMdSkp1HEuw8miDgVbnpwjJe3hWja9A+nsVwfHhUFzPVjRQKKaOCcUVdUnLJggBNNSZtvVnKwxoN5R5MTfL7769GKApWtljheTJS2cILVEY9PLutcPxiO5KuQYvygAetbBpO256C7UpJbXGdCsHe4SgHuk10VTDX8FIeGFsNJ3D56MZK4imHfS0pfIbCjReV89LOIRwp6R12+OKPj+K4uXC8z9xYx7w6A4/iomkKlgO/3jrEvc/1IAR4PQqfvKo6Ryocv57hJnGf+deCUB7t2BusvHAjWbsePKepKNdBpGPFzTabLDKDz6h+1CW34p17CYqTwfKWkuLUSkdFSmRquEhJKFPDMNQFZcWm/1JCfYnC1z7RwGDCwWuoPL5lID/ZDpgq160tJepTGOuF07Dw9u/Had6GYgZRN3yM5NPfRw524jz0FYw7v0laH5s0BlAVgS/RjvQY+K7/cwhWYt7xFdxYDylM7nlDZ9OOkbCo+Q2+MYnEkyEUgdW2D806HiqvqPnkITHpJ2sX/hfXhSHHxO06hBmsOaXx+FjQhEtVSACCszH+MRTJrAqVdfMjx02G35lvr0fYGJl+pFDIeKJYcvJIIiebwtj8vQLCR9v6S0TjUtySpkm7zkQhFBhKQTorKQ16Ccxcjfv6/xTso9TMyfc7qUgT3tu/iL3t8dw7fsFltAxIOnq6qK2vIOqFMr/CLReVsWhGgOGEw4JGH9VRPS+3TtmCnphNSLOosprxaALZ10zy+R+DnUEpq8dYdRNG9RIyysSVyylboXfYYShhoygwvdyTT6pwPkAXLpUhwe62LMpwnM9eAd9+TuPl3UNctizKE1v6aKr2UlWiM6O6jH99uL3oHL0xi6BPpT9uYTuSs4hSHRMeLIx0N3KwE6l6sEsaiywdpjCFKUwcU2TUFKZwBjgXY9JzhSokq2aaLGiYjuPmDG7fjZtJ2YLWnjSz6310DGTzRNQJHGhL0T7g8O3/aSXoVQsIgBOwrOOxC5M8IFYU0FQFV048LfjJcByXoKEQi84oCgIRM1ZiC7NAUu+07S46R3b7k+hWlvCMZcD8s7qP0fDEjpF57Zf53zIxQPbZ7+O5+rNkTztDPTfUlOooCpTIXnALvV/czgPI+BAEzoWMEth9bZw8ZZGHX+fixddzoF9ncaQaOdhRuENg4uqCuojgro9M58W3hxhOOaxfGKapUs9PzjOKj+yM9+FpXIsUKnGpjdk0DZlCtVPYegCJwJPsRkoXxxdFn7setbQOu20vakUj+sLLGFJCRedI6qWoyz5AINFM6onv4Pa1gqphrL6ZUNNKEo89jWkGEU2rSfrrcyEXjqB7yEbXFMqDyoRWdOuiCl/+RCMv7RrCsiX1FSYPv5xTCy2Y7uex1/ryarF4yuGeTV189IqqUyqUAAJWD+7rj5B8exOoOubqm3HmbCA1xn8F0BVJY5lKY9mJtyl377n3M/eOOigIclkNx+rCaqI6hq6QsXL7ZyyXgKkWeRGFfCqOK1EWXgF7X4RMLgOT8EfojC4jGcv5rpww8T7Y4/CVnzTnwwh9hsI/fHQ6FePMIyKm5E9vquWVPXESaYcnt/TTG7O4amUJ9z7blSfds7bkuw+18blbSpmrHMLd/TSds+7k3udyxIWUkMy4/Ptj7cz+/UbCxzlrxclgx/o4mXAIK0l0n8LpQqocRUddckNOHZWHQKmfjzUGuelNdpB9+t9x2/ciSusJXP5HJEIzxg03tKSCN1BS4JeWu3EVfOOrFKUErybxhnOE0y0XRlk9L8Rw0qY84qEsIIqyEkKubzDbt5F65FsjZb4Qvqs+TeJ/voJMx3GGuqFsfDLK37uT5INfzScN0GevRbnwwyRKLyDrCAKRQSCXPKEspPORyyvzIY6nRuF7Iq0sIliGHO4l6vQQ9JUynBxpn4auUOZJIeN9KLFOCL/75Mk7jYDVg9y/mcyu5xDeIOby69CqLiClnGUqxpOgWQnoPVq8Id4L7zIZ5UjBq3uT/ODXnWQsSWOVyV/ceBNlbXtx23YDAn3xldhls0cdoxAPz8JYX4N89V7cX32FSiQVkVoOKn+Cf0YDHkUyrUShNOhn+5EU//3rTqIBjdsvKc/1Tz9pZmDYRgi4Y22U2+oOkXn6fLYlYwAAIABJREFUP/PXcHtbyO54Ck9pAxnz9GSUooAY7sZtOYzfVRlwq4kZZfzo7W4+cfn4GWV/UxACvv+S5AsbBvn68nZiWglhN8Gy9y/hyf0a//V4J8tmB1gw3c9z2wsXLEqCOsMph0sXR/B7OKfhpy4cNDuBigMHNpPd9zJKtBqtdh7seR7jok+cERk4hSlMYQRTYXpTYXpTOA38foNMKo0vfgzt2Ot44h3oXh+W+pv58OgK+fCNdwNpR5C24IdPdjJvmp+3j+QmtEGfitejkLEkFy8K88SWAYYSOcXW1oOFK+m/d3U1kUkO01OtYcShV1Bf+QFOXytapAJpnN3qlMejIHUvElB7DgEgqmajrfsQ2ZOeszHchj06xIucCkNmktj7X0abuZKUfW4PyOzZjX1wS0GZHO5FX3IllvLOhmQGDMHCphAea5hg8/MF24Q3xPCsq9DMswsJgFy2qMTgIMaRk8Lcquex1bOKh7dmuPGGVYgjr+VCa4SC55KPkK1ejFtEYY2PkClY2pTzWinxCdQxmp+DhnPCRlsIhtKCRBa8HkFw+DD2o1/HeeVelM49mOEw6Qe+jLPjCehrRiy4HEqnoc5YhmxYTlwrK77AcRgii/PMv41k9ZIuTssu9IZFpDf/FKdlJ87e5/HOWUW3HeKr97bw4Mv9bNo6yGDSZd40P2P4vY/5nxc2eAn6PXzrl6158mbD4ihPvdlfMBbXVMHyWQHm1BrjhukpioK+/xkyrz+QYxhcG/vY2xh1s8kGzlyl5yLoicOe1jRvHEiQlQpes9AMHHL1v3xOmLa+DMm0y8wak8uXR3l1z4gZ/NWroqyc6UcVYHtCeOetQ1ZfQG/FanaUXsWXH3N4+q1BVl0QIWAILBTufbaHlp6RJBCWIykJ6syuGV/R6FEkkaDOgbYUyazLzReWsbQpwM+f7ynYz2cofKh+L+6vv43b305b6SqeP1wouXFc2LAoTNAUOeIl249WUoVWNw9t2kLszkPgOHjX3YZrjD2hHx0aISWIUDlKSS1KrAOitagbP41d0oQ8iTwxZRLrwS8ie47mClIx7P0vY16w/pQhPsIw8Xj92MfeHjnX+g+TrVk28u6cBqqAqE9QFVYJGoz5LgKobhp303dgtOm/lUGtnoXT3wbZFGLpdbiecepGxsk++k3kqOPdvlaMhgVk/NWoCsyp87J+YYSLF4a5bnU0TwyeFlKieAyU/c/n3oOOA/iv+BR28w7Mrp3M33Axb7WrpLMuYb/KX13to0nvJvPyvWgLNmIZ4xNo7yTeqVAav5JCHHiRzOafITMJZLwf++DrmI2LyHgnh9RQNQ3RthMS/QXl2oobsI3Th2tOJtqHXP7vz1vzBPRg3KZzyGXNtVdgzF2DtuRqrOnryJ4U9ioEKIdfwn39FyNl6WF8oQDDpfPx6TkS9tX9Sb73aAdDCYeuAYvndgwyo9rLi2+PWDPsbMlyy6xB5JGTxgaxXjyLNp4yhF4I8LkxzOFW7Pv/HvPIZvwtr1A9tI3BsoU4eoiAqVJTZp5XoVemofHs9iGePGQSqaikrsrPi93l/PNTaXY1J0lnXY50pPndq6vZcyyZDwVePTeIKyUza7zcsLa06BtzJvBnu2HzfyF3P4sYaCWz5VfIxCBuXwtOxwE8M1egGCaWeWbhuO91TIXpTWGimArTm8IUzgInsuVkj4eUePsPYG2+B332GognEEdi+GasKUrl/tsIvyeX/SmZcdnfmuSOS8qZVmnSF7Pwmyphv0ZVVMdnKCQzLk9tHeB3r67mzf3DSCm5bm0pjWW5LE2TBU0FtjwM2x7CAZTWPXDwRdSbv4ptnvkgNaMG8UZ9uKtug4WX51a/QhUkKSZ+lJq5iEAJMn58gCwUPBdcTOqZ/wLXwR3sArP+rP+bz+pHaMXqJ7VmTtFA952AlNBUriKjM6D3ctj11PEtgoGVnySpRseolYnDtl0SoUbM6WvRj76SO7MZILXiwzz88zgVEZ2+QD2xDV/GHewiowWQ/mqapAf1DD0fJqqWk9kUj29P8cuXh7AdyZduMpnxwhchm8sM57TvJf3iEJ4F7yO7/Umc5u2oB18lPf+6CYXX6dYwqWM7i8rdeD/C8Ocmz1YGt+8Yjx/x0tqbZW69j9XzQqQyLnvbMsypMSYURuG6kohf5QOXVvDrLf1YjqSqRKemzKC1J4Mi4KaLyvHognjapW3AoaFUHbNuDZHG2vdSUbl9dBt6/Wos68zUiINp+MGTnew8msyX3XRRGTetiRao8KSU1IQFf3VrDVk75yEiJXzj9xrpGrAI+1WqI2o+9bmUkDQq+OZWl+2HEoxWFG09EOfaFSFsC2LJ4ox3/XELReGUWUZLfHDn+iiSEpCS/qQsMmq/brGO+sYv8r1chTKAoQfy6i6A8rBONJAzL/clWkj9/HNg58gxYQYwL/ogBMtJBWsmXKeO5kPOuhht5lqEUMi4YxO2SqIXe5TaUPijZOuWoaeH4RTfsTR+jLlX4K+ZgzvciwhVkAlNI3uKcCwpXRIpG5+poSgTj42RjpN/5wpgZXL+a2s/hAxWjSsYU+wk7mBnUblMjkzoFSTlAQGMmMhP+P4iNcibvojc+zxqopc0Hry3fxEZ72W+z+AfPxZloKuHkDtEaP+9pI+8hdq4DCtQdUbXOV+hqSIXcppoxW3fR+atJwp3kC5O50H6zIVEfUxQcTY+HOHBvOxTOA9/BewsPct+j1bPTNThAPWmIOB591aRuwesorKtB+LErEr8/uPh42PcjqIoiM59ReWBnl24hgQEGQcefKnQ8851oWvAKlCIAmSNSNGSjFJah2OeOnQ1kOnAGerBOraz8B0b7maGtY924yIyY6jaf9MIeiR//+FpvHEgwb6uNA1mlDfbukllR56HrgmCpuCu36mne9BG1xVKAhqOK3PfzHNQGxgyRfbRbyF7mzHX3UH61V8WbJfp+HHj0fQ4Z5jCFKZwOkyRUVOYwig4gDrUTnb/i+jDHRjzLsExF2DvewGtbh7pF46nhNdNfNFqRGXJb72qTkhJdYnOtEqD9r4sc6f5+MYvWvLbV88Ncdsl5Xzmxlq+eV8LzV1p/vuJDv781joWTTORrsukh+cl+3F3PFpQllupOga1Z7diakkVdD/ofk7lajPsrSV442eRXQdxh/tQzACZNx7O+bf4wgjz3LwDRO9hZHIIz9KryG57EqSLCJZiLNpIS9whPHZ01KRD9Xhpm307dmQ1XmeYfrWcY+kKLh7H6+VMEIhE2D/7Y/hqL0eXabSSWo4OR/j4lZKF002e2xHj588ngBN12cEXP9pwWm+jM4WKiy/TzZvNFve+ODK41eJdRZNid6AD5YJL8r+dQ6+hzr8Gl9Mr/iwtgFrRiNN9uKBc8UcK/FDSaohtBxOUhjSWzQrywydHJtYLG/185voqzAms8IZMQXtvhtXzQmiq4L7ne7jhwjL+87EO3r+6lNf2xmgdpRD645tqWTnDLArXcoUHpaQWp/tIQbkarSFzcrrC00BRBN2DdgERBfDwK32smRuieox2rSLxHuexBVAREFQExg5TlULkwoFPwgnCyFBh3fwwe1sKr796bmhCXnY50jG3X9QLf3ZLHXc/0EbGcvGbCouaAjDKdi66/af87VX/h39+QadnyKKhwuDTN9RiqhJVBXvbY3kiCnKTmmwyjj37StyT6lZVBKSHcFzoHvCgnBQ157qQRT/1a+nxgqqDYxFffAevsJKn9gmmxTVuWZemsmT8rHoZYZIJz4HwnNPWU+9Qln9+uJuj3VlqSnX++Npy6srNCWUczepBQkuuIfvij0YKFRWlaiZ2xcKcJ5s7/vtmeaI5hdkoFReAiE6c3DsVhAQnXI9+0UcRQpDJ2mQAojklkArUVYdRO9txguV4rvwMbs18Mu/CIsI7CRUH7+BBrK2P5LLizn8fTstOFDOAc1LiAOkJcNePmrnlknI2zPchz8ELDyDtr8W8/eu0xDQ+9+NO0tlBYJCKiM7ffbCe8LtUtZFA8benscrEOM0synFcjIYlOLufKyi3G9fg1VVUJ4WaHsJvKPScdKzXUAreSSHA9pYSuPozOO37ye5+AaTE3PgHxMTYAwN/thu580nSLbvR6uehVzahrL6ZzGsjXldGvINQtZbzqjoPETHh8kUBFCWI47j84bVV3PN0D1v2DVNXbvCpa6op8eUWMablxwgOnPtQBTXRi9Ob69ila4OqFdkXoKjIcDVCgOHEUdJDSCNIWgv91s8PpjCFycBUmN5UmN4URsEZ7MJ8+O9QWnfAQCty/0uIugtQVY30S6NSubs2dttesk3rkZqBMrkRaOcdPIpk8cwwlSUefvhkZ8HEoq03w5x6H8ubDC5aEGXF7CA3rivNeQMlYqg4qB59AlP2iUN108i3nyickQHMvhgZrBz7oElERg+jRcqRh14js+XB46tjCt4r/xDPjKXnJF32dO1GSAf76DaMpVei1c9HDVeSdA06vbOJ+CbJhfM0kBL8PpO0t5xOUYk/Wsr8Bm9ejXIqnMaGCE2B8hIvSqgCT2kN0ZIAdSUadaUaEsF/PNFFMlP4bOvKDWZWTZ5floaNeeQFiHXxbHs5u9tHBpgXzVIobXnupAM8aLVz8mni9QUbsarmT+jbYaPhr5uOfeA1cKzjx1+KQME+tiO3k6JirrqRzoyPphovj73WV+C/1j1osWx2iBL/6Z+/QDKrzs+BtjSv7olRU2owo9rk0iVRTI/Cpq0DBfvvOZbkfUsjRaGAjgv+snLs/a/m71sJV6KvvoW0eqasqKB9wObl3bGCUlfCJYsi5x7GKyVlUZMXd45SwQj4yGUVBAyBQBINeSiPeOgasIgGNT75/mrm1BpnrOCQCDxuitsWpLh6kU5DfSlvNtssn1+Je+j13E5WmpLerVx2xw1sWFHJ5UsjhM3cdTQFxI5HijIAWr4KsvWrClRqwkrCzsdRnvwWyq5fo6gaPWo1ptdzRn2qq/kxwxGc4T4e1G/m3teyxJIOLb0Wz+9McMl8P8Y48d+KIo4bop/6GpZl8/c/7aCjP9dWhlMuL+9NcOlCH7p2eiJZQeIEKzFKKpCJftTyBsyNv0+6dA62edy76hSwUfHVNeF2H0amYohoNd71HyZbuQBnEtdeXVfijEPG2oqBFapDNiwjG6rHfofDqk+H0aE0QkDcUjjWb5N2FHyGmFCgpX/wIOn7Po8caMcdaEctm0Z2xybMVTdhH9mW30/4owzMuZ5fbnXYeSTBhQuj+CaB33BUk5+8MJJNE3KJNqZVmDSUvzsEit+rksqSvwfTo/AXt9QRmUDEuuoPo9gp3OOLEcqMlajLrsdRTcyut/EMHKW8qpQXDoy0qbBf5baLy3l93zDprMv75ul8/WYdfctPyG75FW4yhu+KTyFW30nCVzfmdTU7jvvgXThHtiITAzgdB5DZFEpZA6SH8xky7RW3E6iqJWyc36FXJxZLTA1Wzglw5YoSNi4JU/IOOmboMoPz9pMgJTI+gGf+Bpz2EaWbEqlCX3UzSW8V/uEjWA98EeeNB5H7nsdb24TmD2HYMdBNHPnbNVE4n9vKFM4vTIXpTWEKE4SLgtN1pChzUPaFH2GsuK5ofxnvY8/+bl5sTfB7l4XQzLM3dX4voNQncSqMMQ3KkxkXpKDEJwl5dbbu7mGRu43gzgdAUZCr7kSdsZKMnBwyQXpLYPlNMMqHgVAFoqxhUs4/ESQJ4FvzAXxz1iGTg4hoLangtHMKYQOgahbZZ/8Dfe6FZLf9GplJoC26ktfshcwPTW644+kgkCepUU59bRUH73AzbvteMENQPZekZ2wvJelKTpxWuiNn1lVBXZmH3qHchPbqpSY3XmAR1dtQrXISeum4hstnAiPZSWbT9zDXf4j6cKEW7rH9fpoWXYu645F8mbnmVrLH03SL8umIuRefUQa84WAT/g98HTHYhjB82MFqZPdBtPoF4A2hL7sad6idaxojbBuuzmc1HI10xoUJ+mYFPZLLlkaYP93PjsNxXtwxxBUrSuiPFev+Emknt9h70qlNN451dBvGiutz0iRVR5u2gEHzzP2ipJTUlhmE/SpDiRHib+F0P+VhjZwu9fQQQjCUhu4hi6BXpTQg0I6P8WdWavztB6fxyGt9+AyVa1aXUBNV8o0rbEg2Lgqyem4QXQWv6iJPJrQnAD3VQ8Wb96DVzcU31MVyqeKWXEm6biW+6/8aZ9fTiEgVytwNOKafEgmjY8ssBzwLroSTMgAm6lZjjNpPCIFo2Yby2k9Hyl7+IWVXlNOhLT+ebW1icCRkGteTqljOo/9Z6MGTsVyO9WRY4D9pYi+gc0jy2r4YjiNZPTdITUQZlwTrG8rQd1L7SmZcugcyNFRPrO93jRCJWVfgmXkJrqoSc9TT+bgX3O8xWYt58V8QGd6P0teM9JfkFA3Kqc2hhIChjKBzwMZvKlSGFbRz6GvPx8yxLYPwjV8cZWDYRlcFd7yvggvnBfCfIvxX0xTsnZsKC1UNpCSz4ym8Gz6KG+9DmEEGy5fyJz/LPX/LkcSSDqWTsHjiSmjpzhSVd3QO4qnqwA5Pn7B/2dnCo0g+cHEJly4Jk8y4VIR1Il4m9C1Kq0H0tR/Hs/gakBLbV04GHcNNIWKdpDbfy9ySaXzlmg+zo8dPyAuL51UQ9MHXPt6Am0lANoX1wvcQrbnFCxnrIfmrb2B86FtIrfgehjOC9NEjVJ8Utmo370CbtgC9aSXuYBfqhR/GrZ1L9N1Z45o0KFKS667e2fcs4y3DWPcBspt/jDvYiTvQgfeKT2F3H0UtrYP6xcT0crxWjMxDX89n2BSGHxUX69GvYfW1ojWtJLTsWmLGqVWaipAE023IvlakdFFKpzHsq5uQsnQKU3ivYoqMmsIUClD8YZOJQUTpNIpSLEeqOBIzeWVfivc12ayYlcFNJ5FGgIwnek6p2s9XRH2CpmqTQ6NWKP2mQlO1mV8pbh90mCsOEHj1+yO1tek7iBs+BxULz/raUtq0DeaMQ6uiHqoXXAUl05CHX0WWNaLMWI3lGd/A851AUglB6UI44Vs5CY88HazHe9GHyb56H1rTStza+RxTGpkdjEzIM0gIEKqO47oo0i0aLCuKQMVFz/QjhTqpbdXbu5v0A18eKQiU4bvlLpKeiRt7Culy54YKdjcf5fcv1rm09AiZTT/CSg5he4ME3v/HJMoWci63LAR5U1xpZZgrDnJB7Wx2t+UmUvu6JZn330p07hpIDECoAsdfjl63EOm6uKEqEqdJ1W65gp5hB1URlAZyE9u4Xgblo8i5yiWUfXAtw0MJrJf+C/vtTUSFwpr1n2LH3Lm8tneEGPdogurSM1MBBA3BD17vx2eqZB3JG/uHmVXrxaOJglT0V64owW9Q1H49A0dIvvzzgjK1aia+6z5LkjMn38v9Ln99ZwMPvNTD4Y40y2YGuGJ5CT51YkQUwLF+hy/95BipbK6/uXZNKdetiuDVJJoCs6s0/vfN1QC5cLeT24l0CekSMdyFPTwAgVLcQMW4Ju4nQxUSO5tGn7ES561fIQ0fxqrbmJfspitVTkXlErTaZUgpc4TEOO3UrlmMc+En8Gz7H1A0YovuIFDfhOg7gGvbyEgtWjCCcuDZIi5GO7wZZ+nyCddZ/ppCB93A0BWsk0yy9DEqoGNI8jf/dSRv2vzQK3188WPTqR9n5uo3VTRVYI8iYoSAoO/MhppCSiw8E+Un89c50OWwbVcHt6buwW7bnt+mr7wRbelt2KfwuWofgm/ed4yeIQsh4Lo1pVyzMpwLEz1PkTOlHiaVtmiOe9E9HspCap6cHQ1LCv7lVy0MDI+QRT/e1MX0SpPZlafy/wLUQiIx89YTeK/6QzKb7yX13A9QZ6zgYON6/u7HVn7SHAloVEQ0Js4kjg8FycalEb7/RCGxsqQ8ifOLv0O59Us40RnnfJ3TQVMktRGFE/FfZ7ImYkkVy1tdvMF1wM6gdB9gevfnafRHkVYaz6y/JUkTXk2STtscbBtmyXEiKg/pwlAHjHHevW1pKu2xaGMBqgcRKcVYeys0LCGtvLMZet/LcFwFa+7lGNWzYagTAmVkIw3YM96H6460AZHszxNRAOYlHyXx8Lfy4f7WzmeQ8X7MK/+MtDs+MR5MNJN65Nu4Q12585oBgjf/DUP+d759T2EKvylMhelNhelN4TgEEqHpaIdeyIekAOjrP0K2eglGeS3O0bdy3kD+KB0r/5jvvijQVPjYCgvx2New33gQd88zmBX1uMHKooxG73WoAhbPCjEQt+ketJhZ4+VT19ZSF1XzoYqxlEvd7h8jY10FxwoBzFhzVqoW17Z4Ynuaux/s4KXdwzy9bYjG+gjl06ahzVqLWz4LRzs/0uqeq3RZIsh6y1Bnr0VWzcGJTMfnMzDGWP08Gbo9jNm5DfHyD9E7dmCEImTM0uOtUNA66PLM9hhH2mL4Up34n/1HTNMDkRpccW6zLoM09hP/VJgJK5tEq5uLFTwzJU3Iq3Dx4iiLzGaym/5txFfJzmIffB1j/vqzymapYeOLHUFrfh1FuKhlDWS2Pkpk5kKWV6dZOdPHxQtD3LK+DMM0sMwSrGAtlieCLXQsI4pllmCLUw/eYxnB3Q92cO9zPTy1dZDeYYcLGvzoY8z5/AEvdm8L1lPfPV4i0Zu3MHdhE06omvYBmxnVJn96cx1VoRwJIIQg4whsKfBo44dPaQosbgriN1VMj8LSJj9N1SYLGgMMJmxcmSNzrlwWwTPKi0rTVKSUeLr3YB96o+CcMt6PsWgjGfXMySgpIWTC8tkhLlwQZkWT74xMiLOu4P/e18ZAfER9s781xbyGANURLV8PUspx+xlNcVEOv4p45Euo+59F3bsJp2QaMlw7oXBrXXWQrbsRT38nZzw/3Ie79wX8y65CDVeg4BZMUsaDVHScsllkmi4hPnMjwfIKlKf/GeX1e1H2P4d69HXEjJU4gz2Irv2FxzZdSLJsLn7PmX9fDI9GiR+2HBzxRKsu0bl+TSn6qDR3qip4dMsg+1pH9pNA1nZZPScwJoHtM1VK/ZI3D40sVnzgoiCLmwLwDitXEpbgyz87xu3zhind/YuCbW7HfjzzL8HSxm6zNirfe6yTo50j972vNcWiphBlgcm/b0UBQ7FQVIFzCg+sU0HFIdD9FplHv4V48wH8JNkRK2NPl2BGlZlvyye+R0NpwX0v9BadZ069jxmVnnHbq5QSMxLF3vUseWbVSuNZfAVq3Xw8y69Fzr2UdruE3c0JEmmXmlIPf3ZLHeWTKBaviHowPSoH2lP4PCqfvEhnYeeDqEMtSH8pSu38SVHMvptwFQ+msLD2vzxiOWClQagcqbkKvCEMFdp6krT02syKvw5WoUJMW3xlURY3RRG8eTBJywAsNFthVDiwPm89amUj6af+HfvQFnAt5LQlyOMhZFOhV8VwhYZllmJFGrB85ThK8fuiKw7OrqfzflJawyLs/a8UnmewE3PuheNmPTRUG3FwM9b+V0cK7Sy4DkrjCsazaRQCgnYPZuwYRqoHTTjY+tgZRycTU21lChPFVJjeFKZwBhCRatwbvgh7n0UbakWZvxHvrKX0JxWcaWsxPzSH9o5+3uwwue8Jh4zlcvtKD8bzd+PGjttPZpJkHvkm5of/kYT525FFZzSipuSPrq4gaVViaKBRaFAeDuhk/RVFnYsIVxYNFoWYWKKT1iG497kRe0/bkXz34Q6+/okGgvIMls/fQ8hKDwgP2BP7f6oqMJq3kn7yX/Nl9r6XCNz2RZLBRo722Xz+R835+r5PD/DVK36Xqqe/jHFrLVY0Z04sBFgyZ5xqqBNf/RXSgfRw8YazyDIjpaQsoKK0dxWFzWJlUBL9EBk7/G88KIrAN3gEt3UXbvs+ske2oUSrMJZeTeqZ/8RXP58FGz5Owl9xTiE2iiLYvCvGnlFG2S/tirFidpDljeOsiI4RKhZ5+f/x+7fexZ3LI5iai+pLkpJ+LBfePJziZ89040q4c0M5K2f6Csik0Qh4JEunGyxrPGFQ7jK/VmfuLTXYjsSjjKjnhjKCXc0pth+OM6fOx8rpq4jyPUa/32rlTGz9zE36FSVHmkkpUaVDSOeMlYRpC9r7Rga/deUe/vJSqDKPoGVKSBllpw1n0BK92M/8y4gJrWNhPP8vZG/5JgROr+BLZASBtx8uEu04R7fygy0hNiyOMKNcR5lA5kdNuGj+AAagHnkJ2TYq42Ksi+wbD2MuuQJ3/3P590D4wmQa1xIdJ5FAyhG09tqksy515R5KvIXvsO3CyjlB7ooa7DiapCrq4YIGP74iYkuQzhZXZsYav09wXMFF80PMqjHpHsxSGtKpLvEgJxhaei5IZlyGEg6KW5z1DOkWLDCdjERGsqc5UVTeN5SFqgmYAp0BhJ1Cbd6Cu/0hpCeAseZO7PLZOPLMSC//8BGSv/pG/rdnz69ZM1/n84c3sHRmsCiE029ARUSne7CwHiqjntP2d8nQdHx3fBln/0sgXdQ560mEGnBR833HrAq46yMNxNMuEZ+CobiTusjr1SS3rAlyeclBlKEOAvseHclo6/Gfd0RU1oXmXofugSyRgEZDhYfAScpmKSWZkpl4N/4+qaf+HY4bZA+v+0O+vcli9bxBblsXIRgweWBbjNXv+ySRF77NifdenX0hdngkc68mJIYzDEJjwXQvn/9RD5XrP8bGeUehcx96zSyEN0Tm1V8iM7n27hzagr7yThzl/FjMe68i7SnFe/kfkXn87lzSmTEyIqObSG18dbMmwOlrKyp3e1tQpc3oKbshUxixFmRyECVURvrl+3COvoVSUoux/Fr8VS5xc3ISN0xhCu80psioKUxhFBQkbrgWz/pctpx0xiboD0JyGFcKkp5SlKoSXn21nWQmlxJ8/fQMcu9J6aSlC7Fu+C0koyAXRuEfR6kTNlzEwivh0Isjq3iGD3XWOlxX5kItsfeDAAAgAElEQVQL0l3QvgdppRE1F5AK1uOewtyxf7iYkImnHGJJh6Dxzk903gsw7RjZrY8UFjo2tO1Gnd/EAy91F0wOMpbkzf4o1/ojyO7DeEpnYdtZ3jiU4acv5tRNd1xcxpIZ3iJj67GQVQOYy64j++I9I4VCgYrGs/o/qpNC+COgeXKrgyegqEjvmYVjeoSF0baV1DP/iUzG0BoWYV7yYdLP34NS0Yjn9i8j/aUM6xHkOXq9uFKwZX+8qHzX0QSrZnrHND62feWoM1fjHHwtX6aU1CIGW/Fs+jwuIKpnE7jyj9nSE+a7D7Xn9/veox2EbqtjYf2p1VqjJ2uuKxE46KPIYEsq3PdCDy+8nTMAf2V3jBerTT53w5cxf/U5QCL8UcxLP8EQE5+4uBJaB1xe3zdM0KuybKafiuDpzbDHgs8Ds2q9HGhLMbPa4GsburCe/lec1DCuP0rg/Z8mXjp/XEIq4wgyvb34T86GlE0hUkMTIqMsqWB7gkWaV2kE2HowwQtvx/j87zTQVD7xfklRBKLnUBG1ZPTsJuP7ENqtX0P2HgWhIEung1mKPgbZNZQRfO+xTnYeyU00Qz6Vv/lgAzUnec0rikpjlZemGt+4IbqO43LJ4gib3ipcxHz/ymhRGxZCoCg5nyQpNCpKNCom6CrsSEnfYIaB4SwVEQ+lYQ/uGRIzAEGvQkVE51CqlOmBMoiPqEHUaQuwfeXjHus3cgqh3c2FmRZLw5MbvqSqwKEtyGe+m3/WzgN3odz6FZzomfWTsvdYUZlx8BkunbOBWNKhKlQ4vDdVyadvqOVr9x4jmXERAm66sIy6ktP7ELpSEA82oq7KhQqNhJ+OHCcl+DUXfwAmIzRvLFiOIBzx4z7zY+SJaxs+lIZFWOeRLYKiCl54O86PnhpRh6+bH+JjG8uLsqFmMLAb1pO5ZTYDnd24vhLe7g8QSw7y3PZBrl0VoSRkcPXyIN/YIvjohXdR4vQQKo3grW4kI3JkqenESA3H2devMJyW1JZ6+NZHyvnbe/toXrSIeHo+d6SbKXvqGwXXV+vmYavmu2lF+VsJV0K6diXmh78FsR5EtBy1bh5O64gvoLnudlJm1bivR8rVCUxfjLX7+YJyfc46knJk9cYgjbbzEZKv3o9n/gZkWT2eWatg7jqcnmYybzyMsc6LWl83bqKFKUzhfMIUGTWFKYyBbHZ8NUrIEPz97WV0dw2h2wlq/WnS3mBBinYA/NF3+C7PT0gJMjoN9bavofQeRhEKoqKJpLcCJPhSnWTv+9sRxYtQ8N3+D8RDM8c9Z2VER1EomGSWhXVKgu+MobfP6kcMtIKq4kTqzyJz2LsPIRgz25QQAgkkM8VtOpUFbfY6FN2DeOgL7J37R/zTwyMTsu881MFn76xnXs3pvYpcV+LMugRD1bG2PQaBEjzrPkDSX3dWj0jNxnGGejDXf5D0cz/KEbxCwXvpJ0ka408sx4I5cIjkI9/O/7abd+Sy49XPx3UckuGm3IZJaEqKkCyb6edQe6qgfN4037gDw6zU8a7/OGrdBTj7X0arm4dWO4/Eg1/P7+N07Edv28HzexcVHb/prUGWNlZjT1BFNxa6hpyCTHQAhzrSNIsGln7gK8hMHMLVxPSyM6qnwz0O//Dj5vzv+zcrfOXj0yk7ixAeTUh+7+pqvn1/K391qU32sbvBzhHeMjFA6tF/wn/HlxnWK8Y8fn97BjngZZmqFyhlhBlAC5VMyKLIa6gkF96Mv21nXtEmDD+Z6kXEUzkV4BNb+vmT6yux7YlNBFxXImrnw/bHCsqz01ahqDq2twzqc0rA8vIgPT1jKBCBA+3pPBEFEEs6/PKFHj59XSXKGOq703nF1UcV7vpIAw+90o/tuFy/tpTG8kJJ20AKth2M0TlosWpOiGll+oQybkJOSfXc9gF++Gwuq5eiwF/eUMbiWSHsYp/9U8JUJX9+Sx3fvr+VaRf+BY2dT+Lp3oM6ay1i/kaSjE8sabh89PIqvv7zY/QP2wgB16wqoaF8kr8vjo26/eGT5qIS2fI2atmMM1NkGmO8QIEKeuIKS8PFQ3spobFM5eu/20hHv0XAq1IVVtAmoODL3/55YMpul85Gve2rOM3bER4fyrRFOMHKd4r/Oit0D0vufba7oOzlXTEuXxYdk6R2pKDNLmV22SBi1/00pONcd+NlvJluwvQoKBKuXFnKkqYAfTELb2QGwbBO5vizE0KQTiT5znMObxxOHy9L8dkbo/zLHzWSsiFtQ0+XJNq4BvVILgxM+KNoq24jfRbk7xSK4aCQMKvBzHl4BTb+EZ7ug8h4H0rpNLIlTZzqk+C6Elk5G2PtbWS2PASujWfhRsSMVQV9tRFrIfn6rzDW3YEb6yb9/IkFQIH36s+g1c5FCZblspO+g/93ClOYLEyRUVOYwllA0UzqO+/H2v0iaQTmmltJPX9PTmYNeC78IBn/b6cqakKQEstfDf5RxpryeFhey/bC0CvpYr32S/Qr/wrLHXtQVB0VfPr6Wr7/eAfJjEtpSONPbqrFOwEfpTOBodiYwy0kH/hKnlwUpfX4rvtrkvrETbh/E0gqIfzLryP1xP8bKdQMRO0FuMcnkt9oac1vEgLWNVgoMZP00/+BWjWTZ/YV1+dTbw6wcFrVhCbWGTWANedK9FkXI4VKXOpnPZdzdB9y9/No05fgv+EvcdNxhKLhRGrOKHOSQQa362BRuX14K+ba25El9WMcdfZwXcnFC0K8eSCeTwO+YnaAC6adOs9iSosgZl+FNvdK1HQ32dfuKwrfsw++QXXp/8feeUbJdZXp+tknVA5dnbM6SGplWcmyJctBDsg2xsYJJ4yBAQbuMDAMw50BbIxNGpiBITOXAZMZYxtnY+MkZwVHJSunltQ5VVc8ad8f1epWqXOrFWzqWUtrqXedOnXy2fvd3/d+iwd9tyzfdcxpKvYwPke2I4kGauFwZt4IP6OqAk1TMQwrI0oLhXueb8paJmU4bNqX4LzZvglFR5WF4F+vqya/+1UMK9s/RSZ7obcN8geLUZqm8NyGHva1KNQt/zR5a36aiYjyBNAu+Txpb4SxuOILx8EoasC+5E705s0Ilxelag5ffGCg2+9xTWBwV9qAMv9inLceByRUzUebdR7WGCM+hICmzsH+HXuakyRN8E+gt6eIjIDxT5eXIAHpZKdk96YcvvLbA3T3eXj9ZX03n7mijMX1vjFdjx09qX4hCjKTDT98rJPvftiFzzf+uqQVeYI7bq6mO26Trv84bi2No6goZhJd2JgjGJiXheDOD9XQ1GXi9yiUhlXUSVY4pFBw3IO9XKR7bGlmQgjaYpIdB5PMjNRTXFyH07q770OFrtNuYkmwkIiPIe9TKSVhN4TLDl8MJ19cGi8OAievBrWgDikdTIdTSogCSBoyq0DEYRIjVEOd69pL4p47B9KH92/k9Pf8A19/QFJX5mHFnDDl+S7K8wdXttUx2Nat8+rugYkkKeGnT/by3Q/7CLrcBF1QNq0Yte5TaNHLwTRwwmXE3gETbe9UYnoRVIxv4qxXK8Q1/yr805eDdEj6SknYR71PrDSeFddjHXgbxRfGu/IjpF7+EzIVI/Xcb3HNWEZq12u4L/8ipmvoiZkcOU4lcmJUjhwTwLQl3hlnY+1Yh9PdTPr1R/Ged0umMpO/kLS/FIvxVb76W0AIMTiCDCDenfEcGk5kkApnTPNSX1pNNOFQGNYIuMbmNzVWgkYL1oYnMJI9WdsoOxrhwCZE3TmndKEDx5FYlafhfd+/YL39AsKfhzZjBbFQLTiSmeVuvnBtFQ++0o7PrXDV0gB1wS7SL2bKdstUjOKiwfNoxRFt2P0WQhA3Mp3vkE9BFxnz5jTHHvafxkPgwk+Svv9rGOsfAASuM6/BLF84rvUojjFkxJiSV4JSv5iYt+yYtlUTDqo0MIWnX8sIe+CLH6igtcdGUQTFobFFIEgpMW1QFR9aQSVHu9wohVWcNT3E4+s7iacyIzCvS2HlaXlDpE5BLC1o6bHwuRWKggrqCNtQnKexaFqQ13YMXPvlBS4qClyMNtpzUGjqceiOmexv7cXjVlhQ5yPogWR68G8apsOg6qRjREqIeBz0UD6GULIFO82N8OUNvY2OZEqxm3Xbern1hVKuX/QV8tU4gYIiKopLcMYR9RF0C8zSacTy6zFt+Ldf7Mbsi+RRBLxncWTMUVGHSasB9DNuQpu7Cse2kcEiTDn2d4iUUDeEv9GiacHMs/IYBuzOMHmP+5oT/ULUYX7zdBtza6cwFm/17vhg8SyRdoglzDGLUS4M9HgrUjrYgRKk5sYbVhAC9FgrxrO/wGzZhVq3EP/yG4m7SoZdV9DlEOyvLDf5CodEwVl8LcpDX+XwtS88AWTFnDGVbm+OSr78qz2kzUy6+0fP+iQXnd6OasaxwpX4/RWEdP2Ufk9NFqdy+lFxSKWuzNM/GQHgcyt9QtLgk6MoYO/fMCBE9WG+/ghn1H+OHz/Zzpq3o9x6Q9WgND/IGGzHzcHvuK6YRdoW+PoeI5YlsXCRDk4sdT7HicGwwXD1TWYf1SUTQiB7joyGAlxePEuvJPXC75HxLoQngNPdjPPWY6in38IpENCYI8eI5MSoHDkmSNRTSeDKWxGdjQihYOdXE1eGHgjlyOA4ErVmAebae7PatUXvIzGKeGfZDhGf0mfcO7lClKYI7A2PQ6wTp7tl0Od2+z5EvZh0k9TuJHTGbMJ+lXyfQByjgpMUAShZhLt6KY7jkDCd/mgPTZHMqdSZc20FCAmOxJIi48lEptLL2fO7eWJTgGSfcbFbVzh/CKEDMlX/thw0+PFDh+hN2NSUuPnH91dQOIk+qPHAFDzXfQcl1gruAGlvMdY4X1uGFsTry0Ornou1f2OmUVHxnP93RD0TSyGEjNjjjx/AWncfTtsePLPOQTacR1LLPANciqQycniAML4fUe0kakk9WvU8rP2Zct5KQTVi1gUUuuEbH65hX2smKmhKsZt83+D7oaUX7vjdXqKJTG/24iURrlyWj3sYo3Ov4nDj+cXUV3jZsDvG9Aov58zLw6+NPOiLm4I/PtfG8xsyKX7z6vxMLffx66fa+If3lvD+swr53n0DEXmKAnNrj91wOOmvxHPOzaRW/5pM2KWC9/yPkvCVD6kjOI5k2ewQT7zWRUfU4kfPQtAX4I6bsw3rPZoEJClr5OgmXXGI9OklX7ulljVv9yKlZOmMIBURZchTLkRmMDFcepzpqJjePrFkAoenrlTn6hVFPPByO5YtmVPrZ9WS/L6IpsEoCiQtga5k/BLHgxBgmYNz6UxTZrzqtNE9s4ry3OiqwDzi+BeG9DF7NXmsHnjp16S3vwyAWjUX3/mfJKHn4zU6Sd/31QGj5p3rkD2tuK+4PSOWHwNCTOxdICXYxTNQr/wGTuNGhNuPUjUHQqOnmamqwtNvdpI2Zf+6/ucFk7Yz67j+nHwMIxMv+rcgRJ3quBWH//O+Cv7wTAtv7opRU+LllveUUhSQw4uOyhD3i6plIr+AxjaD5i6LmsLBy1mOoLLIM8jK4IzpPvw+N/IU8tPKcWy47RipNdn9Z4xk32yDQJsyF+tQpvqq1bgJdYmBPUKKco4cpwI5MSpHjmMgphZA0amdvnWqkQzV4L3yVoyX/wjpBPqS92NWLDipnWi3HcXYsRakxDVrBXbb3qzP7Yr5kypECSF4+5DJd+5pxLQkioCPrCpjWYMfTTn2Gd90egTDFen0D3TTig/fig+Sfizjp1S29r/41kWfZpesRjqSaVUBIkF1yH3viDt8++7G/migvS1pfvTgIb58XcW4fEhGQspM+hp5Exd5bQfs0llo0kGrXQBSopZNJRGedkwRUd50O6l7b4N0JjXCePlutJ42tOV/h3WsHhxNW4k/83M859yMa/4FSNPASfRgusOZyCAvRKYMVOY7+vTYCH75eFO/EAXwl/VdnN4Qor54eJGg0Ce5bHGISxaH0RWJPYboni37k/1CFMCG3XFqSr3sOpSkucdmTpWLz19TySNrOgl6VS5fVkBZWIx47BUFPOkOMNPYvvwhxQNDajDtfHxl05G97YhwCclABZYzfEhOgQ++cUsN+9szETnVhS5Cnj6xFgu1bRvOunuRjoVr0ZVYZXNwxOjRSWUhwVVnZkz1HUcO2jdFge5omk37EqQMhzk1PkrzPSMWbZgIXlVy+dIwZ84KYliSkrDaV+10MDFD8OyGKE+93kVJROeac4qpyNfwjTH12WXFqAkbuHXRL5AAXLXUQ8AtGMF2sZ9I0MP/vaqE7z/SRm/CpjhP5/NXFKK7PaP6WQkByqENGH1CFIDduBF158sosy9DRJv7hajDOG17ccXbwV85pn08Gp/VjRZryqR3+iOY/iISjK+ypCJAFtTiLpuKbTsZIXQMj3whoL1ncCRZW9Qc9VjlOPEU+SWfvqyUWBq8btBxhhWiHAfU6nmw9v5+DzwAZdHl/O6BgdQ7RRn+eREJe7n9+nJ+8lgbLd0my2cGuOHcgpwQ9beClGi1p6FVz+2PmtLrl5BSXKdcGmuOHEeTE6Ny5MhxQrFRiRXMxvW+ryCkTUJ4Tvpsrq15UQuqsPa9hXSHkLMvRGx5GlSN5NyreGBbPhfkK0Q8k/NWj6bh+/cfwOzzlXAk/PLxJmaWVVAeUTHliXk0SwlG+QI8V9+OvftVRLCQqppSStxBLKFnDDWHODlpG7riDoXh7FLhu5tSRJOSoQppqYoAK4mjupGTPAgfjaSWh1p9Fi67F0fRiU1CGqHoOtAvRB3G2rIa1+IrsVyF416fogjcRifCTIOZAMsg9fT/DHyeV4qYvpJBZdyGwLBg+8HkoPbOXnNEMQoA6RCLGexpzqSY1Ja4yQu5hxxIqarCG7sGVw7cfiBBTYkHxwFdgXlVLuZPKe9bvTPisVcx0ba/gPHCr8AyUIpq8F38ORLuwd4XBjpGoA4CmSpfY+l0hzyZCMG+nR343Y7d2A/c2f+3fPTfUS/7Ik7pYMP4oRhKEBACepICy0jx5d81E0tlFBpF9PC1m0qpLJpYGKEQw0fASMehyA+ZC2WYAyIEj63v4pG1nUAmneebf9zPxy4uY36dd1RBSlEE6o6XKFp3H1+/+J95aEeQpqjg4vkeFk1RMI72OBkO6TCrJsB3btGJJ0zyghoul2tM4oqiKDj73hrUbu9ejzrnvSiuIaIBVA30iUVFeWQCtXkLPdEE22UdGze7qC5OMXeqB697/M/rkYqkDIVlOVy4MMKrR1XqPG9+3rhTQnOcGBQcQu7RlwOIhaYSuOY2rO0vI5O9iOln8atNBSRSGXGqodJLSZ7KcA9PKaGmxMPXb5mCaYNXl4iT3bHKMemk1QC+ZdeR/utPBhpdXrSa05CKRuq53wCglk1DKa5BSIdh7S9y5DhFyIlROXLkmDCqmnnJTcS/wZA6MHGD68kkZWuEl12L1byDVivATw+dxgVLzsd0BA9sVDjQbjK7IU1kDFXlxkIs5fR7/hzGkdCzbweVbzyJ76ybj5thuiMF7XGHtCEpCqugujAjM1CWzMyYTsu+yI5hOrKGLdh6yGDd1ihLZ4SoKHLzu6daiCVtwn4Nr2uwF5DL6MbZ8hTK9heQ+VNQllyDlVfFJAVQjQlbQlIZbB48YbQhRhmajhgq3WIUVGw8B14j/dTPIJ3Ae9HfIwL5KKEi7I7GTATh4itIKEPk4w2BW4PT6v2DBq7FeaNfvx1Rgy/+5lCf2W7G6+SbHywlEho8iHcch1lT/Ly4KZrVXlvqIZ6wKYuoHBZEhksVOxrR2Yiz/l4Sp30AVA3/locwn78L/aJ/npBIK4WgKyERQMQ7tE+VrqvYW58b1C42PIZetQDTHH9NIiEEW5tM7nqimffM9/ULUZC51//0UjdfuNKDNUzRhqFQhYPZuAVv4xaE248snUFiAsJn3IDHX+3KarNsSU/C5kC7yawKlZ5oin2tBoqQ1BRp+P2+/sIBLjuO+eqDyESU8me/widLp+MU5uP1LSLuWzGuyQXLcvB5dHyezLU51u8KaaPPPg/SCaw9b3D4vKq1C7EQKGRKopvbBiKn3EuvxPREJhQp4Eq2YUbbeKJ7MX9YkwYy/+reSvP5a6sIjJLOOhlMLXXx2SsruPu5NgRw3bnF1BdnVzfM8c7EcRyigXq006ehKILuuEPdlBRnWzFmVPuYX+vDPYYqlbpw0I9PkeEcJxBVAcVOIxUVmwHfTiklZvXpuN8XxNr0NEqkDGXmuZi97dgHtuA578OZiOLOAyQf/QGuW36IpeWf3J3JkWMUcmJUjhw5BiEEuJwkAklayfZ3EULQk7BoaksQixtURSS1wSSmtxBDGWygezw4HK4+mekJvaGpBK69g3jSxbZn42zcf3jdmUGkKiYvmifsUwj7NXriA+l0mioo1OPYO9ei+MO4l91CehTfmvGStuHBNQMREaURF//6gUryfWM7lkLAxsY03//zgAeQ16XwoYtK+X+PHeIf3leOT88eUOqKjVz7R9j6HA6g9LTAoU1w5bchMP6B9KmCiJSjFNXgHJHS6V5wMaqdBC0yrnV5Ek2kH/0eh72PsG1cp63CPrgF9+L3oZbUk4rUjzlVVEFy08pimjsNDrQbqApcc04xxeGRRymapvDsW9F+IQoyhtKrN0S59lwf5lERGFLC/Fovs6p9bNmfiRKrLnazYGqQkjxt2BSxYbdbESQMyZo53+Tul7qREq5efiYrzGcJW3FMNTyu9cVNwX0vdvD0m90I4KLFEa44Ix+fnn0MpJTg9g/6vu0KjNtL6TDRNHzvvgMU5un0JgeLWT0Jxp36621/m9ifv0b/OQwU4Lr8Nix/8bhS/jQVgl6VrqPMxxUlc4+3dSb5t9+19l8HhSGVO66xCeaF+6sk4vZDLPMckc3bM3b0M848IVGufqMd+/UHSO1Yg1pUg/fCj5F6/veISBlMOwshFJz2/SAUPGffBLYJmhtrzxu4pi7HcA9vYj4cwnFoU8u4Z312qtzu5jQb9yaZXuGm0Df5voJHoiuSRbVu5k2p7vvbOa6/l+PEczjKzafD4jo3S6d5cZzRz7OiCKIph3jCJBxw4dXHLuzmOLXQrDjbDqW5d10K05ZcdWaYGVU+RF8hFkN4MEoWoFUswpIS25b4491Ye17H2vN6/3qEN4gUYxvmCwGapk5o4iVHjmMlJ0blyJEjC12mcTW+hvnyH3EA3xnXYlYtwVAykREdcfjJw81sP5gJHxcCvvheL4vzd2IVzh1LdfSJI6C5R7J+WzeOIzmjIUBpZHKqBzmOJOqpxOMTXH12L394prX/s5KITmXB5M1A+3XJZ6+s5Hv3NRJN2HhdCv+4UqVg0/8CYG59kR0llxEqLKDAP3mC1P52i017E1x6RgGtXQav7ejlTy+084lVRWMK6U85Cvc815rVljQcbEfyzY/WUhYaPBjTUt2YW5/PXlE6gd2+H1eo6B3rd6KYCfS6RYhpS3HiXSh5pViNm1FadkF1+fhW1tPC4WvLu+pTpNc9iNPRCIC15030mWcjzp6JhkSRFiauUQcnPrfg7Hl5SEAgeH1nLz4XrJwXHLZynKIoHOwa3Bk91O2gKnJQdT+AoAs+d2UZLT02UkJ5gY6rr6rieFFVwTajkv958mB/26+eaid0+YWcIyx80d1IfyEpLTTqPS8EvLk7wVNvdAOZo/v4+i6mVfhYUpcd1WZZDq7pK3A2/CUjXAAIBTHvEkxzYhEv0bhNIu2wvyXNR1ZGuPeV7Cqily/2IYU65keKCwPjhd+S9YVYBz17txOrKmBfm41pO9SXeigOjezJ5VElH724lP+4Z0BUrixyE0/ZzCvs5efPmVmCZHvUZv32GJcs1kkKX6bS5YoPknrgG/3LCH8esqh+TPuiagKJgpBOv3m8ooiByMxRjoP17M+w928CMia9dttevFffRtpbTEJ4URwHPH7MrS9ibn0x6/uOYeD2OejpLkS6F8eXT1yMXt5e+vJw3CmsIa5rx5Hc9UQLFy3KZ2aFjn4cs2KkzFTwPPz/HO9uxhp1vnl/kv96oJmk4RD2a/zfa0qpKnDlrpF3GIqA3S1pvnpvd3/bN+9t5dYPlDKtIpPWrSkSxUmTNFxofYUi7Eg1SslUnJad/d9znfNhElp41AdFwGiFfa9hH9qGu3oeVM4lphcdh73LkWNo3hViVENDw3Tg10AB0AHcvG3bth0nd6ty5Hhn4mrfRvrxH/T/nf7rj3G/718xSk5DVRUOtsf7hSjIvOf++3mL6Ze58Zk9JLXxRS+Mh6Zuhy/etZfD/bP7X+nijg9WM6VIO6bS5UciHcl5c4NUFbpZv72XKSVuFtT78bsmr1cnJUwtVvjKB2swol2E294g7617IdaR+TxSxeq30+zuaOaLHyjHO8qTWohMZb54yqEoT6MgsQ/ZsTcTaFNUQ6+vKtMfEYIppR6e39BNRYGbj11SzsOvtJO2wDOG7LK0yZDeQaYtKQqoQ9ePVxTQXWCms5s197hm9RVFoDlpHEUf0aT6eKGqgtZeaO0xyfNraME8xKZnkKlYpjx7vBuQmdSh8eLPGLQrRVPAcfqFqMOYb7+Af8HFpF9/FKejEe+cC3BqlpLShh9EH+q0+MMzreQFNN6/vIiZ1T664w6HOkzKItqQ/VPDsLhgno9Xd2QbP6+c4yNlDH+uXIqk6nDlQGlPWJA2bMFzR6X8ATy/KcZSawPi+f9B+CP4L/83Yv7qEdelaSovbx68rrVvRzlzeskgnx0zXIV29Tex9r4OtoVauwgrb+A3FEWgKGJYfx5VU0mYoCmgSpuQT8XnVkikHZ54I8qXrinhnpe6iRtw5VI/8+v8OE4m0lSoCoKRDeMVaWEnewe1B5Q0X7r7EO3RTJSTpgru+FANlXnD3yNSwpwqN3d8qIa39ydRVfDoCvXlHoTZwt72wSewsVugiAGhMlU0C88Hvp6pCufLgzyKgpYAACAASURBVIrZxIdJGdSFhWqnsTQfh3oFT7/Rxdb9CRZOC3L23BDRhM1rO3oJeTUW1PspDAw/ftKSHRh9QlT//qRi2IkYad8UICMOGYXTkXkViO4BYdOuOZ0D3Sr1e+7FjnVjbn4GpaCS8EWfpCcwspDWq+ZTWprmnJk2q7cMPMvCfpXOXosNu+Ns2B3nM++vYHGde8IigK5lClDoLhXbPvHPOY8TQ0l0gMtPyl0w6Sb7Jw0BnXHo6LXIC6gU+AQj+IG/o4gmLL5zXxNWn7DbE7f49r3NfPeWEjTXGE2rcpwSeESK599ODWp/5NVePl8dwJ3uYF+bwf+ud9jdanL2LD+rTvOh+AO4L/k8ettOZKwDUVxPOjxl9EkrGcN84gfYzTtBUTG3r0WfsRzvig+TZHC0cI4cx4N3hRgF/Az48bZt237X0NBwE/DfwMqTvE05crzj0DQFe8uzg9qtTU+iVSzMVDdLDx4wdfWamMLD8SzboaoKq9/q5MiJQseBx9Z3c8WyCGVhddJmAd2qZHalzrwphcOaeB8rUmYq7ni9Ks7GV7D7hCg0Ny2zbuD5hw1sBw51mn2+IEPjSHh9d5r/fvQQaVPyx1skyce+hTw8cHX7CF51G92BWp58rZM1b2fatyYS7GlO8feXlePuy95yELTHHCxbUhTS0EX2+fTokgsWRvjd0y39bS5NMLXc2z9bfzRpPYK+7Ebs5345sM1F9ShFU8Z0voQQBJMHsHetw9z2MnpRDZ7FVxD3VYz7fHs8GrYtxx2Kriiwtcnme/c2EkvZaKrg5gtLOfeyW9H+93PIeMZ/RymsRhbUjG+jADNYib7wvahub5+odTQSGevE6ovyMJ79BfqSTtQF12IPM1g0+oSNq1cU8ZsnmzH6zPIfXiP45i2VFIeGvqYaKr186uJ8/vhCFATccFaQGZUnZkCzu8WgJDLYeLogrGOamQLVMt5F+okf4r7yziGr7B3Gth1m1/jYuDdbWJtZ7cuKxjksMEkJZqgSbWE1QgjSpoOmZISNzgS8uLmH3U0pzpkXZmalB89hk28B+zslD77cTGevxbJZIerLvdQVavzz1ZX8xz0HeGVrgk37UtzxwSoKAiJjvu1k0gh3NGX81yJBjeWzw1QMM5FtqH48iy7DeO5XA41CIRau6xeiIOP9dP9L7Xz6smJGUgUVJDUFCrVFAVIm6GqmTbV1LpqjsP1AtgH+GbUqaeHvj7iy0IiF6hFzpg77fBQC/IkDmC/9Hrt5F9rUM+gtuJDH15tICXuaU2w/kCDo03h5c6Yi470vKHzjwzVDFkEAQHWBqg9EsB1Gz75Gu5V89s/5NPXRtfjbNhMtO51XnbmEug0q1/4Zz9k3YSJwOg6QfOwHBK7+KjFl+KqdUkqS3lJuOjdJVUmK5zYnqC/3UF/m47dPDTwP//RcG/Nqqgc9O8dCKpni/tejPLs5RWW+xs0r8ykv9OGM0W9tIghFQSLBkQTijaQf/hZWbwdobtznfxxzyhlYcvw+eKcSmfRyk/+8txHbyfz98UvKOLPB+66wdm7vTvULUYfpjll0dvRQWlE8bBW/HKcWqiLQjSgXzYAdLTp7WgaecQGPQBMWbQebufURb3/k6v1remjuSPHZcx1SoSpk2eIRC1wcjda9H8tM4zn3Q5mCLJqONFKoqU4UJYHmpJFWGsuTT1LPz6UF5zguvOPFqIaGhmJgIXBhX9MfgR81NDQUbdu2re3kbVmOHO88HEciQoOrVinhEiyZGeCV5HtQlOwImfNnu8nTY6T16uNqnJlMDxYRDEty9/OdfGxV8ZjLko+ViRizj5ekEsR9wWcQHftpbumlmSJ+9pSK7RyOdBi5u9wWk/zggczs/7KZfvQ9T2IcGUGRTmBtfob04r/rF6L6PzIdfKqNkuxmR4+fHU0pNFXhQFuKA20p/vHyCsKegWPqViRzav3cfGEpb+zsJezXOGtOmIojjKqPxpHgTD8HNVKJfWgrMlQKZbPAPbaS6IFUE+b6+/vTbZyORqy9b+C97t/HbPLukknc7duwdqxB9+XhmbqURLgWe4yaVHdK8JOHDvSbUFu25K4nmqj7UC1zrroVp20vwp8HxdPo1cfvg2UIN/rCa9FTrVjbXkDJL8fpPNT/uT5zRVYJewDz9YdxzXkPSW3oAXRFgYvplV52Hkr2C1EApiV5+s1ebjqvcMjrW1U1ls3OZ8m0ACBxud0n5D5QVYVn3+rgnLkRnn2zm1ifz5Lfo7CswY979UP9jxbZ0Yia7gX38GKU40iWzQrx/IYeDnVmfH6qilwsnhZASkkg1YyzdTVOTwvuRVdg9nYhNQ92XjWPb3F4cVOUhiovFy2KcMfv9vf7u72+M8b15xVzyaIg0pG09MLtv9nbPxjcdSjJNecUo6l+ppdqfOdjNXTHbcI+jbA3UxzAcQBF8NaeJD97ZOA8P/16F1/9UA0lQ9wajiNxpp6FcARiw6M43gjdc67h2QP5QGfWsu09Jo4zthpK0pG4j9Aa4noBS6rbuW5FmD+/EkVTBTcu9zNjig9LDl7jSIMTr9FJ+t7bkamMkb618a9MLz/IebM+zDObM+dk4544N5xf0i9GJdIOWw8kWTZ9aP/BtLsA91k3Zolyav3pWKGKrOX8OrSKYn6xZTlVhWez8zUT05Z8a0XmeDvRdoQ/jIx34/S0IGJtEBpejMrsK7g8XlYt8VFTHqSlx+T/PdKUtYyi9C04zqgbl+Lwqxe6eGZTRgTsjlnc+vsm/vPDZYQCE6sAOBK2FOxsMXnw5XZUVfD3KwPoT/4XsrdvUsRKYz7xQ8R1NRAcOLZCCDRh44q3QCqKDBSRdBUcl0GqoiqAHDateEzrUAQHuyU/fOBg/0SWlPDzx5qYUVVHwcQKWp5SRII6isjWnn1uhUBsL14ZIM67YCff5bhlEm3zX4mv/TPlts1tsy/hL9XL+dN6G0WB954eQU100hhVs1KoAV7ZkeaGaV2U+PNJKf5xTdJJCe75F5F85pcc7rwreWUoRTUoqV4SL9+NTETB7SNw8WeIF89790RL5jhleMeLUUAVcHDbtm02wLZt2+yGhoZDfe05MSpHjnHgOBJlxtmw4a9g9M2M6x6UWSv7B6TlEY0vX1fJXU+20tptcf4cD+9f7MHxhzmGPuOo2LbDBfP9rN6YLajMrw9w1+NNJM4txBd4Z74k04ofp6CBu1/t6BOMMgPfM2eFKMvXGSnirL1nYPasPKIhe1sHLeN0NeHRRH/a0JGErDYefk3lT2s7+tuWzgiRF9B5+q1urjozD9nXy5USKsLgn+Zj9hQvHpdCyA3qKBFxJm4omoUonj2uQYuqCujYm1URCzJpOaLrABSPLkYpCrga3yL52H8NNL71BN6rbyfmnzKm7eiO2XREs82epYS2qEm0Zjbkzx7TekbCFC5sfxXeUAmuWecgE1HsjkbU8hlo9YuJ/+4LWcsLzZ0xOx+GkFvyT5cXc9dTnYM+64zZjOTH7zgOqpbpHpwIISrzm5KaYg+/faqZz11VSWO7gW07VBS6qWl/GhkbuD5Ffjm2a3QxM88j+cpNVTR1Zc5dWUTDq0kCRhvpe29FJmO4rvgi6ftu73/eidIZzF74f/hdS4q9LSmKI66sQgMAf36xjRVzggR02H4gOSgq4bm3uijP16kp8BByS0LuvpLsRyzWmxI8vKYj63uJtMOOA0lKZgwtxKSUAPpp72VP+HSe35rm9dUmH75w8LKXLs1HFXJCkaKOA1qokGsXdXLhnEIURcEf8JAyxx8dI3qa+oWo/rZDmzl9aYpnNg9/7aYNZ9jZfVuCOe083EW10NkIwSLsgjpSIvs4OI5k6XQ/BQGNZ9/sYuUMlRUl7eSv+TkASiCCTPZtm8sLnrFX2rQtSX2Jjt+j4XUpJI2Be+T6c4txqeM/9j29KVZvzo5GS5uSA21pZh0HMWp3q8nX/7C//+99dXHCHQcHLRdracKdV0Vrj0NHr4VHg9qeV5DP/gSQ4PLiv+KLxPOmTVpksmELthxI8fj6LoojLi49PZ/yPGVCz6LmKGzYE886R5ARbrp6LQp87/xhUEHIxScuzOO/n+zGkaCrgs+uVMjr3kqPMR9tcooA5ziOuFo2k3zxj/1/uzc+xPvOLsW7ciFzavyU5OlIW8+aOOhfVheo6R4UOw3KOFPr8spIr76LI19OTncTQtNJvvS/AxH26QTJh/8Dz43fJeHO+UnlmFze+U/hSaCgYGwz9Dn+dikqmsSS8Kc8M3Dd/B/YTTsAiVo6Fa2kLmturbwkQF1lANs0KApq6N7MQOB4H6WAB758XTkPru3BkRnR5IWN3ZTkuygr9JIXPLm9LsPMGDdP9Hq55QKFRdOC7DyUpL7cy5wpPiqKR+5cFCcG0pCefDPGdZcshR3rspbRZ59LsMDHR1aV8aMHBwYccyo1PLrg3vXZfk5rt0b54AUlPPtWNzedX4r/KNOqE1UDTzo26Z3xTFqOlb2Nuts9puOc6mwjve7P2Y1GEnloK0XL5oxpO+J2koKQliVICQFFYf2Yng3SMrFa95FnJFEjpSj+PBz/BVgHNmMd3IZr0XvRimtA0VDyynC6B6IwPOfejKe0gpHeXgWWyarTkqzbli3grlpSQCSSua4My6G1y0BVBaURF2KCVSO7ek1iSZuSiAvXBB2cl83ReHFzD/vbUkSCOrsOGpw5I0ik1yYlFJAOwhPAf+ln0IsHR3AOR3VZ9t/pDWuRyV60aUux3nxsQHgHRPNWytJ7KAyV0h61hk1x8XlcFOW7cO9KD/rM41LwuJQR+xaptlR/uuCROIz+vpk6rRw9mGDVUkl5kYcv3TiF3zzZTDLlcNXZRSyfEyEvcKzduyDerL/Gj5nwM+joqBopR+OwwH7e/Dw27h4QrFQF5k8NUlg40nMvCMWFwOJRt6+iJMDysm4Sj/0Ue1vG3FetnJWZ7XcsQOBd+VE8FdNGSPocmpIi+PeP1fP8hm7aegxWLogwpzaAb6gR4yg0pZP43Gp/9OVh3Lo45v7H0d+XUvLDR/dktXVZHkSwYCAyqo+Eu4Dt+9L84P4DpE2JqsCnzqvljPxqROc+MJKk//J98j/8PZTA5JSQf/iVdn7yUOY9tWV/gpc39/DZKyspCCrMmhJA08d+ba/f3UE8ZQ+qXqtrgopiL0VFky/0nQwumNbCdL2X7pRKodZLwZY/s2feJ3jyuR4+c2UVLvfg9Ofh+Nvq754axF56dVCbvvM5rlo1F7308H0VpDYaZVaVwpbGgSfrjWfoFKb34St8D37X+K5np9cg1WczIAL5CLcfp+MAmOkBIeowtonL6MZfWdfflLtWckwG7wYxqhGoaGhoUPuiolSgvK99THR0xN6xFZ1yHH+KioK0tQ02jn1XIwqg/IiokyH2XyFT+aM7ZkHsxB2f2eUC1/IID6/v4TdPNpMX0PjCNZWYqRRtqcHGjyeChCl4bVeCZ9/sZmqFl4sW5lE0ggnvcPh0WDrVw1kz/ViWjZTOqNdexAs3rCzmD8+00pOwWROr4cxzPoSx7n6QDu4ll2OVz6WtrZeFtW7uvGUK+1sNCtRe6rpfoae7EseJ9K9P1wSRQMbg+rQ6P8l4ikTs2J6PqgqYKdA9Y06NO4w/WIx7wSrS6x/sb1MKqkkFKugew33pk+ZgfxkAxxrzfR3U4VPvq+S79+4nnnJQFbj5wlLK8pQJPxt0J4X+9uMYr/wpI7IUVOK69F+Iu0sgPBMlMgspJdIGbPBd/iXEwY04XYdQppxGKn8qvWP47fpyP/96TRl3P9+JRHDtOYVMKVBpa+slZgjue6mDZ9/sRtcUblxZzPKZvnFVA1NUwY5mmz883UJrj8Hy2XlcuCiPAu8EqukhuGJ5EX9Z14GmCi5ZWoBLc0hNfw/uqgWQ6sUJFtGjR5DH8EwO2plBqVpci/3Wk4M+l9Fm6spqaY/2YlqSvICWec71cfWKIlRp0NaWZlq5h4BX7U8rBLhgYYTSfH3Ea8OnCC49o4Bf/GVAYNQ1QUOFd8TvpdH53r2NbNmfQBFw+bJCLlkc4qs3VuJIcKtgJpO0ZQfZkLIE2w6lWb+9l2nlXk6r82el4B4P3N4S1Pol2LvW97fpy64HTynnzk8we4qfhioPe5pSpNIOeQGNK5YXkO8Z/bk3LtRigqv+EToaEboLGalARFvxlk5FhEtJBqrHdC8NRZ4brlgaQgiBbTvEownio39tEL6An4+cH+IHj3b1t00v16kuch3TsRiq/6KqAq8r+yb//RqDFVd+GuUv3+wvNpE47VrMcDU//m1jvxC1osFNV0LSs+Am8p7+OgCyt51kVweJ5LFPBhm2wp9WZ0f3GpZkf2uaHz3Yxr9cW01hUCXkEYhRPAEURaCp8NRrXdx4QQl3r26lO2bh9yh8+opKvIpJW9tQNULfeaieYnwFoLXuQ0jJhoZP8uOnVRKpGNeviOJ2j83372+yv3uSEULgK6wa1K7klWKgZfVztLxSPndJiu0tDk2tMepDCeqsN1BnXtYXJT++61nX3Ojz34PqDWL3NCOTMdxzz0f4wqB7Mv22/g1VMPVg//bkrpUcY0VRxIiTc+LdYEbW0NCwGvifIwzMP7pt27axlDSqAfbkxKgcI5F74J56CAHRlCCedsjzK3jUk3j/CsE9L3VnpdwEvCrf+kgNIfeJ2S5HCtrjDtGETXFYJ98v8KTbEQgSrvysCAwhBFsPGVS2Pk943c9Jz34vd+45h90tJpcuLSDkV2nrNmmo8jG9wk3kGCeOXck27DceRm18A6tiPurCyzF9Yw/zdjlJ3O1bkdFWnPb9KEU1yKrTiLvGtg5VFXh3PEXq6Z8PNCoanmu/Siw4tlL0kHmZtsUGqumVhZWhqweOEX/3dtL33Ja9rVOX4qz8R8xhDIOFyJy/ibyv7D4HocMplYoieOz1Xv7wTPbA79Ybq5lWMvZ5qkNR+PJde7JS1VYuiPCh8wsRzviUx42NJt+5J3se6dabpjCteHINlEOx3SQf+BYiXIwsm4V846GszxMX38bnHwvQHbOYWeXjY5eWsebtKHuak6yYk8fMSjfuvmeOENAWE7yxK0ZH1GRuXYDyiE5kDGJcwhJsaUzx9BvdFIQ0Vi3OpyoihhWxhRDc83I3D72SHb3ypeuraCgbQQgQgvvX9HD/S+28d77O+XO8dCXB63NTWuBFVY/fvKTH7kXt2I2MtiAKpmDkTcFWvWiagmEMXB9SKGTslk6O27KOjbdnJ05HI8Llg+J6el0lJ3QbhJWiscNkd7NBQVBjapmO23tsfj/D9V8OdDt8+a69/T5Dmir4j4/XokZbiLcdIiECHHQKmVKRx22/2kNBSOO28+IUbfkjoqcZMfNcdJeb9Jp7EHllqFd/nZQ4dm8iwxF86deNtHQZWe3Xryzm7tWtXLGskIBPJeRVWVLvHVWQaonB/65uY+v+OOcvzMfnUqgv9zKzQjsmL6pTkR0H49x5d0tWW2WhzjeuLwB9bOcm1989OfiNNoz770RGM+9j4Q3iu+zz9Ian4wxhQCcEuJ04ipXCdIUxpdbf3pUUNLYZaJqgstBFUB/5mRqO7yZ+39cyBuZ9eFb9AyR7Sb3w+0wEqVDwXPBxkjVn9/clctdKjrFyhBhVC+w9+vN3Q2QUwN8Dv25oaLgN6AJuPsnbkyNHjuOIlBB0S4JuwXF1TB8FRRHsaXd4bF324DCWtDnQbjCr4sSkDSpCUhwQFAcyZfEsSxJT+0K7j+pwJ0z40UNNXL9oKmcVT8O95TE+u2IWbxpTWb8zycY9mXn9p17v4uJFIW44t3DiZcrtBM5j30Z0NuIASvQpZPM2lCu+iqONrXNsKF7MkoW4i+IwTSXJ+Mqm27bErF6C5z1uzE1Po/hCaAsuJZk3DcbhQeI4kgIfAx4jxzpo7mkevK1730S34phqaMivSDmyYfRIHO3rZdiw+q3Blfu27E/QUBYes+C1vzU9pGfSe5fmUziOsanuUvnray2D2l/a3MOsiqJxV0AciZSvDNel/0xsxxu46xbhRNsQu14B3YOx+AaS4TqWzUxRW+phVrWXoFvyviUhFCWMZTkc+cyREgr9kovmB1BVMejzkfBpksW1bs5sKMexHWx7ZK8hUwrWvB0d1L6rKcWMctew10ZPEh56pZ3T63TOn6Hw9YfjtEczx3NRvYePX1KGVz8+fnspNQjF8+HIrEpHZglRAEI6J/FJDt7WDSQe/Db9Jr75FQQv+8IJFaSk5qGyxENdlYZlOce1il5lJFO1cP2OGKoiWDwtQL4PFH8JaqSUgIRpHuhNZyZXbl0FRX/9OtgWEpCvP4Q96zzU2oXoZ1xLbBKEKMhUsr1xZTHfve9Af1vAo6IqAsfpe2RL+MlDh/jPT4xuQF4cEFy9opA9zUESaZvqYjc1xe8+IQqgtkhjXrXOhv2Z6BhVgY+f60NzebDefbv7riLuKsJ31R2oHbvBNhH5lfR6y4c1C5cSUsIPuj/rddPUA3f8bm9/uu+MKh+fuLSMAt/wF4DdfjBLiAIw1v0ZzyWfwX/NrchUAoKFxH0V2EMUsciR41h5V4hR27Zt2wosPdnbkSNHjr8tDvVINu+Lo6kC+6jBu6qcPDN1r2bjoJC2Bm+DaUNP3OJnz0Pbok+wcGoXimkzvdzFL59sz1r28dejrFoYIBIcW3iUKRVaohkPIpcmWBBozpgMH0lXI7K7CQqzo5IcFHpTDrom8OvZoouUMjPrPsEOdVoLka4+C++0FUgp6DWccQlRx4VgIUp+BcIXwm7aCbaJWj4DW/OeEH1VUwS1pR4OdWRHIJQXuMcVeeVxDb7GQj4NXR2/UOxxDe7oel3KpFfqMhQvMq8WY1416xtt1KqPMHfBB9B0HSWYT1gKbjjHm0mT7Pttx5EjHhcpMyLwkThkopw0ZRSRyRhZaBMCmqKSzXt7aajy0drdk/V5RaF7xGOU2Q94/3zBwxvpF6IAXtuVYufBJHNrjl1MEIqgPQaOlBQEFJRJiHLSUp3I1j1Ix0QpnIIdKu8vqDBZ+GWM1Au/JcvEt/MgtO2GihMbHQVgGNboCx0rEsrzFN6/NAxkrm9kxtg74BooWBF0C754QzXBtnVgZ2+X9fZzeD/0X8RcxZP2zJIS5la7ue2mKbywqQevS6U4ovOn1a1oqqAwrBNL2jgSOsdgQC6QVIQFFXk+JBnR82ROYB1PNJebf7qsgL2HYsSTJlWFbkoLXKRzAsI7goSWByULBxrGe5kKwd3Pt2b5zm1tTPB2Y4IVM33DPjelHOL9Y1sY3hJSXg8cnht7d942OU4B3hViVI4cOd4hCOhJOjR1mHh0QU3EyeSlvwNRVYX9rUme39DNe5YU8NDLA0JOSUSnskDnRL+93TKBq3kT5ltPIHQ3oQWXkixswHQGHvUBDyydEWTt1l7ue83gPvyoCtz+gcEDICnBGmWgfJi2hGBfS5L/fuQQaTOz39+8zGGoenWK7ubItfakBHf9tZnXd8YI+1U+fkkZs6tcYypNPx6Sacmp0KNSFdB0F07FDGRvO55l12J3HkBdeDkxeYJM+KXD+5cX8sbOWH+FxdpSNzMqPIznGFUXe5hS7GZf6xGGqueXkO9zxuUPZho2l5xewPptvf2pQ7oqWDb7cDTS5GIKF24PLJshUGwDRbhJSVf/rh9L6r4D7G61+dNzrcRTDlcsK2B+jRfXBNOJW3slX7prL/PrAiyfE2bLvni/mf68Oj9h/8hduTyfYOWCPDRXmi1Ng0/K3laD+XX+QfssBHiNDkT3QdDc2OFKUsNUa4qZgmffivLQKx04juTCRRFWLY6Qdwy+VHqyHfnA7YhYeyZRRXOhXXknZnhsVTDHiuKkcWJdg9rlUdECgxCCuJG5Tt2qM2nV5E4ko13nUko8ukKPoXN03UbhDWBrvknfb1VIpharTLuwgC0HDB5d28lp9QHm1QVQFbj/xU4UBQqC4xjCyKGSnd59qG4f0+r9qIrEsiH9Drwmc2SjqgqKIkaNDjYdwZ6m5KD2li4TWwqU4d7rJdMyRWKO8NbUl15NQnjHb3yaI8cEUG+//faTvQ0nkzzgs8mkkbvfcgyL3+8mkTBGXzDHiAghaOy0+c69TTz+ajfPboiyu91h8RQFVX/n1R5WVcH+dpPXdsTwexTOm59HyKexcFqQG1aWHNMg7GgURSAtA9N2cOnasM8rX8ubJB/5Lk60DaerCXPri/hq55L2DNS/E8CM6gCxlENjW5ryQhefu6qSyohg7Y4ksdTAwH9WpYtVC4OgjDL7LBRWb+xl7dZemjoH7pW47eKMKTa0DVRuchrOQ04/G4Ry+Mvc9WQr67dnKmqlTcnLW6Ism51HwH1qDh8URSDE8N4+oxFMNJK49w6cpu043S1Y+zfimn0uTvFUTDE2o9nJIOCGs+dGmFcX4LzT8rhkSQS/a3w75dUk86aGmVbpY0aVj8uWFTK93MVEXJ4ifoUF08MEPCpzavzceH4JU/InfpzHgiPBRsVCRVEEXrMLT7IFLwlcMoVU3TjjlEUPdjvc9ut9tEctogmbddt6qSv3UZ4//vk/IWDdziSvbY8xvz7A4+s6WTE3j4XTgsyvD5BMO2gK1BSPXC1raoUPRToYhsG2owSp9y/LpyAw+IwFkgcx/vQlrE1PY29ZDS3bcdWdhqUMnkDY2Gjwy8ebsR2JI2HHwSSl+W7qS/UJnT8hgN2vIHa8ONDo2MhkL+rUM4ZNX5kIUvPhsqJ9FWQPb4CCa8kVpN0FQ36n1xD8/tl2fvpIEy+/3UtNuZ/8gHpCBQ9VEViGiWFDytFImhK3LrK2YTL6L4YteH2vSZ3cjUgMiHbKyk+Rjozdd2/cSCgOaSxp8FNV4mNvS4oHXmonnrL59BWV1BZpfxMC03iRkmGrgI5Grr976qAoEOzdg7LpMZRtq/F6NYQvgi2Gfo9oCnQnJTsOZgtSFy/JpyIyhLOI5wAAIABJREFU/DvMdoXwTl8Elonw+HCt+BBmxYJhf+cwuWslx1gRQuDzuQC+Dwzyh8hFRuXIkeOEkLTgydd7soxJ39odZ8NBP0unn/ysqfFiWQ5l+S4+cG7GWHXd1ih1ZV6WzwlTNEJ+/njRZJpt+9P84pkoHVGL9yzwc/GSCF5X9uPbq9kYbzyW/WXpYO1ch3bGrKzokpBb8ncXFXL9uUW4NIkuJEJo3Hp1AY+u72bDQVhaI7hwQRg096iBMjETogmL5s7sjsmaXSarFlzFjLrTcVp3Q2EtFE9DHtHJiRuwZutgE8ymToPS0PiEGSEgZSkYtiTgEggm96JShYO3Zw/2jldAd6PUn0EyUMV4g2ictr1gZHcY0+sfwlM5F7yZmPhguhnadiNtA6WgmkSoFssZeeilyzTptMm+qI5EoaJAZ6Qq81JCyCOP8Dab2HVb6JMUT/X0VxSbcPSZlEzJV6g9Kw84nBo3sVWNFxUH74HXSD35EzCSKHmleM68Gq/uQS+oJ6FFRl8JGaHyjZ2xQe0PvtLBgrpKdGGCkUC6fNjDGNUPx+a9cebXB3j4lXY+sdLPwpIE8UIXdmD4KjWH8esSkR/i4iUudrV1sml/KlON78x8phQPvs904WCtvQeZGtgX59BW9NYdUL4ke1ld5bVtg+/hNW9HOW9eCBh/2pmiKNDbNqhdjTbhSAuYvAkM0wHP3FW4EJibVyMC+XhW3Egyr5ahHyGCe15oZ/WGTLpkW4/JN/6wn2//XS2FQQUpBLoYOa3zWNFkkh2NBs9utcgPunh0bQeG5XDWnDDXn1PYn2o3GYS9cCAZ4Jmyj7NgWhNuK0qvr5K88hnox3kmV0qJLqAiLAjODjJ3io+gTyHPSy5qI8ew+EigGr3YrgAJho7mPNUJxPaRuO+O/r6CufVFvKv+AaP6rCEvfSklqxZFaOoweGNnDF0TXL6skGllI6dxOxJi/ilo53wSAcQnz54xR44xkROjcuTIcUJIGg67Dg0OId7VZHDWDAfbeef5GlRGFKR0cd15GXfemhIPM6f4iXZPpLj30DR1GNxxT3t/5+OBtb0IoXDl8sJsXyVAqEMM0LShIxMUAQHXQGqJlJJQyM8tKxVMw0R36aTwjqm/79MhnrJZND3IE692Zn1mucMYJQWI8gVDdoh0FUojrqyIKoCgb/yxNTtabH72SCOt3SZLpgf44AWTG6Hm7dpJ6p6v0C+2vPoQgQ98jah/nGlDyhD7JhTQM6JAKHWI1IPfxIn2DcZVDd9VXyYanjHsKjUsOrrifP/JdP/MaEOll7+/rJyCMVR2O1YyA++B31GFjbd3PzLWiRIqIhWoxBzjPX4yqtt6ks2kHv0uh/fB6W4mtfZ+tLqFqIBSunhMoqOUkqB38PktCOl4E4cwX/wt4uAmKJuFe8XN9HoqcKty2MGClDC72ouuCfa3plk+O8xvb1FQnv8hztqdBMLFeM6+mVRwDoYYOeVZSvD5PHzh6jLaey00TSPsUxBD/LbipHFadg1eR/chRIXI2l7LcqgqdsPm7GUri9xowhmzFKWqCkJk1mfbDq7q03BefyBrGWfWRTjCNelCRK+rGH3pB/GcdgmO6iZKYBghCuImPL8h27erIKSTNCWvbE+ytTFBacTF6Q0Bio7TOLitM8Wd93Zz4/kl/PqvA8UQXtjYQ0mezhVLQ5Mm5AopuWZFAW/s8vLTTW7m1Po4qzKMrp24+1RKSdAFwfy+Z0hOh8oxDOH4HlLP/xajaTtaxf9n773DrLrOe//P2v3UOdM7M9ShiV4EAvUuJNmo2JKb7MSxU+w4vvfaccm14pIblzjOTeLYvj87jmJZ3ZIly7KaJTAqCEkUAWLoMDMM09upu63fHwdmOJwBZmBAwprP8/A8zDq7rL332muv9a73/b4zKVjxQfrDk8dce/BsIgT4h3flL1q9+jCB2vknNLDFLMlnb66go99HEVAaEcP278PhjhuhxnmHGPHsr6Gh4Z8bGhrmnc3KjDPOOH+8hE2FWXX5H9AZEywy3timbj8bCCHoS8OOVoemHh/HV1AE1BUrrJwRZOWMINUFYOpjZ1RTVYUD7em8edfTGwdIHydOnnZVjIU3HncADW3ykiPeKlk0XMJ9uzHfvJ9A4+8IZdqyITEcydBCAM+Iks5TCDkxQvpcv6SYwojGitkFKAJClsKf3VBJfal25NjDD4gMRfLpVZWox9y2JdMj1BQN7/kghBisb/Zv0DSFnhR865cHaO/N6h5s2BnnZ0+3DZsW+XTQVYnz+qPkzII8B3fHGsKpltEdrHQymLmC0ebS1SSNUgD8Q9uHDFGQFRN99WEs5cQu8Wami1cOqDku+o3NKV7bMYA4x2L6ivSwdj5L+r4vk3niu6Tu+zJW03q0s/iaizO9xP52jp/h+t0tKGYQ2d+JJkcWjiAlzJkYImQNNWhFwJ9dZuE+8X8Q+98AJ4M4uBH/8W+xYVMT96/roT9z4gsoiwi+dVc91y0upL4gg/L8v+K37c7Wsa+d5FP/FyvefML98xGURHRigfyJiicFh/sl2zt1ei/+PMLK9boSFVPz3mUpJUsaIlyzsJBZdUGEyBqTr1pQOCK9LyEE7QOSe9d08/3HDrP9kIPjC7ySSajX/DUiVAi6hVjyAeTkC0dsrAxrDhEG0EfY7hwXBtRiEpzc00w/IqR9LO+7qIQdTVnNvDWbe3ngxXa++2AzcUcZsz7oKIah0tqRIGQpdPQ6eb+vfasv7/twpoR0ycoZAb7ygSpuWlxA7BwYuMcZZ7RE3E6Sv/4OXvN28Fzcg1tIPfkvhJ18L8t3NwL8YaxDvndK45IqfSoiUBZmxIaocU6NpmW1u8YZe0bjGaUCTzc0NHQA/w3c29jYOJrRzzjjjPMexlAll80rYH9bmh1NSYSAqxbEmFUpzosVq+Yen/tebOfiC2I0d9k8/UaKW1aUUmhJ/LMUYyilJGTlzqSuX1rEwqkRXCkIKLnaEOmS6QRv/d84O19G6Bba1AtJFEzhWJcOq2M76cf+YfBvYT1M8PZvkTCHskYpisjqkXgjF+WtjEJwZpS+pMuqC4sJWQrFQUY0GZ1YqvLdT07icLdN0FKpLtIwjxN7Vsl62nRSRHMqRNqWVBQZ7G1N8erb/cysC/G+i0p55A9Dg85Ne+IMpMsoGAuNfAk4mfxyx8b+/Y/xr/hfYEVPLBJ6DAmrnNBt38BvXIvf24Y+YyVO+Uw8P3vvhxNT9vs70b0MiOG1gYT02bwvnVfe2JzkmgUFKIx82VNXJD39KVK2T0nMQpxCM+x4rEQTmTX3MKQG7pJ67icEPljPgFk5qmOdCk8Kmrtddh1KUxzRmFJlEjm5fNLwhPLD8ESoEGmnUAoqkKqBipJj2AVQVCX7jsihd6U4BN+8q563D6ZI2R6z6kJE7H3IvracfeVAJ9V6Dz9+McPhbpvP3Fg+bPuREiqigg9fWkwkeZD488cZP10b2XMIEc03FB2LLtMYA4cgPQDRclJWeY6hxPYEj73aw2/WZ70bQ5bC1276JjVP/09QVIyL7sCJTco7br8t2NeWIWCqrLwgxh2XlxMLKkTNkXUeHXHJV35+gIyTvbev74zzmfdVs2SyiV23HKNmLlJ6+EYUzzv1MU1szI5tONvXIswAgUmLMAonkNBLTrnvSDBVn0/dUMm3fnlwsGstKdD5f0+2Dm6zcFqE6bVBvvdwM8sna1w208CKREYdmjkcnucTDmgk0w4Fw2h9Taywsga4Mf6sSkle+x9nnHcVfa3IRO730+9rg77DUDw27/+5QEqJUjElK5PgDo07jMU3k1QjjFobYJzTQgiBTPWxq12yp92ltlhnWrnACEXGo4THkBGPMBsbGz/b0NDwN8B1wIeArzY0NKwH7gF+1djYmC+SMM4444xzBCmhqkDw+fdX0N6XzaZXFVNwz4PwPFcKBpJp/mJRH9b+pxCqijJ/BW/3RDFKTEL62fkq+b5kcmWAutIEBzocvvqhOp59s5tv3nuA4ojOx6+tYHaNOaiNZEsdu3Am2kWzkRKSnp8zaDHJYK+7N+ccMh1HHt6JqC9nIAPJZIaWtjgB0kwqgWhBlLQWGVF9C0yfAvPo8/RxRxqfI6EkBCUhY6jgOAI9uzgoq7j3lQwbGruyZYbCJ2+oZOPuOK/vjNNQG+TSuTFe3NxLyFK4ckERQlEQ4sRhUCPF8QWhhTdnV1wHEailddhvPcfOnYd4vcflthVFeYa0vMuVEA9Uoyy4k+LiMB0dQ3o7vi/RamZgr8/dx5h1KSmt4ITiap4RYsFk2Lo/N0R0em0IRfgjnpgqbpKnNie59w/9eD5UF+t86ZYyouFR6HfFu0EeV087lZ0kjKExSgjBpn1p/uXRIeNMXbnJl26vITjKd9IOV2Isux37lQezBaqGtXQ10vfoLF7Ay1sS7GpJsaQhyvRqk4AuId6Js38jan8rom4+lE0DzURKKA7CyhlZ70IpgXiAbPqA3HrZRwTr39gVpydZRnGuw1wOnucjAtFsBlIn1/AoQoUnbeOGTKO+fj+ZTb/LFigqwfd/hUTxzMFBdWuvy8Y9cUxdIeP4JNI+P/6Dz99/9EdY2GTMorzml/YVfv5sG68foxl1zaIirl4QgxE2mb2H04OGqKM88GI7c+snYCiSjHLkpozAEAVgHt5M8ol/Gvzbfnsdwes+g1FdhO2d+fdGSphSrvPtP53IoS6bkKUSsFQyRwzvpi6YWRfisZc6uPuqNJVbfwFv7UWZuAhrxYdIGGVndH7Pk9SUBVk2xSGV8ZlUabG3NdsegqbCrStLxj0ixnlPIsxhwteEgrBCRzxbFGx79Bp27wTJ6CRCt3wFe8tzyEQ3+qzLcKvmvCNh7O9VzGQrv3zN47E3hgyCF04L8FdXSaQZfQdr9sfFqJY7GxsbPeA3wG8aGhpmAb8Efg78sKGh4X7ga42NjaOMVxhnnHHeK0gJlgYTirMhDmchY/tZwfUFE+UBQk/dzeBkcttTzL7lH9jWWUND5dmT3zMCAb56Wym9GZVfvdLN+rezk77Ofod/eqiJb9w1kdrCXNfhE3ojSR+cfN0uISV7Oz1SKYfvPHxo0NtqYpnGly49RLh2Gu4YZq8aLYZwyex8lZ1FH2RDY+dgecr2+d1r3SyZHuWV7f00NiVZNC3C5MoAK+cU8JtXu3jqtS6uW1LEtQtjZ2w0tEtnELj5CzhvPgmagT5pIZmNT4EZpMexeOaNHhbWShbVeCSOhNydjBMNKjNFUwlc9xnS636JzCQx5lwFUy86qVdCWo2ydKrNpr0htuzLGqTmTQqzaFp4VKuoTZ0u96zpH/y7pcvhZ8918fnVVSPXoImWgaqBNzToF8ECRGRsV6aTLvzs6cM5ZQfaMjR1OqN+Jx0M5OwbsSYuRMQ7UcwgvqYzYFXz9fs6aOrIhumt29rP+5aXcMtcH/WJr6MOtGcPsPW3yIs/iZh11eD7d6w9QEbKYMHNcIwGUnrmDTy50wIcdE2MKJxMLarCuuJPSP/u3wfL9NlX4MZqT7qf3t88ZIgC8D0yT/875ge+TVoJE7HbmDSwn29N3EayYBJvpCby05c89rSm6acaX5fDaii19rg5hiiAZ9/sZs6kEOVR47QnTseH4x7F8vox7D5I9yOMIOlILRl/6FkbwiGz/tHcnVwb7/BuzNJJ2Orw2fFGXT8k5RFBeSRrcUt5ClcvLOKRP3Qwqz7EhsZ+PnEhVK77x0HdF3/Pepx4F+ZNXyXDmblrqsEod12h0tTlsmBiMWkv66FXVWQQC8jxVftx3pNkIjUY86/F3jjU1xkX3oIQCsab9yN7DhGZeiFuxUxSyrvbmOD6gr7oNMzLpiHwGXDe/Qu3f0wYwuVwaw+Pv5m7qvLqzhSrFxpUjK2T93uaUY3WGhoaosBtwIeBOcAjwF8AB4H/ATx1pHycccYZ548GVRWYjU+T49UgfcTONYQaPnLWz29aFqZQePXt3EmfL6GlM0Nt4cgmNrYSJLh4NZnnfjRUqKj0li/gpQ397GpO5hgc9rW77Ok1WFzehTtMiIuiCBQFXDd7X4Q4OwmOhPQYKJlNd1/+iub+tjSzJw5pvEyqsKivsPjWvQcGy379chemrnDT4sgZifo6wkCWzcGa6+Fs+i2p538KQtC38q95YG125tzYBlOdt4lMNU97sJvBxJlwEcHbZyN8h7RZgnOKKDspIRI0+Juby2jp9fGloDymEVBHfsGKAoeH0aDZtD9NJuOg6yPLYJYMVhO+7rOkn/0RZJKIUIzAtX9Fwiw7oSh0HkJgu2DqgMy2teONcZ4HybSHrgm8YzLvHe9lM1JcdOKhOjhGkH5PuztoiDrKE692cmtNHxw1RB1BWf9LmLQE9HxPQleqqPPeh1I7FxHvoFvGeHRXjI37s/f7zsvKKAgI5CmMN0IIUrXLCN5RDT2HEMEC3MIJJJWCk19cqi+vSMa7UJwUQQPc1x5BvL0WAzCAS6suoG3uRznYbxA4yUgxY+ff66PPYaR9weQKC8tQSB9zrDsuLcVQco0qltuH2X+Q1As/x+9uAQTG/GsJzruZpBY7spXI98o7yijDTUdDQPW5dE6UkqjO3tYkmuJRpXbmCRD7bbsxkl0QrEYIsNx+RKoHaUXJGEUjNt5JCZoVYmJ13i/jhqhx3rPEPZPm8huZdsM8tGQXbrAEpbCY5K++gUxm+0Bn56tYl3wUbeaqkWnaqSqen82me6r++WyQcWAUEs/jjBGKn8HO2Pgy38U34+aPd33fI5n2CAY0FDH+vEbDiL/MDQ0NDwPXAGuBHwGPNTY2Zo75/fNA/mhnnHHGGec8R1cFip8/SReeQ3mhDtLD8bPaNS/v6qA4ojKhRD/pJG60mJqgJKrT0Zdbj9AwmbtOhJQSp24J5rUG3vYX6Zp2E93BejQnRFlBkpe39uftM+BocJxXlCp8Qn17cA9sQlENlOoZSFXHO/gWIlaFVz6NtDp2q462MAkWljLByh8ULJoW4e2DWU+g6bVB6ks1Xm1M5m337Bs9XDUvesoQulPhopGunI9ZUEnv4Q4OJAu451WN7oGsoSwQNPnyyxP5YplGcb4M0YjxfYgrBdkx6Ciy3KiKYELR0TYxOqOM70NJJL89NVSZGIY2ikmuIFmzDOv2CYhkD4SLiVvlI5poCwFtA/DgmnYOtKX52NUVtPXaNLVnWDwtwpRKY/AZBizB3324ngPtaQKGSmFE4zcvd1JbahC3Bc1dNooQVBfphE4z1f1wdg0pswbSvHI3g+/7w0XjAeCpFl7ZDCibgeIIFpg2VdU2Eyssaou1EU90PDQGwpMgnK/fdEKi5RytmAhEEKUTEWYA1yzAGjhI8u0/5GyuHnqLlRfHMWpnoIoT16ui0KAwrNETHzIUT6sJUF1sjDg0tiQM37qrnrVb+2jvcbh8XozJFXre/lqyE/ut3x8xRAFI7I1PEaydBeWLALClRuTC1aSe+P4xF6Oh1c1hQI2dVa2VAlOyYrrFRdOD7O90sduGEU3WDNAshIBQ324yT3w3O0k2gxhXf5ZUxVzEGAuejzPOe4W2Po+vPdQHRI/8g4du2T9oiDpKZv2vCExeysBJPCUlgn2dHk+80k7akVw+L8bMCigMyFNmLh3n3YumKSPSv3PUEOURyfRqgx0tQwtSJVGN6hJzcDykKILWrhT/8kQHzZ0OdaU6n7mpnPKYMb4wMEJGM1V6FfirxsbGw8P92NjY6Dc0NJQP99s444wzzvmM8F2Ycz3s25BbPuNSdOmBELzw1gC/eH7IU2LF7Cgfv7IUXRmbr1FI9/jEtZV898Eh0dxZdUHqywxGo1RrK0HcuuXsCy7l/9zfRDLTjqLAJ66p5LK5UZ5Ynyv+WV9mkLGKcuwaoZ5Gkg99fei8ZpDgtZ/B2fIMSkEpxsw4WmEtbqSStDiJCM4IkRIO6zU8t66LWy8u5YlXOsk4khkTgqy6sJj7XmjnY1eVs3haCF2RREP5BpXSmD5m2dxcNNxgDenKGn7+YDOHurIDlSXTI/TGXQ73OPzrUz189Y4Q2kkm8u9G6ss0rp8X4Lebsh4dkaDKJ68pQY4yTNP3PJJWBVgVRwpGdh/6UoKv3bOPRNpn9YpSfv7M4cEMib/f1MuHryjjmvkRbFfydlOG7z/cNHjo4qjGX95UgwS+8vMDgwaS8kKdr9wxgZg1+mdRVaxTEtXp7B8yAl+5sBClJII0ArmeL3Nv5B+fTHLn5VFqYie/X0FdMqtGZ3atfmTAenbbSTpYiXXj/6SztYM33JmsO2gwuyjARSmDOs8d9vxTil0cK4V9ksyahQGfv71jAr9+qZPG5iTzJoe5ZlERxcGRe+hICaVhuG15DEURR7wV8ndWFUHm4Ft55X5nE2rVUNbQdMU8gu/7IvbmZxGBCMbsy0gXTDonWitSQsaTBHWBX16HnHYJYueawd+NlR8lYxVjOf1knvgOMnlkASCTxP3t9+i97juEy6vH7LtxLpBC0JcW9Ay4RIIqZeEThyCPM87ZpD85zMrNMB2R9L1Tum429Xj8/X/vH9xs2/4En1pVyUo2YE5eQEY9edbNcc4+mnQw483Q1wbBGE5sArYy/Jgzbgt2tmbo6LUpixnUlhiUhoeagY9CTyI7ni8KZb2tAxX1fHZFN082mry2z2dWrcktywswgubguCOVTPGNB9oG296BDodvPnCYr390ArFxm+WIGI2A+fdGsE3+cvQ444xzzvBcl+4Bm3BAJRIOjMgFeZxTIyW4JdMw3vc12PQEKCrK/BuxC7OeCT1Jyf0v5q6Cr9vaz/WLi6gpzKaDzbigKowo29pw+D7MqNb5xscncqjTJmQp1JUZRE7D4yNhC77/qxaSGX/w2P/fU6185c4JeD48u7GXwrDGJ6+KUVuh4fhDE2td8bDX/4qcyWImidfaiLXyTrwDW0g9kw0DFEXVhFZ9ISdT3+mgKIInN/Tx5u44rd02Ny0vRVcF1SUGE4oUvnx7Fa7rD3pSTKowqS01BsOrVAU+emU56hhP+AsD8PUP17K33aFrwOVge5pIQGX5rAJe3tZHIsPYZPI7h0g9zIcvVblybohExqeiyMIKmOdshe9Qj00inW2XAVMZNEQd5aG1HSyfESFhSx57qTPHxtXV79I94LB5bybHU6etx+H1nXGumhsetZB9SJf83YdqeXFLPzuakqycXcD8yUFcQ2Le8g28Nx9H6T6IO/1K1juz2Lo/xUNrO/ibm8tHFKd2ru6rh0q8ajEPbO/g95v6AJftB5Ks2drPP310AnrNLLzmbYPbK7EKOLAJPdGLU78yt55CkHJBV0BDUhmBP7uunIwLQROk6+Vsb6g+hhvHUUxsTtyWfF+e1Ijhm0HUqgbcvW/klItYedYj7QgOBk7pfLRrFiKB1DnMAJd0BP/x5GE2701w+fxCLmv4IJUTVxB0+9CLKnEKavF8sqF5yeM8UT2XRGcbcbOC2qLzI8zDlYL2fklfywFKvDZcxaCluI6KisJzIqKu46CnOnFdHzdUhq+MLJT4fEUIQcrxyWQcigI+pt2HZ8XIjDRbwB855YU6qpKb5yMZqcUwQ8jMUHIPc9FNpIwShAT7SBIdQ/FzvF1e2zGQ11et3dLHBUurqOzeR6b0grN9OeOcBEVIzP0vkXl2SHZCm30FxoUfyfNcS7mCHzx6iJ0tQ4tHH7mqnIWTQxQFs4aqX77YwbqtfQgBVy8sZPXyItBixGqi3FUZ5wMXW2hWANf1csYdHb12nhG0N+6yYVeSxVNDp7UI9l7j7AXQjzPOOOeUjr4M336knfZeh6Cp8BfXFTNvUgh/PNZ8bFBU7NIZ6NfPAgnpYwx9jitxh8n0lHF8ko7Kq41xnnuzh1sXaiyqTGOFQ7ihchx3dFneFCS1MUFt7OjA8/Q+cvG0T89Avv6SLyWXz49x3ZJiwpZAw8M57hRC+sh0fvJUaadRwkWktr04VNbdgrfhEbSVn8aVp98OfQTNndmo8NZum4fWZD3Qrl5YyLy6YpzjBJUihuRLH6jlYIdNxvGpLjEoi4gxdz4RQtCT9Ghp7aUzDr97ox8p4QOXljGtJkDAOPUx3o24SoCS4gBHVcLOpau5qQ21k+FO6/nZcNNkWtKfzG/Dqgq7W/JF+ve0prh2QWRQ32w0FAbglmUFsDyG9LNGTykhE6nlzZq72MMAa9ak6UukMDS4brYgkm7B18Mk3kUiuT0Jnxc254artPU47OoymH/5n+Dt+APuvo2o5RNRimtI/+GXKNFSjAmLyIisd9RARvD4+m7WbOmjutjg49dUUFesoEiPgArymEciBETiB7BffRC78yDa5MVEpi6lOzSJ3e3Z96emRB9xYoGUXkLowtV4HfuRA9mMmvr0FVA6Zdg26o7ACKXhYCZasxkgo6WkAxV4nL4L5f52m817s5Pe32/s4Q9bBMtnVfPxK+fgHtuizSgc71knFOIigpNwqS06PzqPuC0I9u5mwmvfHLwWr2I6mcv/BiN0Ch2zM8TyBmD9fdjbfp8tqJ2Lt+JTaJGi8zo8RhGSQLoNeg+BEcYtqCGjBJEIth1I8u9PthNPeUyrMvjs1UFK1/0z4ZUfJ36Giz7vdo4mNJAy23cMN3YqDsKX75jAvz1+iN64y4euKGOXYyGu+L9UyxaKdjyGNmUJsmYuKVfw1oE0D6zpQAi449IyZtWaaEe8EnUtf8yiawJNkQjfPmsameOMDMvuIfPCf+aUuVufx5x9JXZkYk55U5eTY4gCePzlTurKTErCOq/vjrNua/bbKCU8/XoPM2qDLJho4koFV4mCAq6b73kXDmgoItf5W1HA8yWb9yVZOSN42ovQ7xXUu++++52uwztJDPhcKmWPdyjnKVHZjdmzByvTiWEaZyWOOxQySSbtU2/4DuJ7Lt98sI3DPVkvAseTvNKY5OJZQQLmuM15LBlu9d40FLY3pQd1gyAb3vT+5cWs2z7Ow2q8AAAgAElEQVTAfS908KUrXWZt+i5i0+N4bz2LoQvUVBdGIIijnnko22hQVYVXdsQHPaOuu0DjLxd2M9V5m2IjjRUKIcXw7cYXKlYoiLt7/TGlAnPRjXjdLXgHtuRsL5M9aLOuwBWnP7kSSCxL57XjsnbdcVkZRaHhw6EMFUqjKpUxjZAxxhosAvrTgkL3EMU9W5m8937mspVbr5rItu4QO1vSfOb9NURH4LV2PvQvY44QeKgYmsh7lwKWyp7DGTr6HGbVhTjYniZzjEX0xguLmTcxQNoBoQh2NCWPPSyXzCmkosjg9Z25beX2S0opi5zaICoEKMlOvN7D+EIg9QAK2QHqcJMfW6r86LcdZBxJJKjwn3f6VGz4IfbL9yMPvEGoug4nWDJmY4wzaS9pNzvIPr4ql82NEYwWYMoUJLrx2vfh7FgHUiKiJTD9CjxUpBD81/OdvLCpF9eT9MRd/vBWHysuKCQwjENK0O4g/eBX8DsPIjNJvMO7wLVJGaV88cEB1r7Vx2s74yydXoA1AocWHwXbLCbcsBC9fi767Cth6gri2ullyNNwMXY8jf30v+HtfhVv01NY5TV4BTXI09Rt2tFi8+buIWO9L6F7wOHK+TGOndt6ehCrog5v16tZYTKhEF/ycX6ypZxL5hQSNsemzzrb/YvtOBRu+H+InubBMiXeiVo1HVlQddbOC2Ac2oTz8n2Df4v+Nmw9Qqp0BsYYhWSfSxRFoKoKoY6tpB/833g7/oC3/QWU+GG0CXM4HFf42r3N2Ef6w64Bj4NdPivnl+O/dj/qlOVnZEiFd+f3SAjoSsIbe1L0Z+BQr8+GXQk8qRAJahxvMyqJKFwyJ8Zl87PZLX/9SjdrtyVYs09n8Y2rUEvrcZQAja0O33u4mXjKYyDl8crb/VwwOUJxOKspVBAxWbOldzAhg6rA595fw86eAI/vDNOfkpREVYxhjFbvBd7ptqJnevA2/zavXJu6DCdYllPW0u3y8vZcT1THlVw8J0ZpROXeF7pyQvEBDF1h8bRTe1OHTEHQUtiyPz1YdvPyEjY0DhC0VIqjBhHrva0DKIQgGDQA/gXoPf73cWPUuDHqvKUg3UTmt/8X+/Vf42xfA50HCdVOIqON7Ur0O93hjoTeeIaHXsrPH7BgokHJOQxajjuCXW0u+9sdhKoROcundqXA8QWGJt7Rd1gRMHdKlFTGH5xEf/Z91QRNwb/+upWLp+usbP4JHB2wSx+vaStGzXTsNT/DnL4cVzl3z0lXYWZ9hA07B7igRuMT0ecpePMe5IGNeG+vRcVDVM08oVediJRgldXi97WhxCoIXHYXvtAQdgp3/6acbbVJi3AnLjtjD73iqE40rLO7JUXAVPiTayuYVWuhnuNvvBDQ0gPxjsNUpnaR/t2/Ifs7kb2tyJ3ruPiaZbzSHOCa+ZERTWfPh/5lrBBCcLjP56fPtPPYK91IJ0NtzEPTh0JMNAXmT40wY0KIjONz80UlmLqCIuDWlaVcPDuCrkgsQ0EKQUmBQXuvTVlM589uqGZCmUFVoYaiKuw+lEJTBLeuLGXJ1FDepOV4VEWiHdgAT3wTdfsz6LvX4pROQ4ZLUU7wMKMBhYbaMHtb03zhGp3Ymu/hd2ffc5kawNn9GqGGJWS0/Ax7p8PJ2osQgqDdidG9B8MdQBgBPDFk5bEMQcYV7DpmhXhCmckNS7KGEt3QcF6+D5nqp2/Jn7KnbjV9U1eRxAIEtgc/frI155y+hAsmhigvyJ8Em507cbe/mLt9dwvhKXN4taOIvoRHMu1TXKAztWr48D1FEfQkQcY7kXYKqQdwtDCZUCWZQCnOGSxABTJtNPcK3ii6kX1ll2NOXURgwy8ITF2IrYZO76CKkud9dsW8QhZMCuQmY5XghcuhYSWtBXM5WH0N/7m9gmuXljO1XENRBAGRxPGy3oLeKDXbjnK0vbiuQ3N7irbuNKYOljmahAQnRpdp9DcfAiedU65WTsUvm3rmJzgBqqogtv4W2b4vp9wiTXf1SkLm+WONEkLQNiB5+s1+poc6kc/9KzI1NHGW3S0YE+exoy/MS9sTOfu293tcOS+KueFe9AuuOOOFrXfb98gQLum0w9d+eYiaIpVtB5I8sKaD7QeSrNvWT8aD2XXBvG+trsDWA2mefqMXXRMURXT6ky4pW7JgShBNVfnv5zto7c69Vt+XLJ0exvclUQsWzYgRCWjUlRl8elUlz7zZywNrOjnQnmHjngTbDqZZMSuMeqIPxB8x73RbUXQd0fwWMnGMzqluoS5anfceaLrK7zf25ngvLZsZZWlDmIAO3Qmf7QdzlYauXlTIhJJTL+ZLoTC1XGNafYyaUpOF0yK8tS/OrpYUK2fH6E241JX8cYcPn4pTGaPGXSbGOS8xTQ1300t47XsHy9yDW9Cbt6FMrT6j9O3nIyFLIxbW6I3nhq0URs5dBzhgC3785GG27MsOlhQF/vaDdUyvGPtBoUSwp93lnufa6Iu73LC0kBWzogS1d84iFbMkH7+qhD+5vgrPdlDwcaUgElCZWeog9u3J38nNIHvbUHqaoeTshjQci5QwoUjhO39STyjRhPbQ07nV2vgbjJmX4wSHX9nOiAD2hBVYdUtASAZ8EwWwSnrRuw/hbHkGABEtQ1t6G2l55m3A0iTXzgtz8awoQkBAG12I45niSkHngE/GkfSnPeYUS+y1z+ZuJH30lo3cccXt427Zw9CZkHz1vw5gHwmVu2eNTX/c4sPL0iSN0sHtQrpkzgQDIbLZaD50cSGSIpBDumC6IpldYzKh1OTiC6KETJWA7qMcSX936/IYVy+IIQREzeG9mo7F9sEaOIz/zA8GU+jJVD+BF35A6n3fhuDwixwKktm1Ot/8WC1FvW+T6mvP3SCTRPa1QlnlsPu7UmQNDrog5YClZrNVng6hgX2kH7570DCgTluOufITZJSs0K6QkpsvLGRqdYANjQM01AZYOCWMdSQ7YdIqJ3j7N2kdELy+12FR6ADhnS+SLppCsnQWGauYSEDN08cImCew8mnD6NjoJp5ikEgPHWNvaxplYTTPS04ISPT1EX77aaytj4NQsOetRpl1Gb5x5otOTckIf/tchrSdXRHXtQjfuv4vmNKylUDNfFJ64WA9Um5W909XBZYmT/h+VxepfGpVJfc800bK9lk6PcINSwqHzZToIyBURmxaBX7C4y+nCgosUKRHR7/HM5sybN7XTUNNkBuWxCgNn55B37Yd/vWJNjYfyE4cA4bCNz9cSWnszHWGVDOEmLYSufHxnHKtYjL2WewCfd9HqZyOt/X5nPJE6WwU9fya2rQP+HzlP/djGQofmdxHprctbxuR7icWzL+u0gKdoEgjoqX42okTDZxvqHgEenZhv3w/0bJ6fnT9LLyBHbSESijSSnh8c3as+8zrPVyzIEZpONcYpCjZ0P6PLVNZHDlIcKCJgYIpbOi36IhDeURyyZwCrl5cRDzpYbuSV7b3UVKgD/ZDUkJVVHDLsgJMxaGxzeP3G3MTvOxvy9DU6TKp/PwIq/1jwUfQkrSouPKzqK/+N97eN1BK6zCu+BQJszQvfrIkBF/7aB3/9WwbrZ02y2dFuXpRIYWBbLu5Yk6Il7f1cag7+y2YUqGzqE4dscHeV3TqywR7W1M8ub6LkKXyiWsreWFTD7euLDn1Ad7jnF899jjjHMGQKexjxFaP4rY0Ys6+gVTKGWavP14sS+evbyzhHx5swzmiXXTHyijlYzDYHCkHOuxBQxRkRbH/83et3P2RCQTUM7cOpj3BwU6Xjl6H4qjOrpYk+w9nJ12/eL4DxXe5bmEUx3/nVkSFlJQUGHR0ZPWNNOHzsavL2bqjjcVFNdDdnLuDesRYOEya+LONlNlJv7TTw/7u2mk4ySKrlJCSQwMwD0ioMfSlH8acfRXStfEj5cSVscs4IyUENH/w/+eKpCO4f20nLx7xeKguNqhaXUaVmm/sVXST2mKdnPSD5wBTV7AyHfiaxYB/ml4dZ5mWzsygIeooT27KcMMsHyt//DiU5caXDKcgJZAUmJDV7vVyN5GSqJl7nBMhFPjDWwlWRjsIytznJhM9iFTvCY1RR4+vC4mwwqBq4OUuCojA8PvariCeSLGuMc2+dofptUGSGY8Lp0eoKhidt6eBjf3iz3I8VLydL2POugK/dDqKb+OoAQKaZMlkg5WTI7ho2EcmXoqQBBKHEN0H6VVmcl3J29C4Bq9lBwbPUnzRncSjk/jh9Wka4zF++prOoW6P5TOjTC/KoOJiCyunzm6sFqVsIv4x3ivmwlXsSJfQ1T90j5bNjA6bbCPpKqjNm7A2PzJ0na/fB8VVUL/kjDK2KYrgpV02aTtX++93e8P8VX0GsX8DYto1eFLydrPDT55spTfhsqQhysJpYRqqLQqHmftrAlY0BJhbPxHHk8QCCuIUfYGh+lREs5MiKcG2bX74VC87m7MebC2dNtsOJPnah2sJj1Bf61j2HE4PGqIAUrbPfz3fyRdurcQ/Ay2/bH0l6rxrEfEOvF2vgG5hrPwITqzujI576vMCNRcgamYjm7dmywpr6J9wMQUBhbOdnXK0aKpEuBnQLI6VOBQCth1IYruSunIdZ6APbeI83H0bc/YXsUoqAxZXzQ3z7Ob4kWMK/upKi8COR9Gu+gsSaujddtmnTWDgIOmH/x61YjJC+mR+96/0LvwE7aKAGbUm9XUl/PipdjKOj+1JOOIbpSAJJJqhfTd3VuioeGRe/Bk4GSzgunk3ct8b13Dt0lIyHvz7Q02D36RrFhVyyZxYXr/i+5KUr+H57rBJYb3xzJHnlIwn2LQ/zS+ea6M/6bJ62V287yN/impZxLHyPviKAE3aTCrW+fJt1XhAUAdcG6t3P/6e9QQ0nX+5roHGbhPpeUwoh8C2B3AXfwR3hF6pQU2ycGqY/qRHIu1x7/OHqS4xmFhu8kfzYp4lxo1R45yX2MJCrZ2N17orp1yrnk4i894yREHW8DO1OsAP/rSKtp4MsZBOSaEBZ6gfMBoGhkmp29Zjk3EhcIbV8BE89Xofj77UOVi26sJirlxQiKEK5kwOowhBJu2inKZYhKLk69eMBQ0VOpFAFY7z5xhP/cNgRhdj7tW4B7ciQjFkYe2Yn3ek2KFy9GgF9B8eKiyoxA+fnhiqg4ETeueu52ywt80eNEQBtHTZPLp+gM9deDvew3cPbagZqPULME7Ts+V0idmHcLa+Qmrbi4hQIQUX3U6qeBa2f+JBlKIIdC+JFCo252ZV19Dy6xO0FDT5zvbZiZTP/S+2M/99UbIBH0P9gAhEUEcoxJwK1WCtuJP0mnsGy4yFq8hEaobdPp1O8bX72+hLZPvON3YOcPPyEn74eAv/87aarKFthKheGqdjf165SHSgbHkKv30/5oyL0WdcjLPlGZzGdSglEwmv+BCJ8ASCAwdIP3Q3wWv/nKm7f4F/cAta1TSMyz+B274PeehtzJd+CcAMofDdG75Eb6iesraXcR98FGkECK78KJnyC3CPDC3TaoTADV/AbN2G39uKUjYRr7COzVtMNLULAbz/ohIaqk48WA/vX5tnylH2voI+aT4p//SHsIqi0NmfL4DflVSxD25DcVNoM67hUJfk2w80Df6+fkc/mip4+0CCj1xegiaGSRsvITyoFzf6vqClTxk0RB2lrcempcumoWL03s6dffnXub/DxXY8tDHQu0lpReiX/SXGsjuRqkZaLxx20j7WpLQYxjX/A3pbsR0XO1xJJBAZFKB+NyCEQIu34m34Ferh7cj6RZjzVpGxhrwljuY+yTiSbqOKirq54LnZRCG6iTb7SjKRCWi+5M7LSrhibpj+AZuqQkGV1oOs+CA9Rjm9cUnIEISMU3uCvpsRQuA3vQVI9KlLSK+7n84Vn+dra8uOZElNUBBK88kbKknbPmFLRSggfUmwfx/ph/4O/Gyf6gWiWMtuI732F9ljb36SmUuW0dZbyEMvtucsjjz9eg+XXFAAweHfiZICjaXTo6zf0X9MmT6iUK5xzgAh6ElKMo6kKKzQ2uvxH4+3DPYxj7zcz46WIP/rtiLSGUlf0iMcUCmwwLS7EY1rcBvXoVVOw5x/IwmrEt+DcPsWkr/+ztB5zCAzl64mve4XKAXlKJMWoLtxXHXkIfaVBYKrFxTQ0uWwcnaU2hJjxAk63suMv0HjnJdkMh4FDcvwmrbhte4EQJu0EKV25nsuRO8ovi+IhEwioXcmxW91sZmXXWTx9AhRizNaFFAE9PQmeOzlzpzyJ9d38e2PVfHM5gTffuAgAJfOjbH6IosCc2QnTHuC5ECcwoHdqF27MEsmICsaSGtjFzInBFTHFBRlMtod34O+Qyi+h79vA7KoFvPijxPXCk/r2Iqq0NefJJ6wKY3qmKEQ3ijTmKuBKJ0rPk/hjkfRWrfiVs5Gzn8fIT+Oy7vTw+ZcIoRg3+F877EdB5O8NrWapau/irdnPRgh9ClL6Y9MPKduW6YusTevxX7tsWxBfweJX/0fQrffjR0ZXrPF9OJou1/BfuNxhBUhvPLD2GUz8aSS0340TUFKiTdMpsjToabEpKpY51DXkPHp48tUohGDxElOYflx1N4mcDLIwhpS5tgJgisKyP7spOQnL2t89ZJPwtr/Lxuqp5mIq/8aEYiNaHLn+KBMvYxg2SRkfzsiXIQdqye7Jp+L6iZp6fIGDVFHeeb1bq5fWkxbj0tBxciHaI4WRpuyBHfHutwf7DTentez27z2K+hpQWYSyGQ/3sHNeA/vJHTnd3HfeBxj9iWkX3oQv6clu/3uDXgdB7Euu4vkY98eOqb0Udb8iKqr/4LUi9lsRjLRS+bxb2Pd9g3isaF2l9IKoXYFYsJQ9qtViwWXXBAFIU4aQqmp4BXXkyxsoCkyl4SnU633Uq114Z5h6K/relwyK8ILW3Izg147NY2/fjPasg9g+9DSna+J8tqOfm6+qITehE9JeOy1YnRdGTZTl66enuGovizf2LyiwcIydIZxSDstHKnhmEdCbc/h3MtWAlA0CcERB8l3G+k+5OPfQol3ZG/LW7/Da9uN+f6/w0x2IpO9rJpaxnNvmjR1ZGi0qyAgqZxThLv7NTCDuAXVHLWZqIpCVUmQqpKs23KcApp7JT+49yDtvQ7RoMpf3lzNjMps35ENMVXo6ncJWgpFweGz0L27kAgrhLDCpIqmooQLebmzgp740LvYl/DYcyjF5t1x/vvZw3zgkjKunBPEee3hQUMUZEOtZSqOMEPZhUDpUxCA7rRHR1/+IkhP3KWmcPjFmagJt64sYkKZyea9caZUBbhqXgRTP3/0yc43HF/wwlsD3PdCO54PE8pN/nxVNcetGXGgLcOBdpfvP9JMX8IlaCr89furmdf0GN6WrAyF39WMt+9NArf/I7qfIvPyg7knyySRdgp0E7+vHaW4Blszc86j4WAm2yAdR0bKSBnHZe6UUBISlISMoYJxTsm4MWqc85Y+awIF138O2XsIoajIgkr6ROydrtZ7lpoilc+truHnTx+mN+GyYGqYD15aNqjhcroE4k0kmrqRMnd1QkroiMNzG4c8Vl7Y1MvkqgCXzgyc0iipqLBtb4K5Hb9B3/IoEnAAdcJczKs/N5jKfKzwfbIaJCWFaJpArZqLKyFzBhP9l7b28P+e6cb1JAUhja/e6lNZGsEfhUU2Ivtg34t0TLkJY+ZqFDdFwQv/DhfeCtV/3KmiR4KUksmV+caEBVMjVJRH2etdQNWKefieT9Lzz3mu50CqjcRbubop+B5+xwEYxhglhEDr3I2z9Tlkfweyv4P0I9/AXPU/6HCLiEfqKI1o7GzN8NzGXqqKDC6dG6M8cuaXFjYkX/1gNTsOxunoSjKrEiaXKaQCZSccswXcXrzffR+3dSciXIxaWkdoxYeIW9VnVpkjWJluePMeLp3xIV7YnuFufyqfvvofiYgBQqUVeMGiYfV+TkRGBMjEpkNs+gm3cRyH4I7f4rMg77ejZwqeSIfpBLhSwbzwg/jxbvzm7VmPimV34O7ZkHvuXa9hXfQB3IPZ0CbsFPQewh/oQquZgb8pVz/O72sDJ5Nfz4EuZM+hvHLvwCaUoml5XqY5E2ApiZjZqz1ZmzKEJD37Zv7lyV62NjmARFEK+Ps7Z1LnnbkRqL7c4ou3lHPf2h5cH26fL5lx6FGU0nqYsgzfl0Ss/OdQVmgwkHSxjLMTDlZVILh8XoznNw7pvM6bHKKy6PTCf2tLLT51dSE/f6GPjOOzeIrFTRcWjpkhapwTI3sOQbwjp0wNRTD2ryf5/E/BzSACUf79xs/xsx1VNHc6TJ5axromHTW2ijoOUvjYNwjcejeJ0IS848cdhe8/coDOI4aV/qTHdx9s4p/+bBIFpsehftjRlMB2JRnbp7rEZNFk8wzTiZxdpASqZ9O74C5e2BXllupZ7OvJr3FLZ4bCqM6hbpt7nmtjQX01FfGu/ONlEmBYkEng186ltDTCtr0p6iusQamHo5TFTux5KCWURxRuWlLAjYsjGCrY+U6H44whh3pcfvH8kA7jwbYMD/+hg0/dUMV/PHGIGROCxMIa02oCfP+RpsHFnWTG53sPNfP9K6dTzNA3TSZ6Ufta8Dr3Id1hxNc9D4SCNmkBonI69jFSFLpMozc+j7v/zWyGWN8jtPrviIcnnvI6VFXB9/3xZGknYNwYNc55TZ9SBEVF73Q1xgEUfBZONJny8TpsFwoDCgpnpoWkKAK5bwNlGY2S6Pyc1KtFEY3eRP5o+o3GAa6aGyGTOfkooTMuMBNtWWHcY/AObsbsbyFTMOWM6n4yXFdypmOYzt40//HU0MCrL+Hyz7/p4tt3SDBGrtMkhUrg4CtYbx+XIlc7N6FbmvDQ+5txu1shEIWiWpwxyjw2Vkws17l6YSHPvJEVL60vN7l+cSExKzuycN7BEalUdIQVRqYGcsqFPoyfgJNm2yGXp96soCz811wzq5/q1/4ZmeyD1h2UvL2O+OLPszs5ie88mNU3exN4fmMv//CJeorPLFETAGFTYdHUKPqMGL4Ex/NPOp9X2nfhHN5N9/LP8kpfLW+16SzfAfNnSwLDhP2NGt9FOfgmH1g0l6roLF7cDY9uVbhleT1WIMQZ2tLzEYJAvAl7/a+YcGE50eCEHEHwqxcW4Xj+kex0oxu5JvQSxDV/S+OOZnrSKlO0JOVNP8/dSDeRXq5HgNQt9PnXI9zc0LDBKlsRjsTBDJZpkxbip/IzuCqRojH0vJDs6/COGKKy+D78+Hcd3P3RCRhnqMumKIJZdSG++ZEAeA7B1GGoX4UXqSApso29tsRgdn2QrfuzmZZUBa5fWkzIEEQtzoonthQaty6PccHEEDubs5Pm6bWB09deVFQunlPIgikhXNcnFjbw3tXmiD8ihhHxt+ZeTeLX381JlJB67id8YvVX2ZuI8oV7Dg1qmcXC9Xx9xaep2vs6yty6PCNvW687aIg6iutJWntsBgyfbc0OD6/pwPEkhRGN2y8pozMuKTsLHn1jSdIqp704ysPPtjL9uhtYWaqyPleVg5l1IR5dN+Qxv64xzZ3zbyD9zA9zttOqp+M2b0NdeDPKtBUoj3yRhSv/ltiSCTz6UietXTaWofDp68spj5z6vsgjL/24Iersc7gn33tt6744q5YW86lVVby+c4DWbpuZdSEWTovmCMw7nqTTi1J83P5C0XB2vYoxYyXplx8Y+kFRUQor6br0S7RpNYTSFuWmQBMSFZ9g/wE8fJTJi1DmX4d3eA+ZZ36Iufobw3o/AyQcwdtNabbsSzCrLsisCYFjQriznosZT6CrWc3Z9yrjxqhxxhlnzPB9SUQHdOAMDVFHkZ5HcMuv+fJl0/jZm2G2NdvMrDH50xUKGw92520/pTowrBju8diuRMXLcekexHv364519OZ7KxzqculLuERHYUfKqGGCl9xF5rf/PFgmYhX4RWdXgBayXjp685s4v/2nwTJv8grUFR/DM949BqmABndeUsTVC2M4rqQ0qmK8S3RJBrQSwhd9kORvjnl+0VKU0tzVOkO4rNs5wL89PWS0WrvD5B+v/DTl674NuoW0U1R2rueljvKcVeOU7XOgLUPxxLELhHFG8I4KAbKvjcTc2/j2GzU0dTosbrAgGGHL/gw1pRZVMZEziEu4Ck0dNp4vqS01iBonf06OVYQ6eTHR1/+TVdFSrpo4Hz3VgRn6U5Jy7MNUXR+09ABIn8LXf8rXL/sca9or2NctWDYzSk2JSWlERT/N9uUqFg+8FWBXS4oPLg2zqmwqSvvQLM5adiv25qEskGrdHNxoNTJag9G1E33OVThbhn7XZ16MHy7GuvmLZJ79ETLRg1o/H3XlXYhMHNY/Bn52ViZCMai+YMxWfzVNZSCeHyJ7uMfBdcEYsxGsAqpJf6ie7riPkREUBrLhTEFd8pmbKmnqdOhLehRFNKKWQnHk7GgMHiVkKiyoN1ky5ej37MzO5fkQsLIfhnOfLuP8JeJ2IroPZt1iimrp18tGtb+MVeFOXIa275XBMt9O5Rh2RbgYa9GNZNb8N0/Yt+eI6vfGXd7or6SqIJthT1EU0hmHvrQgaKkETYWgqZDM5Pan0YCC78F9vx/yKukZcPnNq138+Y2VHBX8frciJZgBE9+Hrz/pcfvFJrdfHODXr3QDkmuXFHO42ybjDF13eUzD6zuMuXQ19va1CCOAecEVOPs3o5ZPQia70RJtKBeupt5uJBq0qb+yDFuEKUw1UfTGDzCqvkjCGj7z6TjnhmPlAYbLCD6pMoDr+fzXM62kj6Ts/OlTrdy0vITyQoO2nqzHkyIgWjMRXh9KKuKXT6OJSkqWfph4PEnkur9BbnwCEYhgLrqJbd5k/vcvWnC9rIbqqqVFrF5WSKRnO4lffYuj/bASLcVc8n60oiqEm8bQVaRQcfwhI78nBff+voN127IaYy9u7mX+lBB/taoCXZHEbcHarf08v7GXmsIwmxEAACAASURBVFKTD15aSlWBch6E0Y4948aoccYZ512L70vUyYtxNjxKxQtf539NWk56+kyipaXIp77LkiV/znNF1Rzqzn5oqooNls2IjEg3qSSisNWOMatmLkrz5sFyESrEj1adtWsaK4oL8i1O5TGdaHB0+gVSSjLVC7Bu+wZ+yzaIFEPFTJL66elYjYaA24fzwk9yytQ96/BmXQnlJw5zeidQOLqafJxYwTuM70vcygsI3vJVvNZdKMEoSuU0eq1c0WwnneLB9bkT+4wj2Z0upiJaitB0cDMoTgIjmD/RFmcwdxEC+tLZFfvygI2ugKcoeFLDPYnIupQgyqfQ6nk0dbrMnxKmMKzxo98MhYd9elUVF061UAR0pwQ/+FUz+9uy11laoPOFD0ygPHzi5+VIjeDKu1AKynEbXyKQ6URfcScJo/isPGZdhUygHCsUQyZ6KVv7j3wgVoFSXIs+8WP8/+ydd3wd1Zn+v2fa7Ve6V1e9usm23LsNNi7YgKmhJAQICembTU92k92QbNiQvimb/W2SJb1XWujNdBtj3DDGvUqyer29zMz5/XHlK8sSxjYWWEbP56M/dGbmTLkz57zvc973eSOaizdyYhWb964s5qu/P8RfXszgOf9DzJ94hKDdiVIyATNQiV5cCx2HwRfCCo0jqWRJt0zRLDzBKvTqaVitB1F8BVA4hoQjhBF04bzyCwhFIeMuJIYbxRHCdcN3oP0AaAaycBwx48yVsTZNm4qgOkg/aekUD15DnHZUkoWCAFTRnzbRkxT8v380sfdIAk0V3LC8kGVTfeiKxKVJaks03gqT+WQWVkYxPPAnj5C87zvYvVlCR/EXkn/F50i6ikmKkwsTFZoDseSD2BOXQFcDWvFYhNfNsfOIY9bFJJ76DbJ6NkfCgyPWWqIK+qzZyFQXmV3P4tv/AmphHfWFF5BfNZYbVxTzq0ebc9/DdUsKySPMjp7BUgNHOlJo6tlNRB1FkV/NRST/7dkuSgsM/uVdldi2JJm2+flDzbl9q4scTAtGydx9N8KTjzFzNUIzSKz9M2RS6HVLEdIift/3AFCLxlIwScHz7NdzfUiA7iZkaSm2aeI0VDInmJ9GcWZhScGhDpOntnbidcKKOicTCnSWTs/jmW3ZKFyfW2Xp9HwUQY6IOoo1m7u4aG6Qe57vQBFw7QVFbGmUiGt/Qf6rd5LyVZIoqmN3u8GGXUF21TuZUa1z09x/otwZpd07ke/9ugHzGOmMB17s4vJZTlLP/o5j52U73I5MRtCnLMNq3IrStBu9YjKOVBz8RZih8dTHfTki6ii27IvRFrYoD6jct76LRzZmI7naezPsOBzjux8eS2DoIKtzGqNk1ChGMYqzGnFfNe7rv4655UG0VBS/K0N6y91YZprgC/+Pr7/jWxzOlJKSOpWFBj795Ix3DZtZdYU0Ft1CceApXA0bEKWT0OddRfQMCpgPF4oCTt5/YYDfPtmNLbMaM5+5PB/N5T1lLRATnWj+BESgFqeMoUea8SW7MP0VJDiz2lnHQmYSg9LLAOxEFHWYqhuei4jjhuBUtKKpmK+ROiClRBmCUVLdPhwzLiL5wt8B6CxbzGS/h7uf609/cDsUaopPLyrKBrYcTCHCrZxf2I7Y/jLmkZ1oVdNwVEzG9pcTdb02+ZsOjEGJR4Fe5tb6BjggAL99rIUxJTWU5cGW/dEcEQVZA+/JLd28Z1nghCLscb0Ade570GddjaU6iEpt2PhGaUsSnlK8qz+P9cwvstpeugNj3lVEjdDpSAINQnWBwnc+OIYjHWkchoJVWEPScYw+U35t9u/4a5OSqBqEkvkYZXOyOnq2ijfWgLXtEcT4+chEBD3aiVZQTUQtIOYuh+ozo9811PVUFjr44mUWdzyTpjdqsniSi2vPz8ceKqL19foD6rtsDjTHae9JM6HcRW25E48Bdz7fwd4j2TRF05L8/ok2JpS7qCkYFSd+O0JVBeaedTkiCrIOaHrviyiWjXPGFSRPssqWdHiRlbNRqueQtrPqlM7lt5DacC8y1pPN9bQyiCOvcNG0a9nTOPD4BXX57Es78bW9jG/bg1jxMI72Q0zwbWRd4ovMnFTBl26oprU7TXHAoNRn88XfNnHdBYPH7OKAQcCjckYGmmGGJiTvXBzkvDo/XRGT4oBOa3eG+17oZP4kHx9cXUp3NENlyEFVoU5w25/J0FdMYd1f4Yov077oMxiJTor9kFzzi1zfVtsBlMJKlMLq7BgMEKhgl1bHb/5yhPawxcXTnaya6cNwuoikBIfaUqQykqpCg6KTSOcbxalhb0uGb/65Pvf/45vDfPvSFDctHsvcWj+tPWk0VVCRD8ljvsujcOgKEyrcfHB1KYYmeHhDF4dak/iuKOOV6CW8tCnCZ68N8Lenm/qqMsL6vSkauw1ue89kYilJV2SwAWWm01kpg+MgbRu7t430xvtxTFtB4tH+9FCloo7A0s8O2F8IuGV5PhV2A3pzL6tq8nj1kEZDR/acqYxkR32CyZVOgsNndp+VGCWjRjGKIaAokLAUTFPiSY4Gtb+VsKUg6huLtvxTaGaM6Lq/oB7ZDaqOmHsN7WkPY8vdfak6p2ZgFbgkVJeTLL8J58LrsBWNlD1StDQEK2fmMXuMg3A0TVG+htfnIfMGhH29qRbMl+4ivuNZANTSCfgu+gQRY3iEzKU7iCivQx7Z0d+oqNk0wVEi6pTxWkQUgOFycuPCBD94uF+00+1QqC01yKzdjCipJTntKpT8SYz1qPz7uyt5+uVeSoIGi6f4CbpPT8C8PSLZ8EoHn52wHXvjOqyWfQCkOxowD29DGzMb99RLiOtDa/9lhIPiUic1xUnUIVb0E2mb7qhJdcjBgabBKV37mxNYMsjrsUuWBEvxvClBb15dEg1MxLjsKzjNMNLlJ4z3jPqHxT5Bse+oM3piofChkLazJIwhMljb16CPnUPi0Z/kjHJt3BzcF3yYuDa8RUPSmp/ZtTrfL0+RtlX8Picmry0yfCI090ruWdvB5r39FfQuWxDkqkVBNu4eTIof6UxTU/A28wqGCYoi0K04tmKQ6auEKEU2Qu3MC7O9cWiait26f1C73XYQJVSJ2nUQCqefUp9H5zQj04Nw+jCmrUANVSPc/uwOqTgzY89w83nLuWuTia4p3Li8kCdeibHu1Va8rgI+t+JWJm36DsS6INJGpdaBqlZSV64zuUzHsmz21keJJixe2h3hikUFPLC+E9m3YPWpd5SdvvbYWwCHKhlbqDK2UCWeEXztD/WkMvaARYd/u74SlypRKqfAxmxV2c4L/oWfPuNnR2MatyPAR1b6mV08Ca11V+44q3EXWsVk0n1kVOviL/CVP/ZHmP11XZSMaXP1eQpf+1MbrX36RaoC//neGqqCI8VWPPshhcJdzw0U+s9Ykpc7vVzR+xemzXsvRfkaboegaN0P6AzNIeiroSvS75+tnl/AT+87wiXzCnhwfUcudbUrYlLgN0hlshF1R4moo2jsSNMRsSjyq4wvd7LvSP+7JQRYDh/GrEtJrf1z/0FCQS0aQ+KJn2FMWUZy4/0D+rQbd5CXPMLUmvyc3uCnryhkbvwplLv+hA2UCoXvXPxZPvloMZ3h7DXFkha3/6Ger99SjUd/+9jA6m233fZWX8NbiXzgM4lEelThfhQ5JEzB8zvj/GFNG3ubUti2xO3ScI5St28pbAmm0EmXzSBWvZimilUc8c2guND/xvR7pEQTYKNiyze+2uXxOIjHh6jSMQyQCJwOnTyfE0033tD1a0KiN2wg9eLd/f1Hu1A0nWTpDExboJ1h28uUKkblJKyeVkRvC/hLsFZ+BhGqBvH2iEhwugyau02i6b4KasM0GVmolOfD1CoDhGD+eBfvX1VEIM+JqF2CMmkpIq8Eh66gCij0qSya7GVyhQP36fn+AOxvzVDl7KZaaSbTR3IehUyE0cfORgiFtKfkNfvQFJhTm4emK6zd3suxWbiVhQ7Om5KH15CYqLx0HKlw8dwgE8scZ50Og4JEqgYZ3UeGkxd5ezPHFwDDjqMJm8z2J/sjCAC7uxmjchJp7/CnNJvoKIYT3eHA5jTHBUVhT3Oae9d2DGje35Rg2cx8GtpTOWfzKFbPDVLgHdkO55v9vgwFpxVG3/sk9lN3oDRsRa2sozHuZEdDkhd2RzEMjYBXPatUjGzbxkUS8+DmAe3GrEtJb38atbCKTOD1q2gdD7cdwXrqDtIb/4HVuJPMnhdQS8cjvCHs1v3oHXupTW7loquXs3xBFT97qJkd9VlnNm1K1h8SLF1QgatxI5AVQ3++wcGDG3oI5jnI8yhEkpKnX4nS3pNByqyTPqXGw/tWFVPqP/H7fDa8L6+FtC1o6kwzpsRFd8QkbWbH9CVT/eR5NTooQBk7H1VY/LxhFlsPZ+8jY0nW702ycMEE8ur75yBzzEJaK1diF4whWrOMA2YZ63fHB5zzYLvFiskGf13XT2BLCa3dac6r851V7+ybjTP6rgjBs69GcqTMUUyrUKkNr+PRrkl8/55WWjoTnCc24tz9GAsWTaasupSSkJsl0wJs2RehtsJN2pTsauj/HRdPzePVQzG8LpWJlW7W7xyYOqcIuHR+kN64zYxxPg40J+iJWXidKp+6upzqAh01WIbu9mJ3HUENlOK68EPYoXFYe9ehFY/FPPQyx0ObsIBJ0ycQ8Om4HQqXjIngWPODY/aQUL+VCcsu4uldJpWFDgI+ja37Y8wa7xvxc8+xEELgdhsAPwJ6jt8+6l6P4pxFRiq0hU00RVDgVdDEazsjiiJQFYElJU9sDPP3Z7MM/YHmJC/vj/KBS0qZN96FOgJCm891GJqCo6iEPEXp04Y6u5zMkQqdJFbrwUHt5sFN3B9fwfN7TG5aVsBcfxNOK4wM1rxmNMupIOksxnHJZ7FivdiaA9Xlx3ybBCMmTcEf17Ry57NtZEzJwsl+blpRSJ5jmAgp3UttjWDqODClwDSzmjkZqfZF5Qw875nQq/G5NDo7VXC8BokgBEJ9faPL75Tku1X+7YZq7nigidbubJrVZQsL+ow2SV2lg4vnBnl8Uxe2hEV1fhZMPDkNubcDdMWCaBdS1ZDu4AlTF48io3rQ3XlY7YcGbbN7WxClw8afnlEk0vaQ0Za2BMuS3LyymP2/P0w0kR18Fk/1UxXSGWp+UVSFWDyNqghcTn30/ToBFAWU7WvIbHsUx5zLSfvLWN/s49ePZsuwz6n1UZRvoKmCMaGzZwFCSpBVMzGmryL9yhoAjKnLEU4PMtyGCFaeVr9aTwPxQ1sHtCXX/Ar3zd9FmbgY4r2QV4ztKaS5K0NT10BnP5Wx6ZIBAgClk9jWG6A7YlHfluK23x/mtpurKQu5GV/mZF9Tkr1HEuw9kuC9FxZS4MmmCY9ICOiIWCQykrbeFJctLKCxPcWuhhh5PoPb/tBAY0eafI/G12/+ABO2ttAd19nb3E8wt8gQR381kV/KntAqbr/LRlfHY9qSz141mFrK82hDWpjtvRlMG4xzhy94SyGkzTXnh/j2XxtybZoqqBvj57GWD9EWUfnAJaU8v72HjrrVFDRso2Ddf7OqYhody75IewRqCgP4XYLb/tSM01C46cJiKgodBL0qBY40AbfE4XOwcnY+T2zu50MumRdk64EYqbTkzufauWBaHu+9qISKAgOkRAhJUvWhTH0HxuRVpDFICB1VSDxLbsbc+hDa2NmYBzb135DuQPUVEHKkWT3bh5yTh3l44HcPQDpBlT/DDSuKSGck9zyf9T2Vt9l7NUpGjWJEw5LQHYd42salC4IeBVVIwqmsGOnuxiw7fl6dn5svLBwy7NGTbkfueQ678VXi8z7IP9YNrFKWTNv0xEzCCZvA2yRiPyMVkiZ4jewkcbZBSkYdgDOMDA6cocEGdrJoKlsOm7T1ZPjhvS18ZbXC5LXfA28Q9zVfJW4UvuFzp6QB7mw/pyEFM2KxrzXDn59szf2/fmeYkqDBdYv8w1IyHrKpIskhiKfhQnFA5VBLATE9iLN2IZk963Pb1LFzsKM9iNqTc+xsWzKhSOXLN1bSG7PRNQh4FJxq9l58BtywNMDKWflYUlLkV9HOkQUEWwqO9NpsONBBnlulMqTj1k7+NzSSHVjr/4rY+zzoBsy/ASYuB/XEWmCmVCC/FK1qGpmdzw3YpoRqRgQRBaBrCkGfTihPp6O330GtrXAR9CgYquQ7H6yhtTuD06FQ7B+6omEybfLAhh4e3BjGoSu8Z1k+50/yItRRc3ooOMwI6U3347rgJhJP/5b6q36G0tbE5xeF6ZZ+/rAxjkMXxJMm44vzzqp5PaqFcC26Gc+0CyEZJX1gI4knfo7jwg+Tyju9arPSHFwFF2kj00li+bXZfI0++NxgaCIXAQTZFDFvvg97+cd5trsKjzufzRtaOW9KHnc9186DG7r4zJXFfO6aMnYfSdLQlqSuxsuYkD5yiSiyKbZf/e0hjt7C4dYkt1xUwg3LC/nGH+tp7k7jMhT+7cIMwef/m8vb97KqYh47p1/Edx+zkBICQR/ua76MtNJ0uMfx+NNxplZLXq1PZqv3GRoVBRqNnf3ROR9c5sZSBxv+l8wN4tQYtnn6XEZPEg62pDBtSU2RkyJf1qafUGrwpRuqeGJzNz4nXDjVxf893kt9W/8384FLSvn1dpOPX/TveBvWsWPCh/jmzxrI9C2slAQNvvHufMIyqy95sCVJScDgo6tD+CM7uPUfhUyqcvOpqyto60nj0BV2HI7x0IYuptR4mFvrY+v+KIun5fPi7gjpjMTvUZlQ5kRV4N51SV7Y0caYEifvXVVMVfE0HAu8iGQYxV9IZs86lIJKjEmLSdzzdUSwAteF/0zCWYjtKQS1v7IfZCsfh5U87nymPXcP5SGDovyhF0LOVYym6Y2m6Z21MKWgLSIJJyQOQ0UVMhvBpCrYtsRGsOlgijsebCaetnEaGrEM5Hl01rzcy7Ov9AvOdUdM6mo8hI4Le3RZYTL33o6178WsOKW7kCeaSwZM/gCzJvgYW2ygn+NstRBwsMPmu3c28ten2znQkmJ8pQ/PyWeRvO1xNoe5nwg2AqfbiQy3Yfdky9qSX8Lumhu4b2s/Q6Q5nMw1diK7m9FCFZjBsW/RFY9sqKrCM6+E2d2YGNDeEzVZOiMf9QSRnCMJhgJ5fgcxvQBfcRlGeS2KrwB91qVoZRNQK6YRNU6uXLoQgpQFbh3yXeBzDE4dFYDXkd2mvAFjTghwE8eZ7kbVlNPWKToTUFXBhn1Jvv2XejbsivDcK73EU5LaKs+QhMnxcClprJcfQWx/JNtgW4iGrSiV07G9r08mp4QLT3EZdtsBZLQLFBXHgmtJVy/EEicmYXTVQhcWQtF4K31hBYmUFlPHZYneRMpmybQ83rMihKfvp3WoEPQq+J2CoQqOCSF4/tVe/vJcbzai0JJs2p9gRo2DoP+NT5KKIs64Lfpa85GqKqjq8BeJ0LBQIi3YrQcgWInX56Z87bcJNjxNeetzLDq/jrtfdbBiVpAiv3LW2eKmVEnp+UhXADVYgTrjMpKFdVjHp4sKQdwU2IgT2okOh4a170VI94/7atlEmHpJLl3XECYaGQxDp7LYzYbdYaTMphNdv7yIXtvPo4fzuWdjgppiJ1NqPFi2ZPuhGFVFTubXZseFsoBGXVWWbD2J4FPg7LNfVFXQFoPNe2O8cjA2YFtbT5p5453cvS5bkewjS1Smb/kWdByCTAq18yBF5hEiZfOoKHRxwVQ/GV8JHUoxvZEUC3wNrLSf5Py5FRyOeVgyPcjKaR4mlRtMrTR41/l+xpc60RwGk6q87GtKIpFcc36IC6b60N6IPMQ5gJN5Vyyp0JuUSKFgS4ibglt/fZhntvWyYVeEp17uYd7kfNyGwmNbw9zxUDMel0Zv3GZ8lZ81W3oGVLfrjpgUBFy4HeCqnMgf15s0dfZfQzRhccGsQv77niYaO7IkVjRp8eLuGAvmT+D+F7upb0sxrtzFX59uY+u+aO749p4MF8zIZ8XMAD+4s4ENuyNsOxDjYEuSMSUu7nyugxd2RshYkvbeDGu3hzl/ehDFG8T0l2FXzMQ1fiZJI59YRxt61wFkZyNCZpAVM0lqPjKBsThat0EmBf4S2hZ8iqijlKKggcepMneij3FlLuIJm4rQubPAMZqmN4oRiVhG8Ps17azbkc3tra1w8bnL8inYfTcy1o2zbjmHtHH8771NXLO4kF0NMdZszpYgmVrjYd7EbJUTIeATyxSmshPfngdxWHMwS+pI9VVBUXqPIHv6qzN5dz3IexfM4CdP9zvfIb/OxAoXbv3URWBHGroSgq//6TAZUxLwaWQsya8eaeaTV5XhOckqdW9HZJ2Ikf9+hJ3leFf8E0a4CaRkU08R374/OmCfIq+N7Mq22b1tCCHOOj2ekQDblpQEBzuw1cUOdA04hyLEgi6J7fIStieg5o3DUzUbJdlLxhUgKbwn1Ucko7C/Kcn+5gQBr87UGjfFvuFJEVOQeDp3kHriDtK9bWhV08hbfCMRb80Z0ZU7VXTG4VePDKwi+OTWHhZPy2N84UmkNiUjKPueHxQjZjftQi2belLRKL2OClxX3IoRbUNqThLOIqwTPAtFUYiGe9m2P8reNsmMagcTq704HKdXlfFMIOTTcDsF1yzKQ78gSL5bOaVoESkET2yLD2p/+UCMSTV5ZDKn99E6zV7Utt3YHfUopbVkCsaTVtyn1dfrQQhBS1jy5NYuOsJpLpwZoLbUQFcZlnE8pbjxzriY1KM/Rl3xEez7vg1mn/Nopshf92M+uOh2ivL0k0obfauQRift7CvkcdxlRtOCh17q5tGN3fg9Kh+8pJS6Cp2h+J+IVkjeVV8k/dK9mC370Gtmos1cTRgPqpC4u/eQfuGvyHgP7tlXMr96Ad//8Fg6IhaKgLaeDE9s6WZ/U5bMcugK9zzfwfJZAYSAy+YHsY/5nkdsIRABTT2SnpjJ/97byOr5BYN28ThVvEoKj1MhlrSpMjqRieP0gJp38t4ro0jbRtVDbD2c4kf3NpE2JW5HkC+sWs3EF7/F7Vd+iYQHQGP6WB9C9EXgAwowpULnG7dUYtng1uXIfa5vIroTcMeDTeyojxPwalyzuJCuSJrvXauSaWskIwxejRax9tUw75gONWob185xcd/WBKmM5BcPt7B0Rj6PvNSV6zORtplVY1Dbvo6evGV0RQbq/E2t0FAycVq7B5JkybRNNH5MRBKDo9oUAfkelbWv9pJIZzfOrdG4YlKcCrkTR20eRzpUOsJW7lqauzPkleq5iPN1h7z86flqoJob5i1iXveDOINlaIeew2GmaSlbyt7zv4YZj5HWfRQH/Dywrp1Ne2OUhxzsOBwjHLeYPtbD+XWe055TRhpGyahRnJXY1ZjMEVEAexoTPPaKk8sc+bh23Y+563mqLv0sY0urQEh2HO43ELcfijFtjIc8j8bqqYIFh36C0pHVwkntfhZ91mVo827Kph8cV+pcxrqZ33k3hTd+lA37khTl60wf6yXkHh5D7WxDU2caQxN8/3onPgcoPQ3oZhwtkcQyqsjIczw07BRhSsHBtgxb9kUpDTqYNsbFG09ae2sRVfMhkM0V8OsSVYnmNJy8TpWFBR3IHZ0AqNUzR42y04SUkkmVbsaVuXKOhdel8o7zC+EsSlU5U1CwcfQNHyn8pI5WkDoZCIVNe2MDCJnykMEX3llJwHXm3z93spXEPd/M5Yya9a8gn/4NnpUfI+LICq2rKnRFLY50WWQsKA0aeJ0CzzAsWiRSMlcZ6FhE4hachKC3IiSZgmrobR3QLvJLTyktKiFd4OlLT3qde0zHI/zwgR52N2WdhcdfSXLpbJObLizGeovsaynBpUlcvqzpe6ppS6qA6gKV+uOqipcFtdNOL3PIOPLJH5M6vC3XZiy4DnvGtZjDQHy2RSVf/s1BUpnsvb+0O8pHLy9jQml2Zf5MV3CSEpL5YzGmLCeezKCax0VSmCkmF6TpVUfmPCIUwRNbe3ngxazD3Bk2+e7fGvjm+2uoCAxtL/W6q3Gs+ARGJkZa8xPve3Xc4QMk7vzPXHXB1BP/h2OFSWj8Kgo8Kl1x+M1jLTS0p9BVwRWLQmzaE6EjnKEiZHD7+2qoDKqcC+k9jd02P32gmXGlLqJJG6eh4HWpOU03gBuWF1FoH+Djy5x871EbUwwRnahouGNNpF+6l67V3+CH93TkIm3iKZvvrVH53qJrCDW8jJhSnbPzj47hmgLuRDMyk8TyFhNX3aOpeScBSyo5IgqgO2ry28ea+cVNEuP+r+ZS1QoD5ThXfYz0Pd9leiLM9LwS5l/6cb78kE5bT4aAdyBNcc0iPxcU1GPv20vGvZL5E93Ut2V1ltwOhX+e0YJsOYShVQ7KcAkY/el+RzpSTK5ys7O+33dcMSvAkY4UTR3ZMWrhWI0Pl7yAa+09AExVdW5b9i988bE8YlmtA1zHiIbtbcrwvw935/7/8ZPw65svJvXYN5HxrD8bdN9J6bX/QTTtxqmkwQvjy9ys3xnlUEt/Fb+6KvdZlbI83Bglo0Zx1kFVRW4AOxZbDyZwjF/EqskdOHc+jLnlQb579cf51mOJQfu+ejjGwkk+5lcniPkuxOPejFKfrYqS2fowxrSLMR1FWHnliIIqZGd97lhPfj4TSw0mlLmQUhIKeWlvH1z2+VyEx6nyldUCQ1gYa/4H0ZV9LiYC48ovoBZOIKn0RzKoqoKU9ttyclYUwUu74/zpyTYumhvEBvY2pfC69dMaWBUs1EQ3hmJhO/1Zx+8tRolf4VsfGMPB1iSagHGuToJP/h/CnYex5L2kAuPe6ksc0Qi5JZ+7toJDrUkypqSy0EGxT74tv6cToScBdz03kAE40pHmcHuKQNXrp0cpSnacOmmSqOfIIPEyq2k3It4FfWRUa4/Fzx5pz1Xt8TgVPnNNJV6nQnn+mSURCnwKInHZwwAAIABJREFUVUWOAdoZuiYoHSKybihkdB/anKswj2yHVPZ67cJxKGWTzuh1HoumLjNHRB3FI1tiXDI3Tb53ZOZ9W5bN1ecF2HQgmSMHy4Ia08d4TpuU18JNA4gogPRL92BMXIrpOPNLG3saEzki6igeWN/J1Bo3i6f4cRVobyi9dShkbBV14nKS3WE8mtEfGQV9Qr8B8pyMSA4lkYEnNnfjMhSKAwat3WkSaZtDrSkqTiAymrJUUoqfo+GKiiKQR3bkiKijyGy6D2Ps+aSEi6AbPn9dBS/ujiBteP7VXhrbU0ypcTNzjAthW4zIh3gcFEXhgfUdGKqSi1C589l2rltaRDRhYpqSRXV+yvIFllXCzPbf8oNLFoGvAGXsPOwDL+X6Ssy4jgfap3D1imI6ulMDUr4gm9bVqwQJaR0c/+wcJNB3P0N87Z+zaX+lE/Gv/AhhZ/mwP4ORjnDSHuTHzRvnwLHpt8hjNZO6jyCObEem+/btbaH8pf/H1bO/wLqDgjnjXew57KQrDldMsZjZ+jdU/3Ssq27DawqmYZI2Qzy5tZt/udigxO5GuhU+sip/ADF07RyDMlr5t+vH8NvHW9m0N8LHrijj4rlBbClx6ArJtE1J0KA4YLD/wQSX1UZzRBQAVoaCl+7g6ln/zh9esJk30UdpQAMkmqbw5MsDs8+chgLt+3NEFICM95B56pfol/47SZn1FOZPhCe39OSKFRQHdM6r872tFnpHyahRnHWwLMnkSjePb8oOJEJAWYGD6WO9PLU9TN38eYzjYRx1F5C6/5vMrvk8m/b1H19T4mTlrDyK8nR+8kicAy1jmT92EjctXUXBc98HTc8teyQVH+7LvwiHXsqmLIybj1U6LRs19TaIhDoe5UEVzTaJdrXliKgsJJnnfo/jgvciimcRz0hae20OtyVIpCwmVrqpCqrnjM7NySCegTuf7eC9q0r45cPNxFM2ioD3rCxh2VTPCas3Hg+R7MXRtAnR1UB691qEOw/fBe8jXlCHYYVReppAMzD9ZaTE8KRvDAUpJSEPhMY6AVCUcvR3fxeJSlz1vi2iBYcbY8vc+PSjxMcoETU0ZG4l8lgc71gM2i4Fh9pNth8KE/Dq1FW7KfS8/jsrnINTB4XLD1qWRLEVlR2NiQHlo2NJm4df6iLgU7nhggKMM6gnYgibT76jgp8/1MSexgRF+TofurSMEr84qXkqjQOnrwjtmq9hdreA7kQvqCCl57/usaeLoVL4bDl0+0hCUcDB924pob4thaZCdZEDh9N5+h1aWcJOr12EUj2DmLMER6L9Ta3kIAQk05KO3gxel0rBMEwxSdVP3OMlc94nyF/3YzBToDtIL/80mifEWyoo9gagq4If3eDC2/kqsmkH9qJpPNM7Bq/n1CoDqthDfsvC4UGoeo60CrqgMuTgpw80EYlb1Fa4+Mjqkj4i6hyBgHjK4mBLgqUz8nlxZ5hE2ub3j7fgdih88d2VVPQR/knVh/P8m6nsOADxAygLryNVt4JISzO9znLuOxDg2d0xrp6gkZ+sR1XyBwQee5wKeYQRldNzj18I0IWNK9VL9IU7s/o+gNW8m/QLf8F54adI2m+dhuBIgFMXBLwa3dF+4qnYJxGtzYPoUpmMInQn0uqThIi0MSmQIL+oEm/9Wj7nXIed70d9eSOk4qTbtqOUTUfiZEyBSmi2n8tmGgQ2/YrkzmcBmF+8lu+/+59o6UpREHBRsutvOLzXMMWt8/X3VWJZApduk7IEv3i0nfU7+wmjr7ynmndeUIjX3jHovmS0iyXjVarHlFIV0nPzvJSS0sDARRaHLtAz0cF9xHtwp9oIO8qQEvKd8B/vqaS5K4OUUBrUz3iE6tmOUTJqFGclJlc6WTDJRzxlM6fWx8GWJLqmcPG8IElSoOpI28LuaWW2tpOZ1XV0JRQumhtkV32crQfiTChzE09lnbv1+9KcP7aQsuXvh3gPItWL7giQEQZxowAxcTVq3aUkz0Ap85EMXUgsoaJZg6PNZLQLeo6gF9WxsxHufK6dxvb+lfrPXlPB7DGOtw1BYdvZ0vF/fqott0puS/jd4y2ML6uhpuDkUhqFIpCNryB6G0lveRgAGQ+TuPsbeK7/GokHvo+MZVdc1OoZOFf8M0ktb3hu6hhomoKUcoCOh21DQulLr3qb/M6vB02VCCQZ6+xNYbWFQlvYxrQkJflnrsKcqgrcqXZEJknGXUhCnlgPSAhw2HGEnSGj+U86DSnogZWzAwO0I3RNUF302ucTAl45nOKHdzXm2kJ+nS/dWEXIfeJ3N51XhTbxfMzda4/2hmPhdZierNC6ZWVLex+PQy0JKgrziCYlwTPs0Bd7JV98VznRlMBQJT7DPqWV06TqA68PxV+JbUvM1z/kDaG00EVxvkZrT/+ZFtR6KMhznhLRkjAFbb0mmioo9qsnFA0+Wg57OAld2wavx0ndmDdAQB3bn78MY+6VdOZNYUN3GWv3mbh1HzcFgxS5z7we38QKFw5dDIiOWj4jn7uea2dKtQtlGLnCgEuhqWgOR867HWc6jDNQgK+kDPcIJaIAvOk25IZfkjn0crZh53MsHTuX1LRPnlI/FgpKQSXC7R8QSeFYcA2RvgiKjK3QHjEpztf53ofHkEjZ+F3ilBa+RgJsy+bS+QVs3R9j3au9vP/iUta+2oOUcO3iEJWBgURfUsuDkllAdk763SY/z2wLkEzb0DfSZTI2oVf+zCdXfJr/fSqDaUkcuuDzVxZQUuQg4ijDbfWihltQhMQ8tJVUdxOuZTdjR7pIrfsrAOaBLbiW9JLUQm/qMxlpcOuSj11Rxrf/Up/jmROKh3TtSrSNfx6wr/AVIJPHkDYON2XlBfzXH1uYuSRbbOPYX1zaFlrTy3gMD5mC8fgcTjzhJlJ9RBSA1rqL0ke/wJj5VyPMAHLuJcTdpUiZ9XN0LZtOX99hDiCiAL7/9wb++5/Gkp+swHxBcGzEnAhVkR8K4BLagHbLkiydnscTW7pz/kDGlOjV07A2DLxfvXYR8Xu+he/KfyXsqso+L00yrugoJSOJZQT17WliKZvKkEGx/9wOkBglo0ZxVsBFEi3VhdSdJNQgHl3y0UuL2LgvwU/ua8rt53Or3PbOIpwXvAfZl26Qt/HXfKb2Qg5MvIXb/9yQ+16f3trDB1aX8ouHmrlhgc6s/XeQatub3fjC33Gu+iiOQCW2M4+kM4RpnroVJoRAUbIikefKOJHv02lPl4FQBoSMa1NXYoY76TU1OsKJAUQUwK8ebWHyh6pxntqC4IiFxwHTx3q574XOAe1CQEt3moklblKZ1/eKLCnw2xFSu9Yet0ViN+1CJvsryFiHX8bRtgfK5p2JWxgSOhm03sOovS2gGVjBSlKu0pG6cD1sUITEHT6EufFe7FgPntmXkSmdRlq89emVx6IjLnjwxU6e3NqNlFBb6eITV5SR73xjP6hBEmfDVhJP/wYZ60Etq8V/4UdfM4VBFTautldIrfkZMtaDNvVC9DlXk9ACr3su25JcsSCA363y1NYeSgsM3r2siCLva9tnSUvlj2sGaiR1hDMcaEkSGnti0iwlXLiWfAB33VJkrAvhL8L0lxHvI2Idqs2YksF9LJjsp7E1ideZz3Cky+jY1Fb4aG+PnDbhciICaygCWsPEHT+C7Ooj9QrHEnWWvu585zR0br2+lDVbw2yvT3PeJDeL6nzZSn6KIJLMkkceh4KQA4m1tC2IpCCasPnJPxpp7hOjnT/Jx/tXFQ1aNRYCtPAR7PqXEVKiVU/HyqvAss/+KKyEloc27gJ2dITY3R6jotBJdbGT797dxpdvKCfPeWbvodAr+Pot1azZEqYzkmFKjYfNeyNYNuR5dfLdJxdtd7ooC6hk8qoxbXDpjGgHy0ZBbd9H8igRdbT9wEZ8C1uIatUn35ctsQJVOBa9CxnrhnQSJVSFGZqAlNCbEvz33Y3sb87qylw0J8C15wdOiojSyWDEmiEVQ/qKSRgFZ/2i4fgSjX+7vpJ71nWwZV+YD11SSqFfoL7OuGrbkupiJ8l094D2DiVEkZVk3u4f8sMLr6PHdhNUwpSmD5DesBvveTcidz2DKB5D/PGfISMdAGT2vohjwTUooSrsjnrUUBWWdnbN8WcjpISJpTrf+8gYmroyOAwVadukvEtxESez5SGE00Ni3ntR1WMWdoSCufRj/PoFm1jSpkmrwq85spGUfXBMXUHqyV8iE2GMC96HNXn1gOqUOZhp1MopJPJqSEtjyCm5JzZ4YSSesommJB5PCc7LPkvq8Z9COoHIL8VxyaeJvoaNV+SDb76/hoOtKYSAmmIHltvCfc2tpJ7/MzIVQ590Pna4DRlux27eA2OrBvUTSwv+665GDjRn71kR8JWbqhlXdO46V6Nk1CjeUggBvshBko//lExHPWphDZ7FN5AqGE9Gernz2fYB+0fiFk2daSr2b8A5/ypSiopwuHEXhNi4LzrArrEl7G6IU1XkYE6gDWXH3gF9pZ79A8aMi0hvfhD3lV8kFpp6ShN0Zxw27YvS1p1m6hgvhXkaJX5lxKeqxZxluAI92Jd+CfXF30GkE2XqSlSXB1E1k3hKDOkIxZJWNvz53B0vB0DakspCnaL8rNAiwIJJfiZWuukMm2ze1U5tuQvdeeIQCUUI0o4AwpOPjPcO3CjEoCgC2VmPKJ8/bMak3n0QcfBFklsfA8tEn7AA1/zriLkrhuV8IxWqleBAphh15kcoPfgAqQd/gOOST5GpOu+s8a9aIpIDLUnWbOk3zPc0JHhscw/XL84/ZQHnY+EM1xN/6H9yhLXVtIfUmp/hvPzLJOXgFAZnpIHkvd/mqEVobnsMXdVQ5998UqSBz5BcOc/PxbP9aIpAvI4GlGlL4kOk9qUzMlcp6URICA+J0HQYYgHctiUTSgzetbSQe9d2kDYlsyf4GF/u4oKpeWc0Re9kIEQ2+k0B5GmwVLpM4+jcg/nqkwhvEGXyMuKeSgQSd9ceEg//Ty46E8OF951fI+KufN1+8z0671wS4jrRTzilLHj65QhSQk/UYk9jnNkTvFwwxY/fJTnQbtHYkWbDzl7yvUaOiALYsCvC4il5zKwemA6h9dYj77wV0ZfyZr+oob3zG1j+kycD3ioIIdgeDvGje/sX3QxNcNOFJTR1pMmrOLPVB6WUFPsUrl+cx95Wk3vXdlIU0PnyTVWU5KuIN2Hw0hWJrjDi5I0SlkIkYaMISb5LwUwnINE75L6n8x3G9AKcNQtRI61IRSXtKSKluNGFxaMv9eSIKIDHNnUza7yXKeUnThcz7CTqy3eT2nhfX4MLzzX/QdQ35pSv782EJqCuXGfyu8qzdYZsm5N5YaSEaTUuKgsNGtqzY0eeR8X2FuK87HMkHvg+BS/8iAKHG+fC60hvfgK7uwlj6jJS+1/C4fbliKijSG28H9eKD5B4+rc4lr2PMJ5huONzDwJJyCMIeY6O1yqQT9e0d7NNLKEnAfevsZhQrHDLxd+gQIuCv5ifrxW80FfA6g9bXHz7nV+HVx6FcCtazQyspt25qonpdX/BMW4hMq8EDNcAUkopnUBYKyQZSaC4nejK4G+ywKeha4LMMWLnddVufC6BhUqiYgGOmyYg0jHCSpBNbRpOw6QypOPSBr6PUkLQDcEx/WO2KVXsQAVq2USw0qRfWdNv57/GGHG4PZ0joiDry/7qsRZuu6kSXZyb2TujZNQo3lI4Mz0k7v0mMpEVCLfaD5F47P9wXfYZIt5JAwaIo0jgom3+xylqX0/knT9m0/4Uz+yU1BTDLReX8Mc1rbnjchUx7PSgfmQqjtCzYpqpR36E893/RUI9ufSnnqTgP353qK+aUdYwuHlVCU0elQXjnSNaeM6WAlwBnP58ZMl/oKZ6syt1vkJizhICUlCYp6GrgswxK+gXzw3gMRhxBuYbgUux+fhV5fzgzgaCPp2gX+N3j7fkts8bl+SfL3egqidg6GwLq3A8rpmrST7xs5xzr+SXIPKKBwmaitLaYSOiHKqJ0nWY5KYHc22ZvesxCirRZ1efE2Vmhcim/pgWeB28LiuhChtHshPMJJankBROehMWf3w6xvqdERQBq+ZcxLWrZ6G8eAdG5RxSDG/5ekURhJOQNiX5bjG04LCisKchQkPH4LFv094I154XeN1V5hOd3+5sHPRuWk27cSU7SDpKBx/U3cjxg0Nm+5N4pq0k6ijF5vUJKduW6ILcb6YoAiHEkFVnfIbkknlB7nyuf0FDUwU1xY4zQhb6nIIrFuSxcJKPjC0xNAWnBl7jzY2STVmCfc0pZLQDr0PgLSom5FVOehwWAoyml0k++P3+xm2P4373t8FwYR3c3E9EAaQTmNseRT3vw1gnMc9l50Irdzl7mzM0daZpaEuxr6+K5L6mBJv3RfjUVeX86O5GlkwLkO812N88uJDJgZYEs8c4cnOspqtYO59FsY5ZXbdN7G2Poi//2Fk/ZtkI1rwczlYZtCW6pvDizl46IxnGl7hRVTEgUu1MQVUEk8t06q4vQ1UEnVGLjrBFvkd909/hsx+CXc0ZfvNYC90Rk/On5jG2xMn0MS5sw4NaMh6rpV+4VCmdgPSXnJYtlFS8kDdQs86KdrFxb2rQvvubEkyrNPq/BS2bp2oeIzehRxr6iSiAdILU4z/BcfXXSJ1lUbxDQUj7lJ9jngNuvaGSI50ZbFtSVmDgMyRhxuC78l+RBzcjrQypTQ9k5SeEApbZlx45xDwkJUphNe53f4Oou2LE6pudLeiKSn78ZBpVgcsWhvC6VDb0wtQaD62dKaaPk6ycW4hlWpQEDJKGRF38EVy9+0n+/atgphG+AuKTLgMzjYEkYRTgue420k//Grt1P9rYuSh1y7D/9lk8ikJ6zo0wcQloA22zkF/l89dV8qcnW2lsTzFrgo93nFeAU8kudtm2JGUE2dvl4/Y/9qccTq1x88krSwcRUkMhqQdwBstIPvlLEAr6xPNQC6tRK6cMuX8sOXjO6ujJppbq5yhrc47e1ihGCtRYO5nEwEp1MtaN3XUEb2Ed1y0J8fOH+517QxPE0vDp3/fwmcsW8coWyeObsmlMuxviBH0aVy4Kcddz7QgBS2fk09KVJq9Mg5cGhnrqE+Zj1m/PnjMeRqSi4D45MupgSzJHRB3FYxu7mD3By5RKJ+5zQNswkRGgeMHlBVdf6o2UKEgmVzj5l3dVcu/aDlq701w4K8CK6f4RHXJ/uhgTUvnKTTWEEybf+OPhAdte2p+iqTNFZdGJo6NsT4hk5Vyc15ZA9xFw+bFD47GQqDWzsA5tAUXFmH8NmeDwVbBTVBW7/dCgdnPfevTZV5EZoVNGd1LQ3JXG49SwpORHdzXSGzNZOj2f65YU4DMGvreKkLhijYiOQwhs7HAHqRfvQSmowPuOW3l4F6zfmR23bAmPbuxmYnkl5zn9SCGGlZC1pWDjviS/6BPNnz7WwwcvKSXgPI4YsmF/c4IxpYNXcadUe9AUeTyXdPLXYEuEZ7D4tfAEsPXB4t8AOAa3K/5CMpvuxztlOeG82pM+vxDQHJas3d5DImWzZHoeVQE1u4J+zDUun+HH5VBYs6WbAr/OtUsKqQgKzpBkFtK0CXkg68AMXAB5MyCEoLW1hwntz+N++e9gmaTrVmPNuALV7T+pPgyZIrP+rwMbzRQ074TqmdiRzkHH2F2NKEJyqjSPqips2B2hLOTgqa0DKw/tO5KktSeDx6XRHc1woDnB5CoPR44jU2vL3QMWewQCkRwcnSJSYcQIiFIWAmbV+vnlQ825xZ0rzwtR6Ndp7EzT0h5h2rg8nPqZ16STMhvBs60+zYGmFIahoKmCqdVuyvKGV3trJKE5bPOtv9Tnvu0nNnezak6AgFdFdY+neMoy1LJarOZ9qBV1iElLiZ1mNVxVAd2MYasGaamjKAKjcSMzK6fxyMDMM8aW9C98Hu6yWb8z+00tnOynOtj3vsSOOwiQnQ2oZgL0s5+MOl24NcmE4n4NnqPIOAuw923AbjuYazNmrUamk2il41H8IYQ7b0CUujH7UqK+MdkI3lEi6g0j4FHJ82hcvrCANZu7aelOc/PKYr75p3p6Y1mNL10V3H5LDd4+28yybGxHHkIziM16N3sKlrOvOYPbqTK2y0l1CKSnGuPyL6FmkiQb96D941u5cxrrfoEoKCZTMg3IjruHOmx+cn8THeEM1ywJMX2MF4GkJE/NLfg6rQjJjnbueFAf8NNvPxSnoSNDbcnr28SmBbJmHq7VboSiktr8AJnd6xDbn8J78SeI5Y0fYDdUFDoGRW+vmhPArZ+7LtbI9CxGcc5AOrwca8gDIBSEOw/TtJlf60bXy3hiczcBr870cV7+/kwbtg3NMZ01mweW++6KmBT4dRZO9rOoLo88j8rfn+nhzmfT/MfKWynZ/XeUnka08fNQXH5S6+/MntJfiO08+cpCQ1VxSpvZtf23gwa6W5dMKdeZ9K5yTEtiKPZZr0EwbJCSIi+omSRDBGiQOgktMinBVL1EA5MgMLDcurHqcxiJDlA1Us7QsOqgpEyBq3Bw+L5SPJ60PTKni9YovHIwSixp0xXJUFvh5h3nh/jd4y28tDuC0xDctKwAafenfbm795G886v9UWr+QpwLrib5wt9JRCJs2jv4N9h6IMbyFR8kIoe3bH1Tr8X/3Hsk9/+2AzH+sKaVaxaHqMgX/dGgQjKx0kPQbzBjrJeXD2QFQosDBqvnBd5Qih6ADFah155HZs+6bINQcK38MBHVNyQZZwVrUEomYLfsze3vmHkxiWd+h4x24rnoU8R4DSLrOLT22tz668M55/2xzT3853sqGFM08Nn7DMnFM70sneZHV8lWnDqHxueUBYHoXtwbf59rM7bfD8ESrEkXnqThKl/TwjVVN3pFHZk9Lwxo16euIHYaz9G2JWNKHKRfQz1d1xSaOlJcOCvAc6/0snRGgNoKF3saEwgBl8wNMr5kYPhtJmOiTloBe54b2NnUi0mlz/4fO5EhG819jE1x37oOvnpzDf/5+0MArJxpcfOKQsQwsNxdMWjtNnlmW09OlL+y0MGnr6mg2DsaIQVQ35Ya9BzWbu9lUqUbR0UZTYYPf6Abx5TVpF0BTHl6c6XL7Ibtj2HueAolWIF38XuI+8eiILm0so1tR0I0dWY/nsWTnEwoy453hzptbvv9oRx5+PBLXdx2c18RFV/RoPMo5ZMxX2vR4BxHUvHivvRfEQ1bsFr2olfPQEY6kd1NqGW1ZBp34r70U2T2vYTVcRh90gVY1XNHhP7cSIHHkNx6YyXPbQ/T0p3G61KJJKwcEQWQsST3rO3gE5cVI/vssIQRxHP9N1hb7+d//96c27ey0ME/XV5GZUCQlga2quHads+gxRJxeBNq+XQsS9Idh9v/eJh0XxbNX59q58UdYb5yYyVaXyqcKkBsf4i4KKStt2bQfWQjmE7uW4+p+TjLZ2Pf85VsVDkge1pI3nU7rpu+T9zo1wMo9SvcemMVv3y4ha5IhlVzAlwyJ/+c9rFGpncxinMGKVcRjkXvIvVC/8qsY+6V2MFqbFviNhQOtSRYPb+Ah17s5OcP9usqSDvLbiOzAm9HfSuvS+XyRQX84YlWVs4KsKcxmwrwr/dpLJxwC1XVkhWTvXjv+jSQXc13XPZ5osrJ54GPKXEOyjNeMTNAOmPjH94MnbMGti0RWOjDq3d6UlBVJZs6ZMshU3beDAT9BlOrHGyv74++y/NoFIfcvJFQmTQ6aVdf2tMw35ptg1UxC6WwJhchJVx+xMwrMc/ubJehoQgOtSR4dGM3rX3aM09t7eGWi0t4/yWldIYzjClx/X/2zjs8zurO95/z1ulVvViSeze2ccUGQ2gGE1qAUNI3bbN3b8qWm2STkOym7KZssje5N3uzyWaz6aTQAqGYZrCxwTQb3KssyZJVR1Pfdu4fY0sIycZF7vN5Hj9+dN4pZ2bOe8qvfH88uSGNoghmNgYo91lYz/18SAqalzpQVFtWNLQ9LzG2esnAvHKIsdV+8oH4SU9T3d89vIrbS9v6GVvjRxkfojYqDhZUkMwZF2D99ixXXBjjygsTKALGVBiE9RMfSGmtDGvxx+mc/H4CmktNsEAmUHHYaKu8FsV/7d9i7nulmBqhGRTWPwiOhcz1o6Q7IfT2ByRFEazfmhpyeAf4w+ou/vbmWry33P+eJzHEuWWEOoSuCYz2V4a1q1ufRJl6KdZRVHi0hI/AwtsoPPSdwUbNgOrJFPBh1M/EXHIH1ov3I10Hc8GNOHVzj2vOl1Iye1yQB57vZvb4EC9vH6ygNG9iiJq4xqKpETbsSnPbsgr+tKaTpTOifOLKMAG/hukPjBiu45aPR7v2s4j194DnIS58F27FpGPv4JtQFEFA9iNRyBI4aWtcf84dFmUNxajGQ6x8NcWKhWWjXqERIF3waO0qDKkO2XygwKs70yyeEiRYOiUQGqEqSzKikwzraHhEIkGECFGQ8rjnf014yBfuwdn4BABuphf3ni/iv/2byKZ5qDt28qkr/WQcnUCujbr6CI4KhqHy+EtdQ24Lz4MnXunlY8vLKYRqMd/xEQpP/Se4NiJWjXHZR0hzcp0mZzJZPYEY9w6UCVegt75AftXPAYE+ZQlqzSSk9NAWvRsHPxm3ZJAdbaSE+oQ6UAQpYCojzoEdvTYeg4mTUkK3Xs1/r9w95HHNBwo0HyjQWBbAdT10TUEm6qF9x5DH6YlK7IMHxfY+Z8AQdYjd7QV6My7loWL6f3/OwtHqSMpuvn6jRk+fxbpWP09uKva7Jnls95CS7cLp2je00SkgUu1Q9mZxSsmkKo1/fG89jgdBgxN2Hp7plJaZEqcVR6qIadcSqJ+GTLUjAjHcaC0ZLQEUN6+mBlubs0Os5gBrN6e4fVkZE839VLit2MLHHmrZ3pqjvUdl894sS6YPpt15ElZvLbAamH9BlMSd34F8PzKYJHMYb/61ULjxAAAgAElEQVThKA/BP72/kQee76aj12LepAiJkMqUeh/nlWjSGYCa70Xr3oFR6MPzhfHKxpLTk6e8H0LV+dg1FTz8Yh9rtmSZXOvj5qVlw1LAznTyZhLf9f+A2r0PXBsSteQO3o9nG7YrSOe9AUPUIX77VAdXzUvwx2eLQqU3XFTGus0pHljTyVfurCY8QmqStPKg6bDvFd5x0TWs39o/cIBrqPQxe2wAW55872k0OPxgVFfuY3+XxQY1Q1fCYOaYoo6IT5UsnRIgbwsURR6svDQ6Vpm2FHzznv109tkoAm6+uJyrZ6voRxDvzikRIpEKco/8nyHt+oT5ePkMRxMYpSgCxx5ukLMdiSptvPOlggKgSA+togG5eWi7KGtA27UavXIiGXN4ZMSbkRKsmln4bvgczsbHEKEk6rR3kAnUgpT0G5WY06/FN2ExUqhktfgJZarEfHDT4iTdGY8FkyNs2ZdlekOAqWP8+FSP919ezr5um7zl8e33VxJpfxHvsd+BopKfcxte3Ww0/S158IqOWzsLtXY6QkqsE9zaBt1ulB0vFo2lqk5o4c1YdXMoSN8Jve5IRPzKkCIYULR7v3kmkYcPXjth4mGN5o7hekQ7W3PMGR8ieBSaKOc6DRUGDRUmezoGq1vduKScqpjKYHruiX1PhtWL9fpTQxsdC6VnN2u9OXznsQospx9DE3zi+rFUBnwIKRFCUBghHL9gewghcISOHHcZZt1MsLJ4wTLS4iRYNc8ypCymfsn0obVeYm9ahb1pFRh+/Hd+E0sb/fu9RBHH8Vg8NcLL29N09NqMqRj+XV8zP4GCN+RE5biQzo0cWnvoHnRdCM64lOyOtQOC5iKcROg+dGlhYRD0DXfU+A0Fn6FguYKVr6X43aoDLBlfzwdrOqh//HPUew7Ta6azaPn7IFpNZXjkKgyqItE8C1sxh/pOjADoJthvmW99wzc+UoKhSIyhRc3PWdS77777dPfhdBIDPpnLWSXL92nEEyoFXxIr2kAhUImtFPPYJYK+jI1f9XCEzrzJYTbtyVKwJZoquHJugiurWihf+WXM5hcIND9PdWojxvh5rNnp0dplsXxektd3Z8i9KVx/3sQQF08L46p+bDOGI44cyhQMmmSzw0WAw6Zg3oQgS2ZEaSjXaSjTOAmyDiWOgCptzL1rYPNTWC8/jLt1DeLALnwN07DVU1/xxNRVFs8sY+HkMAsnhwiepc5HRxg4gTKcYCWOcvbqSmgKtPa6rN/6Fl06YHpjiNf3FPXmdrbluOLCJOs29zNzXJTaOLh7XxvyHGPiItyWzRjL/ydmOMaCKRFmNAa5eGaUa+fFiBxnCfbDzS+HfbxPpaPPGdDSMTTBLZdUcP/qTmY0BfnRQ20smh4fGHtSFjdHyijaySxP4f880Mbeg4czCbyxJ8ucCRHiwbeZBP1RfOW1eH3tCN3EmL0cL90NTfOx1bcfa54niZkOKzfmhqzbH13moyIZLBZgOEcRQhAIGEPGixmOInevh0JxLAtfCHPqxeQf+yHe9jX4Ji3CVt9Gs05oWMFKmLAEt242BW2o3pQrFSwlgKX4j8rVIgRkbEFvDlwpCJjKkMO6oULUL6hPalw4Pkh1TMU4aEPUFEgEFSoiKoH2V3D//F1kPo3M9aPuXINTNQ01Xjmiz8dDwePEFmEhwGxeR+7xHyELGWSuH2fbWvz1kykEq07otUdCU2DG2Aiv7MiQLXgETIX3XF7Jo+t76M8VowWWzYyyaHLwKCT+h/N284upFQs6vLYzM6T9mgVJ4iGVoHHu3k9Hi6HC/MlRpjeFuGBcmOsXlzGpWsdQR+/goOEgNz0BztDfSkxYyt/9wR6I4pBAMqyj6zo5G3QVklGDZzYM1U37wFVVRA+e7yVgqwFsI4ojjixoeqzr0dmOjxz2pmeGtOkTFuKMuxj3HF5LRoMTHSuJsI4jYWdbnoLlcfPScpoPFNA1wR2XVnDh+ADaW6ZzXYWMJdjRmntTm+CmpeWE3rTf1jq3olc0oI2ZjtYwEzVZT+GFe9GmXY6jmPgNBcuB7a2DFSr/8roa4iGV3lSWV7b2sa/b5S/n9hJ5/t8HLEKiv4PapEZyymyyjqCt18NyBaoq6EsXKMvvwdi/AbV9M0rb6xjxioH119X8+BLluDvWDfZ9zgrshoV44tx2oh3auwDfA3rfer0UGVXijEQiWL8zzw/ub8H1iukIf7miir+5tY439hT1I6xMBuOFXww1G/e10ST2sr+7nrsur+SRF7u5/dJKtrZkeWNPlsVTIyybGUEdJWHTN6eqlcQ+TwP9HYhM94AQPYDbsglt51rElOtOS461aaj4VbcUIHcGIKVkYq2fgKmQLQzeoMtmxVi3JTXwt+VIdLW48XRcD2/CJRiui/3ygwhfBN/SO/D8MbTbv0VGjyElRH2CaP2pz8n1aZKPXF3BJTNjNHcWUITgt093MG9yhM3NWRxX0t5rUR48eVUU0gXJ5ubhlc7ae23Glh95U1WQOqJmFqYvhNexE891UC5YQUY/+ui7hoTkq+/U+NNmjawluGayxbQage2NvjfAMDRc1z0pFc2OlrQl2NqSp73XYuY4SWVIoB2MQMuZZfhv+jJazx5kTws4Frlnfg6AzPQiundD1WCkqBDQnVPo7LNxpaQ2oQ9EbzqjJHi4q8tjzespdrfnmD85Sjys0VhhkAiAqhR/o0Pp1IdLq9ZV4LWHh7VrO5/Drp+Fdszy6UdHQLWwNj45rN3ethatei7OSchXro4KvvaBMfRmPEI+BVVa5PNBNuzRWTw1xKyxoZErZo4GnmT+pBB7Owqs2tCLEHDFnDiVcZ1kcGTP//lIyCjqZA4yut9LQY8QXHoHucf+30CbWt5In4hSsAff6/ZLK3nq1V4eXNuNIuCvrq9l9/4sH1pezbrNKVQFbpjrY1L/Kkx/A7lwA+4JGmjPZQqJ8fgueS/5534DTgG1dgr6/JtInYS1pMRQArrk9qUJll8YByAeEFw4vh5PQkBnxKrkrhRUxg2uujDBus0pKuIGy2bF6OgpUPMmjRQRqST/8L8Nea4243JsLQQSdEXyriUJLpoWpSdtUxU3iJs27F1Lxev38lFF5darbyRI5q1dwNn6PNaMd/GFX3TT3muzZHqUyRUel9qPYr3yQPH9/RF8S96N9cS/Y1z1GSxMPAmFMQsxbx8DqXYIxrHDddjiLPVajyIlY1SJM5KerOT797cMGHhsR/Kjh9v54rsS/PrJYmrNrfMMRKZr2JZA5FNMqg/wh1UHyFse1y5IsHBiAttNoCvynBaBO99QDRO3Y/ewdnf3y2jT3zlE06vEyUcI8HtpFDuDY0TJc/rD3CtCkq+8r5H7n+9ib3uBSy+I0dVvs3v/oEds9vgQm5szBH0KdWUGedVAmX49xpR3IIVK6s0lsM+AIaUrksm1OqGAxua9GVYsLGN7S5YXthQjwBKhk7u0+w3BhFo/21qG6mYlI0dnAMurYQoVs9ErZ+KijCj8f8TnazHGj4FPl3UjPQ/8YbK+ilHNZXKsAhv35nl2c44J1ToXTQkTCpz6TWPOEXzv3launiq5tmw/bNkCiXoCDVNJH0yfzWkx/AkV+6HvDqQlDPAmL4miwJ4uyYNrO1jzRtEYGwtp/MOdY6gYpUDSvjxs2Jlh1/48k+uD/NejxWq4uib43C2VTG9/AJntxT/1MnKxsbiHSauUAKER0q3DSRRx/No8b4cnVJRAdJipSwnFB4R0TwY+VVIVOVTMRWf5hQmuna/guu5J37PETMkHryhj+fwEUkrCPoWAzqg57Uq8PZ4nEdFKfMveh8z0IUw/spCh0L0fU6+jYHtUxHS6UjYtncWI1HmTIzz2Ug+b9mZRFZjWWLyJ46mtyOd+SB6BdtOXcRITh1QaLTFIAR/O5GsINM4Fp4ATrCQlzxPh1zMAgSR+aHsli2lpcHjnfrF6cTeKAgumROjut/nRQ6188KrqIY/LR8ZgXvUJCk/+BKwc6ti5qHNvJP+maDdDkTQkFRqSxep1NL+B+tS/DggZxNq/ib7i77DfUmRLqZ7Iw68Wq78CNFX7maBtR7zwwMBjZC6F9drjKLEqROYAVrAOAAcNJzQGQmNG/oCKQt4pGuq80+gAO9WU0vRKaXpnJK09Lk+9OjTs2HYll43N44+E2dpa4EBWYdk0P1rb60MeZyy+DRksY3pTiHctLaOhTEXt34/a9jpKuh3V9OFpR596dL6FLZ9NCM1Ez3fhNm8c0q7PvoZCYsJp6dP5Ol5UIQlm9iL2vAjd+2Dvy/ijcQp69O2ffBLJWILnt6Tp7LW5cGKYRZP8jC0TLJnkY0+nx6JpUSbWB8gVPD56bTXJg4dySTFd0X2btIYT5XjHiyIgEVJI5eFHD7UO6L7c+Y5KLmg0jyul52gxVElDdVGAOm95CAErFiaZNyFwTKnKrhTHvfa6qh9VV7HUAEIz8BRj1OwTqiK5//kefrKyl5Yumw17CrywLcPF00No6qn1mO/rdllS3cOM9HN4z/wYsX8LYtc6vLYtGBPm4xz0qnqqiWloQ9NLDT/a/JuL3mCg31LYuCfLA2sGNdHylkdnn82CSeFRqdbWm4OH1nWzYEqU3z49WO3W8+CVXTmWVPegv3Y/zhtP4h87E8tfNuLreLIoOOttemow+tnw4yx8H6o/fML9PByOpxCMxbC3rB5MzTCDmItvI6fHT9r7vhUpR44MOFaOdn4RSCImRHwCn1asJFXi1GKqksJTP8HZ9wbO7ldxWzYTrR/LmNlzeXFrmqljArT12HSliofgpTOiPPVqMeNFSmjvsdnfYzO70aCypRjd56W7aStfSNh/dGlA5+P+RUqw1BCWHsUpxWiMiN9LE+jZhtG1HZ/q4voi+AO+Uz5WNAVCAZ0nX+1je2uOlk4LRcC7LyknZA5OWh4quUgT+xuWk51+A+aUpUdMV9c1BXXNT5G9+4e0S0WDqsnQsR0oRjypV3yCrz2QHXCiTWsMMF7sxr/vhaHPzfRgTFqMTDYMrMGHQwhoTcHPVnbwx+e66c1Iqsv8+E/u9vOUUUrTK3FWkgir6KoYUjEp5FMpr05yS5OfZTOipNNZzMg8DN3BfuXPEIhiXvJ+cpF6pkcGF161ew/yj19AHBSNk5EKjOu/hOU79SLXJUYXBxVz3CLUvRsHDFJq7RRk04JSBNwpJpDZR+Gh7+H1FCteao0X4Ox4Ht/0JPnTJZgqBPev62HtphQXz4jSWGFw989baOuxmVpn8NfLo5Qnw1iewiVTA0jv7Kqc47mSCxoMvvEXY+nosUhGdGqiCuIkfwgpoTEpuPs9DezvsQn5VapjKro4NbnKQgjS6Swv7tfZ3JKnKq4yq9GmIqzhnaAZzhOC/X2S+15ID2nv6HPZdyDP+NpTVxJdU2CCvxNVsfACcVA08IrirV77dsyePZCcVvxbgjvxUsxgDGfDY4hkHdrMa8j4BvWV0jmP9AhVizY3Z8k7Ev8o7AgDpqAiZjCSza4v45IxyjhkSrLX34d+5WTswwyb19LVaIu+RLW1CykUmtUmfvEQ/MPtAuMIQvknSjY+geC7voDbtg1UDbV6AunIWE5SZmCJEgCkzQrC134KZ8+reJ170RpmoVSNZ2ZA56sfbKIv47BhV4YtB1OkC7ZHyKeSzg8dmEFtUOBZsTKseq2HG5ZWnbL5ucS5hd/rh7W/Inuw0iNCIbDiU5C8bNTfSxcOeqEHqegUjPgwg/yhKsF/fUMtD67tIh7SuHlJGZWRoet+X17wvXv3DWhCLZsV5d0XlxHQR143JKD4hztORSCGO/tm/FOXgF3Ai9WQ05NMb9zP+m3FPYKhKfSrCd7qqlBrJyMDUSx/+dtG8nZlBV/75W5SB9fnB57voqWrwP+4rgr1XCwF/BZKxqgSZyRxP3zq5jr+7d4W8pZH0KfwmVvq8AU1pJRUxFQqYlE8EaVwwS0Y06/GU3TSb0kLEgK89fcOGKIASHUgm19FTLzsrDp4lhiZjFmJefXf4Mt0ID0PJ1RFVpz+9LDzCV0V2BsfHzBEATi7X8FXNwU110k+cJiQ5JNMulBM8b14Zox4WOPrv9k3IAT7xj6Lbz/Yyz/dIhFm5KydCwRQFYKqAfXOU/NBpISEX5IYsGCcug2T6uV5crPDb58+MNBWV27y2VuqCI9Qhv1oyVkuf1iTIh7WRzZmn8IxIjwHNj8Bq3+G6zqQqEO/4fPYf/jKYEfcoV7pghrEaliC1ngRnhDk3aF9jgQVosHh277Z48NFD+wofL6wAZfPjdOdKlZZfPNZojKmEc01DzZ4LggJhzEgpvIe//awgqmPx5PFezlg2pzs7AVbavRFJqLGJyOlLB6ISoaoEicZTwpSoSZ8k8tQ3QK25icvguCCX4Mv3tPM8vlJZo4N8trODE+/2su7Ly3nPx4ejOZYPEGjpvP5gb97xl/Ds8/muO4iWdRhK1HiGNF79w4aogCkR+6JH6NWjYdhJpjjJ2B34T77M6zta8EM4F/2AQpjFuIwNDzIVCXzxpnMGVtbLMzylrVaKIKVr/ayvTWPEMXLT73ax4UTwswcM3KqveN4+C5Yjrvl2QGHD5qBMnkJtuLDi44f8vnvekcFezsKHOizeXR9N+OvbiR/4Z34Xvo1eC5KtAJzyZ0UgjU48u1vvH2d1oAh6hAvbUtzoN+j6uQFAp8xlIxRJc5YZtTrfOvDjaSyHrGgStgcXj5XSnAl5JTD3K2ei5pqGX5M6mtHCFGKnjlHKOCjEHx7g4df5NHsfhw9TO4klOk+VQgBqqqMmuDwiaLJwrBUSQCvtx11UmSEZ5waDF0hElD5w7Od3H5ZxYAh6hB7Omy6+h0SJYmIo+LQxu50055RuW9115C2fQcK7DngML3++E5cmvDYsd/mkfU9jKvxs2xWnJUv9wxcL4to1JWfuoGi9OyBVT8ZbOjeh73uD2gzr8R57RGEL4SMD5/zpAT7MFWgAqrHhFo/1yxI8OcXuvE8GFNpcsvFZaP2wwok48pV4gGVT99QwQ/+1EnO8iiL6HzmkgL+VQ8OPFafez1p9/CRbGPKixFWbxZwvnZBkoB+aspdH05cvUSJk4U8tJ99y562s98hW/D4/aoDLJgc4Y53VAIwLdrHvyzP0GaFifphbIWCuWYfsmIs3ROu5dHORlYsiBY1aErDucRxILPDsqqQmV5kPg2+0TFGaULivXQf7va1xYZClsIjP8B3Ww3pyLjh7y8pFnUYYdlyPIGhK7zniipsx8NnKDy7oY8t+7Jc0GgeNv05Gx5D4Pav4+3biIdCszmRr/xcUhFr4cPLq6iODsoKJAPw1fc1cCBl4zMUysIKXvkKxKQF6G4OGSojJY5eiNHQhq+DuirQzhMDcskYVeKMRUqKGgZmsaLL8eyVhaZhT7wc9cCPh7Y3XDAqegwlzh6i2d3kn/4ZuZbNqLWTiF78PvqCjae7W8dMJN+C17wBr7+TwJiZWMnxpy8NjqKBwsJAa7oQuluGXFNqp5LVYqcyaAYATfEI9G6nhWpWHSx5PZLWj99QCPhO7TJoeQquhKAO3llyOnAchz1dkq5+m8qYTn1CoiinsQKMULFHMMSeiO3A56VpTxV3fjtac4yt9nHrJRVs2pthcq2PS6b58JmnRsBBCPD62odLe+/bAHPfiW6l0S+8nn4jeczRTDVRuG5BksXTokgPauIK+mgLVUtJIgCVY02+e1eYVEc7Cb2HZCyANX4B2Hm0WcvJv42uX0VI8OX3NvLzle0c6LO56sIEF08LI0trd4nzjIhfHYg0XLs5xdrNKXRVsOiKdiqf+y51CMy51+Ls2ou64DZez5RTVtjLrdpD6P56lPwcMkb56f4YJc5CRLwWhDLEA6BWjEWJVUL+CE88BnQ3jb151bB22b0PRjBGHQnblWzYmWHT3sGKv++5vJKapHHEc1+/pfDM3jI8uYwnXulhZ1secOjLOHzlF3v5lw81EjIGn+/TPOoTB1dpKVEVgR2owD6m3hapLzeYWOdn677BAiTXLy6jIqScNfvEE6FkjCpxTuO5EjFuIV6+F+XVBxC6iVj8XtyyY5vcSpydKEj82VaU7t24uRRazUTcls24+zaRvf+bhG/9Cv3q2aMdFi60kbv368j+YkVJa/2D+K/8OFbTslNqXHVR6M24pAsSQ/GoNHMY06/Ea9mE3L8VAG36ZVjVM07IQHC8BPp2kL3nK6Sv/BciAY0DfTav705z8YwYz2wY9PJ95PIwkaDBqZDgdKTg9WaL3z7dQd7yuGZBkoWTgpzpxwNPetz7Qob73yR6/YErK7lilobjHruYtxCCjAWWIwn7xHFV7EpGVC6ZFePJVwZ/y4Cp0FDp43hzzaTnUhYaNDY9tr6HgKlw5dw4N1yUxLWdIzx7dJESlGBi+IXyJrRkLe4lHyXlGcf1UaWEoOYSjB3yxA5/EZ9qo0iXPL4TiqZwMGi1ojyzy6Jgx3hxZ4FP3vRhZjWY5I9yYhiTUPj7W2pwvGKqUsmJVOJ8JB6ED1xVxY//PJiS9+FrqqkaG0ep+hKq6ceVoE4LYvnLmdb9GNaTPwbNRChLEXiExi8krZw6Ef4S5wa5cB2BFZ8kt/LHyGwfasVYfFd8FDWchHz/qLyHq5ooZWPwWrcMvRCMgwKtPdDcWcBvKDRWGkQOGoWkUCg4Ep/GQHTvvk57iCEK4L7VnXztg40cbtGUQnDPqi6eeKWX2y+rOGiIGiSdc+nocwiVD7qIurPQ0WsTDqhURlW0E3DqBDWPT7yzmq37CrR0FphQ52dcpXFeGKKgZIwqcR4gzTDq/FsRM69CCAVHD5c2tOcJgb7t5H93d1GbBFASNZjzb6Cw9g/IdBf0tkLy7DFGcWDXgCHqEPnnfk2gbhZpNXZKupB3BB39Lvet7mT9tn5qkyY3LiljdjUErvs8pPaDquOGKrBlcYlRBPisbsj1gj9OzkictBRZTVNwtq4BzyHQ38xls2eyc3+Ol7alWTA5wgevriLqE9TFJFVxDUucmgifXQccvv27Qb2c/3p0P4ZWTWPNqRPEPh5ae70hhiiAnz/RwYzGMZQdY9c9YOOeAv/x5zY0RaG+3OADV1UR8x3jWHA9br4oSWXMYNXGPhoqTW5YXEbcf/wC9Hk9xthIDysWJnlobReehEhA46LpkVNqiDqEm2jEm3o12ht/LjaYAbRLP4q/qoEDB0bnAPBWdMXF6N6J/cIf8DLdmDOvRjTMJnucc0u6AN/5Qwv9b9LC+OY9zXz7w02UhY5eaF5FoiqHL/ddosS5jgIsnRJkcn0TXSmHZESjIiTICR8kht6ffjuF9dwvEf4wviW3U3jxQbwNj6NseobQlZ8g7a87PR+ixBmHEMV5+Ej7MdvTKFQvIHhLE5qdxQuV0SdH15FmSYPQJe8nf8+XwCm6B9WGmbjxRrbtd/naL/cMODbHVfv4nzfVYtmSXz25n+2tORZOifDOhQlMXSFv29x+WQWmrvDoi920dln059wjOm96spInXx10bqnK8EjrgFl0vgkB29pdvvarvTgHBQzfuSjJ9Qti6CdQWCPugwXjTZSJ/oNGqPPnnFoyRpU4L3AcCdpB7ZqSIeq8wBAW1jM/GzBEAXjdrQjDdzDkWCLMo8/pPiNwhwcASyuHkKdOXTdjwW+e7mDDzgwAzQcK/N/7W/nSnXU0BU3cSMPBjhX/U4Qk0LGB/EP/ClYODD/BFZ8hUzbj5Gm2ucXvI7Hx11TObeADV1XTm3YwDcH4Gj/1cQUp5SnTJNY0hZe39w1rf+ylHi6fe2Z7qvsyw78l25Gk8x5loWMTNOhISdp6bO66vIrd+/PUlZs0dxaI1JsoxzgWIqZkxYVhrp4bQQGQ3gnJHrmeoCxmcNNMh4Xjqym4CrUJjYB5emrcC92HXHQn7pRLwcqgxquw/CNES40iWt8+Cr+/e2DO9Fb+O+olH0SZfNVxOXD6894QQxQUndfdaWdIFNrJwnVduvsK+H0qsZDJqZLY03AwM63Q3wmhJIVQzTAR3hIljhVFSCrDgsrw24wlKcF1MOauIPfMz6FQjBLxOnZRuO8b+G79BnnlzHaClDjJCNjfJ3llZxoh4IKxwWJFuhGm+e6c4Pv3t7C9JU84oPLxFQbT6kZ/XcxFmgje+hVk517QDUiOoVuN89+PNQ8xDO1oy7Onw+LfH2gdqCQZcPsxd20i2LKOCZGxSHMm333c431XVfOzR/czb1KYyBECp8XBfxJY/XqKFQvLuG/1oOP3uoVJysNFyZicI/j+fS0DhiiA+9d0sXBymLr4sUeLv5XzJRrqzZSMUSVKlDjn8MkMaq4Xq//AsGvSyqMk69HGzkZKMN00BfXs2JiJ8gbQjAHPEYAx+2ryZvKUVXvKWXLAEHUI25Xs73MZVzXcwOMrdJF/8NvgHKxoaeXIP/htzDu+Q14ffUOM43gEJi7CevVRRF8b0174KtVT30W2cRaBWJzICIUQTjaeJ0esYhYLauiqQmGE55wpVCcMAqZCtjC4QSqP6lREj/1wbTkebd0FfrGyfaBtzvgQTZVVhA5TcvlIeJ4sipiOEgUlhBaCpqiC58nTXuBCKDoyUTTuOnBStdeEALd95xDjPYC3/j58ExaTFcc+R0YDCvGQRk+6GFmmqwK/TyEZOfmGmd60xTd+305rl42uCj5wWYwl08KgnNxtryok5s5VFB7/94E245L3ISdeiTtcBaxEiVHH0qOY865HKMqAIeoQsr8TJdMJ4bNjz1Pi5NDaK/n8f+4aMPL8fpXC1z/UhKEJdEXi14prX0caXtuVYeGUKLPHR7j32QN8855mvvXhJipGWWOgP9XPS7sEBbeJJl8P1av/Fa79Eh29w4UUUhkHwxDotqChQued/mcwn7kfCQR5ngsiT/KeRZ/i0Re7+dSNVcxOptB6dyBDZeTU4UV1Yn7BVfMSPLyumz3teSIBlQ9fU42UUJM0GJPUBhHg8hgAACAASURBVCQF+vOS7v7h0dK9GYeamMmBtEd3v0N5VCMZVBDnUYTT8VIyRpUoUeKcImR3UHhtJd7OtegTFmK98uch13PVs/lFz2U0qoIZuzZQnl+FvuAu7KMov3q6SYfGErr5H7DW3YuXOoAx7RIYuxD7FJYdN3VByKcOeKQOEQuo2M4Ii26mZ9AQdQgrh9XXBWUnJyoolxhP4F3/gPXyn8GxqK0KUSg3KYjjT+M6ETxPcsHYIA+sUQfK96oK3HBRGX5TJX3qu3TUlIUU/u7Wev79oTbauiwaK318bEU1geOwJwhFGaLzBPDS9nRRi6HsxD2Ko8X5WEVNSnAVg7f6u6Xux/Ekx2NHCeiSz9xSx7fvaebOeZJp+l5iIoVh2xRkA444WUYpyQ8fPkBrVzGS1HYl/++xHsZVG1SXndxtr5nvpPDE0IIp1jP/jW/MBWR81Sf1vUuUgGKFaXfq1Wi9u4ZfVDUwzrKI8BKjiqoqPP5S54AhqjphcN2iMr5/bwvd/Q6Lp0WZ2ehnXMLiW/f00NZdnEfLIjq3XFLBL59oZ3+PzdSm0etTqgB3/7qHzpQLuKhKiH9c8ZdMaFvHkumzeXR9z5DHVycNLpwYYXK9n2mxFOYf/jTkuki1MSXYybZ4ORemV2I/8kss6SGCcUI3fJ50YGiqqkBy2QVRokGNHa05apIm/TmX3z7VwRfuHIOhDm4cPQlNVT527R/UlRICKmMGT7+R4T8fKeq6KQL++sZa5jSZ51PG3XFRMkaVKFHinMGggNO9H/nSfUhAqBrGzMuxNq1CCUSxF72ff3zcZGtbCoAxZU18YWqKeLYD23/mHxQ8zyMVmYjvqs+guQWySuiUh/QmQ4L3X1XF9+8brJw3d2KIhoqRT6uOP1bcALtv8iRpJv0igrQEYfPEDUS6rhar+llFQ4/tadjxaZhXz0BISNmn37hQFYEvvqeRrfuyWLZkQp2f+sTpSQE7FjxPMrZc5ct31ZPOe0QCKoY4vu/TcUf+rS3Ho6iKcn5hmhqe52GfAeMTwCsfhxaIIrODKaX2/DsIyOOpD1Q0cDUkFH7w/ijigX9EdrcggQJgXvtp3Nr5J8U4nMs7vNE8PN6wo9emumz03kdRBBo2LtpgGkmhH7y3eM2lB7l+KBmj3hYhijo2JV3PE6OghvDKpmAsug1rzW8G2s1lHyDvKysdjs9jhIB0fnDNufLCBP/xcOuAJt+f1nbhegl8CL6wpIMvPFVOV8qhM2VTsD2mNwaoiBtkci4IBSFAnuA+dHNzns7U4LzpevCrV3Q+N0vwzjk+8naUZzf2EQ1qfPiyMA0dT1PR1MBDu+OoqQzzRlhIhJTcNSuH/fDPB9pkpgdr5Q8xrvsCFuaQx5ua4ME1nVQmTLbuyw5IFAR9g3tbVRVsbs5wxdwED6/rovlAgZBP5b1XVqJrCj99dLDAgCfh/z7Qyrc+3ETU95a+CbC9YtqfrpweJ+mZRMkYVaJEiXMGzUrhZFMDfxfWP4hSVo8551oyk67mr37aQyozuODt7XTZ55tI3Du+w9bpIu+qQOC0KPoq0uPCcT6++oEmWrstYkGVhnIdUx15NbX8FdhLP4H/mR8UD2mqRu+ij7OhK8Qv7tnNF+9qoOI4MwY0JIG+rdhvPA2uRWTqMvKJiVgURckL1plxyIfiwbwiKKmY5B9sPMHuCQGKopySSB6fKvEFBSfS6eq4xvgaP9tbB8sXV8YNahI6Z/vpKOsqtPc6BE2FyohyxM25LQU72x1e3NJDNKQxe3yYurhAnuYDuBaKkbv6i7jNG1EKvXg1M9ECQRw9etw/j5Rg9uym0N0ypN166j8x3z2NvDL6URo+U6WhwmBPx9D0jkR49La8fqcHse1Z3K1rMBpmok67grSeRAbLUKrGI/s7kZliFKAwg8jwmV43c/SwPUFbr0Mq61IZ0ykLHV2qSiov2LAnS0tngQvGhWiq0NDPPxv1qGFLDaZdgzlmFmS6IVxOIViDK4/PCaKqAkVRsE9lKHaJUcdxPK6cG+P5TSkUAQXbG9hKxsMa2bzLqg29jK+uYHphL3fMTfK/nyxeb6ry0dlncd9znYyvDbD6jaKB6MaLktTFju9mVRRBT3r4HrwzDfmKKSTu/R/81Xu+z12LDNRNKwmsfhCZT+NXVC69+Iv85OUgsyZfibHpTVkQoTLc2BgS7OStr+zt347hZLC0ocaomF9w27KKIRUrVyxIUhlViw4FoN8SvLQtzcZdGZbOjHHR9CgF2+OV7WnGVvuGGZUKtiST94j6Br8b2xO8tifPb585gCIEty8rZ2q9gXbm+yZPGiVjVIkSJc4ZPM2PGowOOS57nc3khUHv+FtIZzuHPcc1I7jBs6ii3hmAgqQ+LqiPH1rMj3DQkJJ07UJ2LqrG7/TRS4Q9/Ql2tWdIZV1+9ng7n76x6pgFrAECqW1kf/eVAZ0be9OzBG76HFZy5nF8qrOLgN2FaH4Ft2M3vsY52BWTsJTA6e7WEfEpHh+/roZH1/fw2q40k+oCXDs/QXQUouNOJ2398O179tDRW9Qnuu3SCpZNC2OoIxukXm+2+M6bKis+tLabz9/ZQG30VPV4ZGzhIxrx0V83AddyiIk0MlpD/kRTmJ3hmh8ynz5phReEUPjENeXc/au2Aa2z6+cFqUuOTuVMAxvvmf/E3bGuqM2jm3gv30dgwlK20cQL5Z/BX55jbryLmi2/xlj2QTJ6/Gy3tx4Vtge/fbabR14sptUoAv721nqm1xlH1GDLWIKv/rqZtu7iWHlwbTcfvqaKS6YGS1FSJ4AtTOzIWIiMPe7XUBRBR0+BJ15L0dXvcfmsEOOq/SjKeXx6PsuZlHT4/LUGv39VEDAVZo4NMmdCmP3dFpGARsBUCKk2wgxQp2YAP3MnhnnilR62NGd55+KyIVFA67f1840PNlEVOfoxISW09Hps3pdjTLk57Po1c8P0uBrbpn6B7vUWN1q/xdv4+OA06rlUtK0iYy3nES7l4vl1JNvWQNVEmLyMGn8FSm9q2OsqleNwtRGcIFKyZEqQcdWNdPTZlAU8GvJvYK55CW3iEvLJ8Wzc5dJQ6ePl7WmeeHkwdfA9l1cS0AWmLijYg/NVPKQRD6m8efJv6XEI6B53LIkQDmg8vL4Hv5lkQuX5a5I5fz95iRIlzjkKaohgMIL3jo/jPvMTsAsQrUZc9nEcBIunFUN9DxENqpTV1ZzRAtLnAvGAwJzYxI42i/09Fht297O5uSisunVfjgMpSWX42F5T0xScravBc3GXfpTW8HT6C1CNoEJzyTlnvgbY8eJ3U9j3fx3ZvQ8AZ8NjGBfdjjvtetwz/NxWHpTcuSzBjRcl8GnFSLuz2RDloPAfD7XQ0TuoT/Tzx9sZV+1nXPlwT7ErVO55emiUUDrvsq0lS0MyhHOqSr4dhoyeRKsow1Qgf5i0ymMmUQ+qPqQaqD5nBZYWOWkGmpoyk+98sIb2njwhv0Z5zAAxOlteLdeJtWMdxswrcDt2o1Y0ooQTbExF+dIf9g58Z2+MTfI3V34a19QRQpx2QfzDIYTA8LKAwFKGe/ePhf293oAhCgZTVf75Q40ER5AI8xB09nvs77W4dHacx9d3D9xLv1jZwdxxTcelT1fi+NE1BU8Oaud19ub57M9aBw7Zazan+bubKpnRFDyr5+7zGdNNM+25zzKlYS6Z8NXkm+r56SODxqWapMHfLzegx0b4I8TDkusWJrn7Z7u5ZGaMVRuGVgf2PHhjb5bqGUc/Jrbsd/jar/YCMK7Gz18sr+bhdZ2k8x7Xz/Ezp8bi3x5Ps2Wfy4TaDO8szw7TNNScLIam8Kt1Lvf7xnPZzAu4c6qGZcRASqxIHcbi27FW/xqQiEAU4/KPkWa48QuKBSjq4gqT/D0UfvNZ8Dycuhl4q3+NueBmejJj0VTBhFo/21pyKAIumRll6fQIftXlf717DP/2xxZ60g7lUZ1Pv6uOgD64jgpVYXdrip88VnSMCwF/fW2C9s40k2sS56VeJZSMUSVKlDiHkBKyoTH4zAjilq/jWBYyXI6nh2jdWyAe1rjhojJe25mmtsxkYl2AdM4j4S/lApxsApok7Ff45j3tQ9qnNwZ56IUu7rq0HP1YtYg8iX3xx/hF8yQefa0fKFbs+tJtPsZUh+nOSLKWJBZUi9pU54iHXendN2CIOoT1/O8wJywlqydOU6+OAc8jMNRZeNbSn4dtLblh7R29FuPKfcPaPU9SGEEjakTx/9OE58lRzQDOBaoJ3PoV7NW/Rva0os28Em/iJSfVcOp5EPAbNPlHJxpqCEIBBEplE0q8msK6P+JWTuJ3qUENrI9drLI48wDil0/jmAH8l7yfQsMihKbjuvKMifYxZA5974vYa34Likrgojuxqmdhi+P73lK54dFuqaxLwZYE9aJ4shCgF3pxsyke3hnhv1YWD2a6KnjPFVX8flUHfRkXy5EM+ZqEIGsJdE2ii5G/P1cKWnoc+jIuFTGd8rA4D9Xojg9D5rHeeAXl5YfRopWoM64kF65nc3N2SLQHwK9X9TC9sSSEfrbiGFHU2kmw83lEYiL3r/EPud7aZXGgT6GhrJGyxBj+5UPguBAwFSzHw9SG31WGrhy1IcqWCj97bND4taM1R2tngc/dGKW69SlCO59gR/UX2bKvMHC9c/YyynesHvI63tQr6NhSjKasjmlcOUUg9cEIcVuYyOkrMMfOQxYyyHAFGe0o0s7bt1Kon8/Gsmv40xadsgBcl7GZ2eDnf/3nHpbNinH5nDhBn8qqDX387LF2rpiboGB5vO+KSmrKTOJBgakUK/5qMo+rmHSkXH76+GCGhpTww0d6+Oe7ys9YZ8WpoGSMKlHiPEEIgemmQQgKSvCcnfg8KchqcdDicGivJCXlUYPv/H4f0YDGxLoAzQcKvLojzVc/2Mg5cSo+C6hNaHzypjoO9BU93x09BSbVB+hNO1ieKG5mjvIU7DgegYmL2NefHDBEQTEy5X8/1MMdlxl874/7Biqf3LasgoYynaBxDvzW3gjpTWopfOB0EDShvtyk+cDQ+MrD6ROZquS6hWX8+M9tA22aKphYFxiVqChdV9DsfhAKefxnROSCJyEdakK/6u9QPIu8GjhjjDHHg+UvR5+9HCUQI/vYNwEJmknu4IG9Nqkz33kWbWtRaEXm0xQe+T4HLouzRY4jb3tMqPZTGzv9aU76/tcpPPKDgb8zL/6Jzosm05EXJCPaMRtzEmEdRRkqZzi22ofPVGjpdVn5cie243F5U5aQWuC/Vg6mcNqu5HfPdHDZ7Dj3PtfJtQsShH1FuZZUQXDPqk5WbeyjMmbwkWurGV+hDozvgN0F+7eS6+nEMJp4dGOUV/fafOrmOuY2mWf1eDsVCCFQOnawr8eG2qXEtj2EeONprBu+hvT8wx7vIYo/jCiZ+s5GLHSCl34EufKHeKqf/EgOEj2MEw2gCYkmwK8JPnBVFT96qI27Lq9iR9ugEyZgKkypHz5ODofrSfrfYrjOWR77D6QZ99rvkL4Q0ggCxb2dJ+FHr8T42CV/T/mOBwGJnH09u7Qm/vE9CsK1iPtBMQPYcuiYdKSK46+BQ907mqlAUVifWMH3H7eBYj/Xbhd868OCu9/TwG+e7mBSfYBv3TOYbv/cGyk+tLya/3iojZBP5SvvayBhdOK99jDO9nVotZPpH/9+3joVFWxJPm/hK3STMxLn7NnsSKh333336e7D6SQGfDKXs86IDVuJM5Ng0CSbHa55cTZheDl8u59FblqJ2tuCQR4ZjOONUtrC2UDQFNSUB3h+U4q9HQVsx+OTN9VTHxejev+fC+PlZJG1Bc++nmL91n6e3dhHTdJkelOI1m6LR17spqPPpTzuO+q0DDcQY/cBl9VbhkamZPIejVU+NuzKANCbLorWG4ZCbUI/o2yPxzNedNPA69xN39JP0Tv3/XRPfRcvhK5g8wGNgF8nZJ7+Q+75giok4+vDrN2Uwj4Y6rN8foL5E4LoI2SKSgnlcYOGSj+9aYdx1X7+4ppqGstVDhPsMYQjjRfD7sNsfgH3yf9Abn0WfySCEorjiDPDUOmh4Ar9rN9veQjUynGoqRacbWsBELleYjOXsnqHx/LpGjP2/Bzs/NAnJsbwjacCTG8M8d0/NnPh5BgR38m9V480XnRVIJ/9CbKvAwCZbGRV/cf42n39PPt6isde6qUy6WPMMWhtdfW7NFUH2N2eJ295jK/xc9mcBIaq8IX/2sWOtjx7Ogo8ucVjzswaVr+RHjIdF2zJ4mkRZo8PsWx6pFhpSgj+6/EDrNqYQkpI51xWbezjoukxgobA7/Ti3P9V3A2PobRsILL3GeYtu5ArJgvqrO34RYFO20e/reHXi5FZJYaSynusa4/wwoEYXUYtvbVLiBt5HH8ZgcoaQgGdtm5rIKrzo1fGqS47tpRORREoqsJZPwGcI9hqEHXCIgKJJDn8bNk3uI8ydYWbL65ANQcNTFJCdVxn7sQIioDL5sSJBTXmTw5z52UVlB9DIRpDE6iaymsH92gAigLvXuCjLBnBmHMtMlaL4uR436wUK5p6aKwyebq9kj3xhTzYO5Mfr9UpTwR4eWeORVNjeIqBHJbId3w4/jjfe7RAOu9SW2awZFqUSFBDU1VmjjG4eGaMe1d309I1dG4N+TQ8KelM2cSCCpN3/jfOxiegkMXr3IuoGMfKPWHcN1mkYiGNm6YVEH/8HIHGqdj+c0/DVghBIGAAfA/ofev18+ckWqLEeYzetQ1FeBTMGF1aDf6sSyzbhh1sOt1dO2UoSBZMMBn7obH0ZhzKIxqJACWP6WggoCsNLV0WflOhLqnj14Z+rxLBrg6LVMZlbLWfq+cnuffZA0yo9fPAmk4KtuS1nRle3NrPF+6ox1TePkrE8TSqksNToaY2BNjVNvQg+PqeDE1VPnKOgk85u6sBpZQEu+d+ll8/dYBFU23uebpjQKhZUeAr722kIXn0IfMlToymMsHXPthEW7dNyK9QHdMwjjB+g5pk0QQfiyfXIwS4tsMwd+kxoqoCo3Uz+T9/f6At9+C38d/wWfLls07otUsMp6CG0ILlGNMuRUnWIvMZFoZ28c1bJ7C2WUfGayHTM+Q5ti/B3Alh+jI2Y6v8rHy5hw+8o+y06YR4gBquGPi7a9KN/PixoYerHz+8nyn1TSSOEPSgKIKcLVAVSTigcs/THSydGSPsV2nuKLDqtR7aav3DUj8ff7mfKQ1BXt89eCCtjOksnBzCr8qBCIF0AVa/MVSI2POgtdumPGSgdO9BdrdAoh4vMQZDEWip3Zirf4U7dhGt9kJE1ODx7T6iET9XXFA0cpUoIhWFh17s5aF13QNtcyaEiM9/N/c9381LO/YSDarccWkFe9qzzGnUmVhT/D2FKB40R9pHqYrE56ZQHIs+EeLBV23e2JPj4hlRZjb6Ceil3+B0Y2GAbrB8niAW0nj85V7qy01uXlJGPKAMi9JRhaQ+oVCfMCgvDzO5SkNKkPLY9AU9T7J0WhhdFfxpXTdlYcEdF9hUrf4OBddCn3gxUTXPnYHHcJ97GIBKoTBt+d/wT2trMQ2dO9+R4DdPdXD7peWjvo93zQiGluLmpeWksg5rNqWoihuUx43imJcSdQQBf0UB7+AX0dZdQOaGylLEX/4pn7/lW3zn/i56D+pK/c3yAMFXf4xbyFJ46LuYt/0zeeU4S0yfpZSMUSVKnONomoKS7aG1EOEX+yexZluBsojOxy81mDbRo+CcR2HWXlFAuTxYFKwZTV2U8wEP2N8nae22iIU06pMapiLZ0+Xx5f/eg3MwMmRqQ4C/fmf1kM3mjg6Hb/12MKT5pW0pvnRzDDfTwfuW+PnZc0VP+t6OAq3dDk1lRzcuy2Mmn7mhgh/+uZNM3mN8lcmdl1XwhZ/uHvK48TXF05TlePhOgozMaKMoEHD7ENIjZyRw3qQp1JmR/OD+VhxX0t1vDxiioHhI+92qTpbOiDB9TPEzd/e7BHwK8YAoeaVHICj7EX2tYAYpBKuxvWMTv/c8SPglidpDW6q3n1ikBOk4x9HbkTE0ibNh5bB2Z+tzBBrmlaI1TwKFUDWalcN65ucDbWMX3kx9Mo455nJy+7eBU0zfVCrHkY6OZ89LeTJ5hzsvjlLI5k5rlI7rSvyzrsbZ8iw4FinXh6EpXNBo0pfzeKO5gONK0lmXhH/keyLvCJ7fkuHR9d1cPidBZdzgkzfX8eDzXfxpW5qAqfDFuxp49vW+Yc+VnsdtF+p8o00hW/AoixQFf+P0ISwLy4jjSAVdLUYP9PQPvV/CmoWGgmdbdC79Wx5rq+T1/QqLJwe4yH4R5n+Yn+6exNpHLBTFYcV8ndYum/Y+l7r42bXvEUKQsUFVBD519Io+CCH+P3vnGSdHdebr51RVV+eZ6Z6enJVzQhJIQoAQIJFFDjbI2Dhe+zqtr71eB2zjCLbX9s9er73rADaYnLMAIZBQQgHFEQoz0mhy7Nxd4dwPLc2oNQIkkFDq59P0qTDV3aeqz/mf9/2/tIVtnl/VndW+5p0oM8fm0xHOPMv6YhZ/fKaFuz9dS7FfwbAEe7stWnsMXLpCvkelIqD2i3xusw9Hz66Mn1pzPc7CKuZMvZ0XVrv4w1MxLjsryPWzArnfoxMEr0Ny0SQ/5433oymAlIeVLvZhRCC3Jpk7wcfsMT48ZjeO1s0w83pkqI64oxBveCepdc8NHCBt5Kt/5PrZd3L/Kos/PdPMkDIn42s873ut+ys/Hs71CiHI693G7ecGeHFrur/oUW/U5OcP7Oau2+sIemwuOTPI8q3h/i6sKDCsws3i9ZnAn3NHaFgv784+eayHsb5OfvmJUqKRGAVmF641f8Vq2px5i9EulFQY3DkxKkeOHKcQUkLaXci96wtYvj0zMO7oM7jzCYNf3eYnWHBil4PPcWKgKIK3dqT4zWNNBHwaF49T0NM+SitC/PX53f1CFMDmxjiNHWlGl2fSg4QieHzpgGljvlfjh3MjFL98FzLaRVVeCaMu/gLfed5JPGVzZBWjBZOH+fnV7W6SaYt8n4OUqTBzbB5vbMysphfmaUwd4cepK/hOAiHKJRM4GlaSXPYQWAauKZcih88ipmXCtzt6DbrCJsUFDuLJwcJHLGmxfEuEWFKyaE03u9tTOFTBJy8uZcYID8qJlKd4nPHHG0k++QtkpAuEgn7m1SjjLiUlDt//4oRAKOAabCgsXH5M8+SOBDxRSfe0wzvLs9pSKx5Dv/7HpF76Pa6Z14FtYXsLiRaO5pt/6kNK2N2e4u1dcX5+uYEzbmPqRcfpHUDMV4Pnxp9B2zvUFJbwa207BTtfwggGaZs8n98u9+7zP8t+ZqQs2Ntt0dFn4tQVbjivmD8/20I4nulr86cF+PntdfhdCn4nzBqbz7MrurMCAC8fnWT4mz/h11d9hYi3hgKfSqBlOekn/heZiqONOQ/H9OsQjgCfvbSMnz+wp3/iN7HaQUXjM+iuSTQ4R3LXCz209WYE150tSTomjSfoFazYEQUygvGTy3v4+AUldEdMKgMnwQ/BPmKG4KW1fTyzogufW+WT80sZW+n80M9xpxVFbVhB2j/jkIGZihB0RwYqYEoJu9oMCjwunn0rzCOvdwCZ6KiPzy2hO6wxdagLkGjt9SSXP4jdlSm0Ibv2kP/KT/nkWXfw65fh2ZXdzJsSIH9wYHOO44RtZ7yhPsrhgW1LNAXSeoB09azsjYnwoP1lIszIIptrZ4dQFUF5UMOlvvsFmxI6wjY9MZttTXFCeQ5GVnso9r57JJc73UXy8Z8QOvurLNucLQoZpmRvV5qgR6esQOM/bq5h8fpedE0wbWQej73RTijPwTWzQ4wUG9AnzCW97oX+47WaiUhvEIdwUuHuJP3P72Ed8IELfyG2M+8wPrlTi5wYlSPHKY5l2cTcVSzf3pXVbkto7jEJFhynC8txUtGXFPz52WbmjNJYWLcDd6gEo2sL6ppOvjlzPH9Zn8+KHQMD10jcAvZ51cjs8c2t022Klt6NTO/zKAi3Ubb8V9w47T94dbuDkgKNw4ku2Y9tS9y6ilvPrN67NcknLyxi3tRCeqMmTl1gmZKaYv2kEGL0znriL/xX/+vkG/fhcnpQhl2IbWdSYRQB7b0GNSWDR/PTRuXx6OsdtPWkqS52ZTzSLMl/P93C0NvrKM3LmaYAuESa1OK/ZoQoAGmTXv4wrvJRpArHHd+LO0ISSRv/xPmY21cOGNxrTrQRM4inc2LU0UYIsJLJwRukja1ohM//FvGuVhS3B9Wbx08fTWZNfkxLsjPspnrTItQzbuJ4VfSWUhJzlyPqKvDsfBV16R8z6XtAeeMqfnrtz7CdmYmbLQSxFGgK3P9aV38EAMBnLi3H61L7xajnV/Vw1qg8yvIynowVBYIf31bLS2t6SZs2884oYLinG636O/jdRbilgq/vHZLP/ab/nOamV3B48lGm3MDYShd3Xedkb5eJT0tTHVmDd8NjWIkm3qn8Am292X08Ymj0daS5Y75Fod1BQvHwRmuQlq40U4ZmFuAkgp4ExFI20YRJVaGO7wQrcKEogtc3RXj0jcxiTsowuevBJn78iVqqgh8suksIaA3blGx9Fm3do5Sc72dYRRXbD6gKGsp34HMpxA5a7OiLW+zqMPuFKMiIVA8v6eDKWSFiaRcBNY6MtPcLUf0YScrVbqAARQjE4ZjkHXztiiBpgkPhpPgtz/EhyC/NLLLIgT6oFA8FTwHDPfvli3fvA0JAfbNBd8Tiz88097eXF+p847oqCj3vcmy0C9IJHH278brG7xvLDuDQFHb32OS5wetWSaQsGtoM1m6PMmNMPraU1AZtPF2tWLbEe/W/Y4c7EU5P5mqtJELPY3lbASPO+jS+lX8B20S4fOiXfI246juhfE0/CnJiVI4cpwFOt4ugX6P7oDB3r2oghDgtqzfkODLiqUxqwGfHtaBZkH75DyiRNJMCkwAAIABJREFUTiTg5wm+PPdL/Ee0jl1tmQlaRWhg5VlKyZUzCvsNxUvUPkhnm47LeB9nlicZN6SYo/FLrAlJTVBQU6iTtsCpgTwJ/ME0TWBsXzmo3di8BNews4njorRA5fIZhTyxrIvX1vdy+yVlLF7fSzJtM3t8Ptv3xkmmbYJ+R795+346+gxK806eqIAjwWVHUCJtCM1J2lPyvuXptXQfyb1bB28Id8BJ6CGaLByO+7o7sPdsBEVFqRxLrGAYWB+83+t2HEdvY+YzyS/BKKghLXLhDFICgXKEtwAZGxBlRPEQNF8BwbVPk9+yDZkIkyidiG2fP+gcTsXG2rEGdfI1WBzfe1K346RXPpLdaJm4urcTy6ukLym495V2Vm6N8JVrKrOEKIB7X2rlC1dW8MsDqkt1RQyGFO1L75NQUaCw8IIiuqIW7T1pml3FhHyZbUKA3bZj0HWZmxfjmHg5hualpmUR5Qem7QAojkMKeboKnxjVgv7ivmqHwDU102me8Cny3Cpg443vwbNzFbJ7D6JmCpv31EFV5QklSCVNePGtnkHt9U0Jaoq8hyys+n60hCUN2/dSseEpADyLf8v/WfB7ntvoYs32KKOrPFwxI0iiowVVof/znTLcx+72ZL8nzoEk0pmIZsOGnb2CEQ43aM7+NNX+/ZSMEHjFjELy3eKIfpOjacGr6/tYtK6XiqCTj80tpvIoF6DJceKQcJXgWfBtUi/+HhnrQSkbjn7B/yHK4f3+JC2FSMziX69m+zY1d6XZ1ZYkNMR56L7jDaBWjMa38xU+NXMS/7koc5PNGpvP6BoPibTN6m1RFq/v4YsLKpg7Jchfn2+hJ2ry6roePn9lOZoZZnfRbMpCrcSe+DFYmXGYVjMBrbYHl6+YLTuKeaB5GDdM+yE+4rSk86i1q6g4DftzTozKkeM0QHO6+MLFQX78UHv/w3fqECd1QTsnRJ1gqCromNhCI3X0LGU+NAGvypcvzUfZ9gBy5GyIdGZtF8vv5XNzf8pPnjD59MWllBVkr9oOLXHw3Y/X8OLqHlz56qAVL1SNYtqJ7NmIWnotSHF0jH2lRD/oX53IWBY480KD2hVfEHtfVTSXKrlkaoDxdT66IwbFBQ6+fGmA59YmeHJZxjvLoQlmjcvnD0/uzTpPJuXm1MOXaiX12J2Y+/qlNv5ClOk3klIGp67tx9S8qKXDsFq3H3Sy4LG81GOGYSkYecNRJwzPRLLYfCghyoGBuuZhUmuf7W/Tz7oWe8JVmPLIfLVORVRvgNT876Ctvh+1fRt29Rmo069BdjQgFIG1dwsAzmg3t06fw88O0FEKfBpDlN2otVNIK/qRBIIeG4QA7RCCmKJhC8G9L7ezsj5TZt0wDy1GaAflVxfn66Qs2NNl7XtO6exui/M/z7dmTq3At26oZnS5Ayklwn+I515hJUmc7Okw8Qy7jsKeLrTG/WK9QJ18CV1bDYaWu9nRPLDAsWCShvPFPyMPWNhwNK6katIlSLUAb7qd9NO/wN5XSZD6ZYyZtoCdievw6SdO39aUjKl7Z5+R1W5YkvWNBiPKdJzvkaZ0KHa2JEkZAuFwIi0DpI3Z207SCHDdOUVs25vgry+08LUrivjux1Xqm+K4dQVhmyxaF6aqyIlDE1n9oDSgUxbUaek2+Nm/WvjtNTWUTbuC5JsP9e+jTpzPzmSIr16dx+hKZ78QJQ7HylAInlzezfOrM8JcT8Tke/c08Ivb6yjMOU2cktgIYkXjcN7wCxQzgeXMJ4rzsI+XNjgcConU4IdrypCHXIj3GF3QsAqhu9GrxjLduZU7L64knl/Hc6v7+J9nWwCoLXFx7bnF/OrhJu7+7BA+f0UF7T1pykNOFq/r4b7GJJ+e66d49d/6hSgAs/FttJoJGM/czYKpt7KicTx3LwLwACbfqbQ4HaWZ0+8d58hxGmJZkvHlkl/d7KepI4VftxhSquDwF2LktKgTBrfZg7rjLYxNryL8QfxTLicRGIF5vCcqgK5YTCpKoLQFDzlwlOkkPifc9ala3I7B5peqkIws1VCmB/G4fRhn3oJj+d/3bRW4zrmV1KbXaZvyRV5d3E0iZTNnUgHVQeUIPaRObqSUqEOmIdY+j9zvmaA50adcQp81MElyazYjSlQoUREClEQfF4+FsZWFGFKjusRN2rRx6xlzYCHg5jnFlOSfXMa9h4NDWJhv/gt5gEBqbngJ57DppELj3/W4lOLBf+5CEk//ChnrAQT65PmYBdUfwVUfO6yjlJWnx1qzhCiA9IpH0YefjekqPTr/5CRGERIlVIVxwdfBiqM4vaSlQG1cheL2I1w+ZDIK6QRjd/yNn9z6b6zdFiHgSDLO20Jo10soF37puKXoHUhauPDM+hipp37R3yZcPigZQSxJvxAFkO9R0TVB+gAxYmi5G7Hv0aIqcNP5JZQGVB58vZuXDojsufG8YsZUu9m8O4Ftw++fbObOT9TSEzWpCwzDUToMe784rDmRZ32MRRuTWDa89FY3U4Yu5MYLZuPt2IA66lwSeXXMmagwvMJNV8Skfk+c6mIXDhnbd09nI5IRbCkRXY0DQtQ+jDXPUD3sHAzKj8ZHelRQkNx8fjHfv2egQEhZUMe0JH96poXb5pUyuc6JOIJFRbeu8NDbNjPOvBHf8v/Bqp3GP9e7WdcQZsnbAz49LVENXZUMKXYQlF1UbLqH2bWlpOquoiJUxZ+faaY7YlJV5OSWC0upLXLw8wf3Ytnw/Rd1vjl3KjWXD0NJ9aHmhUgXDOEihwfTtAGJKmxckT3I5i0I3QNlo4g5iw95zbEUvLjmoOqUpmRvZ5rC6lMz0jdHRqRMqn5Q/Ud8rEeXKEgumBLIMuh3OgQ1Jc5BZuYuO4b57F3Y7Q0AmLvW4Bg9mzFnTmBxYyYNDzILCWnTpqvPoCSgs7czzZgqJ9GEws6WBK+s6+W6c4vp7u6FnuzFQACsjLDs3fAwV4yfwN+WQjDPgWnZlAYcnHY5euTEqBw5ThtSip9QaR5VpQmkopKwHDkh6gRC01SULa+TfOO+TEPbDsxd63Bd90Oi/rrje3H7cGgKSqgG0503KAQ/OfYyOg0Pddq7V/qxbUltoUpvVCVQNxG9+FuISDtKfhHGzrXsGXUz/35fZ/+g+9X1vXz/lhqGFp04K9UfBWF3Ff5rvw/tO5G2iVJUm+kD7zJplRIsV5ACNxQUDqz2CaFy1+11dIRN/G6FQp9ySvpsqFYCq2nT4A29rfAeYpSUEMkbjueq70K4FaF7MfzlpLQjH/jux6mYOGOZyI+Ut4zUEVbmO5GQxqE9kTCSHGamxCmPbUtURcFWfP3VWUWohuTTd+M665qML56ZRi0dzpASJ0OKHThi7UizBGv0t4idIEb5UkKqdDza1T8gufVNUs4gnaEpiGQRoXxBYZ5GVzizwv/ymh6+uKCSBxa3s7czxfg6LxdNDdLek+bm80uoLnYyrlJnb4+VJUQBPPx6B9+4oZrN9zUC0BczWVEf4R+L2tBU+PlNX6NWaUEaKVpFCd95wKI32oamChZeVMpDr7UzddRkRs84sz9ytsAFwWodobhIGRYPvNrO7mFOvlh7BnbDWwP/XCg4QpVYcOhQWWnjUMEYvOW4UhXMVCTcuieBokA8afPIGx3YNrT1pulL6BQcwf04tNSFlPD3hhFce/Y38bgUGl/K/jw+PidIKLKVvB0vgm3RWXMhe8d8jLIXv03PiMu558VWZozNx+9WaetJc9cDu7ljYS0+d0aR7Owz+cajAH4WXjSMC2q9mXHBAStr7p7tJB++o/+7EO48vNfdeUhBSlHA71bpi2Ur7U7Hqbe4kuPoYNuS0ZUuQgU6eR6V1zf0URLQuersEBUFyqBwPDW8F3OfELUfY8vrKLNvZVNDDI9T4etzbKrja3Eku4mVTyVfL6XIa1FotzPUp7J2v46uwpLtcOaQs9C2v5F9YdpAdNfEWp3/qYyRb7UgzDRKKk3cWYu532/1NCEnRuXIcRohpSSOC3J+ticceqqT9JpnshstAzp3wQkiRqVcRehmCjXWSerKO5Brn8ARaaGvbi6rzbFMDbz/D6gqJIV+BwbliLwS9KIoVs9e1LFzWLklgGllp/89sayTr11VyiHL/ZzCRFwVUF0x0HAY0ROZsZU84LXE7wR/v5h3an6GpupBq52MuWVJ9oZAxaEPOAAJxNzl4P7w0RA+owNr9WPENy0GwDH+fPKnXIYd60U4fSR9ZaStk0eckv4ShDeQFWEiAuXY3uNX/W0/0bSgudtAU9+/otJHjRGowzH5EpKv3weaA6V8JIy9iLSlAArpo9DXjgUJW+f7z/qw7Qu48IwgLbvTbFvWwqShPr5wRQU/ua8Ry4YV9RGGV7r45PxSLBuSKYs170R4dV0vPpfKjxbWYNs2toArZ4bYsjvGtqYE4+u8TBjiQ1My/itLN/VRW+piT0dmUcO04Ov/6OWuT4/Bdki++b8N/ddmWpKHl7QzZ1KAPR0pRpZmT19sW4JtMWu0H9vOCGbN8z5GuaJg71yF8IeQ532OzZFCKpyQV1iD8OQj433959DHz8XylZ144yMJPpfCv15ty/oZLAvq9ESOPJc/zyW545Zq6puSrIkHmT7Ez6cuSdPUkam6+ubmMBeUd6A/+UP2/2YU7VpJ74Xfpfei7xM1NVq60zyzPLsoTnfY4JrZId7eFeuf53ucChPrvIMWqHRhYrz5QJYoKBNhaN6EGFI8aH+PAz45r5RfPzoQaVJX6qQqdHpGkuQ4PFyapDogqDmrgAsmF+BQQZXWofNC9zdpTpKj5xP21uBLtuGRNuNLLaaV2ox56yeZaFdA3/ICV1z0NehJYLz5EnrFmVQUZrwBmzvTxA2VjcWXMyGdQNn9FsLlwzntSoz6ZQA4Z95EtdyL+c4SUtve7L8M5wWfwR56fv/ixulATozKkSNHjhMBoSE0ffCwSj1xHtMmKsqIC3H0NaKmonRM+xzdEYM0DiYXuXAf4WJO2lZJK/lQmI+iCGz6Bu1j2SBkbriZ490xpYJz2rVY7TuRXU2AwDH1CoxA7Ud2DYoCNK7F2PhKf5vx9iK0UDWJ5Y9COo5r1o2I4eeREh/c5MSOR3BbYQzNhymPbVRAQs3Dd9V3Md64F2vvZtSaiThm3kz0PXy4jjZCgCUFmiKxbRBC0BmT/OAfjf3m/MPK3Xz1qnL8zhPjKZFWPGgTr0EfeS6YKSxvEbGTIJSsLyFp6kgxd3KA1zf0srMlExnX0Jpk/Y4oP1xYx9Y9cQI+jY7uON7ubRSZe9HdHoaNH8LEmiKGVPgp1yPs6la555U+GlpTTBrm49s3FxGOW7R0pfnzMy0E8zQ+dXEpqqLwl+dbCPg1bjivmAKfhmGDyuDc7L6YhdupUBV6F+NhwOuQXDLFz/kT8nCokmjxl1Gmh2nohje3CsbUgtpn4yosw3/VtzE3vYLV0Yhj+FlQO5W4dWLmhBd6BV+5ppI/PtVMPGUTyndwxcwQbT0pCtyHY7qUTYELzhzmQgjY3W3xhyf29qdzXzkzhNq5noN/dfN3vMjKus8zLGju84dK929TREYcK/IJfvrJOtbvjOHWBeNrvYR8A5cnhEBRBMKykInBv/cyEQXEoP8tpWRCjYs7P1HLzpYkAb/G0FInHseJcc/nOHGREqRh4VJ4z4GklV+BKBvOntEL+c83dJq7TArzKvnKEB/ji3tQuvf0C1H70Vb/C9fZNxFv3Y7ur2TsBCdnjPDz+sZebptXxovvRHhDuZmLzruR0WUK0e2rcHoKcF72DUSoGrlzJcYBQhRAavHfcVVOJO44CauofEBOnFlOjhw5cpzGpBx+3DOuJ/nC7/vbhCcPioYcx6saTFpxkQ6MBKAAKMg7OpMs25ZMG+HnsaWdWStCC2YW5kz2c7wvMWcxrqt+iBJtRzicpNzFH8pkWxcGQlqkheuw5nkOhwNzx6pB7cbOtejDppF++yWSr92Dp6iWVGDMEV+PiyR6bwOp7buxNr6MVjIMfeo1xB3H1mw96i7HcdHXcZhxTM1L9CM0Lg+nBK9t6GNVfZTPnKsxnAZEzx58/mFMrgzw6r5CiNubE2zeneDM4SeO4GNKBdNZzBH47R53PLrA71EpCeq8vDY7vW5Xa5KemEl31GTppj6+dXYfvhd+1B/ZEsgrZuol/45HxGjetofvLioimc5se3NzmGjCIt+rsnpblHlTg3T2GcSSNut39KEq8LnLylm3I8r/Ppf5v5dML+ST80r5ywut/ddQVqhTlO+gpsiBooBEgBycFm7bEl3JrGC0RFR+en+Y+D4T45fW9PCFKyqoDGqEPTU4Zn4KVdjETU7oSASBZEqtkx/fVsfe7jS9EROPU3DxGQXvKkQpihjki3MwSUvw28f29n8+UsLjSzuZee14Kg++BlXl7YY4bsvki1dW8J+PNtHRZ+BxKnz2snKKfAKBpDxfUDHFD8iMELDvErypduSuVdidu9GGn4WYfQuJx3+a9S6VqnHv+nuvCkl1UKE6uF/Mz40Lchw9kooX88L/4Gf3tPdXHu8Km9x53x5++6liQn31pA46RpoGIEjXzeJh61Ke/ttuZozJ4+bzSygpcHDt7BAbd8V5pSHNj5/tI5g3lbmTL+DSyjyc8TYU6xBJwWYqkwp/GmXq5cSoHDly5DgBsCxIV03FveDfMXeuRvgKUeqmEHUfPCQ8dSkvEPz4E7W88FYviZTFvKkB6opyYfg5QFUkuhnBFg7SivuQ86+k8IC/NvPiMLtM3BDs7kgTjltUFulU5kk83VtJL7sfmYrjmboAo3oqaeW9o5ksy0IvHQq7N2Rfd8kQjJ1r+l/LcDscgRglJajRNqxFvyTeuRtUDeeUy7DadmAvvw/HOZ/HOMYCkSE1DDXvmN2GqiqA7OqZhlT43RPN1DfFufYMB5Vr/oTRllGfvMDHp9zE9q4p7OnIDOZ3tSWZMdL9vpPvHO+OV4cvXVnOns70IbenDMmUoT58ToUHtwrOnHEnw1ueRd/1BjLcjp7qxqp/ixb9zH4haj8bdsW46fxi3tgY5ollnXxsbgkrt4a59aISVm2NsKcjxXMrB0yGn1jWyecvLyfoV+mOWJQGdL60oIKKfIXOqOTB17tpbE9xweQAE+tcuN9lNrOzJdEvtOznqTc7mVBXjUcFw7BPOI+od8O2JYUeKPLpKIqz3wj8YDxGNzRvRHY3o1SPxwgMJa0cWqiNpSRtvYM/gW7yqcyqeCtIj5rP4vt7GVddypiA4EcLa+iOWuR5FApcZN17g6uU9ZB69AcQzaT2mVtew3HOJ3Be8lWMZfeDy48+6yYSeTW5n/scx432hN4vRO0nZdi0xHRKy4aTUrWs6niOSZdgdu2lufpinn46cx+9uTnMm5vDhPIcXH9eEf9aPFAooa0nzc6WJBoeFGkg8kLgcGXEp30oxXVYntMnKgpyYlSOHDlynDCkhZt00UT0iilYlnXUqmKdNEioKFD4zLxQxpTbOvRgO8fphdvshfVPY7z9Ioq3AO/5nyZRNBbrCNLU0lKhL26ja4I8ZybSIGkp/PaJZjbvjvfv949bJcnHftT/OvXSH3DO/xJG9az3jJAyTRvPyLMx65f1V+lSCkrRykeQWvFI/37Ce2SRTH3xNIFlf0d27s40WCapVY/jOvdWkq/di37WzRjHODrqWCGEYG+vZGdrHEUR1JW4KMvPpBx1hE3qmzLfyxmF3WjbtmYd617/MFdNnshvX828nlDnzQlRHxIpJaPKHYwMJtnR6GTZtoE4gBmjfUwvaKOnO8ymaB6LNhgs2gCfPXcB53VsQUa7cAhI792Ce9gZHLys73QomAdU39vWFGfaSD9/e6GVLy2o5G8HREDtZ/mWMHd9uo7uiEWBV8GpSHqTku/+vaFfYNrWlODG84q4dGoe8hDf/6F6hGFKNOXk7Su2Ld+1r7utMMZTP0V27ck0rH4c55xPYQ6/8JC2iz6noDKk03SQABks8OK+5ZeYu9Zi9LTQUz6LX7zkQgiT6hI3LiuCt28PRWYa6a0iITOTZyEELqMHkYpiuwtIqT6kBNHd2C9E7cdY/gDKzb9BXPszpFCJ4sj93Oc4rnhdyqBKoUJAgdlB/Klf4p5zG0bjBuxoD+aY+ezOH0dKuDFTKaAt61ydYYPK0ODQ2HlTA2g73yD54h9wzroRz8VfJPnmQ9gdu9HqJqHOvu2kSOs+muTEqBw5cuQ4wUinTzcVKhvTPIHzJXJ8pKgC2Pg8xpqnAbD72kk+9hNcN/2MmK8ma19FAafRCxLSegH7A206YoIn3+xkY0OUIWVurp5RwChXCzvaPVlCVNCvkd65YtAw0HjrSRzV00m/T9x82FWJ/+rvQtduhBCI/GJiD/6gf7tj/AUYgcMvRqAogkRfH6E96wZvNFMIbz62evKWNW/ssfnhPQ39A3+/R+Xfb6qhNs/AaQ2sFGuHil2xDPLdoKmCq2eFGFp6GuU0HENUQN/4OAuLfUyvnMyWTgejQwbjy8Koj95ByDa5tmwUhWffxp/fsPjnCoupZ12Md819mJ5ClJFnU963ganD57D6nVj/ea+YUcjrGwY8gkoCOj6Pxo7mJEvW91JZ5GTdjmw/liFlbpyKpMQ/4CHUF7e55pwiBBmxaltTgkff6GTOhHzc2mAlY1SVB4cqMKyBbQtmhXAqmfQ+IQQ9CUksaRP0qYc8x8mE0rNnQIjaR+qNf+KsnUZCKxi0v6bCxy4o5U/PNNMTMXGogmvOKaJMtGGuexaZiGCPvJAH1vpxOhV+cEslde4ejKd+jtmRqYgoXD58l36NlDuEHu8g9eyvkckowleI97KvE8sbgnWoHEjbIp6y0BzHfuItjtxWK8dpSIE7kzL828cHjPJvmVNI4epfI6NdJN+4nw0z7iRUEuKPz3WwrakDhyq4cU4x508q4JV1vf3HDa9wU5Kv8P1banjizYz9xJUzCxlVECf1zP8CkFr6L5SCMvTJ81GrxhN3FZOUp580c/q94xw5cuTIkSPHSYFuRTDffumgVgldjXCAGKXbcbT6V0m/+SBIiWveF7GEA5HsQ7NLCPd56QqbdIUjVPhNhsTvIVb+sayzpgwb0+EDoRCd8jGa9GHYUlDljZHH4UVhRbQiKMlUmxNC4LvhR9DbjHD5SedVkTzCFc8+Q6eqeCi0vZO9QdPRz/8McdV3UkYTOBwKz6/syFqBjiYsNu2KMqqqgcK1L3POyGtYUp9mt1FEpcuXZR6rDTmDia5d3Hf7CFL+Q0fF5DhyNJnE2rUGf08L07XHOSuvEHtPF3pqNoYnHxntgpatTK7ehdNRi6JCvGoGWwvOo327oLbwfGp8uyixXNxa6yeRtqktcbJ4fQ+tPZnomwKfxugaL798KBPt19yV4ppzilm6qa+/OlzArzF7rD8rAqg3KfjL863sak2iiIyvVGXIyfItYTbuTiCAMVVOPAfokhX58IOFtTyzooueiMlF04KMq3QipcQGVtTH+Z/nWjEsSdCv8a0bqijNOzFNzA8L6xAplmYaIQcvcAkBuzst/v5iK7PHF+BxKggBkwu6UB/8Dww7810o7yzny1d+m3DxRFQkNG5C7hOiAGQyirn+eYSZhurx/fepjHaReuouolf/jvpwEWMPuoeT466gS+ZT8gHfqolCLAUuBziVQy9gxU3BjtY0LV0phpa5qQ5pOE7iqLgcxxYpYcoQJ3d/po6OPoOgT6M6vQ25KhOZa1VOoCnh5/nF3WxrSgBgWJJ7F7XxnY/VsGJrmFjSpqbEyecvL8MhJEOLVP7tqrKMf5pt44iHSRsDUad2bwvJV/+K86rvYDhPzEqrx5qcGJUjR44cOXLkOCGxFR2RF0J2xLI3uPxZLx3tW0gte5DUiLnoteMx1z+N1bQJgCLg82d9hv/oHU5Hn8H4QBirfiMVNd1oahBzX9RELGkTLRqHMevL/Hh5Kc09mQlc0Bfke6UqwSMsgielJKKXQnHpB3vvtiRYmE/LuFsp7/t5/0TOMe58RNUEEu7yk3a1XyLo6BuIeJozSuXyum5KjQ3Q7cQTCPBx+y3OGHY229ph2mXfx/n2Y8i2HRh1M4nVzkDb8AyuN+7Dff1Pieuh4/huTh1M4UKvnYzd0wJmCru7GQAlvxgZH4hs8oQbCPqHsfCiUr73aDN9scw2XRN888aRPLM8I1YoCuiawoJZIWaOLUBVBFJKfvPIHmw7k7539dkhSnySHy2sYXd7GiEENcUOfI4DU2UEjy/rYldrJmLOlvD0ii6+ek0lAb+D+19tp7PP4Jzx+dx2QQhVZI6VEioLBJ+/uAiJQNoDqd/tYcl/Pd3S/z+6Iya/e7KZO26uPGkFCxmoAqcHUgMRn44JF5LWA4NE65QlWPx2L4V+B08u6wQg36sxd8oasLN9c4xVj+C+bAymcCC793IwVk8zalEtIHGdeysyGSX11jNII8nbDQn+tsjirmu+R2j3YkTXLuxR55MumkTQp/JB1PS2qOCel1rYsCtGbamLT80voy4kskzo+1IK//V0M5sbBz6LhReWcMFEX068zvGuKECxT1Dsy0Qd671qv3G5Eutm+EQ3/3y5bdBxHX1p7v50HYm0Tb5HxSEGOqN9gB+i5S5EKa7Dbt81cLDDicz7YOOEUwH1jjvuON7XcDwpAL6SSKRP2gFdjmOP1+skHj+0oWeOHAeT6y85joRcf3lvLDTcJVWYW5awf9IiimoRk67A3GfKq2kKbHyBd0bext1vD2F0MIl/06NZ59HbNzPp4ospKg5QWxOkK38shnAx78xidrSbJNJw4eR8xo8pY3V7Hks2DazgJ9IS3aEwvvbQxulHiqKIwz6PzylIOIMkamYga87AecZl2MNmkXAEkYcZrXUiIqXEoTtYVR+httjBl2rWEFj537B3I2bDOlA0rLHz+O2rNq09JnnFRaxKj2GDazp/faeS+5ablI4cQ233UrTSoRi+03OuRqOwAAAgAElEQVRF+f040ueLBJyhcuymTZDICEyOkTPANLBat/fvFx97BWU15TT3SlbVR/rbLTvjyVRTrLOnIzO2Ni3J5t0xhpe7+e+nm5HADecVU1vi5obziqkoyPRjpwrFeSrFeQr6QZ78hlS4Z1H7IGP06mIniZTF+h0ZsbqxPcU5Ewrw6tnRTVIyKE+rocNg6aZwVls4ZjF3UgD3R5D1KY5BAJapefCMmApGAqTEMW0Bcuw80op78L5S8M9XOpg/vZDNDTFMS+LSFS6tbENt2Zh9rf4QjDgXUyo4HWBtXZK1XR8zG6NhHYovQHrDK1jtDbhn3YAd7mAJM6gpcbOuWSNaOpmH2sfxv295eXJ1jOpSD+XBI/uwE5bCLx5qYvveTGRKb9RkxZYwM8YNfG8pS/DWjjgvrM6uCrlld5zzJhbgzIVifGhOm7GL04uu61hNmyHaCRMvo77FGmR0fsHkIBUFCh5d9Ivhh8ISGu668ci+NmRvKyJUjeuyfyPuPXWLFQkh8Hh0gN8AvQdvz92OOXLkyJEjR44TlnhwJO6bfgE9TaC7sYO1JLT8/u22Lemomc8P7o9j2TYOeXABZiCdoKU9SiLl4k8vdLOtyQtATVGYfzvPxJ3uxDe0AksVbG8dPMDetjeBHokhXXkkFd8Heh/RNNTvTdHclWZ0lZuaIsf7RmBImamgJbxFQDEFIR8dHZH3POZkQEqYUOti4UWllIoO3Cseztpu7d1CbJzB+SMc1FUFWLEjQWt3mvF1BQwtS9LS1cf9qyymTZ2PLiVOO44WbgIjicyvIOEszC0yfkBiehGuq76PEmlDExayrx1jy+uZjUJBn3gRQauN6fVPc0/gq4OO7+g1+PQlZTS0ptjblcbnVrnunGKeX50xsF6xJczQMjcPvdZOQ6ufL1xajLTe+8tyOgTDKt2s2prd94N+x6C2Q9kTHYqAb/AUqDSg43EqwLHzLdQxcEV3Y3c0gKKilAwn4q44Kv1VSoi6K9DO+QKKbZBUnO9qdu5S4Zqzi7jvlTauml0EMuMh5a49A2vtQ1nRUc6pV5LYdxqjcBj6eZ8gvfR+MI2MWKmoyEgXakEZ6VhGADKbNqGfs5CJCR9NnWnsPAd/frY56/v576dbqPlkHcV+ZV/U2vvT3mfS1JH9jI+nbJq70gQrM2pUS69JPDn4fGlTkrOkzHEkGMKFnHAlzmEzkOkYJT6bWy8s5ecPNBLb18fOHpdPzRFUfo46S9Av+hq6EcVS3USF67Q2NcuJUTly5MiRI0eOExZbCmLeSniXlUPbljQl87DsTDpGiyyiVHOCOTBhEXVT8YZKEHutfq8HgMYOg6Wt+Vw7NUQcB1g200b4WfJ2X9b/OK82jfnIDxGBctzzv0pCCxzRe0iYgrsf2cvOlgFj7k/OL2XOWM9hjUEz+5xag1WPJrlwghctGsFelr3K7JxxHSWJbVzl7MFoMsmvnMUPt+hs2BVjwawQRfkOkoZNsmo6SkCBl39HqmFt5mDdjffaHxD1Vh+Hd3VqkBReyBsCgNtdhO4PoU+8CJlOkF73PNa65wHB9Gkunl2Zfey0UX52NCe4enYRUmYiVx5b2kFvdOA7bu9Nk+/T6I2ZWf1fVRVsWyIPuils02LBjBA7mxN0hTPnmTbSTzDPQUP7wD01cYiXQr/C4dwrJfkKH5tbzH2vtCMleJwKX1pQjlM9dmqFoghcnfXEn/olpPc9h3Q3/ut+QNhz9PqraQtA55Al9PYhpWTacA9eVynPreqhNODgyllFmF4vnht/jLnhRUiE0arGkV79BM6xYWTduaRxYY6cj1Z5BkqkFbn5ZdING0hc9C2Mvqb+Mg9WRyMEaxlq6nSGTSIJa5BQmDJsmrvTPPhaL1fODBHwKnh0EO/xUPQ41UGm9ABet0pnTxy/w8Tn8mPZEq9L6RcMINNnCtzHVmzMcephShXTXQb7AgyHFMEPF9bS3GXgdStUBBy4tSPrU2npIH2E44hTlVyaXi5NL8f7cNqEouY4KuT6S44j4Vj1l5Ql6IpJWnospBB49JPYlPd9UBRBJKXw2j4BaVObxhlzZuBLtCCMBOlh59JYezW7Yy52tabYc9CquiFVZk0o6p8AF3g1XE4tI1oJuHiCkzmOVeh712ZK2JcOwcg/soljY4fJ48uyS5tvbowzZ1JgUErSe3GqPV+khLCpo/c0IMKtAGg1E3DUjMfeuxWzYT2ax0coz0FJeSHLdkh2tyeZMynA8AoP9y2LM7e0DXvVAZFVlonsa0cZPgP7JE5lPBocjf5iKi5UVZB87E7M+qXIaDcAorCCwBkXUV2ex/a9CVRVcM3ZRQT9Dv7yfAtTR/h5YlknDk2w9YCqlQBnjcnnrW0RFl5YQrFfwZSC7W0mz67upSNsEcjTB6XKeZwK44b4qS11MW1kHmeO9FOUp+FzaxiW5JLpQa48q/CwK+IpAoaUOpk9voCZY/JZMKOQYv+x7S9uGcNe9yxWywEFCSwT4dCxKid95HMRTYGyAo1zx+cxZZiH6lIf0VgahxnDXPsMWAbpTYuRkU6sxnW4x8wirflIW4LvPtTDQ2/rREJjWaGcyR+WOhg3NEBoz6sAOM66HgIVOBRQHE7aeg227YlzgH0OPrfKzDF5/GtxB0ve7mN0rY/H3+xhRKX3XVPp/C6B2+3g7Z0DPoIXnRFgcqCboqW/xLn+Udx2jLzyKiorC7EsiWHZnDM+n+vPKcJ1hKJBjkNzqv0WHQlSgleH0nyVoFc5aT3mPipyaXo5cuT4UKiKwGlFsDUXSSv3yMiR40QnnBas3BplzfYopUGdqmIXQ0qc1BSeehPzngS8sbEPXVcYV+tlY0OMvpjJ/3vKwbev/QZtbX009qlMjMSYVmJRmR9k2absqKdpI/1ZIfIuTXLFtDzmjPciG9dRUP8EYmd9/3a7czdKzdnvmv5yKA6sGrcfw7RJpVIUJppR3X6SziC2PP6ioVAEpi3QxOAIlWPBnh5BouxGJhdU4Gh4E33aApKv/R17X8UuI9yB1baTcefUABqqKhhd42Hxul66wiaxzjYO9pa3O3aiWkmM90iptFBo6bWIJCz87sykwuPITSoORUIP4b36e6QW/RHZ2YhSOY7msbfwz2d6uPrsEN+9pYZlm8K8tKaH7ojBjecVM6LCRWlQpzLkpLbURcM+8/Gzx+aRSlt8aUEFI8udCAEbGpLsaE1RmO9gQ0OcJ9/s4kcLa8hzDnwfDkVSHVCoCPgQSBQkkLlXL5+Wj0Ae0T0JoCAp8gmK9hlpH+vuriAxYz2D2u2+NhRFHPH1Hy3sA0KWXHYUJdmH3bUneyfLREQ7wFlKNC3Y057ClvDEmoFdes2Mj5/rws9h9zRj/vNriIJSRpyzkFRFDQsvKuW+V9qIJW3yPCqfu7yCh17rADJVyVq60rzTFOeRpV18Ym7hoNQlISCSggl1Hu64tZaOvjRuXaXKHSH4xDfBtpCAuv5JqmSaTZ5rKA04mDctwJBi5xFHr+TIkePYk5tZ5siR413xGe3ITa9g1C9FCVaQf9a1RPOHZa1s5ciR48RBEzaOzl3MFLuZOsrL+kgpj7we4aqzQ5QHfVkVXk524qbgJ//aTVtPpirb/GlBZo/PxyHTRAyNe5f0MqHE4ib3K+grnwNpk18zmTuvvoXvPJqZGI+v8zKxzps1CTQRxFMCn8uBz2oi3Vqf9X+VyrFHPGmsKMx40cRTNh6nQjJtc+74PEpW/gFr53KoGI3/3FswPCUkFO9xi9YOpwSL1vWyqj7CxCE+5p0RoMADaStjMH0sLqyowMHXH7T4zKXX0GXM4bJUFMcBpeMB7N5WdCsO5HHZWYX89bkWWvd97z3OikFilDZyFmnN25+NIwT0JSGcsNFUhTyPwotrenl8aSe2DbUlLq6cFWJspRPXYUbWnE5IKYn663Au+AGRcIx7lyZ5/ZEUtsyI3j+5rZa5E/xMrPPgcSoEPAKB5DPzi2nutRhT48G0JG5dEPQpCASasJFSkrAUemMWi9f1EI5bTBji5YqZIRrbU4yv0gddi3pQilXmXpQnRRJrUnhwD52GuWttVrtjzHkkj4KZUTQt6AybRJOSeMqiPOigtEBBOwyNW7cTJFe+jLX0ARxzbgPdPZBKCAhfEFJxFEXQ3ptm0jA/a97J9uvyh0I0XHA3w1qfx9ywCACZCJN8+PuMu/luKkIVjK72EElYpAyb+15up6FtIM1SIikN6izZ0Mf1swvxHBAdJwTs7rb5+QN7CMctrpxZyFvvRGnqSPH7eS1gW1nXYm98iaIZF7El6qAsoOeEqBw5TlBOCjFq5MiRvwfmAikgCny5vr5+9b5ti4FqYH9JjN/U19f/9XhcZ44cpxK6YmMtfwhja8a41A53YDbX473+B4Td2SkqnnQnSsd2SCcQxUOI+2p4Hz/SHDlyHGWEAL1tI/5nfsp+z5Q5hbXYE7+AYUoMS+I4KX71D4/mbqNfiAJ4flU3QsDvPhHkwRV97GlP8rWJHejLnunfRzaupSY0lM9ccinRlE08aRH0ZTxEhIDmPliyoYc3N4cJ5TtYOPdihk3swVr/HCga+pnXYBQOO+JrLXBL7rytju3NCVq60pQFdUZ72uHZ5bjnfQGrdTuxf30P4cnHN+c2EqWTMD/iIZphC373RDP1+zy1Ovt6GVrmZuW2CNv2xJk+ys9l04MUuMGSAlWRxNLQG7XwuhXyXXwgW6tCL/y/66vY05HmoVUpxhVpDD/EfinVy/+9qoK12yP9QhTAs41B/s/5t5Neci+YKdS6KSiTLseyB2bg7RF4pznJkg29bG6MM7TMxbXnFuPWM54yDW1JVmwJUxoopCL/+EennaikVA93v9jL1j0Dqa5Swsr6KNfMyKcysD/6MtMRnKqkrj8iUxywbSAKqSti8dcXWvvP9/bOGLqmUDM9eEzfy/HAlAp21URc5y0ktfopQOCccS2pkvEf+tyRtODRpV0YJizZMJAJ88n5pZw31vu+QrKjbROJRX8GwNi8BM+FnyX5xv2ZqK3CSpxTLsGyrEzBiF6DiUN8JFMWm3fH8TgVFswq4sGlfcwbYVO78ZXsk1sm9DShl5US8kCxT2HlDiNLiPK5VUoDTp5q76I0qKNrggMfKHFD8KtHmgjHrX37a/1G5mnhHPR+hCefph6bFVsjDKtwM3+S/yOJ9MyRI8eRcbIMS58DvlJfX2+MHDnyMuABYOgB2/9vfX3908fn0nLkODVxJttJ1C/NbkwnkF1NUJkRo4QAd7ID45HvIfeHnisq3qu+RaxwLJY89dKCcuQ4UXFYCcxX/8yBA3ilq4GJo9rYohVnPFhOobG4coja6AKwXQXcdJ4f1B58vUsH7eNoWEFf+WwMxc3ciXn90WLhlOClNd0sWpN5lnVHTL7/jyZ+/qlbqZl4MSgKKb0Q6wOl0gnW74jy95fa+lsm1zj4xvW/wNqxhPT6FwGQ0S4ST92Net1PaHXUEfSqKB+R2W5nxOoXogAuO6uQe19u6zeefmF1D41tSa46u4iHl7Rz+Ywi/vp8Cz1Rk2kjfFw2I0RZvobfZWNaRxBEJWFshY7HmTHPemKzk6+PnYfY9EL/LmLE2TyzI49NLT1cPK2QlVsjpAyJ36Ny/rQyUqEKnNVTwDYxXQFiMjukYvOeOM+u7KKlK+NxsqMlye+f2MslZxb2pwltbIhx2VmFH+ITPPURsK/aXDZup/Ke37eqZo6xDhFW3dY92HfmrXcifHxuMcfqgSWFIJIEVQG/k480PS6mFaKNugTX0BnYQiOmHB2RZFdbivJCJ/cuastqv/elNibV1VHgfvdjNU3B3Lio/7XZsBbH8OloQ6ehuL3YfR0k316E4+J/A2B4hYtv/2UXN8wpZta4ArojBi+u7qYzbHBWtY5w+5Hx7HRoHK7+P20bRle6+eKVFbT1pJFASUCnqSNJJG7ytasr0Q6K4o0k7H7zeiGg4IBwyHXhYi4IDUHt3NnfFp32CZ56MSNcpY3MYkNOi8qR48TjpBCjDhKa3gQqR44cqdTX1+diLnPkOFaoDnA4s8K0AYTmoDcB9XuTJFI2o0o9VPiKEPvFKNsiteIxPHOLieglx+HCjz0mCj0xG6dDocCV7beQI8fxoC8p6GuPMOQQfiRukWJ0lfs9KxSdjJQFNKqLnexuH4jSuGR6kHyPQEiVz8+yUFsqMDdnH6dWjeWyM8sQ2FnVnSJJm9fezvbWNC1JY3uaoiHFmYYP+BH2JiX3vdqe1ba20SCeUhGbXxu0f1/jDr65WDBtlJ+PzynCpx/7705Ts0UGp0PJqoAGsHVPgsa2FMPKPfxjUSu9MZOFF5WyfW8CV88O3BtfQkTbcY6fh1kxEVM9OIHu0EgpqQionDshn9fe7uPJ4guZd+EkZMdOYt5KXu8o5aHlMWaOzWfx+h5uv6ScykIHBV4Vny6xbIg79kXSHPRRpSwwTNkvRO0nmrBwagPveVi5m4Dv8Cqxna5I2+aqs0Os3RHtn9g7HYJJQ32HFlQENPdKnl/dSTRhMn9qkCElWlbamN8z2MG/LKjjdw1qPipE0oIHXuvk9Y19eJwKt80r44whLlTx0X3vpiWJKgWZFx/guayqAiEE5gGpfZG4hXkIUc2wJElDgvvdRXQpJUqwEqth3f9n770D5CjuvO9PdZgcdmZ3ZnNS2JVQjgiBEFlgk8FkbGxsP77zc75zPN85n8HZfu/O5/ScsQ0m2AQbE0UyIAQCARIKSFrltDnvTu5Q7x8jrbRaIZTZXfXnH2mqu6ure7urq771CwNl6SV/xHvx/8VGRcTrUOfeQEoNAVAcFHz7ozU8+mo7s+rD/GVp+8BlvLARLjv/doynfjZQl1IyDitSPeicRWofF4Q20++GJrWKrFApL/Rzen0tUd/Qtvo9CmG/Rm/S5F/OUxgv1xPyxehLWdyzzESb/xnmT2sjRIJtZgl3vekjkTFRBMwaHzxswVEKaO3KsrU5Q8grGFei4/V5HSHLweEEMSLEqAP4v8CTBwhRP66vr/8+sAr414aGhsYjqbCw8L0DXDo4AMRiwQ+6CSec1u4s21oyGIakIKCxMRlmxhnXkX357oF9lFg1uVAFS9b28fArHfkyAV/5yNcYv+0BvBsWAyBNAyXbR6z8yN1ZhjsNu1L8fnETq7YmCftVbltUytmTw/i8+7rTU+F5cTh+HOvz0tfRTqBrK0o6ib7oc5gv/RaZ2uO5LhQiVWOoqhqd37lv3FLD8g19rN+RYs6EIFVxN0lDoTzmQS+oxCCFLJ+I1bgeABGM4Zl9KYFC/5C6OjNJQj51YPV9L163esx/o0RLGuMgQcwTOQgGY1jpwbFXsloA05a89m4fE6v8XHt2fGDbiepfgmGLRbOjPPNWPluachDDVkXJx3UJBzTaegxmjg+ycnM/l49PUPnKHWBmsQG7aQPi7NuJnXX1Qc9l2RJF5LPs7M9nLvNw4awo3QmT9oJKfv5KjKbOHLZt4XEpnFbt47dPNXP+zCjTx4cP67osWxIvyKGpAvMA//G9p48ENG44N86YstH3nhzv56UgYvPtj9bw6to+dF1QXODi/r+38S/XVFAcGewu1bArydd+v3kgzuRbGxN87aZqzppSMLCP6jaYOyHI8g35d0BV4LNXVFAWP/5/C8uWPPJkE0vW5K12khmb//lbIz/45BimjR3+323DtGnY3svyDb14FIvZY1yMLfOghmLUpRReX99H0KswocxFYUDy+pZ8cP6qYi/hgH7Ius1pF2KsfWFgAVIIBa2oAq14nyPK/ncoFoNJFS5SnW3UXOtjTbNKMORh2vgI/sIxmNE4ZvNmFE8ApagKtShGUMu3QUqbzNLHaO9K87uO+SzbnF8ECPlU7vj4GGKxoSJ2DPjSRyq56+lmTjPexL/yL3znvC/x9I4om9oF0uXC7O/C2vo8xRd8CbdHMm+ij6vOijGp2o+qHp5F62ur2/nuA00DvyuLNL59fYyyivghjjo1cca6DscDMRz8Z+vr61eQj/t0MIobGhqsPfvdAHwHOLuhoaF1T1llQ0PDrvr6ehX4N+DihoaGsw7z1DXAts7OxAeWwcJh+BOLBWlv73//HUcwvRnBHQ/kAwEXR1wsmBLm4SXt3DTPzdVj2qC1ATVYiAgUknr1ITpO/yy/eFWjYVc+XfOEKh9XzXQzbf1/4q6fj51NIrwhZPlUku7R8wG3UfifJ1p4a2NiUPl3b6ulOpof6JwKz4vD8eNYnxev1Yf13H9j71qbL9DduC/+Z7LP/RLhL8R17idIR+uGRZa2E4UQgoxh85O/NNOwO4Mi4Kr5US6ZHcGlSnykUfqakJaJHSolvWd1/0BMKXhzc5pfPb5vIlJR5OJrN1biP8YsazaC/3qslZWbE1QU6Vw1xSLgktSF+igwO0j//XcDAXjtwhpervgH/ndp/nd9pY9vXF+GbdsnvH9Jm7ClJUfD7jQzxgZZ/FYnr6/fd74PzY2yYVeKyTUBlqzp4eI5Uf78Uhu/vHA34WW/HFSX8IWRN/wMU90n/GUtwfZ2g90dWQJejdpiN/Eg72mM1JuBbW05khmbTM7myTc6uXh2hIWTg7jVw/+bpJMJnl8veWhJ+0DZh+dGmFgTIJuzqS3xUOQbPuNAXYWcYaG7XJim9f4HvAcn4nmxpML3H2qkq9/EtOSA9dzXb6pifJkLdU9WOyEEz7zTz70v5C0CNVUQCWgUhjT+7bpyhMwrVIqSj6W0o80gmbEoj6qUm9ug8V1EpBwrNp6MdnjC4/uRtQRf+u12epOD7+ntF5ew8LTDs+L7INnRafLNe3buZ5Wm8IMrBaWVpWRwsbvLosbejnjrQdRkO+m6ixDjz0LxvL+wJwREZBfZps2AQBbWkPbEDssiSNP2uWFKme+TQ8lt2G3bkckupJSoZXVkCyeQlTqhXCup+77Cu3O/xZ3PDK5rTl2Az15WjHLAidMm7Gg3MEzJ7HU/xtq5Jt/uWC1WuBy3LrB7WrGaN6LPvRpj1g3YEuwjyLhjSoWv3b2D5i5jUPm/XRFi0viYM1fcD2es63C4KIrYa/hTC2w/cPuwsIxqaGiY+X771NfXXwXcCZy/V4jac+yuPf9a9fX1/wV823Hhc3A4fIQQvLUpMRAI+KzJYZ54vROA+1/PMj2iUrXtHXKJTtizeh9990GuP/MfWLfZZHxBCksz2dbjY86sy0k/8VPYM8gU3iCea+8k642PChPnvgy8vSkxpLypM0t19AT5FDiMDhSFZA482tBsUEeLiYLZsgW5V4gCMLJkVjzJhvl30JHWmBeJjTr3vANRheRPL7bSsDsfDNeW8MirXUyp8TKm2E0KL4TGvk8toAnJjDFevnlLDdta0kSDGuPLPMcsREE+pfvti4rZWKcxLfUq3nceAjOHVjMdWTMdz4KbwTZJ+Ct5samQP7y6zzprSo2Pk+U65tVgcoWLqVVubFty2wVxzplaQHNXjupiD1LCU8u7aOsxuOHcOO09OcqiLrKxCaw9/T/QFEllegP+d/4Eqj5YBBWCF1b386f93BXPnV7AZfOiFL2HDhD2wPQqF0IRJLIwr95P0C2PaFLo0UF/5b+4JD6FydedTUdCElN6KFa28O+L84sld95W/T61nBxUVdLWleWvy7rZ2m6z8DQPCyaF8HkObdVyMjFsSXNXjv7UPkHn0nmFbGvN8sCL7Ywr93DxrAhFAYmiCIojOp8+x4fQXbSmdCIBja5+g8KgRmcSVm1LsrMtw7QxAerK3cQ2P07ulXsH6lYqJ+Ne9HmyYqg145Giq1BZ5KE3mRxUXhjSyVgCW4LfBXI4ig5C8MjSzkFjqaxhs2K3zpVFneS8pUz0tpC9/1tgm9hA0OpBT+/EToMMl5NQ3lvUkxLUWDVJ9gscf5i3wTwgE6DP6sbu3E365bv3hXrQXPiv+RrZUD3YBghoSerAYOGnYXeanAme/bw3DVtw79/zrpVBn8pPTp9FcI8YJdu3obRvQ5l3LcbWtwGwd6xCmXEtpn1kcUstmU/IcCCprIWiCEeMcnA4AQwLMer92BO0/GfAhQ0NDdv3K9eAwv3EqRuBNY4Q5eBw+CiKYGvLvowmuibIGnvEJAFhswO7ffvgY3avYvrElcyozpF9+wns/k6mXfJlcm89OSBEAch0P+mtq2mpOJ+ysBjxgpRbh+ICFy3dg2OPhA4S88LBYS8dKcGfX2plxaYE1SUebruohOqocsxBa3e0G1R0tHHgFE3p2klHv2RCfQxxCsS/yWXSvLV1aBDkna1pxpa4j6jf8aiScXGFcfG9d/X43b+QW7Iw1kL2L/cNlJnb30EJxTC7mnBVTyZlqizdsi+MTFnUxdlTQid9ErT3fD5dclq5zqQKHSnBlPDtW6tZtS2JzyU4Z1oBs8aH+Pqfd5LI5IeUtfEZfGVugEDAi3D72ZtatTMlefDlwXGzXnynh7n1QWJ+1yHfB2lL/Preth3FBUkbz9v3M577BzL1ZadexaTqWq6YX4hPGx7vSW9fhm/c10Yik58Q3/dyluZui08sKjkiC48TiVeD86cX8Ohr+UWrCZU+epPmwCLWluY0r6/v43sfr+Hs8QqnRVz093QRLY7z7OpeXt+QRFXgi9dW8cBLrezaE/Pt7yt7uPqsIq5Nbx90PnvXWty9jWQL6o657QqSWy6I8617tpM15ED7fR6Vr9y1g2Ta4sJZES6e5qFcaSfrLz3pWS3fC4kglR36DKSM/bLOdWwHOy9key/4FObu9SQf/g8AlKJKQpf8M32eiuPfOCGwTQOP0YPqcqPKHGbzxsExR80cubV/R10wgZy3GK20jqpAmgOnonMnhPBqg0NptfVZvLI271rZn7JYnpvIwprT0ba/AYA2djYYacjmrfXV8aeTQeVI+2+PKvnQ7BCPvLYvdqCiQHWxd4jg5uDgcHwYHj3s+/N7IAc8XF9fv7fsfCADPFlfX+8in+SjEcy+KtsAACAASURBVLjhA2mhg8MIpStlU1vi5ZU9MRTWbksyd0KIN9b3ISUktCgHeoWrJWMxG17F3LoC74WfJvvm40gjDZm+IfVrZpJfPN7E166vwDtMBvxHi1e1uf2SUn7wpx0DMTBmjAtQHXPDScp45TCyMFD41eONbGrMD8o3N6a5874dfO/2WgoPkd3ofeuVKve+0Mz/mV42RIwSdQuYObUUtzKy37fDxataTCpTeG3T4PKyiDasBHAhBLJ185ByY/s7eOZdS+aV+wil+/nq1CtpmjYZGRtLcdQ7LPrNvfdREzAmpjKuOJwXjwQ8+mrXgHgCsK3N5F3PHGbXeFH2i9GUzcmDCkl5UeDEXWPGAPfMK7F2v7uvUCh4J57BJ0JFKEdwbkURYKRwZ7tRXR4yrijHc466uz076F4CvLQmwdXzc4R8w2PILqXkopkFpHI2z6/oZu6EIPcekMGtN2nRl7J4Y22CR5cnARVd7eJji0pYsz1NMmPT2JkdEKL28viyThZcfy3FG5cOPqk5VGw+WsoLFH70yVoaO3N4XAoBr8ZX/ndfFranlnehKIV8ONZO3LMLu2o+w8EgRkibK8+I8qOH9oXFFQLmVElUt5dQ51pwefBd+nlSz98Fqo6xYd99tDt2YaxajOuM28nZx89tO2kIrK5GCt7+PXbjGqS/ANflX0Zm8lbkask49PGng20iPEEsARmpEzr3E4zZ3sDNZ9Tx5+VZTEsyodLLFfOiQ4TpvcLhXu561aKh7jr+4frr8GkW1u41ZF/+Y/58NdNh3FlHJeBLKVk0M4SqSBavSFAUUvn4OSFKCz0H2G85ODgcL4bHl+19aGhoiB1i8+yT1hAHh1HI5qYs21rSfGhuIc+t6GL9ziT/dGUFxQU6r6/vY1OujPIpF2GvyaceF74wrolnkX7+t8iCMjYq9bxePgVvq8aHp16GePFX+9UuyMQnsbM1S0/Kxhsa+XFr6stUvveJMTR2ZAn4VCqLdPyaI0Q5HJz2XmtAiNpLOmfT2J6jsOroXW8MS9LUkeXBdWE+Pe+TBFbcB7k0YuzpaDMv4yDZ10ctphbg+nkZNrTYdPXnrQIWTnQzpnj4uDZBfqIjCkqHlCvxWoz1S5DpvJjvXf1XxupPo97yn2S14en+u3eiZ0nB1ubMkO27eyTzdNegCWFhQKEkMtiyNORTqYq5TrhoaBZPRLviG9hrFoPuRUy9BDNcOSQuzaGQgNK1HfH8f2N0N2IGCvGe8zHMeD1p9fjENNIPEmRZ18RhB18+WQRcklsWRrnqjCiGBQ+82IZ9QIB+0zR5dPm+mDKGJfnr0nbOmRbhyTc6DyoBWrbE1gb7bApPABkuO25tl1IS8UKkwoUQ8Oyq5JB93ljfx8zKsYSXfAXPdRNJ6ZHjdv5job7cw1euLeXRZd34XHDNXC8TitJkn/5PrKYGAJRwHP9ln8fY8taQ462da9FPT5Lj+ASHF0LQ1JagfvXdKI173OaSPSQfvgPfJZ9FpvtQY9VkXrkfkAhPAHd8HLlADX2uUrSJJVxtpZg/00vaEET9CtpBshqWFGhEAhrd+2X3bEkIMsEKLGGj15XhqpwJ0sL0xUnhOupr8rg0Lp9XxMUzw7gUiVRdGMNpVcPBYZQxIsQoBweHE0cyY/PKml4qY26uPDOGKmDdzgTXL4hx+bwIpgUJeSuZ8nMos3Yie1tIv3QPSMmO6f/I1x/JYMv8ZKR3Wi03nfMZ1FWPYbsDdE68lk3JUnzudgKeUZIy24bSEJSG9mYNGgXX5HDCcOkCty6GrOx6j1Et8uuSM04L8fd3etjZU8/V076DX7cor6mgSBteIsyJxpJQXOjjx9flY9m4vR5Ki9zYmvv9Dz7JWPE6lIpJ2HusdIQngGvuNaSe+i/2lxvEvBswXQXD3uBSVyQLp4YHglTvZXK1f4hlgluVfOX6Sv7wbAtrtiUZX+7ltotKiAdPfCwWCw0rPgn3JVORQC5nHXHXbacTiMU/Qvbn3dFkopP0M7/Ae/E/oZbOxjoOl1AR8zAmrrG1bd+k+/oFEUI+Det4nOB4IvOuk8IluHZBjAf2iwVWGXPRnxna3s4+k+Aet3bDlIT9Gr3Jfdd61pQwZYUutDlXYTYsRS0Zjzb3GpKu6An51EoJ0eDQqVC8wEUibSFsC4wUDBMxSlckk6u8TKkNoGLnA3Rvfm5AiAKwe9swNi5DrZ0BK54cdLxacRqG6oejj4mPx06i9rcAYIRKkYkulN2rBu9kpJFmDtfMD5N69IcDxTKTIPvsz3FfdQdZ4cW0BCZ+gm4IuuG9/sg+XfKNm6t48OV21u9KMWt8kCvnF6KLfAdpoGF4hwr9R4ttSzRNy3e/jhDl4HBCccQoB4dTnHGlboSAXe1Zdu2J5/HRC4rJGDb3vNDGG+v7CftVrphfwvlxC/253wASpWQ8T270DghRAE+uMhHeGQQrJtCRsKk1C3huZQ+fvaKMsOcoY304OIxgYgHBjefG+cOz+9xYzjotQHXhsVk6SCm56sxCepMmb29KcM/rCh+9sJRo6NR0Gc0pPvSwj9poXtgYDm41ByOjhXEv+gLu3t1g5pAF5SRcUdTLvobcuRq6d6FUz0AW1zFMQgQdEtuWzJ8YpKkzx0uretA1wfUL49TGdA42sSzySb5wZQlZU+DWQZH2SY2Hlc0d/Sxc9rcPCFEDGFlkdyOuWN17Zmk8EtweN1++Os66nRl2dxpMrvFRU+IdfkLUfkgpOW9qkOq4m5VbEtQUe5hc4yVrSIQYPJevKfHQ3Jm3jNvenOZfb6jiube72NGa4fSJIc6YEMQQEnvm9WjTLsNUPGSkckLXfOrKPZQXuWjsyDGp2s/0cX7GlvkIpXZCIILljb5/JScZaVmYgK4rWK1bh2y3mjaizbkKve4MjI3LAFCi5ejTP0TaOvpvj8/oxHzqp5ht+XMqpXVUn/EZRKAQmRj8bshEF9Ie+r7JzkZUI4Hm9yOEwDjMd7LID//44TgZkz0xpYbvO+Hg4HD4iFP8Za4BtnV2JpwMCQ7vyehPXyrY3GZyz/Ot9CZMLp0X5exJIe59sZ2XV/cO2vOHH69EGCm8qRbidis/ereetzcNNnG/cJqfK2rbUfta8I+ZRJdWSsQHw8vJ4MQx+p8XhyNF79rCttYczVk/EVeW6q7XiU6aQ39kwjE/LzYK/RmJrgkCriPLMuYwvBACVFU5ZKDc4du/CHoyElUIQt5hmo3sGLH723E9/CUw949zJPCcfzvGmLPIcnxdKjXt0M/C4XCynxdVzYvBUuYDbq/emeFXjzeTytpUFLn43JVlbNidIWfm+6yWzhyKIrnmrCJcQmJ/QCtWvVlBR7/Fi+9088qaXnRVcN0ZfhZN8SA9xy4ynkiCu5aSXvw/g8pcp19NbuYNaGYCV99upGnkhW+l4JB1Hep5URQF77uPkl16/6BybeEn6HKVEXr+ewMJbLQxsxAuL2pxLZk9sZz2Yp92IQ3jbuPpNztRFMFFs6KMietoYgSo7w4DDN9vkcNwQ1EEhYUBgFpg+4HbHcsoB4dTHsm4uMo3byzHssGrQyInWbp2sBC1aHaUF1b389yKHkDnoml1XDJF5+0DggbPnRBC7VxH+O27cU34Mcd5fO7gMKLwahZy+f3U7HqXmv3KTTWNetZpx1y/gk3YA3Dw4NAnA1MKciZ4XSBO7QWuY0LKoSnSRw6Sgj3PoRypl/A+yEAM9ZxPYj3/i4Ey98wPIYpqjrsQBSPzWdjfgksgmVHj4SefqqEvI7EtyJiSVMYGAcs39LFxd5rbLirGJU6uhdyBRLywvCHNkj0LcDlTcu8rCaoro9SXfGDNOizs0onoU87DWPMiINGqp6LVLyBl2pj4yISOPQshgM/uxdy5euiG3avRz11E7pof40q0oAeCaL4gdtdu8Edwn3Mb2SV/BNtCBKJsHP8xvnvvjoHD32zo52s3VVNfojoecQ4OpyCOGOXg4ACAJiSamnel01WFsiL3QKYbn1sh7NcGpeV+5p0U02q8fOMyD39bqyKEYE59kPte7iaVHsM3L/oWbjXO8Iva4uBw8tCNfgzPgfkoQfEGR7ybgRCC3d02dy1uYltL3s3mhoUxCjwj+7ocHA6GKiBTfSb+GypRepsQbj8yWETKc/xi1Yw2bFsScEHAlbeNNqWgvVvn7udaSOdsrj6riHn1gQ/cotOwBS+v7hlSvmZbkollBR94+w5FUivEPf/jeKcsAtvCDJbQh+/9DzxCZHcjasl4zJ1rB5VrtTPygb4j5ZiRcgYigJXm3ws1PAZ31UzIJhEFJSx+ontwvRJeXt1DXWkc5DEEs3JwcBiRnEL5dhwcHA4XXdh8+pIStD0ZfCrjHjY3pobst3h1BukLUxl3Y0vJ755pZntLhrZeixV9Jfz+hU7sU8ZBz8FhKLZU0GpngLLf2o/uQaudPqwnOIdDT1pyx/07iRW4WDS7kB2tGX71RBOWdIYWDqMToSikgjUkKubTH5tGwlOO5QylDxtNwNxxHn7yqVp+/g9juOr0MD79g+8HVSEZV+YdUl4Zc4+Ifjpr6/T7q+kPjiF9AoQoAFQXSCv/PduDNnY2onzSIS2aLKmQcsdJhWrJKn5UZeiYUFUE0kkG4+BwSuJYRjk4OByUsXGVn14taOy2CXtTrO8NsWLz4H0qYx7W7rZ4s6Gfth5j0LaOfptVW5MkcxA8+iy7Dg4jmqQawu8vwHv2LdjJHlAUlHAcKzDMfT8Og85+k1suKOaFFd2s25Hk9AlhfB6F7pRNkf+Dbp2Dg8NwREqJR5WgDqNEZVJy6elR3tzYT38qb51TW+LmtEovwz1jbjDXAm1bkUYGpaiKVHAs5glYBDSCZSjpJCgqnrNuBCEQhdUk3SWHfYtM02bR7Civr+8b+NsrCpw5OYwiHTnKweFUxBGjHBwcDoppQWWRTuzv34FcmvD8z/FSYQW7O/NG2KVRF5GgxuLlXcyfHOax1zoGHV8Y1PG5VVxOL+NwCiMlZOJT8Ln9iO5mhMePHa0mqQ6PVOHHgqap3PX0Lsw9cWKefbuLc6YVoGsKp2JGPwcHh5FLkR9+8PFqGrsMdFVQFtXxasNbHgllm8k89kPsnpZ8gVDwXf3v9EUnH/dz5YQH1+k3o/fsRKZ7IFRCJlhxxJlLx8RUvn1rDS+t7kERgjMnhagq0o7Kbf3AbI0ODg4jD2ea6OAwSpAIOpKS1h6DgoBGPKTiOsbsJElfOd4bf4To2kWpovKdG4vZ1ZsfNLhdKlubM0wbG6A67ubaBTEWv9VF0Kdy8exClqzp4TOXluJRpTNYcDilMW2FvuA4CI77oJtyXGnrMQaEqL0sXdvLJXOjhJ1gcQ4ODiOMoBsmlOp7fg3/gYts2bhPiAKQNtlX/4T3sq+TPsqg+l6rDyXbh+0OkdFCg8ZvOcVHLjrhGBstqS1SqFtUhJQC07Q40nsthMKubot1O1OEfCoTKrxOrEIHhxGKI0Y5OIwGBLy1JcMvHmvEtvNmzx+9sIR59X58x7CyJyWkXDEoiQGgA2Py/6WlX3LX4mZiYZ23N/Xj0RVuOb+Y+goPLV05/vHSEmJB4QhRDg6jFJ9raKycoE/FtmHNrhyVRS4iPmfl2sHBweFEINN9Q8rsRDe6nQHlyMQoIQTZLSswn/gpMtmD8EfwXvJ5MoX1JyRulmEc3WJp2oQNjRm2NGUIBzTe2ZLkwZfa+cbNVUS8zsfGwWGk4URddHAY4aRN2NBk0tFrcOsFJYwp9WDbcN/zrTR1mwgBykECRh4rxUGFL3+kkqwh6UmYlMdcTKryUuiDSRUuYgExEhYW3xNVAX+qEX/PRnx27wfdHAeHYUdNsU5N8WATqOsWxnl6eSc/fmg3X/3ddlr7Bx/jMzrxt7yNv2k5/mwrwslv8IGgKAJNU1AUhXTOojNpkzQVUoZAnIDvhYODw/FHKRlqbeuadA4ZV/SI6/IaXaQe/T4ymc8qKJPd5B7/AXrfbnxG5zG39XhgSsF9L3Xx/z2ym8eWdXDv8y2UF7qoLnazqSnzQTfPwcHhKHAsoxwcRjBZS/DbZ9p4s2HfjO/WC0vo6u+gJ2ESkn34mreh2DkMPchurYaEqVEc8eDTj819TiCZUunih7dXY5iSoEdBGWZxYlzCQEiLnPAeUTwCzc7i3vwS2VfuBzOLEi0nePE/0e+vOXGNdXAYYfg0yVc+UsHmlixd/SYVRW5Wb02wZE1evE1lbZ5c3sVV8wtp7zUJuCUl7z6Ovm5xvgLdg/+675LwVX6AV3GKIQS7u21eW9dL0Cs4rTrAuh1plqzJT0AvnVdEe0+WC2cU4B8GWc4cHBzem0zBOLyXfoHs0vuxU724pl6AmHgupnnkYzG7vxOyB2RNzqZI9ieQm1cSnHoOGSXwnscncoKd7Tmyhk15kYt48NgWJFVVQUo5yCqrrc9myep8XzVtTIDp4wJsb8kwvsJHQcCZ0jo4jEScN9fBYQTT1G0OEqIAtjQl+ZdrKjAMiVRSmKk0qUQ/izMTefCVVqTMu9L8+41VlIePbQVcSolPY09PMnyEKAULrXU9ctm9kEuhzbgCxszDUA8vxZenbzuZF38/8NvuaiT34u/xXvZV0nJo+mcHh+GChoU73YqV7MPwxzB8MRR5Yt5NIQQhD0yvcqGqbu55sZtn3uoatM/Otixrt6d4Ylkbt862CMSnE6udgnzzYay2bZjvPIl21mc4irmTwxGiKTZGXxddu5IoIoSiuPj+AzuxbMkFM6OkshZPvtHJhEofyzYkuGhaYESktXdwOFXJoWOWz8V77QQU2yDjKsSwjq4u2xMCRQPb3FeoaKSUIJvFFBb0NUFB3UGP7c/BD/68i13tOSBvWf6dj9ZQFT1yBxzTFmxrN1i2vo94gYs5dQGK/Hl379we176QT2VSjZ+7n90XL6sgoHHHx6oJuZ0+y8FhJOGIUQ4OI5hkZvAMrq7Cy8KpEX6/uIUdrRmq4m5+cI6HbdHp/PlPrQP79acsfvl4E9+8uRL3MQY5H46oXduwH7sD2LMw99L/oqg6YuzZh2UNJntbh5RZzQ3o6W7wOGKUw/BEw8S18XmyL98NSITmJnvul0jEplAUVFCRx0VcEAK60oLmboNszqas0EXML5lc4+eZt7o447QQY0rz70k0oJEzbb4+v5WCpf8NtomJwD3vGgBkVyOKsHGiBpxY3FY/YsVjsOJJZqoa2oKf8YPH9vVzT77RyXUL47y+ro+iyTrPrejmnMkBNMdjz8FhWGPbkBQhUIGjFKKEEPTpxXgWfArt5V8DEoRCct7trO0t4NWtfZw9Xn3P47e25AaEKADLhj++0MpXP1KGegTmUULA6p0Z/vMvjQNljy3r5M7bqol4IV6gURTSmTshxNNvDnYd7EmYbG/LMrXSdfgX7uDg8IHjiFEODiOYsqiOpoqBjFZXnxXj14830Z3Ir2ztas+Szto054Yeu6sty9YWg9q4jkcdPYKUpqmY299hyLBp1RO4x80nI9+/2xP+yJAyJVqG7Q4en0Y6OJwA3Mlmsi//YV+BmSX02i9YPembvGUHmVOeozpskXTHj+k8nSnBO1uTPPRyG8lMXoz6x8vLiYU1vvSRSp59u4v7XsgLHTPGBbjhTD8FT/xqvxV3SfaNv+BZcBO2J0zadoSoE4kQoDauIvf24wCokTKWbRr6UVizLcGMcQFSWZuKIjeqwoiO+3e8URXoTNrs7jRwaSqVRTreY0gQcrT05wS7O/J/v4pCF0HHEsThGNneaXPn/Tu47YJZTLnsh+S6O7C8UVqVOPc+2c6Fk3Rs33vHoepLDlXB2roNTAvU99awhpC1BPe+0EbYrzGrLkgyY/H2xn62t2aJ1LjxaZKv31TJpuYsL6/uHnK8Y8np4DDycMQoB4cRTNQP37qlmt881Uyhx0JX7AEhCvJmza12lIh/6GSvKu5m2bpeFBGivmT0dAVS2uANDy33RpCKcljehLlIDfrUCzFWP5cv0D14zvsUfcIRoxyGMcmhg3OZ7CFAkk5C3PG3JD88vYHIxFmk9CMPcAt5YaO91+CeZ1vYO+5v6szx6yea+PYtlby7M8XqrcmB/VduTjC91kOVqiHCcdA92B27QNoIfwSrbLqTbe8Eo6oKdsPSgd92qpfK4qGTx3jExfSxAe57oYUvf6QS4fxhBtCEybZ2+Olfmujqz39jK4pc/Ov1lYRPohjUnYZv/3HHwHc+EtD41q1VRB2DXYejxJCC3zyxm0zO5tdPtfGZS8vY3h5kZ3uWdTtaCPlUzp1ZRIr3tjgaU+oeUnbRrAheXWIfwVqnlDC7PojfrfLq2l4CXpWPX1xKQDPwtzVgFo0h6gtwRp2XvmSMPz6/z7rTrStUxYa2YyRhI+hI2Ng2FAUVNOH0wQ6jn9EzA3VwOBWRUF2o8LUbKyloWkazqaAoebPteIHOxXMK2WHZTI4Irj8nzkNL2rDt/AD2krmF/O7pZkqiLiaUBkbNhNCyJGrVVIQ3tC/tsVBQTv8IWfPwLDByahD33JvwTFiATPchCspI+Co4olGVg8PJJlgECAaZswTj7E55sV3Q1W/SLmJEu3dC/OjEKBD0pUwOXIDe3Z4lbcCa/YSovazaluaqq/6N3IalyFQv7innk2t4DTteR1Y5vDhuDkePbUuU0jrY/g6Qz5I1t6CFp4JxuvrzolTAo7JoVoRE2uTrN1ZR6BdHlPRhtJNMG7ywOjMgRAHs7sixcnOScyf7Tsr3U1EEr67rG7Tg1J0weW1dP5fPCTlWIQ5HRdZgwNIO4E8vtvKFD4e5fIqLTjNKNOQeZH1nkzeZVAQYtsCtQjws+O5tNfz8r430JE0umRvlnKnBIUMmIQS+VBN07gBFRRbVknIVDWz3uQTxsM49z+UzrX54VoTJkX66MjpvtgcZl96Cr2YSpqWxYFKAsF9l8ZvdlBW6uHRedET3W0lDcN+LHSxdm08AMm2Mn09fUuJYPjqMehwxysFhFFAg+uGVu4gHS7jl3C/y5yVdXHFmjN893YRl5wOWf/PmSorC5XT1G6QyNvc824JhScqirlEjRO3FDhTD1XciG9eDkUEtn4BRUHlELidZ4SUbroO9RlaOEOUwjBECsu4I7ks+R/a5X4OZRfgjNM35LCIRYcmKbhQBPiUHh1jhfj+klFSEhlrVFAQ0lq3vY3yFl3e2JAZtm1Gtk3ziP5F9bQAYG17FdemX6NFi6EfdEofDxbYlyrjTEe++iOxrByD27gP84IrPsyUVBc1NRZGLAi/IgvxfZKRO6E4Uyaxkd/vQ1PFbmtOcPzWAZZ3474OiCLY2p4eUb25KoyhhR4xyOCq8uqC+0kvDrjRj4hpfmttGZOmPkIluiiafhzLralJEMWzB+sYsf3mlA00TLJod5Y0NfRT4NWpLvbzV0MvnriqjNCRx6fpB+xB/YgeZB78OZl78Er4w/mv/g6S7GICMAc+81Y2qwA+v1ilb92t4YxWxSAVtM27ngYYYt5WkwB3Co0pOH+dh7rhyhJBIW47ofmvdzvSAEAWwamuS1xsSLJruJJJwGN04gRocHEYBOgYyk0Rp3cj5jb/m+zdGefqNDvaOj/tTFl/57XYiAY2/vdrB317rIJ2zmVDlo65s9AV7lBIsXwxZtxA5aRFGuApbOpF4hzNCCHy5dvxtq/B3N+C2h1rYHAuKAmlTYNgK4gQ8Cooq6M8JejJgn4gTHOrcSDxta1Ee/leMZQ+iX/plrKu/T8tFd7IuV8UbG/po6c5x4zwXscaXkJGqoz6XqiqUty3l2tn7+g1NFfzTBV5UIZg2NsC4sn0+QxPLdebGugeEqL0Ybz1GNnOQYHajCF0TqOrwGGalfBVo534az4Kb8Cy4Cdf4uXhfv4u6IpNJFS7CHkbdosTxxKfnA/QfyKzxJ0eIAjBNm7OnDHVBXzgljOmko3Q4QjwyQaingYLW5XzqkhLKCl18cm6Ggpd/iuzvBGljrv07cvXTaIpkc0uOnzy0m60tGTbuTvPzRxuZUhvguRXdLH6zi0jQxXf+uJOmLgu31T/kfJoC5orHBoQoAJnqRW5fgdjzzVQVCPtVLpnqonzlr2DXqvyO3buJL/kB04qzNCX22VFICUgbOcLFGlVVWLUtic+t4Nb3jR+WN/STt3Z2cBi9OJZRDg6jgJwWRp9yIcaqxeiNKwk0v0VzV+2gfaSEne0Zrj83TjzswusSlEU1POrI/ogfipG8Snaq4U9sJ/v33yHPuBnZ04no68EVH0POGzvmulMGrNiSJGx0ENRzRMpKCQYDKMdpjNefU3htfT8PL2kja0jmTQxy6/lxgq6T8/zp/bswHr2TvaZ/9qN3YE9cRMeYW6iJKxTM8lE4J0cVu/DM+CjJo4wXtRdX7w4uS61i7sWL6DVdFKt9+Ojib1sr6EtZ1FV4uXBWAdU0Utz9OqGWLNkDK7HMQYPu0YTLTqO3vou55lm0gjLUyReS9Jd/oGKPbUv6C+rIJgV652Zyvirs+ecTCERxopS/P0GfzqwxGm09YV57txdFEXx4bpQJ5R5O5v2bUOHhhnNiPLK0A4CrzixiYsXJbYPDyMdvdSNXPk5q5VMAlOkevnfTrwg3byG951nqm3krW12T6MhojO2wWLN96AJRw64UlTE3O1oznDkpjGFJGppNyrxZ9GBg0L4KNrKnZUgdsr8dRQHLyu9z47lxss1bkVu2Dt7RzFKidJK1K47TXRg+2LbN2VMKKAzpaIrA61Z5eEkbM8b6cd5th9GOI0Y5OIwCTCnQZ16J7vFjrv07wXQjZ0+exour+wbtJxAsXt7FHR+rQhc2zkfOYTjgEgbG0vtg/q3wxJ2IXN4VRfrCuK76D3K+4qOuW1EEW3b3MCezDP+K+8AyoKgGLvo8pv/o692LRLB+V3ogexzA6+v7KYm6ueaM8MlZse1q5MB3Wd/0ItHxl+MPx6guDKNpEWy7huQxtseysUWZ+AAAIABJREFUbLyTLkB/8OtU7FpBflog2HDJ/2P11nZ2tGa48sx8YNmfzN+Be9UjKOd+HBQV7H3ufdaMq9B115B2j3SEEOg7Xif7/G8AsHasxlj3Ep4bfkjac+zP27GgudwotVNJlE1GVQQF7tGbfUq3krT1mJgIiiMupOo9psUJAxdjigxuPTvApXNCuHWVorCKtE7u/fOokg/PCnH2lBBICLqdRReHI0MIULt2DAhRABgZCvo2Yhv5b29y6nX8bOMUNjabQA5e2cltF5VQGNLo7NsXs8znVsnk7IF68/+B/owgekC+F0Mq+KZdjNXyP4PK1TGzsfZ7j8bGNKSvEFa4wRi8jGG7/JQWjL5FjF3dNt9/YMeAN4Pfo/Cxi0qYXJ3vt1zCRAoVwx591+7gMDzsxx0cHI6ZtFZAdvpHUG/4CeL0m7hmQYz5p4UQIh/P5WMXlfDy6h6uWxjDpTgm/Q7DB8XKYsfHY61/CXL7YqLIVC9y6xsDJvxHQ8aEYqMR/5t/yAtRAB3bEcvuwSXMQx57OPRlJNtbh8aSeWVND5ljr/6wkC7f0MJADKm5CeyxzjJN+7gJD+lwDZ7r70Cftgh92kW4rr+T1mR+bas3afHiO91csyBOe3Q6Ys61ZFcuxnve7Wh181GrpqJe+lVE5TRGmxAF4LYT5JY9OLjQyNC7fRM7uiTKBzzqUrAJucGvyxEpRBm2YFuHxUvvJlm72yBpDO0brGyKP7zUxz/f3ckX7+7gOw9109xjwTFmpjLQ8XrclEV0CgPKSRei9iKlJKBLAq6RHSPH4YNBURTsvo6hG4wMsrcdtXgMu/yT9ghR+3hoSRsLpxYM/HbrgoqYm7Yeg7Mmh1mzLUFRSEcVUBAcGv5BSjArZuI+5+MIbwgRLML9oX8hGxl34J6ogSju8z45qNSacD5FQY1I42snxNX+g0IoCo++1sn+3r7JjE13v8Fjr7WzoyWJXP4AvVvW0NmddAQph1GHYxnl4DCKsG3IKH6QEHJL/s+H4ly9oIgdrVne3tjH9WcXUVc2+gKWO4xsDM2PUjUN7Y0HGCKTdjehqgLTPLqHVlOgwB468JbbV6IYKXb1+ZEIepIWiiIoCml4XVBwQAwdoQiS2fzqr9+1v0WJIOQf+imtLfHiVjkpeotVWIsoGQ8tm/Y2ltTc23AFgidEcLCkQiI4BvWM/CTCsmwm6gK3rpA1bHa2Zbn72RYm1/ipjp1H9bi5mJ2CdxKTuWp+EeWRUbwOJgEx9Po8bo2fPbKLb9xcTZHP6YCPBiHg9YYk//v0PlefKbV+Pnd5Ce793M0bmnI8s2qfqL2pMc2zK3u5aEaAkrATMt/h1Ma2bZRISb6fkvu+uEJ3k13xFK4ZF2N4i4DeQcelszbTxwbJmRKfW2VcuZctjSk+f00F6ZxNZ6/BzHFBJpcLNK9nSMZVgKziw6i/GNfYM/PfKeXgmShtCbnq+XgvdSF727H9Eeyu3ahPfgOzeAz6mPnk5MibwuZsgbQM/KpJTvHR1mehaxY9/UNXrsJui/qSPozeBOvLruEnj7aRyrZSXtjNF66pIBY4yAkcHEYgI+9NdnBwOGyEbRP3Q+l4L/PqvFhOkFOHYYhlCzyRYtJ156E0rh+0TYyfj3EYz60Q4M11IrobQXNhFVSQUQIoSPzR2BBNSCkZy6ubLfqsLH9d2kFvMj8YjAQ0Lp9fRCSgMrMmH4slbQpeeKePR1/rwKUp3HpBnDnjfWhCEvZCaVRnfLmXTY35CbDPrXDdwtj7RoTWyWE2b8aXyWIF4mTxHPY92x/LFUJZ9GWUzu3IdAKzoBI7XEXBCY4Ht3/g5kIffOej1dz9XAvbW7KccVqIc6dH+Obd2wZuQ3EEQr6TpNB9QBh6AGv29Wgv/XKgTHgCtLkq0RSb1m6DIp8z9Doa+rOCe54fHAh/zbYkTd0mtUUqAJqm0NA8dGK3fmeSiiKd6riXbPYkmSw6OAxDpAQjXIXngk+RfeU+ZCaBEimFUDGuqReQW/k0pfMn4NbjZI19ffXcCSH6Ugbjyz282dCPxyVYOCVE0C1J5QSJlEKBX8WlqwcVovZi25KMskdJOcR+Jip2oofsK/cOKlciZRgjbPoqBLT1S9ydDUTefQjLF+U5//X0mRqtXTlm14fY2LhPQP/M2SoLW/+A3PI6CIXsxIu5aOJCHn0HGjtz/PxvjXzjpso94TYcHEY2I+ttdnBwOCpOVrafUxFFEUgpHWuzYySphFFrZiDPuAXx9iMIRUWccTN2vO6wjvenmsg+/E1kJgGAUlqH9+IvkNNCeAN+jIlnY6xfkt/Z7YMFn+ThR5NMqmFAiALwuhUKgxpd/SbdGYh64e0tKR5c0g5AzrT41RPNFN1cxfhiDaRkQpmbyIXFtHQbKIqgtthNkf/Qz4TH7INlf6R/wyv59lachu+Cz5LSC4/85gG2K4RdOhXI597xnGTBR0pJWVjwlWvLyJng1cGy4TsfrWHdjiRFYZ0J5V6C7tHxoiiKQAiBbduDLeiEwrM99cxd8CWizcvI+eLsDM/mubVuisImPs8otgo7waQNSdYY+i1LZW0gL0aZps3YUi8wOF7iuHIfvf250ayDOjgcNmk1hLv2LLwl45FGBjsQp1eEiJ55PWrtDCqS3Xz3xsncvaSfxo4cs+uCRAIaOVMyZ4ybOWO92Hbe1VdK8OoSbzjvmne8xkJSglYyhlwgikx05Qt1N67TFg5NiDHMSeQEycatlC79LtgmLWd+lb/8vZ9LzyhieUM/QhHccG6cJat7iBe4WOh9A7ny9fzB0sa97iluumgskWA1Gb0AgWBHu0FloTbIKtTBYSTiiFEODg4OR4EN7O6yWbklQcinMq3WT+HQzN8OR4ClBVCnXoqYsBAhBJYrOCiw6YEIAaqVwc4m6TdUXJ4Q7BGj7OaN6K0b8AYKST34TbQxM/GcfQvYFkr1DJb3lhIJdNHanUNXBRdOdjGnGjyhMHcv6WTDzjTPr3DxxWsreWFl95Bzv70pQX1pBNuWuFVJVVShNubZMzh/f3FSbXmX7B4hCsDevQ42voIy5aoRGctnLyoSrwZIUAXUFCrUFoX2xLb54K9LCIEQxxa4uzstWLK2l3U7UiyYHGbGWB9+fW9sLot4PMLn/5qkpvha+lIm7b0Gt1zgpbpYUhTUYKgzqsMeLClo6bXoTpjEwzpFAbEv66WE6WMDvLMlMbC/z60Q9dr4m9/Cjo0jrRVQV+FlTn2QNxvy6eVLoy5qSzzUxSCbc6yiHBwAslIn66lgf4NcNVJKl5m3WgoZgtMnCJo7c6zdnmRqrZ9JlR6klJgnwcpe1xXMzctxTzkfNFfepVBRyS5/FP9ldfTb7hPehuNFV79FkdkEdr7/6TXdFEdd7GzLx5t8Y30f725PMqc+yMwaHWXNMqwD6hC7VrLIXsmz8gp+tzQf/3L6WD+f+VAxPsf72GEE44hRDg4ODkfBphaTO+/fOfA7XqDztZuq6G1K4VIEXs2xljoaLBssbU8ankMIUYoAvXMT9gu/ROlpRpSeRuq8L6CufATXtmX5nWwD4+3HAYm59W3MrW8DoBsGJXXXsrUlzbVnx/jolF7K1vwGXtwOxeP53PzbWT2tjIeXtHPXMy2cNTnMlqbBQcpLC11DggcfSjjbH1VVsHatGXrtW95Em3I5uVGWW+RkBVk2ESSzgqxhE/IKPPutGAsBHUlYsTlBd7/B3PogVYUayhEGtU4agjvu30l7b34ysH5nigtnRbh1YZS9YtvEChe3nF/Mgy+3IwTccn4xEyp9BDwqIbft9At7UBRoTwgaO3N43QrlUZ2XVvfyp5faB/b53JXlzB7rBgm6BrPrAsQKdJZv6Kci5mbB5DC+9rVkl/wEpWQcng/9K6q3gM9dUcrW5gjtfSbStqkISypjHkcGPAxsBB0Jm0zOJhbS8GrOA3sq4tMlCyf56Un6uGR2AWGfQJzkzku4/WRe/dOgMq1mOnIYLGwcCQGvApEyzPrz0ba9Rkzrp6PHy5z6EG+sz1txJtIWL77TQ31RAFFxGrRtHVSHEi7BWPEk0+eeDuQtqN/ZkmRne44JZfsCxgsBKVMha0LII1DkgbKWg8PwwhGjHBwcHI4QC4W/vtpBccRFa3eOsF/lyjNjfOePO+jqNykMaXz+mgqqo4oz8TxBqKkOrL99F8wcAKJ5Hd6Xf07P2V/EtfNNtPKJ9JfOxb12ydCDjQyFfsEXr6nAZ3RS/vKPkem8FQWtm4gs+THpmn/j8jOK+N3iZj5+UQleVztXz1SYVdCOlwyRSjcmXiQCXZjo6U4QgpynCFMeWkyyLBt3+Wmw9u+DypWaGWTf51iHgyDyqbF3teV4YWUHN09NE6IVd9iHO1ZG0lNGe8Lm63/YTjKTlyOeeKOLf7uhkollB19SFiIvGu51RdlLU5cxIETt5YUV3Vw2N0KBN//brcIFU/3MnxgEJCGvgmXZQ1z6TmWEEOzsktxx37Y9bnYwc1yAuRNCg/b7zZNNTPiHMRgmdPaZe/pXnU9eUsqSNd0oyQ6iW/PZC41gGUpvJ/aGR1BzfdSfdgET6saD4iVrSEeIOgiWFLT32yQzFvECHY8Of3u9h8eWdQJQFNb59xsqKXKsfk9JhJRE9iZrPcmdl2HY+ConIXxhZGpPMHVFwzXjEhL20cVX/CCwEbT1Gjz4ipes8SGunbmIqT0v87nzSmnol0wd42f11iQA9RVupo0voK33XAo3vYHszwvzanwM2Bbk0riNXlSlcCD7XmdPBvaKUULwbqPBXU8309FncPqEINctjDtJMxyGNY4Y5eDg4HCE9KYlE6v8dCdMLpkbxaUp3Pt8C26XwpVnFqFrCn98vpV/vqKMgMsZBBwuQkAw04Ts3AmKCoU19Ouxg+/c2zwgRA3QuQNppPGccxvmpjdwv/q/qFMXYe7e3wpJoI4/A8uS1JdquLt6MfcKUXuQ/Z3U+HpZ2RvitGovEZ/g/30yivb8T5HvNgBgv6bgu+ZbWMES5LI/ktuwFISCPv1i1BlXk1UPnerGLpuMWjsTa9sKAJR4DcqEcw4Z+NXh4HQl4d0dKR5d2sEPFiUoeul7IO3/n73zjq+jOvP+90y7vUlXV11WcbeMjStu2BgwxhgChJpKyibZJG+S3WQ3fUOSTUJ2s8ludvfdvEk2hST03jHNYGyMjQvGDXdLltXr1e0zc94/rixZlgkGbGzDfD8f/aG5Z87MnTvt/M7z/B4sIFVYjnfRp+jLVg0KUUe47dk2vvfhCrSjoqMSOUFXwmbP4RTrdsapr/Yyb2KQsDvfRjleVW0x8HcUUoJHy28vl3Nmpo9gSUFDp0VnPMczm7oHhSjIR63Nnxwa1n7upBBPbejF71H509Otg8ujQZ1vXeGjdOfdkOpCqhpMWoJ44DuoVj4Vxt69BvXyb5IpmfLufLmzjKwleGBtN4+8nPfj8boUvn5DFY+v6xps09Gb40/PtPGVK0oQZ6mcJwS4cz0o8RYwvGR9JeQw3nxFh9NO2l+Bd/nfYbXsActEKarGiozCPotOxcbO4VH0P38K/vEDy5ldEmeU7mdBfZBU1kYgiQU1elOSf7rf5NMLvsk8/26UdC92bzuZdfcD0GWUcbQNbFVo6PlyuEfyL3c2DL5HrN0RR0r4zKXFjtm5wxmLI0Y5ODg4vAX6MoLv//kgqiK4bHYhZQUucpbN2Aov4yq9PLq2k0zO5oKpEeIZG7+RH6UKARlLwbQkXoN3fZbxbCDQv5/UAz9BJvNh6yJYRODKbxJ3lY1s7D6O2KO7UV0e0o/9Pj+LCJDqQV32NaxXn0CqOulJV6BEasHK/wSqy4eJYJifkVBI4UFR4KaLS9CEjbdvP5nm14faSJvMyt/invchUjtfHFyW2/QYrrLxZMpmIYR4wxS1tBbGuOhLBDIdZNIZ7EApCcV73LYOf53mrhy2BXPG6BRuu31YuXLZ2YRs3U1dkQHHpD9mchIpBQyIUb0ZuG91B6mMZO1A6sS2AwlWvdbL9z5ciUeTlBXoVBYZNLYPCaHLZxcS9gjnmn4ThBBsOZDhF/cd4oo5UfY3p0e06U2YuA2FdNZGUwVVMTdt3VleeK1nWLv5tTYlydfR7CxK/WJEYRV9TTsHhagj2OvvwX1lPWlLPaXf7WykqdscFKIgbwT/hydbmDspxPNbho739oMJ0uaAF9xZiC9xiMx9P0Cm8te0PvVSxPRryTr32zOejPCQi4zHEyxDSIukUfiu+FWdLFRV8NKO+Ijlj2zOMPnaajy2jQcJniMzGjYeQ8GWkl+sSGMurmZm9yNoe1cjPEGseZ/gpaYo0I/bUPj4HI0aby8mEQAOdWRGTGitez3O9YtiRJ3T3eEM5Sx9tDg4ODi8O5i2oLVvwFA3rNPSnWXSKB/FEZ0HV3egqoK/WVbK1Do/f1jRMrjeig1dlEcNyif7sGzYeTjLbx9voTtucvH0CMtnRZyoqaNwaTbma88MClEAsq8de996xMQrR4g6ZrAc7ZylyC1PDC5Ln/dJtHgLWsUElEAUs3EbZuNWkkWTuVX7G3r6LS6liEmWQFEEti3JeIsxzruW7Nq7BvtJTvsQD+7Q+eSlAUpDSt6QPN3PscieNmRf24jl1v6N7DdmsPVAgrpSN7XFBu7j+K5kcROqmEB3+8iXVYcTx+dW0HWFmF+itHeMcBORuQxK7yHcRjXp7NBA5uoFUQw17+0mBGw9kKK0wM1tz7YOW/9wZ5bmbpPaIhWPJvnHayvZuLefXYdSzBoXYHyFyxGiToCUKfjdk/l75M7GBDPH+nn+tWOq3kUh6FVJZ22m1vpo7c7iNhRSR0VQjSnV+YBnFTz1EEcSJpXCcrxzPsyx9uTCqXT6hvT0jzRz39+SZvYxqZITqrx4DMHZFLbpsfpQug4irCyk48ME6tzmx3HVzSZbMP6U7oOu2qjSxFLd5I5TBdLhxLBtSIhgXqs5i4QoyD8Wgt6RQnjYpyHE8Ut6+A3JDRfE+N/HW/jPZy2mjPoAS+ZcTmGBj1seTlBXJvjUpaVM9xygsHk1Inj94H3P5xm5rcKAjqEdM+Hm4HAG4YhRDg4ODm+ALQWPb+zj7heGG+rWlbmRUrB0ZgEACpL+9MhUnGc2dTN9jJ/+lMlP7mgcHBQ9tq4LTRVcOzf8rpk7n+moVhar69CI5XZHA6oqMM3hx0kqBtaMG1BHz8Pq78IOlKBFygkeXkdW0TCbdqKNnolQNRKWymsHMyydUUBFkcEr+9IcbEszrsKLz63gKVtK9bVTsPs66CTC9kSMTy8LURzIRzZ1JaE1W0T5MRFUev0Fxx2fJSOj+de7GgfPiSXTI3xoYQGK8zJ4SiiNaGzY0080HCE15iLcr9477HPFE0TqPr7/kQruf6mbrrjJslkF1A9UhoIBD6O2DJGAnh8kHPNTiaPS8EJuyeJ6PxdPCZxVs/SnG1tKkgPXxKH2DJ9fqNLZY7C1MYuhCT4yR2dU0xN8cO7FpG2NCVVeGlvT3LOqgwumRnj05byP0eUTLVyvPDq8784mDFXFVLTBilUAyqxrSNtOVNTxKAqN9Eurr/bhdSuD10AsrHPtwhhnU16UN9dF7qEfI488TwwPnvM/Qurp3ww16u+EglOzfVXYuPsOQuOrmPs3oUVH4TpnCf2eilOzQYczFtuWzBwb4IE1nYMTIaoCy88rwLaOf03ZtmTOWB9FwUpe3NZLLGLQJjV+eU8rmZxkw644k6u9FBd6MEd9mLTwDK5bU6QzqdrLtgNJIJ9W/rElJYTd9tl0CTu8z3DEKAcHB4c3oD1uDxOiPrm0hLIiA9kOv32smdTAy8WscX6WzSrEWFxMT7/Jig1dmJakOGKwvyVDJmuNGNw+vbGby2aGz9rUh5NNVrhxj56F1bRz2HKtdgapNxjw26obu3DMkcIyeDPtJJ/6NeTy6T/ZjY+hT5hPeOZF/PPkYlya4Bf3H2bbweRAD50smV7A3uYUnX06N39kNkUBhTlyyLRaIrhjZRsd3W7+/vy/J7LxD8hEN8rECxBTP4Cwc4jQo8jefISUEqvllczoYeLkig3dXDI9TJH/eIZDeYQQ+Sp71shzxeGv41Ill80M09FnoegXomgm9pYnULwhXNMuI916AKacQ3lQ5wuXFeePr7QBiWkLEhmTqOzkA/Uqv12dZd6kEC9u7R3sf1TMRWlE42ghMl/e3Pmh3go+HS6bXcgDazowdIXAwRf4h5JeeudchMvvJ2YdRsYLaD2U4r51Cf52eQlTKlWeC6hkTZur5xex7vU+CgP2ccURqWgo1/wIe+tTKJk+lPolWLGxp+Gbnn5yUqGr3yIt03iU46cLl4ZVPn1pCX9c0UrOkpQXGty0pISNu+N8+ML8dVJVpDPK6EGRfkzxRmb/AiEYZvQ/sg30pQWWbVHqSqD1t2HnMshgCSmj4C3f84QQpEyBLSU+/ZiKnYe3DQlRANkUuX0bUSsmYB3akV8Wir21Db4FtP4W5Lanyb72DADW4dcxd6/Fd8NPSWj5dCpFEaRMUITAUJzCBu9lYgH48Seq2dGQImvaTBrlpST4xu8CAIYqmViuM7a8mDte6MDQFAxdQUqbxedGmFDlJRGoHrGeV5d84fJSDrRmiacsyqMuysPKX702HRxON84wyMHBweEYVEVi5OJ4hYrbUBhTrPCFWXF8h++GbBh/bNpgpMQFU8OkszY3/+kgACURg49dXMJtz7Zy7ugAje1pakpGVn4pCuvozoT9IKYNomYGRm8b2S1Pg6LimnE5ZumkE+5DdDcOClFHyO1cg3HehwhokoOd5lFCVJ6nN3Vx/aIYtz/bxtqdcZbPCGLbElMK0rn8oGHL/gTJjM0/PFPEled+iyK/xB0pZKKen5H03XAL8ZRNZ7+Nx+vmD384PGLfsqbEECZaqgupGZh6EFdvA6nXt+N3eVEChWQ2P4mrehr2qOmktPDbOIrvX9yqpCKiAAVYM27EmLAIM9FPXyaHcu50NE9g4IX8KEEJQaKzjejr9yJ3vkDIG+Qrcz/BM33jKI/G2NecYuIoLzPH+HGrzsv8O0VKySXTQ3hcCs9u7iFVcg7l8jAh2UB6xd2ketvA8HD53M9QvbSGafFHUG5/iL+feBmt5RcifX4umR4ioFtobRdivvb0UOf+KHa4gqwWQl/0WRCQzr4/jeO7U4L/eOAQ+5rT6KrgIxcVs2CCD00Zfg6rQnL+RB/nVNeQzkkK/AqGIlk6LUiiuwsaNxNa8zB0N2Es+AiMu2SYICUEtPfDht1xehMms8cHqCxUObYeqCUFa3YmuPWpNpbVK1wtH0Dduybfh9uP74Pfo99b+YbfRwpBKgfpHBxsSVMY0mnryfHHp1pJZSyumFPIRVODePX8/Vr2tIzow+5pQS2uxVJUjLk3kg1Wvf0D/CboqS7S254f/h1SfdB5AIojpE1YtzvBvS924NIUPnJhjEmVLlTh3GPei0gJUR+cP9Ez+P+Jogub6aP9/OrRZi6YEsHQBbmcTaFf4Y3S7vy6pL5CB45cq8555XBm44hRDg4ODkfhMbth88PktjxFQaCQny/7JJqdwb/i3wbbFLge5CuLvsMtK6Ai6hpW5amlO8uepiSfXlbKrSta+OjFJRi6Qm2Jm30teaFEUeCTl5QMq+LlAHE9hmv2R/CeswQpVFKeYsy3Mp7UjlMhyXAjRV71yx0nksW2QQyUQjvQmkFVBYd7bP7fo4fZ25zmstkFTKr2sXlvPx+YW4RpS/YlbM4tMVAU8PbuJfvKQ7hS/bhqlnBfYwUfX1LC759oGawUVlPiYrS3G/up35Ldvwk8QbwXfprkIz8f3A/hC+OaupT0s79BrduMsfj/kHUqPr0hiiLIWaApAimHR8lYNqQ8pah+gQZYlhz0FjqaZNamYM8jyB0rAZCJHpSnfsGyy79Oe1eS684vJRmMOam0J5GAC9yG4KJpYaxAELtpC7nX12APRBaSTeFa+UvmX/1t0vfdB4D7tQcZ9dqDuC7/BxLqdExboM28DldRNebOVShl41EmLiah5SvxvZ+rF0oEtz/Xxr4Bc/icJfn9ky3UlVZTVXCsTARISdjDgIFy/jz3mN3oj/wD8qgqo9lVf8ZVOQXTNyQatfdLvv37g4MRwo+83MW3P1TFuJLhQ4tDXSa/eSwvEJ1f0oX64pqhzaf7ya36I8bSr5OVIyOv+nMKu5rSdPTl6OrLURlzE2/N8NvHmwfb3LOqg4BHZfFkP7YtUSrrYd3wVF29fjFUTcWYeS0ZdxGW/OuRKe8Eqar5arD2MZ5cSj79cWtDmt8+PiSY/eyeQ9z80VHUFjmzU+9l3s5jRErJ+DKDb99YSUt3joBHpbxAw1CcZ5LDewdHjHJwcHAYQFVkXoja9BgAsqeFosOrMNsPDp9byiSpsvYT9o+hKz7SBHb7wSRlhS6uWxjjkbWdNLSl+do1legapDI25VFjwI/o3fleZxMZWyNzpHreccaUbpnE6DmATCfIFVRju8ODgxgrUoWIViE7hsoouxZ8lJQeBltSWqBTENCG/WZT6/zsbspHSy2oD9KbkKx/rZnrJvWTGG9w75Y4V86LMWmUjwdf6qB7YN2H1nTwl5sgfd93B81xC5q2cfX8L/ODF2z+7soi/InDRNU+QhWVyI33Y+3fBEJBmXkN6ZfvG/a9ZKIn/7aqaFh71+M6r42s9+zyGFEUQSKb9zn2G5wyESeeFazZHmfllh6qYm6unldISXDk9WRZf337rlwcseuFEcvVzv2EX7oHln0FGag9mbv+vkcOGIr/5Zk2Si4UVOoqdtexkYQSekdGt1i71qBVzMQ0bdJqEDH6YrSxF5GTwklDGSBlQmN7Bp9bYcFYjWnFSXJSI53OAiMjdI+HyPQPE6IGSfbAgBglBOxoTA8KUUe4c2U737mhHIWh5Yc685UnFQW8ZveIbq2WvehmCtThYlTKFDy4tounNnRh2zC+4AfGAAAgAElEQVRzXIDCoE5fcuSDYcXGHhZM8qMJyEZqcV30WTKr/gS5DPqUpVh180kPiJWnOlAk5y/BNXUJmVceHlwmgjHsyCgkCo+tG3kMXtkVZ3RxxDmPHUYgkMT8gpj/yOSUc444vLdwxCgHBweHAQwzTu7o1A9AqBrCzI54/PsNSdCnEouMjF45p85HMmtx76p2cgMD4n+//xD/8bnawQp6jhD11nHZCVj1v3Ti59XwRTy60iQa7OKqeYWURTTSahDP5d9Ead6B7GtDKZtAJlw9+IIfMCQ3f6iUh9f1sb0xzcyxATwuhfte7OBjFxUztsyFJ9nMVa2/hO0HQDOYPO0j/HYbzJocGxSiAMJ+jdz+DRjHROVEdj3MuJIvErG7KXv+uwCoMy4ns2sNIOg8/2vsSJWyIP3giO8nrdzxZ9TPAnK24JVdSf70dBsZ0+aK8wq5ZHqIREaSythEg+pJSXXLSYX713Ty9Mb8gK6pI8ure/u55VPVhE9srD2I7nYjQsXI9gPDP9AMhDeIjDpC1MlGSjinxofXpdDYpyEjEuGLIBPDB+hmaKQQqxRVDxusSynJB0E5N1MAIS3ciXa+ulgS8Lnxr/kVcu1OEArqrGuQJZeSVTxv2o/tDqOEYkPRagBCgUARkDcI1xJtmOmRvkuZnJ0XoY8KPCoM5Icatg29eozAMetodTPJaf4RP+PrhzM8ub5r8P/ehElBUCfsHzl0KSs00AYyl3LChVW3GFfVNIRtk3WFMe1TFwl1LFk9gjrxYtzRasyDm1GLqqFmJgktjBBQHNHZczg1bJ3CoO68Ezg4OLwvccQoBweH9xRC5M1N384Mo60YiEAU2T00U5/b+wrueTcMr8SjaBxUqpk7zs+UUoul5/p4YlMCgMqYi4XnhPneHw8M36+39W0cjsboOUC6aTsvj/sOv34mC5jsbYYNe5L85JPVFAcEKS0ClXMRYrhpryIknsMbiD75n3wiUklu7Hj8UxfTppazsD6Az5Bo5BAv34rdeSC/kpnFt+53XLXwe+zP5ksvuXSFy2YXEvQp6LhG7KNUDRRVEHJL1PLxWE07sXvbUAsqyLrC3Lo9xp72HOfOuAzfK7cOrSgUhCcAZgZ19Cxy3lNnsHsqONCe438eGUqd8Xk1XjuYpr0nh8tQePjlBNcuKCLqe2fbaeuzeG7zcOEimbE51JEjXHF8g+U3QqoG6sJPYd73/UEBUCkZg4xUYnzwhySM6Dvb2bMAKQSJDKiqQmtPFiEEPreC3yXwaPKUDJCL/PCNG6vYsjdBuvQcvN4gqZV/BCufTGlOu4asrwKXN4hM9uVX8kcRtbPft5EjipJ/grzR9/dYfZhr70Dd/hzlsRqUoipyzQPFIKSNtf5evHXT0IWOMDykXAVYb5DNmFZ8+C/7GplH/hXZ145w+TAu+QIpTzEesw+xZxXpnauZOPFjqIqXo4uCXT0/iqYMP29GFRlMH+Nnw+5+7ns9xN/M+jjSMukpnUOn7UcKjVhCJeoTg1Gmqip4bV/+merSBV+5upKXtvdy1/NtzB4f5PNXlPF/H8o/pw1NcM2C6LAZHtuWpNQQqMBpqCKWcsWgMoZeu4CMKQefRdK2uWJOIetejw+mjQe9KufW+Zx0YAcHh/cljhjl4ODwniGeEWxrSHGgNc05NT7qSnRcb8GGIYMb/wWfIn3/jwZfikWomFTJFOSFX0Ld8SSKL0J28hU0dJRgKzYbDymEQl5uWhKgpMBg455+th5IjEgHu3p+EQH3YLcObwOZ7CFVu5D7Nw9/aTctyZ7DaYrHDc36H/ti70m3kXnsF6ixGvSx5+G2cnBwI0XjQrRl/bT0SYrcFsah7SO2W652oZaMRRHw8SUl3PV8Gz39JjXLxjJGc4GZGWzbNe5K5tom/qd+jD7jcqyOBnJ71uO56G/oSmisfzKfsvJodz3LZn2S4O4nwBfGPfNKsrtfxnXhZ7CrppE6i/yiFEWweW//4P+LpoTZur+fjbuHlt2wKMYDazr52IXRd+R3kc1JXLoy6Md1BFV9e3JvtmA07g/9K7K7Cal7sCKjSBn+90UZ7HhW8MBLXVw8See/n+jmYFteDDq3zkddmZdpY/xURk5+OrGU4NEFT7zSRdhfRqnmYezy7yIyfbTmQuxOFTHXE0C/7hZEVwMoCnakcrAS2elCCOhNQ39aYmgQ8SmopzgqSwjwJg4h929AmlnU2hmkgqOwpDKsDY2bkdufBUAtG0Nu97qje8Gz6CbST/0Ku/0AaAaeeTdi180hqR6/UEK/rwr3tbegpLqRLj8pI59CpnQ3IISC3dFA+ebf8M/Lv8SDOz30pODy2QWMq3CNOF88muRzy4pp7S4gk07TE7yYnYdz3P9oBx19ebGxOGLw8SXF1MQMfHq+mmldmZunNsLfXl7Orx89THd//nn6wOoOpo3285NPVdPeY1JVZFDoO37FwNNNLjfyRlIWEtzyqRr2NacxNEFNsSvv2+Xg4ODwPkS9+eabT/c+nE7CwFdSqawTHuvwhvh8LpLJ7OneDYc3IW0J/vWeJlZs6GZ3U4oXt/XhcWmMq3CjKaBgoWgqpsyXhFYVcdxoJcsXxT1uNlr5RLRJi+muW8Ynf9PDI3uDHAjPRhs3nxW7Ddbu6GP1tj5e3dfPtgNJkhmL3oTFM5vy2//gghhjyj0EfBo3LCpi1hivUy3nHWIoNtnDe1gVr6UvOfwlf+6kEOWRofkVXc17lBwJJDB6DkJvM1rFBDIv3YPZuJVcfy9b/Ofzz3c08+i6LtbsSjN58WKCDXkfIX3MbPSac9ErJ+IKFzB7YogVG7o5MGBEv+mwxoT58yksiaIVVSFnXo9pSSo2/Df0d2L3tuK58FMogQKyu18mWX8VrzaaxFM2O1tsXmiL0V0+j8oZc/AE/Khl48kVjSejeN+dA3oS6UpINgyITxdMDfP4uq5hn+9rTjF1dICisAvfO9DZ0qbE79HYflRVxIqoweWzIxhvw/9XIsjpAcxAGaYvhq3kdy6ZE2RsgUs7s2IaT9bzSArBX1Z2srAqyYZ9GdbuHuqzpTvH1NEBbn+2lXmTw+jH8b1+p3hdCqGAwZ+faaWqKsqqgy4e3+NHBAuZNiaES5XkVA85fwk5XzHmCaSXnUqEgEM9kvW7Ery0I05vwkaiEAkoKKfwFPElD5G545tYDa9iN+3A3PYcntFTyboKBttomoJ4+fbBKnJCd6MECrEH/tdqzsXubMRq3pVfwbYwD76KUToaO1SG/QZxu6YwsA0feqIVvWkzRqYL1e3FTnRjHXwVMgnCB55jdrCRRbFWRk2aOHj9HIumQMirEA64uPPFblJZmy0DkU8AibRFYdDA41aJ+vMnXNhvsPNQirEVXlZu6RnWX3NXlqUzCxgdU/G8tYDIMwKfARUFGqVhDfcZtP/O+67DieKcKw4nihACr9cA+A+g59jPHTHKEaMc3gTnhnvmYUpBc69Nc7eFbqioqkI8BZ0DkUhHZlD3Nqe5aJKL57f08PuVfRxuT1EY0PjOnxrZ2ZRhTKV/xMBYIsgZIXKhSlLeMr5/Vwd9SQvLljR1mpRGPTy3qZulswopjhjYEs6bEOSSmYXc+lT+5d+24dV9/YT8Gn93VQlRn8j7WTi8I2zDj18zKYwGeXH3UI5JwKty7fxC3DoYdhp366vIVb9Dbd6Ku6AI0xVGFxaqqpB56e7B9dqnfYp/ekSSyeUfAIm0zZZmlQumFxOYMBOzcRvmwdcQQpIKVLLuoGTN9j6yA+0zOclzuwWRCedSEvXBrufx7HoK4gNeK4qKMDz5KIXFn+fv7spy9YIYW/b2Y8u8v8oFk1xMSr6M+fjPMTc9ghpvwSgfS049e6bKhRAUhAzmTAoxY1wA04INu4YbIOcsyfzJYYI+laDr7Y/ePbpCMieZUOkjFjaYNSHANQuKCLtPzkM8Zwle2J7kZ/c08di6biwURhW70c+QQlcn63kUzyr8v0cPc/2UDHe/5qKnf7hPWXFYx+1SmVzjOyWDfUE+fWtefRi3oVBf42X2uABjyww82pn3Qpa2FO56voPH13fR1JFhR0OSlu4s9TWBdySu/jUURaDtWIHVuPWopRIyCRg9h6Mz9oxsD1bDFgDsvnZc05djte2DXBpj4kKyW58b0b9WNAolGCWnHT93Vgjwtm3B2vAgaiCCSHQhcxlysfEkLZ194z7GgcrLKB07FiPVAU3bcfn9WK4QkuM/8FKm4IWtffQmLNp6hte4DPpUIn6d6piBlBKXln+2xtOS1dt6h7VVFVgyveCUHfv3K877rsOJ4pwrDifKm4lRTpqeg4PDWUXGEty5qpOnN+bvZy5d4avXVvLia71sP5jgnFofNy4uZndjkopglr+80M0L2/ORLPuaYe3uFJ+5JMbPH2jhn29r4Cc3jcKrH3/wY9qS3uTwQdoLW3q4blGM3z/ZQmmhQVWRm57+HFnTHiFqj4q5yGXfv2XGTzYmGomK85iSi/Pjj6qs35shEtQ5p9pH2JMfPOlNG8k88cuhdXatwXPDLaS9pXh9oWH9dZiBYX4nAK09OVy1U0jd/XUw8y9auc1PYPT1Mrr+s9RX+3hpe99ge1WBqpibu7cVs63pSmZXWSyauI/w2v9BOfdykj0dtE/6GGpc4UsfKOW5V/v44SdqeL0xid8tmKrvxnryL8P21ygoQ5lyzVmRKnYkYuTWFc3saExSW+rmE0tLifhVuvuHzv36ah+jYi4s0yZv5PL20BTJ9Bo33UnJOdUeQl4F/SSWud7bluN3Tw5Vcrt/dQexsM788Z731KRVX8IiFjGQ6V5mVXo5cEzxunOqPczw7sfu66Y3XYLuD50UA/phSEmBFwq8R86HM/cAd/VbrDnqugfYczhFR9yk6DiG2icDIUBmUiOWy0wSgeSIE6FtS6idjdj+PGowilY2FiubxrjmB2iZHmzdj7pnfV6cOrr/wF/3REtmLLb1FGON+hRVahvlahMkezEiaR70LOf2J3r44bIk4pEfkR24V7LpUTzX3Ex/ZPxx+3TrAk2FCVU+th5IDPtsdLkHlyGwj7rxuTVJWaHOuEovrzcORUNeOrOQooCA96mHmIODg8N7BUeMcnBwOCvI2YKcDd399qAQBTBnYgDTspk5PsD+lhTPbu5hX3Oa+hofVVGDXzw6fEa1K26hivwguTtu0tZrUh09/uDYo0kum1XIHSuHqgp1xnNMrvbyg4+PYm9zmqKQTl2xC0tCdbGLA615/6DyQoO5E4PvW8PdU4VtS7Kqn4oiqCr2DpaKBzBkmtzL9wxfwTKhaStiTAkiUkF+AJdfIaxn4RgTcr9HRY83kzOHz/gp+9bSH7uScZVFtHRl2d+SRlHgS1dX8D8PNdHclW9/sBV2jhrNF5d9H8sV5ne7cqxfmwVs5k7sY8IoL4YmuPXpFgIejalTXx/xHc2dL6LXX0ZGnPnRUd1phX+/r4HW7vz339ec5l/ubOA7H67mN48dprEtw6zxAS48N0J3PMf48pMQyiAlEQ8c/VueDFRV4ZVdI0vaP7Oph/kTfO8pw7fWngzLz4uyJ2myKNrEa+Vl7GjKR6osmhxgQu9KePqPKEDR+Plkpl6DCJWcFQLpqUB9g8hW7W16lZ0IliVRx84lt+nRYcv16ZfTbw3fbtKIElj+9+Re+CPp1XcgvEFcioodjmH5yzGmXUrq2d9BNi9u6ePmIrwhsu7oiEtICGiJw0/vaKKjLz8Z4zZ8/PMlVZStuRmEwqK5f8vG8lpK4+sGRfsj5Nbdg7L029hy5LFRsfnw4mJe2NrHkukRnt7UjQAumBpBVxVqit0jvJ8iHsknLilh+8EkLV1ZRpe5mVDl4X17Mjo4ODi8h3DEKAcHhzOeAx02v32imZauLPMnh7hxcYwHV3fwpasqeHlHHw+t6WRKrZ/L50bZvKefNdt6mTsphMRGEWAd87KtKEMjC4/rjfPnpIRFk/1oKjy+vovCoM5HLiwm6oeoT6Um6hsQQvIb+Nb1FXQkJNmsSWlEPyPTTd5LjBT6BFI9zmMtHcfTuZP0i7fjXnAj6ZfuBTND8eGVfPSCj/On5/L+RqoCn7+iDNWVJHdMF8LtozsluHV1CwunhFkwOUx1xCIWNulPD49+23IwQ9/5xWzfF2f9vqGe1mzvY8IoH3sOp/jGDVX8/J5DpLylHCs5KcW1GKlWXLYkE6ggI88gU5FjaO3ODQpRR4gnLVq7sty0pBiPDrYUGLpKTVQdiOg4M7Ftm4qikRUSq0tcCOQZvOdvnbICF7+4r4lls4upK9T5+vxu2s0AaqCQ4sPPI17602Bbc+eL+CrraTZKCLp5T0WInShRv8KMsX5e2TVkyl9Z5KKiUONURnSlgtV4rvk+ufX3Is0s+vQryURHRh3pwiK39i7M/ZsAkMk+0s//Efeij6MFS0g9/yfcMy4HoYCqYR7agZ2OY8qRz7/uFLy0vY+OPhNNFVw+pxCPS2W3LQgs/HsCL/6SwMu/4arzfoQSN0esb2ez3LOqnYXTiulJmKTSFqWFBoU+QEJxAC6dHiKetrloegHZnI0CRAIKvuM9MyWUBSFW78OSftyqRAhJc5+goS2NqghqSlxETlKqroODg4PDu4cjRjk4OJzRtCck3//zgcF0qmc39TB7fJDPXFbGfz5wiEQ6/8HOxiTLZhUypdbLup29CAEH2k2unOnl3peHwvtrSwza+/LrXDargGhA4a8NJrw6LD03wKL6AKoqULEHmx87KHNrknNHB2hvj//VPh1ODRlcBObdSOrBnw4tNDwIl5fstufZMunLFCtdVM67HsUXwk70cj47GHNDPfG0pLxAI9HbRtxXiatiEvahbYPdiAWfYNV6A1uadHUluLZ8D5F1dyOsHD+bdwV3HRrNMzvyAzMhwKeavNSgwzGy1mv7+0mmbNp7s/z9NZW83qIyp2QctOQjpITbjzF2Dsm/fAMAfdx8PPM+RkoNntqD9zZxGQqqwoh0R1WFJ1/pZkldmonRDAl37enZwbeAlDC11kssrA/62fjcCpfOKHjPRTiWhBQ+ubSE3z7ezP2m5KZLxnLfi+0srOvl0r0Pjrh7yZ5mDmbbqaktwae9/1KP0yZMqQ1QFnXzemOSmhI3i6eG8Zzs1MVjsFDpj4xDX/oNQJKwjx/Fq5txsq+/NPKDXAY7FUepmEh6zV3DPlJnX3fcvlp7coP+izdeEOOJ9V209+avh2iwhH+a92WiL/4brlwf7eHJVIr7h0UNdo1ZzmMrErTE2+hNWOxoSKKpgu99dBSjChSkBJ8u8elHIhuPRFD99WOpCYkm8pGwjd3wgz/vJ53Nb7cgoPHtD1VRdHz7KwcHBweHMxTHwNwxMHd4ExyTvtPLnuYcq4/x6mjuzLB0VgErNnQPW97QlmbW+BClBQZbDySoC2e5oDrL+JogPrfGJecGWTYrQjwjuHRmAbPG+k7Ib0bKfNSMcgICk3O+nB5UYePr24vd0YBrwgLQDLSKiRhj55BZey+ZcDX/sa2WezZB/dgioplGDpthbnmlggfW9bNmZ5LdhzMsHq9xKO2nePIM1Mp6+iLjaalZzl17S7lkdoyDLWm+cl4P4ed+Cqk+ZLof16EN1E6ewNMHg1i2ZMn0CJXlYbI5m+0Nwz1fLpgaIRzUmFzjZ1djP0vmVbHHmESyeAr9FeexPbaMuKuEgoZnwTKxOxswiirIRapPz4F9E1x6voDAzqP9XGYVsK85zbYDCeZMCFBEBzlf8WncyxPHrcHcSWGm1PmZOzHI1fMK8xEdZwgn6/4igKKgwqIpERZOCfOzuw/R2p3DQmVReTeyo2FYe33iQm7bHqYs5iPifWepaaoqzrp3rl3NOf7rwSbaurNEQzq7DiXZczjNnAmBN6hFd3KxpcA+JorJsJO4e/ZidO5Gc3uxGrYg0/3D2mg1U5GhMpSa6dB9CNnbhnD5cC35ApnoeOyjjMaFEGiaQnO3haErNLalmTE2SEWRi/oaP7WlHl7bn8AfDjFR2UVTySL+uF5l1oXz8JICb4SuKR/l1p0lNHTadMVNZowLsOtQClvCvsMpFtSHeKeZjUJVuH1lO/sHqpoCpLI2sYjB6BLH0fyd4Ly/OJwozrnicKI4BuYODg5nNV73yDSCiiIXWXOkX4SqCAIelf6kycSYxeT4Svyan8kv30/ggh/To3op8OvMGn0k7eksGxE5vCGueCPpu/4JpI164aexOhqRmX6y8U4QCm2lC2h4Je/ndftmnR/O9PFSZxUH24cil/a25thw2MvUWou0GmSPqOdHzxwciPpJ89KeRv7x+ipCu1eM2H7B/hXcdOFXCfhdjClzAYL62iDrXk/Q0J7fbl2Zh1TG5t5V7SgKfGZZGY1tGb5/by8QGOjJJBpKcMvMG/G+/Lv8kv2bUOsuwDzOOX+68Wg2F0wNUlvmoaM3R2FQp7U7w+Prupg5LkCB3Y4MlZ7u3XxL+A3J+NKh1MizTTg5UaQEQ7FJZwW9iXwkzNbGLF0LlhNpP4DdeQgQGJMW0e6t4+W9Wa44/+2XBe3OCPY3Z2jpylJe5KKm2CBonB0Htyuev09095t09+cFn0zOJmuB+zRUWtRlBmX9HWS2DNyLdBfeZV8i+fDPwc5HrmlVk1GCMdKBEvRkO8bsaxBzb8D2hEm5ouhmAkWBrNSIZ2Dd7n5e25dg+tgAbl3hy1dV8pdnWnj9UF5QLwrpfHxJMVv39eO+9MvUu0qoqVNxa5IDwdHcubKN155Mk7Py51JdmYdD7RkmVWhcV58mYLUTSNqY/lLMdzD8yNmClu5jE6mhpSuLqgbOyPukg4ODg8PxccQoBweHM5qKQp2Jo7xsP5hkzmiNa8Z2U5LdgtVfzJcuLOc/nzUHB4uXzS6kVOviqoKthPY8CZ0HYMGHIVTKS/skC2c4t7z3IkIIzAObB1NFMhsewTXtMqzORrKKh4bgNH6xygOYRIM6yZyCKB7Dqxs1jk2j29posmCqH1tK2nvTLBxvsLiqD7fVj1FYxm3r2qksCuE9Zh9y7ghSEUyu9mCaEkO1qStS+cYNlbT15uhN2mzZ28+9q9qBvPfuyzv7mD85xLF09Oboi54zuA21YiKZY/PgziDCLvCWu3isJcVtz7SSsySFQY1r5gQodadIuIreu4rOewC/WzB9jJ8Nu/MiyxfvsPn5h75BTLZgo7IlHuJn92SZNylEaUQF+dbT9NK2wm3PtPLyziGD+OXnFXLVnAJ0cean/dVER4pw548zCGlpMnKkz9ipxki00iMCpOd8AX/HNvQ9L5B+4S94b/wxsrcVoRnIQDFGSRXWzrVkHv4ZRyZf9PoL8I2dS2rFr1AipbDwC/zioRR7mvKRRhv39LNgcggpGRSiPIbC0pkFZHOSsZU+dqW9lLgEHi1/X4r4NMIBFzkr3z7s15g7KcQzr7Tx9Ynb8a3+AwDmWnBd9Flk7UKs4/hVnQguxWZ+fYi9h4dHnU4b43/LQpTb7kdJdSNdfjLGey8d18HBweFMxxmZOTg4nNF4NMmXriiltcdkTPdKeP43QP7mdV5RLSXXfZUnd8DUOj/jvG2EH/j6oCihjToHM5vl4JTPca63iKI38YdyOPNwk8XoP4S0TKxQOUlG5kwpCuQwOBKgYPe0kHr2f1HGzaN52if4xq/3M6YEvnZZmsLudbgCQegt4vyJY0eUF58x1o+KRSKn0NDYyafDT8PqJwY2pPKR879Gs5xKnesRyAykpikaPaMvRcvpfOePDeRMyVXzo0yo9BD22ARjGnev7uGZTcPTShMpi8LgSHPyUcVuvFa+CqRaOgY5asYZr+UYis3y6SFmjQ2QydqUhSGo5+inyhGiznAUbG66uBhNE6zbGSca1OkiAqEiNu9NsKMhyUcvLqB+lAf1bQhRAIe7zGFCFMBj6zqZOylIRejdSHR7Z9Sqh/nCYoPfrzZJZW3mjXVxaeHraKnxZNwl7+7OCNieiPLL186jvTfH+PIaPrdoAbHnf4IpVZKlswab6sk+sk//iqOfe7mtz6GVjUOvm0721RU07jvEnqbh99W9h1P4jgr5unZhjPtebKc/lf/9FQV+8LFqqgrygpJbk3zkgkIumR4mlZUUhzX2t2a48VwT3+pbh/WdefZ/cZVNIumKjfhqiiKwpEAV8g2FIcuSzBjjoy8R5bF1Xeia4LqFRQMpeid+r/H3HyTzyL9gxjsRBeX4L/4sGXeMpmyQjrhNNKhR6BNndNEFBwcHh7MdR4xycHA44/HqktpAHB778/AP2vfhiTcydfQE/uuBJq46V+WyZd+lw1VJa79CNKBTLFsoU1W0QhfWsWX1HM5ofLku7Jf+TPL1NQCosVqCS/8Pfa7haV9GtgdRGEOZ/yFQFDIbHkEmeuivvoBoQOW71xdTntlN8JlbBtdJu3wsuuaHvDopyOpteU+yC6YEObfCxpBpTM3LRVW98NwTQxuyLQrX/5oNY75Davp3GK83gGXSYtSw+nCUsZUKrd1Zsqbkfx4+zMeXlFBd7GJ0TGXGuAAPvtQ5bL+Xn1dARdTFRy8u4e7n20hnbUoLDD56UTHFnhRc9wOywQqS4tg4rDMTTZGUhQQMyIIZTkP+ksPbIuSWfP7SGB+/MIahgUuVSClZXO9lydQApmkh34GoeMRo+mhsGzLZow2sz1w8ao75O/+Nc+Zdgan5CB1ajbplH8r4H77r+9KdhB/ckY9ABNjZlOU/zCA3z7gB1Rcd1lZmkshUfEQfMtGDEoyCoh5Xv2nryTGhyssT67vwu1X6kuagEAX53+6eVR189eqSfMVa00YTktLQkWgnyeRKF64uC1Me89vbJn3dvazvC1BX6qY4mPcQ60zmq9a+fijFwslBZtS6aGhL05cR1JZ6KQkrKOQjYZFwwZQQ558TxqULgob9lqKa3HaC7KM/Q8Y7UUvHoNfNILHqTp4v+QS/fj5fXVUR8H+uLGdGrcvR09hh+LAAACAASURBVB0cHBxOEY4Y5eDgcFZgmyZqLjNiecwvscIGlUUuXjkkKa2s5b/vbOLIe+mNi2MsnepzhKizEKVlO5kBIQrAatuHufUZtFkfxRz4Pb25LnIP34LsHDBc1gxcl36FA3E3WsFYItLm3HKL7EP3cPSQSGYSyOadWPZkvnJlCZV6F7Edf0C9bSOypI7gki/h9aQ5Ng5EJropMDI8tsfP8+7JvLIrTiZnA51EtvZy/aIYf3q6FchXzttxMMGnl8aojCh898OjuHNlG6mszdXzo0yqcFMWdTNrbI7SgnLiSYuyQhclIYW4WnfqDqyDw3EQSPwD/s9HBt9SQi73ztPoygsNwn6Nnn5zcFldqYeSAh1GXGVnHjYqes00Aut/n1+gqLgXfgzLNGFkcOMppbUnNyhEHWF/a47eyy9C4B62XAkUopaOwWrefdRCFVQNu68D4fZT2r+VMWXns/vw0PN15rgA48pcLD+vgJd39JHKjBQTe/pNntkSZ8u+BMtmFlAb09COyryTUiICUYTLh8wMRaAKT5C1jS5+vaoZXRX88KZqgh6FH/zlIKURHb9bkMxIfnx3Ky3dQwbJ376xiroSnTU7EmiawhPrujjQmqam1M3nl5dREjzxIEwl3YPZl0+Z1sfOIf38rbTP+yq/fXJoe7aE/3n4MP/2mVpCbuf9wcHBweFU4IhRDg4OZwW2txBrzPmou1YOLTQ8aEWVxFyC795YQW8avv27/Rw9QXrHc21Mrq6hIvyu77LDO0DTFMzDO0csNxu2YMxIYuIBQLTuGhKiAMwsuS1P4V/4NbxuDSklOVyQS43oK5NIse1AkuuqDxF79R6aJnyIhtj1+DWTutY2otFiLI6UH88jSsbgK4xySdTDT+9sHNZfd9yk4Ki0u6BXY3dTimRG4vbCmGKVb11fhpT5KKIjkSYhF0QqDRRFDHieOAOfsxpVwZYCFYm0z1yvr3eTkMvmmzdUcdfz7ew5nGRKnZ8rzoviU0+OECWEoCclMW0Ie/PH/mRiu4NIRcF79TcRto3V30lm2yqU2nkndTsnQsAzMuLQ61LQ3B6OvXcongD6xV+EZ3+FdWgHIhDFPesDZNY/hDH1EmQqjufwZr565TW8vDfLq3sTzBwXYGqNF68uuXZuhIvODdOTsHnyla5hfZ83IchdK9tJZmw27u7nH6+vYnKFNkwQSusRfFd+i+zj/47d144IldA8/XPc9mS+Uc6SPLS2kytmBrl5US9FB54EJBsKP8c93cMrdf1hRQtfubqCjj6Tla/2DAqb+5vT/Oj2Bm75xCi8+on97tLlR3gC+agxMy/C9Zoujg2uypqSeMoidJxCKg4ODg4O7xxHjHJwcDgr0FSBnHUDWV8U974XsCKj0M67jqw7ChJ0RRJP2aSOSQeREjrjOSrCTsnnswnTtHGXjCa35elhy7WKCZiqG8z8AFQOzG4Po/sQYSNLRuYHbVnhwjvzKjJP/tdQG6HQGx6HLSXBbAvbJ3yOHz+W44iheW0swLeuKyZy+T+Qfer/ItP9qLFa9MWf5uWX4kwe50FV4Hi+4romUIRgdJmHhrY0Qc+QoKUgQYycwbftN/ZIcTg7EALsRDfW/o3o7a+TK52MUjUVxRN485XfB5QG4csfKKY/CwFDIO2TI0TlbMEL2/q57bk2cqZkap2fTy8tJug6edeT1FwgJckH/iUffTltGa4L/4a44j9p2zhRYkGVS2dGeHz9kAfdZ5eXEfaAlutHCo2MGIqQ6ncVE7j4i8iGzdhdjaRevANj4kJEsBjXpV/Gjo3Bq+ssrje4eEoAy7IHhXKBpMADYXc+svP251pJZGyWzihg16EUyaMiph5Y3U7J8lKiA1nFqipQgESoDte1t6Bn47zaovPTh+Nkjoq26+zNUW0fwF75o/wCoZCLjaj+TU/CpD9t4XEpwyLsIB+l1dFnUlV4YqnBaS2Mb+mXSD/0U1DzEwhR0YNLDw5EuuYJelUifpWzcYJACIGmgmqmUPsOg21iBctIn4Zz1sHBweGNcMQoBweHswIpAU8YMfNaslOXoxguMrYY9o4Y8asUBjU6+4ZeVHVNUBB4l/MoHE4KonQiWu10zH0bAFCilej1F5E08x4zUkqUsnEj1tMmX0Ra9XJkmltKyFVMx3XpVzA3PgTeEPqsDxK3qkllGkjFzuE3j+UHIKoCLl1hX5vJgQ4TV/l0fDfcgmjfi7l/E+k7vs0nRk2mv+jLLJlRwOPrhqIFakrcBLwqH1xQhEtXWL2tly9eUYYmzr6BjMNbx86mUJ/5JXrLDgDU3S9gjV2Iff5nEMLxzwLAtvFrgzUm3hFCgGGnSCdNHlvXQ87MX2eb9/bz2HqDG8+PIE+CwKsoArHrJbKvrsgvyKbIrL2XZGAsdmUlbvXdvb51RXLN3ALmTgrSm7AoDutUeFPoWx4nt+kR8ATxL7yJVHTi4DpxrRBXzTzU4jaM+qVkPUVYqMNEcSklpnn876KIfGTnt2+oQEpYtT3O6m29w9qoiuCZTT1cN7+AYP9+zM2PIRPduOsvxCyZSMJdguq3yOSGr3fdoiKUnfcPpVFLmypXN4ri5+jAwgvPjaAqoAiBIhgWxaQIhhmuvxlSSpLRetwf/jkiG0etnUFky+1885Jv8O8r8+mk0aDOFz5Qjt+QZ7RnlMfqQevYC7k0ii+MmexDLSjHatiGUAS5PevIHNoOgIiU4bviGySMkebxDg4ODqcD9eabbz7d+3A6CQNfSaWyZ/SDxuH04vO5SCazb97Q4V1BACgaUo40vfW6BKMrAuxoSJBI24R8Gp9dXk5hQMFrvDsmuc75cvLIqj5coybjqpuGNm4e2pRLR5iXS3cQV6wSu2k72Bb61GVQfwk5cUy5dc3AjlQixi3CrptH2ijE71aZXBcgp7hYsamPT85VuWlcE5eVHuT8SX6E7qIorKO07yb9yM+w2w+AtJE9LfiCPjw1kymPuogEdGaNC1AVczOh0kNNzEVBQOPCKUECbxKQ55wv7x1EVwPqK3cOW6Z0HoTR88F9cqKjnPMljy4s/MlDqJ0HcLdtY15RO2qkhJ0tefWivTfH4inhYR5Gb3tb5LBf+F9kcriIYnnCtATqCXnefQN2VYGwR6E4pBL0KLh2Pkl29W1gZiEVx9y5Cs/YmeiR4sHzxRIaOSNETvNj8/YOjIJEERKvR2flq73DBKEPzI3y+LourpmYIHPnt7Db9mH3tmLuXosRidHrqaA3I5g+NkBjWwaXrvDRi4uZPMqL0bQZu23fYF/+3r1MvfhCmnoENoKr5kb+P3v3HWBnVSf+/32edvu903tNm/QKIZQkdIgUkS6IgLrosu53V7+ufv2xi6uurCu6uru6blERVATFBgjSWwgkgRRKyKTPZJLp/fannN8fN5lhMumkzMTz+ie55ylz7nOf+9z7fO7nfA5lBT4mlfvY2JxkQkWQTS3DQ69vvqCEmdXWEZXClwhsI0TWV0CyfC5tvomERZzTZldSWR6hMGai64L6EmtMZq16CPriWTqbmtB2vwuv/QJ746v4piwi89oj2I3L0UvrsTe8NLxRehDNtJCVs5AyF9DVdYHYk62rri/K4VLninK4hBAEgxbAvwGj0l5VZpSiKKcMz5VU5OvceWUlibSLaWiYuqQgNPZna1L2L6FHIT96wOU2Jk7N2fhvmgWeS9aK4XrDr7cpswSSu3C3vYnT8h7WaZeDbmFpFm60gsmlIfzY3HVlkIlrvovWvQOAMGCc/2nM9HSclnfB9GHWz0O6Ls6OtTgbX6Z+2jIEAXyGwDIEMyugrG8N+KNko5XYwr//Tu/D0CTB5G5kagAZKSFpFSLl4RfjVcYGccB0H1U36mDEfoatHoyuSQLtb5N85r9ys8Lll1N83m0sMzbzXHASA0mXiRV+LINjMrrKEwZGcR1eV/OI9myonI4+m5oC3wG2PDEsN4G9/slR7V7bJpgw+7j8zbKo4O5banlxfT+prMe0miAvre/jvDl5aK2rwbVHrJ9d9yQyNIWvPegSsDTu/HAFUyv9+HWJlC7GzAtw3n1+KGVODLQxy7+Try4WZDI2Gx2T0ooYfl1y2el5dCc85k4ME085lMRMymI64gO82I4V4burCmjvzQJdAGgafO7q6g80i+Txknbg0ZW9/HFVD1L6qStZzP9d3EDhy/eSWfMEWigPGSnE62sdta3X/Bb6guvosw26Bjwad6YwdMG0miDFxSfhySiK8mdNBaMURTmlBAzJhGKdwYyOqQsChhyTXyaVY0dKSUqLgMaI+35NEwS6Gsm88kvcjm34F99M5qUH8HpzX9C10olELvo0qd9/kxnn3UF2TyBqL3fFL7CuuRu9djZ6OA974wrQdQJLbsG1s7jCoKYA6ovD+HetJvPLe9k7H5W54AqYd+3oDK19eJkk/q0vkHzxp+BkEaF8Qpd9jlWJekxToyLfJGioYMZ4IAoqobAG3l9Qv3YeMlJ68jo1hgXdPvSurcjBbrS8Upz8WpL6oWeaCCV3kXzsO0MBD6+3leSzP6L4rBtYNNFgxWb46LkliGN03Xc8gX/Bh3G2vQGZJAAyr5IN3kSKYyfua7QpHAL92/F6dyOCMdyCepJ6DE8z0atm4GxZCe+bcVYEYse2A0KQdcFngPQk1QU6i6ZF+MOKLn76VCuLZ8U4d04eXut+sq40nZBuAxqprMe/PtLCt/+iHl8498NBMlpH8IZ78Da9gnSyGMU1pF/+ObKvjcCyzzOhthK/nrsOmpqkLCIoi+jA3qF5udc6ardDdzMy2Y+WX062oI6UDB3yqeX54a8+XMn3f99CR59N2K9z3bklFOeZY3Im3qYum8dXDg8R39Fh84emMj5ROhmvvwO9pA5v2xqs6Uuw99lWn7yIXQmDzgGXbz7UPDQzrd/SuPtjdWqyF0VRTigVjFIU5dQj5Z7hUWO71oNyfPmyvXidO3A7tqFFi/EGu4YCUQBe+1bcLavAtdHtwVHby0ySlDTxuw6pl38+1J5q3Uzw2rtJ7jm3rEw3mad/MGJb+83H8E0+BztSe9A+uq1bSD/7v+y9mZKJXjJP/yf+BV/iKw+lOL0hwq0XlRK1VEBqrPOMINqyL0LjS+gt63Hrz8CdcBZoqmbdvvyk8ZY/QHbTiqE235nX4Z95GWkOnlHo9baOyryRA50If5iLTi/hw0tMov5jm1mYCFaiX/ct+pq3kXJ03kuW4FoFzMk/RulXh6AJ8G1fTvKZ/xpqMyYvInPmnaxs9tiQvp5Zcy9jRnYNkfUPI2IlyNLJAOjCw5/uhHgXhArIBEpw5OHXVxICOgbhiVVd9Cc96kr9nDc7QsQnmVpuUnNlOWkHtrVlWL0pjq9sMnmmH+z00D70BVfRRgzIXWelhMGUR3E41w9PCuKROvSF9ejSQRvcjbmkFKIlpAMl+A+jyFjE7ST7wo9xmt4aaguc/0mshovIOgfZELBtl5Kozuevraaz30bXID9iUpl3bOqbHUtCQFN7ZlT7miaXm2bNIFrl4iX7wLXx+jsxp56DvfFVQKLXzYUpS+gf8Hh+Xe9QIAognfV4/b1+blxcgOMcm8kFFEVRDkUFoxRFUZRTkvCcoTtSraACt7N51DpuZxNatBiZGgDDytVc2UOffi6/3WBxdc/oITD25pXoZ87EdT1ENjmUMTFCegAOUSrI629n35tZr6+NqkAc0FndOMis+jDnzQiowOo44ASK0BZchzPv2txsj94Yu5MdI6y+JpLvC0QBZFb9nmD9fNKh+gNu50hBxtjPbGBWABEuoDSQC/wd6/eKlLnX1j+lmGTcY46pkRfghGXdBu0u0i/dP6ItqUX4wZM9rNuWu/a8ACyecTZ3XjsXMxwjaRYQlB6BXW+QfuJ7ID2c+kV0z7oZGYhRGgFXHHqW2XhW0NqbpTBmMZBKYxiC1ZsTnDszgo6HrsHDL3axYsMAAMtLfHzl8q8T3vka9mAPXaWLeHBNIZfPF3z/qiSDSZfNqUKKo6MDea4rcdHJhqohVJ1rPMxDLHpaRgSiAFLLHyRcPZOsVX6ArYYFDY9wHlQW+NEEuLY75gJRkDsXq4tHZ9zOqtIJx8IIJ405YT5GUS3O7vcwpy7FWHAlLjpOqJgUFuAxkBgdcOpPumjHoM6aoijK4VLBKEVRFOWUZPvysQw/euVU3I7tWDPOx9313oh1jPLJpFe+hffGY2iXfxnvzd8ienfjTVnKi2IR67ZkuLp0PzWr/OGhG1E3UIAoqkZ27RxerhsQPfTwLC1SOKpNhAvockJALrNgdeMAF80JY9vq1+rxwHP33sFK2gclO9oz+C2N+lKL6MktLzRmyOx+greuPWKY2f64HqzqzOPs064k+8aje1oFgXNvIxmuhgO8RQQQsLsRg10QjJL2l+By5DMcGkJSEhGc6KxbkU1CNjWira1wAeveGHkcX3k3zofPqqfEzA1/83p2k37qByA9Bhd8nPt3z2bFLwaBQc6bGeLj5wSIplogmEcmUIqzzzHx0BhIe7T1ZnlxfR8dfTarGwc5f14+Ihsn2L0Bxyzi8opellTGeHCtQXNHhh+8FuHS06/mwQ0dNL2Z5vMXuExc9S+I3p0UAPU1s/DkZzBSNp4/j+xh1tc7GJlJjG7MppB2Gg4dc8s9Xw/w3AOdRmNCyO1joa+Fh29y2Jot5e7fpygMm1x3dh7ajiRSeniDPXjpQXynXUUqUkN273DxPees3xScOyePd3aMPGZnT4+SzY7lZ68oyqlGBaMURVGUU5Itdcza07BCeXhdTWjhAowpi3A2vQ4IjNkXotXNQ6z5IzLRR09bJw/J2ymr9Fj+jqS12yYWkuiXXo67+bXh8RqGD23SmUMzLGVEgPCyz5F95gd4bVsRkUJ8F3+WpL/4kL/q62WT8J11A5kVvwIkmD6M8z/Ntx8fHlcye0IY1z3+P9EnbUFLj0P3gE1RzKKmUMd3gqetP5Xs6Pb4ygM7hqanL46Z3H1zDTG/OqYyvxp8wREZhXrJBLxDBHADJnQ7UV6zlnL6lbPQU73YoVK6wrX43P1PVBGSg2i9zcj2LQBk1j+Db8EVZCedjyPGxxBKN1iEXjYZt23zUJt3gGCaJyV75p3FS/aDk0EEorzhzmTFpuHMzxfeSTCzJM2Z6++FbBrr3Ntg8gU4e24NMq5g++5+zME2JukeleeW8uoWl+Xv9PPOjjiBurcQdhLfK9+jznNA06k/8zN8fXUtW3enkDKfHe1p8iMGU7NrEb25YP3Aglt5JTOLFx5OUVekce28PirKY2RF4AMdIy2/AkzfiICmUTMTL3zo6/B4Ecm0kX3q+7h7zuUJBZX84lNfgGwKs2cVWvkUcLNk1j6JMH3ImllITR/1/EsjGkL4+MwVFTz+ejeGJrh6cTEz60M46YMHhBVFUY4lFYxSFEVRTllJswC9YiFm2UxcM4A3cSnWwhtAaNiBIgbR8d94LyLeQZk/yoXlhXz3t7voizsURU0+f00lmZjAf+M3kTvXg24iqmfRQiUDHSmKwxqxsI+4vwLfFXdjZQbwzCAJPXRYmRNaMIoz40MEa2Yjk/24kTK+97JBZ38cgPoyH2dODR/3qcWznuDJN/v5w4quobaPnlfChxZE1VCzo+AhePD5Dt5/6Dr7bTbtTnP6BJUelbCKiFz992Reuh+3YztG3Rx8i66nX8s/6HaeJzl7epiVjYK/fUJSklfMdUtKqA1q+w04hNw+vLWPkVn7x1yDbhA49zZSyx/EVzEdZ+9QsDEuSZDYRZ8ms/znONvXoxVVUV1TQn2Zw/a24eDBrPoQRRGdvQdDixQiAhFEUR0rmn3AyOJJb7RYnFNQidu2heyL9+GrmIETqgLAHuhhauP9GNtfB8CtmEnZaXewaqPg0mkCIzNA+rVHwNuzT88l8tp/89GFX+f11iiDqVyGTWm+RbinEQnI8un8pns2z7yd6/Publi3Q+PbtwQJR0cHo8JuDyLZixaMkfYXkdm3GvceQZlACoPQh79IevkvcbtbMCcuwHf6h+mT+xnWOQ5pGsimNUOBKACvZxfBRBvJx/4VF/Cf81HSLz0wtNzZvp7gdXdj500bsS+BpDQM5dOCLJgcQgcMXPIjFp0qGKUoygmkglGKoijKKc2V4Irgnvswg2xgT/2QPTevKT0KsdxQvAl++OYnaomnPKIBjYApcSUkwjWI6bW4El54a4AHntuGlBCwNP7+qgiTKnxktDD4ikfs+3Bk8JGJTByqL3XrxRoXne6gCSiLnZjspLZ+j0df6xrR9quXOpg3KUzZIepeKaO5HnQPjL5zHkg4COH7s6//JSUMhCfgv/zv8TuDOGaUfu/wvpIGDMn5s0KcPS2Mrkk05Ij3m6V7+BKtSMcGO429NxAF4DqkV/0Oa/pSSPQM1yUaB/r9VQQu/D8EM/14hg/HKODzV8Mr7w6ydkuchVMjnDk1jCGGD4aeV4Zx+RdxX76P2eU27zaN3Of0EhtvU8dwQ7IXQlUYhoa//a2hQBSAvvsd8ltXMm/SIqpKNLAFOPsELjyHUjPONYsn4HqSaFCnuT1N3+QFxJrW0F93Ls89M3KbZMajpcdj6j6joWPxLTg7NyCT/WRbNqCXTyY26yL6AyNfs3C2HefF+0g2rUOE8glc8Em0vDKcQCF93gfLthpLDMPAbd00ok2vmkb2rWfBtTHq52NvWbXPVhJny2qMRTNwnNE/KniOhwqNK4pyMqlglKIoijLmiD0jbk70TbuUEDQkwf3UhZFS0t4vuf/ZzqG2VNbje08luffqNFr+sfkF3qd51BfurSJ7Yg7AYNIddaxdDwZT7p4p1JXD5UiBFIJlCwu4/+n2EcsaqlQh+vdLSxP0AjjC5DvPk5ja6AMZcnuQ654i9eYfwXOwLr5z1DpysBstGEVGio622ydNiiApXzD3QELMD1eeHuWK02MI5H4zKNP5k+GS/8fCpM6r2/po7sgFgyaXmSzwb8lN3gAgNNhzTIQQBNrfHnX1Cex6g8sWLqM030RLTBo11BLDh5VfjKZB2AdfuqGGXd1ZvMI8jNR2NCeDZWqksyNfcNMaOVwyxCDZd19CDnTi7FgHgNuxHXv7WiLXfIVBI9dPTQOa1+M05daRiV6Sj34b36JryMy7AU6hrM5s1iFcMwt703CAUAvE8Pracg9cG6HvZ9ipaalrjqIoY5YKRimKoihjhhCCUKYNrb8VaWcQhVXE/RV4cv/1YE603sToOcI7+20G+myKirX9/vo8HpTmW0SCOoPJ4eK1hVGDsnyTI44UHGdCnPgC0odDItje5XD/0+30DDp88tIybj6/hMdXdhMJGNx6USkVeRoGDr74Lrz+dmxfHruoQA+EKAqNjXN8vNI16Ozx2KydhX3a2dRZPdRpcXL1k96XLVQyAVnaQDpQdtL6eizlAlDygGFrKQFflCK/4Ks3h9jdEUc4aapCacwnfp3bzvTju/hO0v5czS7HcfFVz8LZtHzkzmrnM6ncwnE82v0TKLj4/+A8831kOg6+IL2L/oqvPZZlyewBKgpN2nd3EbLg669I5k+4ktvm6dxiWfzvn4YD+nUlFpUlwRF/Rk/1IqJFpN96ZuRzGeiEnp1QkgtGGYaB2/LuqOfsNL+DMf86Rl+tx7mqOZhTz8HemHtdpBCYsy7Aff7HODvfJXD+7TjN7zB0vusmxoTTSJ6AmoOKoihHQwWjFEVRlDEjnNqF8+YfSG94CQARKSRyxRfo3zPdu65JLHsAqVlktBOfZVIUGf3Lc2WhSV7QxnXHWHTkEISAhC0YSHoURiR/d30NP3piN80dGerL/PzFZRVEzLFzE6MLj0CqDS3ehRQCL1xK0l8yZoJS7QMeX/tZE3uTU/64qodrziniU8vKCQd0iqM6fsPD2PIqmWd/OLRd4bQP8T8953HJogomlepj5vmMN31xh7seSdIXzwVUTT3GvVfnUXXxnWRfug8ySURhNdr5d5CI1p0yRa0Pl5QSXUBNWRi/4yGyNtr1X0em40hfhJRVMHTuSgmiZg56zWzc5rcA0EonojecQ2ZPwP2tnR7PrCnllsX/RHaghy47xEMvCnrjDm9sGuAbH8pivPGvkEnyoQUfYp3vDDYMlLNoqkFlkZ93mxJUFFg0VIfwGyNfDM+K5IqRC2144og9hDZ86+I4DlbVDOzNK0esY9TMJCM1xlog/YOKm0X4F/8FgXmXgfRwIhVIJ4X/7ASZNU+Q2bya0NVfxt6+FgwLY9JC4pGJf3bnuqIo44cKRimKoihjgqYJ6NqOvScQBbkhNZkVD+O/9O8QmUFY9xj2W0+jhQsInf8pUsUz8NBO2A18URg+e0Up//1kB7YjyQ8b/M1Sj1BBEYlxFEUQQrCt0+Fff7OL/oRDLGTwxesrueumGuLpXL0snxhbU3yHE81kVjyMs30tIlyIf+FVBKvnkrCKT1qfdE3iy/YhhUZ7XwBPwvRqi6llGnmFUX7+zG7uXJSiqO1dMP1YU+eQfvEnI/bhf+8Jlp21kP98fDffuLUWSz+1bqBPBCFg3Y4MffHhXBjblfxyncX/ndiP76Z7sVMpnEARrhWA4zwhwFgm5Z46eYE9RZrChXsWjFwvZeThu/hz+OLtSOnhRspIiuEMJssQNLWneaenmIdfTALD14tZtX6MF/8tl8kEOCt/zfyzdFp8yzA1nQklJpPK8oeyuvYV1/OJljdgTV9K9t0Xhtr1ssm4BcM1ozwvFzQzamfjNL21Z51J6FPOGbdZqoeSxkc6XD/cYAQwZl+Nv2EJCJ1BI4ZWOheApOOpQJSiKGOaCkYpiqIoY4IQAi/RC4AxYQFG3WzwPNyO7WheGu+tPw4VI/YGOhGZOKHWN5GZJBRU0RWoxWeYHM9v35qAM6aEmVZlkRhMUhhwiYZMEtr4qvI9kIZ/eXgnyUzuhq0/4fCNB3dy76fqKQ5K9t5YCgGJrKBr0CHo0ykMCcRJuLvxAvLTOgAAIABJREFU6zaZ136Ns30tADLeTeqF+3Cv/zbNgy5ZV1KebxIyT1zf/E4/Yv1jZNc9CYbFaWd/nO9fX0d08+9xI7XctWoeXzpnkOIXvwHSQ6+ajigvGV30GfB5Sdr7LDKuxFIluo6YELlzdF/tgwImLiJhFA5NEPDnHIg6UhkRIBOp2++yCWU+Aj6dZMZlRm2Id5sSAJTlW1w6JYPc2DxifWfjy1RPWkSC3PDIQ80QGo9MILLgCvTqGTi73kMvrkdUz2RQyxux3qBVSvCivyE40IL0PLy8SgZE9AB7PTU5jkdcL8g98MA7hWplKYpyalPBKEVRFGVMcF0PvaAK39k3oMdKcdu2gm5g1MxG2Ekybz87tG7w0r8iu+FFnB3rcw2aQf7lX+DR9oksmRHFOo4z0EkpiQRMIoEYAKnj9peOn564QzLjUV5gcfbMGLomWN04QE/cIeLLRUN0LTfL3td/2cJAwkECNywt5uK5UYz9FI8+ErqRy2bzDrOWiZEZIL1tzYi2gbk38cNnYf2O3BRh+WGDuz9WQ2Fwf3s4tjRNoG1/neyax3MN2RRWqpvClb9EJgfIzq3k0tNjZEnSeebfULj9afwT5+M2rUcrqMDr2T28M9NPu1fAwqkhQj5UJsNR8DzJ3Ilhfvdq94j2yxZE8HzWSerVqS3mh6/eUsO7TSnqy/xctqiQngEbn6lRkXqVfUOuWrgQ4WYPe/+eJ+n3VUB1BeaEJWRc74D1yJMiBLGGo38yiqIoykmhglGKoijKmGEXTcEEkn/41nCtENNP4PLPo5XU47VsyLUJMRyIAvAcnFceYML8v6OpK8DkUvXxdjDRoM5ZM6IUxywee60b15MsnZ1HXtjAdAawepsgG0d6ldx1XpJoejcpI8aKLp3dfSFqCrRD/5H9cKVgR5fDEys70XXBZQsLsMzc0KGSiI6hSaTQEEKOyGBxdD8iUogc7Mo16AabzJms35EeWqc37vDoaz184sJC5HEeMmnIDM47z45oE4aJTOZmJsvEanjtrTg/aTYQopgr5t7Ox8V7ZN99gcB5t5N59yW81k2QX0XHvE+yamuYW84vRhtHQz3HmppCgy9cV8UDz7STsT2uPquAuZMiHH74QzlS+QFYPC2AEIKMI8iWWIQsiZaZjogUjXi/WvOW4frzDr7DA7BtlemjKIpyKlLf1hVFUZQxw7NCZNc/PbJorZ3G3fk2yYW349/1JZBebmjevtv2tlIU9FjVnmZKWVgVgj6I/KBgYUOU7/22Zaite8CGgQ7c5d8h07UDgEpfCP/im0i9/r9EgMur59Hp/SVwdMNgdnQ5fPVnTUOPV24c4JPLyvnRE61cv7SIikI/T6zsJhLU+cjZRdQUaiAho4UIX/hpUr//Z5AeIhCjOe4HRp4HG3cmsb1CjOM8MZ0nTOxZHyaVsgnvfgOt+c1csWVAFFTz1K5S3mvO5cxJCY+uzXLdtEp01yH13I8xJy/EmvQxUnl1xI2JLJ4liPnVCftB6EIyp8binttq8CQEzUMPBVM+OClz2aKmJjE1QMKgVUb0qi/j7d6AEBrCFyT1yoNo4TzCi28lEapW12dFURRFBaMURVGUsSNje1iZxKh26djc96afC8/+KiVeG4H8olHrGBNP4/ENBvMaLHWjcwi6JtjQNHycNQHzJ4fRW1eh7QlEAchMAnv7OvSKBtzdjRg711K+oA3nKIJRuq7xx5WdI9qkhM0tKSZVBDAMfURwbO3WOP/8iXrKowIpIVk8A//N30JL9CBNP1OT+bByZDDqrOlRTF3uOwHXMSUEbOuS/Ndr9ezqynDGxMncvOR8ypJbEZXTScdqWbVp9HZrewo5+8zryLz+G+xNr+Ps3EDf0r/jhfXdnDn75BVhP5VICdaeIaSqbM7JNeCvJDChAO+p7+A2vwOA29OC+8hXCHz0XpJm4UnuoaIoinKyqWCUoiiKMmY4UsOcuQx2N4Lpo/e0T9EkKyFSQpUJ33wuwRkTJ3BZMMPka+8m88YfcJvexpy3jIFJl+K+KagtUYV3DsXzPGqKfUOPK4p8tPVk8Ruto9ft3YVeOhF3dyMAlkwzulT04dH3M7pP02BKdYBX3+nfp4/w9o4EFXMiSCmxPY1tqQre2BwhHNRZMNHgunMK+O2KHlwPFkwOc96cGPI4Z8P0JOGrP2/CdnJ/5/UtWeJ2BZfNraczu4gzSvuZkTJp6x05QEz6w2z0n0f9DWfRtLOLitIosQ1PcUdqG7p3NcKbStqIcphltBRlzBPp/qFA1JBMEtHfCkUqGKWMDZ7Q6Oj3yNguJTGDgKG+PyjKiaKCUYqiKMqYESJJd7CGokv+llYnn3942s9A0gU6iAR1vnRtKZPW/Tvas2tJCg3fklvwzbsMb7CT/PY3+ExxHDEwnUzBRGzhP9lPZ8ySEuZMCFKab9LeazOYdDF0QX+sgX2PmlE3F3vzqtwD0wd55Uf89xwpaO91uXxREbYrWbM5DuSCUxMrAry1LY7PHD22zm9oCAFpV9DU6fBPvxge4ve75RrfuiLLkkv68MqmEcuPop2AIGRrrz0UiNrrnaYU584rYGWLzRlTK7hyYhdvNfnp7M/NSrhwokVdsY4/UIBrQm2tBr/+EngO1pJbcLatxHntIaxJCxEzLlJZI8qpQTPBsMDZp3KXqa7NpwrD0PA8OW6HxHYnBb9Z3sHyd3L1/opjJnd9tJqCEzARhqIoKhilKIqijCF6qpfQtpf4t94LyY9YDCSHZ8caTLqs3xZn6mAre5NHNE3D2bEGt2UjbueOPa2/wXfu7bgNl6ihOgcR88M/3lxDS7eN60mKYiZPvV7CNad9nND6h8GxMWach15SR/adF9AqpmItvY2Er4QjGQc5mBH8z5NtrN+WGxZ4zqwYn72qkh2tKerLAzz8Yge9gw5/eWUlm1qGh+kFfRpTa0Nsanfo6LN59s3eEftNZjzWtwc4b8M/I3QD86bvkDHzcI9zalHINzq9K+TXSKRcrltSRJG3hcwL/8Q9826g1azDFC7l3asIczFJoxYpwdffTMZO4zvtCtJvPo4cyA1f9Fb/Hr1tE4FLvkBKqLshZXzL+Avxn3MzmRfvG2rTJy7EiVaexF4px0LSFmxoSfPahgGmVAU4oyFC3jire5dwNN7aHh8KRAF09ts8srybOy4uQmVYK8rxp4JRiqIoythh+ukNT6KzySFlj17c1OkiQvnQ14ZRNQ17+xqM6plkhwJROZlXH8RXv5CUkX9i+j1OhSxJQ/nwV4HLzqmiua+UirqFxPwCGS4gJSXmx+bhGj7i0jqiQJSmCV7bODgUiAJY/nY/CyaF+eiSfNI2VF5TiaEJCsIa37i9jtWb4ghgUlWANzcN8sSqHs6eESXrjA4yZV0Qmo5MDbJjezuPbMpy2cICagp1xHG6kSjPNzhrepQVG4ZvYG65sIz6Mh8lUQ2SIXBtQm/+nEl7V9ANWHTV8E703DEX/vBQIGovd+cGrI73MMrm4kj9uDwHRTkRXA+yk87FV1wPPTshXIxTWE9GBE5215QPQgieWN3Ho6/nfixa3TjI82v7+MrHqgmOoyFurT1ZugdGDzp/d0eCjFuET11+FeW4U8EoRVEUZcxIWwUEy7O0L89wekOUNZsHRyw/f6qOu2IrAFJ6CKGx32rVdhbhuSeiy6eUmB9iZSZQhAM4LoDA0SNH9SOxRLCqcXBU+/qtcRZOCmBqHhUxbWjt6nyNbH2IH/+pFZ+l8eamQa44sxAk3HxBKf/+uxYS6dzrrWkwI38AmY4jfCG29Fq8/t4Ar783wNdvq6O2YD8Fqo4BS5PcdmExF87Poz/hUl5gURYTaHueQyZYhnnGNdgrfzO0jW/pbaT9RUPH0CusQ0SLh2bgG0FoyJ4WfJEynKDKIFHGN1v4sPOmQN6Uk90V5RjpS0keX9U9oq21J8vubptJpePn1tL1IBYe3d+5k8L4jSP63UVRlKM0fq4YiqIoyinPkxApKuYTF2VYuTnFVWcX8fQbPUgJ1y8tZlatB2ujMNiFu6uRwCV/iRzsAl8QMsMzqxnTl2D780EN0xtF1zUQ4O4n0+hYE0jmTgyzqSU1on16bQjvAGMoO/uzzJkQpqM3y5TqIL94rh0pIRLU+dw11fx2eSchn+AjUxNUrflfMHz0LLqTh14crjn1wro+PnlR0XEbsuc3JJNKDPb3NcrBQMy6El/tfIh3Q7SETKQSVw73L2XkE/zIVxD9OzFq5+A0rR9aZk1fir19LUbpVFAj9RRFGWMEUFviZ8nsPPyWoLY0QN+gjWnqOGgY4+SDt6rIZO2WOBfMy+f5db1ICbUlPj58ZiFSRaIU5YRQwShFURRlTLE9nbn1QcqKAvQnHM6eUUfIpxGxPKQE87p70Pp3g25gx8ox4p0EC2vIvvsiXvdOjGlLkQ3nYnsqx/79hIDdfZI/vdFFb9xm2ekFTC6zMLTj96Xb8ySLZ0RYtXGAHe0ZAGZPCDGzNnDAL/u1hRqRYJjBpMt/PrZrqH0w6XL/0218+SN5FDmtSCuIVngnWwfCfPsZm7748HALQx9dDP1EsoUPOzYRYhMPuE7SKkKUFBE+vwZjywq8vna0vFLc7p24Xc3okeIT2GNFUZTDkxfUuPi0Ap5Y2c3HLyrjPx/dRUtnhvJCi2sWFzOpwk/U4rh+thwLIUNy0fx8NjQnmVxZQSSoU1viI2qNj2CaopwKVDBKURRFGXOEgPKooDxq7mnxhlLmU3oUCqLDK4dD6LEJGJXzEXaGtOZnnE7sc1y1DUj+/qc7sN3cwVm3NcH/vbaKubXWcR2OEPPDXTdW095vowlBSUzHOsBNit9LULHrBR7cejpnzYiNWr6zMwPNb+G8+m/4rvgiibL5uHh0D+4YWkcTcN6c41/I/FiQEuJmIaHquThND+C98zwiWoL/qrtIWIVqnIiiKGOGrudmNx1ISX7xbDsfv6SMF9b10tKZ4YozC7EdyQNPt1EYNbl+aQkzq439jqIfSwqDkqXTgxiGjm27yLHeYUU5xahglKIoijLuua6HiwDhVxPg7IcQ8F5zcigQtdcjL3cy82PV6Md5WIVP96gp2JupduAXSBtsQ/a00J+YT9YZvd6EUpNgz0YAnPVPYlYuoCpf557b63jprX6EJlgyK0Zlnhg354GUEA9V47v481jZQTwzRFwLqUCUoihjgi48Av3bcd5+BlybzLw7iKddgj6N93YmqSr2kbElT7/RA8BA0uXeXzdzzyfqqYie3CzVw+F5kmx2dCFzRVGOPxWMUhRFUZQ/A5oYfVOgn+ThbPsSuoHZtJorZn+I5zb0c9XZRTz6WheeB/kRgzsXpbBefC63bqQISa4uVWWexi3nFQIS15XjJhD1fhkRAN/YmmVM0wRSShUXU5Q/Q5omML0U1sBuUr/6h6HJQqLFM5hSOY3BpMOUqiDlBdZQIGovz4OdnVkqor6T0XVFUcaJMR+Mamho+ClwIdC1p+nXjY2N39izrBT4GVAHpIA7GhsbV56EbiqKoijKmCUlTKsN4jMFGXs4snD90uLjnhV1JOxQOXrdPOb2PY038RJWtqT51LJySmIm1f2riSz/H/Ac0E2MOctIvy/TazwMyxsvTGwCAzvwupsRZgBRXM+Ar/xkd0tRlBMk4PQhGl/Ca92IE8ofMWut7/WfcvuHf8TvXu9n2cJC1m+NEwsbJDPZEfsI+4/PjKaKopw6xnwwao9vNjY2fn8/7f8MvNzY2HhxQ0PDOcDPGxoapjQ2Nqrf8BRFURTlfUrCgn+6rY4VGwbpizssmR2jrshgLKURZYWF/6xbyevaxLk96zhzyXwI60jdIJhXD/7bwXOhbArJYOVY6vopQwgIdG0k+ft/yQX+AK24lsiyv2VQBaQU5ZRnChe58iHsDS+iFVSgB6IjV3Cy1G17hBuX3kRP3GXJrBhTqoLc+6vmoSzKqmKL2mILdZFWFOVgxksw6kCuJ5cVRWNj4/KGhoYMcBqw+mR2SlEURVHGGiklpRHBNWfGEELsySQaezcKaSMCZQvQKk7D21uJXkLCXwa1ZcMrjr2unxICJMiseHgoEAXgdTZB5zaoUsEoRTnVmZleshteAsDr2Y1v3jLs914ZmR016TSKQlASMZBSUhg0uecT9exoSxMJ6NSXWYQtdZFWFOXgxksw6vMNDQ2fBrYCX25sbHyvoaGhEBCNjY1d71uvGajmCINRhYXhY9dT5ZRUXBw52V1QxhF1vihHQp0vypE43ueL2z3AYH/HqHaZGlDn6jikXjPlSBQXR3B742QNC5wMAJk3/0jg/Ntx2rcjpIc15yKMqhkEDHPEtiXFMHdSdH+7VU5B6tqiHAsnPRjV0NCwBqg5wOJS4C6gtbGx0WtoaPg48KeGhoYJx7IP3d3x4V9fFWUfxcUROjsHT3Y3lHFCnS/KkTjW54umCfV5dgo7EdcXw4hhTVtMds0fR7RrxfXq2jbOqM8j5UgUFQZJ7m5C2EkCl3+O1GPfAdfG62sj8/YLGFfdTUYLknQ96E0D6ZPdZeUkUdcW5XBpmjho4s9JD0Y1NjbOP8Qqu9637gMNDQ3fBaoaGxubGhoaaGhoKHpfdlQNsPN49VVRFEVRxiKfm8Do2ozX2ohWMgG3tIG0rn6hVo6c40j8sy/FtFPY77yICEbxL72VVP6k4zY0UhNguXGkZpJBzb6lKCeagU1m9aNkX/gpeA5aXhnB676CvWMdWl4FXtk0ktIPaqIIRVGOoZMejDqUhoaGysbGxl17/n8J4DIcoPo18Bngn/YUMA8Ab56UjiqKoijKSeATDtqaX5NZ96ehNn3i6Vjn/RVZ4T+JPVPGq7hZjHHWX+A//VqkZhHXwkOFiY81vzOA1vg89tonIBAlvPRWUsUzcKWaiUtRThTfwE5Sz/1o6LHX10Z6+YOID32ZlDQPsqWiKMrRG/PBKOD+hoaGUsADBoArGxsb91bV/H/kZtC7FUgBtzQ2NqqQvaIoivJnQdcFvr4mkuueGtHubl2N7/Q2spG6k9MxZdxzPEFcL8g9OF4ZUZpA2/wS2RUP5RpSA6R/dw/+G+8hEak/pn9HSnncAmqKMu4Ndo5q8lo2YNmDYBSchA4pivLnYMwHoxobGy88yLI24IDLFUVRFOVU5sv2EU97aPuLFrj2ie+QohwBy41jr3tyuEE30csnofW14AuVkNFCH2j/pswSSO7C69wB6TiibDKpvIk4qEwP5c+XEIwOzIYLR62nFdfhGsET06n3EQI8oaMLiaeGBSrKKW3MB6MURVEURdm/VNbjia0hLiubita2cahdxErRwnknsWeKcmieZiLChch4D8bE0zAqp+I0v42zqxGfL4RXNg/bE0e1byEEgb5tpF+8D6+zaag9sOyviVefgzxImpQQAlCZVMqpJZEVbGvP0NlvU1/mp7rAwNByJ7kdqcK38CNkVv0OAOELYV34GeKc2KHeKVfwxpYkf1rVQyxkcM3iYiaWarnxMYqinHJUMEpRFEVRxqm4DPDQa71UXng7M4qWE9j1JumSGchZl/Ls2izzZzpEAuqjXhmbstIivPhjZP74XYzSiaRf/vnQMnvjKwSv/xp2sPao9u1zB/E6to4IRAGkX7wf/02zSWmjpyWXCHb3uby9I0nYrzO9NkBhcDiLxEPQk5C4nqQooqOrO2RlnEi7gv94tJUNzcmhtjsuK2fx1ABSQlbzE118M0w6CzIJZLSUhJl/3Ibo7o8QglWbEvz4yTYAdnZm2NCc4Gsfr6em4OiC0oqijG3qG6qiKIqijFOBUID6Uh/ffiZDVdESZlYsZXMLXFVTwI9faeWxt3fzjx+rJWypFA9lbErmTyHykS+TfPTekQvsTC6QVHt0wSghPXCdUe0yHUd4DuynPvq2Toev/bxpKPgUDuh847Za8gOQtOHRlT0E/QaGLsgPG8ypCxI0VUBKGft2dTsjAlEAP3umnbn19UOfD8IXIBGqhr2jY0/wx4YtBY+91j2izfNgQ3OSuqIwnndkHbLR6Y67+E2NopDEcdTnoKKMNWqqEkVRFEUZpzQp+eyV5RTHTFq6bJ7bYHPOrDweW9UHQEefQ0t39iT3UlEOzJMC1x/dMzRuH5p+1PvNGlG0wmrQR9aHMmeeT9aKje4Hgode7BgxNC+ecnlvZwqAza0ZKgr9PLGym4de6OD+p9to3J1G11XGhnJ8pFyNzR0u65uzdCUFmnb051rWGR00Tdsejjt2AjSaJgj6R7/nLfPIn3dHQvCtX7fwxf/Zxj/8dDsrt2TUDJ2KMgapd6WiKIqijGNFYY1/vr2ae24u4bolxTy7to9NLamh5Z5K3FDGOFsEsU67cmSjFUCWTDrqfboSsoWTCV75BfTKqYhQPr7Tr0Kcdi2Ot5+vv0IjnnJHNSczHoahYTvwi+faSWa8ofb/fHQ3vclRmyjKBzaYFfzkqQ6+/vMmvvNIC//fT7azrevoL+YVBSZ+a+R5f9b0KLHA2Ammap7LDUtLRrRFgzrTqoNHlBXlovOTJ1tp3BNI7k+4/PvvWtjZO/r9rSjKyaWG6SmKoijKOGdpMLFEsHprml1dw5lQkaBOVaHFCR9voShHwBjYibPtTfxLP4676z1EMIZeNpms74MV4U/rETLFcwlcNhnd80jrYfadnEsTkuDADtwtK7lq/gX84Ons+5bBzGoLKSU+U5DKjtw4Y3v0xh0K/eDPdCHsFF46gQwXkfSXqgLopzBbasRTHkG/wK8f+2L3TZ1ZVm4cGHqcznrc96dW7rqxCks78qBUXgC+9vFaHnyhk6b2NItnxbhkfgwxxj4bGipM/uFjtazfmiAc0JhVH6IsmptQ4HD1JL1RQxKlhN3dGeoKTmxBdkVRDk4FoxRFURTlFJARIZYtDFNeHOT5df1MKPdz0bw8ov6xdbOhKKMkenB2rMNpfhu9pB7Z2Uz2rWexbpsFpm/U6kJAPCvoGnAI+3UKQnCg/A4pJUmCuRU8QEBbv2TTrjQBn2BJUSvpX90F0mPBlDifPf8SHn1HI+qHG+bYTNCa0Rq3UBGai2UIsu+rO2PqggK/i/Hy/5Da+CrCH8J32hU4b/yO0Fk3E4/UH5fDpZxcHXH4j9/vJOt4nDc3n/mTQpSEj22GUX98dL2z5o40aQcs68j3JyWURQWfu6qMrCvx6xx0RsmTxRCSySU60yrzkZ6H60qO9MeUgCUojBp0D4w8hrGQuu1VlLFGvSsVRVEU5RThNyRnTglwVkMIkEdc8FVRTopIce5fz8Vt2wKAVjkNxwzvd/VdfZJv/LKJwaSLJuBjF5Rw7swwhgY+L4HRtxPSg5BXTjpYgfu+qhRNXR5feWAHnoSaEh+n1z6PIXOZJv5Nz3K2/3UWLbwJq6gSM9kJ/ZB64T5KIyX89aX/yL892Y/jSgxd8NdXVVLc9CfsjcuBXHH09PJf4j/3VrIv3Yd1+d+T5SgiB8qYlXYF//JwM7ddUobf0mjtzrKzy0bTfBQFj931trRg9Hkzf1KEiB8+yCSOQnr4NI4qk8vExkx1kXY1tiRioFtUFRhHlal1KI599EPqopbHpz5Uwb2/ah4apn7m9OieLGE1bl1RxhIVjFIURVGUU4iUIKX6wq2cPB4CR4LfEHj7jot7H9vT6E24BKw6Si/9G7JP/wA8BxErwzr/L4jvJ5CT9QTf/0MLg8nczaon4YFnO5heG6Q+koaX/5fM5tf3rC0IXPVlEiWzc+8LobHi3S5uOidIXTiNX0vi0+txGzXY856R6ThWy5vILS+R6mwiePGnwQrAYAfz132df73wBnqNEvJr6yn1pXB/8dioPsrUIF5/O6aXAU0Fo04lvXGXM6dHEQj+5aHmoUy5hqoAd15RSX7g2Fx7awoNbr+kjAef7yBje0ypDHDjeSWID1gEUBPgcwZBQMaIHtYPFhZpAondZFb+juzW1WgI6qZexOPeBbxp5nHZwhjBI7yj1LTjV8/Q82Bmlck3bp/A7u4M4UBuuHrEUp+LijLWqGCUoiiKoiiK8oEJTbCzI8V/P9nJrh6HxdND3HhOlGDQPyoToycl+O5vd9LUnsFnCj5x6VyW3PIDzGwfXqiYDi9M/6BHLKARMr2h7ZNZSUvX6Bkiu/odJrvN7wtEAUgyz/wQ3433ktbChJMt3Fr4JmZmgMyKJ8BzkcV1BM69ldQL9w1tZdbNzT2WHunlv8SavoTsuqcQ/a0Urfge5XMuRuY1YAidbPUc5KblI4+DFcCcfAa2EVaJGKeYoE/jjGlRfvpU24ghm40tKXZ0pMmvPTbBR0uTXDAryJwJ9aSzHkUR/QNnIPm8OPqml8iufASh6QTO+Rh27SKy2oHrKBk4+Nvfxdm9EWfr6j2tEmvj05x75hQ+/7zHgikRJhQd3pxYYbsL0bEJr7cNrbgOp3gSKS16VM/Hk4LuuEci45EX1skLMDSiT3qSyhhUxvYO81VvREUZi1QwSlEURVEURfnAegdS3P2L1qHp4l94O04q4/G5D4XJaMND7jwEP3mqjab2DAAZW/LDx1qp+UQdlfkxmrol//V4M7u6suSHDe78cCUNZTpICFoaNSU+mjsyI/52UcyEZHxUn2SiF83NEPRssr/5R3wLryK9Yjibyevcgb2rEeuMq/G6dmLWzia7bQ3mxAW43S14va1o0eLhHdbOZ8f0T9C8IcF7zQnqSj/JjNm3UfrIHYCHXjoRzwzSWncZQVvD0tVQ2VNJXgAyrsbu7syoZQPJYztbm+dBQUBCYG/Bs6MnBBi71pN55WdALmaTefa/8F1VQLZ49gG3C2S7sZvW4bVvH7Us2v0OZQX19MYdtBLfIbOsgt4A9nM/xN357lCb78zrsWZfSdY7sltSVwre252lpTNL76BNcZ5FQ3WAspiGT0cNUVeUcUIFoxRFURRFUZQPbHdHeigQtdfrm5L0Lg0RjAy3JbPw1rbEqO07+myCfh//8fsWOvpsAHpTKF9/AAAgAElEQVTjDt96qJl776inIACW5vHZKyu456Gd9MUdNA1uvaiM0qgGVgWI4SF3AHr9fGwrhtXxHjIdR2ZTo/6us2MtoTl/h1dYjextRc8vw93diFE1A33BFYhwPv7FN4Hho7nyEpavH+APK7qGtq8v8/GFG39EqHcTA0YhP1utsXprgrs+mqWh3Pygh1XZD5/uYiU7QDdJ+kpwDzIc9FiSEooiGoumRXlubd+IZbUlo4vtjxWGBs7bz4xqdze/jl4294DHTzgZ3PZtGMX1Q/Xc9krGJtK/0aEs3zys4I/R20z2fYEogMyq3xGcuJBsoOoIng30piSPvdbNe++bNe+yMwqpLLRwXMmihhB+QwWkFGWsU8EoRVEURVEU5QML+kbPKBYN6ljayIwRnymoLfHRtE92U17YYDApWbawkIztYRoaW3YleW3DAO29DgWB3NfW8pjgm7fX0j3oEvJrFIQESEk6VE7gI3eReeaHyMEu9ImnYyy+lYQ0sAwTpIewRg9J0ksnYW9bg1Y6EbtlA+7OdwBw27eh7a7Ed8a16NUzyUTrGOyU/HFl94jtt7dl2JXwcc8jUcAeat/QnGRaZZ7K0jjGItl2nNd/RapxBfgCBM6+EWfCYtIicEL+vua5XL6okHjaY9XGAUI+nVsvKaO6UOdIZ347UTwp0AuqYdfGEe1aQeVBz0/bn49R0YAWKUSLleL1t+e2K5tMo9bAHZeVUxQ5vJkEpZ0e3ejaSHf0sNtD6ex3aO3JsmxhAUhYsaGfp97o4QvXV/PW1gRb2rNUFVp7hu6NzddEURQVjFIURVEURfmzpWnioDejWU/Qm/AIWIKY/+D3dTXFJvPqTNbuGA7I3HFhjGgAku9bzxQen768gq/9vIl0NpeRcf7cPDQBW1pT3P9029C6i2fFmDcpTCykD7VJCUFTEizI1akJpdth9wZkJg5VszBv+CY4WWwrSkIaJLKCLqeM0tLJuJ3NuXpOm1cCIAJRBufeRKT5ZYxoCW7LBkQgikwNAhKvexdyoAM30YMIV5J1DNz9HK/9tVUX+1Ug6hgzdHDfeQa78dVcQyZJ+vmfEMwrI1144OFmx1phQPJXHyrhlvNLMHRJ2Dp5Q8M0TTCYgawjCfh0so7EMiGgSeSeN6zrSQKzL8VpXA57sgNFKA9Rf9rQOvuT1iNEpp+Pu2k55vQlCH8YLa+M7tBEqmSEwhBohxvsKahG+MPI9PBwWqN2Nl6o9IierxACn6Vx6ekFuedl6Xz6sgq27E5TlmcSmh6htTvL3Y/v4NolxZw9NYQu1PtQUcYiFYxSFEVRFOWEEUKQ+v/Ze88wOY7zXPuuTjM9aWdzDkgLLDKJRASCUWDOWZGWdGT5WJ+VLJ9jyZIoW7YsKzjqU7BNUcEUJZESo5hAkCJBJCIQAJGIuAtszju5U50fs9jFYgEikCJFsO/rwo/trq6e6ekudD31vs/r5KNj3mxlKJ+zJ+sI9nVY7GxOMbHKpKk6SNgYO2HrScN3HzzMkR6LgK7w8asqWDDZRDlJ9IdihPj01S4HOiyGMh41xTp1hZK0UjiubW2hwrc+PoHX27IMJB12NKfZ0ZLhoRe7x7R7afsgn7+thgajC1eU4sqxRslhqxvrwS8j04PDWwTBW75CsqgJJNie4D+f6mTL/iSfWPZx5gQPUWR6aNMvpzfh8Wp/IQ89IfjmRz5Iykqz54K/58iQxsSCHA3dL2DuXZk33BEqnoSgobBoWox1u4ZGPkNhRKO+wOH+OwbYb5Xz9cct6suCTKsJ8scaKfNuJWgPktuzdtx2t2MfSunsP1iFthMiPWLDmXnv1FDmSsGGvVnufaqddM5jRkOYC5pi2I5kYmWQ8gKVsJ6/B1PhakJ3fhP6mkEoyOIGUnrxG/YvJQyZNQTPuwXdGsLVTZIyhA6UIs/o9k4Gyond/CVya3+F23UIfdJ8tLlXMiTCZ/SdMw70DNhEQxq/Xd1Nz2Be/P74VZVsO5jmyVd6CegKn7i2inU7h5hUGaQ6fnoG6z4+Pm8vvhjl4+Pj4+Pj87aQtAT72rMEAxqd/RZmQGFyZTBv0uvztiERPLKunyc29I1smzUhzKdvqMBQhiMppMIPn2gdqVyXsz2+92gb3/zYBCoLRtNykragucsimfWoLjGoKYwyZYJA1xUcxyN7kmgRKSVCwA8eb8Merko2tdbEdse3D+d68H7+eczb7iEZnzp2Z8eeY4So/LezXv4fjOu/giUNuodcNu/LR2L88CWXgF5HNKRx5fwifv5cJ+BQXx7AVXTu/X2Wdbsk+VQ7hVvmX8mtM1W8XAZtwgz67SCG6nH+lAhlcYPXDiWpLQ2y4vwo8Yc/BelBJocL+fmffJEBs4qAb17+luNqJmpRJU5ybKqkEit9xwShd5L2QZf/eKR15O8dh1JETJWhlENAF6RzGrNrDTxPIiWkAmVQWXbG58l6Olmt+E1pq1LCYHgCwRWfI2CnsIwYaffMRSJFUTjcnaO5MzsiRIUCCqmcyy9WdY20+6dfHuZL76+ne9CmOv7H6+fl4/NexhejfHx8fHx8fN4GBKt3JqgqDvCtX7aMiA5FUY2vfLCOojdp96IoAiHE22Zk/G5EIuhNSRIZFynyfk5HK4BtP5iic8Cldjj1LWVJ9hweb/bdNWhROVwuPWEJfvBEB9sP5s3IFQF/dUcdM2oMHMcbk7YkhCBtCzRVYij5ibHrMiJEAfQM2tSUBjjSPeolFQooVKT3ABL7ld+iX/FX2J4y3CdI69gEwGEyCYTnggD3uBSinC3JDdojtckUAX+yooKeQYd1uxJj2v52k8WCuz/E3tY0kd4AtpPhh0+0cdel5Zw3OczCqRGK1UEKnvpLGBbEZKofufFBIpf8BbZU8XlryXgGscV34LTvBTt/n6hlE6Fsyjv8yd4Z2nvH+y1t3pvg+sUl7GpJM68xiu0J1D+iCL2sp4Mah2ErOUPxMOxBHD1M1jNOebypS+rKAqzcfIyYPjHChuOeX4BtB5Jcel4cP0LRx+ePE1+M8vHx8fkjRxUQyPWAncENlZB7m0xafXzeShIWlBYYrNzcPyb6pS/h8NqhDBdNN0/bZ1YIgWn1oiS7UTUFb6gXEQjiWTkIxsgWTcbBr2J2LJYreHzjAI+s6UVKqCwy+PMbamjrzbGzOcUrexI4x4hHQUNQWWTQ3jd2slsYGb2uzd3WiBAF4Em496l2PrKigqGUw6Qqk4CWT2373Sv9PPVKP0URjY9eWUFjpU5BGJbMiLFmRz7l7flXB/j4VZWs2zXEq/uTTK7Q+cSiHIVr/gcJSCuDOOYmkRJExdRxFfT0+deTVkIgJWUFGhMrgxxoHzVPnlEfYnptiL+4sZqaUoOKmMKBLmfcNfMkbGvOcf+qfOW8srjOTctK+fnKvInzJy8O0CReIDfUOeY4t+11VC+LfYbpRz6nRyreSPiOryN7W0ALQEkDCa1kXDsh8lE057JAXRAZP5WrKQnQNWBRGNXQVYF2zOMRVB0CQy3ITAKvoIq0Uco7aWsWy7Vhb/gNuUOvopY2ULDsLhKxSW8Y5eY6HhMrgzTVhdn4el6ASmddIuZ48TcW1igM4WtRPj5/pPhilI+Pj88pEAJC2S7oOwxmBBmvJU3oLT2Hogg0aeEKDdcbTYHRsAnsf5HcC/eBayOKa4hc85ckAxVv6fl9fP7QaAoYuqAvYY/b15uwESL0hka6RxFCEEm1QF8zMtGLY1uIUIzchofQpyxG0krQSpGumn9Opu0MZKGz3yYcVCkvUNGV05tl9SQlIJhRH+a1Qyna+yye3tiLZUvqy4PMmxKmPK4BkqQl+N3Gfq5fUsJ9T3eQs/MX8roLiqk4xnslmRl/gbsHbeIRnd9vG+CHT7SjKLDi/CJyjkfO9mjvt/iHB1r4xkcbqCpQ+MAlpVQXG7y4fYgp1SZTqoJc0GjipENoGx/AeOEFpJcXivT5N5A6LtooG63FvPWrWGsegGCUxNy7SMdKOZqUE1Akn72pipd2JNiyL8mCqVGWNkWIBqCuaLiVlFTENYqiGn2JUVFqSrU5Jkqra8AmaIx+/9UHJFcsGF+SXps4D0sNwTl4/72TGNgoXg5biTBk1kJN7UnbJi1BX9Ilbbk4rqSmxCAeOPd+kLpinYVTo2zYkxdlDE2wYn4RD77YzUevrKC62EAOD4QFTifOjpdJrfk1IEEPELn+r0gUz3hHCs6ZIk3ume/jduwFwDn8Gu5vv0Hk9r9jKFD5hseWhCR3XFxKe2+O1t68991nb63ltUNJjmqPkaDKnInh0zdY9/HxedtR77nnnnf6M7yTxIHPZDKWX/XT56SEwwHS6TMvO+tz7hBJH8F+7vsYk+eh2Flo3UYg0UogZGKpkTFtz+Z+MZ0B9D3P4a3+MdpAC4GSKmwt36+ZaCH32D+NLmtmhpD9raiTF+Pip4C823kvjS+GKsi4goCusONQasy+Oy8uI26eujy4EBBNNeNsfwb3yE6UeAVuXytq5WSMSfPJbniY4JzLya3+BWZpJSIQwlVOnfbxbmF/p80X7z3I81sHee7VAZJZSVNdCO0UtivdSfj5qk72HMlwx3yVuy4w6Esr7GjJMa8xxpMbevnMLbUUBvNi36PrB3hsXS/72zJct7iYWRPD3LY8LxplLAgFFRQBUqg8v3VgzLkWNcUIBRUeWZP39JES9rVlWDK9gN2H0yMC4ZQak9pinYAKTTUBLppTyITKII6XrwhmGiqReAyZGkCECzAu+RhW2Qw8MXYdVSKwgiWkGi7iN93T+ecnkzy3LUlZgUp1HFBUghpMqwmyfFaMxkoD4wRDp67CgqYCMjmPVNbjotlxpteHeXRtz5h20+vD7GjO379lhUEumVeGogrcjv2ARK2Ygnbhh8kpkfEneZs5V8YXRUA4cQD3ue/hbfwNuptBL6nGUYInbG97ggOdNqte7ef+VV28vGOQdbuGOK+xgMi70DpIUwWqKk4ormsKzJkUYcHUGPMaY1x6fiFSSi6dW0hFoUrhcCC1KXKofYfIPPvD0YM9F6dlO8EZF2KL4Nt+v5jJw1jrfj12o2Oh1c3EilSf8viIARfOLuCC6QUsmREnkXa45LxC6sqCLGqKcfOyEqoK3rgCqM/Zca6MLT5/eIQQhEIGwL8CA8fv9yOjfHx8fN4ATZE4mx/FXHwrXrKPzJP/MSIMCTNG7NavMhQ89UvTydCFi1z/C+ydvwfA627G3beB+O33IAGvv2XcMW7LdgwnhaXFz/q8Pj5vN1JKagoVTD2C60meeqWPUEDhA5eVU1+scjp5FKFMB+lffRXsfMqV07GP8NWfJvfaKrzeIxiTF4KiIQrKcfetR4vuR868Fst79wu3tlT43iOHydmj12nVqwMsnxVjYmn+dc5QXHQvg62GsIaNgVO24G//p5mqAvjaosPE1t+HzCT4iwkLOXjNHfzy1Qyul5/wDmYlQhFs3JuPshhIOjzwfN4Q+I6Ly/j1i114Hly/uJgbF8WpKVT4/K21/PjpdvoSDvMbo1x3QTE/eaYDAF0VuJ7Ek3CoM0tlkUFLVz7SKBIc/U1SFjz4cg/PbuoHYHKVyUevrKCyoJHgii8AHinv5Iqboghe2pXkkbV5D5lE2uXfHuvib28yaawvwFbDaNLCExqOd3LRszgEH19RguVCgRzgoXX9YyayigJVRQZlcYPZE8PMb4zS6umUz7+DUNNFSM/FiVaRlCcWSXzODjPTTvbXXwE3H7Vmb3gIPZdCW/QRHDn+9+wecslYHi/vGEIICOoK/UmHX6zq4rM3lfOO5qWdAarwCA3sx97yBNhZzNmX45RMIa0WjGkXUCUNJSqMLFCNCvBH718t3YV3nOk75D3OtEw/hAvG7ftDI7QAKBp4Y1NkhX76VgQBRVIbVxBCkC02kVIwu1bDdfPf/VyMjvXxOZfwxSgfHx+fN0CRDsIwkbaFvX3VGF8SmRnCO/waZmMJrhRYnHkEhp7txdr54phtMj2I274XNANhxsZ/ptIGXM2f7Pi8+1CRlEXgpkUFXD63AE2BgOoBEjPbjehrAUVBFtWT1ovGd9C9f0SIAgguuIH07/4NmctHquT6WvGySQLzriP7/L3I19di1s/BCje8PV/wD4jlyBEh51gGUy6UasQyh7HWPEDuyE60miZiS+5iyKylc8BhMOXwV8stoqv/fVTyO7iBiYEQrn0t//v6an62sovNexNEQyq3XljKi9sH2d82amBuaKORGY+u7WVxU5TquMLcep2v391Azpbsa8/y/cdaWTazgKUzC0hlPXRV4LgSKSVb9+dFrrqyABPKAxwVIPe1WyNCFOQjqVa9OsBFs2PUF6nAeCEq6wo6+h2EyHs5rdwybsGVnZ0qs8q60dpfxnltJVpJPcHzbyAVrj55tISUGAp4UufS6E60JU089ZqkOCr44AUGrw9kmV4fYldLmmc39VNTYvDXd9URDdUPH/9Gv6LPWdF3ZESIOoq9/VmM82/EOcGijK4LegZtbpunsqy0CzPbRcKsZmWrTsYWmG9Q5VAI6E3DgfYcUkomVAQpjYjTSiF+IxRVQUpGUuZOh9DQITK//urIe4dz6FXMK/4Mo/YCLHGGIV6KhggXAoJjb1IlXoE0zs6HMqA4aF6OrBo9K1+uTLiKwKKbya391cg2beI8nPjJ0y9PhpSSgAIgccbbv/n4+PyR4otRPj4+Pm+AjYHRMBeQeJnBMfu0ifMQ4RjagdWo2RTB0npcvRE4gxc7oYCijlsZlOlB8BxEUQ3GnBVYW5/J7zBMjMs/SRJfjPJ59+K6HqHhNxApIZJpJfvrL0NuuDJapJjwzV/NlyEfw1hRQpixESHqKPaOFzDmvA99yiKsbSvxOvaiTZ2I47y7l8hNXXD+lAib9ybHbC8vNAh7Q2Qf+xbeYD6KyTmwGa/3CJFbvoYZyE/Wi9zOcX3Kvau5+6pbeWR7ks3D0VCJtMuPn+7g7isqRsSohvIgg8NV944ylHapjivo2JRlDkP3QaojpTReW0enHeIb9zePBKCUFuh85uYaygsNIkGFulKDiJHfqSiC11vHV+3b1ZKmLK4z3RyEwQ6IV5EJVuAhGMzBtx88QnNnXpy7Yl4hNcXGuMpikyt03N1PYW3+HZCPPHUObMS8859IG+MNr48lJ0KUTGzk2ue+x6UzZ6NlB+kzb+FnD41N2zvSY/HK60nmTQpR4A/Lfxj08RdWmFE85cTTmMKwxqKJgvj636K/vA6ACHDXvNvQjFoc94SHAfmU1i//5BCpbH68COiCr989gfLoWX52AW2DsOdwEtuVNFab1BSpaOKNxS1FEbj71o1ZAAOwd76IUd6IdQpPpePJhCowE10EL/oQ2Zd/CU4OES7EvOLPsMWZFXtQFEF0cC+5Vx7GHuggOG0ZYspSknrpGfVjuwJ1+gpCFZPweo8gYiXIkkkk1bc/SsvHx+edwRejfHx8fN4AKSVO8WSMRCvGrMvIPn9ffodmoE04DznUg7XjBQJzr8DZux6neSuxactJRhpOKxMgFygmuOAGcusfGtmmlNThJXtRoiW4nftRamYQqp2BVDTcogZSRvHIwqaqChQhsIcn2pqan6w753D1IJ9zC1UBZ+uTo0IUQLIX2bwZMfWqsREJZRMhEBppK7QTRCNqOmSGUItrCJx3BU5/5znhGaLg8b+uruI7D7awrzWLaSh89MoKKmIKykDriBB1FG+wCzHQSmlREe87v4CM0s/xUzylsAYzEmHdrvZx5wsHFT53SzUBQ6WlK8v9q0b7VxSoKNJp7nVZv2OAqGawoLiUyqf/jaJ5t/Hv22ePGf+6B212HU5z8cwIhiI5NjLD8ySTK8cL+JOrTdLpHPaz38fr3AeKSuimvyFdMp11uxIjQhTAM5v7+dJdtWw7mBpJY6wqUpkR7sI70I0+fTnOwVeRmSHIpRH9h6H8jcUogFS0nuC1f00s1QOBCL1OCTC+fLztSDbvT3HpzMibjqDxGY9bVI8onYDsPjiyzbj4o6TV6BhDICGgfVCydlc/l1V2oB9aN6YfbfNDhKYvQg51g+sgi+tJBcpGulAUwbrdQyNCFEDOljyzqY+7Lys5q+iftgH4+180kxgWc3VN8MW76plUegqjN8gvVJ1omzu+CMSpcFyBWzwJLRQjfNP/Rdo5lFgJrueR0YvOKKIvkmom9dDXR6JUcy8/gJEewFj04ZH04NMlq0TIlsxBlM45J8ZpHx+fM8MXo3x8fHxOQVaNQryBYMAksPh27J0voNbPAc8lt/ExgktuJ/Pcf3P0bc7a+gzmHd8gHalDVQWu6530JcuVAjH9EoJmGLerGSVWCkicA1vQFk5HBqMowTDWnjVo828ireeFqJDVg9L2GjLZi1o2gWCoABQVe8PDICXBuVeTKZzsm5z7/NGjKSB7xnujeX1H8tEB7ujDkw6W433wRwxkVUIySVjpRymuxes9PNImMPcq3HQCtaAMZ+uzaEs/QPYcEWcbKky+eHs1AymPgKEQC+TT34R+4pQdoQfQhOT9F8bJ9ZZD3Rxo2ZrfqWp0zv4Qj25MU1VsjEsBLAxrNFbkXxNLYxHW7BjiYEeWgrDG/3dDFd0DDl+/f/R3e9iI8Q+X/W8KBl8/YcVETRXDQlReNOjPwOFui7Kwy7zSJF++Icy/P5djIOlQWWwwoSLIVKMNb8e+fAeeS27lDwne+Y9sOzA2Gk5KWPPaEN++JkNL0kRXXCaqhzFllFw2gdffijHnfXhDPXl/vhNN8k+AlJBRYxDLp0sXBgSXzo2z6tXRlMAJFUG6Bixytsfls6Nj7left4asGsO89v+gdO+HVD+ibALZWP044a8jAV+67xC2I1m4Is24RF/p4bXuIrvqv/N/GybRW7/K0HAarxCCroHx927HCbadDoqisHnf4IgQBXnh8qlXevnza8vf0NDI8yTq5Atg42NjIqf1xsU4gbPzi0yLCIQihCIWipXEUgxyauSMRSDZ0zImXRrA2roSc87VWPrx0ayn2af/2Pj4vCfxxSgfHx+f0yBLkFyonsiMGMH62UhFg/5WlKJq7AObGLOs6LooyS7M1h24LdsJTF6IWzOXrHbi0POUXkK4ejayq5nc9ufQKiZjzLiI9BP/grnik9iHNqNPmIuTTYBeSsjuxf7NPcjEaLpI8JI/QSmsxOtrxes9jLNvPeZtXyMZn3pa30/FJZg8DP1tEIziFjXkRbizRFEE3rvEJNbnnWMo47LlQIbFEy4h1P76mH3qpIX0ZSVdgy5BQ6E0pnCo2+XHT3XS0WexsCnGFfNqabzkTwm2bsVL9qMUVYFQEMEwdsch1GUfIh2pOad8fDQhKYnkfV+OTuBy0WqMOe/D2vrsSDtj1mU40Xwqj6qqlJk2XmEFNC2nI6XR5pbyo+c1htKD/MmVlfz3k+04w0LK+ZPD1JboHL1wJWH4m7tqGMp4mLrANARff6B1zOfKWB47k6Vc2no/186/kp+s6hvZJwRMLbYx+17HjdfSmjG55yfNfOZSSdW2n0HbDqabUX549SfYoc4i46qUBTJUPf+9MeeQgx1gZbhgepTtx1VknF4fpGTzf1Hc3waAefHdpB/94UiaU27dQwQW3YxSNRWvsP6srr2C5PblRUyuMnn1QJKakiCqAg++1M3nbqk5q8gZn9Mjo8Whct5J9wsh2Lo/ge3k79lD2SIawnFkalQ4VCum4HbsHT3IymCt/RX6+z6PLVVc12PZzBgvHFch8orzC8/qtxVC0p8Yb2DUn3TyD8UpSEXqiNz+NZzdLyGtNFrDXGTppLxA+gZIodCd8MjZktIClaAy9rOnPQO0YanubMZGdXxanzCCIPzFLx8fnzPDF6N8fHx8ThMpISEKIVoIQFQzUGun47XtGdPOmPM+cusexOvKpxS4BzehTVuGvvyT2HL8sCslZGN1BIpqUcMFOO17yTz/YwDsPS+jFNeSe/UZtCXvB0D0HBwjRAFYm3+HPuMSAgtvJPPkvwPgbHsG7dKmU3rlCCEItm0h9/i3R7ap9bMJXP4XZ1yePOgM4A710pnW0cJRigtM7JOU3/Z5byPcHA/8fpDVO5MMnD+RmxfcgdjyMELVsOffyUCokXt+2kLXYD4qYcW8QrKWNxLBs3r7IDnL4/blk5lcnkI1u0A3EPEqsrF67LJAPnLiHBKiTkZOBgifdyNm3Sy8/g6UgjJk6SSSYvT5TcUmYs6J0JvT+dSDR4Wi/ET5oRe7+eJd9WRyDuGgSnWRRuA4k2ddeBSHACSuFOTs8eOK5QmEa3FJI7i5II9vdSgIKXx4gUft2n/E7jmIsfh2nh+8lBm1GlMP/RzRtgMAmUngPvkd5rz/W2SidZiJDnKDHWP6VycvxNajnD9RZ8mMGINJl8KoRiykMLMhgl7/RUTHbqSVQeKN89uxdr1E8JZ7SJxkYeB0CGkwb3KIjO3xyJoe0lmPW5aVMLVq1JDd5+1HCEbEVID71nrUX/kF6g89gtK1B23SAvSJ55N+9NtjjnN7WlA8C0Q+VXRCqc5nbqrm/ufzlSNvu6iEaTVn99u6rmRRU4xnN/eP2X7ZeYUIzz1lj54UDEUnoS+ehOblyEgdR75xGlzaUXhq0wCPre3B9WDWhDB3r6igNPwW3pslE1DiFXgDo89nYMntpAOl4AuyPj4+Z4AvRvn4+PiQF2SOjTQ4HVLBKiJTFiMLynFaXhvZrkSL8Y4ajg/j7F6NMf8WbPPEpqOeJ/FySexXHh37uUIFqCU1ON3NONGK4c7GV9SSuRRYKYRRN7pRPb0hPuAOYa360ZhtbvM2AgOHyRU1nVYfAAEvTW9LCz96tYgthywUpZ8bF9hcc0EAXT31KrDPewchoDfpsnpn3oy704rw/c6lzJg9H9uFR9eAXNPFhbPiPPxyXnh9ZlM/H35fBS9uHy0ksPH1BFcvLCZROgelXKAoYlR8fY/lfaT0YkRlMWqNgjeOp64AACAASURBVDtcve5YpJSkA6UEAoLZE3NjUt16hmyau7IEdZhTHxgX1SiEwLT6IN2HCBXg6Sa3Liviu78Z9ZpSFZhZ7jJU/zmUIzu5Kr2JC+/6MIHXHsNY8+zIuOUc2c2h9FIum+SibNgy/osMtOOFaxkK1dJzww+we49QnthJJHEQbemHSEmNgC64emExj67pobkzy4Wz4hzssrCLSymoK0EICLW8PK5rEQyT084+4vMopiZ53+wIC6aEUYSgwATpR4K+o3ie5LxJEX71YjeeBznb44uPCf7xtruYUr8Fb9rlyOb14wRKvWkZWdWE4c26Ipk3McDM+jqQgoCWf5ZcKegYdOketCmK6lTGVXTl1L/55HKNz95SwwPPd2E5HtctLmFSZRBXnqhGZB5NU0aiiz0EriexvQC6rqK4Lp6E/jR0DjjEQgrlMRV12BD9QEduZMwE2H4wxbOb+7nzokKUt+geTRhlxK77K7wjr+ENdqLVzcQqnupHBvr4+Jwxvhjl4+PznkYVHuFMOwx1IVUNL1pByji9ijCehKFgDYH6UswbC7A2PYbQAyhlE05yxMlfBD1Poky9ELY+DdZwZSktgD51CdL1UC/732REKL+9uAEUbYyPhDHjIpzeI6MTUKGgzVpBdnhiriuAkNjueFFIcW2c9HhTXo6rUnYqtEwvzx3JC1H57wS/WZ+kqT7K1JqzKx3tc24ihEB1sihK/j6pKwty/6pOVh/XLhQYm/aRtTwUwYg5diykjQidnifPydRQIWAoK0hbHrr5xt41UnLKSEgFyceuKOffH2lnX1uGcFDhpmWlvLhtgJ4hmwWTTYxjxGMhBOHenWQf/1beOF4zCC69k9l9fXzhuit5fGs+muryuTHWtgwyqa6QuqIwB8QE3APdzHntcdCM4aqhLl7H67xvmcnhNhtiFTA0Nvopp0fpSsEvVnWxaW8SMGkoX8Jf3nIrMUOQcWDH4Qw/fLxtxKz8/lWdXLWgiCdf6eXPrqkkrEtkeSMiVJCvTDqMseyDJDmB6f3ZICXxIIA8Xt/weYeoigv+4a5iHt+UImnBtVMtKnf8DKtnL+rk5ciKqQQW305u02NgZdGnLkaZfvk46yYpwVAkQkiE9Mh4Chv2pPmvJ0fF11uWlXDdggKUU1XFE3mz/0VNMQxN8MjLPdz3tMNXPljP5LL8+JawBM3dFpbtURQzWLuzj6baEAc6suxsTnH1wiJUVWHT633UlAaYNSHM3/70IKlc/tw3Li3m+oVxdAX2to2vTLllX5LrLygior914+NQsAomV6FpCul3eaVSHx+fdw5fjPLx8XlPE0kcJLvqXtzO/YhIMcELbiJcPZfUKcp+H0tOBsiVzkG/ejYFBSGSvT0oZQ14XYdG2mhTl2KbbyxypUPVhO74BnTtQ3guonwSmVg9juOOCfLIhKsI3/Y17LUP4CV60acsRDoWwUW3YL2+Fn3OlahNy8nEGgjLFFqyHZlLI7MpAuEisvGJOIx6PthGAVrjYpzX14yeRNGgsPq0rwFAlgBrD1njtu88kqWpLnROCgU+Z4fnScqDaa6bG+CRzfmImWNFpqMox4UOFEa1MW1uW15KYUThXE2P8oCtB3P84PF2MpZHdYnB526poTT85votNOEj7yth5+EcOUvy5IZeeoccQgEF1U6DOnqCoN1P7onvjFY7dCyyL91PbOntnLf6c8xY/mf8cO9kntw4wKyJEf7zd+1Ytsfl5xfSWBEhuOKTyKFuxLDPTPaVR5lVo9LSH6Nv/scoeuGbI8K6O2kpD+6IEIglh4WoPIc6czy/LcFNF8Q40uvQM+iMCFFHWfVqP9deUMKRHpuplRppo5TwrX8HbTuRmSGUmplkYmfnFeXz7kBKaDR7+JR7HwQCeGt2g+egnX8tlhohq0QIzrwac9ICBGCFK0h64/2PAAJeCtGyGbntKbKzPsxPnhkrYj60uocLmqKUR08e9etIyPR0sfGAxsMvj03V++3LPXzh5gpSFvznkx28uj/Fx66q5D8eOcQV84t44IUu2notKosNDnTkeHTNaLRTWVznk9fX8J1f5ws3PPxyL4umRqmOK9SUjC9mMKEySEh/a6OTpVAYykhMA4zTKKCnqgpSnpsLBj4+PmePL0b5+Pi8ZwmRIrPyR3jdzQDIZC+ZVfcRvvXLxLL9yECETLAC4dkYg4eQPYdQoiWo0WLcIztAM1AqG0mE8lV9bE8gNI2sEiZ09Rdg/zrclm0EFt0CeNC7m4AWxI5UklPHezFJCalgBdRVjG603XHtPClIxCYRvOoLBLL9yFwKzyxiSI+jLJwC5Cv4RbMdWM//F7nDryHChQQX3ohwHYIwxtjclirG0g+CEcTZ9RKisIrAJR8jbVac0RxfD0VoqhygdaydFRMqzJEXUF1aGOkOyKXxYhVk9fh7LZvK5yhmITc07GZqcTFHchmuXVTEo+tGTa/PnxxhYLgqmyLg1uWlzG4w+cLttQymXMoKdSriGlHj3L2BuhOSf/7NqFF4a4/F9x5t42/urEY7RUTGqSgybF54tZ/b57p8buEAaSVCRjGJugP0e1ECGuB5iMwgMpsce7DngOeCYxHYeD/XLv86vXaI7z44WtXwifW93HynTfbxH42kRolwIeFb/4YDSYOXX+skPG8CC67+BrK/nTQmiXANm15M01A+PhV5y/4k1y+KM5B0xomUAEFDxXI8vGMGlFSgDCaUIYQYl7boc26SjdYROO9qrBfuBemhTb8YMecajtpJZQmSNWvzf5wkoEdRBMrel7BfuC9/zIQktls4rl0q60E0H90kBPQkobXXImgo1JboFPRux3zxvxEVnx93rOtKEILDPRav7k9REtNp7cnhuJKCiEZbb35hZ+mMAh5bO/Y/1a4BG+s4MbY/6VAdN5hWE2R6fYidzXnxOB7RuHFJCQrj3yVOFyEEOU+QtSEahJ6E5OfPdbBlX5KKQoNPXFPJ5HL1hO8LHoKWXofVO/qJmeqwgJcXpoR4z2VT+/j4HIcvRvn4+LxnUTL9I0LUCJ6D29NCdthA3FhyB4oZIbvyP0eaqJWNqKV1WNtWIkIxYjd9kcFQw5hu0noxyvRrCU2+gNyz38PtPIA+cR5q7XS0roPIycuxRBBNkaieha0Ez3jFMOsZZI1yRrJO5PALLhJD2Ni//zHu4byXlUz1k3nhJwQv/gj0HUYvnoZ9jNlrSitCW/Jx9IV34qkGSYKnJUTlXEHHgIPjSioLw1y/WGPLoXZ6E/kX39kNIaZX5WeOhpdG3fRrcq8+CYAwY4Rv/jLJUO0ZfW+fc4OsEibUMIPFQ21It5ukWc30hlp2H85QENYoiqpMqjRZNjNGQFcoCoFAMqtGRwh9eBJzbs9kugfHp+UdaM8ylJUUvcnM19Ko4N+uGcR+4tvDZdoF+rIPsPLQMn6x+iBVRQHuvLSMKfESRCCc96U7ilDy0ZOAWljJlLjFms1jf4vblxQQ3PTveMfksMlUP17nASwLOvrhpyu7+CkAJSgCPnZVkK7+AZbNGG8wvnBqFFVIKosM2vtTlBboY67PNYuKeWl7P1fOi3P8feELUe8dHKHj1i4heNcMhOdgGfFTmn4fj+EkcDb8ZuTvoswhyuJldA2M3m+hgEJpTOPovdbc53HPT5tHTNSnVgf5/NRWIgPtzJ+TZHVJhOKoxv62LOmcx/VLSsDzSGaHhVrBSLrgsTFMqiLGGLMf5VjRVQgoj+dfBKKG5LM3VnGk1yZr56Mp44Gzv/8dCUd6XZ7c0Me2g0n+/IZqHl3by+6WvNjV0W/xD79o4Zsfn3DCiM19HTZfv79l5O/H1vXytx+ZwOHuLENpl2k1JlWFykn9s3x8fM5tfDHKx8fnPYtrRBHBCDKbRATCBC58P0qkCDyX0HWfI7v+YfTKSaQeOa76Tvvr6JMXACDTQ7itu9GaJo7zahFS4m19Ml+tbsntWDt/j9t3hMC8awk4QwSdbmRvM9buNQSrpiEbl+fLV78FaNYQVvPWsRulB1YaESk+4RTekQrOKUpGH0vSEnzvsXZ2DK/AFkc1vvyBOv7x7hrau1Po0qJGdBA58hpKdRNOKjEiRKFqBBZcjxhoJZZLYsXryIo3mXvk867DIogVmzjy9/QqmFVrYLsCVZFIzyN2ghyQc11b0HAIJFspPkHVt5KYTsjIF1x4U3guzsrvDwtRABJ79c+pXDqFwZTOYCrN3/9PM1/5UAPTr/kc2cf+CewcKBrBJbdh7fx93teu8QKyD36RiqZ7RrqOmCpN1To0D4w/bWaIujKNwshwifthls4swHFcvvmhUg71ayybGWP1a0MANNWZzGuMkcxBVaFKa1xnxfwihICBpEN1SQDbcfnczTVnFSknhCCabUP2H0FoQZzCOtLq2Vfc83lnkVKSUWOgctqPiRCCnJsXfxAKaKPpbqEdj/DFa5fz/ecV9rTmqCs1+NS1ZcSC+aInLgo/eaZ9jGi0pzXLgRmNzNYCTNHb+OcZ7dB9kORlF9IVm01zykZRdGpKDDRV0D1oU1sWQBHQ2W8xucpkX1uGV/YMcdGcQlZtGU3zi5gqZfF8emEooPBn11VREhkdEwKqx6QylTO6ACehJwn3PdPBgfb8OKEoYkSIOorjSlp7LUrDY1MZpVD41YvdY7blbMnWgym27E2wa7ifL72/jqkV/pTUx+e9iP/k+/j4vGfJanHCl/8p2ce/S/CyjyEHu0iv+nE+BSUQInzjX+eXKEcma8cwZrW/j3CmnUG9fEwTTWZxDmwkMPdKMsPh/gCZp76HefVf4KWHcA5uQS2qQva2IDf8Cm3px3DkWNNmyK98Zl0Fz5OEDTnOcPV4PDWYF52SvWP7CUQQZRNPuNJ6puxpzY4IUQC9CYcnXunnzxakKDz8NNa2Z/PfVyiYl34UpbJxpG3omk+Tef4nyEQ+/UApm0D46s+T0k/fq8vn3MR1Jcp72BRaUQSBlo3knvwXyusXcdP5t/LbzfmIDF0TfOrGKkztzCp/nvA8uQTOceMDQNgdBPLPoeVI9rVlqJs5k9AHvgvJXlQzDJkEhlBACLIv/xKZTTA3dISiaAV9CZelMwq478Ukfz3tCsIbfzL2vGaUbG8Hn71xLi/vSXOwPcOMhjCWI/nxM1385eUKi3gVr+4i6svLkUBrd45fPN9FOKhw+XlxFjeaDGXBdiWFEQVlOErubP1oYol9pB/5JjKdF7/UmiYil/85SX88ek+QdQTrX0/x6NpeIiGVD11WzqxLP4n98N8BoNXOpGr7fXyxooDU9KmYQ80Ent2CeeP/xU0PMRSqob13vF/ioGMQXHgD2TW/HDHSNw+/RsXsm1iVvoyLpkeoKHD56zvruPfpdn63vpdP31zDK3sSXHZ+IctnF/D6kQxLpsdoKA/y4rYBqkoMGmtCbNg9xHf+dBKmLokFxR/Ei0kIQfeANSJEASDzYlgyMzbtLxIc/96SL6hwgqguTzK/MUJBWGPdriF++mwnX/tgzZtOPfbx8Xn3od5zzz3v9Gd4J4kDn8lkrHN+ldXn7AmHA6TT418yfM4N3GgF5uyLUJJ9ZFbdOyIy6ZPm4/Udxjm8E2PuCrSqRpTSetzuFlB1tJomnJZ8CpwxdQn2vvWI2tkEw+bI/SIUBcPL4LTtxutvP+7EDm7HfvS6WVi7XkSfNB9ry1MYMy7CVkNjm0rB1maL7zx0hMfX96NoGjWlgXyFvJN9L8XArKjH2bOaoyuj2qT56DMuJmVWI3lzZqaKIlizO8mew2Mr9+RsyWWN4K76wTFbJW7bHvTZl2NvfRqlaio4Fm7L9tEWqQH0wgrs4klv6nO92/DHF5/jCdoD2I9+A1wbdbCVqeE+Fs+rYfGsEm5YEKa4MIT6FngRq5qK3L8ecsf6QQla66/m9/tGB5d5jRFqSwK4qoltFmNpMdSAgfXEd3AObslHSwGhtk0su/k6mqaUMqXG5JlN/RAto2FCOUbiCCJahnfpp+gumsPfPK7QOegiPYmqKmzck+C1g/k0QCNosKD7IczCUr67SrB1f5LmziztfRbLZsX57yfbWT67kGhAYuqAlEh59uJcUORwV/8Ur+vgyDY51INeMQmroO7sOv0j4VwfX4QQBGUaVbh44o3X1wNkCaQ70b0snh4a+T9QCMHW5iyDaY8JlUEqiwL84vkuZsyeSNn02YhABK1xMda6X6P2HiR4ZCNa917IJdFixeSe/Fe09p0kJyzn9daxXme3LSuhONuCs/+VMdu1nn00LL8S3TRBQnFEYenMOItnFNBQqrFkWoQJ5Qb1JRoXTIsSNyEY0DjQkaW912LVqwPsbc1gBhTOazDfsjTUE90vCQtWvzY48nwpiuDiuXE2H1NgYNG0KBfPjo0TkwSSUMhgw57Rar2qAstmxikrNDA0he0HkwghuPy8OJqfq/eu4VwfW3zeOoQQhEIGwL8C48Kl/cgoHx+f9zQuKlagGCO9ERGKoZZPwhvsQK2cQm7TEwQX3Yjdvg+ttB6h5gjd8AUUM4r1+lqU8okEpl+EtfMllGghZqYdLyERwsivCHoK5rTleEOd484rwoWolY3ktq/EaLoQt/MASkldvvz5cRzudfjuQ0dG/s5HCKhcND100pdQKSFdOgPzA99GDLSiBEK4hbUMithbYrPjeZKm2hCPMDayYumMGKZ1gPRx7WUuRSLlYi7/CEJ4OHvWjuvT7diH1nQltn36ITFCgCIdHCnQNG3YM8vH592LcHJj/Jm0w5uoObyJ4NI7ya1fSc8V/0Cg8PTTaU9GVoSIXP0Zco/+IzI1AJoBF/0v7l8bAPLpcxMrg9SVBdGEN0bssbQYgXnXYa178JgeJaWmTajIQFEENy8t4acrO3khNptLp84lZQsqBwsxsyq3LS/Fk/l0qnuf6hjzuaYUu8jdvcR7tlBVcgPNncPpQcMCXDrn0Zd0iAbGj5Vng+amyXUfGrfd629D1PnG538IhBAkLUjlPApCKgHlzMMgDS+N3rwea/1DCE0ntOyD5Cpmj6kUe5Sw3Y3StgNvoAOhBwiXNJAtacJSglieoC/p8Ovfd2G7klBA4QOXV7C3LUv1jGmI4iZUqxcRiiPTx8+jhu+Nrr1cPXE7mbmzWLV1kGhI4+NXVVBeFkDImhNcAIXimIZ1zK1lqh6mCnhgHTPHt6x8BNKBjiyvHCPqADy3ZYCr58cx34LZnDiJwF0Z17hmUTGPrs3/X//itgHmTgzx1Q830NGbozCqU1eiEzzBbyiEQFMFH1lRwabXE3nxbHKUZzb28pEVFXT1W8QjGtcuKsbUOWXEt4+Pz7mHL0b5+Pi857GlhlnZiDHjYpwjO9GqpqEUVhGYewW5rSvRG2aTffmXmJd8hNzLD+B27EMtm0DwgptJP3cf5vIP4PY0k3no62QUlfAVn8ItmYT0XNKBUiKzV2DvXgPusPmpqqOVNZDd8DDB+dchhUBBIGpmkjMKx1T4URTB9kOpcZ/5qY19LG0Ko76BsuRJQcqsArPqrb5kAEws17l5WQkPr+nB82BBY4SLZsWQXkne3Ngb9YMhXsVLh3SWnncVEW8ALZvG7dg3pj+tdgaZMxCidLIc6rC5/6UhuhKSq86PsGR6jOAbhYz5+PyR45iFKLUzcHNZ0tWLCCQOox1aD4qCTPTgWlmEKHhLRJJUtIHgHf+ESPdBIEI6UML7oy57j2QwAyoNFQGq4yoqLrqbxFWDWBi4HnhNKzACYZytTyPileiL7yAdqgQp2N1uM5R2ufuKCl7YOsD+AZ0FU6MoAh56sZv2vvxse8HUKDcvK+U3q/O+MhPKNM4LHEBmk9jxBvp2jRpGXzgrzpa9CTRVEAu9NUIUgGXE0Cecj7X16THb1YrJvhD1B2J3m82/PdJKIu1SUWjwuVuqqYidPNxPCNCUfGU2181XYdPbtpFb+UMgLwnlHvsWwVu/RrJw6phjNeGhdL5O5pkfclQ8EpFizOs+hxWZxGDG439WdnI0yy2d8/jVC518+uYaFOliDh7CO7gJY/bliGCY3LqHkNkkavlEvMGukfMUrPsBn7jrO9y8bBKaIjD1fMSeU9QAkRJIjlbEMxbdSi4YP2k1vxNREBo/ZassMjDUN+cfF7J6EJ2vI3Mp7Mw0VLMa9xjD97AuuWJenBn1Ydr7LSoKDSaW6QQ1yeRS8xSFJCTBgML9j3bSVBdiMOXwoyfauH5xMemsQ0mBzk3LSlg4Jfym0wyFgIiSRmSGsPUoWSXsZ734+LwL8MUoHx+f9zwaDtb2ldg7XgDAbd+L3bwV87KPYTQuIrv+twTmriC77iFkIr866HYdJPP8Twlf9edYu17C6z2MMetShG4irCTypXtxj+zEPP8a7PQA5oUfwEsNgACtZjrpp7+fr3D3/H2YV30KpWwi2Ug17nEvp0JAcWz8Sm9FoY4q5DtaTCyowY0LC7hoVgzXkxSFFRQkCaUG5ar/g/rC/49M9UNRHS1zPsGvnssxb5ZAaHFiUy5A723B3vcKCAVj5iVQ2XRG5+/szfLlB/pH/K/ue66PnAPXLIj7K6w+71osaZC56K94eG0/L27IUlcyjz+55oPUrfkGbv0CnMBbI0RBPoIyo8YgOhxpJWFyqUpjRSw/kZMe0Wwr9uqHsPdtQC2tx7zo42xOVpPKBmiovorqqZfhoZKU+dLu7UMef39/C1LC3SsqqCwyGEw5tPdmSeckgymHcFAhlfV4ZU+C8yZH+epdFSgDR6hOvEpo/a+R8SoCjQt5fzA/ga0pCzKQdGioCHLd4mLi5ltg4D6M5agE51yB19+G07IdFI3AwhuwS6a8Jf2/V3EkdAx49CZsimM6FQUKuiLoTUm++avDI+N2R7/Ftx88wtc/UkdQHf+bBt0h1JbNODufR6uYgjLjcuxQGfbRYhjH4O5fj7po2pgI2YCXJLfxUY69X2SyN19JNzKJviGbY3WQC6cGWFqbYXKwFzOZIvvLL43uNExCV/w5Xi6NHOoid2xkoKqjGAYRI1/R9ugjmtEKCd/8FeSB9XhdB1Abl+KUN437v/5UNJQZI6bmAJoqeP+l5aRsSUHg7Io6hOxerN/cA8PejRaC0F3/gGMW42pBLDlaoa+pSqOp6ui0MX+yU51TSqiM69y9ooJnNvUzkHS4ZlExsyZE6EvaXDAtQtzklEKUqiqkbIEQ+Qiy49sHyGAm2sj8/me4bbsR0RKiKz5JsngGnnwLcpp9fHz+YPhilI+Pz3sePduLteP3Y7bJRC/SdfJpc66NCEZHhCgME+wcgZkXk/7dv4yY3konR3DRLVi7V4PrElxwPdaOF9Aa5pLd8Buk6yDMGGp1E8HlH8DZ9wr2vleQCBLRySPnFgICio02eASvdRdzyhdTEtPpGRo1Mb71wtI/kpJikkIT8k7vw5/HkxwIzGT/xL+mzLR4vd/kd7+zeN/5BYSMvC1XIlRHeNmH0c+7GoSCE60goZx+9SpdlRzqyI4zYn90/QCXzC0iqI5/01dVBc/z/jgum4/PSfCE4N4Xhli/K5/suutIji//0uJb196NGo4Tjwb5Q6vQ3vBMOWp1knvuP3FbdwH5VFr3N1/FPv8e/m2lRFcFf3d3A1UFoxO+w125kWesN2FzoD3LQNLmhiUlxFIt3F6wB6RHZ2gK/7I6SFtPhsWZl4k0TMOJT4b6LyGK67C1GEumwXPbUnz7V4dH+v/YlRWIGuMtvQRDgSrMKz6LmepCqAaZUCW2509izxYJPL89yc9W5iOH7l6m0zgljZrsJhwp5sNLYtz70qi/UteAzWDKJRgbG9WqCYnY+hi5TY8B4LbtQex+CeP938atbKSv7hI8RSPe8iJK6zZEpHjcQoQUGkbTcmi08RK9WDueB9cBJx+dVxTVUQR4Ej51icqirvtR12+CDQrenBXo05Zh716d78zK4CR6yU29ArNzG+jBfIETLUDg6k+TCZSc8L5MBcpQZlyPMkuQdc5upSRsSD5/SxWHe/JRh7Yr+f5jrdSWBbl9eSmVZ5G5K7r2jQhRCAXz4o/gNm9BL21A13SCsQoSeulJ/8+0PUHHgEsq51JRqFNojk9rLQrBtFqTiKniuFAQVoiFFCaUmRjKqYuxpBzBzgMZnnqlD1URXLu4mMYqg6AyHOUmIJhsJ/P8j0eirWWih/Rv/5HQB79NMlBx5hfGx8fnbcMXo3x8fHyEyP87/o3LiCAiRWj1s0EI1KppGI0X4KUGEAFz2ENiaKR5YM4K0k/8K0ffRp2Dmwld+1mcI7vQpy1DWhn02plYW59BCRWgTV6A1jAXLzj6Fhl0E6jNr+DsfAFl/rV4Vpqizffy9ctW8P/Ye88AOaozbfs6VV1VHafD5DyjnLOEJAQSEjlHkwzGOK7ttXfXYW2vjZe1vbZ31xv97Trx2thgTDImmGSCJAQKIJAQCCUUJ2tCz0znCuf70VKPWqMIEghT16/pU7FruqrOuc/z3M9OdQQZx0NDuUF58BTRog5DQ6mgL1HFL57qYCCZZeHUCBfNiSKd/TOqkoRWDpHyd7R/KRUMbfhgMeBVUQ/K0svagm3tOdZuHaSx0su0EX7C3nd0WBeXk85AWrL6rWJvmKwpadVGcPrYKPG+4Wm7JwIhQFEVpJOvSmc6Arl3e0GIKmBmqVG7gVJMW/KHF7v5wsUV7A8vCfiGUuieWNPLjUsqkdKhTu4h+sLtYOVFiKDq4e8X3Uav5cF48R7Ml230875AunHBkJiVgLueKfbc+/XTHUxuHkHMd2K/fxo/BJryH9zIyndFbxLufjYvRF04zcul1dvJ/PHn+wQgwYVzr6Z75jweWZv3Awt4FYSqIAQkTUFLt0nWdJhWNshAVmXP/H8kbXuo9fRStu7XpPoHeEJczP3P96J5BH977seZMr0DT6xYePBgIt5+kcyL94BtocRq8J31cdLP/QpRla/uWhoQfOGyWv6wYi/TzZWou9fmN5YOuXVP4j3zo5ibprs6OAAAIABJREFUXxqqoGtmcKQgVTEF740/hlQcfGHSRukRo3Ac551Xe9xPQJOE/Co/fqCF7L6U9q64SSJt85Wraoq8t4QQ9Gck3QM2JX6V0gDDy5bkhp4l2vgFoBnIrh2kVj4Auhfv7MsoGTGLfqN22LnkHMEbu7N09OXQPAr3L9/Lx8+toi5a/AKWUlIegMqQgaoKLEvuE6yOfi2EgC2tWf7nj62Ftk17UnzzhkbGVeWfM16RQ6YGhqX941iIeCtUumKUi8upjCtGubi4fOjJGaVosy7FfPmPhTZR3ogZacCOjcJf2oDVugl9whmkn/lFYR3vWR8v/K2U1WO1bebgDlZu43K08WcicykEkHrif4YWblmJb9HHoDRfsUlVJGLdn8iufRTvuZ8FzYvT04JwbCqdDqJb/4Ry9uewDD+27ZxUPxNVFQghSVsqOVNieEBTjj2qSAFmNBmM/0QTli0JGpxQ9cxyJCNrA1SEM3T1D5WYvvWcMvQDzlMIwdINg9z93JC3R01M57Yb6/Frp7Ca5/KhJaBL7rrJwRjcAx6DDk8dX37AwmeoaCep3FQyJ3h1e4qX3hxgYpOf+RNKWLe5l0uDA0PRHwcgtaGKn519JrYjCv51jeU6jZUGuzqzWLbkt3/u4B9vbiK8fXVBiALAtqhrf47KivHg5O9h+83n8DSfgbkv4jGRtjl4/G47kEw7xHyuN9ypSjI79H+7cmKO7DO/LUQigSS36n6uuWwSj6zVUBS4ZmEF//L7Pfzd1XXc8UQ7W/elon3nmjIeaZvPayvz/oOap5zbL/wqqcEwv1vahd9Q+N75Wapf/jfswW7SvhICF3yJVNkEHCkwBvaQfe6Ownk5vW3k3lqB/7rvkwzWg8xXfJs10su0+gr8j6wapkM6vW2IUClyYC8IBdEwLV+9EUhppRAu3f+13hO6+syCELWfzXtS9CUdqkL5z0LAzm6bf75nN7Yjmdwc4LyZUcbU6CgHnmjFKBAKSAe1ajROvKNgV0A2RWbFPfh8IfSmMnIYACgK9KYEXf0WvYP5/4ttO8wdH+aRVT186rwKNGXoGIoiCkLc8Ypxqubh+XVdw9pXvBFndrmAto1Ix0YEowhfCJkuFvGFN3Rcx3NxcXnvccUoFxeXDz2WVFAnX4JROQp7x9q8cW39NFJKML/cssHOklnzYNF2ij+MEqnCiXfkhRYx3FRXKAq5Vx/DmHMF6ed/Vbwwl0Ym+5C5LBhg5OJYO9fjO+sWchuXQS6DNmYu1u43SD93B77Fn0D0vI3z6hPo9RNR6ydie3xkfFXYnBhD36QpeGtPho27kzRX+Qj5Vby6giIgk3NorjQI6cfWoZRS5j1AVE5KR90fDHL7dQpv7cnSl5KMb/BTU15c5nogA/ct31u0XVtvjpYekzFV7ivQ5dRCCCjtf4vUI/+Mua8AQFmkiv+74cvY0ZPze3UQ3PtCN0vX9wPw5q4kKzb0s2ByhL6cl+jsS8m8dF9hfXXkHJ7dUwLk04YvmB0tqrYX1CVfu7qON/ek6UtYGJrCo6t6+Eokjn3QsdVMHM+O5ewvdaBUjOCAsgeUlXgI+lQS6aEtI0EPpSUn6aHickIoC3mIBD3EExaGTCNT/cPWMXIDfP366fT0mzy2uoeufpM1mxP0JoZM61sGPby2a+gXYVqSP24KUB7Nr/ORWSrVq/8z700IyPQAmYd/CNf+GDVQCoPDhQy79S0sbxgp1MIEiYNAM7yozTNweluL1leqRyP62lFidWhzriIdqi/89HSRP4+cHO7reKwoikB4VHAc7GNI4Qv5VSqjOmfPiGI7Es2jsHbzAH5jKFU+bQn+66FWZowOMbk5wJrNA7y2PYlHU6mJKPj3nW4mWIfvqu+QW3EXSihG5pVHhh3P6WnFU5tgUDHo6ndIZB0yOQdVgaqYjiKgL2GiKgrjGgLkbNBV6ErAW3vSZHIOo2p8VEdVfIfwBDsiUuIzhovOZ49TMF+4E2vrKlA1Ah/5Dsbca8g8/6vCNdAmLiQbbjy+47m4uLznuD1xFxcXFyCrBshWz0Ktm0P2YF+hzCDCtpCZ4vQYp78LfeJCZC6LM9CFNmYu5lsvoFY0oY07HcwcavUo0kvvzHtUHBIFx5PPGZNCwZiymPSzQzO5dsc2vAtvwmrZiLV7A/r0C3E63ya7+3WU0no89RPxljWRaT4Tm3cXKWBJwa//3MXqTftnF+OFClhnz4xRHtF54pU+rj49inIK5Ag6EgIBP7PG+YeyLA86LynBPsRs7KHaXFzeT/ozAplNoL90X1ElShnvIJrYRqKs/qQcty8lC0LUftp6c2gewXN9zVwQTuJf+DGwsohwJb2hMbzyQIqQX+WK+WXMGOEfFqUZMiQzR/jo6LeJJyyuPbMMzVqEvXFp0XraiBlklv0GAOELoUxcUmQ+HTIk/3BDAz95uJXW7hz1FQZfuLSGgCZP6TTlDzNSCBQFvnNTA//zxzbaTB+N4YqiynMIhQ5Zyr/fv4ebzqmivScfNZWzHFQln0wmBCQzw8WZza0ZZo4JA33U+RIFIaqAbbJneysJv2B29KDIGKEQP/PLbNxh0NHXz8SmAFG/RNu7lWDHa4hIGO/iT5BZ8TvIpVHqJmLXTYcRZ+CgkHAUkKDJHEZ8B/bbq7C7dxOceSmZ8glYHJ8oNZAVvPZ2ilWbBmisMFg0NVKIbjocjeX5Kra/eLwda19lwRsXVxYmiYSAgYzkwtNiVMcMfvpYK/3JvJi74o1+bjmvihlNXlQhsaVCIjoW/dLbsLBQSutwBoonb4Q/TEKEuHtpL/UVXn73bAff+3gz29oy/GlVF4Npi4VTI0wfGSIa9ODTYG8CbrtzZ+H/51EFX7qyjkl1er7wyjFimTbnz46xetNAwVtK8wgmBrvJbl2Vb7BNMi/+Ht+CG/Ff8XXkYA8iFMMqHUF2XzSXi4vLqYsrRrm4uLgcgH2oEjclVZhrHkQbf8ZQCDuAopBZ/juEN4gIRrGX/Rb/Vf+A0/E2mWV3kc8BUPAuuB7HtjAmLybz4r1D22te1LrxJD0hkGDqEURv27DDm1vX4GmYDB4Nu3M7at14rLdfwenZgzJ+AZnnfoFx43hS3sp39d33DjgHCFF5Xt48yNeubSCdtdnZkWbqiBD9qf2m5acOhxuYlvjggtkx/rS6t9AWDqjUlem4kRUupwqJnOCff7+HT5+hUj7YPWy5TMZRTlJW2uEs8xQFfrvaYk31FC4Yb1MS0BhTX4suJT+4pQxbCvza4VNvNEVSH1Woj+YrcmUYiXHZ1zFX3Qe2jXbaVciKURgXV4J0kLEGklpp0T6khNqw4PYb60nmJEFDoCmuEHWq0p8RPLKqhwnRBGN8PXx3iZ92UYV23l+Te/w/kIle0AyURZ/mP5Z5yFkWXjL880UWmGkqm2I8+2peOJESDH34j37WmBCTmnw0Vhr028oh0kgFSSXET59PM+kSiTrtQux1jwMwMOdWvr+yktaedgAeeKGbz15QxsJ1P0EmesgBwhvEf+U/YNsSK1xLWviLPMSEAF//DswNT+EM9qA3TcXe8hJeVScRO7aKsEJAzlHY3Jrm/uVdDKRs3tyZ5KWNA/zjTY3EfIf/gWdNhzuf7igU75AS7n6uk2kjm6kMCTbsyfFfD7WRNR2CXpWbzqni7mc7GEjZDKZsegYsepIOFcEhB6mc1MihETn9OhItG8HMp9MqZfUo9ZNoGVBZuj7O9YsrKC3R6B6wuOOJ9sL2j6/uxW+oLJoaQRUOr2xNFAmJli1Zuj5OY0UFkePUh0aUK9x+czPr3x5EURWmjQiiyI1F69i73yDxu2/gv/FH2HUzSGUOjsF0cXE5VXHFKBcXF5ejkPZV4J9/PfTsRMy8GHPTiyjhCpRINdqEhZgblyEzCSBvEJp58fcUhA7pkFn5AIErv0G2ZSO+S7+G+eZzKCVleMadSbKkueCL6kjAHxl2fKF7wcyijT8Tc+sqZKIXpbQOfezpKLFatHELIDMA71KMOlS00MSmAEJAd7/JyGofliOHGYSf0kjJJXOi1MQMlr4eZ3Stj7NnRI451dDF5b1gT3eO9t4c977q57vjF2IelBKsVo85atWpd0rULzh3ZpSnXhmKMGmsNJgxMsiG7Qnebs+weaCES8bHwMl75WiKROPolbAOxELDqpiGftlEkJKU0POiUkXsqNvqqkT3gSsgn7pYUvC/j7Xx0alpRqz+ITKdL+5RUz2Op6s+wahFtxORcXYMePnlc5KuuMWFkz3M63kQ5a1nABDrS7jzlm/T0iPpGbTZq9h89uIa7nqmk0TG5rRxIa6YX0pIl3zz2jr2DlgoZZ/Deeo/CwbjyVk38cAGnb5BizZZxR86F3PO/DkYTpoO/xhae4oN8e96vo8Zcy8kuPa3AMhMAqunjVTTmYf8noFsF6k//hByeV8ru20zxqxLsHasRS2feOgJrQMwHcGG3Vnueb4Lx5FcOKeU7R1p1mwaJJ6w2L03R6zh8BFWiYwklS0+hpQQT9hoqod/f7C1IFQlMjZ3PdvB9WdV8vM/5Se6BIefvNEaJuG9/keInp2gqIhYPQmjksGWfKSmR1Woiuns7soM23bZ+jjnz4wgBPQlhkeCD6YsbEtyvMFK0oHGmKCpNLzvu0qkU4tSWo/TM1RlUylvRBESdeNThEvryIUbSXOKzZq5uLgMwxWjXFxcXI6CIwXJ0vEEpYWntB41Wo25Yx2pJ36Cb/EteMYtQMbb8waa2dRQ1Z39WFlkLo0+7QIGvLV4amchpSRly6IZV8eRiKZZsPoPQ0a/QkGfeBYyM0jm5T9iTDkbYZyGlA5yoBunrw1nYC+G18+7pTysMqLKy/aOfEdzyfQolu3wL/fuRkqY3Bzgo2dXEvYOL998KuPXJGdO8HPmxACCd1/RyMXlRGNa+d/kpj0pdsyZS/OMLOaGPyO8Ibxn3EC2dPQRdRhFEZg2+RSng58/R0FIyRXzYoyt87Nm8yDjG3zMHBmkxCv5m8uqyVkSr8YJK0BQ8Ndxb8O/KPpSDop0qG95vCBEAdC+iSlNu/jqQ3V87oJq/u3xoXS9JXU9KCueKXyWqQFyy+5kU+2nmK5sZIS3h+WZiZw7K4qhK3THcwWhxeeRNMRU7NgsxHX/RsuONhJKCQ++6WNTm8mi8QbtfSYvbsnx4hYd0Llh8fDzzpgOjueg96eVPWS0IIDs2VUQovaTff0ZfOd9jtwR7pGcI+iI28STNu29ORJpi2TG4fdLu/jo2ZW8ti2BaeXT7o5E2K8QC3kK5uGQT4MrD3voTdiF67OfwZRNSSDvKRnyq0SCHspCCoe7ARNGFdQcUIFOQnVMQ1MFb7emCPtVosHhw8eysIZHODiO5LRxJTyxprdo+dzxJYR8Q75Wx8uBfY6EEqbkwi9hrX8Kq2UjnrqJ6JMWknjge5BJAALj9GvxTLjouFMnXVxc3ltcMcrFxeVDhRCCRBYytqBnwMSnK1RHFTxH6SBJCY7qJXv/t1Frx6E1TUUtb8RKxMk1noldOhkhBOFsK3iMoqpRwl+CNLM4rW8hRtViHcGkNBWow3/dPyN3rQMzi6dpKo4EKVSM87+IkujG3PISQvcjSsrIrn0M75wryK1+EG3R5zHlOzcyNxTJ315Zy/Ov97NhR5IR1V5+8fhQKP6GHUle2zpI7aySD1yajJQS9lVAcnE51agr1/HqCpmcw9ceNJk9Zgmfv/I8SkIGSbXkiBFISRNe3DjI8+v7aao0uHx+GVUloCgKiazEdjhqNUu/Jpk1wmDuGB+2LQsDPwUHrwdXOHI5KroqGFkGeve2YRXpvMlWDK2BGmUvXz9f5aE3NLwa1Ogtw35aStdW7AqTJxKjObPE5M6nuxhdrTOuSrClVRLQHG6aMgjdu8AfxikbAXaGdEkDv3g+S1fcZPFEg2vqttPinwwMCUdCULjP9nPBjBCh7X8+4ARURPW4w98uYnhosFA1RLT2kBMdQkB3SvDmzhQZ0yGRtnnm1V4+enYVv/hTG46E9W8nGFfvp703R2OFAcOu4BB+TfLVj9Tzr/ftoXfQIuBV+OLltUR9YDsqikLR88K/zwD88tPLmNQUoCbmKVS+PFZifrjto43876NtjKj20VDhpTKi0RnPG7irCtywuKJQqa+pVOVrH2ng90s7MS3JebNjTB8RQFdO3INkwFuHPu9WdCeJiO8h+ciP9wlRAJLsi7/H1zSDQX/DCTumi4vLiccVo1xcXD5UtPfbWI7Czx9vZee+CKCFU8Jct7CUwFEm0LKRJoxzP0d22a+xWzfjGTsPZd5HsWV+KlNKiVo9Gv/Ff0v66f9FpgYQwVJ853yK9JP/h9o0FWXMuUcM45dSkvTVIsbXIQRDnduSkQS7N5B86PtDK+s+vPOuxmrZiBzYi8dOYiol7+r6hL2SK+eWsGBymIdf7Bm2fNWmQc6fUfIurdJdXFwOpNQv+O7HGnnopR72dGWZ3FxCxhdEEfJI41IQgodX9fHky72EAyrTKx0q0lvx2xIzZzEoK3m9y4dlOyyYECJ4lPTUIwnlLi5HwqsJqmtipPzz8MYfKlo2UDKaKc0BSitUqnq2M+bsSnqJ0j9QysFvLLtuKutaBFs6LWaNK+W2C3sZ2fk4RucbXNU0A9+4eWTvvb0QAahUjcI44yZGP/9VfnzeV/CEomjmALI3g6fKR01Mp603b5D+6Mpu/v7qap56uZs9fZIl0yLMHeND7bwEsf4xCMRg5hWs7a9ETVjUlWr4PAcVxShtQgQiyGS80Gacfh0JXx2HUo07BiS33bmT9D4BrDqmc9FpZSx/Pc7MMSFe3jxILKQxtt7H2Do/EePI96CUUBcR/ODjjfSnHIJehZCR7zuUBhVuOruKu57pwHZA9wiuO6sSXYXrzohims47imqWEhpLFb57cz05C/y64LaPNrC9I0fGtGmuMKgIDYV0KUIyqc7D7TfVY9ng0ySOfeIV7ZwjcDwl+JK9eT+yg8870QuuGOXickrjilEuLi4fGnKOwmDG5qU3ewtCFMCy1/uZMTrE9Eb9iNtbaDjNCzFqpyIcE9OIkjkoEklRFJJV0wle9vfIRC8yM0jq8f+BbBK1eSaZo/hJ7EfKYpNeXZjkXrrnoC+URmZTOKkBlPoJ2Ir3mPZ9NBwHwgaMqvGx7PV40bIpzQFU5bgzgVzeSwS090NbT5aSgIf6Ug/e4y2p7fKeIqWkMiT47PkV2BI8Qh7ToHEwC0+v7aUy4uE7Z3QTXfNT5MsDmNFqjFmXULXhft4sv4VeJ8K6HUnOGB9AummqLieYnCP42ROdWDZMmLcYX6IduX0VqB7kzKuxykdz7cgwr7SkueOJGKlsFujgxgVlnD/netRX7gPHhlgDbzdcwdo/ZRlfp1PvT2Es/08Y6MAB9P4noWcz+sSF5N54HgCnYxtkk3hnX4695TnMrauxA1F8i26mxKfy7euq2LgrSVfcZFKtQvPO+2huKmfT1AXctTTOH1b0cPHcyYRHjWdkTYgf3NdCX6IFgKkjAnzu4qoiQSqllRK46nbkjrU4/W2oo+aSKx2NcwghSigKD6/cWxCiANp7c9iOpLMvx+jaCIaW4JK5MapKxDGnkEuZT1P0leTT3vY/KoR0mDrCj7OkEtOUIOCNHYPMHlVJLvfuTb11RaLrAJKQDlMbNDhEGpxHkSjSwkRHVSTOSfQTtywHJVaHEqnCiXccsEQgQ+Un78AuLi4nBFeMcnFx+dCQsyReXWHj7tSwZdta08xsNg7ZGVSxCaTakP0diGCMbKiOLOHDpq7YtiTnLUOuewrrreUgFLTpF2JVTXjH5y6kgzSzwxfYFlrTVGicTpoji2kHoyoCf7oNcmnsUAUpgoVlmiKZNdrP6k0B3tiZBPIzukumRdzB7CmMosCGFot/vW93YZJ+0dQw1y0qw+8KUqc+0kHl2O2ZFAGGR+Hjcywiy/8d6eR9ZJy+drIvP4K3cQrTgx188UmbW8+vJmOB4YY1upxguvptXtmST5H60tswb/TVLDjtUqaNDtPlROgflHhsycqNA0Xm23evSFJ3zXlMvX4eu1v7WdPm4+Encmgewc0zTYLZXsyBjqJj2V070MbMLWqTto092I25ZSVKeSPG5CVYO9fj6WmlKlxB5LV7wbGQr/ehnvtFVlnTGeiXNFf7eGFDP79f2sVNZ1fy/XtbOGdmjAeW7wVg/fYkLd0mo6uKh0tJXyW7Ky/ghb1xNj+V5qypNrPGCEJa8Y1rObCrc7jZdzxhcfrEMBMbfZw1pZmy4LELUUejPABzRgdo6zXRPYKzJoeGRXedLISAYKoF65U/4vS0EJi4ENE8m0FP2RE3auuX9A1alIU9VIRAHOfpJgP1BM79K1KP/1c+Gspj4D3706R9VUff2MXF5X3FFaNcXFw+NPg02GtJxtX5ae/JFS0bUe07ZGdQERL/7pWknvrfQjiQ94wbYewSsuLwpuFpTxhtwafRZ10FQpDzlmHJ/CjQ7wyg9u3Op+GFKklpZTjkQ9yFAFVVsaziqcScMPDPuYrsk/99wMmpqDVjkZE6EkbFcfm6GCKLtvk50ivuASuHUtZA+Py/pt9XX1gnoEn+5vIqOvttbFtSGfG8Z51al8OTdQR7ui0yOYe6Mp3aYA7bNMkqfgZygp8/1laULbJ0fT9nTIowuvKd+4m5nJoEdclHl1QQszaCU1zByol3oExciGEnUJVyHCnRXCHK5SRgHpSCtXJrDrQS1vUp/HntLgAMTeHj51fx+vYEOWto/b6UxKqvwFtXSSib5DMXSmpCNoPxOHEnSGDY0QRFLt+KByVSSebJ5aCoGJPPJv3cHUPLNQPv6deRWXonAM6KX5MYVc9vXjSZP6GEmWNCrN0yyFu7U1RGdTxqsYN4ImNz8HBpd4/k9t/uLBQe+FVHBxmzgotnhrAPuBYeIVkyPcKvny6u4Dei2svkRj9hb37dw0VBKsrxi1RSQtgL4Zr9EUvv3Tvbn+kifd+3hyoNLt2J3t9FcOYVJMQhLASEYOmbSe58Op9W6NMVvnhlHZNqteNKJ7QchYHIWPzX/wsi2YOjBUgZpTjyKG7wLi4u7zuuGOXi4vKhQRWSWEDlnFkxtrSmaO3OC1KnjQ8xts7gUJ02f3Yv6Wd+XpSXlllxD/6acWRLRh/xeCYeTG9l/sO+XQezHWT/+H1yA/mZV0/jFIJzryYRHoM/2wV71mG3bcHXMBmnZhJJrTS/uQSzbjrGRX+H+epjKIEI+sxLSEdGYTriuPubRt92Uvs65wBO926yy3+L74K/I+0MpfvpiqQ+un8E6wpR7zeDOcEvn+zktW0J/nqJThVtyA0b0aLVGNWjSSl1hyyrHU9agCtG/aUhJcwdG0CPD09HEUYAaebo0auxHRhd4ysYDLu4nEgqIx4qwhpd/WahbcqIID97rK3wOWs6PLqyh9MnhXl+3VD6d0UkH9HbFc9x59NDUVDNVV4unBZkTvM8tB0rC+3a1POQHi/CG0SEq9AX3ULaX4GIVKKWVJDb/FJ+RaGglJTjpPqRiV6ErwSZHkCmBol48+/zlzYOcNPZlazdMkhjmcqWNqtI5xICamLFEceqKtjRkS4IUft5dGUPi6aE8SlDE0lSSk4bG6RnwOKJl3vRPYIbllQye3QAQzl8rrvXHkDt3ITTtQOlegxW2Riy6nBZ7v1m/7XarxspvTuHVRrMvf4MgbHzITRcjGqNS371VEdh+3TO4WePtXHbRxspO84CwVJCkiAE9kV4u486F5cPBK4Y5eLi8qEi7JMEfQpf+0gDXXETr65QG1XxiEN3DEWmH6ziKCqkg0z2Mcx59Sh4FIn96iPIfUIUgLXrdTz1kwgGSsk+/T/Y7VsBMDetQBt/Jt4Ft5IhLw7lhI9czRz0ullYQpCxxZHNjY9AsbfCvnPZ/Tr+bD9p7cR4T7mceN7uyPLatgSzx/hYqLxE7on7C8uU8kaqzvs8Y2t9bG4dGhAoAmpKjy+F0+WDg6ZI1FgN+vxryb10b75RKBjzP0K3KOf3r4X4/GUV1MWUY8//c3E5DvweyTevr+exNX28uTPJnHEhDG14VEprd5ZL5pby/Lo4hia4eG4Ze/ZmGF8TosRfLJbPGVfCz/68l54Zl3P6/NPwJ3YzGGpGVI2lrLQErXkejqrTkvFy5yOd3DLlZqpankWm4mRGnUXHuI/QkTLwCElz1KRsyxpID2CPmMcL2z1AXjSyHQj5Vc6ItXDumEoeeSsvSJWGND5zUTUVJQoHKhtSMix6CvJRPYdoJqBJrjk9wgWzIigKBHUO6S+1H50MctkvyL79cqFNm34hntk3YMlDD9t8VhylbzfYFjJWT9ooP6m3uqpAILEL2d8JmhcnWE7aV4UQwy+A0Awwh6cqAnT354adZzxh0Z+0KfMfPYwz703lYKK6jzYXlw8orhjl4uLyoUPFIeqFaNX+zu8RqtsFShH+EmRqYKhRMxAlx2+MqTpZ7JaNw9qdwW6UeFtBiNqP+dZy/NPOJxMcUdSec959ro0SiA5vK2/E9vje9b5dTg4ej0L3QD7q6dZZJrnH/1i03Nm7Cxlv5wtXzOM/H2zl7fY04YDKredXUx0uHlC5fLBQFHHEtBULDTHxYryNM5CJHhx/jAEtQm8mwK0XacT8uEKUy0kl5oebz4phOTE0FVr7hrtWT2z005+yuGFxJaYtWfFGnGkjg4CkvMTDOTOj/HltHwCWLfGogt+/bHO/UkGJv4b+lMXXr/UTlWCrISQKv322k7XbErT1RPjMvEuZMLafrdY47nk+zs6O/L5iIQ/fuuQfKN/6MK+Gz2Xt+rz/YsivMqFKMn/BHmIv/RL90m/wkQXjuGhOFE0Frzq8kIDjSEZUe4mGPPQNDkWhXr+4AkOxD32bSUlQ37/9ka+jNthB9u2XUevGozVMQWYS5DYuR594Dpavetj6RrYH6+F/ygtDALqPwDXfI+Gl9mPmAAAgAElEQVSvPfKB3iEqNr4dK0g9+wuwLYQRwHvGDfgrTURZA6KkvGjCTZ9+AXgOPRlSHtFRBByYiRgNeYiGVI70vlKExD+wE/OVhyDRi3/6RZg1U8kpxxlO5eLi8r7jilEuLi4uRyDpiRG6+Mukn/hv5GAPIhDBd9atpAM1x70vS3gxRswi9+pjRe1KuOKw5enkSSpDY8Wa0Saciblxeb5B9+FddAuDSomrWZyi5H278j4gHuGAPTwdT9o2Ua/kG9fW0pN08OsKMb8s8jFx+eCgOwn07m0w0AWBKOlcE0I/dNSDiYYZbIRgIx6PgiahxrfvueL++13eC6TEI/Kvs6oSlc9dUsMdT3aQNR2aq7zcdE4V37hj+1Bal4AzLwtj2xIpBZYluemcKkzLIRLwcNFppTz4wl5sB/oSFlVRjbpSjf0/6GRO8vLmQQDa+yz+8XHBly4bR1ufXVQxt3fQ4uktGlePP4+Vq1R0j8OYao1bZqSoeeqv86lliorq8zOYgZABAnlY/bY2LPj7axvYsCNJPGExdWSQkRUa8kSUmbVNvKdfh921g8zK+xH+MMbcK5GHiN7OOArqzvWI/gM8qXJprNcewXPGZ7Gc4/NMklaWoN2HwMEUBlk1OOwaeDOdZJ7+Kfv/BzKbJLPyAYwF15MasYjAJV/G2rku71lX3oQSLscJVhzyeLVhwacvruGOJ9oxLUnQp/K5S2op88sjina+ZCuZ+75d8Mmzn/gvjHP+CrN50XF5Tbm4uLz/uGKUi4uLyxGQEgYjYwlc/V1EqgeMIGlvJaY8/ugkW4KYcj5qx1bsts2AQJ+4CFEzAScQRYnW4PQNeWx4GqfihE5ONZiUGsY3/yb8ExYhs0lEpIakr9YNnjiFkVLSWG5ww+JKntuV5Iqx87D2+6MAwhtEKavHcSS6IqkOATjYJ7GstsvJQyeHsvoeMm88W2gzZl2Kd9J5pPd5yR0OyzoBg2IXl3eBIiTzxniZ0NBEJieJBlVU4fBPH2viudfieFRYPC1KbTTveej1SBorDX59gG/UnHEhvvKRejZsT9JQbjCl2UdQH3pJ6R6ojuq09w2l0qdtQWefycFsbknjtR/mC1qK9BWXEAoJnD98D+wcCAXvvGtIv/woT1mX0p01uHFxBSXGoV+IjiOpKYGGmSEURSGXsziWnHkhjhzhCOBEamDDU5hbVwMgk31klt6J7/ofFK3Xk4JHVndzs96CcdA+5N5dKNICNI6VgNlN4uHfYW1ZhRKtwph1KZ5QJenYWGwO6O8M9nCwui2TffnJESlJBmrxj/ajWmkEEtOIkFQihzymlJIFY32MqhlBX8KiLOShskQc/fnVuWVYwQZzzYPojXPICje628Xlg4QrRrm4uLgcBSkh4YlBSWxfwzvfV1Irw3vRN/ANtgJgB8pIqBGklJRc/HdYbz6P3b4FT+MU1DGnMyBCJ+AbHJq0CJGOThhqcIWoU54Sw+GsySG6B/1gXIsRqcbcthq1rAF95sUM+uvfsY+Yy6mFlmgne4AQBZB99U94G6ZA6ZHFKBeXUwEpocSAEkOw/8HUGFP45LllANi2U3jvOI5k7tggWVPy6Moegj6VmaNDPPJiN8msTUt3hhE1XgK6wLNPG9EVyWcuqeZ7d+/G2hf9GfarjK33sXxDvOhcTh/nRd38FjLRS7B3B8YV30LOuyofxqWo5Da+AD17mD1vEbc97SXgU/nYWaVHTo+1HI7lgRvPCDbuTjGYspk2KkgybeNISU1Uw68dtH/bLghRALJ6HIONCzFNDUXkr2nGFvzo3j10xXNcev4kKnm8aBfKpCVk0DnWl7omLOxld2DteA0Ap7eN9DO/xHv6tXi9IZL+uqGVg6WAKNq3CERQyhr2VVXU6NcqEPqxZQY7jqQiABWBfGqeZR15IyEEmZImnJHzUXeshn3R41LzIoRbLtTF5YOGK0a5uLi4vMdk8JIJjRxq2NdjG/DWoc+5CY/MkMOL6YoKLofAUB1qI4IMlXhmXIs+5SJs1Uu/rbhC1F8QMpsc3ujYYGYRwrWAcvngYtuHflD5NcmFM4Ismhyio9/mR7/fTSqbX7e1O8fz6/qZPTbAuGqt8PsfUa7yr59qpqPXJOhV6E/b6JrCRaeV8uTLPdgOzJ9YwoLANmSiFwB15GyklGRW3DPsHMQ+keWFDf1cvaAMv+fd3Wj9GbjtN7uIJyyuW1TBfz3USsvevGdVRUTjW9c3EPEdIOx4dLTJSzDfeJ7+GTfzh65xPPtslkjA4VMXmoyv0egesOnYFw320PYybppzC4F194JlIqdciGyee1zpalq2j9w+IaqAY+WfN/E2OECMyvgq8Z3zWTLP/jy/XPflP4caijY/Gc+njCVYuz3FY6t0SnxXccOZlzJi/U8QfS0Yp99AYliMmIuLy6mOK0a5uLi4nCQ8HgV/pgPh2GR9FWRs9ajb5GzI4Vazczk2LMvBwg92vsx2PC0YTDvomiAWVPC46tQHFhmpQfhCyPRgoU0prYNItStEufzFIiUEdFi5sb8gRO1nS0sKISTNFTF0Zd9NIKHUD6V+DUURPPpKikdX9jC23sfnLq0lYzpsbUnj3ZsvHqJUj0adfik5vQS1eQb2jleHjl0+knU9YSBHTamBrr77G21be5Z4wqLEr5IxnYIQBdAVN1n2Rj9XnBZGOBa+3i2Yax4EM4ux5NM8tn0kf96QAvK+Vz+6dw8//EQTPl0pGH8v32yxsWMiV0y5nblj/YR0C7VnO4FgGRl/FTZH73dI1Rj2rAFA9YC3ODrbRiXdfAbGjeNQMv0QiJEwynGcQ18rIUBVFbzZHlQzgVR1cp4SMseZTieE4JVtKX7+eDsArcB3WuCH132dUb5eMpERR9zen+tGdG6GXAaqRpMO1uPI4/PUcnFxOfG4YpSLi4vLScAnE6ibVpB+6X6kmUWfsoTw1PPo14/f+NzF5WgIAXv6JM+t62PZ+ji6JrhyQTkLJoTweVxB6oNIxhPBf8W3MJf9Gqd9K56GSejzryXpr3Ej4Fw+0GQdwZ4ei3jCoiZmUB0RiAMUVseRjK/38+TLfUXbja7zsbMzc0gxVlGgOyEJeFXOnRUjGtS4b9leOvtyLJke4e2qc5g49WxEqIx+x0dbr010+q2U1k1F7FhNumoqr4mp/OH5HJoq+OT5VXjEuxejMrn8zVoW1mjvyQ1b/uauFFfMjeDr307mwdsL7QO1c3nujcyw9Vv25pg9ysdVC8q4/4VuALr7TXJ6GeHuteSe/Rl5NyWB99y/ItN0BvZRRJeMJ0xg8afI/OnfC22exilIoWBFGoatb0uFlLcSvJX5hkMIUR5s/KmWfJU/x0SmE+S6diIAfeQstJIqBn3HXvEv5wgeXtlT1OZIeL3LR9W0sUcMxQrk9pJ74NvI5L7UTaHgv+Z2EuHRx3x8FxeXk4MrRrm4uLicBLS9W0g9/+vC59y6p1ACEbyTLz2mCCmXDy5eexC1dyck+yBaSzbcgHUcRrLvhKyjsHZrnGdezQ/eTFvy22c6qSkzmFjjvuo/iEgJyUAjxsXfRDcTOJ4gRlmMgb2DR9/YxeUUJWsL7l7aw9L1eWFACPjbq+qZ0aQXRdeMqfUyd0IJqzYOANBU6aUyqtNUaeDTKFRbS+QE2zuyeA2V/3hwD8lMfoGiwCcvqOHPr/RSW+bl4TdMRoysQhWwfGOCXz+dr0AXDoznqgULmDs+RKQ7x1eudqgp1SkLnJhUs1HVXhQFWruznDa+hNWbBoqWnzExjCIk9taVRe1apoeL58ZQVYW329K8smUw78HlEwgk580sYVJzgL1xk7KwxoRgN7m7f3HAHiTZZ3+OceM4UsZQNTufyKLaabJaBHNfcQspJZmaGQRv/jesrh0IzQvBUnL+SrJK4Li/swcTY/PTpF64G6SD8AbxLrge4dGwO7cjfEFELoW3NkLmGPevCAj5VHoHBPMmhKmMary5K0nWkvQkHEoDRxDcWt8cEqIApIO58l7C5/4VmFksLUDaEz5iBT8XF5eTg9tDdXFxcTnBeDwK1u43hrXnNr+Ed9yZZBTXfPgvFcNJIp/7P7I7h1I/jHM/h9O88LBpDCeCnAWvbEkMa39zZ5IpDVFst7raB5aso4EaBQknr5yBi8t7Q0uvVRCiIC/43PFEG823NBM+oHpdQJN85rxyLppTSkdfjt4Bk1jQw+RGo/AsTVuCf/9DG3v7cyycEi0IUZAXq17ZPMgZU8K8tnWQT11YhSok8RTc9WxXYb3+pMX/e6qTsXU+RlZ4is7rRFBZIvinjzVx37K9ZHIO58+O8fQrvUjgrKkRZoz04zggDP/QRoEYLRULefHFAdp6ckxsCvCJ86tZsX4vo6I5wEBXoLlMpbksP7ml9A3kzdgPxLYgMwhGBSoOge43yCz/DVYyjjZxEb6JSxgwqgGw8KDVjSdu1PFuMRJtZJf/tvBZZhJkX3kUT+MUtJGzyL21HG/VKJRMH/iPTYxScbhxSQUdfSZPvtzLi2/GmTE6xNg6H139FqWBQ0/4CCGQ6YFh7TLZS27lfZjb1uCdexXBqtGkwiOx8KCqAseRbjq0i8t7gCtGubi4uJxgbNtBCVcMa1ci1TiKa7D5l4ynv7VIiALILv0VRu0U0p5Dl7c+EQQMqIpq7OosTuvwagor3koye6SvUIHKxcXF5f0inrCGtfUnbZJZm7BRHN2iCkljTNBc5kXiA+kUCQQt3Sbb2tJURDRSWXvYfgdSFvPGhThrchB1nzF5xpSFynsHkvenOjkPyYaowpevqMZ2JB4FLpwVwQGi/nx6ouOAGDkXXnkErBw9U2/i9scdTCv/nd7cmSSbs/nq6UmiyV6SwenDJzeCpaD7IJcuNAlvEBnIT375EztJPfQD9lfBy619DBwb76xryODnhJLoHtbkxDtQJi4EIVAi1UgpkXrwuHYbDnj4wT27ye2ruPfy5kGyOYdPXlQFSISAjK2QscCnCzxCokgHpW7SsH1pY+aRW/9nyKXJLL8L/0VfwmcEceIdOHvewGyeT4+3EY9hENQ5LkN4FxeXY8ftmrq4uLicYKQEtX4ySrhyqFHzYsy8iJTixjb8RWOmh7fl0gh7uFfIiUQ4DpefXoZPH3qtV0Q0PB7B/z3aTnu/Gxnl4uLy/lNdaqAcNPoYVeMjGjh8+rrjSKTjDItUyewrOdsVN2msHF7445K5MYK6UxCiAGJBhcbK4kmhoFelMnJyU6mFdPIeVFIS8UHMR5FPVipQj3HtD9DPuIlO30hMq/jLbmvLkDVKya74HZoz/D2T1kvxXvZNRDCWP16oFOOyb5DR8pMgcu9OoHif5qYVaOkejhdFgbSj4hzOHD1YPnybWA1oPqz2begTFyICUTJa9LiO2xXPFYSo/by+I8mO9iwpU7C5w+Zbd+7mi//fNn72pw729NjsTUC6pBHvld9CKW9ChMow5l6NM9BdFDFltW/DeXsN2cd+THtkGv/0rI+//nkLX/3lTtbvyro2fS4uJwk3MsrFxcXlJNDvraXk8m9A906kZaKU1ZEONpzUVC2X9x8ZrgGPAdZQxSR1xEwsb/TgccAJpy4i+N6tzazdmkAA6azD/cvy6SidfSb10fc3Kk8IQdKEwbRD2Kfi04YPLl1cXP6yqQ4Lvnx1PXc80U7voMXYej8fP68Kv+f4nwe1pTq6R5CzJEvXx7n1/GqWre8jYzpcMb+MCfXeYREtuiL5uytruevZLl7dlmB0rY9bz6siZLy/aVlSSpL+WsT4Ovy9NlCcdu03FLTOjQjdh1A1sA+xfXQ0xrU/QskO4hglJNVg4TsVpQHuQwSioBzfULA3JVi6oZ/lr8cpC2tcv7iSURVKUYZgNliDsfhTZJf+ChwLEYjgXfgx0HSMqpE4vghJrey4o438+vAYCr+hsKszSzLj8LvnOkik8yfy8uZBTFsybWSQwJgAdukk9Mv/CZ9MYq68D3PjsqL9qJEq0it+hzViLr98vZRNrfkJpETa5t8eaOFfP9lMZYlbfc/F5UTjilEuLi4uJ4kBvQpqqoYa3Km1v3jS3goC19xObtmvcbp34RkzH3XWlSTlyZ11h3xEXtQHazb1s621OF0vGjyyab4tBZ0DDl3xHNGgRnVU4RD9/kMihKAvnU9z8ekKAV2gq8U/dksKNrea/O+jrQymbGIhD1++uo6GmOIKUi4uHyKElExt0Lj95kaSWUk0oLwjIQqgNAC339zE3c910dqdZSBp8tVr6tBViabIw4odUR98/pJKMrlKDE2gcuoI41JKKsMqi6dHeO61IW+tT53hIfLWQxhn3kgSD4ea3ZASMkoIfPsisA9YxSkfjRKtwelryzcIBWP2ZWT1Y/ewFIrKU2t7eOLlXgB6By2+f/cuvvfxZmpKhtaz8CBHnYVRNxmRTSACMZJ6FPvA9Mh3cL1rYh7mjAuxZtNQEYfLTy/n6Vd6qSnVaazw8eauZGHZum0JLphdSme/RXOZSg4dTy6OPm4+5tZVhZRGJVaDWj0KcmkSFdN4fd3wSOaOeI7KksNP6Eih4EiJR7heUy4ux4MrRrm4uLi4uJwgpJQkgk3oF38TzcpieoJkjlJW+0TiEZJPn1fOP97dSirrMGN0kAUTQvQncrRoClURBc9BpyMUWL0pxU8fay+0XTK3lCvnRVCPUtrcdATL3kjwu+e7sGzJiGov586MMarGS8U+OxAhYHunxX88uKeQYtE7aPEv97Xwo1sb8Wtuz93F5cOE40DYkIQN4F0IQVJCbUTwlSurMB3wekDuK4l2tH0qUuLX4KSHrL4DNEVy/ZmlLJ7opy+epDpk05DZhGfGhdjRxmJR5xhJaqUEL/06omsbMj2AUlqPGaknJ/Rj3kd3UvLsa31FbZYt2d2VoaakOE3Slkq+it/+Sn7v4JwPRlcknzy3gnkTwnT25TA0hZUb++keMDlrWoTn18WL1o8EPdiOxKcPTcaY3hj2usfwX/Q3yGQfCBUlEMb2RVBHz8WbbKci0kxX3CzaV4k/P2SWQtCfkigKhH0CKfPXpTOeI5G28eowrsaLoZ56vysXl1MRV4xycXFxcXE5weSkDqr+no9zJAoRkeAHl6skTY21HRr//fCQyPSxcypZMiVYNFKLp+D/PdlRtJ9HV/WwYFIJ1UdJS2jttfjNM52Fz9vbM6zdOsjG3UluXlyGrsh86fX29DCvj/6kRV/Sxh9x7StdXFzeOQoSQxleTO6DjKFKGiq8jIsmED0t4A3glI4nbZS/4/dKQq+AugoURRy7ZYAQxFMSB1AFhPwqPQPFJvSGdvKf4So23kwXJWYSJxLjwWVJWnryglFNTGfehBK2tqboHjD3nzYfXVJJR2c/U6qDOOSjmmxUfFPPx3prGdb2tShVI/HMuIykEsV7+sco2bGazy9S+e6jVsHofvHkIM1KC7lUKXe9lGbZhkE0VXDtonKmjAjxypYEIb9KJODBqws2t2WZ2mC4pucuLseAK0a5uLi4uLj8BTCQFfzmmU7WbB4kEvTwN5fEePCl9qJ17nq2k+mjAsR8Q22ZnBwmFEHeK4OSI3cT2vuGpzO8sSPJubNiDKQlZQFwJCiKQBH5v/djaAohnytEubi4uByOlFYGVWVDDSdA3zhWISptwZ/WxHlsTQ9SwmcuruL6syr5ycOthXVqSvV9hvAnT3hRhYN3+3KEmcZKD1Du0bl9fg2tWhP4SqgsDRDymPzVOSHenhGhP+1QGdUJeSwqA534+jpJlk5ACPD3biH10HdRSsrx1IxDlNUh9HxUV0aPooy/kDGY/PjTKp3dCQKDu6lLrCEUL+eBDpWlr+ffeTlL8ttnuvj767z0DVr84YW9qKrg4rmlTG7yk3ME2lEii11cXFwxysXFxcXF5QOPFIJ7lu5lzea8l0Y8YbG5c3ipc9uBVMYhdoAIFA0q1JbqtPYMCUs+XdlXXUriUSSKtDHRhs30loaGe2E1V3vpS5j4DQFIQgaYtsMVC8p55tVelkyPoWuC8Q1+on7xjlJOXFxcXFxOLptbczyyaqja3k8f7eCHn2jmmzc0sr09TSTgYXSdj5j35D7DvelOcqsewJhzKbKvndzW1fiAUYBS3oTn8tsQ7W/CYz9mGoBQUCKVaKPnInwhRPVYAAw7Sfbpn4Bt4fS1k+vLT9b49AChcCU4NlbH2yj1k6mKNFC95v9hbXkJ7+nXMdC2i6XbxxWdV9Cr0tad4+m1eQ8t05Y8tqqHsXW+o6a4u7i45HGnJF1cXFxcXN5HhACPR0FR3rm3VCoHL20cKGrLmZKQv9i4vCysMZB2sBGFYyMlX7ykjP+fvfuOs6q8Ez/+Oe32uWXmTq/UoXcVAWmC2BVbiMaCiam/bJJN4maz2ZjETUxvm7K7ZmNMYmKPBgsqKigqiiAdhjozDNP7zK2nPL8/LtxhGDSiKOg+79eL14t7+rlczjnP9zzf7zO2IvN2uCxq8M0LBMVqO4F4A/qLv0V55N/x7VuFx+4btL2KqMHcSaHs54BXY+6kMPMmhvAfqQUlBPPHBynLM/jUxaU8vaGTe59v5ft/rWfbwaE9qyRJkqRTS9NUNuzpGzL9rqdbGF9qcMkZIc4Z6yXf9/aDLooC/WmFg50ObXGFtFBRlMz0uKkQt5Tj3wfjPSjeAIrLj7nn1UGznK4mjEQbSl8bRvWsTBFE4eB0NaG4faTeeDJznwNUK4HobRuyeRHvgngXqVfug95mkvd9HVd7DU685/ACAqOrjlH5g9cbXe7j1V092c+Xz45yydlRXt7Ry7b6FInB2YySJB2H7BklSZIkSadIW3eal2uSrN3Ww7hKH3PG5xD2/OP1jmVoUBh20XxU2tyTr3XwL8squGtlM7UtSUaWeDl3WoSfPXSQ22+sojik0NAt+PEDB+nqt5g7Mcx1CwspaXkB3+Yn0KKfIP7I97MjDtnP3onrrC60yVdlatEqCgK4fkGUJdMj9CcccnwaOR6FkGdwAWG/SzCm3MtXf1ebSf8DEmmHHz/YwE9uGUb4qLRBSZIk6dRyHIdRpV7WbOkZNH1chQ8hBI59YgW6FAXqOx3uuPcg/QkbXVO4em4+Yyt97D4Y58EX21EVWDa/gFlj/LiOKgAuAlGc7hYUj3/wNn1BPLOXkVx9N1q0HDWvFO/iT5F49ndgm5kiYraFOJyWaLly0IpHYTftGXxwuhuRTmI37cEYeQYA6bX34JlzHfGG7ZntdNRx2ZweNtT56Ytn7mEeF+TmeNjdkODcqRF21MXY3ZC5Xz6/qZsLz8zlI3MiKKdhkXxJOl3InlGSJEmSdCooCvc828J/PdbIttoY969p47t/PUjcOvEeUi5V8OmLi9GOuquPq/QT9GhUFnpYtqCAwoiL3z3RSMoU9MRs4pbKj+4/SEevhePA6s3dfOtP9bQUzkYrGoHoackGoo5Iv/4oLquHnqTCH57t4Ev/fYCfP9KErimMK9UpC2cCUQOnqKBpmfPpjtnZQNQRpiXo7JOvjyVJkk4nQsCU4b7D9aAy8sMG8yeF3n7x86MkLIWfP3woew+wbMHDa9s51J7mz8+2kkw7xFMOv3+qmd1Ng3vMJt15eC75ClZrLfros7PT3VMuwGrcjV46BnPvesydLyGsFO6zrwJNB03HNWEBjicIQBo3nkWfQs0rP7wBH565HyO94wUUj2/gxAGRiuN0NOBZdAuOI/At+SxFr/+GH53fxzeWhvjOsiifODfMedMjBLwaRbmubCDqiCfXd9IVl4EoSXorsmeUJEmSJJ0CXXGRrTVxREuXSWOHycjCE7s9O0JBU+Fzl5URS9oUhg2qCgwUYGd9DFWFESVeyvPdeN0qBREXO+oTQwJBli3Y22xRHouhxbuH7Ecx3AhF484nm9lyIAbA9ro43/5THT/8+DCCR9UO6UzAxj39tPakOWN0DgUhA49LJZkeeKOuqpnht98OVVVwmz0ojoXpCmEK7R+vJEmSdBpTFAXDULEs5x0Fed5LQTd8/SNlNHVZOEJQEjHwGe/sGPsTDm095qBpI0u9vLK9Z8iya7f1MKWqAMvK3CscoRCLTsQTKsNdbaIXj8I68AZKqAANQfLl+4FMCfXkc7/Hd+lX8S35LE46gVY+GTsdx9+yFtw5pPKG4b3kyziNu3B6WknvfhXPWUtJvvIAarQcpz9zTzbGzMHuqMMYPgNFM3Di3XjmXY++dzXBvevxnHkZ9LuJREr40U0TqO0cchoIAbYjgHeegi9JH3YyGCVJkiRJp4By+M+xj/bKP6gdZZMZatulKwTdAiFgX5vJ7X+uzy6jKvDd5VWUhlX+dVkFf362hT9uas7Ov/n8IkryXPjcKvHUQHBIUcAwVJLD52J4FJRg/qAaG645H6PRzGHLgdZBxxRPOTR1pQkWZwqa9yThtj/W0RPLvAVfub6LW68p5wuXl/LThxowbYGqwmcvKSHXd7xvYTAdE3fdetKrf49IxtDHzcU4axlxPfKW60mSJJ2OFAVa+2HDnj46+ywmVPkpyTXIDyhDBoo4Vn8a6lpNUpZDedRNfg5veQk1dBUFB9MenD79dnh1wfD8I4H/dx4sC3hVoiGD9qMCUl19JpOHB7IvNo4oL3APCcwJIUjoYVKqgs/lRrj9qKECkhseG7Ivu3E3yoylWI6K1rSV1IofZeepZeNInfclGDYLj9WHNvJMUi/dizFqJmown9Qbj+M5+2qcRC9acTXpnS+gF44gufaveM65FnPXWjzzbyT12iOIwzWlwv4IY678CUW5Lpo7B3p1zRgdIDegvqvvTZI+7GQwSpIkSZJOgZBP4aKZeax4ZWC0orKoi5KIzps9vPYkFf7niWa21sbwuFSWLynkrNF+Vhw14hGAI2BHXT/VRhcNnT427OkfNP+eZ1u5em6Ua+YX8KdnmrGdTOPo6rn5+Fzwr6uKUBS4/aKvEunbTbqjka7IJLb2lTHGBrehkDIFhq4wf3KYvCXjG0wAACAASURBVKBB0G+gKJnGTm1rOhuIOuL3TzXzg+WV/PiTw+jsswgHdPLeRiAKwNNTS3LlL7OfrR1rMLxBtOnXIQfjkyTpg6YjDt+8u5ZYMvMyYOX6Tm65sBin3EeB/83X603B9/7aQOPhoIeuKXznxioq8zTsY+o46Vj4++tIb38ep/0g/nHzsSpnkFRz3rPzejNeXfDFpaXccW89saSDqsKs8SFK8ly8uE3Lpu+F/Bpnj815015ijiNQisfhMryY+9ajBHKh9cCgZUROlLjjwW33k37uzsHrN+zA6K5nuxjDmq0KfneEc2b+CyVhFX+6He3QTlJvPIkxdg6kY5CMYdVtRnH7ELEu1HARTuehbCAKQMS6yNn7DF9fdjmr3uhm64EYs8YFmTUuB00GoiTpLclglCRJkiSdAooQXDOvkOFFHtbt7GVMuY8Zo/149Td7eFV4YG07W2szb5GTaYffrmiifHkVmjK4N5WqwMKCJtJP/y9i8j8N2VLKdLAFPLu+k48uLMSyBcW5LvJyNO58soX+hE0i7fDAzgiN7RPo7BtDS3caIXqZsMfk+kVF3PVUEzefX8xj6zJ1Px59qZ2bLyhmUpXnuA0J03KwhSDihahPxZNoQXT3IgJRkkbkTd/Yu0QCcWjHkOnWzjUYUy7DVgNv+T1LkiSdbnYdTGYDUUes2thFQdigMGC8ae+o3Y2pbCAKMqnVf1nVxNcn7iRQWE4yPBzrcPPO11dL/NEfIBKZUfHsxhpcZzSjTV2GLd7f1DEhoDJP40efGMahLgsEJEyb8jwXdyyvpL4tjaIoVOS7CLrfOoBjunKwX/wLoq8D30VfwKrdDE4m5VzxBumMjGdvfZqphSYi3jtk/XQ8zjcfqMt+fnJ9J9+7uYqiYJScsXOxD+0C2wJURKIfNa8EkYyh+CMogVycntYh23Ra9xKdrHD17DBXzoqgKeK0S7uUpNORDEZJkiRJ0ikSDRlMH+bmrFGF2LZ4y/SMuAXrdgx9sG7sSHPJzLxBvZ8WTfIRdvZjFQ5nRMtKfnrpLH75SoDatswD+5hyH3UtKZo60/x5VQsAH1tUSCxpU5Ln4szqHFKWIODRWLO5m0XTIkRyMj2fXt/dx8gSNz/4xDB+u6KJQ+2ZhlEi7fDrRw9xy0XFjC714nUpzJ4QpiDiQlWgKGLgM0B1LNx7V5N6/vcgHBRPAP9l/0osNOK4ASmj++BxUxfV3DIczS0zICRJ+kBRFEhbQ0ejS5kOQpDtYXq89br7hw740NJjY4eKobkGn+6iN1CFizRO855sIOqI9MbHcU84/12nOKeFSme/g8+tEva8vcCLEIKAC6oLj6T9DdT9m1juOrLUP9yOaiaw+toBSLzwJzxzr4NUHAJ5NPqqWXcoiGWn2V1v8dGxc7F3rD5qZZ2DVj4w8P2btmDj3hgXTc+hL3c8gaXfQEn1Q7IXNVqGXlKNufd17NZatNwy1JwIVt2WQcekVc8lefjfVEEg41CS9PbIYJQkSZIknWLWcRomx/LoCssWFGDagv1NSdbv6sURmQLgVVGN22+s4qkNXeiawk1Tu0g8/KvMkNRAEc9y63nf5IuPepg+KofLZke57e6B1IYcn0Y0ZPDzhxqy0yZU+Vk4NcKN5xXx+GsdNHWkURRYPC0XQ1MxdNjXlBxynH1xm+fe6Ob25cP59aOHWLWxC4B5k0OMLvEQTjSReu532eVFsp/Ukz/HffUdJI/XyynRjYj3ohUOx27Zn5mmu3DPvpZeYbyt71eSJOl0IQSMLfehqXB0Zt28SWFCfu1NAztCQHWZd8j0JeNV9NW/IdnXjlY8Cv8FX8bSPMfZAqBooLy7wdRb+hV+u6KB/U1JQn6NWy4sYVKli/crAmO5gqjFo3Ca9iD6OkiuvhtUne4L/4PP35NAiARuQ+WG84qIFV+NV3UhatZAsBgxZzkbD+YC7YO2aR8+diEEfXoU9CiGL413SgCn/SC+8z6Fk+xHyclHzYnidhxS6x8FFFwzr8QqGve+nLskfdjIYJQkSZIknSKN7Sl21KeJp2yGFXooCqnHfSUuUNjdlGbFKx109VuMrfCx/PxidtT2Ux7VURXID2o0d6UJ+3WUmtUI4QzaQu6BZ1h+/ifp7DP529o2br9pGA1tSUaFk+SJdna31HLGcB/r92d6Om2rjXH57Dxe2dFDU0dmmhDw9IZOZo7NoTxPJz9kDBkhyaWrtHSneXFLJweaB4JVO+vi1BxKUdbbSCGAomKMmY2WW4qw0mAn4HjBqGAhqcd/imvK+RjVs8CxUfwRUuGqo19uS5IkfWAU5sC3bxjGIy+3091vcc7EENVlXorf5B5wRGlE46vXlHPXU830xW0une5lrrYOcbinkN20B6N1L+mSGbijlSg50ew8APfMK0kYoXd87Uw5ajYQBdATs/npgwf53s3DKQm9s22eqDRuAos+S+rJnyPa68DtQ1/4KX7ynJL96lKmw4MvtFJ8eSl/rT2PueMX09irsureNF+8wouqDMTOVBWmjQwMCQKaigszMBwtNBJFUbBtO7t9bVI5rjHnAgopVwhb3osk6R2RwShJkiRJOgV6U3D7X/bR0pUJ5qgK3HZ9JcOi2pBl2/sdvn9vffbheWd9HF1T+NLSEnQyhV+9rkwB9K5+G02YHJvMoQqbFzZ3MazYx97GBG4d5pd2k/rbdxF9bYwGKsecxwP+RTyxNbO2x6Wx7UCMaEhn2VSHoJ7kQH+Alq405Xk6/++yEr77l3rSVubAFk6NsK02xpxqDw+tG5wesnh6Lr/4WwPfWByhUFHxLlhOevvzmDtfBLcPb145elke7mQ7dB0Cw40dqSAVKMV9/uczvanSCdSCYbjO/wIpRz7CSJL0wVWRq/DFywqxhIqGQDj/eLg7FcGkcoPvL68klUqT+/wd6IEQxtJ/gXQKxeXBMjP3lGRoGN4LPo9duwmntxV95FmYhRNw3kXgpCvmZANRRzgCGjtTlITc73zDJ6jfU4x76bfREp0I3cu2rhz2tdQPWqarz8K2BXua0uxpGpi+ZX8/t99UxUNr2/G6NWaPD6G+RWexYwvDQ6ZHW0IPZz7IQJQkvWPySU6SJEmSToF9TalsIAoyD/R/fraVbywrRRGDn26bu8whGRBbD8TYuC+O36MyusiFoQmunBNl8642jPBYrO1rOLr+hhh/Ht5XVAojLopz3UR9DuZzf0X0tWWXce96mkVzpvLE1hBVhR72NSaYO97P0qLdBF+9E8wkk4L5JEZ/hbueC3Djoig/+MRwahoSxJI2m/f3Y5o24/RD1JZHOXRUJoTtCCxbcP8WD19b8hXSW1cMpN2l4iSe+AW+a75D/OHvgpUCQC0Zg77kSyQqZuO5diyYSWxfHv28f40eSZKk94pjO6g4J1T6TgjwuhRWb01w4ajZGDk5JFb9b6YHlKLiPusKjKJJpFUv6VA17mmjEapKwnz3aXQ+t0rIr9MTG/y6I+w/eU1KWyh0xBxSZqZGliMEI4pcBFyDl0vhAW8JAEGfGFJrqyBsEPTrfPmqcvY3JVixrgPLFkRyDNwujfOm55I2bWqbk9QcdDh7bA4lofe3sLsk/V932gejqqurVwHRwx91YDwwuaamZkt1dfUfgEUMJP4+UFNT8933/yglSZIk6cT0J4a+Tu3sM6F5F568QpL6QM5DwDu0t1QkR+dAS5LH13XwqYuLOWeMj5BHMGVMPvvbRlB+xbewtjyFcGzaKhbxX8/lcPm8PFa/0cUnLyzCsHqxD24bst2w1cZFZw0j5De4+5lm/vs6A/8jv+JIYMvpbcO95pfkRb9EU5dFRa7G2dU+GrtsQj6VM2PPoD/7V86b8yU25xdT15YJuBWEM/WddjRa1MTyGX9o55B9Oy17s4EoAKdxF0b7PpyiacSNXHgbJaI8Tj9abyMIgR0qOSXDmEuSJL2nFKhrTcOMKlIv3z2QiiccUusexFs+kXS4GoCUrYB9cuo5hT2CWy4s5qcPHcz2sFo4JUxp7tB71DuRsFS21Sdo7zXp6rPojVuEfDoPvNDG164pI+A6/nnkBRS+cHkpv32skZQpiAR0PntpKVsPxNheG6OlK82Ni4t4emMnI0q8vLKjl1UbOzEtwfWLi9hZH2dfU5KyiE+OgidJ76PTPhhVU1Oz6Mjfq6urLwf+o6am5ughDL5fU1Pzq/f/yCRJkiTpnRtR4hnyJvfCCSqu1f+JMmwq+lk3YYlM7kBprs68SSHWbOkBMil9t5wXJT+xj8r5IR56qZ0ZIyvY12zys4caSJkCj8vFZy79NC9v62H9Y304wuL5N7r43CVFYNvYig+tcjLW7pcHHZe/qJytm2K0dKcZW+HDl2piyAhHnYcYOTJJPOWgqBoHO23ae0z6Eg6W0NAR5L70c7458TJap1bjyi0kT6tn+eJi7nqmlZpWhfHBIuhtHrxd5Thvpfs7srM8Vi9KvBM8QZKu3GxvMUUBX7IVpWUXor8TxXCTev0xcHnwX/KvxFzRoduVJEn6gLJNm1njQjhWBzTWoPgjJOZ8mkSwgmDr1kxw6nAw6mRyHMGkSoPvLR9OY2eKsF+nNFfDexJalLZQ2FqbIJayUYGyfDchv5+uPpOG9iQt3SaBguPvSAWmj3DzrRuqqGlI0N1n8fSGTkaV+lAVOP+MXPY1Jfj4kiI6+iws22HKiBzWbOlmxSvtjKv0Ew6c9s1iSfrQ+aD9r7sZ+P2pPghJkiRJereKQyq3XV/FXSsb6Y7ZXDRJ5xxlHaK3DXPLKlxTL8My8gBwqYLrF0Y5d0qY7n6TUpooeu3fUboPUebNYdi8rxFLkQ1EASTTgt88eoils/N5dVemflNXv0VPPPM6O+zVcM/8CHZ7LaKzEVBQp11Kl6+SK87RiaccNuzppVcJcmxdWsUfoT3lYWbQYks9/PJvh0iZDl6XSvSShUyr2olS+zreLX9jxMizUJMR0m+s5NwLbmX8J6fSE7cxJnwW85HvgJ1J9zAmLEToQ0eAUvKrUBTw9+wjteKHiHgPuLx4l3yeRPFUHKHgSzSTfuAbiGR/ZiVNx7tgOYlVdyL2rEWduFS+7ZYk6UNldLGBEg/C2AXUT7yF5zb3sPVAjOryCVx4Rm5moIj3ggMlIU56jajOuIPHrdLaY+IIgW4JWrtS+Nwa8yaH2Xwgjq75KcvV0ZSh1/OOGHzzD7WYR/UC643ZeN0q+5uSlOW72F4XZ2SpD49LxWVk7oWNHWnmTw6THzLkfUKS3mcfmGBUdXV1EZmUvI8fM+ufq6urPwXsA/61pqZmaL//fyAv7zij90jSUfLzZZqH9PbJ34v0dhXkw2jlAPH9W/Dvfx7R25qZobvw+Lz4w4N/S6WF0L/jZcxHBjLS1UgJVfEt7IgPywaijkiZAo7qbHT2uBBf+Z8DCCH4+AXFTB1VyoulX2bE6B7SuNifjHBobZyAX+fJ1zozK6UNPjf1Gjxv3J/5rBn0zvoMY4WNeXA7P386D/NwAfNE2uG3j7XwmQs/S0HlQSoiwI6VpN9YCYCx4QGKlk5j/LAIZqMfbfZHUdw+UDWsfetR4l0Yo2dh7n4Fxe3Ds3A57vKxuFIx+h77cSYQBZBOkHr8J4Rv/iVaQRWJl54cCEQB2BbmgTfQSqqx67eQO+86lHc5nPnpQl5fpBMhfy8fbsIexn79Fu58pIW9jQkgE1zZWRfn2zdWUVHofdvbsh1xSn8v9V29/Obvh4inMkEiQ1dYvqSY0qibH95fT3/C5u8vt3PbDVVEcgwiOTrR4EAhqZpt3YMCUZAZFfajCwt4ZG07s8aX8fi6DtwuFZ9bQzl8c6wq9FAUcVFd7sdlfDjuE+8HeW2RToZTHoyqrq7eCFS8yezCmpoa+/DfbwBW1tTUtB01/9+AppqaGqe6uvoGYGV1dfXwo9Z5Wzo6+mUkXHpT+fk5tLX1/eMFJQn5e5FOTDTXi6dzN2r9WpwjgSjAM/NKUq0HcRIpBBpa626c9gOohSPRARNQvDl4Zi/Dqt2E015Pb46J21BJmQO1qNyGQsCjURp1ce60CLvq49n5v13RyOcuKyWUH6VNRPmfxxtZNE2jssjgvjUDx7Kh1uIXzhl84yNTUVv3YuUU4avbRs7Wx9l7xq3ZQNQR8ZSD0HSKvQLx9//AcgYK3aaCZXR1JzGEiVj1v4iuJlxj55B6fQUA5t716OXj0a/8Di/Ue5laWoHRa+Hrb0HEugZ/eY5NqqOJhBbFfdTQ5UeIeA+KN4g2bDodHbF/NEjVB4K8vkgnQv5e/m9o7RXZQNQRzV1p6lqSeNVjx1UdTFEU6jodnn69k65+i3OnRhhX7ibHo6IokE6fUJPqHVNVhU37+rOBKADTEmzZ3095vov+hI2qws1LivnLc63UHIwfrgtVQnWxDgLcx2nVBrwaiZRDSdTNtgMxvG6N/oSNoSn4PBr5IYOPX1BMUUilpzv2vpzrh4G8tkhvl6oqb9nx55QHo2pqaqa9zUWXA189Zt1DR/39j9XV1T8DyoC6k3eEkiRJkvTeUDQd4Q3jmXcDoqsJu68dNViAVb8F68V7MCacC8k+Untfy65jTFqcCdhUTSGx5k9gJkmOv5jHXu3g2oWF/OW5ZlKmwG0ofPKiEqaP8DJ9lJ9b7zxAX2Jww6Kj1+Te51u5dmEBN5xXyBOvdnLtwkIQMKHKz/TROaRMB5eu0qqp5L72Q0SsiyOlaiNqDEPLGfQ22uNSCftUXP5cHF8E+g+/Q3J5aSpfQuDgRtyeEcRbD2BUTsasy5SBVNx+9OHTwEpj7n2Vx/YuZOIEMHRQPH4882+CdAIMN+buddhNe8Cfi+MItOFnYm58fNC5GSNmYPW0YldM/1AEoiRJ+uDQNIXupIJlCSJ+hWy17/eAy1CH1B8EcL+NXj4N3Q7f/lNt9qXC1gMxPntpKQdbE/QlHOZNCjMsX0flvTt+yATFuvvNIdN74xaH2jKDWswcE+SFrd3sbsgE3rr6Le64t54f3zKMqF+hOKwzc0wO63YNBEmWzo7y9OudXD4nnw27e4mnHMZW+OnoTXPOhCBzxgVwqw5D6iJKkvS+OOXBqLejurp6FhACnjxmeumRgFR1dfUSwAYODd2CJEmSJL0HFAXLAUMV7zjgoYWLiD9wG0ogD9e4c0g+fxdHHoy1SBHJF58dtLy5ZRW+y76K09EAZhIAd+c+igILWLGunctn52fqgAsIe2x8Tj+O5ic/bAwJRhl6prHy9OtdXLeokHjKZkJ+guvnh+hJG9z99ECB8abpEW46/ysoD/1bdlr00Go+c/EX+e3jzZhWJgD2T5eXUpVvYFJA7PzbSDXtR1MEHa4yTEehfOu9OPk3o1fPxmnZj5ZfhRYqRCscTnrXSyiGG0/1HC7PC+IzHHRh4mxbhbn+b9n9us++Gn3KBSS9maooychw3JfcSvqle8BK4z7jcigdj+2JYooPxKOOJEkfEqZQeLUmyZ+fbaYvbjNrQoirz4kS8bw3AY/CkMaCyWGe29SdnTZtVIDSPB3+QRCppiExpHfrIy+1UV3uY/XmbtZs6ebfr6tkZMHJGS3vzdi2w5zxIVZt7B40ffH0XB5Zm+mpW1Ho4eUdvYPmOw40d5lE/S7cmuDm8wpYPD1Cd8zG59HoiVksmp7Lwy+0cdW8fPqTDi9t7+aGxUWEPQIZhJKkU+uD8oS2HPjjcdLv7q6uri4kc6XtBS6tqal56/6okiRJknQSdMRhxboOahrizB4fYt6EIDnut36wVRQFRSGbGi4cm/SmlWClUb0B7OZ9DHo4FsdrSAiEbaH4wwPbbdrJFfM72d4Y4r7VmQf3M4cbLDTXI7bsQCz4Ch+/oJgXtnTz3BuZuhqzxgXZfyS1Q4Fkyubry8oJ7H+UyblT+MrDg/f6zIYuFk2uYtTVt+M07sL0Rni5u4xHX+nglgtLMC2H0WVeCnMAIRBAOJJDOh3CFW8jv/UpjFA+zshpiFg32owrSPf14Io1ImKdJF+4J7sv+7GfMOfK21BSeWCmSB0ViAJIvfYI7o/9FPtwHy0LA7t4Gq4rx6MIh5jqQwgh2xmSJL3vatssfv33gXfja7f24HdrXL8gF8c++T2M3KrDFbPzmDg8wN5DcaqKvIwpc+NS/vG+1OOMYKqpSrYjlxCwcn0n/7y0kHT6ve0dVRnV+erV5fzl+VYsW7B0dpRE0mbOxAiXBQ164xbhgE53/+CmXo5vIFDm0QWjCnVApycJpmmjqxpfuLKM/c0JdtX3c93CAioiKvIGIUmn3gciGFVTU3PLm0xf9H4fiyRJkiTFTIVv/7ku+1B8/5o26lqSfObCwuOmMyiKgi/egDiwEWEm0YZPJ5FTCcLB6WkBwG6rx3PWUqz9G7LriUQvSqgI0TPQQ4mi0XQahYTb16PkRDNDeAP5L/6QHy69g8ZUHlpXHcXtr2LU7WDLpH/mV39ooSdmU1ng5rYbqtjXmGBbbYz1NZm3zIumRSiMGFSFTOxnXkRMHsXlsyvRdYUt+2Nsr83U0oilBf0Fo3DCo7n9r4cIeHUWTAnw3BtduAyF3ByDwoBB9iFfUfHufgZz19rMOQJ61RSMSefTaOfi3/kEutWJ3T1Qo+qI9P5NiECUdNk0jNJJqIe2DMy0TUQ6Aa5MPYL+FFgO5Hg8KIih+SqSJEnvA1VVqG9NDZm+dls3S2fl4nuPWl5Bt2B6lYszR3iwTyDgVV3uxetSSRwVaFowJcIDR9UNtAUIhgatTjZNEUyqMBh3QzlN3TZ33FtPXzzTD8HnVvnsZaVceU4+d61s4kip34VTwxSHdY4XWAp5YEplZsQ/RYGySIB54wIoQqblSdLp4gMRjJIkSZKk00ljpznk7eyru/pYNj+fPN/Q5X3xQ6Tu+zqYmUaK+drDeK/+Nkr+dIzJ55Nq3AVWCqe7Gdfk80hvew4E9KZ1WPwvKFufwNO6jXjJdHYG57Bytc7Ns+bgmX8Gkd7d6D2H0KIVGPVrGGOZmd5WQOvsL3PHSjP7lruuNcV/PdbIrdeUE8kxmD46BxAEPBqVeQa2qmKNv5A3+or4+yvtpC3BWWOCLJ0T5an1nRSGDQxNYDoKDjBlZGBQKt/WAzG+u7yKsnAm/c+ItZA6HIg6wqrdhD4rTUt3P+NatiB8IfAFh35p3hC/2DeJzc/0MWP4jSyb10reCz8C4aCEinB8eVgOvL4nwR+ebiaRdjhnQoiPzIuS45INDUmS3n+OIwj5h6a0FUXcxy2wfbKdSCAKoCik8vELiqlvTdHek+bscSFWvt45KDh1/oxczPepkLkQoCpw99PN2UAUZAbG2N+YZNO+Xj62qIhwQCM/pFMc1nGp//h6LwSZF0Xy1iBJpxUZjJIkSZKkE2Rox0ttyPw5lqIoiNqN2UBUhsBc/zCeYRMxSybhPvcW0usexGrYgbHgFjxTLyVhKXzv0QTT3TlsOLSEkQXns22fw8E2E1VJ8UpTAfevifP9S4ZRVfcE6U1PoYTycU27OLuXVis4pG5uQ1uKHXVx/uuxRrwulZuWFDGh3IOKg+Wo7AvP5u4nm7LLr9vZyyVn5/HdmyooaluHtXkl3vxKvn3ZpXzv8cH1O4SA9TX9VJwdwnEEwnmTBoxjUdsBlSXT8W59FC79BtRuGkhLdPvYa4zhtZpMj6yXalLoRjlLLv89Ld020YiHEgwau0x+s6Ixu9kXtvaQm6Nz5aww4k1GyVUUhbSjoCkCVbZMJEk6yUYUeRhR7GVfUyYN2tAUrl9ciPYeFwF/JwQKqzZ2EQ0ajKnw8dCLrSyekYffk7mZLZ6Wy4jC97Ze1LEcwaBg2BFpy6G9x+LBF1q5dmEhVSMMxHtYGF6SpPeeDEZJkiRJ0gkqjuiMq/Cxoz6enXbFnHzC3qFDGikKCDNx7CYQ6TgIh7TqwxyxCHfVTISiEle9CAHCUFg0PYGuKUwdHcbrVnG39QAmo8t81LYk8LpUcvtrcLqa6Jt+Ay+nJ+LtUzln1ByUPWsJ6SnAGLTfHJ9Gc1cayDzw/3ZFI2U3VVGeq6KqCtsaho5otGF3H9dU1pN64mcA2Id2YvR14XNfO2RZj1vNnrfpL0QtHoXTtCc7X80rR9RvYkx0PtvbZjKtcCfxnj665n6L3L5dOJoHp3g8P3jI5Ejx3dKom8I8D1//40Dg6aMLCqgscA/Z/+otPVx0Rhj3cdpPaVvB7mrAbGtAGF70wmH4coKZ1D5JkqSTIOIVfPHKEupb0iTSDhUFbkpC7+mAeu+Y6tgsnRPljr/Wc7A9xezxYeJJmxsXF5Hnh/SxPaIUhZY+QW/cJj9kYNmCHI+KWz15Pad0xeHyWVF++chA3S1VgYKwi7QluHZhIQ3tKeA43ZAlSfpAkcEoSZIkSTpBbk3w/y4tpuZQkvrWJGMrfAwrcB23VpHjCLRhMzBffZijcwSM6ZehGB7ARAhBUvUDIIRCZ0xgI3h+cze7jgp4Xb+4CNN2mDc5zJ2PN6JpCrbmwSmbzL2tk3l+R6b31bbRl3PenPMYVhHmyjluHlrbAYCqwtVzC3joxbZBx9jUmaY814PjCErzhgZ4RhR7ULc8nvmgqBiTzkMvGsHNuSHe2BfLnrbbUJg+MkDKgu0H09y/pp3lZ93CuJJ1KHWvoxePQo0Uk3zxL5TnbyIx+Z94uvgzjKUPI7+Mv7cXUtea5ML8XGLJg9n9z50U4sE1g4/5vtWtfOemYUOOtSLfjaEfLyio4O7cg7bi22BnAm5WyUTM+Z/H8B8nTVCSTpCigE+Joyd7cFwB+sg51YcknSIhl2Bi+cCLgNMxEHXE6CKdb15fyas7+0imbWaMziHkdkinB19DHQEv7ojzyEttXDm3gLufbuaciWFUVSHgURlW5KE4qGQGj3gXhIDJlR6+dGUZK17pIMencfHMKB29aS49O8rj69r456vK37T3qyRJHxwyGCVJkiRJ70DAJZg+zM0ZIzyHR8d78wfjRE4l3qu/qhN58wAAIABJREFUjbn+YUQ6jjH9MtKFE4a81+0zFXbWJ+noMykIuwYFogD+/nIbn720lI17+nEEOJZgv1JFZZWf1SsH0gDX7k6zdrfOv10b4ZIzDM4a6aa7L01Brof7XuqhJza43pXfq2EJBV0RjClzM6LYw76mZOY8PRpXzMpFfawB4Q3iv/iLpHe8SOr1v1NUcYAHP30u92zJwe1SmT4qQGGOwq5Gk7Xbe5g3OcL+JLweW8zyhTOwVv2aHqOEupm3E7cNylPN+MpKeWp7Lm1bupk1IURhrov8sMH8ySFWb+4BMo0T0x7aMOpP2Iwp97HrYOZ7chsK151bgHqcUQh1kUa8fFc2EAWgN25FdO5HCUyRNc8/5NwiiRZvB91NypuH7Rwnp/ZdUBHk9O0nvfkpYnteQw0VEJp/I7G8sVgneV+SdDJpCozM1zh7XDmdnTFs28mO+Hq0pl7B/65sYtn8Av74TDPLFhTw4Att9CcyvaJcusK3bqiiLPzui50bmmBalYspVaUoCLoTglhCoTCi8y8fqSA/8O6DXpIknXoyGCVJkiRJ78LxHtqPZaPSHx6NseRWFCB2nMZp3FT41SNN7DwcWLl2YeGQZfriNgeakvjcKlfMifLsG908VuPi04snEfC0cONMGGa0YSs6W3ry8BoqwbbNuFb8kDLHBlXj8ot+xcY9KikzE7CZOMzPxr39/P2VFJ+7pJigW3Dr1aU0dpqkTEHAp/Pspm5Kxn+HJVW9JFb+HKc7U7Q83XEQrWUf1118K3ECCCHQNIX2XpO0Kbjn2ZbsPhrTITzDFvGDHeM50GoBFprm446PeTizvJ/6XD+/e6IJIQ43aj5ayLwJAdr6BBUFHlau7xxUNN7nVimKGHxpaTGHOjLHWpJnkOsb3Ehx2/3ojVsQbh+2rqGNn4/Vsh+nvR4AI92LJds0H2r+dBvmk78g3dUAtoV71jLMMYsxlaG9AN/xPqx20q+vwNyzDgCnvZ7Yw3fg/+h/0OOrOmn7kaQjUrZCW6+N21DJCyioCBRVoT+tYNng1gVenRMK2rxVAfS27sOBfAW8bpW2HjMbiAJIW4KV6zv59AX5WNa77womBCiHU7XDR42Ml5knL9qS9GEgg1GSJEmS9D4x36KHRH17OhuIAtA0BV1TsI7qEXTGmCCb9/ezeFqEjl6TWeODdPdb/PzxDn64VCW86nZEIlNUvDRahWf6F0nd/59wpJC4Y1Px7Nf42fKfsatNp6vP5GBbimc2dAGwdkcvF08P4tUFIwsNntjYx1+fH0iXW7isOxuIOsJurMHV04gIjjo8RRBLOWza159dZuuBGJtG5lPkm8yB1kyPK0NT+OaFUPL6L9EqlvDD5wdS5dKW4PsPtfGT8zoZP6IarW0TX146ll8/1kZzV5r8kMFnLy2m1BMjofgYWTjwOHN0I0VTBeqmx0ltWIF38acQkRKshp1opWNwjZ9H8oV70PLKGNxPTPow0RUHpWEzrjEzEYl+FF8Qq34bruLRmOHR2eUcoLNfEOtPkO+3iHptEkbu2270qvFuzL2vDZ7oWDidDSCDUdJJ1hmHH9x3kKauNIoCl8zMY8n0CKu39PD3VzrwuVUunplHZaGbkYU6J6NvXkEkk3Zo6CoBj0ZP/9ArZ1uPCahwGhZrlyTp9CODUZIkSZJ0Gjh6GGuAJ1/r4OMXFLNqQydNnWnmTgwze0IQj6GgayrxtENUzQSsOruTBPc8ng1EASjttShNOxH24AaDiPdQmNzHQ7WlPPtG96B562v6uWh6CBD0puDBY2pL2YoLBdAKhqFXTMDpbcfcux60o4ukK+w8Jr0Q4I39ceaODwOZYNbSaQYjNv0UuhvpKr50yPK9cZuemEW0ZTuJFT9hRCCP26/6D7r6PQTTrQSf+R52pATPeV8kqR2/No871Ul6wwpcU84j9epD2UCa09OCk1+F58p/JxmuOO660oeDx+rB2vMqVv3W7DT3jEsg3g3hzGdbKKze1s8fV7UgBHhcKv92vsr4wi5iweFvL4XTcKH4gojY4P9TiksWWZZOjKKqtPQ6JNIORWFjSHFwoSjct6aVpsMDUQgBf3+lgxElXh54IXPNTpkOf1rVwk1LivC7VUrD7z4cVRhU+eiCAjbu7mV8pZ+iPBdrt/UMWmbupDC2LcP7kiS9PTIYJUmSJEmngdKoCwCvS+XCs/JwGypuQ+HLV5ehIfC5QDiChm7B1+/aj3k4t6yiwM1lMyNoW/cNeRftdBxCKxyJ3bBtYKJmQKCAcRW+IcGoaSP9KAgEIBywj0lBfK0jl/nnfRqrYSfprc+hRorxXfQFUjnl2Rfhti2YMtzPht19g9adUmRSrjSS4zOYX60zZ5gF+zoBiOoxVNU9qMhvXlAnp7SC9Gt3AuCqmoT61O34uwZG1HNiXRhdtRCd+JbfreoLDe3R1VaLbviw5KPQh5KiQE66FXqaBgWiAFJvPInv6pnZz629Nnc/05L9nEw7/GK1xo/nNxMK5GLiIqX63jIolfIW4Zl1DYln/ic7TSsejcirOmnnJH34JS2Vp9/o4eGX2nCczEiiX1haSnFwYEyGpAmb98eGrHuoPY2hKYPq6zV1pInm6JSGXe/62Aw1k0I9eUQOpVEXfo/Gpy8p4eEX27BswcKpEWxboKrqW6b7SZIkHSErKkqSJEnSaaAoqPLVa8pYfn4xz2zo5C/PtfDLvx3iT8+0AplAlIPCPc+2ZANRAPWtKWJpFarnDtmmUjEJY+4NKKEiUFR6Zn6aTQt/w9N1QYpyXZw/I5JddniRh7kTQ9kaWEGvwnnTIoO2t+Ggglm/FXPHGkQqht28l/gTv0SPD/SgEkIwbYSfseUDPUKqi3XO8u2jsmMtdy6u5br2H5H/2q/wzLoGrXQs+Tvu5UuLXXhcmceScEDnqxcGaO11SLsy6XtKIA+np3XoF5fsHzrtsJQ7F2PGJZnIxPEM6tElfZgEk4dIr7kLp6126EzbwtEGGuddx6Qb5fg0vneFgTfVSfLPX8G+71a8Da+hYx67pawkbuzKM/Bf+Q28534C38X/jGvJ5+nTck/WKUn/B9S2pXnwxbZsYP5Qe4p7V7fSnx64hnkNmDDMP2Td3Bx9yEAPQZ+G1/PuC4pDpj7i9FEBXtrezX891sjWAzH+/EwLk4YHOGtMkGc3dpEf0mUgSpKkt02+DpQkSZKk04CmKlTmu7nr6RZ6j0rZe2VnLwumhBhTbJCyFRo700PW7YtbWNUzEKMPoe1eA5pOcvKVKDkluPqa8Jz7CZL+Eu54IE59WyZwpCjwhaVlTBkZIMer43Wr1LemcOkqZVEDv+Fw2dm5lEbdrN7Sw6hSDzec4WD96eXBO7dN6G6EoqLspBy34GtXFaH2NUKyH6XzAEbdq+jVs0k989vscsk1f8S7YDn2839glrqREefm02e5iJjNBFY9hFNQTXzqMgIHXsWq24Ix6kzMmqP3r0Ck9E2/U9tRcCZchN5dhz7yDKy967Pz9CkX0KoVs7/BJGU6REMuwj6FiBc5st4HnK6C6KjHOvAGWtFIFE8AcVTQUiufQNpfmB0AMxoaHJT85kU6vvbt2C//OTMh2U/6iZ/iuvLbWLnVb7rfuJIDuRMyfyTpBCmKQnPX0IDn1gMx+lIC/5GfqRB8dH4BtU1JWnsyy8+bHCYc0HHpCunDLyvyQwbRkEFZrou3Gu31RIQ9gm8sK6e118RtaJiWwxOvdaKpCsvm5zOi8OTtS5KkDz8ZjJIkSZKk00Brn8PqLb3sbUwMmdfcaTKm2KC50+SM6iBPv945aH40ZLDpkMoz7Rez6MzzSTsK5Xkq5Q/9G6l4pqaHkl/FJeM/w69XZ9YRAu5b3cr4Kj/jKn3892NN2RH2yvNdfO2acnLcgvnj/cwbH8BQLJxYJ6rHP6hhD4DhHfTRbcdQtz+Buf4RcBzU6tnUTbiZii3/w7Gstjq8i28Bw0v4iV8QCRYSG7GQ1Ij5uPc8R2OXhTH7Ngrie8gbMQpUHXPXWhR/GPe5nyQRKHvLtk9KC5DKG49vfiXusfNxWg+gFo6gKWci3/rjQdp7M71iPC6VGxYXUZHvoiJXdhz/IFOxcOKZNNHUhsfwzv0Y5u512O116CPPQp12OTEx0DMq6lf4/GUl/PfjTQT9OtGAgrHhGexjtmvXbkSNjnlbI2hK0okSQpAXHNo0G1XqRTnmJ5fnE9x+YwWtPTa1rSle29XLfz/WyPWLizA0BcNQKM1zk+tX8Ggn9/fq1hzKIxoAV80Ks2R6GEWBoFvI/xuSJJ0QGYySJEmSpFNMUWBbXZyd9XEmVAV4afvgorDlBW6EonLP802Mr/JzzsQQL23vIeDRWLagkEkVOhu3mmyuS7O5DoYXubmt7AlEfGA7oq2WCcP24nWNIJHOBJ26+y2GFXtYs7knG4gCONiWpqYxyYxh7sOjiQncbTvY1O6ndPqN5Lz06+yydtEYYoHyQcert9WQevWh7GenZi35wUqscDlqw47B5264SL7yEO6pS4hNvIrnxdmseN0i5FO5ceYCVE3j5UYfhZFS+nbZjKn6BKPPvJmAbhPT/G+7F1NcCUDRdNSSGQgh2Lg9ng1EQaZO0Ob9/eysh5vOzcdQZaPqg0p30qiRwsyHdILEqt+hV03GM+sjmCPnE7O1QcurCpw5ykP1J4djW2lEqhUzUIB6TIqf8EflkPLSe6qywMW8SWHWbMnU8wv5Na6ZV4DPrXBs1N2jZ1Lz7lvTyrbazKAR//tkEwCfu7SEkiBD1jnphCDncFzXkdl5kiSdIBmMkiRJkqTTgG3D3sYEsyeEaO1Os+dQAl1TuHpuPuV5A43nv61tZ3SZl6vnFpBIO3THTFK2hxGVESBThLkiouDu3IsDKJ4AijcHp7sFb99BwjnVJDoyqX5zJobo6DFp6RpI/Qt4NKJhg45eE0XxIITApVqk192PPuyj/OeOSj52zjfJ13vQcnKp6QlRqeXgO9zo0TQFp37LkPMLdO8lduaNeFp347QeyEx0edFCRaT7OxCJPl7UzuUvL2YaVX1xm+8+AV++qpDOvh6e3jDQG2zRtAgfm5+L+g4CA44jUFWF5uOkO7Z3m0TDBmk7U6xX+uAJxmpJPvFz1JlX4VlwE8m194KZRFhp1JKxJG0NVQFPugNSMRxfHknVj3Ag6BGAgUcR9Iy7BH/9G5k0VEDxR6BiikzhlN5TQZfgo/PzmD85TH/CpiBsEPAo5LgG//AcobB2V4w/PNPMx88vYWd9nCOlmqJBnTFlnlNw9JIkSSdGBqMkSZIk6RQTAiZU+dA1hT8908zsCSHOqA5SXe5lWFTLLCAcrpiTz/fvrWd3Q4LdDQkMTeH6xUXUtaaYXBXg1qsN7lzZzPZGG/OseXSPymVTrISmPpXp41KMLNTxN6gEfRqzxodw6Sovbu3h7HEhVqxr57PzNCYqu/B378GIzECxJpDSApn9W2lKezbg0ubRmvZT2PE67vXrmJQ/AjP/GsxQBYaaSdNQC4YNnJzLi3fu9TS4R/L69jRdeV/mjLPcFMT24guFSK78AQA9KZUntw+tl9LaY7KjbvDIUas2dnH+jDAFgTcvzJuyFVp7TBTHoiQEhtuTbawdKcT7xGuD0x2njgrQ3W/hl2VPPpB8op/kyv/E6W4mufJX6OPm4r/y30DVMAOl9Ag3Gjaeg+tJrfotmCmUYD6BS26l3zfQu8/yF6E5ffRd8B2U7gZ0w8BVMhLhi8rfhfSe8+mCEfkqiqJle6Yeq7XP4XdPZkYI/dvaNq5fXETaFBRGDIYXuQi53+eDliRJege0b33rW6f6GE6lMPDFRCIt33RJb8rvdxOPD32DLknHI38v0ok4+vcS8CicMSaMaUNvzOKM6hyqojraUcVCgj6dojw3mqowssTHudMiPPJSG2ePDZKfo1IY1lgwJcy8SSHMSBW3PaHw0h6LPS02L+xVKKko4toF+cydGEbXYNO+GHPGh5g9Psj0Moepu3+FZ+9zqJ31iH3r0J00lE3EQscTDKK8dDdnnTWaikNPou15EdIJ6G5E2/8KyapZ6J7MCHqGP4ho2oWIdeGZeRUNTgFfX+lj/b40NYdSPL81TtXYEYToI1JWhtPXjnD52WCOGZQ6BzBnQojXavo4thTJwslhct5klKi+lMLP/tbI/S908OzmPrbUJZhR2E/A58JWMu/hQj6N0gIvNQfjgML5Z+QS9GmcOzmERz89Hwrk9eWteeJNmK89nP3stNVhbnsevWwcsWAmQOqLN5F6+HZwDv/OUvH/3959h8lx1eke/1ZV5zA5aYKyVFaWLcsJyzniRHACbINZwnJhYZeFuwt3zV5y8u7CsrCwLJdgkk10wsZ4nZCFLWfLll2ycpYmaULnrqr7R49mNJqRrORJej/P48fqSn16dNRT/fY5v4O7/RWCJyzDNUoVoj1MzHCUREUSo3oKgZopeIHokOcb69RfJq7tnUXOnF/J2YsqmNEYpbPX5fcrWjl7YSXNlQPDOl3Doj0N2aJBKGRi7hdsWZaJYZS+b1B/kUOlviKHyjAMYrEQwDeBPfvv18goERGRscCHxnKD919UDRh9y2PvXyPEo6YsQFeqyM6OPI+t2sOsxigttaWhPL4PYdMnbMLLuxkS7Nz2P7tZND1GMuRz4tQwJ89owPNKo5maKzvIta4bdHzhhT8SWPhm0qF6go2LCV/5DxiZTrIbnxvc9GwvhdatJGrqKBY90sEqIpd/isCebbipDl5rr6U3M7gtdz3eyslTHyHz2kMEZ59GPFnBjbOT3PLLbH/tkbqKIHZzlIbKIFvbBm58p0+KUFNmDfn5QOnG57n1KZytA4Xg1+8qsmKdwdustVA1k7wRIWD6nD4ryonTp5ErgoFPPMSQD2syjoTjGPFK/FTnoM1GvHLgQc9u9u83fvtWrFwXRAYHTjm3dJvsqRiOjCGGCfFokDXb0qUQKWxh4HPjBQ1sac0xtymB63q0pQ3++Ew7//NsJ6GAwbVn17F0doJkyMMDNre5PPZSB4mIxRlzy6ip0XufiIwshVEiIiJjiOsOPy0DSt9e241B3ntxA1vbciQiFlPqQsSGGclTdIduyxc8DN8DjNLMu+I+H7K9/dcOA/B5eWMv/7kix3Vn17F42klUea1gBcAdHC5Z4VKx84jXi5nugHCcXI0N6efJu0NHMGULPl4gAm6RwivLAZi5OMvX3ncTG3dmiYRNptWFSYZ9PnlNC/c/3cnz63tZMjPBRUsqCB2gwLhlGazakBqy/bkdIa6oa+WFzgZq6ixqykLg+6XwLjTMhWTcSYVqSZz/PtL3/lt//wyddBmF8n0K7MerhpxnJKrxQolhr2lZBnG/B9+w6HHH3+gomXi27oEv/nwTvZnSe/bs5igXLanC9XzyBa80tc80eeKVLv74VGkqctH1+dEDO6mraGHh5BCv7Sjw+Z9t7r/mvSs7uPUDM0mGDTrTPuGgSVVsv98RIiLHmMIoERGRccSkNIKqsXxvgdrhQ5nJtSEiIZNsfuDDxFuXhCh/6r8JLn4zvdGmQce7FU0YlQ34nTsHtk0/nT+uCbF7T55v3bmNT13fwvymGoKnv4Pi8tsGjmtcQKhuCtHujeTu/hrFnnYIRohc+CH8+pnMzuwiYEUHBWRXn15G9NlHB7U+0DSHugTUzRz82iqjPu88u5JrzqwkaHLQFc1c1+PkWUmefLVn0PZTm3N0FML8ywM9FN1uPv2OydiTApqmP4F4nk+mYTGx676A37UTI1ZOoayJjJkESqPmTCtA6OQryD99d+mkQIjwJR8lZSWG/FNKuB0Y658l++KfMIIRyk55K4W6WWT8+Ai/MpES3zD5/fJd/UEUwJqtGZbaRWorgiycGsPzPDKuOeQ9EGDVxhQnTo/xm+U7Bm0vFH2eeLWblzb0smpDiljY5OZLJnFCc4SKiK/3SRF5Q6hmlGpGyevQvGg5HOovcjjeyP4SC8Epc8rJF30Cpsl1Swze5C4n8PJ9uOtWEp3zJgrmwEiPohEmOnMJZjiG4Xvk5l3OcnMZdz0/MAIqX/A5fU6SdPl0tk6+lJ4ZFxCdfy7GCWcRC1sU7vwifndr6WCviPvakwQWXEB5VRknTo/SkzOIhIPcdH4tS6YFifgZvJ3rwLQInXY17rTTcY0DDFPywTKNgwZRe1WWBelKFdncWvrZnjIjxGWNW3k+1cTKDR4+8MrmNOcsqhxUk2us0/vL6/MwyYUqKJY1Y1oWRrYbK1BaQS+e2kzm9lvA9wifeAmB5jkEF5xPrn4hrj949J5pGoQ2PUHmwe/jp7vwe9opvPo40WkLyMfqRunVHR71l4mnrdfn7ic6SOcGj1iaUh9h7pQ41bHS+5lhGry6JcO29sF//8sWlDO1NsTDL3bTvt807mn1EV7amCKb9yi4Pk85PSw9oZyCC4nwgReLkOOP3lvkUKlmlIiIyHHI96E+afCRZUVyK36FtfpF/GxvaV9qD8b2VYSaTyZvxvrPSYVqMU+8luDJ13DfEz3cvrx10DXrKoK09/p89Y4d/TWcTpuT5D0XlBPL7qC4ZyeD+dC9m3TdIpoaDT72VpOC62P6Hr4P+SXXE55/EWCQC1UxzMxCAEJemmDHOvxd6zGqW3BrZ5G1kgd87fGgz/suruPqM8rw091UBjL88dVmfrlyYLW+9u4CFNIYkYi+kJpgLDwi258h98dvQyFLcNHFWG4Br6Ieijm8ju0Uiitw27eBWyD0nm9TCFQOukbMSJN/4YH9ruxT3LSKaP080nl9OJeRZVkmy1/uZOkJSf7w5OCVQO2WGDVJg73D+4KGx+WnV7NqQ4pM3+jY+soQC6bG8VyXt72phq/cvqX/fNOE2ooQnb2DA6otu7PMbIpgmibe/qtIiIgcJYVRIiIi41zQ8rHwyPuBIR8YDB/MdU/g+/vV/sh0E9yzmd6KOaTzPvGwSdDw8DyfnAdL7SR3/qWdsphFMhZgR0eOC0+q4P5nOgcVE3/ilR7OmFtOVUsCI16Bn9rvi69Y6UN+qVC6y8DHJXA9g3SwuvTgAJ9zAoaH9cKd5J6+s3+bNfM0Qud8iLxx4PXLTXyqkmHiYYON2/LcvtIcFDqdPSdM/PnbiZ54Md2hhgNeR0aXafhEsq0YPa0QqyAXq6f4Orevkewucvf+G/T1eauijuyjt2Etu4HIOe+GYp7irvVE55+H77n9KyzuyzMCGOGh0/GMcIyi6wHWMXl9IofKMKC1q0BzTYQls5M8s6aHYMDg6mW1nNAUIWQMTN3zfZhabfHZd09lS2uOYMBkWn2Y8nDp38TsxiD/9M7J3Luyg2TU4pKlVdz24P5fJkAsYtGVcjGqAxzwTVpE5AgpjBIRERmnDAN6e9M8s6aHTW0eS2dGmN0cxQxG+o/JR2sJnXYN+b/c3r8teMKbKO5cx/qKs/jmT7awoyPPlPowH7myifokxPLtTMvt4Mc3leGtXYHRsxvz3LPJRl2eXze0OPi6rT0sm2wRuORjZO/8MhTzgEFo2Q3kEpOO6jWGMq3kn7l70DZ37ROET34L+eTU1z0/FaqhcVo5t7zD5bt/aKW1u8DZJ4S5tmU9/or76KqZRUdDAzUJNEJqjDEMg1jrKrJ3fbWvILlB6OybYPaFBw+kulv7gygME4JRQvPPw6ibRu6RH+O1lwo3F197kuDCC2BWaMjn7HQxSPnSKylueZn+neEYVst8el0FUTLyikWPi5dUccuPN7JkdpJ3nleaLrpoWpywOcwCFL5PQxIakntD+4EvJAIGzG4IMOetDUBpRdW3Lavja7/cTKFviOqZ88tprglRLHp9q7uKiBxbCqNERETGqVwmy+fuaGNHZ2lqxZ9WZbjxbJdLTong9n02KfomgXkXE01W4fe0QSiKu2s97ZUL+dyvB2qPbNqV4yu3b+bWG2so/OpThJdeifvEbyCfwQe8NY8Tu+pTLLWnsq0tN6gddlk3uTu/S+iyT1C84Xu0dxeIRoKUJUMUvaP84O7mB4KFfRUPvV5FgSALG3J8dckL5MwY8U3LMVesLl2mdQv/+vg2PnlNExVaLG1MiRT3kLv/3/dZudEn/+iPCTcvoBhrPvCJ8b4pd6ZF7PK/o7Du6VKoZJqET7qUzIPf7+9ThVUPEZt/Hpn49CGXydTOJX7NZyhuXoURimK1zCOTmKwBIjJqWqpMPvfuKdz7ZAfrd2R58ylV1Jcf+ZTRfUOm0+eU8bmbp7Fld45IyKCuIoRheLRUKXwVkTeGwigREZFxanNrvj+I2uuOFT0sm19GJDxQCDxrxLAaTiD/7K34bVvAMGm78GrSufSgc9u7i7Tu3kNzLgVuAfKZQfuLj/yAi678Bq9sSuNsLe27YH6IWT3L8Vo3s703yNfu7WDz7hyhgMF7LmrgdDt2VEXC3Xgt5qTZeDvWDGxM1uCVHd7UuqyZIOHuIbTyp4O2d5fNYFt7jo27cyyecuBpfzLyjFwvfmboimCkOuEgYVQu1kB42Y2Y8TKyf/4ZXmdp5bD8iw9i1qwhtPhi8s/dVzrY9zEOEGzmvQD5ijkEa+fi+0ZpmXsFUTKKTKM0/e6jV9QDHNMRS5Zl0lQGLRURMAw8n30HU4mIHHMKo0RERMap4Qp+F10fzx/6TXkqXE/kLZ/F7G2FYIR4sQ7D2DBoalrQMoi53aUHw1zb9zxqwllueXsV29c4BLwcNVsfIfDyM7jTT+e/H82weXdp1FS+6PNff9jB1IapNFeYR/wac0SIX/RRvBf/QHHdU1jN87CWvIWUVXZY13E9MOdfhNW+DXfjc2BaZOdfyf1b6/D8Iq4HnRkoixpYShzGBC9SgVFWO7BCI5Sm3SVrD3pe0QjCCRcTa32pP4jqv2bbZqylV/U/Ds4+FT9y8L5UKPgohZKx5I2cNleqO6j+LiJvPIVRIiIi41RLbZRkzKInPVAv5M1LykjEw3jDfFjJGjFITgGgCoPrz6lHW1wdAAAgAElEQVTjFw/v7t//3ksaaEhuJO+5EAxBMAyFgSl5odOvI23GsQI+07Mvk9+nqHi6fhHPvzB4JBXA1tY8Xb0mzTVhyiMH/4BjmgZ5z8DzDDzPJxYq1TJJhWqwlt5IYMnVFK0IWe/Iwq3eUB3hi/+enp07WbOjwJ2rA6zdUSASMunOuHzsP9ezYFqc913aQOXrtFXeeFkzTuKyvyd399fxe9shFCV88UfIRute97NykQCYw9/mmvEKrKY5BJrnEmieQyZaqxEgIiIiI0xhlIiIyDgViwb5wg2N3Pd0F2t3Fjh/YZwls+LDBlH7M/G5cFGShdNitPcUqS0LUF9mUfSnEj73r8g9dy/Rs2+iuGs9fk871sKLKNTNwfd9ii5E551HqJAhv+ohjGiSZNNkptaH2bhrcD2p3qzHd+7eTlnM4rM3TaGhzCSQ7cDwXAhFMFPtmLlu2r0yHt5SxgPP9VBbEeKshRVYhsfiqTFClo/rG7hG7KhDg5wXwKpugWyOaKSTC09KMKUhwu2PlEK5VRtS/PCBXbz/knqSIQVSR8owIGaW+kLGjxzxsvCp5FTC130VM90B4QSZcPUhX8tPVBOcdSqF157s3xacexZEygid8hYIRsknG8l7wSNqm4iIiBw5wz++l46ZCmxob+894pskmfhqa5O0tg5Ts0JkGOovcjiOVX8xTAPDMPE9j2Pxe900DcLFbvChGCkHHwrFoSlQyPIJ59rwzSDpQAVbOn0+d9smMvnSsWfOL8fzfFasLk39e8upSW6I/QkzUUVx4/OYNS0YgTD5157ijuqP8rtnBoKsYMDg+nPraagIsKAlNOS5jwXLMnl1e57P/2zzkH0fvqqRU2bEMMbQkJnx8v4SNgpEOtdSeO1J/Ew3wVmn4tbbpMyKEW2HZXjEu9bj7VyD17Ubq6YFmheQCtdjmgau603oFRTHS3+RsUH9RQ6V+oocKtM0qK5OAEwDNu6/XyOjRERExjnf8/EZZmnvI+R5PhkzWXpQOHAYk3cN8oFair5Be5dHPGzy9Q9MY/eeAh09LitWd/PsawM3rOt3u7iRdeS33kXkzHeU6jYt/yW9S9/NPQ8PLiJdKPq4rs9Dz+/hxGkNpeLRx5jrepjDLETVUBlizdYM8ydHiWvQzGGLdG0g9fuvQiELQMFZQfTSv8FoedOIhj+ub9JTPpNwshHTL5C1EhR8CzxfX0KKiIiMsiOvKCoiIiLHve6cwb/8dief/P4GPvaf67jnyU4aKoJEQ8agIArgvOk53F3rAMi98CeMeBV4RaxcL/Ho0OXDTRNaao98itehmB7v5vQ5if7HAcvgijNq2LIrS3gCfWUXokDE68Xqu/OzLJNIJEggYGIc+crwQwQCJu6ONf1B1F65p+4kbgytKfZG8/1SrbS0WV4KokRERGRMmEC3WSIiIjISTMvEADzf54Fn9/DyphRQ+uB//1MdzGyMsnhahJsuqOf2R1sBn7ctCbKg5+GBkMJzwS1g1U0j5tzHe08/mX/908BzTKoKkS94nLWg7A0Lo0zTIOzcx83TprFk1mLaez0CpsF9T7bxkauaCBjjf/SMaUCsez35P9+Gu2cHoXnnE7LPwNu9Htw8ZvtW/MoW0vULIVFLPN+K0dsG0TKy0XpcDi/A8X0fglEiy95Z+ju2gqXperk0Poeeeu0NyCbyNDoREZHjmcIoEREROTQGbOnwuPfJNtI5l8tOraajpzDkMGdrmhOnR7lwUZwz58Ywe3YRe/Qb0Lqx/5jQgvPIPnUXsQveR+7ZP7B4++188S3X8Wp3OfFYiMbqEOUxk6rYGxxIWEESf/53Tp52JjsnnUXKDfLpszwqq5spFN/A5x0h0cxOsr/6DLilF2Nk9pBb8Qusmsnknvxt/3GhhlkET7uO/D1fh2IODJPIOTeTm3luaWW6Q+R5YMbLST/8Q/BKzxk++QrMxhPo9SPDnmMYECl2Y+W6Mb08FPN4uzfgGQZG03wy8WY0q05ERGRiURglIiIiwzIMSBcMOnpd4hGTdM7jlh9t7A8Gnl+X4sNXNfHkKz0U3IG0oKGyVHDc9yESMEjETYwTL6W4+UW83k5C887GKG8gYi+jkMsQeNONxINhZlgxJhMcFD69kUGU5/mYM0+Dp+8itGE5kzcsBwwi13yW3gkQRAHQsbU/iAIwy+swYuXknrtv0GGh5hPIP/CtUhAF4HvkHv4B4cY5FGPNh/x0kUInmQe+2x9EAeSevpvou5Yd8O8y3rORwsrfYiQqMKpbyDx2GxT7aohZAWLXfZHe+JRDboOIiIiMfQqjREREZFg7uny+fPtmOnuKTKoOsXR2csgIlUee7+TM+WU8/EIXAAumxZndHCVkDqxU1huqI9ISw6qdiRWOkrHKBkbb7LtQ3iiMfskkWohe/yW8NY9DIYd1wjIy5dNGpS1viGB48GPDwLACA2HP3s3hGH66a+j5qQ44jDAqmOukkO0dst1LdUEMgkaRYLYDzCDZcCWhYorcH/6N8KILya96CNzC4La5RdwX/4h15l/jumNnZUMRERE5OgqjREREZIi8Z/CN322ls6c0wiVf8CgUhyY0wYDBtWfXctKsJD4GkyqD1CaNUu2gfWTNBMQSQ84fbZ5vkIpPxlwyBcMA1/VfJ4gyaEv7dKU9LBPqygLEAmM3JHGrpmDWTcPbvQEAr2M7nmESmrOM/MuP9B/n5dIYyRr8nraBkw0TErWH/Fxlue24m17EKKvF724dfJ2yOmKFDtzlPya/9kkIhIkuuwGjZQHFrl3gFjBCEfxchsC8cwhNPwk/lyG/6kH83k4iRpbUoORSRERExjOFUSIiIjJEb9Zne/vACJX27iKNNWGCljFoSt6Vp1XhF3IsmhLGoK+A9TBpjmEYRHOtGOl2sEIUEo3kjfCQ40bLoRZJ39Lp8qTTy/0r28kXfc6Ym+Rd59aQDB/DJemOoaxVRvSyfyDYuhZSnVA7nWA0jrFnG0aimsK6lfhVU+hoWkbVjDMo3PNV/NQeCIQJX/ghstG6Q3oeyzJx1/yF/OpHiJx+NdkVd+D3tEM4RvTiD5OL1mE9/XPctU+WTijmyD38A6Jv/wxGogoAL91F5Kwbyf7lV6Tv/w6ByQsIn3wFBMLQvhHKZ79BPyUREREZaQqjREREZIhY2KCmPEhb10CB8t8tb+Wfb5rCM043qayLPTnOT/6nla2tOa5dVsV5iyoIHWDxNbe3nWc29rC2Pca0ygJ2/CXiU+eQN2Mj9IqOXsE3WLczy10rBkYPrVjdQ3O5y3WnRkiZFaPYugPLBCpg0smDtpkNDYQmnwqL30rWDRC1DDK+T+S6r2GkOyCcJBOuwvMPLWQLBQ12Np6FUbuUQDFNxVW3ENjtYPg+xbVPEY4kyb66fMh5busmwpd9nNz93yJ20YdI33Urfq60OmNx3VP4vR2EFl8ElWNvVJ2IiIgcOYVRIiIiMkQ04POxtzTxxV9sJpv3MAx486lVNFVYnDBrB3dtqOZbv9/ef/zPH2lnZnOcmXVDby0sCvz8iSz3v+ADpXDrzBMa+VBdDyTGTxhl+B7bW/NDtv/ZKXJ5g0Nyymx6rco3dvW/Y8TzIJstAgEsA/y+kWEZqwySZaWDDuN1tHVkCG99hthTPwHfw40k8C//R1q9CmpDmyis/A1W3TSKGzoHnWeU15Eqn0nyik/gdWzpD6L2cnetw8+mMPtGT4mIiMjEYI52A0RERGTs8X2YWmNx6/un8n9vnMKt75/GBQuThAKQSmX4w/O5Iees257FGGYgTVsv3P9CdtC25a9meLm7kpw7Nqe3DSdu5miuDQ7ZPqPWwFq/grbuAqH0rmF/BhOZaRoYe7YSW/kj8Ev1s/xsL96f/oOi67G64SqK218jdOIlEIoOnNc8D7dmJr4PvbFmjEjZ0ItbAYxQrBSSiYiIyIShkVEiIiIyLN/3KQtDWe3euXc+rgvRZBmz6w3augcf31gdGnZUUM4d/ruvjbsLdKU9TpsVGRejiQpmlEWTupndFGHNtlK4lohavM3uxl+b578eLXDlyVFOCHWRscpHubUjxzAgkG4fst3v2kmlleFLf8rxlXkXE8qmCb3jVow92yAYpljeTNaME7J8Al6WfPVMAvaZFJ2B6Xzhky7Dr59NwTvA/E8REREZlxRGiYiIyGHxyyZx7dIUL21z6U67AJw4I8b0hjDDze2qTgaYOSnC2h0Do6MaKkN0pYo8+mInS2a2EDicOWGjxPN86pIGn74sxKYdRfLZDE1sofLpX7Fl6d/y9F05DMtizoUGHEdhlOv6RKuHrrpnVDTwSluY1q40+YqpUDeTdLAa6qpL+w0o791I/pm7KO7eSHDWqVinXU1w7ln43bsxE9V4FU2kwvWMi7RSREREDpnCKBERETksOStO3aQIt767wPY9PsFQkPrKICFz+MAgaPp89K2N3Luyk+fXpZjVFGVWU4zbHtzJjMbIuKoZkLMSWMkki2Nt7NjSQ3dPgldP+CT/fb+P73sYvg/h+Gg3c+RVNmOd81e4j/0IPBcjmsQ8/3/xzZ9nOWNOgopZ9aTNgZ+LZUCisIvs8p/hbl4FQG7l7wh0bsM/76PkahYOXFtBlIiIyISjMEpEREQOW9G3iEQtpveXADp4YFARgStPrQLDYO3WDMtf6sIw4Ppz6jDHwaioffm+T5dZTbqqnO8s38Wm3bn+vOSKpUmyRuKwin9PBC4BjNnnE2mZj5vuZl1vki/dUeDEmTHecW4d+X2Cyni+DW/V/WTWPYXVMIPQuTeTeew2cIsUX1tJ7NSd5KLNo/hqRERE5I2mMEpERERGRFnE59IlFayuDXPKnCQLp8ZorLB4I5KbPVnoSXtUJiyS4VKAdKwYBvT0ptm5K8O1S4M0VsdZtbXI9KYkLTUhvOMsiNqr6Jv0RiZhRCdRVW7w5fdCMsygkU1hshQe+He8HWsA8Lp24e54jfCJl5J7+m6wAvim6kOJiIhMdAqjREREZET4PlTFYNmcKGD0BUTHNrnxMXh+U45v37mNfNEnHjH5xLUtzKy1Dmu2l2FAyM/hGwZ5PzRoX2d3jv/zs1Z6+uplJaIWX7q+korK8LF8KeOW70PE8okMkzNaqd3k+4KovbzuVoxIAoDwyVeRjU4Cb4QaKyIiIqNiPJVpEBERkQnA94/tSKV9daR9vvm7reSLpeunsh7f+M1WWlPGIV8j5GWIbXwM/9f/CL//ZxJtqwhQBMA0DR59qbc/iALozbg8/FKKiFk44nYbhkGs0E68fTXx1GaC5I/4WmOaGQSG/l2YZXVEr/h7vHkXU1AQJSIiMuFpZJSIiIhMGB09Rbz9woyulMuGnVlqZkTBP3jSYRgQ3P48uQe+078t+7svErn2C/SWz8Q0DTa3F4ect7nTwDTNIx7RE+9aS/a3n4dCacXB4JIrMRa/jbwZObILjlH5aC3Bky6j8Ow9/dus2adRaFlCxgsd5EwRERGZSBRGiYiIyIRRlQxgGgyq25SMWXSni6TyEA8e/PygUaT47N1DtrsbnsE8aRbFose5C5M8tSY1aP/586Nk3COrdRT2M+Qe/E5/EAVQeOYuwjNOIV8+84iuOVYVCWAtfivhlgX4u9Zh1E7BrZ2tIEpEROQ4o2l6IiIiMmFUxwze9+ZGAlZpKlg4aHLd2XV09boErdefGuhjQrxyyHYjVt4/tdBuivNXF9UQC5vEwibvvaCKOZPjh1WTal9WMYPfvm3ojlTnkV1wjMtZcVJ1i8gsfDuphiVkreRoN0lERERGmEZGiYiIyATis3h6lA9f2cSuPXl8H55b281b3lRL2OJ1A6OCZ5JY+nbcjc+DV6oLZUQSGJMXAxDx08SDJhedWM5pc8sBiAbAO4ol9IrBBGbjCXjbXx28o6zuiK85HrxRdcNERERk7FMYJSIiIhNKIugzd3KEqmSAfNHj1BMSVMUOPfwoJBuJXf0Z8IoYoRjFSDl5K0myZwN+5xYKqx/DjCSoOelyUskZeN6hF0cfTp4QifM/SO6er+N3bodAiPC57yWXaDqq64qIiIiMVQqjREREZMKJWh7TakxeryKBYUDY7cX08himidG2EaOQhnCM7CM/gXCM8ClvI1pei7dnJ6S7CbTMAyB7z78Ru/If6I1PPur29kYmEXn7FzDT7RCMkonUDCnELiIiIjJRKIwSERGR45KFS2THC+Qf+i+KqS6CM5di1U8n8/gvMSsaiJx9E8UtL5Ff+VsCUxZiTV5A7oX7cbevgUCI6Nk34G1fjTF7yjGZcpY1YhCPlR4oiBIREZEJTGGUiIiIjHmZosH2jgKmYTCpMkAkcPThT6R3K7m7v9b/uLB2JQRCWA0zcXeuxd21nsLqx/Czvbg712Kuf5bQ/HMJzVlG7tk/kH3it0Qv+iCg2kciIiIih0NhlIiIiIxpe7IGX719C9va8wBMrgvzv69upixylCFQ59YhmwprVxJecjnuzrV4ndsxEpX42V4AvNaNUMiSefx2oue+h8xD/w/CySNeRU9ERETkeHXwQgoiIiIio8g0Df7ySk9/EAWweXeOp17rxTCOrnA4keTQ56uox+tpB8Cqm4bXsWPwAYYJvofbthmreR75xKSja4OIiIjIcUhhlIiIiIxZpmnw0sbUkO2rN6exrKMLo9yqqZjN8/Z5Movw4ksorHua8BnX4RsmeMX+3cFFF2IkqoiccS1GWS2hc24u1XkSERERkcOiaXoiIiIyZrmuxxlzy1i1YXAgdeoJSVzXwzTBCgTA9ygUDq/qd9YqI3LR3xHcswnyaYyKJtxQhNA7TiQbqiJY7CYcq8Tb/AKBaSdR3PISmfu/DYZJ+OQrKIYrjuVLFRERETluKIwSERGRMcv3YfH0GOctruDhF/YAcOFJlcyfHKU7C89vSPP4y1201IY578RKJg2deXdQWSsB1fMGb7QAH1yrDFrOIDztdHznQQov/qmvUR65lb8jWtWIOeUsPE9Fo0REREQOh8IoERERGdPiQZ93n1/NladVgQGVMQPLMLjj8U7u+kupvtPqTWn+srqbW26YyqZdGWIhk6n1IRKho39+zzcoOI8P2V5c9zTJprl0mdVH/yQiIiIixxGFUSIiIjLmGb5P1d7yTL5PexruW9kx6JjutMu2thw/emAXvRmXqfVh/vbtzexsz+P7Pi21YcrChz+KycMk2DATd9urg7ab5XX4bZsITKqm6B7pKxMRERE5/iiMEhERkXHHMME0gf1CoI6eIu88r55fPryLsxZW8tmfbKKzt1SEfHZzlI+/vYlE0MM7xPJS0cIezHVPYdZNxYhX4qc6ATArGjCSNRS3vES0Ziq5QJJwrhPaN2MEw7gVk0lZ5cfwFYuIiIhMHAqjREREZNypivlcdUYNdzza2r+tuixAKuvy2+Wt3HRhPa7n4wPBgME7z6tnW1uOf//9dk6fW8bi6XHKhxkl5ZkBMgUIWR4xcviP/4jca09AIET45CswIgmMcAwvtQcjECL/8iNEKhqJhCNkHv4RfrYXAKtlPsnzPkBPqG6EfiIiIiIi44fCKBERERl3PBfOXVjGpOowT7zSTV1FkIp4gF8+spu3L6ulravASxtTnLWwArs5xg/u205HT2mE1OpNaS5cUslN51bj9w2Rcn14bZfLbx7bQa7gc/aiCuY2h2jZub70hMU8uSd+A0Dsso/hd+0m85dfE5p/Lm7rBordrf1BFIC75SXY5WBMrsNXfXMRERGRQczRboCIiIjIkYgHfabXhWjvzrN8VRe3PbiLcxZV8MTqbu54tJXVm9LctaKNzp5CfxC11/8810lr70BKtKnd40s/34SzNcPGXVl+/MBOVm3Oseu0vxn6xJ6H17WbyLJ3gVvEsAK4bZuHHrZnF6apWy0RERGR/ekOSURERMalgm+SyvtcdmoNl55SRVUyQF1FiI27soOOy+SHFogyDQMohVGBgMnTa3qGHLPy1W46o1NLBar6WLVToXoy3uWfwSvmyb/0EMVtrxKYsmjI+VbtVFz3EItTiYiIiBxHNE1PRERExp28C/c928Vv/lyqGRUKGHz86hZi4YHgqCIRoKkmjOv6NFSF2NmR79936SlV1CVNPLdUzDwRsYY8RyxskXMhdPFH8NY8jlXdjNkwk2y4mkLRIzzzVALbHYobniNkn4HfMo/ilpfBChJeehXFmhlv/A9CREREZBxSGCUiIiLjzrY9Xn8QBZAv+nzv3u18/t1TsVuiLJyeJJf32LAzg+f7fPKaFlY6PWzclWHJrDLmT47i9Y1a8jyPk2YluHNFW/8oKtOEM+eXs7uzgLfwFAJ1M/CBTLiagJ8jvvYBci/8ETNZTextn6a4Zzehc99H0M1hGAGysQbyvm6zRERERIajuyQREREZdzq6C0O2dfYUSWU9PnxlE/9x5zbWbM0AsGpDilc2p/m7t04iHq4glysCg6fPNZbDLTdO5eWNKXIFj5lNUTbsyDKjMUrWtSBcD0AwANaqe8ku/wUAXvtWiptfJvrOr9AdnjRwQRUtFxERETkg1YwSERGRcae+MoRhDN7WWB0iGjZp7Sr2B1F7rdqQYken2xdEDeV50FwO86ZESWVdHntxD7OaosysHzx9L57eQf7ZP+x3chF2vXbUr0lERETkeKEwSkRERMadxgqLD13RRCRUupWpLQ/ywcub+PQP1pPJucOes2tPnuzwWRRZ12DNLpcNO3MsnpHgPRfVM7veIrBf4OXnUhjh2NALWBpsLiIiInKodOckIiIi446Jxxmzw8xqnEpPxiMRtfi/P9lIb9ajK11kzuQor2weGB21ZFaCbW05KhMWM2r3u/0xTB56oZtfPrK7f9OyBeXcdH4tYXO/1fACIUKLLiL7yI8HTo9XYlZPfkNep4iIiMhEpDBKRERExiXPg+oYVMdMHnm5l+50aUTU9+/dwRdunsbTa3rYsjvL/GkJEhGTdM4jEQ2yf0Gn3T0ev96nGDrAn1d1ccFJlUyrHjyIPBNvIRzfRvTcm3E7d2BE4gSa55FJNO5fhkpEREREDkBhlIiIiIx7jTXhQY9//Vgr15xdQ8Ay+M1jrfRmS0HVvKlx/uaqRmLWwFS+TN6j6A6tOJ7Ouuxf0SDvGdC0hEjPFqzyeoxYOc+1JUmnfeY1GRiqXC4iIiLyulQzSkRERMa9KTVB3ry0qv/x7o48rmfw632CKICXN6bY1p4fdG59eYDJdYPDrETUorE6NOxzpb0wmzsg/fgdpH/+KWY9+y/UZjfRkVIQJSIiInIoNDJKRERExr2w5XPtmZWcd2I5ubxPbbnFjj3DFzL398uMIpbHR9/azC8e2sWLG1LMmBTlpgsbqI75eMNMvQvmuqhdfit+qhMAo20DzU/cyp7LvgJUHuNXJiIiIjLxKIwSERGRCcE0fOoSBmAAPpMqA8yZHOOVzen+Y5prwjRVB9m/wFNd3OdjVzXQnYVoCIJ4wwZRAOFsK8W+IGovP91FWbEdV2GUiIiIyOtSGCUiIiITUsT0eP+bJ/H4y908t7aHuVPinLOognjgACmT51E2/My8QaxInKJhgr/PdQyTUDxB5sCniYiIiEgfhVEiIiIyYdXEfN52WhlvP6MSzy3ieUdf1ykXqSX0pneSX/7T/m3BM66nEK096muLiIiIHA8URomIiMiE5ro+uMVjdr0iFsaciwg3zYXeNkjUkE82U8Q6Zs8hIiIiMpEpjBIRERE5TAVCFMqmQ9n00W6KiIiIyLgzJsIo27ZvAP43MBf4W8dx/mOffTHgh8ASoAh8wnGce15vn4iIiIiIiIiIjD3maDegz/PA9cDPh9n3CaDbcZyZwBXAf9u2nTiEfSIiIiIiIiIiMsaMiTDKcZyXHMdZzf7rLJdcB3yv77jXgKeBSw9hn4iIiIiIiIiIjDFjYpre65gMbNrn8Wag5RD2HbLqag2mkoOrrU2OdhNkHFF/kcOh/iKHQ/1FDof6ixwO9Rc5VOorciyMSBhl2/azlIKj4dQ7juOORDsOpL2995gs9SwTU21tktbWntFuhowT6i9yONRf5HCov8jhUH+Rw6H+IodKfUUOlWkaBx34MyJhlOM4Jx3F6ZuBKUBr3+PJwMOHsE9ERERERERERMaYMVEz6nX8CvgggG3bs4ClwP2HsE9ERERERERERMaYMRFG2bb9Dtu2twLXAJ+3bXurbdtz+3Z/HaiwbXstcA/wAcdxeg5hn4iIiIiIiIiIjDFjooC54zi/AH5xgH0pSiHVYe0TEREREREREZGxZ0yMjBIRERERERERkeODwigRERERERERERkxCqNERERERERERGTEKIwSEREREREREZERozBKRERERERERERGjMIoEREREREREREZMQqjRERERERERERkxCiMEhERERERERGREaMwSkRERERERERERozCKBERERERERERGTEKo0REREREREREZMQojBIRERERERERkRGjMEpEREREREREREaMwigRERERERERERkxCqNERERERERERGTEKIwSEREREREREZERozBKRERERERERERGjMIoEREREREREREZMQqjRERERERERERkxCiMEhERERERERGRERMY7QaMMgvANI3RboeMceojcjjUX+RwqL/I4VB/kcOh/iKHQ/1FDpX6ihyKffqJNdx+w/f9kWvN2HMm8OfRboSIiIiIiIiIyAS0DFi+/8bjPYwKA0uBHYA7ym0REREREREREZkILGAS8BSQ23/n8R5GiYiIiIiIiIjICFIBcxERERERERERGTEKo0REREREREREZMQojBIRERERERERkRGjMEpEREREREREREaMwigRERERERERERkxCqNERERERERERGTEKIwSEREREREREZERozBKRERERERERERGTGC0GyAyVtm2/SBQ0/cwAMwDFjmO86Jt2z8CLgDa+vb/ynGcL458K2WsOFifsG27HrgNmApkgA84jvPkKOM/aBQAAAaXSURBVDRTxgjbtr8NnA/kgF7gY47jPN237xFgMtDdd/g3Hcf54Wi0U8YG27ZnAz8GqoF24CbHcV4b3VbJWGHbdjWl3zEzgDzwGvBBx3Fabdv2gVWA13f4jY7jrBqdlspYYNv2RiDb9x/APziO80fbtk8DvgdEgY3ADY7j7B6NNsrYYNv2VOD3+2yqAMocx6k6UD8a0QbKuKcwSuQAHMe5YO+fbdt+C/AFx3Fe3OeQrziO8x8j3zIZww7UJ74MPOY4zkW2bZ8J/NS27dmO4/gj3D4ZO+4D/tZxnIJt25cDt1P6ILnXRx3HuWd0miZj0HeBbzuO81Pbtm+g9IHxvFFuk4wdPvA1x3EeAbBt++vAV4C/6tt/huM4vaPUNhmbrnYc56W9D2zbNoGfAu9xHGe5bdv/RKkPvXe0Giijz3GcjcDivY9t2/4Gg/ODQf1I5HBpmp7IoXkv8P9GuxEybl1L6cMkjuMspzQa5uRRbZGMKsdx7nEcp9D38C9Ac9+HAZFBbNuuA04CftG36RfASbZt145eq2QscRynY28Q1ecJYMooNUfGpyVAtu8eBUr3LNeOYntkjLFtOwS8C30ekmNIN74ir8O27QZK069u22/Xx23bXmXb9u9t254zCk2TsWdIn+ibPmE4jtO2z3GbgZZRaaGMRR8B7nUcx9tn29f7+tJPbdtuGq2GyZjQAmxzHMcF6Pv/dvQeIsPoC7U/BNy1z+ZHbNt+3rbtL9u2HR6lpsnY8jPbtl+0bfs7tm1XUJoavmnvzr57FtO27apRa6GMNVdS+l307D7b9u9HIodF0/TkuGXb9rOUfvkOp37vjT9wE3C/4zit++z/P8AOx3E827ZvAu63bXv6PufIBPN6/YUD9IkRa6CMKYf6/mLb9vXAO4Gz9tl/o+M4W2zbtoBPUZrCd+Yb2V4RmTC+RakO3d4p45P73k/KKH2pdgvwT6PVOBkTlvX1iTDwDUp95Xej3CYZ+/afJTJcP7phVFom45bh+ypZInIwtm2/AnzyYPVbbNtuB05yHGfTgY6R48u+fcK27RQwZe/oKNu2XwJudhznqVFtpIwq27bfCtwKnN9Xl2G4Y5JAJxDab+SUHCf6pumtAaodx3H7Qsp2YNZ+X5LIcc627VuBhcAVjuPkhtl/BfBxx3HOHfHGyZhk2/YCSqPorgV+6DjO/L7tNcBGx3ESo9k+GRv6RmivoRRutw+zfwFwl+M400a8cTKuaZqeyEHYtn0GUE6p2PC+25v2+fPFgAtsG9nWyVjyOn3iV8Bf9+07k9JKNc+MdBtl7OgrWv6vwMX7BlG2bQf6Vl/c6x3AKgVRx6++1ayep9QX6Pv/cwqiZF+2bX+JUt2ft+wNomzbrrRtO9r35wBwNaW+JMcp27bjtm2X9/3ZAK6n1CeeAaJ99yhQumf51ei0Usagd1MqJ9AOB+1HIodF0/REDu5m4CfDTL/7cd8HRo/S8utXOo5THPHWyVhysD7xj5RW0Hs3kKE0DUvhwvHth5SWYP+1bdt7t51PaYnke/sKhRqUAs3rR6WFMpb8NaX3mM9QGil30yi3R8YQ27bnUZrSuwZY0feesgH4GvA927Z9IAisoDRNT45f9cBv+kZYWsBq4H/1lRi4kVJ/iQAb0ZQrGfAe4KP7PB62H41Cu2Sc0zQ9EREREREREREZMZqmJyIiIiIiIiIiI0ZhlIiIiIiIiIiIjBiFUSIiIiIiIiIiMmIURomIiIiIiIiIyIhRGCUiIiIiIiIiIiNGYZSIiIiIiIiIiIwYhVEiIiIiIiIiIjJiFEaJiIiIiIiIiMiICYx2A0RERETkwGzbngE8BVzgOM6ztm03Ai8A1ziO88ioNk5ERETkCBi+7492G0RERETkIGzbfj/wd8DJwO+AVY7jfGJ0WyUiIiJyZBRGiYiIiIwDtm3fBUwDfGCp4zi5UW6SiIiIyBFRzSgRERGR8eH7wHzgWwqiREREZDzTyCgRERGRMc627QSlOlEPA5cCCxzH6RjdVomIiIgcGY2MEhERERn7vgk87TjO+4B7ge+OcntEREREjpjCKBEREZExzLbtq4BLgA/1bfo4cJJt2+8avVaJiIiIHDlN0xMRERERERERkRGjkVEiIiIiIiIiIjJiFEaJiIiIiIiIiMiIURglIiIiIiIiIiIjRmGUiIiIiIiIiIiMGIVRIiIiIiIiIiIyYhRGiYiIiIiIiIjIiFEYJSIiIiIiIiIiI0ZhlIiIiIiIiIiIjJj/D0ZzW6p1W838AAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'covidbert' in nlu.load('covidbert') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620018857813,"user_tz":-120,"elapsed":426,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8872e541-c223-41c3-c821-281711f67bff"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"xuMLmWjioEvK"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_ELECTRA_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_ELECTRA_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index 4bf5684a..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_ELECTRA_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_ELECTRA_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_ELECTRA_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# ELECTRA Word Embeddings with NLU \n","\n","A text encoder trained to distinguish real input tokens from plausible fakes efficiently learns effective language representations.\n","\n","### Sources :\n","- https://arxiv.org/abs/2003.10555\n","\n","### Paper abstract :\n","\n","Masked language modeling (MLM) pre-training methods such as BERT corrupt the input by replacing some tokens with [MASK] and then train a model to reconstruct the original tokens. While they produce good results when transferred to downstream NLP tasks, they generally require large amounts of compute to be effective. As an alternative, we propose a more sample-efficient pre-training task called replaced token detection. Instead of masking the input, our approach corrupts it by replacing some tokens with plausible alternatives sampled from a small generator network. Then, instead of training a model that predicts the original identities of the corrupted tokens, we train a discriminative model that predicts whether each token in the corrupted input was replaced by a generator sample or not. Thorough experiments demonstrate this new pre-training task is more efficient than MLM because the task is defined over all input tokens rather than just the small subset that was masked out. As a result, the contextual representations learned by our approach substantially outperform the ones learned by BERT given the same model size, data, and compute. The gains are particularly strong for small models; for example, we train a model on one GPU for 4 days that outperforms GPT (trained using 30x more compute) on the GLUE natural language understanding benchmark. Our approach also works well at scale, where it performs comparably to RoBERTa and XLNet while using less than 1/4 of their compute and outperforms them when using the same amount of compute.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620185009745,"user_tz":-300,"elapsed":110725,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"545b8157-b01d-467c-e0f9-c5c2c6cca5dd"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":1,"outputs":[{"output_type":"stream","text":["--2021-05-05 03:21:40-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-05 03:21:40 (49.5 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 71kB/s \n","\u001b[K |████████████████████████████████| 153kB 38.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 16.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 57.9MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with ELECTRA"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620185060501,"user_tz":-300,"elapsed":161465,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d098329e-f58c-4468-ef46-02a36d8dc83c"},"source":["import nlu\n","pipe = nlu.load('electra')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_electrasentenceorigin_indextokendocumenttext
0[[0.2967411279678345, -0.21371911466121674, -0...[He was suprised by the diversity of NLU]8589934592[He, was, suprised, by, the, diversity, of, NLU]He was suprised by the diversity of NLUHe was suprised by the diversity of NLU
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"],"text/plain":[" word_embedding_electra ... text\n","0 [[0.2967411279678345, -0.21371911466121674, -0... ... He was suprised by the diversity of NLU\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620185072955,"user_tz":-300,"elapsed":173906,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"287254a3-ccca-4281-c40d-b61093d45726"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":3,"outputs":[{"output_type":"stream","text":["--2021-05-05 03:24:19-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.32.174\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.32.174|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 37.1MB/s in 6.6s \n","\n","2021-05-05 03:24:26 (37.1 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
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10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620185214122,"user_tz":-300,"elapsed":315060,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"cd01fb66-719c-4f46-a45e-ec84fdf45eb5"},"source":["pipe = nlu.load('sentiment pos en.embed.electra emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":4,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentiment_confidenceword_embedding_electrasentimentemotionspellsentence_embedding_tfhub_useemotion_confidence_confidencedocumentpostextsentenceorigin_indexlabeltoken
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0[0.5229][0.9136494398117065, -0.6609448194503784, 1.82...negativesurpriseand[[-0.06570463627576828, -0.03522052243351936, ...0.999590NC and NH.CCNC and NH.[NC and NH.]00and
0[0.5229][-0.17750674486160278, 0.17297087609767914, -0...negativesurpriseNH[[-0.06570463627576828, -0.03522052243351936, ...0.999590NC and NH.NNPNC and NH.[NC and NH.]00NH
0[0.5229][-0.8140665292739868, -1.3282299041748047, -0....negativesurprise.[[-0.06570463627576828, -0.03522052243351936, ...0.999590NC and NH..NC and NH.[NC and NH.]00.
1[0.4733][0.5211188793182373, -0.31209391355514526, -0....negativefearYou[[-0.0254225991666317, 0.05448468029499054, -0...0.975006You do know west teams play against west teams...PRPYou do know west teams play against west teams...[You do know west teams play against west team...10You
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499[0.5396][0.12143027782440186, -0.46588268876075745, 0....positivesadnessfile[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ...NNHard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410file
499[0.5396][0.1396676003932953, 0.18853092193603516, 0.28...positivesadnessunpacking[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ...VBGHard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410unpacking
499[0.5396][-0.2749238908290863, -0.8848387598991394, -0....positivesadness.[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ....Hard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410.
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5797 rows × 14 columns

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"],"text/plain":[" sentiment_confidence ... token\n","0 [0.5229] ... NC\n","0 [0.5229] ... and\n","0 [0.5229] ... NH\n","0 [0.5229] ... .\n","1 [0.4733] ... You\n",".. ... ... ...\n","499 [0.5396] ... for\n","499 [0.5396] ... the\n","499 [0.5396] ... file\n","499 [0.5396] ... unpacking\n","499 [0.5396] ... .\n","\n","[5797 rows x 14 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"R7NjEf8JCG2q","executionInfo":{"status":"ok","timestamp":1620185251492,"user_tz":-300,"elapsed":352417,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"88c06eec-817d-4882-f2e0-839e594ca417"},"source":["import nlu\n","pipe = nlu.load('sentiment pos en.embed.electra emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":5,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentiment_confidenceword_embedding_electrasentimentemotionspellsentence_embedding_tfhub_useemotion_confidence_confidencedocumentpostextsentenceorigin_indexlabeltoken
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0[0.5229][0.9136494398117065, -0.6609448194503784, 1.82...negativesurpriseand[[-0.06570463627576828, -0.03522052243351936, ...0.999590NC and NH.CCNC and NH.[NC and NH.]00and
0[0.5229][-0.17750674486160278, 0.17297087609767914, -0...negativesurpriseNH[[-0.06570463627576828, -0.03522052243351936, ...0.999590NC and NH.NNPNC and NH.[NC and NH.]00NH
0[0.5229][-0.8140665292739868, -1.3282299041748047, -0....negativesurprise.[[-0.06570463627576828, -0.03522052243351936, ...0.999590NC and NH..NC and NH.[NC and NH.]00.
1[0.4733][0.5211188793182373, -0.31209391355514526, -0....negativefearYou[[-0.0254225991666317, 0.05448468029499054, -0...0.975006You do know west teams play against west teams...PRPYou do know west teams play against west teams...[You do know west teams play against west team...10You
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499[0.5396][0.21687759459018707, -0.7357994318008423, 0.4...positivesadnessfor[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ...INHard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410for
499[0.5396][-0.03524334728717804, 0.0900740772485733, 0.2...positivesadnessthe[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ...DTHard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410the
499[0.5396][0.12143027782440186, -0.46588268876075745, 0....positivesadnessfile[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ...NNHard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410file
499[0.5396][0.1396676003932953, 0.18853092193603516, 0.28...positivesadnessunpacking[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ...VBGHard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410unpacking
499[0.5396][-0.2749238908290863, -0.8848387598991394, -0....positivesadness.[[0.029393689706921577, -0.02757555991411209, ...0.977163Hard drive requirements tend to include extra ....Hard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...85899348410.
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5797 rows × 14 columns

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"],"text/plain":[" sentiment_confidence ... token\n","0 [0.5229] ... NC\n","0 [0.5229] ... and\n","0 [0.5229] ... NH\n","0 [0.5229] ... .\n","1 [0.4733] ... You\n",".. ... ... ...\n","499 [0.5396] ... for\n","499 [0.5396] ... the\n","499 [0.5396] ... file\n","499 [0.5396] ... unpacking\n","499 [0.5396] ... .\n","\n","[5797 rows x 14 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 3.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620185251498,"user_tz":-300,"elapsed":352412,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b1821c7b-20db-4fd8-e5a8-27eb6043eb75"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 3.3 Checkout emotion distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1620185252075,"user_tz":-300,"elapsed":352977,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ed3108d8-f860-4282-cb07-03b115bf9659"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620185252081,"user_tz":-300,"elapsed":352976,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"52d8c596-43a8-4bee-e3cf-9f25744c60fa"},"source":["import numpy as np\n","\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_electra])\n","mat.shape"],"execution_count":8,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(5797, 256)"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620185324323,"user_tz":-300,"elapsed":425211,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b4dab48b-c381-4b3f-ac45-2d3575849c72"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":9,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (5797, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt","executionInfo":{"status":"ok","timestamp":1620185324323,"user_tz":-300,"elapsed":425209,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}}},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":10,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 5.1 Plot low dimensional T-SNE ELECTRA embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620185327492,"user_tz":-300,"elapsed":428364,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b90e7203-0f66-4d33-83a8-99e54b41503b"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y=\"y\", hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Embeddings, colored by Part of Speech Tag')\n"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELECTRA Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE ELECTRA embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620185329047,"user_tz":-300,"elapsed":429905,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0a4435d2-400e-49a9-f4be-a4b4ba14dac8"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y=\"y\", hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Embeddings, colored by Sarcasm label')\n"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELECTRA Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE ELECTRA embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":828},"id":"wuZvKesGUr5N","executionInfo":{"status":"ok","timestamp":1620185478672,"user_tz":-300,"elapsed":2682,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"b4186ab0-3d3c-4154-b87e-206c83a6bcb1"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.explode('sentiment').sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y=\"y\", hue=tsne_df.index)\n"],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620185485951,"user_tz":-300,"elapsed":3097,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3f36bf84-3b7b-4f64-ce0a-9d725f265d37"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y=\"y\", hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Embeddings, colored by Sentiment')\n"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELECTRA Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":17},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 5.4 Plot low dimensional T-SNE ELECTRA embeddings with hue for Emotions\n"]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620185487462,"user_tz":-300,"elapsed":4093,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"94327b38-8cd3-4815-9bbf-76c2579230dd"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y=\"y\", hue=tsne_df.index)\n","ax.set_title('T-SNE ELECTRA Embeddings, colored by Emotion')\n"],"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELECTRA Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":18},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'electra' in nlu.load('electra') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620185487465,"user_tz":-300,"elapsed":3701,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bbd55df3-de06-4da4-cd4b-b5d6613a90fb"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":19,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ","executionInfo":{"status":"ok","timestamp":1620185487469,"user_tz":-300,"elapsed":3562,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}}},"source":[""],"execution_count":19,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_ELMo_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_ELMo_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index deb2e237..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_ELMo_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_ELMo_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_ELMo_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","\n","\n","# ELMO Word Embeddings with NLU \n","\n","ELMO is not trained on predicting random masked words in contrasts to Bert, which is one of the reasons it yield different Embeddings from BERT.\n","\n","### Sources :\n","- https://tfhub.dev/google/elmo/3\n","- https://arxiv.org/abs/1802.05365\n","\n","### Paper abstract :\n","\n","We introduce a new type of deep contextualized word representation that models both (1) complex characteristics of word use (e.g., syntax and semantics), and (2) how these uses vary across linguistic contexts (i.e., to model polysemy). Our word vectors are learned functions of the internal states of a deep bidirectional language model (biLM), which is pre-trained on a large text corpus. We show that these representations can be easily added to existing models and significantly improve the state of the art across six challenging NLP problems, including question answering, textual entailment and sentiment analysis. We also present an analysis showing that exposing the deep internals of the pre-trained network is crucial, allowing downstream models to mix different types of semi-supervision signals.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009710271,"user_tz":-120,"elapsed":124647,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"386768cb-7343-4128-de10-af7c85490bad"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:39:46-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 02:39:46 (41.1 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 62kB/s \n","\u001b[K |████████████████████████████████| 153kB 44.8MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.1MB/s \n","\u001b[K |████████████████████████████████| 204kB 39.1MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and Embed sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":187},"executionInfo":{"status":"ok","timestamp":1620009774316,"user_tz":-120,"elapsed":188685,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"25d4dd0a-b187-4d0c-8463-ea3ff09b2241"},"source":["import nlu\n","pipe = nlu.load('elmo')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["elmo download started this may take some time.\n","Approximate size to download 334.1 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_elmo
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][[-0.027567915618419647, -0.47845372557640076,...
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"],"text/plain":[" document ... word_embedding_elmo\n","0 He was suprised by the diversity of NLU ... [[-0.027567915618419647, -0.47845372557640076,...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":607},"executionInfo":{"status":"ok","timestamp":1620009782949,"user_tz":-120,"elapsed":197312,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"23717c4b-f987-4882-912d-be97a032328c"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:42:54-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.93.118\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.93.118|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 89.0MB/s in 2.7s \n","\n","2021-05-03 02:42:57 (89.0 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
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10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3.1 Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment, Part Of Speech and Emotion to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":680},"executionInfo":{"status":"ok","timestamp":1620009956244,"user_tz":-120,"elapsed":370600,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d690619b-62f0-443b-b535-2d6d295632e4"},"source":["pipe = nlu.load('sentiment pos elmo emotion') \n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df.iloc[0:1000][['comment','label']],output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","elmo download started this may take some time.\n","Approximate size to download 334.1 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenspellsentimentsentiment_confidenceposword_embedding_elmosentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNCnegative[0.5229]NNP[0.4888951778411865, 0.02264561504125595, -0.4...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andandnegative[0.5229]CC[-0.02477884292602539, -0.20155462622642517, -...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNHnegative[0.5229]NNP[0.010294198989868164, -0.7602927684783936, 0....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0..negative[0.5229].[-0.8871510028839111, -0.20039957761764526, -1...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouYounegative[0.4733]PRP[0.61176598072052, -0.18037298321723938, -0.66...[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
998crowdcrowdnegative[0.4788]NN[0.10415147244930267, 0.0783197358250618, -0.2...[[0.049849480390548706, -0.054164644330739975,...sadness0.825021
998..negative[0.4788].[-0.8871506452560425, -0.20039957761764526, -1...[[0.049849480390548706, -0.054164644330739975,...sadness0.825021
999BeerBeerna[0.0]NNP[-0.2211168259382248, -0.9541144371032715, -0....[[-0.05082784965634346, -0.045025862753391266,...joy0.981620
999citycityna[0.0]NN[0.6672134399414062, -0.0846380963921547, 0.04...[[-0.05082784965634346, -0.045025862753391266,...joy0.981620
999USAUSAna[0.0]NNP[-0.32001709938049316, -0.10743160545825958, -...[[-0.05082784965634346, -0.045025862753391266,...joy0.981620
\n","

11575 rows × 9 columns

\n","
"],"text/plain":[" token spell ... emotion emotion_confidence_confidence\n","0 NC NC ... surprise 0.999590\n","0 and and ... surprise 0.999590\n","0 NH NH ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You You ... fear 0.975006\n",".. ... ... ... ... ...\n","998 crowd crowd ... sadness 0.825021\n","998 . . ... sadness 0.825021\n","999 Beer Beer ... joy 0.981620\n","999 city city ... joy 0.981620\n","999 USA USA ... joy 0.981620\n","\n","[11575 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 3.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":333},"executionInfo":{"status":"ok","timestamp":1620009970458,"user_tz":-120,"elapsed":1224,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8f5cdfe3-39fe-4e7f-fa56-a80c8e011e4b"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 3.3 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":330},"executionInfo":{"status":"ok","timestamp":1620009970459,"user_tz":-120,"elapsed":893,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"918fec0e-7cd9-4a2b-c168-a0747720507d"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009970886,"user_tz":-120,"elapsed":1255,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"6c1da4aa-d413-4255-8863-64b65f7f79e2"},"source":["import numpy as np\n","\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_elmo])\n","mat.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(11575, 512)"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010225687,"user_tz":-120,"elapsed":255999,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"34dca2b0-6b04-4ff8-ca73-7314e6c77c0c"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (11575, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 5.1 Plot low dimensional T-SNE ELMO embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620010226727,"user_tz":-120,"elapsed":256928,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d5e93d5a-9b1e-4a38-884e-7d6cd35ab4d5"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Part of Speech Tag')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##5.2 Plot low dimensional T-SNE ELMO embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620010228366,"user_tz":-120,"elapsed":258487,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0f3bf19b-143b-402f-a142-06a5fa74bc8c"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Sarcasm label')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 5.3 Plot low dimensional T-SNE ELMO embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620010811514,"user_tz":-120,"elapsed":2380,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"25adc40a-b3dd-4768-994a-04ce13ed9fc2"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 5.4 Plot low dimensional T-SNE ELMO embeddings with hue for Emotions\n"]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620010815601,"user_tz":-120,"elapsed":3299,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7621d8b4-a494-437f-a917-bab3e2b0091a"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Emotion')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":15},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"IyPMppmi22UI"},"source":["## 6 Configure ELMO model parameters\n","\n","ELMO 4 different output layers you can use, each encode words differently, try experimenting with them and see how the T-SNE plot change! \n","\n","Refer to the paper for further info\n","\n","- word_emb: the character-based word representations with shape [batch_size, max_length, 512]. == word_emb\n","\n","- lstm_outputs1: the first LSTM hidden state with shape [batch_size, max_length, 1024]. === lstm_outputs1\n","\n","- lstm_outputs2: the second LSTM hidden state with shape [batch_size, max_length, 1024]. === lstm_outputs2\n","\n","- elmo: the weighted sum of the 3 layers, where the weights are trainable. This tensor has shape [batch_size, max_length, 1024] == elmo"]},{"cell_type":"code","metadata":{"id":"-FJAjTjZ21-U","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010815887,"user_tz":-120,"elapsed":342,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9c0a059e-a770-4994-ddf1-cbb4bdac2e11"},"source":["pipe.print_info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :\n",">>> pipe['document_assembler'] has settable params:\n","pipe['document_assembler'].setCleanupMode('disabled') | Info: possible values: disabled, inplace, inplace_full, shrink, shrink_full, each, each_full, delete_full | Currently set to : disabled\n",">>> pipe['sentence_detector'] has settable params:\n","pipe['sentence_detector'].setCustomBounds([]) | Info: characters used to explicitly mark sentence bounds | Currently set to : []\n","pipe['sentence_detector'].setDetectLists(True) | Info: whether detect lists during sentence detection | Currently set to : True\n","pipe['sentence_detector'].setExplodeSentences(False) | Info: whether to explode each sentence into a different row, for better parallelization. Defaults to false. | Currently set to : False\n","pipe['sentence_detector'].setMaxLength(99999) | Info: Set the maximum allowed length for each sentence | Currently set to : 99999\n","pipe['sentence_detector'].setMinLength(0) | Info: Set the minimum allowed length for each sentence. | Currently set to : 0\n","pipe['sentence_detector'].setUseAbbreviations(True) | Info: whether to apply abbreviations at sentence detection | Currently set to : True\n","pipe['sentence_detector'].setUseCustomBoundsOnly(False) | Info: Only utilize custom bounds in sentence detection | Currently set to : False\n",">>> pipe['default_tokenizer'] has settable params:\n","pipe['default_tokenizer'].setCaseSensitiveExceptions(True) | Info: Whether to care for case sensitiveness in exceptions | Currently set to : True\n","pipe['default_tokenizer'].setTargetPattern('\\S+') | Info: pattern to grab from text as token candidates. Defaults \\S+ | Currently set to : \\S+\n","pipe['default_tokenizer'].setMinLength(0) | Info: Set the minimum allowed length for each token | Currently set to : 0\n",">>> pipe['norvig_spell'] has settable params:\n","pipe['norvig_spell'].setCaseSensitive(True) | Info: sensitivity on spell checking | Currently set to : True\n","pipe['norvig_spell'].setDoubleVariants(False) | Info: increase search at cost of performance | Currently set to : False\n","pipe['norvig_spell'].setDupsLimit(2) | Info: maximum duplicate of characters in a word to consider. Defaults to 2 | Currently set to : 2\n","pipe['norvig_spell'].setFrequencyPriority(True) | Info: applies frequency over hamming in intersections. When false hamming takes priority | Currently set to : True\n","pipe['norvig_spell'].setIntersections(10) | Info: hamming intersections to attempt. Defaults to 10 | Currently set to : 10\n","pipe['norvig_spell'].setReductLimit(3) | Info: word reductions limit. Defaults to 3 | Currently set to : 3\n","pipe['norvig_spell'].setShortCircuit(False) | Info: increase performance at cost of accuracy | Currently set to : False\n","pipe['norvig_spell'].setVowelSwapLimit(6) | Info: vowel swap attempts. Defaults to 6 | Currently set to : 6\n","pipe['norvig_spell'].setWordSizeIgnore(3) | Info: minimum size of word before ignoring. Defaults to 3 | Currently set to : 3\n",">>> pipe['vivekn_sentiment'] has settable params:\n","pipe['vivekn_sentiment'].setFeatureLimit(-1) | Info: content feature limit, to boost performance in very dirt text. Default disabled with -1 | Currently set to : -1\n","pipe['vivekn_sentiment'].setImportantFeatureRatio(0.5) | Info: proportion of feature content to be considered relevant. Defaults to 0.5 | Currently set to : 0.5\n","pipe['vivekn_sentiment'].setNegative_totals(149804) | Info: count of negative words | Currently set to : 149804\n","pipe['vivekn_sentiment'].setPositive_totals(149804) | Info: count of positive words | Currently set to : 149804\n","pipe['vivekn_sentiment'].setUnimportantFeatureStep(0.025) | Info: proportion to lookahead in unimportant features. Defaults to 0.025 | Currently set to : 0.025\n",">>> pipe['pos'] has settable params:\n",">>> pipe['elmo@elmo'] has settable params:\n","pipe['elmo@elmo'].setBatchSize(32) | Info: Batch size. Large values allows faster processing but requires more memory. | Currently set to : 32\n","pipe['elmo@elmo'].setCaseSensitive(False) | Info: whether to ignore case in tokens for embeddings matching | Currently set to : False\n","pipe['elmo@elmo'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['elmo@elmo'].setPoolingLayer('word_emb') | Info: Set ELMO pooling layer to: word_emb, lstm_outputs1, lstm_outputs2, or elmo | Currently set to : word_emb\n","pipe['elmo@elmo'].setStorageRef('elmo') | Info: unique reference name for identification | Currently set to : elmo\n",">>> pipe['classifier_dl@tfhub_use'] has settable params:\n","pipe['classifier_dl@tfhub_use'].setClasses(['joy', 'fear', 'surprise', 'sadness']) | Info: get the tags used to trained this ClassifierDLModel | Currently set to : ['joy', 'fear', 'surprise', 'sadness']\n","pipe['classifier_dl@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n",">>> pipe['use@tfhub_use'] has settable params:\n","pipe['use@tfhub_use'].setDimension(512) | Info: Number of embedding dimensions | Currently set to : 512\n","pipe['use@tfhub_use'].setLoadSP(False) | Info: Whether to load SentencePiece ops file which is required only by multi-lingual models. This is not changeable after it's set with a pretrained model nor it is compatible with Windows. | Currently set to : False\n","pipe['use@tfhub_use'].setStorageRef('tfhub_use') | Info: unique reference name for identification | Currently set to : tfhub_use\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"FhhMjHJ67zhT"},"source":["## 6.1 Lets configure ELMO to use the 'elmo' layer instead of the 'word_emb' layer"]},{"cell_type":"code","metadata":{"id":"bRMVj5Mh7YAF","colab":{"base_uri":"https://localhost:8080/","height":407},"executionInfo":{"status":"ok","timestamp":1620011055039,"user_tz":-120,"elapsed":214726,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"10a12088-5c0a-4678-fd1e-8a1e1cb4b553"},"source":["\n","pipe['elmo@elmo'].setPoolingLayer('elmo')\n","\n","predictions = pipe.predict(df[['comment','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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tokenspellsentimentsentiment_confidenceposword_embedding_elmosentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNCnegative[0.5229]NNP[0.39013367891311646, -0.324570894241333, -0.1...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andandnegative[0.5229]CC[0.39937344193458557, -0.2489904910326004, 0.3...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNHnegative[0.5229]NNP[0.2764662206172943, 0.10830199718475342, 0.40...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0..negative[0.5229].[-0.35673201084136963, -0.2562716007232666, -0...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouYounegative[0.4733]PRP[-1.2514708042144775, 0.06236448884010315, -0....[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
499forforpositive[0.5396]IN[-0.32174885272979736, 0.9406859874725342, -0....[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499thethepositive[0.5396]DT[-0.031051814556121826, 0.49848610162734985, -...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499filefilepositive[0.5396]NN[0.28061455488204956, 0.08399169147014618, -0....[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499unpackingunpackingpositive[0.5396]VBG[-0.16997602581977844, 0.693162202835083, -0.3...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499..positive[0.5396].[-0.8756232261657715, 0.20956313610076904, -0....[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
\n","

5797 rows × 9 columns

\n","
"],"text/plain":[" token spell ... emotion emotion_confidence_confidence\n","0 NC NC ... surprise 0.999590\n","0 and and ... surprise 0.999590\n","0 NH NH ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You You ... fear 0.975006\n",".. ... ... ... ... ...\n","499 for for ... sadness 0.977163\n","499 the the ... sadness 0.977163\n","499 file file ... sadness 0.977163\n","499 unpacking unpacking ... sadness 0.977163\n","499 . . ... sadness 0.977163\n","\n","[5797 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"markdown","metadata":{"id":"XCY2iSMJ8zFq"},"source":["## 6.2 Visualize embeddings of new ELMO output layer \n","First we need to prepare the data agan"]},{"cell_type":"code","metadata":{"id":"0zia0D6i8rsW","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620011191378,"user_tz":-120,"elapsed":348988,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9bfea8b1-7ac7-4f4b-95d8-bc5f713c685b"},"source":["import numpy as np\n","predictions.dropna(inplace=True)\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_elmo])\n","mat.shape\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (5797, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"oiop63j69FFo"},"source":["## 6.3 T-SNE Elmo plot for new output layer with hue POS"]},{"cell_type":"code","metadata":{"id":"i1LjI16x9DtO","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620011193813,"user_tz":-120,"elapsed":351363,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"10b757d0-553a-4003-c44a-aeabf83362dc"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Part of Speech')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Part of Speech')"]},"metadata":{"tags":[]},"execution_count":19},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"AK4DbmkR9QTv"},"source":["## 6.4 T-SNE Elmo plot for new output layer with hue Sentiment\n","\n"]},{"cell_type":"code","metadata":{"id":"s7lt5oXm9X_q","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620011584865,"user_tz":-120,"elapsed":1861,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"0805c1a6-3e12-4248-cc6a-eb31622f5416"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":22},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"0_skiAn79Qpw"},"source":["## 6.5 T-SNE Elmo plot for new output layer with hue Emotion"]},{"cell_type":"code","metadata":{"id":"g9SR8LAA9Qp1","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620011571641,"user_tz":-120,"elapsed":1957,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"977881b5-4769-4b5f-a167-425151fa17fe"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns = ['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Emotion')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":21},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 7. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'elmo' in nlu.load('elmo') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620011601472,"user_tz":-120,"elapsed":373,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8fa0b0ef-51c2-4973-d71d-822a100e1ecc"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_GLOVE_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_GLOVE_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index 5a76007e..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_GLOVE_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_GLOVE_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_GLOVE_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# GLOVE Word Embeddings with NLU \n","\n","GloVe is an unsupervised learning algorithm for obtaining vector representations for words. Training is performed on aggregated global word-word co-occurrence statistics from a corpus, and the resulting representations showcase interesting linear substructures of the word vector space. \n","\n","### Sources :\n","- https://nlp.stanford.edu/pubs/glove.pdf\n","\n","### Paper abstract :\n","\n","Recent methods for learning vector space\n","representations of words have succeeded\n","in capturing fine-grained semantic and\n","syntactic regularities using vector arithmetic, but the origin of these regularities\n","has remained opaque. We analyze and\n","make explicit the model properties needed\n","for such regularities to emerge in word\n","vectors. The result is a new global logbilinear regression model that combines\n","the advantages of the two major model\n","families in the literature: global matrix\n","factorization and local context window\n","methods. Our model efficiently leverages\n","statistical information by training only on\n","the nonzero elements in a word-word cooccurrence matrix, rather than on the entire sparse matrix or on individual context\n","windows in a large corpus. The model produces a vector space with meaningful substructure, as evidenced by its performance\n","of 75% on a recent word analogy task. It\n","also outperforms related models on similarity tasks and named entity recognition.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620009705119,"user_tz":-120,"elapsed":121827,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"75d835f9-328e-4faf-f590-be992fbb9cef"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:39:43-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 02:39:44 (32.1 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 50.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 23.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 52.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and embed sample string with GLOVE"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620009753970,"user_tz":-120,"elapsed":170671,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ce14bb16-73cc-4243-ee9c-5d45b0c87587"},"source":["import nlu\n","pipe = nlu.load('glove')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["glove_100d download started this may take some time.\n","Approximate size to download 145.3 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_glove
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][[0.12250000238418579, -0.05883299931883812, 0...
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"],"text/plain":[" document ... word_embedding_glove\n","0 He was suprised by the diversity of NLU ... [[0.12250000238418579, -0.05883299931883812, 0...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620009764607,"user_tz":-120,"elapsed":181301,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1cbd76df-d8ba-4f50-9e05-b1968fcaed68"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:42:33-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.217.37.62\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.217.37.62|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 61.6MB/s in 4.0s \n","\n","2021-05-03 02:42:37 (61.2 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 3. Visualize Emeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":674},"executionInfo":{"status":"ok","timestamp":1620009901230,"user_tz":-120,"elapsed":317917,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"5a313a7e-5b72-43db-ce94-7f426f544e75"},"source":["pipe = nlu.load('sentiment pos glove emotion') # emotion\n","df['text'] = df['comment']\n","\n","# We must set output level to token since NLU will infer a different output level for this pipeline composition\n","predictions = pipe.predict(df[['text','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","glove_100d download started this may take some time.\n","Approximate size to download 145.3 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenspellsentimentsentiment_confidenceposword_embedding_glovesentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNCnegative[0.5229]NNP[-0.872219979763031, -0.24943000078201294, 1.0...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andandnegative[0.5229]CC[-0.07195299863815308, 0.23127000033855438, 0....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNHnegative[0.5229]NNP[-0.8070999979972839, 0.029627999290823936, 1....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0..negative[0.5229].[-0.3397899866104126, 0.20940999686717987, 0.4...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouYounegative[0.4733]PRP[-0.4988600015640259, 0.7660199999809265, 0.89...[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
499forforpositive[0.5396]IN[-0.1440100073814392, 0.3255400061607361, 0.14...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499thethepositive[0.5396]DT[-0.03819400072097778, -0.24487000703811646, 0...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499filefilepositive[0.5396]NN[-0.6050300002098083, 0.35631999373435974, 0.1...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499unpackingunpackingpositive[0.5396]VBG[-0.28001999855041504, 0.10750000178813934, -0...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
499..positive[0.5396].[-0.3397899866104126, 0.20940999686717987, 0.4...[[0.029393689706921577, -0.02757555991411209, ...sadness0.977163
\n","

5797 rows × 9 columns

\n","
"],"text/plain":[" token spell ... emotion emotion_confidence_confidence\n","0 NC NC ... surprise 0.999590\n","0 and and ... surprise 0.999590\n","0 NH NH ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You You ... fear 0.975006\n",".. ... ... ... ... ...\n","499 for for ... sadness 0.977163\n","499 the the ... sadness 0.977163\n","499 file file ... sadness 0.977163\n","499 unpacking unpacking ... sadness 0.977163\n","499 . . ... sadness 0.977163\n","\n","[5797 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 3.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620010034987,"user_tz":-120,"elapsed":1031,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"2bd76815-3b30-42c1-d12f-4c027897b1de"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
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distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010035505,"user_tz":-120,"elapsed":1321,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a0b54ad1-920a-4e51-f981-f4cc25d3fbc5"},"source":["import numpy as np\n","\n","# We first create a column of type np array\n","predictions['np_array'] = predictions.word_embedding_glove.apply(lambda x: np.array(x))\n","# Make a matrix from the vectors in the np_array column via list comprehension\n","mat = np.matrix([x for x in predictions.np_array])\n","mat.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(5797, 100)"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010093284,"user_tz":-120,"elapsed":59044,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"03d68e88-f925-42f4-ae30-36b8e188255d"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (5797, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 4.2 Plot low dimensional T-SNE GLOVE embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010095632,"user_tz":-120,"elapsed":61275,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"d204b582-c77b-40a6-fe03-56eb87c4561a"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE GLOVE Embeddings, colored by Part of Speech Tag')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE GLOVE Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["##4.3 Plot low dimensional T-SNE GLOVE embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010096507,"user_tz":-120,"elapsed":62091,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1b721a32-feb1-40cb-f4be-e1badbe89f1b"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE GLOVE Embeddings, colored by Sarcasm label')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE GLOVE Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 4.4 Plot low dimensional T-SNE GLOVE embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010172506,"user_tz":-120,"elapsed":1719,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8d660ec7-dfbd-4156-c99a-aef4f9e99d56"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.sentiment)\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE GLOVE Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE GLOVE Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 4.5 Plot low dimensional T-SNE GLOVE embeddings with hue for Emotions\n"]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010173604,"user_tz":-120,"elapsed":2386,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"dca5692e-70d8-4f66-dbc4-540578337f8b"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.emotion)\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE GLOVE Embeddings, colored by Emotion')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE GLOVE Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":15},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 5. NLU has many more GLOVE and otherembedding models! \n","Make sure to try them all out! \n","You can change 'glove' in nlu.load('glove') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010175832,"user_tz":-120,"elapsed":396,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8d2a891b-0c2d-4bb0-a229-f3163af9ebbb"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index e8042e8f..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"rBXrqlGEYA8G"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_XLNET_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","\n","# XLNET Word Embeddings with NLU \n","\n","Computes contextualized word representations using combination of Autoregressive Language Model and Permutation Language Model\n","\n","XlnetEmbeddings (XLNet): Generalized Autoregressive Pretraining for Language Understanding\n","\n","XLNet is a new unsupervised language representation learning method based on a novel generalized permutation language modeling objective. Additionally, XLNet employs Transformer-XL as the backbone model, exhibiting excellent performance for language tasks involving long context. Overall, XLNet achieves state-of-the-art (SOTA) results on various downstream language tasks including question answering, natural language inference, sentiment analysis, and document ranking.\n","\n","### Sources :\n","- https://arxiv.org/abs/1906.08237\n","- https://github.com/zihangdai/xlnet\n","\n","### Paper abstract :\n","\n","With the capability of modeling bidirectional contexts, denoising autoencoding based pretraining like BERT achieves better performance than pretraining approaches based on autoregressive language modeling. However, relying on corrupting the input with masks, BERT neglects dependency between the masked positions and suffers from a pretrain-finetune discrepancy. In light of these pros and cons, we propose XLNet, a generalized autoregressive pretraining method that (1) enables learning bidirectional contexts by maximizing the expected likelihood over all permutations of the factorization order and (2) overcomes the limitations of BERT thanks to its autoregressive formulation. Furthermore, XLNet integrates ideas from Transformer-XL, the state-of-the-art autoregressive model, into pretraining. Empirically, under comparable experiment settings, XLNet outperforms BERT on 20 tasks, often by a large margin, including question answering, natural language inference, sentiment analysis, and document ranking.\n","\n","\n","# 1. Install Java and NLU"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010374164,"user_tz":-120,"elapsed":107760,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b1ef6f00-6a75-4cf6-a991-f0f089b69391"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:51:06-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 02:51:07 (41.7 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 49.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 20.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["## 2. Load Model and lemmatize sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":182},"executionInfo":{"status":"ok","timestamp":1620010445749,"user_tz":-120,"elapsed":179338,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"9c08fb62-7991-4f5e-a8c9-245bfaa02aa1"},"source":["import nlu\n","pipe = nlu.load('xlnet')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["xlnet_base_cased download started this may take some time.\n","Approximate size to download 415.8 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentsentencetokenword_embedding_xlnet
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][He, was, suprised, by, the, diversity, of, NLU][[-0.736786425113678, -2.118662118911743, -0.5...
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"],"text/plain":[" document ... word_embedding_xlnet\n","0 He was suprised by the diversity of NLU ... [[-0.736786425113678, -2.118662118911743, -0.5...\n","\n","[1 rows x 4 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":606},"executionInfo":{"status":"ok","timestamp":1620010456068,"user_tz":-120,"elapsed":189649,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ae58668a-3cc4-468d-c1a5-226da1e6815f"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 02:54:05-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.133.181\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.133.181|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 47.1MB/s in 5.7s \n","\n","2021-05-03 02:54:11 (43.0 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4. Visualize with T-Sne\n","\n","\n","\n","\n","Lets add Sentiment, Part Of Speech and Emotions to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":674},"executionInfo":{"status":"ok","timestamp":1620010595131,"user_tz":-120,"elapsed":328706,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b202f5d0-22a6-4249-bebf-118573e990cb"},"source":["pipe = nlu.load('sentiment pos xlnet emotion') # emotion\n","df['text'] = df['comment']\n","max_rows = 200\n","predictions =pipe.predict(df.iloc[0:100][['comment','label']],output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"stream","text":["analyze_sentiment download started this may take some time.\n","Approx size to download 4.9 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","xlnet_base_cased download started this may take some time.\n","Approximate size to download 415.8 MB\n","[OK!]\n","classifierdl_use_emotion download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","tfhub_use download started this may take some time.\n","Approximate size to download 923.7 MB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenspellsentimentsentiment_confidenceposword_embedding_xlnetsentence_embedding_tfhub_useemotionemotion_confidence_confidence
0NCNCnegative[0.5229]NNP[0.640073299407959, -0.277787446975708, -0.659...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0andandnegative[0.5229]CC[0.7884337306022644, -1.5079110860824585, 0.67...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0NHNHnegative[0.5229]NNP[-0.2549877464771271, -2.2768497467041016, 1.1...[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
0..negative[0.5229].[-0.8349910974502563, -0.4562772512435913, -0....[[-0.06570463627576828, -0.03522052243351936, ...surprise0.999590
1YouYounegative[0.4733]PRP[1.217921257019043, -1.5724612474441528, 0.313...[[-0.0254225991666317, 0.05448468029499054, -0...fear0.975006
..............................
98bandbandnegative[0.5477]NN[-0.27927637100219727, 0.3874868154525757, -0....[[0.01520437840372324, -0.03472805768251419, -...surprise0.999924
98musicmusicnegative[0.5477]NN[-1.7529892921447754, 0.08172204345464706, -0....[[0.01520437840372324, -0.03472805768251419, -...surprise0.999924
98..negative[0.5477].[-0.8349906206130981, -0.45627596974372864, -0...[[0.01520437840372324, -0.03472805768251419, -...surprise0.999924
99BuyBuynegative[1.0]VB[0.2311457097530365, -1.5232644081115723, 0.45...[[0.07282549142837524, -0.04094367474317551, -...sadness0.999934
99PepePepenegative[1.0]NNP[0.6633621454238892, 0.3912222683429718, -0.70...[[0.07282549142837524, -0.04094367474317551, -...sadness0.999934
\n","

1205 rows × 9 columns

\n","
"],"text/plain":[" token spell ... emotion emotion_confidence_confidence\n","0 NC NC ... surprise 0.999590\n","0 and and ... surprise 0.999590\n","0 NH NH ... surprise 0.999590\n","0 . . ... surprise 0.999590\n","1 You You ... fear 0.975006\n",".. ... ... ... ... ...\n","98 band band ... surprise 0.999924\n","98 music music ... surprise 0.999924\n","98 . . ... surprise 0.999924\n","99 Buy Buy ... sadness 0.999934\n","99 Pepe Pepe ... sadness 0.999934\n","\n","[1205 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"_OypFES-8EwY"},"source":["## 4.1 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"ggbC0PxHgc2t","colab":{"base_uri":"https://localhost:8080/","height":332},"executionInfo":{"status":"ok","timestamp":1620010731712,"user_tz":-120,"elapsed":779,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"86f54899-599f-4af6-c7fe-f5e6ddb313f2"},"source":["# Some Tokens are None which we must drop first\n","predictions.dropna(how='any', inplace=True)\n","# Some sentiment are 'na' which we must drop first\n","predictions.explode('sentiment').sentiment.value_counts().plot.bar(title='Dataset sentiment distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"LZtPxt5c8HlJ"},"source":["## 4.2 Checkout sentiment distribution"]},{"cell_type":"code","metadata":{"id":"OA0Er5WA6l7v","colab":{"base_uri":"https://localhost:8080/","height":329},"executionInfo":{"status":"ok","timestamp":1620010732973,"user_tz":-120,"elapsed":527,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"82cd3a12-334a-4987-f214-29719d39c7c6"},"source":["predictions.emotion.value_counts().plot.bar(title='Dataset emotion category distribution')"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":7},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 4.Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"L_0jefTB6i52","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010733955,"user_tz":-120,"elapsed":319,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"e34e266f-5947-4367-ae2a-376b68b455f3"},"source":["import numpy as np\n","\n","# Make a matrix from the vectors in the embeddings column via list comprehension\n","mat = np.matrix([x for x in predictions.word_embedding_xlnet])\n","mat.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1205, 768)"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"pbdi4CY2Iqc0"},"source":["## 4.1 Fit and transform T-SNE algorithm\n"]},{"cell_type":"code","metadata":{"id":"fAFGB6iYIqmO","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010749898,"user_tz":-120,"elapsed":14010,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1e34fb97-24af-4c9b-ec1c-56fa6873b7a7"},"source":["\n","from sklearn.manifold import TSNE\n","model = TSNE(n_components=2) #n_components means the lower dimension\n","low_dim_data = model.fit_transform(mat)\n","print('Lower dim data has shape',low_dim_data.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Lower dim data has shape (1205, 2)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"l3sRcFW9muEZ"},"source":["# 4.2 Plot low dimensional T-SNE ELMO embeddings with hue for POS\n"]},{"cell_type":"code","metadata":{"id":"RB1qdDP3fJHN","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010751440,"user_tz":-120,"elapsed":9472,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"942a18b5-537c-43ce-fed1-1d3a09aaf353"},"source":["tsne_df = pd.DataFrame(low_dim_data, predictions.pos)\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE ELMO Embeddings, colored by Part of Speech Tag')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE ELMO Embeddings, colored by Part of Speech Tag')"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"8tuoCxNPmzbo"},"source":["## 4.3 Plot low dimensional T-SNE ELMO embeddings with hue for Sarcasm\n"]},{"cell_type":"code","metadata":{"id":"Fbq5MAv0jkft","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010752175,"user_tz":-120,"elapsed":7089,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"ea5f7399-73e4-42ed-9309-f5a3767b1669"},"source":["tsne_df = pd.DataFrame(low_dim_data, df.iloc[:low_dim_data.shape[0]].label.replace({1:'sarcasm',0:'normal'}))\n","tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE XLNET Embeddings, colored by Sarcasm label')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE XLNET Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABJwAAAM7CAYAAAAPkIoEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5wV1f3/8dfMbXu3V1g6SBkFCyoqIkZjwWjsicaeGGO+X2M0+aaYqIldE/ONieaniV2/YknsscVesKEI9nJEYOlbWJbte9vM74+5u2wDFrmwsLyfjwePx96ZM2fO3Hvucu9nP+czlud5iIiIiIiIiIiIZIrd3wMQEREREREREZGBRQEnERERERERERHJKAWcREREREREREQkoxRwEhERERERERGRjFLASUREREREREREMkoBJxERERERERERySgFnERERGSb4jjOq47j/ChDfV3mOM6969lf4TjOIemfL3Ic5/ZMnHdLchxntOM4nuM4wf4+V+fnU9ZtQ/OyW9u7Hce56mue52sfKyIisiGb/YOHiIjItsxxnKZOD7OBGJBKP/4vY8x93dpfBJwNlAFrgDeNMd9L73sVmAqMN8YsTW87BLjdGDM6/bgCGNzpHAB3G2N+2svYrgN2McbM6LTtemCcMeZIx3EOBO41xgzv5di7ge8D+xhj3k1vGwfMN8ZY3cab7HToK8A/gVvSjwNABGhpb2CMye3lfF66jddp8xXGmD91b7u1MsZc099jkLXW914TERGR/qeAk4iIyHp0Dp6kg0E/Msa82Ftbx3G+D5wOHGKMWeA4TjlwdLdmzcDvgR+v57RHresc3fwe+MhxnDONMXc5jrMvfhBplz4cC7AauAqYsZ42PzXG9JbVcx/A+oJavdjNGPNVH8cmWwHHcYLGmOSGW25ZfXyv9bWvrfIaRUREtnUKOImIiGTOXsBzxpgFAMaYSuDWbm3+BvzKcZxr29t9XcaYFsdxzgYedhznZeBO4LfGmGV97OL/gFMcxznAGPPapoxlUziOcxkwCT977BigAvhO+t//pLefZYx5vtNhYx3HeRfYET/r6kxjzOp0f1OBvwATgcXAz4wxr6b3jQHuBvYAZgOm21hOxw/C5ab76D7OccaY0xzHGQ0sAn4AXImf/fZXY8zV6bZR4Gb8IEglcBdwfntgznGc3wDnA/nACuAnxpiX+vBcjQBuAPbHL43wgDHmp47j2EB7xk8UeBY4zxhT30sfQ9Njm44fdLzWGHNbp2vcGWhLj/0XjuM8lH4ujgDc9LVcaoxJOY4TAK5NPw8NwHUbugZgL8dx/gYMAR4HzjHGtDmO8wlwoTHmyfRYQsBK4FBjzPvd+2A97zXHcc4ELgCGAzXpa7wlve9A4F7g/+HPrxccx/kB8BvgLGAQ8CVwrDFmqeM4NwDHAwXAfODnxpjX033tDfwdmAC0AvcZY37RaX78ELgCfz5dCMwF7gBG4gdqe2Qu9ib9GuyP/9p+mH7OPu3UpNRxnBfwMxLnAWcYYxanj90xfa17pp+L3xtjHuzLeUVERDaFajiJiIhkzmzgDMdxfu04zpT0l/HulgO3AZdn4oTGmFeAh/G/yPYW4FqfFuAa4OpMjGUTHQXMBIqA94Hn8D+nDMP/wn5Lt/Zn4H+ZH4K/5O9vAI7jDAOexg8aFQO/Ah5xHKcsfdz9+M9VKX6g6PvtHTqOMxH4B37mzFCgBD9gsT7TAQc4GLjEcZyd0tsvBUYDOwCHAqd1Oo8D/BTYyxiTBxyGH2Rbr/R8ego/iDYa/7n5Z3r3D9L/vpk+Zy5w4zq6+iewLH2N3wWucRznoE77j8GfU4X4mWx34z/H44Dd8TPi2mtonQ0cmd4+Jd3fhpyKf81j8QM1v0tvv4dOzxN+gGtlL8Em2PB7rTo9rnzgTOCvjuPs0Wl/Of78GIWfbfgL4OT0OfPx51b7MtE5wOR0+/uBhxzHyUrvuwG4wRiTn76e7oGcfYDxwPeA64GLgUPwA6wnOo5zQG9PUC/+k+5nEH5A6b5u+0/Fn8+lwAeszUDMAV5Ij3sQcBLw9/RcFxER2awUcBIREckQY8y9wHn4X6ZfA6rTmSzd/QE4ynGcSevo6nHHcdZ0+nf2Bk79On5w5H5jjLeBtt3dAox0HOfwdez/W7exXLmR/Xc2r1tfh3Xa97ox5rn00qaH8Ovy/NEYk8APkIx2HKewU/uZxphPjDHtSxRPTAcdTgOeMcY8Y4xxjTEvAO8BRziOMxI/M+b3xpiYMWYW8GSnPr8LPGWMmWWMiaX7dTdwTZcbY1qNMR/iZ57slt5+InCNMaYunXH2t07HpPDrXk10HCdkjKnoY7bb3vhBol8bY5qNMW3GmDfS+04F/mKMWWiMacLPpjmpe/HudIbUfsBv0sd/ANyOH8Br97Yx5nFjjIsffDkCP6un2RhTDfwVP3DRfp3XG2OWpjPM/tCH67ixU/ur8QM94GcdHeE4Tn768en4QcgeNvReM8Y8bYxZYIzx0tl7z+NnCLVz8bO0YsaYVvwA2u+MzzPGfGiMqW0/lzGm1hiTNMZch//aOel+EsA4x3FKjTFNxpjZ3YZ6Zfp5fh5/Oe0DxphqY8xy/Pft7n14vjDG3GmMaUzPy8uA3RzHKejU5OlO8/ZiYN/0a30kUGGMuSs9/veBR4AT+nJeERGRTaEldSIiIl9DOnjxWfvj9lpPxi8ifl96OdCx6Z8/MMY816ltjeM4N+Jn7vyjl+6P7WMNJxzHKQH+jJ89cYXjOA8ZY9b09TqMMbF0EOlK1gYROjt/HTWcvo491lPDqarTz63AKmNMqtNj8LN22q9taaf2i4EQfnbHKOAEx3GO6rQ/hL/sbihQlw5SdT52RPrnoZ37NcY0O45Tu4Frquz0c0t6jD366tbvV47j/Bw/cDDJcZzngF8YY1Zs4FwjgMXrqDc0NH0t7Rbjf84b3Eu71caYxm5tp/Q2VvznMwSs9BOzAP8Plu1tul9n5zGsS/f2QwGMMSscx3kT+I7jOI8BhwM/W1cn63uvpQOol+JnUNn4Sx4/7nR4jTGmrdPjEUCvQT/HcX6Fv9RuKH7R+3z8uUZ6+xXAF47jLMIPQD7V6fDu87r74x4F9ns5fwA/MHcCfiC2PQhaCrQvmew8v5ocx1mdHu8oYB/HcTr/TgiyjkCeiIhIJingJCIi8jUYY5awni+L6cych9JZFzvjLxHr7H+BhcC7mziU64FnjTH/k67N82fWLnfqq7vw69ccv4lj2ZJGdPp5JH6mySr8L94zjTE9ssIcxxkFFDmOk9Mp6DSStXfOWwns1Kl9Nn7m2NexEn85XntQsvN4McbcD9yfzua5Bb8O0ukb6HMpfjZab0WuV+AHF9qNxF8GV0XXZYErgGLHcfI6BZ1G4i/1bNc5S24pfg2t0nUEulbS87XYkO7tOwfa/g9//gbxM606j6tX3d9r6bsrPoKftfVvY0zCcZzHAavTYd0zAZfiL4n7pPNGx3H2x68FdTDwqTHGdRynrr0vY8x84OR0Da3j8eupfd05sy6n4C9zPAR/6WUB0DGGtI7n1HGcXPzlfyvS1/WaMebQDI9JRERkgxRwEhERyZB04eEaYBb+8pnD8Gu1vNO9rTFmjeM41+F/mW3svr+P5zsCvz5Qez2W84DPHMe5L13bqb1dVrdDY93GknQc51K6Lvva2p3mOM49+F/ArwAeNn4R63uBOenlei/iZ+dMBb4yxix2HOc94HLHcS7CX6J2FPBEus+HgXccx5mOHwi8gq9ffuBB4ELHcebgZ9d0FIdO13AaBryJX5y7FQik9x0IvGKMsbp3mB7TSuCP6dcrBexpjHkTeAD4jeM4/8Gfg9cA/0q/th0dpItgvwX8IZ25MwE/S+fU3i7CGLPScZzngescx/k90ASMAYanl6o9CJzvOM5T+HP+t314bs5Nt2/BX/71r077Hscvwj0Y+NO6OtjAey2Mv+ytBkims51m0C2Y1M3twJWO43wGfIV/p8flQB5+4K4GCDqO81v8DKf2cZyGX7y8plMW0YaWYW6sPPz3bC3+XLqmlzZHdJq3VwKz06/1U/jz5XTW1vuaDDQZYz7P8DhFRES6UA0nERGRzGnAv1PYEvylX3/Cv5vUG+tofwN+0KC7Jx3Haer077HuDRzHycO/09j56Vo4pOvr/BK41fHvkgZ+YKO127+xvZzzAfxgRnc3dhvL3HVcS1982K2v6zehr5n4xawrgSz8O75hjFmKnw1yEX6QYCnwa9Z+5jkFv5DzavwlV/e0d2j8u36di19geSV+Fklf7/jX3RXpYxfhB74eZm2gLwL8ET8jqxK/mPOF6X0jgLd66zC9xPAo/OLdS9L9fy+9+07852RW+pxt+AHI3pyMX3R8BfAYfi2j9S3hPAM/iPMZ/nPyMH6xdvAL4D+HX79qHvDoevppdz9+TaWF+MvYrup0ja342UljNtDXOt9r6cyt8/GDYXX4r/kT6+oo7S/p9s+n+74D/45wz+Hf8e9L/OV/bXRdEvgt4FPHcZrw388npa8hk+5Jn3s5/mvQvU4U+M/ppfjzek/SxdfTz8UM/OWyK/Dn27X4c1BERGSzsjxvY2uLioiIiMjGcBznHPxgxHrvSuY4zu3AQ51rfm1vHMe5BJhgjDltg41FRERkq6UldSIiIiIZ5jjOEGAH4G3829n/ErhxQ8cZYza2/taA4jhOMf4Svw3VsxIREZGtnJbUiYiIiGReGL8YeCPwMvBv/NpEsg6O45yNv1ztP8aYWf09HhEREdk0WlInIiIiIiIiIiIZtT0sqYsAe+EX/+ytMKuIiIiIiIiIiGycAP6NRObQ7S7IsH0EnPYCXu/vQYiIiIiIiIiIDED7Az3uyrw9BJxWAtTVNeO6/bd8sKQkl9rapn47v2wbNE+kLzRPpK80V6QvNE+kLzRPpC80T6QvNE8GDtu2KCrKgXTcpbvtIeCUAnBdr18DTu1jENkQzRPpC80T6SvNFekLzRPpC80T6QvNE+kLzZMBp9fyRbpLnYiIiIiIiIiIZJQCTiIiIiIiIiIiklEKOImIiIiIiIiISEZtDzWcRERERERERGQ74HkeTU31tLY24bq9lhaSjRQMhikqKiMQ2LgQkgJOIiIiIiIiIjIg1NXVYFkWxcWDCQSCWJbV30PapnmeR3NzA3V1NZSWDtmoY7WkTkREREREREQGhHi8jcLCEoLBkIJNGWBZFjk5+SST8Y0+VgEnERERERERERkgPCxLoY5M+rqBO70KIiIiIiIiIiKSUQo4iYiIiIiIiIhsgu9+9yjmzHlng+2mT5/CsmVLv9Y5NuXY/qCAk4iIiIiIiIiIZJQCTiIiIiIiIiIiklHB/h6AiIiIiIiIiMhA8Nlnn3DDDdexePEiIpEIBxxwEOed9wtCoVBHm7fffpMHH3yAlpYmjjjiaM455zxs288Heuqpf/PAAzOpra1l4sRJXHDBxZSXD+mvy9kkynASEREREREREckA2w5w3nm/4KmnXuTmm+9i7tw5PPbYQ13azJr1CnfccQ933HEfr7/+Gk8//QQAr7/+KjNn3sXVV/8vTz31ArvuOpnLLru4Py4jIxRwEhERERERERHJgB133Imdd96FYDDIkCFDOeaY43n//Xld2px66vfJzy+gvLycE088mRdffA6Axx9/lNNP/wGjR48hGAxyxhk/ZP58Q2Xlyv64lE2mJXUiIiIiIiIiIhmwZMlibrzxr3zxxee0tbWRSiVxnJ26tBk0aHDHz+XlQ1i1qgaAqqqV3HDDddx44/Ud+z0Pamqqt8lldQo4iYiIiIiIiIhkwHXX/ZHx4x0uu+xqsrNzePDB+3nllZe6tKmurmKHHcYCUFVVSWlpGeAHos4444fMmHH4Fh/35qAldSIiIiIiIiIiGdDS0kxOTg7RaDaLF1fw2GMP92jzwAMzaWhooKqqkoceeoCDDjoUgGOO+Q4zZ97FwoULAGhqauLll1/couPPJGU4iYiIiIiIiIhkwLnn/pw//elq7r//HsaPdzj44BnMnTunS5vp0w/grLNOp7m5icMPP5IjjzwGgAMO+CatrS1cdtlFVFZWkpuby5Qpe3PQQYf0x6VsMsvzvP4ew+Y2GlhUW9uE6/bftZaV5VFT09hv55dtg+aJ9IXmifSV5or0heaJ9IXmifSF5on0xeaeJ5WViykvH7XZ+t9e9fa82rZFSUkuwBigovsxWlInIiIiIiIiIiIZpYCTiIiIiIiIiIhklAJOIiIiIiIiIiKSUQo4iYiIiIiIiIhIRingJCIiIiIiIiIiGaWAk4iIiIiIiIiIZJQCTiIiIiIiIiIiklEKOImIiIiIiIiISEYp4CQiIiIiIiIish145pkn+d3vLtgi5wpukbOIiIiIyPbLsognIRwEPK+/RyMiItLDW5838tAbddQ2JinJC3LC9CKm7ZTX38PqkEqlCAQC/T2MjaKAk4iIiIh8La5lEUtAVhAseg8k1bXCE7Nr+XBBM5PH5XLUPsUURXtva1kQDAZIpVxcV4EpERHZMt76vJE7X1hFPOn/31PbmOTOF1YBZCToNH36FH78458wa9ar1NfXc+6553PggQcDMHv2W9xyy424rkthYRG//vVFDB8+gnnz3uOGG/6M4+zEl18azj77HP761z8xY8bhzJ07h5qaav77v89jzZrVvPDCszQ0NHDhhZcwefIeJJNJLrjg59TX1xOLxZg4cRK//vVFhEKhTb6WjaEldSIiIiKy0Va1wI1PVvGzmxdx0zPVrG6xerSJpSyufXAZL72/hlUNCV6cV8d1jywjnur5EbQ1Ce8uiPGHh1bw2Dv1rG7dElchIiICD71R1xFsahdPejz0Rl3GzpGTk8Ptt9/D739/Oddf/2cA6upWc9VVl3DJJVfxf//3Tw499DAuv/x3HccsWrSQo48+jrvvvp/99tsfgEQiwS233MXVV/+JP/3pKgKBILfddg8//vG53HLLTQAEAgEuvfQq7rhjJjNn/otUKsXTT/87Y9fSV8pwEhEREZGN0pq0uOaBJayqTwDw7heNLKmKccUZI8gKrP3AXl2fYkVtvMuxS6pjVDcmGV64Nuhk2RbPz6vnkTf8vyZ/tLCZV95fw1U/GEVuWJlOIiKyedU2Jjdq+9dx8MGHATBp0i6sWlVDLBbj008/YezYCYwZswMARxxxNNdddy0tLc0ADB8+gp133rVbP4cCMGHCjrS1tXHwwTMA2HHHnVi+fBkAruvywAP3Mnv2W7huisbGRrKysjJ2LX2lDCcRERER6SHuWlQ3eTTGLWy7a/ZSTUOyI9jUrrIuTk1Dqsu2cKhn1hNAONB1e0Mb/Pvt2i7bVjclWVbb9RwiIiKbQ0le77k469r+dYTDYYCOOkypVGp9zQGIRrM32E/7Y9u2SaX8ANkLLzzLRx99wN//fhv33PMvjjvuu8Tj8R59bW4KOImIiIhIFzXNcNl9y/jVrYv49W2LeL8ihsfaIFFWqOdHSMuCaNhO/+y3Lc21OXj3wi7tZkwpYlBhoKNNx/G9jKP7trDXRk7DQnJqPiY7vqpHHyIiIl/HCdOLCAe7/p8SDlqcML1os5530qRdWLDgSxYvrgDgP/95ivHjHbKzczap36amRgoKCsnOzqGpqYkXXng2A6PdeFpSJyIiIiIdEq7FTU8sZ1lNDICWmMtfHlnG/549hkG5awNJR04t5qnZqzuOO3ZaKdGIzbxFraysi+MMjzKqNMSJ+xez94Q8FtfEGFEWIRSw+MfT1Uwcmc0eY3PIi3jkR+C4/Up5cFZNR3+l+UGGl4QgXYw87LZgv3MfsU9e8hsEI+R85xKa8sdumSdGREQGrPbC4Fv6LnVFRUX87ndXcPnlF5NKpSgsLOKSS67c5H6/9a0jef31WZxyyncoKipmt912JxaLZWDEG8fyBv6taUcDi2prm/r1bidlZXnU1DT22/ll26B5In2heSJ9pbkifdF9nqxuhZ//Y2GPdhecMJydR4Q7HsdSFktrk6yqj1NWGKa8MMhfHl3B/OVrq32fOaOcg3bNxnPBsyzuebmWl95f07F//NAoF5wwlEjAoy1p8fmyNj5a2MzE0TlMGBqhoFO5iZw6Q+zhS7uMySoZjn38VcTY8nUptjf6fSJ9oXkifbG550ll5WLKy0dttv63V709r7ZtUVKSCzAGqOh+jDKcRERERKRDdsiiJD9IbUPXQqmFuf7HxhQWtY0urfEUQ4uCjBvk15BYUJ3oEmwCuP+VKqZM2IG8sEdtk9sl2AQwf0UrlWuSjCoJkBX0mD60kemts0ku/JRgYF9SwybTFsz3G7d0PRbAq11GINkKQQWcREREtjYKOImIiIhsxzzPoyEGa5pTFOYEKIx6/PSYYVxz/xISKT87/Nj9SigvDBBPeTz9Xj2PvenfTa4oN8jFp4xkUC49bicN/rZUOsN8XUn17duzUo3En/wD3urlAKQWvU9w10MJTv0BSS8A+YN7HBsYvTuJUF77qjsRERHZiijgJCIiIrKdsix4+7MG/vfBJbTFXbLCNv9z/DAmDg/x5x+PoWpNkoJsm0H5AQKWx6K6VEewCaCuKcldz1Xyq+8MYWhxmJwsm+Y2t2P//jsXUBC1wPMoybWZNimfuV82MXWnfCJhmxW1bZQXBQGPQP1ykulgU7vkRy8SnnwUycggYnnDiRx2LrGX74BEG/bgsQQPOJPqeIjKugSRkM3gggAhW9EnERGRrYECTiIiIiLbqTWtFn/612JiCT9I0xZ3+csjy/nz2aMpikJRtP2jor+/+zI7gM+XtNCWgMKoxxVnjObhN1axcGUbe++Yx7SJ+bguBCyw8Tj9oDKm7ljAw69X09LmcvS0krXZSRu44VySIO6o/ck6dRIk20hFi6lozuKKexdT3+yPa9qkfL5/cBnRoIJOIiIi/a3nPW1FREREZLuwpjnZEWxqF0u4rGlOdW3XBvMqYkQjgR597Dwmh2jIXxqXcj2aWlNMHJXNnC8aufCORXxVlehoW9uY4i+PLGVJdYxVDQnufLaSuQtasCxI5Q/DKh7e0TY5dBcWH/YXXluWz5eVSVqT4HrQEiqmJTqUNqL889WajmATwFufNrC4Jp6pp0dEREQ2gTKcRERERLZThTlBwkGrS/2lSMiiMMdf5gawugUuuWcxDS0p9hifyxF7l/DsnFpcDwYVhvjBoYOx8bAsi/cXNPHxouYu53j09VVceOJQLDw+qei6D+Dpd1cz1RmBF8gj+6jfwoLZpFYv582S73HTw6sBvxD51B3zOOuwQUQC/rhiKfhyWUuP/ipXx9lxSChDz5CIiIh8XQo4iYiIiGynCqIevzlpJI+9sYqlNW20xlzOP244BVEPPL/G00eLmmlo8TOe5s1vYuzQFOceM4whRSFK8/y7y7XLz7b5+UEW2XaCj2uzeebDeKelch4FOT0/ehbnBUl5/rK7lnAp9qSjaIxb3Hnzwi7tZn/RyLf3KWZUiZ9llRWEKRPyetz5bkSZ7lgnIiKyNVDASURERGQ71RSzWFWfIByyOGZaKZPH5lKa43XUVbIsq0fdpgUrWnnmndVccsowLG9tgfCgG+Ng63WS82ZCKsmk0jHscfh/kSooBc/FAyaOjFKQE+xYBhewYepOBdz3Sg2nf7OUoOXhuh6xuEdr3KW7lpgLpJf1eR7H7FvC0poYXy5rJWDDd/cvY2TJ2uwsERGRvrK+egN7zj+hqRZyS3D3Oglv3PR+HZPruliWhWVtoNDhVkoBJxEREZHtUAqLu1+o5l3TCPjZS3O+aOSX3xlCOH2nN9f12HN8Lv9+u5aCnCBHTi3B82BIcZhY0iOrU0mncMNSYq/d1fHYWrWInZY/Ssr5Oe0VoYqi8LtTRzLvqyaSSY/caJB/v7WKqro435pSzJB8/wN1YbbFLmNyuizPi4QshhSvXSoXS8ErH65hSHGEKRPyyYsG2G2HbEKBnoEqERGR9bG+egP79Vuxkuk6gE2rsF+/FRc2OejU1tbGVVddSkXFQgKBICNHjuLnP/8Vl112Mc3NzcTjcaZN24+f/ORnANxxxy0sWrSQ5uYmqqoqufnmu/j44w+5885bSSaT2LbFxRdfzrhx47n88t+xZMliEok4w4aN4MILLyE/P58lSyq4+urLaWtrw3VTHH74UZxyyuncccctLFlSQXNzM0uXLsFxduK0077PjTdeT2XlSg444CDOPfdnm/hsrqWAk4iIiMh2aFWj2xFsavf50haq61MML1p7X5kRJUF+c+IImuMutz29oqPI+E4jszn/mCHkhNLZRA2VPc7hLppLONVEayC/Y1sq5fLgq9UE7K61o+IJP3upvg0+WdzCUfuWUJAT5J0vGhg1OMJZhw2hKGrhef4xFdUJHnuztsv5vr1PMSdNL+poIyIi0hf2nH+uDTalWck49px/ktrEgNM777xNS0sz9977EAANDQ1EIhGuvfavZGdnk0wm+cUvfsrs2W8xdeo0AD777BPuvPM+CgsLWbJkMddeexU33XQbI0aMJB6Pk0z6N+T42c9+RWFhIQC33vp37rvv/zjnnPN49NGHmT79G5x++pkd52xnzBfcfvtMotEoP/zhadx88438+c9/I5VKccIJR3P00ccxYsTITbrmdgo4iYiIiMg6BSyPiSPC/OmRyi53tPt8SQsVVXEmDU9nHeUU9zjWHjwW27bIqfsSAkGSeUMozctm5KAIiypjHe3Ki8IMLgzSGIMr7ltCTb3/QXqnkdlcevpohhUFCOB2BJIsy2JhZVuP8737RSPH7VtEWPdhFhGRjdFUu3HbN8K4ceOpqFjEddddy+6778m0adNxXZe///0GPv74I8CjtraW+fO/7Ag47bvvfh2BpDlz3mHq1GkdQaBwOEw4HAbg2Wef4vnnnyWZTNDa2tbRZvLk3fn73/9GW1sbe+wxhT32mNIxnr33nkpubm56bOMYO3ZCR38jR45i+fJlCjiJiIiIyNdXkhtgyoRc3vuyqWPbzqNzKMkPsqbNJSdiE7L85WmxJCyr6RngqW1MAiFakxbNoREUTzqI1Kcv+zsj2WQd8H1aH7sMr3Y5APaIXSg45Fz+5/jhvDe/CcuyyI5Y7DQim6yAx1crEx3BJmHb+qYAACAASURBVPCDWn95eCnX/nAUgU7L9ywLRpZFeoxn0qhswgELlOEkIiIbI7cEmlb1vn0TDRs2nHvvfZD33pvD7NlvcuutN/Gtb32bxsYGbr317nS209XE42v/EBONZm+w3w8/fJ/HH3+Ef/zjToqKinj++Wd54olHATjwwIPZeeddeffd2dx77908/fQTXHLJlQCEw2v//7TtAJFIuNNjm1QqRabo7z8iIiIi26Gg5fLDGYP5r28PZbexOZx9RDnfO3AQl81cwvl/X8gV9y+lKr3iLhqEA3Yp7NHH6MFhVrfAJfcs4Zzbqrmp7nBqZ1xJ6LhLiJzyZxIL53UEmwDcpR9jrfgU24KFK9u454VKHnptFVVrEnhYJFM96y+1xlzcdPwo7LaRU/spkff/xZTUu1x2bBbtdVRL80McO60EPNVwEhGRjePudRJeMNxlmxcM4+510ib3XV1dhW0H+MY3DuT883/JmjV1rFixnJKSUiKRCDU11bzxxmvrPH7vvacye/ZbLF26BIB4PE5LSzONjY3k5ORSUFBAPB7n6aef6Dhm2bKlFBeXcMQRR3HmmWfz2WefbvJ1fB3KcBIRERHZTuWGPY6dXsYBk3JY0+ry69sW0dzmB2wWV8X447+WcM0PRhENehw2pZC65iRvfFJPdsTmBzPKGV4c4q4Xa6ha42clzTIJZpkAv/3eaCaHLKxFc3ucM9nWwr9mreKNT+oBWNWQ4A8PLOHaH41hRFmEcLBrbadjppWSE/Yfh+a/RuzVtYXJnbJR3P7ji1nWksPgoiDZQWU2iYjIxvPGTceFzXKXugULvuLmm28EwHVTnHbaDzjkkMP4/e9/w+mnn0hZ2WD23HOvdR4/YsRILrjgYi699EJSKZdAwObiiy9n6tRpPP/8fzj55OMpKChk8uTdOwJLL7/8As8//yyhUBDLsvjZz365ydfxdVjbQVHF0cCi2tomXLf/rrWsLI+amsYNN5TtmuaJ9IXmifSV5or0Rfs8WViT4rKZi3vs/8OZoxmWLiLuWRaNrRAIQF4E2pLwmzsXU9uQ7HLMqQcN4og984h89Bjxt/7ZZV/ziTfx4zvre6x6+5/jh7PHmDAr6j0eeX0VK1fHOWxKMXuNzyYa9Igm60jc+3NIxLocFzn+EppLJm76EyHrpd8n0heaJ9IXm3ueVFYuprx81Gbrf3vV2/Nq2xYlJbkAY4CK7scow0lEREREyIvaWN3KH4UCFtlZfrCpOWGxsi5BMGAxpDCI63qEAxZ7js/j+bl1XfoaPThCKuXBhG8QWPEFqYoPAIvQbocRzMmnNL+lS60mgNyojefBkHyL844eRFvCIhIEXD/jynJdSHY9BoBudxUSERGRrYMCTiIiIiJCSa7NSd8cxAMvV3dsO/OwcoqyLWqbPa64bzF1jX4m004jsznv6CHkhj2O3KeYr1a0snBlG5YF396nhDGDw4BHS6iY8KG/INxSA3aAeLSUIEF+ctQQrrxvSUdtpt12yGF4SQjwaIpbvPRhPbM+qmd0eRYnfqOU8nyLeKSI4M7fJPnxSx3jsyI5eEUjtuCzJCIiIn2lgJOIiIiIYONx6K557Do6m9rGJGX5QQblB7AseGZOXUewCfy7x32xrI0pO0QozPK4+KRhVDe4JFLwaUUTz82tZ9+J+ZTlQtwLE88eBkBjm8WCyjYaWlwuO2M0bXGXgA3DS0JEgx5YFv98bRWzPvbrO9XUJ/i0oplrfzSagohNaMoJhPPLSX7+CvagHQhOOY7mSAkM+AoRIiKyMTzPw2q/q4Rssq9bikkBJxEREREBIGh7DCu0GVbYfqcej6Rr88WSlh5tKyrb2Htclr+0zvaoqotz/aNr70j3zJzVXHPmaIqi/uPGmMWVDyylcrW/BM6y4OKTRzJ+cJD2iFF9q8fr6WLi7VpiLitqExQMDdEaLMTe+WhCE2eQtEO0ubaCTSIi0kUgECSRiBMOR/p7KANGKpXEtgMbfZy9GcYiIiIiIgNEyPbYb1J+j+0TR2V33JAllrK4v9NSPIDmNpeFlWsLfFdUxzqCTeDXirr7+SoS3tqPowHbIhzs+fE0HFz7V2rX9YgRIenqY6yIiPSUm1vImjU1xOOxr52ZI2t5nktjYx3RaO5GH6sMJxERERFZJ9f12H/nfBZVtvHOF43YNhw7rZSx5X6dJgA8i1QvdwN2O33Qb425PfavaU6SciGU/qNpXsTj9EMGcft/KjvaTBgWZVhxCKUyiYhIX0SjOQDU168ilUpuoLVsmEU4nEVubsFGH6mAk4iIiIisV17Y45wjBvG9A8oI2lCY3fV2dpGgx4kHlPGPJ1eu3Ray2KE8q+PxqMERbLvjpnMAHLlPCdkht2Ob58G+Tg7DS0cxf3krg4vCjBsSISuoYJOIiPRdNJrTEXiS/qOAk4iIiIhskI1Haftn925LFDzPY8+x2fzqu8N5bl4d5YUhZuxZTGmO1bGcYXC+xWWnjWbmS1Wsakhw+F7FfGNSXseyvHYh22OHsgBjB+Wlj1WwSUREZFukgJOIiIiIbLKw7bHryDC7jxkCQCrldq2d4cHoUpuLvjeMpAvRoNcj2NSZ6m6IiIhs2xRwEhEREZGMSaV61mrqLIBLoNvSOhERERl4dHsPERERERERERHJKAWcREREREREREQkoxRwEhERERERERGRjFLASUREREREREREMkoBJxERERERERERySgFnEREREREREREJKMUcBIRERERERERkYxSwElERERERERERDIq2N8D6I3jOJcClwG7GGM+cRxnKnALEAUqgNOMMdX9N0IRERERkW2HbVtYlkUq5fb3UEREZDux1WU4OY6zBzAVWJx+bAP3AucaYyYAs4A/9t8IRURERES2bpZt4WITCFhUN8Hj79Rz54urWLgqhYtFwrXA2uq+CoiIyACyVWU4OY4TAW4CTgZeTW/eE2gzxryRfnwzfpbTD7f0+EREREREtnb1bRYvfbiGefObOPmbg7n+0WXEEn5m00vvr+G8Y4fxxFurGDkoi2P3K2FQLnhePw9aREQGHMvbiv53cRznWmCJMeYmx3EqgCMBB/ihMebbndq1AMONMav70O1oYFHmRysiIiIisnVZ05jgwjsWUFEVIxq2OXzvEh59o6ZLm9HlWQwtifDWp/XkZQe4/ifjGVoS6acRi4jIADAGPzGoi60mw8lxnH2BKcBvN0f/tbVNuG7/BdfKyvKoqWnst/PLtkHzRPpC80T6SnNF+kLzZGCpqHWpqIoBYFng9vLHZdf1CKRX0zW2pJi/rJmQG19vv5on0heaJ9IXmicDh21blJTkrnv/FhzLhhwA7AQsSmc3DQeeA8YBo9obOY5TCrh9zG4SEREREdkuuNhUrUl0PG6JuRTlhggGrC7tjti7hOyIjZXeXF2fpC3VtY2IiMim2moynIwxf6RTMfBOS+o+A37sOM70dB2n/wYe6o8xioiIiIhsrVY3p5j7ZSO7j8vl/a+aAHjy7VWcd+ww5phGGlqS7D4uj3e+aKCpNcX3DhjEnC8bWVYTo3pQmJElgX6+AhERGUi2pgynXhljXOB04B+O48zHz4TaLMvuRERERES2VZZl8c4XDQwvjXD2EUM4YLdCDp1SxGeLW1i5Os7eO+bz7Jxa3v+qifnLW0mkPPbZMZ/n31tNIKAMJxERyaytJsOpO2PM6E4/vwXs0n+jERERERHZuhXnWMzYs4hPKppZ3Zhk4cpW3vq0nkTSr+MUDFgMKY5QVecvu/t4URO50QC7j81hUH4A2HpuJiQiItu+rTbgJCIiIiIifWd5HsdPK2b+ihhVaxK8+Wl9l/3jhkZ55/OGjseTRuUwbmgWOwyOELIVbBIRkcza6pfUiYiIiIhI30SDHruODLPfxDz2GL/2zkEThkcZXR5hVYOf3eQMj3LI7gXsMiJMTljBJhERyTxlOImIiIiIDDDZQZdzjxzMqoYyXM+jLD+AbcG1Z43peBxWVpOIiGxGCjiJiIiIiAxAIctjSIEFWLTXZ+r+WEREZHPRkjoREREREREREckoBZxERERERERERCSjFHASEREREREREZGMUsBJREREREREREQySgEnERERERERERHJKAWcREREREREREQkoxRwEhERERERERGRjAr29wBERERky7AsC8sC1/U6tsVSFstqE9Q3pygvDlFeYOuvUSIiIiKyyRRwEhERGeAsC2qaYN5XjTS1pZgyPo/hRTZJ12Lmy6uY9XF9R9ufHTeMvcZmdQlKiYiIiIhsLAWcREREBriaJrj4rgpa4y4Aj79ZyyWnjSIcpEuwCeC2Z1binD2G3LD/2LYhHA6RTKZIJt0tPXQRERER2UYp4CQiIjLANMYtltbECVXXM6QowGdLmjuCTe0emlXNsdPKehzbEnOJJT1yw1Afs5j7VTNzv2xk/LAo+03KpyxnS12FiIiIiGzLFHASEREZQGpb4LKZFdQ3pwAozgvy30cN7dHOtiyGFIcIBS0SybXL53YaGaUwauMCD75Ww+uf+BlQHy9qZvbnDVx88gjywlpuJyIiIiLrp7qgIiIiA4RtW7z6UX1HsAlgdWOSBSvaKCtY+zems/YLcvHOnzB49vVcfkIRIwdFsCzYe8c8zjlyKAHLparR5Y1Puy63W1EbZ1ltYotdj4iIiIhsu5ThJCIiMkDEPZuFK9t6bF9a3cZFJ4/ivperGV3icUjLA3gfvU0KGL1oLlfscSLxnQ4nHAlie372krWe8wQCFpZlqaaTiIiIiKyTMpxEREQGgOa4xV8fWc6kUT2LLE2bmE9JtsfPjh7MSZOTeF+9jZVbgpVXCsk44XfvpaR1EQE8XGywbAbl2xywa2GXfoaVRhhcFOaB1+v467+r+Gx5goRiTiIiIiLSC2U4iYiIDABfVcb4uKKF0sIwh+9dzIvz6rAtOOEbZTjD/FvOea6LZwdYfsAlzKnKx/Vgr/Jmhn9wM82BAuZ81cYTs1eTn21z4jcGcfx+JYwbFmXe/EbGD8tmrwl5/P7OhTS2+VGmOaaRnx4zlH3GRfE81XUSERERkbUUcBIREdnGWRbU1Pu1lV75YA0jyiIcO62UcMjmoN1yCbI2GLQoVsZF/2khmYoD8Kgd4o/f+RVLKnO58YkVHe0+rajgmh+O4cCJUQ7dLY9EwuXdr1o6gk3t/vlqDZPHjCSsnGkRERER6UQfD0VERLZxngdjh2R1PF5aE+OhWTWsakgQT65tFwhYzPq4gWRqbQDKdcE0FvLYW6u79Ol68NniFjwPYrEkVQ0usSQiIiIiIn2igJOIiMgAMLI0yA9mlJMdsbEs2GfHfPKjAebOb8a2LZKeX+i7Jdaz6FJzm0dutOdHgqx02lLFKpcLbl9IS8wl2i2V6aQDy4gENs81iYiIiMi2S0vqREREBoBI0OKrFa0cvncJ4ZDFxwubefSNGs47bjj3vraaDxc2s9eEPGbsWcwrH66hc8mlCcOzcIZHueK+xR3bc6MBdhgaJZayuOO5laRceOyNGk4+aDCLq9poaEly8ORCxg8Jq36TiIiIiPSggJOIiMgAkEp5TBge5c5nKzu2fXufEh58tZoVtX69piferuWLpS1c+6MduO+lKpIpj8P3LqE4L0hR1OKaM0fz/oIWkq5HblaAy++p4Ih9ihlUGGZxVYym1hR3PruSISVhzvpWORMGBwEFm0RERESkJy2pExERGQA8z2PKuBz2GJfbsW1EWaQj2NTuy2WtJFMeIwZHCIdsbnh0Gb+8ZSGLV6UozQswb34Dz75byz0vVNIad3nk9VXsN6mgSx8ra+PkZukjhIiIiIismzKcREREBojcsMdPjyqntjEFFmD1HhRKpDyeertrkfDbn13JL74znK9WtPVoH7Dh4N0LeeXDNRTmBDn78CGUFyjgJCIiIiLrpoCTiIjIABK0XAbnWwBEc7OYNjGftz5r6Ng/Y0oR8USqx3GVq+NEwhY7lGexsLJr0Km8KMQZB5Xw3f1KCAQgGvRQ2aZtTyBg0dISBwuyoyFSPaeByICSJIAFBNj2Jrudjum7Pe/zICKyzVDASUREZIDKjQY54+BSpk3MZ0FlG+OHRhlbHqKuuWe06MDdCskJepx79FD+96FlVNbFiYRs/uvbQyjLtbA8j5yw31bBpm1PMhHn2TmNPPx2A5ZlceK0PL65ax7BULijjYtNXYtLwIbCqKUXehtg21DXarGqIUl+doCyPEABCuKuxUeL23jirVosC46bXsrE4RHC9rrntGVBY8wikfIoiFrY/VSfzrZtltal+LiiGTcFO4/JYWSJpddVRLZJCjiJiIgMYNkh2HVkmMmjI7iu/wUqkm9xwYkjuO2ZldQ3J9l/lwKO2bcYPI+yXLjy+yOoa3LJjlgUZCnuMBB8sriV+1+vTz/ymPlaPeVFIXbZwQ84NcYt7nmxine+aCRgw/HTy5ixez6RgF78rZVtw/wql78+spSGlhSRkMVZhw9ln3FRrO08OvHF8jh/e2x5x+O/PLyM3540kolDe//qk/Is3v2yhbufr6I17rLnhFzOPHQw+ZEtP/+XrE5x+cwKYgn/3MHXLS45bRSjS7SMWUS2PfrNJSIish1oDzYB2BbsMiLEtWeN4sZzx3LWIaXkhdfuj9ge5fkW+REFmwaCSCTES5+09tg+67NWIpEgnucx65MG3vmiEYCUCw/NqmFRdbzHMbL1qI/Z/L/Hl9HQ4i8XiyU8bn5yOZUN23ewKRIJ8vIHdT22v/bRGiKR3gNOy+tS/OOplbTG/edu7pdNPDF7tZ/2tAUFgzZvflrfEWwCSKY8np+7mlAosEXHIiKSCQo4iYiIbIc8D7ICHrlhD/pp6YhsGalUirGDen5ZHVNmk0q5NLeleOOThh77P1vSgm1v2S/c0nd1TSlWNya7bHM9qF6zfQcKPc8jP9ozsJSfHcRdR0GkpatiPba98Uk9rcleGm9Gtm11BBA7a2xx/RtBiIhsYxRwEhERERnAkkmXA3fNpyBnbdCpKDfIfpPySSZdssIBdhwR7XHcqEFZXTLjZOtSkG13eU3BT8gpyQ/104i2DvF4ikP2LCIUWBuhCQctvrFrAYlE7wGn4tyeAarRg7MIb+Gkong8xf47F/TYfvAehSTi217hcxER1XASERERGeAKcyNce0Y5i6tjWMDIwVlkZ/n1m4IBiyP3KWbu/CbWNPkpHTuNzMYZloWy37ZeRVH4ydHD+MvDS4klPGwbzjiknKEFSoUZXWJx2fdH82lFM5ZlsfPobEYUBdaZ4TSqLMzksTl8sKAZgEjI5oxDBxPoh/k/tjzMr04YwWNvriLlehw9tYQdh0XQe1FEtkWWN/CLM4wGFtXWNvXrX+nKyvKoqWnst/PLtkHzRPpC80T6SnNF+qJ9njTFLVbWJQgFLIYUBVUwfBtg21DdZFG9JkFRbpDB+Tb2ZioYvi3+PrHTaznWEWfqIpayWFGXpC3uMqQ4RFHUoj+/J6Ww8bAIWaltqpbetjhPZMvTPBk4bNuipCQXYAxQ0X2/MpxEREREhNywx/jB7R8Nt6FvuNsx14XSbI/S7PbXbfsuGN5dXwJN7SIBjzGlAcBfR9fff5QPpF/LbSnYJCLSnWo4iYiIiIiIiIhIRingJCIiIiIiIiIiGaWAk4iIiIiIiIiIZJQCTiIiIiIiIiIiklEKOImIiIiIiIiISEYp4CQiIiIiIiIiIhmlgJOIiIiIiIiIiGSUAk4iIiIiIiKyRYXDNuFwoL+HISKbUbC/ByAiIpln2xau6/X3MERERES6CkFFlctbn64hlnDZf5dCxg4OYOlzi8iAo4CTiMgA0pyABSvjLKhsY/zQKGPLQ0T1m15k87KgpsmjanWC3OwAQ4uChG19cRIR6U1FpcsV9y4mmfJ/T77ywRouPnUUzmBlO4kMNPoaIiIyQCRci5kv1fDWZw0d22ZMKeKUbxRjoy+/IpuDZcEXK5P84YEltP9x/hu7FnDGQaXrDDpZFsRSFknXIifk4Xl6f25JrUmbFXVJAIYWB4kG3H4ekcj2IysaYvbnNR3BpnZPz65l5xOHkYgl+mlkIrI5KOAkIjJA1DSmugSbAJ5/r47D9iiiLLefBiUywLUmLf7x5Ao6rwSZ9VE9h0wuZHRpz7/We1h8uTLBHc9WsroxyWF7FvGtKYXkhtd2YFmW31aBqIyrbbH4+5PLmb+8FYAJw6Occ9RQSqJ6rkW2DKtHsAkg5XpY/TAaEdm8VDRcRGSASCR7/8KUTOmv9yKbS1vCY3Vjssf2xtZUr+0r612ufmAJK1fHiSVcnphdy/Pz6rEsC8uCqiZ47oNGnpnXyMoGBUEyybZt5nzZ2BFsAvhyWStzvmzEtvVVV2RLaGuNs/eO+XR/yx2+VzFxZTeJDDgKOImIDBCDC4MMKQl32TZheJTSfCWzimwueRGLXXfI6bLNtqC8KNxr+6U1MbonLj0/dzUtCahs8LjozkXc+1I1D7xSzUV3LmL5GgWdMiUUCvBJRXOP7Z9VtBAKqXaMyJYyojTEhSePYp8d85g8NpdfnziCseWR/h6WiGwG+hYiIjJAZAU8fnvicP7zXh0fLmxmrwl5HLp7ISFLGU4im0vA8vjRt8q57ZlKPq5opig3yDlHDaE014JeaqflRHsGNkoLQmSFLZ55r6FLpmLKhWffW82PDysl1csSFNk4iUSC3XbI5aOFXYNOu+2QQyLRM0tNRDaPaMBl4rAAE4YP9ZfRJROAPquIDEQKOImIDCBFUTj1gGJOnF5MyFYNGJEtoTDL4xfHldMY84gELbLXUwh8VFmYUYMjLK6KAX421JmHlRO0el+G19iS8quMq/D/JnNdmDIhl48XNfHBAj/oNHlsDnuMy8XV7dhFtqhUCiy0hE5koFPASURkgAgELCrXpKhvSVJeGCKSbZHqvYyMiGRYwPIozALweiyZ6yw37PHbE4azuCZOS9xlRGmYwfk2qZTLgbsU8PL7a7q0P2LvYlJJ/eU/U4qyPH569BAq65JgWQwpChBKZ1ZYFut97URERGTjKOAkIjIAeJ7Lyx+3cc8LVSRSHgU5QX713WGMKlFdEpGtTU7YY+Kw0NoN6SjHyNIgvz91JI+8sYpkyuO4/UrZYbA+qmVa2HIZWdxextQl7LYQWr0Ib/VSrKJhJEvGELN1a08REZFNpU8xIiIDwLI6lzuerex4XN+c5KYnVnLF6cPICuruSyLbAhuP8YOD/Pa7Q/EAy1Nm0+YWtJIE3n+M2Lwn127b5RBCU88gQe+F30VERKRvdJc6EZEBoLq+Z8Hbyro4a5r1hVVkm+O5CjZtIZGWGhLznuqyLfnxi4Sbq/ppRCIiIgOHAk4iIgNAWX7PhNWyghAF2fo1LyKyLl4yRm8F2f3tIiIisin0TUREZAAYVmxzykFl2OnVc9kRm3OOGkJORMvpRETWxc0dhFUyvMs2K38Qbl55P41IRERk4FANJxGRASBg2Rw2OY/dxmSzpilJeVGI0rwAqZRuuSQisi5tVjY5376A1HuPkqp4n8CIXQju812aVDRcRERkkyngJCIyQFjAkIIAQwr8O9Mp2CQismHNkUEEp/+Y4L4tJAPZtHlaACAiIpIJCjiJiIiIyHYt6f1/9u47Tq7qPPj479w7vc/2XtQLkkBIgGiiF1FNs41xwDbmxW8cO8mb18nrxC2B2LHj2IkTl8QVY8AUU03vRYAQRUgISaCyvdfZnZ1273n/mNWslhFGoG3SPt/PR3/MnTszV7N37j3nOc95jkHGCOyvnJMQQgghPiIZwhFCCCGEEEIIIYQQE0oCTkIIIYQQQgghhBBiQknASQghhBBCCCGEEEJMKAk4CSGEEAdIqek+AiGEEEIIIQ4NEnASQgghPkDCMtjdbfPoG0Ps6rLI2BJ5OlBut4lpTvdRCCGEEOJPUQosDJSMrokJJKvUCSGEEO8jZcNbTSkeeKkHn9vk2MUhfvbHNs47toC1S3xoWdHqfaUzGd5uzfDGrjjVxS5W1Pko8Ms4lxBCCJGyDRIpjc8NDjX9jYlYUvHsW4O8uHWQpbV+zl4VocA73UclDgcScBJCCCH2QynY0pDkh3e35LZt3j3ENWeX89vHO1g5t56Aa/obiTOR0zR4YGOc25/tzm2rLHLzd5dXEPbKyOlUSGEynNQE3Aon1nQfjhBCCLJti5Z+zX/d30RTZ5I5ZR6+cEEFpcH8/QzDQGuNbU9uW8NC8ctHO3j1nSEAGjuTbNwR44ara/A6pJ0jDo4MNQohhJgWIxnFOx0ZNjWk6BrWMMPiEBlt8IcXusdtszV09qfwuBQZSxph76dnKM3dL/SM29bSnaSxKz1NRzS7NA/Av97Zwl/95F3+7a4WWgen+4jEbGBr6BzSbGtL0z2s0TPtoi7EFFCGYjAJPfFsIOe9YinFDbc00tSZBGBXe4Jv39bISGZs33ha8cL2BDfe3spdLw7QOzK5x9w7ZOeCTXt1DaRp65V7tjh4kuEkhBBiysXTiv+4t42tjXEATAO+cVUddUUzZxzEUOBz5x+P06E4en5gNFNHgk77k7HB2s+IbMqyp+FoZpe+pMH3bt9DXywDwFsNcf7tzia+dlUtYZd8/2JyaBQv7ojz3w+2oXU2O+MvLqpk9Vy3TD0Ws0baVrywdZibH+8gldEcOdfPteeUEXKP/Qi6BjIMjYzPOu2NZeiJWVRFDVCKBzb08cDLvQBsbYjz7Jv93HB1Lf5Jyqo2DYWhskHjfTkcM6dNJg5dchYJIYSYcg1dqVywCcCy4eePtJHRM2dEXGmbK9aWjNvmcxssqPRx6QlFKAk2va+SkIOTl0fGbQv7TSqLXNN0RLNHW28qF2zaq7M/TUefjFSLydMb1/zPQ2254JLW8JMHWumL/+nXCXE4ae7N8MuH20llsj+EN3YOc99LveOWuA14zNzDgqCDZfV+ogETvyfbLR8cgQdf6R33vj2xDC2TKVxHYwAAIABJREFUmG0U9SnOP7Zw3LYj6n2URWTFD3HwJMNJCCHElHvv6B5AR2+KlKVwzKB6AXOKTW78TB0bdwwR9Jksr/dTFlbYMp3uT8pYmkvWRCiLOtmwPUZVsZuzVkYoCco412QLePI7CIYC3362CzFRBoct7Pck0KUzmqGETcR7YL/7obRBU3ea/qE05QVuqgsU5swZgxDiAzV3pfK2rd86yGUnFrD3ElwYUHzilBI02bbQnvYE5x1bhNMczZpWYCiF/Z5BrclcOE6hOf+YCItqfGxtGGZOuZdFVR5chrR1xMGTgJMQQogpt79Ml1NWRPA59YyapWYoqI4a1K4JozXZ4p0SbDogEZ/BRceGOePICKYJTpXfIRUTryzi4NxjCnhow9gI+QVrCikPG4D8AcTkKAiZeFwGidTYORb0mUQDJgdyUY9nFLc93cWzmwdy266/oIK1S/yk01L0XhwaisL5Xes55Z6xYBJgoDllWYh/uaOZXW0JALbsGWZb0zB/fn4pIQ9ctKaQu54fqyFZXuCissDJZDaQPA7NEVVOltdER4uUS1tHTAwJOAkhhJhyZSGDr1xRzf881MbAUIaTl0e48LgCZmqxj8leIeZwlU7buAxA59eGEJPDpSzOPybKijkBemNpCkMuqoqcmBJsmhROlwlak07P7u834oG/+0Q1P/xDC/1DGQpDDv760ioCLn1Al/Xmnsy4YBPATY+2s7CqnkJZmh3I1snqGdYkUjbFYRO3ZJ/MCEop0jY4DU1diYtVCwJs3JEtwO1zG5ywNMK/39vGp08vpSSYbeZ0D6Zzwaa9Nu4YojtWTGlQcfbKMLWlHl7eNsjcCi+r5vuzA3JTQNo7YqJJwEkIIcSUMxQsq3byL5+tJWNBwM2MDTYJcagJujRLKhyMNfNmdzBkMqQs2Naa5vFXO/F6DM5ZXUB94eydMqo1zC02+c5naxlK2AQ9Bj7ngQWbYP/TrONJm3hSS8AJSFmK+1/p574Xe9AaKgpd/O0VVUTlu5lWPXG4/6UetjXFOWFpiFOWhbl+XSmta4rY3Z5gJGXz28faGUpY7G5v4DufqcPv0qj3mR+3d7PHoTmy1sWquSVYlkZL+0gcwiTgJIQQYlpoDR5Tw4HNuBBi1lIKlMqmisno88ywtSXNv93ZlHv88rZBvvVn9dQWzN6iQ1qDz6HxBbLThz5MH7mi0IXToUhnxl40p9xDUcgEZEpdY0+Ge9f35B639qS4/dlurjunGCXBiGkxnFZ86+YG+oeyizTc8Ww3ezqS/Pl5JXhcil890j5u/4Fhi47+NHNKHJSETRZX+3i7aayq/vFLQhT6R1OCR2UyBz9YoJSSgJWYVhJwEkIIIYSYoUYy8OaeBE+83k9NqZuzV0Zz0zLE9LANkwdeahu/zYZX34kx5/gIliUZZR9WZQT+9uM1/OKhNtp6Uyyt9XHN2WV4DQk2AbT15Bej3rRzmES6GK/05qZFa286F2za65XtMfpOLcbtUJhGdgXefXnc2SxIl6H54kXlvLFzmDd3D3P0/CDL6ryY6sAv7EpBPK3ojln43QYFfjXuxjCUUuxoSdDel2JBlZfaIidOmYYppoFcooQQQgghZiBlKJ56M8ZtT3cCsK0pzvObB/jO5+qIeKb54GYxAzCM/Ewmh6kkEPgRWRYsKDX5+lW1jKRswj4Dp2Q25ZQVOPO2HVHnwzu5daTFn+DczxKKppH9F/EqPr62hFue6sw9d8qKMCWhsZTuoEtz8hIfpy4LYFn2h85CahuEb9/WQF8sg2nA1WeWcdISP6bSjGQUP/hDK++0juT2/+w5ZZy61CfXKDHlZu9kcyGEEEKIGWw4CXe/0DVuWzxp07SfpbfF5NEohtOKjB7tYNoWFx9fNG4fp0Nx1LwAtizFeFD8Dosin5Zg03tUFzo4d3U097g47OTjpxRLquM0Ko86WFLrG7ftkhOLiXizmUanrwjwrT+r5X+dX84/XFnDlWuLcLwng0nr7LS5P/Vn1Ch6R7L1ojTZa1BaG/zXfS30xbIZVpYNv3yknfaB7O+mpSc9LtgE8LsnOoklZ++UXzF9JMNJCCGEEGIGUgpMY2w57b32l10zkUYyit4hC5/bIOpTs7pT259Q3PxkJxu3x6gv83DtueVURQ0WVDj4h0/V8uzmfvxukxOOCFNboJB4k5gMHgdccWIBpx0ZIZGyKQk78Dpm7+9yJnCbmi9eUM6OlgSNXUkWVXupL3HlrpdOA+qLTOqL9lZ2//B/r3hacc+LvTzyah8ApyyPcMXJhaQtm4aOZN7+PYMZKiMuUpn8z0plbKz31ADM2IqumMVQwqY07CTsReo9iQknASchhBBCiBnI74IrTyvh5w+NFZ8tCDqoKXIxWfNoOmLwnd830DOYwWkqPntuGWvm+zA+RG2Rw0VGK350byvvtGQzBXa2JfjWzQ1879p6wp7sFLAjqkuwbU0mY0uwSUwqU2lKgwpZaWPmCLg0K+vdrJrrGV3QYWL/LlubEjy8sS/3+KlN/Syo8nLsAh9VRS6au8dnuxaGsl37ykIXPrdBPDl2UVq7PEzIOzaAkLYUf3ipjz++3AuAx2Xw9U/VUBWVCVBiYskZJcQhxjQUTnNs6VQhhDicKAWxlGJnV4aOmMbWs/diZ9uaNQv8fPWTNZx2ZISrzyzlG1fVEHRPTmczrQ3+894Wegaz0zTSluZnD7TRGZudkZT+YTsXbNorkbJp70/nHqdS1oSsJCWEOHR9lNVDE5aibcBmIAnsc5tLWYpd3RbvdFq8vG0w73XPvzWIx6n44kWVBH0mAIaCy9eWEPBmu/YRr+Yfr65jzeIgpVEXl68t5pxVBezqzDCSyX5Ya7+VCzZB9tr24/tbSduz954rJodkOAlxiFAKfPFW7M2PYnfvwbv0DKyqI0magek+NCGEmDBNfZobfrcnNzJ76YlFrFsVnrWr6zhNzaJyB0urirBtPanTHYYSNg2d+dM0ugbSlIVck/a5M5XLqXA7Fcn0+O/c75bxWjHxHA4DwzTIpK2PFMAQh472GHz39ka6B9K4nYr/dV4FK+vdaBT3vdzPfS/1EPY7WLsiAsTGvfaIOh+2rakuMPjLS6p4t3UEQylefnuQZzb18c2ragi4NCUB+MK6EgaTip890Modz2TrAVYWuvi7j1fRN5TOO67m7hSJNDjdU/EtiNlCAk5CHCK8yW5Sd3wNnRwGwGrZhuv4T2Auuzhv2VUhhDgUpW3Fj+9vGTcN4K7nu1k5L0B1wezu5FtTcKH3uxXlURdtfeOnaRQEZ2dzMeyBa84u42cPtOW2rV0epjQsU5rEh+dQGVwj3aBtMt5iUoytPNcdh+e39LO9aYQj5wU4ZkGAqFfOsUOeUvSPZP+OYa9CaU3KVvz73U10D2QDPsm05j/uaeFfr6tHa819L/UAMDCcwec2qCp209yVHQioKHBxwuIgtp1die77dzSNu18CNHanWFKRPbcMBS+8NcjmPfHc8y09KV7ePsSRc/MHrJfW+vBJsElMsNnZghDiEKR6G3LBpr1SG+7GtehURszwR3pPCwPL1ngcHy0dWAghJtJImlzDel+tvSkCXg8FPiUFTSeRy9B88eIKbrylkXjSRin4xKkllIZnZ7BPazhuvo/az9TR3pcmEjCpLnTO2mw78dG5rRjGq3eR2vQIoDHnrsJ78ucYcUQZShv8211NuWvfWw3DbG8a5n+fX4aDbDDBMBRKqUnPchQTZySj+OOGfh7Y0AMazlpVwMXHRRlJa1q681ca7RpI43Ob47bd/nQn5x5TyNVnluI0FeVRJyNpm4Yei5DfQdrKPxcsS4NSxJLZukxbG4fz9tnWFOeclWG+cEEFv3y4jWRaU1Xs5vrzyxkc0ShFbrU9IQ6WBJyEOFSo/TT4DYNxE78/QNqGlj6L7oEMQZ+DTbv62bAtxnnHFnLC4gAOAxyGluCTEGJa+Fwwv9KbVzdnKGHzlZ/v5h+vrqM8JPUlJlNNgcn3rq2nazBD0GtQGDAwZnE2j6k0VVGDqujeYf/Z+12Ij87Z8TaJTQ/nHls7N2KWL8JYegHNPam8QPvGHUO091tURRT9CVi/dZA3dw+zZnGIo+f5CbjkPJzp3mpK5LKVAB5+pZc5ZR6OnOOlMOTI1crbKxpw4POYhHwmg3ELAFvDa+/EuHhNBKeheeXdOD/7YxsZS7Og0sP5xxVy9/PduffwuQ3KC93c9lwfD2/sJeJ3cNHxRWzaOT7odNziENq2OH6Bh6U19YykNF63wd0v9PDkG/0YCi44Ljud3SOrIYqDNDuHrIQ4BOmCWvAXjNvmPuFKks4Dy27SKB56dZCv/6aB/7inhRtvaSCdgeKwE6UUtzzTwzd+18xDr8cYSkmHTggx9RxKc/355ZREstMBnKbispOLefntQZJpza1PdaH3F3wXE0ZrTdCtmVNsUhxQszrYJMRECGR6sHZvzNtuvbMeBxbG+6wCY6hsYel/vbOF257uYmtDnF883M5NT3Rif4jBRjH1HA6Dl7bmF/x+bssAQY/Bly6uxO0c+xt+8tQS9nQk+cZv9nDVGWUsqPKiFCyf4+crV1ThNjQ9w5of399KZjSraUdLAsuCz59bzpxyD6esCPOPV9exrWmYBzf0YtvQG8vQ1pvijJVRDJU9p85ZXcARNV60ziYwhdxQFjJ4491hnni9H63BsuGe9d3saM3POBbiw5IMJyEOEXFnAf5Lv4nesxG7pxFz3hrSxQsPOBtpIKEYHLGpKHTR2pNN5X301V7+7hM1/PT+VvqGsiMtDR0JGjqSXHt2EYak0gox6bQyGBjR9A9nCHpNCnwKNYs7+cV+uPHqGna0pmjqTvLc5gFaurON3uauJGlL45KYkxDiEOC1BkjecyOuhcfnPWdULyOFSVWhYk6ZB8NQrFoQxNIwkrQoDZs0dadpfE8h/5fejnH5SUUUByTo9FGZClyZAbQySZrBCZ+maFmahdU+NmwfX/B7UbUPy7KZU2zy/c/PoXMgTdhv0tyd4gd/aAHgZw+0cOziMNeeW05JcCzo3xuz0BoKQw5OWhbB5TDYsH2QL11UwUlL/CilsWzFjzb2j/vMh1/p5TPnlPLD6+eggYgvW0tKGYrBRHZRopBX8eyWgbz/x8Z3hjiqvmhKagiKw5cEnIQ4hAy7S1CLzsMwFIkDvPgrpWjtt/ndU200dSU5fnGYM1c6+c1j7WgNwwkrF2za6/ktA1x2YiEFvsn4XwghIPvbbBuwaelJ8D8PthJP2hgGfOasMk5a7MdQszfo5DY1Qa/BbU91jtt+6opser8tbV8hxCHAGGiDxBAjpcsxK7agW7dlt0fLMJacjmVrfA7NX1xcycMb+7j92U4chuKSk4rJWDaGsf+gUiJ/gTFxgDyZQdSWh0i/9gDK5cF38jWkqleTVhO3Eqdla+ZXeimLumgfXYShJOLkxKXB3EBxyKMJeRxYGPzw7uy0OKepWFTjo7MvxcvbBvnYseHc/a4w6ODIOQEW1vj440s9JNI2a1dEcDoUaButs4G0+jI3dWUeKovcKGBX2whuh0HUN1qSSWviacUjrw1w/0s9mAZ89pxSFlX72NE8fjr7/AoPttxwxUEyv/nNb073MUy2CPCXIyOpaa175ve7icfzC8QJsa8DPU8+zEhM3wh89Vd7aO1JkUjZvNMyQshvcvlJxSyp8+N2KBZW+xlJWbn55KYBZ68qwOv8gDcX00KuJ4eHvhF46s0BHnqll4HhbL0GreH1d4c4/ogIAffBj14fyudKwGtQVeJla8MwlqU5/agI61ZHcUp204Q7lM8TMXXkPPnwXKkBGqOr+fK9HpJVR+NddCyx6hPxHnMRaW8hkM0weXXXCLc/05WbzrRlzzBL6gLUFjvZ2jRCb2xsYHDNkhCNnQmOqAtgzsCBiZl8nhiGwvnOU6TX3wbahkwKa+cGPHOOJOUtmrDP6YhpvvabPZx6VJRVC4IsmxNgaZ2fBeWuvMmQhoJtzQmKwy7OPLqAtt4U4YCDYxaFKAqqXNk4r0sRDLj47z+2kcpobA272xKURF3MK3Pn+rmVJT6eebOfpzf1s3n3MIUhB2eujOAdTTNRCjbuTPDbxzuwR8+3jTuG+PSZZby5ayi36l1NiZtLTyzkPXXMJ8xMPk/Eh6OUwudzAfw70P/e5yXDSYjDXEtPimR6fINkR1OcZfV+fvVwG3tn5F18QhGWDTtbRzhjZQEZy+bDFCQXM49hqNE5+h/cIE3ZiuGkxu9WuGQFpinR0pMi4HXklkbeV28sTVlo4kZbD0UOBWsWeFlWW4+lIeAGJdN8hRCHEDtazdNv9JFMD3PPazb3kE0dP2c1HD0vTWnESdRv8PSmvD4aG7cPcqy5h0+fspQ3GrKFxeeUexkczvDwxl6uOKkI5+y+TXxoTjtBZvNjedutps0YhYsmbNGcjv4Ulg33re8et33lnLlE/QaWtc9qg1pz2UlFbN4zwm8ebc/t++qOGN/+bB2lwWxb3DSy2Urv9fhr/axdGsChsu2+N3bFxmUqbdo5zDvNCY5b4EFrUMrgyTfyz7en3+jjhmvqaOlJYRiKiqgDrxQMFxNAAk5CHObcjvx0gNNXRvnFQ+3se1+9d303X/5YFd2Dafa0J0imbGCShjVmC6WwtcJUU7uMsSY7Veu1d2O4nYoj5wQoCe5/OXmloLVf86N7m2nuTlFZ5OIvLqqkMqJkNdxJ5nYY9A9lKIk46ewfH3QqDEl6IYBta3x7vwo5H4X4yBK2QTINIQ8oLVNkpkra8NA5lN8O6xpIc8dz3bT1pvjetfVcuKaIlp4kDkOxuz3B81sGqItkSD7+UzxHf5nHXg1SGnGxeXc3iZTNcYuD+CTY9KHZhhOjoBJ6W8ZtN8IlE7pCc9if38W+cE0h77YleXnbIPMqvaya7yfiyT5XHDJ57s3xQaCMpdm8J07Zcj9aQ8aGkkj+H7262IXDIHuPVIqN24fy9nlz9xDHL/KN1mLSzC33sL0pztI6PyvmBgCoLHDid2rml+49drnpiokhielCHOYqi5zMK/eM21ZW4CKZHt/g1DqbVXHrkx209yYpjUg8+qNSStE+qPmvBzv52m+beOqtYUYyU5ct1tRr8dVf7ub2Z7r47eOdfPVXu+mI7b/hMJRS/PNtTTR3Z9OaW7pT3Hhr435XKuwdgR3tGTpiGltL9tvBqixy0tiZ4GMnFhPyZYO7DlPxhQvKpRisEGJCKAU7u2xuuKWJL//4XX50fzvdcbm+TJVMxub0oyJ524+o87OzdYRE0qahK8V/3N3MrU928tvHO4gnLS5cU8hRrnfQIzEqdtzOdSeZdPRlSyMsq/Nz5akls3pxiY8qbRs4j7kMHO7cNhUpR1csndDPqYg4OOvoaO7xvIpsUfgf/KGZ9VsHuemxDr59WzPx9OhvUWsMM/936TD21nvU/MudrfQPZygvGAs6eVwGl5xYRFfM5oXtI7y+O8FR8wJ577OsPpCrxWTbmjOOinDesQVEAw5ufbKDW57o4PHX+xlMTOjXIAQgGU5CHPZ8Ds2XL6nktXeH6Y1liAQc9A9liAYd9O1TE8DlUPjcJp84tYQ1i4Iyreog9Axn5+7vncr4y4fbicWLufCYEHoCR9D2RxkG977YNS57LZnWbNwR4/xVobwRvJ5YhoHh8UXjY3GL7sEM/sJsEEQpxdutKb57e3NuOd6rzijh9GXBGVk/4lDhc2i+eEE5DV0p/uLiSpRSFIWyq9RJepkQYiJ0xODbtzaQymSvKRt3DDGcsPmbyypxYk3z0c0O88td/OUllfz+6S4ATjsqyqadQ1g2nLg8zC1PdOT+PgCvvTPEulURCh78CQBm5w5WD9/IwjUXkp57Ev5QEFOCTR/ZcKAW35Xfhd5GMJzYhXXEHflBwYPhMjUfPynKKcvDDCUsikIuvvLzXeP2aetN0dKbZn6pAwPNx9cW88+3NuaedzsVS2v99MY13/htA4mUzfbmES5cU0RR2EnUb1JV5CKdgb/7xW7So+2zT51ewsIqH9ub4wCsnB9gWa13XJZ7kR/mV/r44R+ac9tef3eI9bU+zj0qOKHZXkJIwEmIWSDs1hyzwM+ejhQtPUnmlnn5v5dX88M/NNPZnyYScPDlj1WysNyJbWu50Rykpq78uln3ru/m9BWhselBkyieyO9EDL9nW9pWDIxo/B4HhSFHrmA8ZAtYBrxj0yljSfiPe1pzwSaAmx/vZHmdn7KQjJQfjIBLs7TSido3xiTBJiHEBGnpSY0LZgC83RinZ9CiLDRNBzXLOJTm6Ho3y2traOpJ893bmxhOZLNNSqMuntuSX08nNmJhVC7GbtoCgB7uI9z6EurIU0hKsOmgaK0ZdpdCeemkfo7TgKqoARgMJMDez71dazCx8Ay3slK3c8ung7zSU0jDoJvjlwQpCSq2tmQz2wBsG+55IVsX6ofXz6HQr/jvR7tzwSaAW57s5K8ureIz4RIUiuKQgcOAWELhNBVep8YwFG81DOcdz0tbY5x1ZEiy58SEkoCTELOE36lZWuXkiGpnrj97w9U1xEZs/B4Dv1OTyUhdh4ngdOQHYbxuY3R544O7iadtxaadMTp6kxSFnJRHDfb9OG3bXHlaCXe/0MOmXUOkRzsaxy4ay27qiSv+894WdrYlCHhNrjmrjHvXd9PUlQTg02eUEvWNvedw0mZoJD+I1T+coUxqDU0IiTEJISaD35Nfi9HnNnC7Dv5+JA6c1uBQNhVRk0+eWsKdz3XjNBWLqr0cuyjEi1sHx+1fWuDGcfr/hl0vY+3agFl3NMxbQ1x5p+l/IA5G2AvnrCrgwQ29uW2FQQfVxS487a+QvP97ue1rFq9lzQnXkFDZ2pted34FHI/LwOVQaFTewiNaw5bdw1x9WiGWZRNLwi1Pd7F+6yBhv4Pr1pWxtNrFgkovj73aN+61y+b4MJVGxp3FRJKAkxCzzL4dW4+p8QSyjU7p8E6cmmIXpVEnHX1jjYCrzyzD6zi479lG8eCrA9z13NiqJ1efWcrpywOgNZZW7OxIc9fz3WgNnz2nnMbOBMcuDFJVkG2wZLTip39sZWdbdqL+0IjFf93Xwg2fqac/lqYw6KAi6kBh54417DPyClsbBhSHxwebhlKKxq4UaUtTXeyi0Lf/QuVCCCGmRlWhk9ULg7yyPZbbdtUZZRQHFJmMXJ+nmtuEU5b6OXaBH0Nlp14VnVJMbNhiS8MwPrfBZ88ppyJsElcFGIvXYS5ZR1oj2eeHMq258NgItSUent08wIIqL2uXhyign9TjPx23a+btZ3AfcQZE5gNQXeTiouMLue/Fnly77OqzSgm6NdrWnLu6gK0N8XHvsWZxKFsgXBnc9UI3L7yVDWj2D2X47u3NfOdz9Syt8bK01sdbo6+tKHRx2vKwnGdiwknASQghJljApfn7T1aztXGEzv40y+v91BY5Djr40j1kjws2Adz8RAdHzfNT4IWG7gw33DI2/39bU5yvX1XLnOJ9psclNNubxi+rqzX0x9IsqHCzuzPF828NUl3sYWmth5A7G5j8P5dV8aN7Wli9KITfbTCnwkvENzZCPpCAf7qlMReUcjsN/unqWplyJ4QQ08jnsPnMWaWcdmSEgWGL8gIX1QWmZDT/CYmMorEnTc9AmrICF1UFDpwTWNfStjXu0duy1hDxaP7PpWUMxDUuhyLkGQsu2bZG/lKHDsNQ7xuw8Tnh+IUeTlzsQ+ts+QqVTKBHYvk7J4ewtGJXZ5o/bujEaSr+/spaRhIZokEnFREjF3yqLXXzuXPLeeClHpwOxSdOKaGu2AFo4inNs5sH8t6+tTdFRb2bv7q4nI5BC8vSlEUdeEwJNomJJwEnIYSYBBEPnLDQi1K+0cbHwd/E99Z82JdlQzxpUxJ08MTr3XnPP7Kxl0UXlpLJ2CgFQa9BScRBZ//4QuFFYQfPvTXETY935LbVlLj56ieq8Dk05SHFly+p4sZbGukfyr72nNVRLj0+iscBWxpGxmVAJdM296zv5vpzS0GW4BZCHEJMU2FZh0/HK+C0WVrpBPZmpR4+/7eJlrYVv3u6m2feHOukX3V6CWcdGZzUuc8mmgIfgMaWW+YhZzit2NGaYGdrgoVVXuaVu/Dup5etNdnMo1EZTwSjagl289axnQwTwuXs6kzzT78bG0TcsD3GjdfUjdaFGvvcG37XyEjK5thFIdKWZmdrnOU1LtDZBYHKos7cSsR7BUen2rpMTXXu/eS6ICZH/qRQIYQQE0JPUAq8UtkOUEnIQcg3vh5HcdhJUdBEa/Dvp3UT9GafG0jA02/Fue2ZHj59RhlrFo9Viz1nVRS/2+S2pzvHvbaxM0lLTzaIZKO4+fGOXLAJ4OFX+mjqsVBK0dE/vjED0NydkjoAQogPxTQNzPyyQ1Minla83pDkpqd62bgryVBKMjRnm85Ba1ywCeC2p7voj8vNTOxfxlb86tFOfnBXC/e92MP37mjmrhf6sPng60dKu3Cefj1m3VEAqFAJnku+RjJQzgMv94zbV2t4/q1BTHPsfVt703T2p4nFLR5/rY9nNvVz74s99I9kz1eHsrluXQXmPj3+FXP81BRL/U0xdSTDSQghZrD+EXhj1zCtvSlWzQ/yjU/X8uP7sjWYFlV7+fy6cjxmtjbUaSsiPP5aX241OdOA01dGGRjR3HBrU66m1KOv9vFnZ5Zy9qoILodBWdgknmLcKnR77d2WzGSn6L1Xz2Aau8RkRb2fe14Y3zg6c2UUU82M+mBKKUYykLYg6AIZyRNi8vWOQNdAhojfpCho/Mml3G0UDd0Wm3bF8LoNltX7qY6Clb9ewaSwtOK2Z7p5ejTY8MjGPlYvCHD9eaU4lVwvZou9q4HtK2NpkhkNBxBAELNPx6DFhu3jp8U9+mof56yKUuT/4NcPu0pwnvnXuNIxbIeHYcOHoRVOMz8vxOVQB9SmUoyVPKgrNviRLgkIAAAgAElEQVTe5+fQ2pPC5zGoKnDiccg1TUwdCTgJIcQMFUsqvnVzAz2xbFbRw6/08YULyvmXa+fS2ZfA61SYyqY3Di9sHaCzL8VXr6zhneZsjaaj5vopCyu2tabHFTAH+P3TXfzw+jkoNH1xm6jf5IyVUR7dZ8WSgNekIORkd7dFeYGTFXMDbNg2vlFVEsmOktUWOfniRRXc9FgHiZTNdedVUBZ1sqM9TVnUScg9fYEnW8NbTUn++8F2YvEMJy0Lc8XJRQRd0uASYjIolb3u/MvtTbmg9ZWnlXDmiiDm+wRv3unI8M+3NOSuEz63wdeuqqMyPDXH3DNs54JNe72yY4hLTyqiIiwTAmaL0oiToM8kFh+LdM6r8FAQMGEGVlPSKPriGg1EfQpDBlOm3P4G67LbbQ50MlEaJ2lnQfbB6LS7C44r5JUdsdw10WEq1iwJjcucryxw5i1Sc94xBYS9jI2raSjyQ5HfNbZBiCkkASchhJihGrtSuWDTXr99vJMTlkYIuLJ1ofYGpfpGp7o9s3mQq88s5cwVQWzbhveZ1mfZmr5hi+/c1shg3KKyyMVfXVpFeaGLZzYNMKfcw8oFQb7+6z2MpGwKgg7+3ydraO1O0tydwjDg8pOKqSnMFqZ0GJpj53lZXldP2tL8/tlu/vPebOfN7zH4xqfrKAtO9je2f20DNt+7ozn3+Jk3B/C6Ta48OTqpNTmEmK2GUvAf97aM64jd8mQnR87x738hAcPBPc93jPs5xpM2b+4eoubowJRkOb1fzabDqZaT+GBBt+YbV9Vy8xMdbG8aYfXCIJedVIRTzbxgUzwNdzzfw5Nv9KM1rF0e5hNri/A75ZydSqURBxWFLlp7xkoLLK7xURQ0OZjgTk2hyQ3X1PH8W4O4HIrjl4QoD6txb+lzav7+E9W8vH2IbU1xTlgaZmmNR9o2YkaRgJMQQsxQ1n4CRemMxtJjif3NPalcsGmvW57q5NiFAYJu6I1DwOcg4DEZSoz12tYdW8DPH2pjcHQUt6U7xb/d2cwNV9dw6hFBmnvT/MOvG3L798Yy3PtiN9+4qoaewQxet0nXYJpH3hikqtDN3HI3fqfGY2qaujM8u0+mwHDC5jePtvM3l5b/ySk1k6WlO7++1NOb+vnYmuh+i3oKIQ5OPGmPyxDZq384Q1kov3aIpWE4mb//SMJGKROY/IhTUdBkcY2PtxvHpg7XlrpHszhnXrBBTA6toSQAf3lRGckMo/eImdd5Vwo2NyR44vX+3LZn3hxgUbWPExd5Jd4whTym5m+vqOaRV/t4c/cwxy4McuqKMI6DnIqryBb0vmptdKwm6H7eMuKFc1cGOW9VaHT1Sfnji5lFmtpCCDFDVRe78LoMXE7FqUdG8bgMaordFIWc9PQk/+RrFdDQY/OtmxtwGIpPnV7Ku60jtHQnOe3ICNUlbu5bP77mUmtPit4hi9Kg4p3WRN57btkdB62piJr8ceMgv3+mK/fcijl+/uLCMlyGpvc9WVkA77aOkMyAbxruOkFffgXi8gIXzmkqTCzE4S7kMymLumjvGwv2GkZ2kYP9cRkZzllVwE8faM1tUwqWzw2QyUxNESenofnzC8p5ZvMgr+yIcdTcAKeuCOM2JNg0GxnoGT0gYZpGXt0ggPVbBznliADp9BQVPxMARL2aT54U5fITC3AYGj2BK6YcSJalbesJWaRGiMkwgy+lQggxuxX44J8/W8eu9iS/frSdWNyiOOykJOqiNJAdia0uclEQcNC7T5bTJScU4XYqfvZgG+mMJo3m5w+1UVfm4QsXlFMRUrQN5Hei1q4IM5LS7Gi3WFjlI+A1GRoZa7QePT+AxwF9I5o7n+sa99pNu4Zp78tQU2hSFs3vVK5aEMTrZFoG3mqKXeMyFxym4rPnlB306KMQU00pcGdiqEySEVcEZThmZCaD27D560sr+dc7m+nsT+P3GHzxosrRZd/zWRYsr/Pyv86v4OFXevG6DC45sYj6YidTkd20V8ituXB1kPNXhzGVdODEzGVZmiU1Pl55T9BpWb0fy5Ig6XTQWmOi0fL1CzGOBJyEEGKG0hoMBT99oJV0Jtvx6RpI88+3NPCdz9ThcdgE3Zq//1QtTd1JRpIWIa/J/Ao3yQw0d43PgtrTnqClO0XE66EoaHLF2mJuH81SOmVFhIyl+dqv9wDZgr1f+lgV/3pHIxkL5pR7uGhNIVprMpZmf+3Z1OgxVkQdfOasMh54uYe+oQx1ZW4+vrYINU09Y79T85cXl9PckyaetKksdFIUUJJ1Lg4pprLxdm4h+dhP0MN9mJVHEDvmcxCuwDcDa7aUhRQ3Xl1Df9zG7zYIefZfT26vgEtz8mIPxyyowVQaQ1tMZbBpL61BYSOxJjGTaa1ZvSDA02/209CRvddXF7s4blFAAqVCiBlFAk5CCDGDdQ9mcsGmvXpjGfqGM5SHDbY0pfn3e1pIpGyCPpOvXF6N16GxgeMWh3hx6+C416Yzmr/62W5OPCLMhWsKOHqen/5hC6UU/3xrY26/eNLm3vVd/OD6ucSTFoUBB7ateacjAyhWzPWzaedwbv+w30F5NJvCpDVUFrk45cgI5QVuFla6p31FOK9DM790n1uetMfFIcYz3Ebi3u+wd/hctWwhsOGXbFnyJZbWB2dmppOpKQ1ml+e2D2DU37LASUZ+n0IcgJBb8/efqKK9L4PWUF7gwGPKj0cIMbNIwEkIIWawsN9EqfELjnhdBgGPSd+I5vt3NedWgorFLf71zia+89k6/E7NlacUMzxi8ebuYfweg4tPKObx1/qIJ20efbWPgXiGL6wroTxssGFnfs2md1sTOA0oDxmkbM2vH+9i/WgA65OnlVBV5OGV7YMsrPLxsRMK8bs0KMXjm2Lc9nRn7n2W1fv58kXZ+k5CiI9ooI33ztUwWjaja3tJZEK4paMpxKzjMTV1RXsLEso1QAgx80jASQghZrCigOKaM0v51aMdQLbw7pcuqSLshR3tmXHLjgMMDFu09mUoiziIeDV/9bEyBuOaWFLzg7ua6Bkcq/X08tsxrjq1mLAHSiKuvM9evTCI1wVoaOvL5IJNALc+2cmccg/fuKqWoFvnImL9+6nvtHn3MG19GWoLpUq3EB+ZJ5i3SQUKGLJcmMY0HM8kMU0D0AdUKFcIIYQQM5sEnIQQYgYzgLVLAyyp9dE/ZFEUcjCvOkBf7xDRgANDMa7WiM9t8HZjnO/f0cPXr6qlIgxRH/QO2eOCTQB+j4HDVCQy8NaeYS45sZj7X+omndHMr/TyiX3qLo2k8ufD7GpLkErbsE+sKmPpvCAYjNV3EkJ8NOlwNebik7Hefja7QRn0rrqW0oLSw6IAvtawp8fiwQ1dGEqx7pgCagpNlGRtCCGEEIcsCTgJIcQUS9nQ1mfTP5SmOOKiLGRg/IkOo6GydVBKg9lLtsNUABT4FNefX8FP/9iKbYPTVHz8lFLuWd9FPGnzkwda+fqV1TiVTWWhg+X1ft7cPVZ36XPnlBN0w/a2NL9/povKIheXnFiMYYCV0QTdBpANNJVFnbidBsm0PXpM8KWz/FSnd6D6FVaonIQRoMBvcPSCAK/uGMp9TtjvoLxgmpaoE+IwkTJ8uI6/BseSM0gNDZLwlZH2VlDrNzkcflsNvRbfuKkh9/ilbYP809V11BQcRulbQgghxCwjASchhJhCllbc93I/973Yk9v2hQsqOH6h50MvpavQHDvfy/zPz6G5J0Vbb5o/vtxNXyybydQ/ZNE3bNPem8LlVFy7roz2nhT9wxkqi9xURE1sW9M/lN2/pTvF70drLzlNxelHhgh6DGxbE/XCNz9dyy8eaWNPe5IbP+aiZuP3Sa3PFho3Surxrfsb4s5CPnNmKTXFHtZvHWRhlZeLjy8kMANX0RLiUJMyfFCwAAqyiYUFwOEQbHI4DB56pXvcNq3hyU39fO6MIlnm/QBYGKQyGq8T0BqVHZeYkcXkhRBCzB4ScBJCiCnUGbPHBZsAfvlwG0tq6gm7P/z7KTSFfkikHXz/zuax7QquObuMv//VbpLpbI+jutjF315RxaIK5+he2e1l0fz6TZ86o5S3mxM8++YAc8o9nHhEiMqI4qtXVGJpRXTbPaR6xla1szt3w56NqAXnEHJrLlkT5vxjIjgN8godi5kjYSn6hm18bkXYw+EQuxCHqP3VoXIYauoP5BCjlKK5z+ZXj7bQ3JXkzKOjrFkSZkdzHIClNV6KA9P7PSoFKVuRthR+pyaWhObuFEopqoqc+J3ZBScyNjgN0BIlE0KIw4YEnIQQYgoNjVh525JpzUhSE3YrDENh2x++sV0WNvn8uWX8+tEO0pbmpGVhnt/cnws2ATR1pdjekmT1HDcaRc9wtt5SScTkunXl/OaxdpJpzUlHhIgnbH79SDsAr707xOOv93Pj1dkC4V6nwmranHcMVtMWzMXnkslotK1xKi0BjBmscwi+e3sjnf1p3E7FdedVcHS9m8Otj+9wQM9wtl5ZyG1h5f8ExTTLZGzOXV3AC28N5jJyDAWnrohIdtMH6I1rvvnbPblrfUnUzdd+vZv0aN08l0Nx42fqKc2vOT8lNIodbWl+8VA7vUMZzloVxec2c9m0xREnf3N5Nbc+2UFnf4pzVxdwzAI/XofcPIQQ4nAgASchhJhCpREnHpdBYp8i3JWFLkI+ky3NSbY2DDOn3MviKg9+14E3uE2lOWmJnyPq6kmkbCIBB9+4qTFvv67+FImMh7vW9/LIxj4AltT4+N8XlvP96+pJpTUul8Ff/3TXuNf1D2Vo6k6xpNJJxrLxzV+D1Tg+6GTOO4aUdA4nhWmOBSJjSUVvLEPAZ1LgVXyUqF5aG/zo3iY6+9NANuj5o3ta+N7n6ykNHj4Rp76k4umXB3hkYy8Br8knTytlRZ0bh0RCZ5yqqMmN19Tx9OYBDKVYuyxMZVRJ0PoDtPWmc8GmmhI32xvjuWATZBdseObNfj55cnRaVv5rH7S58dbGXCDx/hd7OPPoKFXFbpq7knT1p3lu8wANnQn6Yhle3hajrMDF3FIXDiX3EyGEONRJwEkIIaZQ2ANf+1QNP76/lZbuFIurfXx+XRkPvdLLvS/25vZbPsfPly4sw2V8iA6CztZawmtgGJozVka4+YnOcbssqfHxbnsqF2wC2NoY58k3BvjYcSG0WzGU2v/b71sTxKo5Gsfik8m8/SygcBxxKnblCqkXMsHStmJPV5pX3xmisshFVbGH7/2+iaGEhdup+MoV1QQ8Jl6XIuJTB1ywZShh09CRzNveNZCmNJg/xfJQ5HCYvPT6AHe/kK0NFE/a/PsfmvnaVbXMLzGn+ejEeyk0VVGDq08tBMhmNsn15AN5XGNzEb1uk6FEfgpf31AGpT5acPqjsrRid1eGhs5k3mVp/VsDnL6ygOau7DWooy9FUdDJhWuK2NowzLdvbaSy2M1168qpLTTkPBBCiEOYLP0hhBBTSGtNddTgW1dV859/PpevXFaBoeC+l3rH7ffmrmE6+sd3HIwPMdfJtjUnLAly4ZrC7FQin8mXLq6kttjB9tHaHvvasD1Gxs7eEoIeuOTE4nHPRwMOqgrHAhEJRxjrpOtwffqHuD79A6zjP0fCDB3w8YkPplS2w/aTB9p4cEMvrT1pfnR3C0MJC6Xg02eW8ctHOvjbX+zmr/97N09uHiJjH9g54nMpisPOvO0R/+EzDjWY1Dz1Rn/e9rcb45jm4ZPFdbixLFum0X0IlVEHK+b6AXi3Jc7yOf68fU47MkImM7Xf6fbWFP94cwPWfqaIF4acDIwuVgEwv8pHQcjBa+/EaO5OMqfcS0t3kn/8bQO9w3kvF0IIcQg5fFqWQghxCHEZGpcbQJOx9X4TUzKjDfWhlGJbc4KW7iSLa3x4/Jn8nffD79RcfkKEc1dFMAzwObIBrzllnrx9l9f7cajscWhbc9ryIOUFLp7b0s+cci/HLw4SdI8/yLR2kPaUZR/ICPSEGskotjQmeG7zAKsXBikKu7Asm+7B7BS4o+YFePntQVq6sxkCGUvz60c7mF/hpfoAlpH3ODRfuriSG25pJJnOdkQvP7mY0rDJ4fLHdDsNCkMO2vvGp+xF/I5pmVokxGRwOzRfWFdGY3eKvqEM9aUe/ubyKu58thsFXH5KMfXFU9vctzD4/TNdo8enqClx09iZvVYZBlx+cgk/ub8Fp6m4+IQi+mNpFtf6cRiKXe0JhkYynLisjFd3xGjrTVPgyw+OCyGEODRIwEkIIaZZYcDgyLl+3tg5NpRbGnVSGnGQsOAHf2jlndaR3HPXnF3G6cv86AMoLq5tjX+0rb43qLWg0sOqBQE27hgCoLzAxdlHR8atDORxaI6qc7F6Xhm2rT9SIXPxESnFgxv7uXd9djXDPR0OisJOLjyukKKQk+7BNHMrfNz1bGfeS7t649QXeMh8wO1da6grMvj+5+vpGEgT8pkUBQxMdfj8nU07w2Unl7D9lgYyowGm4rCTRdU+DpegmhAAPqdmUbkTyF7sy0Iuln6qCgUYTE+2mGVrVs4P0NyVYuX8IGuXR3A6FAuqfKTSFt+6uo6A28DjhNb+DEoZfOumsVVVN2yL8WdnlhHwyWQMIYQ4lEnASQghppmJ5vPnlPLMlhgvvT3IEbV+zl4VwefQ7OzMjAs2AdzyRAer580h6P5on+d3ar6wrpTOE4vIWJrSiAOPuf8O+FRPwxAwOAIPvNRDNOjgYycU09GfwrY0LqfBp84o4ecPttEyOu3k3fecG9FUK57OEYZLP7ieltYQ8mhCnr1NgcMvCDO3zOBbV9fT2JnA5TCoL3NT5Dv8/p9CvJc5TYEmAIeyufzkYroGMtz0WHa1071F+7910x5GUjamAdeuK2dbY5yXt8W44LjCcauqAjy9qY+TllTDNP5fhBCHlt4RxZ6OJJ39aapL3NSWOAhIxGNaydcvhBAzQNANF6wKcu7R4dGpbdmG976rDe2VtvR+62J8GE5DUxnZO3IsHfCZ6JITi7npsfbcOfDIq7187VN1/N8rqslkwOsx+PYtjbkiwecsc1Ld+STJrW/juuxGkuRPnZx1LKiOQHVk73ch57oQk01rWFrl5rV9AkinHRXljmc6GRldodWy4b//2MZVZ5Tx8rYY+7ul2RrM9xkMEUKI9xpKG9z0WDuvvTuU23bZycVcdFwEnclfUEFMDQk4CSHEDKF1dlR638yUyiIXAa/J0MjYjfLk5RHCH2JFMnFoCXnhk6eV0NCRGBdwtG14+JVeemNpBuMWa5eFuPFjTvq6Y/jMDKUtT+F852XwhVG2JcuCCCGmjcPQVBWNLTThcxv0D42vP6g1pDM2iZRN0GficihS+1zzrji5GKfaf41DIYR4r9ae9LhgE8A9L3SzemGQ8uA0HZSQgJMQQsxkIbfmW39Wy73re3i3dYSTl4U5a3Uhykp98IsniVIQS2Y7BmGfwpSskYmlNactD3Pzk115T42kLNxOg8oik0274yz1D7Ngw7fBHgtIOldfTMIRYL8pA0IIMUVKQwafX1fGrx/pYDhhEQ066IuNBZ0MBc7RFSPvfaGbPzurjD3tCfqH0py1Msq8Mte42oJCCPGnJNL5028zliaV1oCsTjtdJOAkhBAzmNZQ7IdrzyomY2tcJhQWuOnqmp6Ak6UVr7wzwi8faSeRsllW5+e6dWWEPdIpmEgOLE5ZHubJN/rHbV85P8hvH2sn6HNw8vIIP34xyd+d8g+U7LgbM96NXrYOa+5xUuRdCDHtTKU5abGfZXX1JNI2qxcE+e7vmxhKWDhNxXXnVbD+rew1rm8ow1u7h/n8uaV4HHq0fqBcx8T7S9mKxh6L7oEUxWEXVQUmbpmCOatVFLkI+kxi8bFBuIVVXkoiJlILbvpIwEkIIQ4F2sahstOqplNbv8WP72/NPd68Z5g7nuvm2rOKZIrfBKspMvn6VbXc9XwXlqVZszTMK9tiWDb0D2UIeU3qy/38n/ssVs+7muOX+Vg8t+B9C8ALIcSU05qIB/AYKAXfvbaOviGLoNcg6oPldWV09GdwORXFIRMHFpnMB76rmOVs4NHXB7n9mbFM4CvWFrPu6KDMJp/FSvya//fJWm5/upPd7SMcNS/I+ccV4jUk2DSdJOAkhBDigLX15mdWvfj2IFeeWoRP7igTygDmlZj87WUVAHTFbDa8PYjDVKyY42fVggBnrAhw+UmFGEpREFAoCfoJMWWUguG0oi9m4R8NoOhDvF+jFAynFDYQdDGhU9q0hoBLEygwco+9Dk1dkbl3jwn7LHF46xiEO58dP+38zme7WDk/QEVIpk7NVrYNVWH4i4sriCdtwj4DiWBPP+keCCGEOGCR/awtW1vqxmXuZ2cxMUbT2or98DeXlpNMg9epUKPp4cWB0ca1BJuEmFTqPWs1NPdr/uX3jfQPZXA5FNefX8HKOe5DNsMibSle2D7MrU92krE1Fx9fxBlHhvA65NoiZpbYiJVXptDWEIvbEJIGyWzn1BnCLiBziI8AHCYO1XuiEEKIaVBV6OC4xWNLfbidis+dXY5DzewOiWEoYmmD7rjC5tBtjJpofE6dCzYJISbfQAI27EzwxOZhWvptNIqkpfjBXc25lddSGc2P7m2hZ2hmXwv/lJ2daX75cDsjKZt0RnPHs11s2j2CkoQR8f/Zu+84uarz4OO/c++dXndnZ3uVhFYFkIREkUCAhADTwcaAMd0mLnFi+33zJnHijsGOWxzbSZzEccOAjak2HQTYgKiiSogVCEnbe5/Zafee94+RZlnNSlpJW2Znz/fz4fNhj2Z27s7cO/fc5z7Pc3JMaYGRdQMs4DEoLVC5FIqSa9RRqSiKokyYy4BPnFXMeScUEo1blBXaKHCJnF5JyETw2s44v3iknYFIihULvFy9oYQid+5us6LkCyEEmiYwzdkZJB2IwVdvbcysriYEfOXjNRR4dTr7k2MeKyV0D6YIe20zsalHRNc1XnpnMGv8idf6WF1fMftrBZW8EnRK/t9l1fz3g63s7ohRU+Lkr84ro8AlZ7zXpaIoY6mAk6IoinJIHLqkJqTDnkyhXA42AbT0WvzonuZMKcxr7w1jMwSfPa8ETV1EKcqU6Y8JmroSRBMWDpugtthBgUvOqurP99rimWATpINKv93YwT9cVkmBzxjzbwAF45QdzwaWJakqdmSN15Y6EUjVXUnJKZYFVUH48scqGY5JvE6BQ7NUsElRcpAqqVMURVHyWktPPOsC9+WGIYZiM7M9ijIXRJKCp94c4JFXevn3+1v44V3NfOkXO2kfmuktOzTRWPYV7GDERBeSL1xSgdOenkprAq4/u5Ri3+ycWkspWTHPQ5F/NDvL49Q4+7gCrH2b5ShKjnBoFiG3xKFWIVOUnJUzt2Hq6+tDwK3AfCABvAt8qqGhoau+vv4k4L8AF7ALuKqhoaFzprZVURRFmT187uyeTSVBO/acOQMq00kIiKUE8RR4HQJN9cOaEk3dSbxOnbd2RjJjkZjFbRs7+OJFZTPeh6x/BHZ2xEmZkrpSJ2Hv+H33F5Q70QRjGhRfsDqE04C6Ip3v31hH92AKv1sn5AExi3OBgi745jXVNHYn0hlPRXaCLrUegaIoinL4cmm6LYHvNjQ0PA1QX1//PeA79fX1NwK/Ba5raGh4tr6+/svAd4AbZmxLFUU5JNIy0QdbkINdCG8IM1CO0O0zvVnKHFETtrFsnoc33k9f+Ooa3HBOGS5dBRrmHAEN7Sl+9qc2ugeTrFzo5doNJQSduXtFLYSgJypp6U7gsGlUFtlwz4pVwySRcbKDdrTFiJsS5xT07hcCeiLwfkccAdSVOgi5swMmvVH4ym92MxQ1AbAbgpuuq6VsnOXUSwMaX7u6htuf6qRvKMX5J4U4caE7k/Xjd0j84dm7EMG+vHbJkvLRLCcVbFIURVGORM4EnBoaGnqBpz8w9ALwGWAlEGtoaHh2z/jPSGc5qYCToswCugHi7T/Dn/97dPDEK5HLzkPK/JmkK7nLZ4dPnVdGY1eCSMykImSnPKCWXZqLuobgltsbM9kqm7cPY1nw+QtLczbTqXXA4qu/3kU8md7oulIHf3dpJT57bkcCKgpttPelssZXL/bjNGAqEoE6hiRf/tVuYon0Z+l2aNx0bS1h7+hjhBC8+t5wJtgE6RXmHnyxlxvPLkLuUz4mkNQV6Xzpo+WYlsCuy5zvW6coiqIouSJnAk4fVF9fr5EONv0RqAZ27/23hoaG7vr6eq2+vr5wT5BqQkIh78EfNMXCYd/BH6TMefm2n/Tseh/x7C/GjGkv3oFVu5Ki+YtmaKtmv3zbT6ZaGKgr98z0ZswIta+Meru1j33b0bz23jBJdCrDubd/xBIm//rHnZlgE8DO9ji7OhKsP65wUl9rsveTMIBmEI2b3P1MF8mU5Nh5Hj56WjHhIuekvtZed25qzgSbAKJxi03bBvnkuRVjHtc91Jf13I7+BH6/G7ttdvZgmi7q+0SZCLWfKBOh9pO5IScDTsBPgGHgp8Alk/ELe3qGZ7TpYTjso6trlnXKVKZdPu4ncmQYzdz3LrfEjA7l3d86XfJxP1GmxnTsK/0xQXN3Aruxt9wrNzOFAFz27My2Ap+BNFM5eUwlrPQqb/tq74vT3T00aeVOU7Wf+GxwwfF+1i71kUhJgm6BTpKuruSkv5ZhaLT2xLPGW7sT9PVFSKVG98vjj/Lx0Itj71l+aFUhgwMRVUJ2AOrco0yE2k+UiVD7Sf7QNHHA5J6cu41TX1//feAo4PKGhgYLaARqPvDvRYB1KNlNiqLMHM0fRnj3uRPvcKMHSmZmgxRFmTTtQ/CVX+/mu3c28a3bd/Pj+1rpj+duuWJ5gcGaJf7Mz5qAz5xfhitHeyI5Dcn65cGs8QXlrkMKjAwnBA1tSd7tSBFNTe/nY6YsfHZJyA36FDbUTqUsNqzIfq/WLQuMCTYB1IR1/s9HKikpsGonAXUAACAASURBVFPgM7jx3FKOrnaoYNMcJASMmIK4KRAid7+7FEVRZqucynCqr6+/hXTPpvMaGhr23qbaDLjq6+tP2dPH6dPAH2ZqGxVFOTTC6UWc+4/IjT+BniYIlCI2fA7NV4iVUrN7RZm1NJ17n+tgIDKawfh2Y5SG5hgnznfM4Ibtn0OXXH9mmLNWFTAcNSkttBP2ipztyWNZcPoxfvojKZ54tQ+3Xefas0qoCk28/11PFL7x2930D6c/p/KQnS9dXkUghxulH66F5XY+e2E5dz7dBQI+dnox80vt7NswyhCwotbOkmurkBJcNmY0C16ZGTFT8MzWIe5+phubIbjqjBJWzndhCLUvKNPDMAQpNRdW8lzOBJzq6+uXAl8CtgOb6uvrAXY2NDRcUl9ffzXwX/X19U7SDcOvmrENVRTlkFgWJALVaBfdhIwNgsOLNNygTrDTwgJa+y3aehL43DrVRXbcNvXeK0cunpLsaB3JGm/piqMd5cKycrO0zqFL5hXpwN6gTW4fD1675KrTCrnopEJ0Dbz2iQdHNE2w8fW+TLAJoLUnwevvRzh9qTvvMnrsGqw+ysVxdTUgJA6d/QYTpQS7lv63HN1VD4mmQU9UkDIlIY+Ws03wc4UQ8OauEW59ojM9EId//2MrX76ymoWlOXN5pOSp7qjg/bYY7b0J6sqc1Bbb8KnFm5U8lTPfqA0NDVuBcXNZGxoaNgHHTO8WKYoymSzdCZ6paRSrjE8IwZu74vzw7ubM2LJ5Hv76/FKcOVpCpMweLrtk1UIfD700tsJ9QUXuBptmLSkzFyOH8tZKBO+2xLLGd7TFWH+MF9PMv89JSoldl3v+f4Y3ZprETcFzWyL8/ulOYkmL4+t9XLmumELXHHkDDoMUGo9tzm4e/1LDEIsrQnl5bCi5YTCh8T8PtbKtMZoZu+y0MBefmF3+qyj5IOd6OCmKoiiTI5qE/3m4bczYG+9HaOmd/Ia9ytxjpSRnrizg2Hnp1d10DS4+uYgFpblZTjcnSYvTjglkDR+/MD+DTXPVrq4kv3qsnZGEhZTw0jtDPPpKH5qhpvn7oyGpKMr+riortKvySmVKNXcnxgSbAO59rpuWfvWdrOSnnMlwUhRFUSZX0oShqJk1Ho2rSY0yOUIuyecvKqNz0MRmCIp92qypTxICIkmBJgQ+pyCZzD5WZjsp4bj5bs45vpBHN/eiC8ElpxSxsNzBVJYSmlLQNWQRT1qUBGw4c3jlwtlO0+D99uwsthe2DXLh6kI8aqY/LsuSnHt8Ic+/PUgskd4/g16DFQs8OdvTTckPiWT292EyJUnl3ylIUQAVcFIURclbPgesXuzj+W2jy87adEF5SDUKUCaPTVhUBPZUxM+SYFMsJfjL1iHueqYbTcBFJxextNpNWVDDlmdJIW6b5GOnFnDu8QUIIQk4p7ZJeiwluPOZHp54rR+AkqCNL11RRaF7yl5yTrMsCAeyv9Mrww5cdoFq5bR/pX74zidqaeyMo2uCmrADfx4201dyS0XYgdelMzwyGmFaPt9DcUAHVNRJyT95Nq1SFEVR9hJIPr6+mA0rgtgNQV2pk69dXUORZ6a3TFFm1tamGL/d2EksYRGNW9zxZCcNzSNsfn8kP5dGl5KAU+J37L+J9mTZ1ZXIBJsAOvqT3P1sD/tp06lMggVlDo6qcGV+dto1Lj+9GM1SF68HIiUUumB5jYNjquwq2KRMi1Kf5J8+VsPKo7yE/AYfWlXI1RtKsalgk5KnVIaToihKHvM7JNeuD3Hp2iLsusQQcs400lWU8ei6xsYPBET22t48QjRusrzOg1NXB8nhECLdn2Rfb+2KELeKcKjbnFMi6JR88cMVNHYmiCUtqsJ2SnyzJuFwRg0mNNp6kzjtGqWFGo4cX7VSmf1MEyqD8LcXlxGJp49f1SxcyWcq4KQoipLnpJS41ap0ipJRU+Jgy67ImLGigI3Xd8RU/5YjICVUh7MbMa+Y78GhM5Vto2Y9Q0/ngB1uKzGvzWJJxei0XgWbDq59SPCvdzfS1psOkq5bHuSSNSGCKtNJmQbCNPEakErN9JYoytRS95oURVEURZkzTNNi/fIgHufoFCjgMSgK2NiwogCPanF2RGrCBhecVMjeysTqYgcXrwmhUivHp2PhHXgP/Ykfoj14M56uN7HJ7CwxZXJJXePe57oywSaAp17vZ1dnfAa3SlEUJf+oDCdFURRFmWaaoRFPgcMAS6XST7tiL3znhlre70gQjVsIwO0QLK50qiXRj5BDh0tPLmDdsiDxpEXYr2PX1Hu6P66h3cTu/Ap707/MprdwXvxPJMPHzuyG5bmhGFlL0wO0dCdYWWfHVO10FEVRJoUKOCmKoijKNOqKCB7f3MtbuyIcXevhrJVBwqqR+7SSEgJOWFFjR9MECIFlWqiar8khpNyzOIGGek/3T9ME5nsvsO97lHzlj9jOO4akpRqtTxWfE5bUeNi0dWDMeEWRCjYpiqJMJhVwUhRFUZRpMmJq/Pi+ZnZ3xABo6Y6zrTHCP11RhdtQmU4zIZ3RpIIis0FKQtsA9A+nKA7aKPPLKetVpOsC05z6/UIY2T2vsNlRq/pNLWFaXLymiJ3tI7T1pMvq1q8IUlvsQH0fKIqiTB4VcFIURVGUadLam8wEm/Zq7IzT1pdkflifoa1SlNwXtwRPvTnMHU91ICU4bBr/59JKjqkyJrXpbiQp2NYU452mKEuq3SyqdOC2Td7v/yDLkoh5x8PL94KZ3DMqsK26mOFZFn/WNOgd0egaSOF3a5QEBExDwO5IpJenr6Z9zyp15QUGNqHSmyZKaBoDMbAb4NRm2Q6rKMq0UQEnRVEURZkmNmP8tTpsulrDY9bRNAZj6T5cDnWxNeVa+01uf7Ij83M8afGzP7Xy9WtqKXBOzvufkoJfPNbByw3DADy2uY9Tjg7wiTOL0MXUBE9GvFW4Lr8Fa8cLkIyjH7WakUDdrEuy2dEl+dHdu+gbTuGwCW74UBmr5rux5fixEbBbBEr3BvtVsGmiekcED7/Uw9NvDhDyG1xzZimLK2wItTiAoij7UDNcRVEUJe+YaCQske7Pk0PKgjqrl/jHjJ242E9pUGU3zSa9I4KfP9bFF3+2g5tub+K9LkvNqKZY70B2GlPfcIqhkckLEnQOWplg017PbhmgewrTjSwJEU8V8eWXkTjhaob98zHl7NqZhpMa/35/M33D6c8onpT81wOttA+oAE4+EprGgy/18ujmPuJJi9aeBN/9fSNNPbkdXFQUZWaoDCdFURQlb0gEOzpT3PpEK0NRkwtOKuSkRR5cOXK2swmLK9eFWXWUj3dbRphf4WJRhRN7jmcBKKMsNG7b2MHL24eAdEnkLbfv5ubr6yjzH+TJSoamCSKJdCKPxyY5WGJEOGhDCMY8rjhoI+jRgck5fva3QqFpSaa6p9JsXh2xL2LS2Z8cM2ZJ6OhPUFUwTo8qZVYbiMFf3uwfM2ZJaO6OU13onKGtUhQlV+XIFFxRFEVRjlxrv8VNt+3OXJT+8rEOhFbKuqUeZI6k+gcckuPnO1hd7yKVUiujzTZ9Uckr7w6NGUuZkubuOGV+dXE9EQlTsGlrhN893Ykl4aOnFnHqUh8Off/HQnmBwafOL+eXj7QRT0qCXoPPXlSJ3z55wdpwQGdeqZP320f7rC2qchP2G0xWUCsfBdw6Qa9B//DYLLQi/xQ1v1JmlF2HQr8t02x9L7djdmXmKYoyPVTASVEURckLQkBDczQrU+KBF3o4eZEXm5ZbgZ10sEmZbeyGwOfSGYyOLRdSF1sTt70tzi8ebc/8fOsTnRT5bayo3X/AzsBkzWIn88rqGIyYFAdtFHms/TYMjyYFHf0pHHZBsV/HmEAPJocm+eKHK3j6rQFee2+YVQt9nLrUj02oY/VAgk6Lz1xQzg/vaiKelAgBV5xeTGmBjgqo5x+XYXHNhlK+e2dj5nxbW+KkrlSt8KcoSjYVcFIURVFyjhDpC8akCV4naBPITpISvK7sXkgFPgM9x4JNyuwVcMK1Z5Xyk/taMmNLqt1Uh+2oi62DMwyNZ94azBrf+Ho/xy8oO3AgNgWlXij1psvo9hds6onAN2/fTd9Q+gFrjw5w1frQhEprA07JJSf6ufCEIBpWzmRG5jLLgqMrDW6+YR4dfUkCHp2yoIZtihqtKzPDlBqDIxYOm2BppZ2brqujqSuO26FRV+og4FCft6Io2VTASVEURckpFvB2U5L/fqiN/uEUJy72cfX6YvwTmMzWVzgp9Bn07rnQ1ARcua4YbRYGAkZS6QwNQxcUB3Tsszho1h+DXR1xLAm1xQ5CHg7asydXWZbFijoH37i2ltbuOD63QV2JA98klnZNByHS+9hwTGI4kwd/wiSxLEl1iYPnt40dry12TkpwRwrBnX/pzASbAJ7ZMsDaY/wsKptYiZdlgcCahd8aM8c0odgjKfbsvbRQ714+6YsJ/vvBVrbujuJz63z6vDKWVtmpLtjbs0l93oqijE8FnBRFUZSc0jko+e6dTZmfX9w2hN3Q+ORZRQddcjnghG9cXc17bXGiMYsF5U5KAxqzbTLcNwLf/n0T7b3pHhnHHeXlxg+V4LEd/t9hGBqWJae9OXFvFL7ym90M7SlBc9o1brq2lhLftG7GpDIE1IU06kKuPSOzL9j0fpfJv93bQu9QitJCO1+4pIKKoJjyQKBlSVYv8vHIy70MRNL7hNelc/qyAKZ55C+eSMG2ppGs8daeBIvLbbM20KkoM8VC8MtH29m6OwrAUNTke39o5nufrKPEn1srwSqKkntUwwFFURQlp7Tu04gU4LktA0Szh8cVcMLKOgdrF7soCwjELAs2CSF4dHN/JtgE8Oq7w2xviR3gWfsXNwVbW5L8x4OdPLh5iN7oZG3pwWma4MWG4UywCSCWsHhscy+api5UZsrAiODbv2vKZAK29yb4l983EU1Oz2dS6Iabr63l7y+r4v99tJJvX19D2Ds5v9tpwMqjsn9ZdbFDBZsU5TBE4vD6jkjWeHvfBE/KiqLMaSrDSVEURckpPnd2H6bSQju27OG8lJKCN3dmT+53tMVYOc95yBlKLzRE+N9H9jRo3jrIQy/1cvN1NRMqUTxSQogxgbO9WnsSCCHoG5FEYxaFPh23TaqAwDTpHkoRS1gU+W2sXOgjEjN56Z1BeodNKoLTcy/S75QcXTla4jZZn72UkotWh9jdEeO91hiagEtOKaI6ZGO2ZToqSi5wGILioI3O/rGlt36PuoxUFOXg1DeFoswwXU9P7k1zdpVkKJNH1zWa+iyauuI4bBo1xXYKnHP3wqgqZOO4BR5efS8ddNE1+KvzymZ1D6NDYdMsTlzko7krPmZ8UZX7kINN3QMJ7niqc8zYQCRFY1dizMX+VDFNizVL/Dz1Rv+Y8YvWhHj2nSg/f6iNpCkp8Bl86fIqSlV5xrTwu3U2HFeAx6nz7JZ+vC6Da88qxec2mG3lgeMJOiVfurySniETuyEo8IiDluMqymSYqdLlqeQwLD57QTnfur2R1J6y11OPDVBeYKCCuIqiHIwKOCnKDGodkDz9Zi+JpMW65UGCwdk/0VcO3Y4uk5tv20U8mZ64VRQ5+L+XVlLknpsTOach+fS5pbT0JonELMpDNoo8cycQYVmw7tgA7zRG2bo7ihBw9qoC5pceeoDIkun/9jWdK2/NL7XxuYvKue3JTkxT8tFTwwQ8BrfcMdqnq28oxY/vb+XrH6+cM4HFmRT2CYqDdm5/sgOAnsEUP3+4jW/fUIffnh/Hmk1YowFMFWxSpljcFGxvjfOXtwaoLnawZomfkHumt2pySAnzinW+f2MdbX0JvC6dsoCBXVfHlaIoB6cCTooyQ9oGJP/8y53sTWx68vV+br6hjqpgfkz2D8Qw0lldB1z+eo4whcEf/tySCTYBtHTHaWgeoWih8wDPzG9OQzK/eO6eovwOyf/9cBk9wxa6BiGvdlgZGuGAjUvXFvHbjaNZTl6nTlXYPpmbe0CGkJy4wMWyuhqkBLcN3myMZz2uuSvOcExSmCcXabksnoInXu0dMyYlNDRHqQh6VHxGUQ6Bpgk2bYnwy8fSpcsvvjPEY5v7uPm62mkpXZ4WMt17rdBtHx1QFEWZgLk7m1eUGaRpgue3DbBvFd19z3bz+YtKsPK0vM6SsLvH5JGXu9E1+NDxhVQV6rOuqfNkiqUsOsZpvNkzkETXnZjmOE9S5gRDSEp8R5ahIYTgtKN9FPltbHy9n5piB+uXBylwTW/Sh5QSx57WQJYFhb7s6UdJ0IbHKUhKQV/ExGXT8DtVX6epYGgQ9BpZPVl8LkO934pyiCIJwe+e3rd02Zy20mVFUZRcpgJOijJDzHHqXFKWzMubRkNxaOxOommCb9/RmBl/7u1Bbr6ulsqCubtgpt9ucfLRAe59tnvM+MJKlwo2KZPCoUuOq3Nw/FFlICWmOfNBnBK/zlUbirltYydSgsuu8TcXVxCJw4/uaWJXRxynXeOvzi3juHkOtaTuPoQmiCQENi3d8yszLtI94UzTOuBnrCH5+PpivnHr7kzJZZHf4KhyJ3l5ElKUKSQZ/6iZztJlRVGUXKUCTooyAyxLsmZJgAdf7B3TX+WSU8JYVn5lN/VG4Wu3NlJWaMfjGrvMmJTw9JsDXLs+NGebppsmnHpMgKGoyVOv9+F26lyxroS6ErWikjK5zBwqYdWFZMOxPlbM8zA0YlHk1/E6NL5/dxu7OtLldrGExY/va+GWG+oYiqYQQlAZsuG1z+3jYjgheOiVPh7f3E+R3+AT55Qxv9hgJAlbGkd49d1hFte4OW6eB98Bynlqiwy+84k63muN4XMb1JXY86f8R1GmkcdmcdmpYX7zREdmzOvSqZ7G0mVFUZRcpQJOijJDyoMa37q+lodf7iORtDjn+EKOnedhsD8605s2aTRN8MzWAQYiKUoKbGjjtKfS9fzvWXUwIZfkmjOKOP/EELoGhW6BqdKbDkqi0TJg0dWfoChgpyyoYeTBCltzhYYk7BWEvelA9GBcsmV3JOtxW3dHuW1j+kKuyG/wlY9XU+Ca1k3NGUJLB5seeCHdf6mlJ8G3btvNtz9Rx8Mv9/L0GwMAbHp7kL9UuPj7S8tx7Kexr0BS6heU+l2Ewz66uoam7e9QlHwiJaxd6qEoUMmTr/dTW+LktGP8BKe5dFlRFCUXqYCToswQgaQyqPGZc8JImV4+3GHTD/7EWUTTBDvbYgC82zLCJ88t55XtQ5kJmCbS2T1zNbtpDNOk0JX5X+UgNB02NYzwswdasKx0KdH1Z5dy+jFespqjKbOC0wZlhXbaesf2NNM+EKnuHkzxYsMw5x7ny6tlxycqkhA8vrl/zJglobErkQk27fVuywgdAybVhaogMR/oujo35DKHDstr7KyaX4ZlWVjWzJcuK4qi5AI1C1GUGZZKWXkbcEmlLE5fFgDSd/kefbmHT5xTxrrlQc5eVcDN19dRMQdW5VMmX+uA4H8fbmVvBaqU8KvH2mnty89jaS6wa5LPXliOwzb6nXD6sUG2N4/N+tzROjImCDWX2LR0lte+3Pbxp3P5HpTrjcI7bUnaBixSefqn9kThhffi3PPCEFtaUkRTc3Pfny1SKTPvjztFUZRDoTKcFEWZUosqnFy5rpi7n+2ioy/BSNzkmjPC2DWZDrSpeZlyGPqHU8STY3cey4LeoRTl41yQK7NDbUjjezfW0dGfwufUGIpZ3Hx745jHnLw0QCqH+lFNJ5tm8YlzyvjWbaPNvueVOagrsbN6iZ/n3x7MPLa62EFpgUE+fskKIXinNcl3ft+YSWi8dG0R560KoIv8+XuHEoL/fKCV7c0jmbEr1hVzwfE+zP1E2DRNkLQEhiaRKvChKIqizDA1K1cUZUo5Dck5K32sPdoHgNchkZapSgOUI1Lkt+Fz6wxFR3ckh01QHMzNZuuGkBhmBFN3kpTq1Ls/UkLQCcHS9Hs0ktL4yClF3P98D0LAJWuKWFThIBc/4+kyvzjd7Lu5O4HboVETtuOxS65eH2ZptZvntw1x7DwPaxZ7ce6nf9NsF0nCT//YMqZ69q5null1lJfyYP4k7zd1J8cEmwDueaaL4xf6CHuyHz+UEDz39hDPbhlgcbWbD60qIOSepo1VFEVRlHGoWa+iKFNOWhKPbe//z+y2KPmhLAB/e0kl/35/C/3DKXxunc9cUEF5QJDKsdoaT6Ib89X7MN99Aa10Ad6TryLiqVT9PSbAZcDFJwZYvzxdmut3qKXGR5t9O/aMpN8Pr11y2lIP6471Ii2Z12U90bhkIJJ912IgauZcwEnTNBBgHUbpfDyZ/ZxESpIysz9bC43fbuzg+W3p5u+NnXFeahjilutq8NjyY18Qmka6oFCi6xqplKm+RxVFUXKcCjgpiqIos04yaXF0pc7Xrq6lP5Ii6NEp9afHp5qmC0BM6ALSToLkk/+J1bQVAHPX61jt7+G64rtEbYVTvKX5QUqJz773/2d2W3KdlHK01EpA11B6JTunXVBdZMedJ4GHgFtQGXbQ3BXPjGkCwgHbDG7VWBawu9vkj893kTItLlwdYl6x7ZBK/irDDrxOneHYaHBt1UIvxX4dGBtw64tamWBTZmwoRVtvkgUls3u6bwGNPSYPvNDF8Yt8dPUn2dYYZc0SP8vr3Hjs+bFfK4qi5KPZfQZSFEVR5qxkEkIui5BLAyTJ5NS/Zku/xUMv9TI0YnLO8YUcVWrH0PZ/sWOMdJPYE2zaS8aGEQNtUKQCTsrU2d1j8fXf7MqUnc0vd/J3H67Ii4tzm5B84ZIK/vWeZlq6E3idOn99UTkhjyBXyi2bei2+9pvdmZ/feD/CV6+qZkHxxKfepT7JP11Zw13PdNLYGef4hT7OXFmATnZ2lyZA17IX6TT02d9kvLnX4qu/3s15J4W477luWrrTK1m+tTPCaccGuH5DEVqOfO6KoijKWCrgpCiKoigT0D4o+fKvRi/gX98R4e8vr+LoigNkVRh20G1g7hMNszmnbkOVOc9E49ePtY4JPuxojbGzM8HRlbmTBXQkir3wjauqGIhauOwavhwqt9R1jb+82Zs1/vBLfXzhopIJr0xrmlAZhM9fVEY0AX6ntd9m4QVuwcVrirj72e7MWH2li7IcahyvaeKQSz11XeMvb/UBEPAYmWDTXn9+c4CLV4cIjdPTKtcZhk7XsETToMgjSCZVc8tcEUkKOgdSOO0aYZ+GkUeLESjKdFMBJ0VRFEU5CCEEb+4czsoeuOfZbpZcXr7fu+txexGOk68k8ZdfZ8b0+SeQ9JVP5eZmJFMW/SPpy82gWyBy5IJcmVrJFLT3Zqf8DUVTQH4EnADsmiTsTWc15dauLXHYsntJOWyHl4ElLBOPAWbqQC8pOfs4P0dVuNiyK0JtqZPFVS4cOdA4PmkJdneny+DKCh3UVzjxOSa2XVJK7LZ0ltZ4uVpC7OcfclzviGDj67088nIvdkPw0dOKOanei9tQjS5nWlcEbrptN/3D6QNuw3FBLjslhNOY+WNJUWYjFXBSlDyUkoK+iIXdEATdQi2NrChHTKJr2Vc1hpYORu3vateUkFy4HkfxPOhpAn8YMzSPuOaa6g1mJCX4w0OtPPhCDxJYvzzIpaeExjQQtpPESA5hGi7iYuq3KV+4Un1o/a1g2En5K4hrubUUmMsmOWNFkPuf7xkzXl3s2M8zlMlkmpK1xwR4+OXeTJBaE3DOCYWY4zT8nixOA5ZU2Di6qmBPJtHMn/uFgBcaIvzPw+2ZsbpSB/94WSWuCVzAW5Zk7dEBHn6pl96hJNXFDho7R3t3rV8epNCdO6WUE2G3a2x+c4g/7Tk+kynJrx5tpyhQxbF5koE4W0k0bn+yPRNsAnji1X5WL/Zz1CzvhaYoM0UdOYoySw3Fobknia4LKgttmWaw/TH4yf2tvNsygt0QXHNmCWsWuTFEOp19KJ6e3PhdGhrqTpqiTISUcEydG7shSHygpOXStWHEQZZeTAoHyYJ6KKif6s0cY1tTLHNBA7DxtX7ml7lYu9iFlOCNd5B8+n9JNL6JKCjHe+ZniQYXoOLTB+aNtRK/++vI6CAAWtUxODd8jpgRmOEtGyWl5OyVQeIpi8c39xHwGHzynDLKA1O3gpumQdsAvNc6ggTml7moCB56CVW+KAsIbrmhjhe2DWFaktWLfZQHdaYjMJJL7/lwXHDrxs4xYzvb4zT3JCd8Ab/3vXxx2xCXnVZMe1+ChqYoJ9b7OLrGiZhFwSaA4YRg09bBrPHX3xvm+Plh4vEDpbIpUylmSrY1RrPGOwcmvr8qijKWOnIUZT+EEPRE5J4VfjQqQ7YJ3Y2bDt0R+NqtuxmKpuv9q8J2/v6ySvxOwe+e7uLdlhEgvXzyzx9up7aklsoCnVd3xPj5w+0Mx0xWLvRy3ZklBCaY1q4oc12JT+OW62vZ/F4EpGRJtZuqotzpj/JBhqHx8vahrPFntgxw2lIPhhkl8ciPsTp3ACD7Wond802cH/8BUXt4ujd31jCERerlezLBJgCr6S1snduh/PgZ3LJsXrvkylMLueikQgwNnMbUlp0198E3f7uLaDwdgHXYNL52dQ2VwVlY7zQZJJT5BR9ZnQ5E5krG0XQzJSTGWT00uZ9eVOPa815+eM97KavtnHucD9O0cqyUcmLshqC00MaOtpEx46WFdtXHaYY5DVixwMtz+wQEywvtM7RFijL7Td2tLkWZ5Zr7LP7+5zv53h+auem2Rn5wdyuRaVgFa3/ilkbbgEUkKXj45d5MsAmgqSvBll0jxJLwckP2RWZHX4LWAZMf3duSWV558/Zh7nqmG4RA0wQxU5CUWrofgqIoWdK9RDQcNkF7X5LhmEWuXhuYpmRhZXaJ3NIaN1JK9JHeTLApI5VIr543yYSAaErQ2GvSE5ndl9y6Fcdq2541Lnub06WVuUZKPDaJQ5/aYJNhaDyzZSATbAKIq4MI8QAAIABJREFUJy02vtaPzaZP3QvPApYlcyrjaLr5nemytw9yOzQqQodeOrb3vZRSkkrNzmATAKkU55wQwu0YvQwrCthYNs87p/eVvYRIt4YwpZj2OamQkstODVOzp/xY0+Cy08JUFM7t7zFFORIqw0lRxmEhuHVj+5jSme0tI+zsSM7ICj/dEfj+XY209iRYvcRPR18i6zGNnXHWLPIwr9xJQ9PYu2ZBr0Fbb/ZzNm0d5KOnFvHSO8Pc/3wPbqfGtRtKWFRhV0sMK8o+hhOCm25rpGsgHXl+6o1+rjmzhLOWebByrDpVSsnKBV42vtaf6XdSUmBj7dH+9AWN4QS7CxJjvytweA/r9XRdYziRXoLdts+S7W0DkpvvaGQgkkIT8LF1xZxxrA9Dm33fMSndhX3hGqyX7xszLsoW5swKaTNB1zW6B7PPMT2DSTR1a3Nuk5IPnxwiHLTz9Bv91JY4+PApRQRd+219NyfMC2t87Zo6mjpjGLqguthBkXsOvyF7pCzB1uY4d/65CyHSwZ6llQ70aVwlrsAl+cqVlfQMmdhtGqFZ1iNMUXKNCjgpyjgSJrR0x7PG+4amd4UfXddIWvDzh1tp7UlP5t/eHWXd8iDvt8XGPHbFfA9CWtxwdinfuHV35k7z2mMClBfYxp3YLap288aOKL95ogOAgQh85/dNfOu6WqoL1VWConxQc08iE2za6/dPd7F6kXdMI+5c4XdIbv7EPHY0R7GkpLxgtNdbzF6Ia/2NxB/5cebxxjFnkvRVHPLrDCUEm7YN8fjmXrwunStOL2ZhmR0Ni6Ql+NkDrQxE0j1JLAm3PdnJ0ho3lQWz7zvGtEAsPQu9uxFz56ugGdhP/AjJgnkzvWkzKh5PsfboIC9uG5the9qyAPF4bqUBRpOClt4kyZSkImSb84GP6eC1S85b6ePM5T4MDZC5tqrg9EulJGU+KPPtbeQ/x9+QPXZ0JPnBXc2Zn7//h2a+fGU1C0un95LVrknKMj3v1GejKEdCBZwUZRwuA04/NnuFn5qS6VnhJ5YSbG+L88r2YeaVOjl2vpd3mqJYEgYiKZKmZMNxBTz5eh8FXoNPnFNGTYkDISwqCgR/99Eq3m0dwdAE21tGuO/5Xi5eU8iqhT5e2dPXxWYIrjurhB/e3ZJ53doSJ5VhBzvbR6gJeef0HXtF2dd4WUzp8o7p35aJKvLbkeG9wfPRDbUkxKtOwHHld2GgHdxBkoEqEuLQvuN0XeP5bUPctjEdtO7sT/Lt3zXy9WtqqQtpjCTh/fZY1vN6BpNUFszOFdOitkLsZ34R+0gPaAZxRwhT5mA53TSrr3DwmQvKufuZLqSEi08uYkllbn3GQ3HB9+9uZmd7+phwOzS+eU0txb4Z3rA5wLIkhkoUUQ7AMDQef7Uva3zja/0suaCYVCrHUokVRZkQFXBSlHHsXeFnIGrylzf7cTt1bji7lIqCaVhhRggef22APzzTDcDTb0B5yM75JxXxx+fTYw++0MO/fLKOi1cX8nbjCL98pB1NE3xsXZgF5U7+5feNxJNjt/O0ZQFuOLuEC04qJBqzKAvZKHQLwgEbnX0JrtpQynutUXa2xwj5bQzEwJ9b1wqKMqMqi+z43PqY/mkXrA7hc8zODIkUBilPNXiqD/t3DCfgsc29Y8akhHeaoswPe3HbYV6ZMysjM+Sf3Ut/J6SNhLM0/cMs/OyngkOzOLneyfJ5NUjAa8u93kXvtMQywSaAaNzi3k3dfOpD4dl5ECtKHpFy/HNDyG/k3A3QZCpFR2+c3qEU4aCN4gIHuqb6PCnKeFTASVH2w2uX3LAhxEdPCaHr4LVPz1LDAyOSezeNzaxq7UkQ8I6eyC5aEyLkFWxvifMff2rNjP/onhb+4fJqkmb2dr7TFOOuv3Ry7gmFnLE8kC4BkpLLTi3ixRInD7zQnSkXau6Ks7N9hC9eVIYu1B2lIzGSEjT1pOgbTlIStFNZqGNMYy8CZfL4HZJvXF3DE6/1835bjPXLgyyrc+XcRHg6GbrA7zbo7B9bauhx6lgWGELymfPLueWORvqG0z2crjyjmNLA9CwPr0wvywKXbmX+P5domqCtJ7tUfmd7jJRFOvtGUZRJI0Q6C3aijfNN02L98gAbX+vL9FB12ASnHRvAHGdeO1OklDz6Sh93bhotIb7xzALWLS8glVsVxIqSE1TASVEOREr2ltdP3+RZjHtirixy8LWrqvE4dYp8AqdN47FxUo+f29rPmiV+nt0yuqSr066RSFpE4xZ3PdONYWicd5wXKaGyUCNa6+b+Td1jfs+b70foiZgUe9Us/HAlpODe5/t45OXRDJBPnlPGaUvdyBy7869MTJEHrjy1ABBIac3pYBOADZPLTy/m23fsZu8uXeA1WFw1ukJeqR++fUMN3YMpPE6dQjcIFWyaECFAiPHPCcqhsSzJkmo3AY/OqccGcdp1Xm4Y5OQlfux67gXIFGU2iybhrd0xXnhnkMVVHk6s9xBwHvx5pX6Nb99QxztNIwgBi6pchL0ip8613f2xMcEmgF8+2c8xtS6Cvgn8kYoyx6iAkzKWrpMw03coc+luwlxiWpKTjw7wzFsDmbFCn0FVkQ3vBxoT90ahwJudelxSYGfdsQGGR0xe3xGhusTBOceH+N1THZnHPPpKL2cs8yOQtPeb4y7nrQnQNRVsOhJtfeaYYBPArU+0s7i6jrBn6l9/MCbY3RXHklAdtlPoVlUjkyF98a/eyL2OKjX4+jW1bG8ewe3Uqa90jtm/pQS3IalWy0ofksE4bNk9QnNXnGXzPMwrtmPT1X53JKqK7HxsfQl3PNlJJGZyxoogJy7yqYCesl9xU6M/auK2awRc6YUDeiKSkYRF2K/jVMdklnjS4p5NfTy2OX1TdPP2Yf78pp0vf6wKl3Hg90tKSdgL4cWuMWO5ZHgklTWWMiXRWIqg6gcHgNAEw3EQgMee270ulamnAk4KALoO73VK7n22jd6hJKcvK2DVQjdB1cNnWpmW5J5NPfjdBpecUsTWXREqihycvDSAzz4aLBhOCv75l7v46GlhNr09kOnX5HZonLzEj98h+cJFpUQT0DFosr05ykVrwrzfNsKzWwYIB2ykLPjxfW1sa4xy2rIgS2vcbN0dzWzLuScUUugWaBoMxiCWtAi4dWyqxG7CPtjrZ694UhKNWeCZ2hW6ekfg67fupn84PTFy2TVuuq6W4sNb9V5RxkhZgu7hdLA65BXUhjTqijxqUjlJoknBv9zZRFNXenXSB17s5bqzSthwrEdl4hyB9v4UP/tAGfqjr/RR6LNx3koVdFKydQ7DD+5qpK03gcuu8enzy+mPJPnVYx1ICSVBG/94RRUh90xvaW5p741nNf9u6krQ1pdiXnj233gIFzjwODUisdEv46KAjaKJpHDNATFT8NRrQ9z9TBdCCC4/LczapV4cKjg7Z6mAkwLA7h741m93ZXr//ObxdmKJMB9eHSSRUAXJ08WyJJ19Sf7y5gB+t85ZqwoJeAwGIikSlg3bnt4/bb1JBiIp/vDnTi4/vYRE0gIBK4/yEvZpSMtCF5K3m+L89P7RVehOXOTnpMV+zjuhkDfej7CtMR1g+vMb/VywOsSapQE6+hIsrnIzv9SORPLargQ/e6CVSMyirtTJ315criZXE1RaaMdh04gnRycl5SE74YABTN1VoxCCV7YPZYJNACMJi0de6eW69SF1YaUckaG44D8fbGfLrggAa5b4ufqMcLovnDIpmnuSmWDTXnc81cUJC7147ep9PpCUFJiWwLVP03IhYHtLNOvxT7zaxxnLfNj3uQdgJ4GRGMAyXMR1rwqmzjFJqfGT+5po600fhyMJix/d28zVG0oz+0JHf5Lbnuzkc+eXoKms1zkj6HPwlctL+emDXTR3J1lQ6uAz5xVht6vLaoAtjTHueKpzz0+S3zzRQUmBjWOq7DO6XcrMmdpb7MqssasjltVo+uGXe+mOqBPodLIZGh9aVQDAiYv9NHbG+N+H2/jJfS1847Ym+mPpEjf7nu6mAxGT3zzezgvvpANUt23s5Fu/b2FLc5KBmOB/H24b8/tffGeQs1cVMK/YyASb9vrT8z1s2jrAFWsLWVppw2lIuoYkP7y7OXMXZ2d7jP96sA3zML86TASdw5IdnSZDccYt5csnxV74x49VUxZKn2SPKnfx+UsqcRtTm6KgaSIzSf6g5q4E6QRnRTk8miZ4/p2hTLAJYNPbg7zdODKDWzU9DEOgmVH0ZGTKLyxS4wSFk6aFihXvn5TQ0J7i67c184+/3MXGtyLEUmLMv4d82WXoZSE7tn3Kx73xdnjwFhK//hvM3/8Dnp63czqgoGki78+n021oxGJ359gm81JCIjX2/P3Wzgix7AqrOa200M4Zy4NjxipCdsoK8iMgk0pJykNOvvnxcn76qQr++YoywgFVEgJgGBpPvdGfNf7c1kEMQ4Ud5qr8OPKVI2YfZ3kWl11TPXxmwNJqJ586r4xowuLxzaMpyY2dcR55pY+PrS2gNGhwdJ2bLTvTQaMzVhTyPw+1Ze66fbepia9fU8tIIjuwkUxZmKbFiYt8lBQ40DQYiVs8vrmXVfU+THP0OR39yay7uu80jTAUswgeYuZw0hI8+togd/65C0iX//3zldVUFRzaCchOEiM5iKU7ieu5XcJjWZL5RRpfv6qGSNzC7xLYp6Ek0TQtTlrkZ+NrY0/6Z64sQEpVj6McPongpYahrPE3d0Y4aaF7zPdHPpFWEra/hP7Cb8FMYq64BGvh6Wj2qWnGVhmy43XqDMdGM4zPXlWI34lqH7Yfzf0WN9/emPn5l4+2Y9PLWLvYnekBc1S5k6qwPZM9ZjMEH1tXjPhAxqmDOInHforV/h4AcriH2L0347rqh0QcJdP4Fx2cLixcQ41YOzeDbkPUHUfUVal2kUngdggKfQa9Q2OjSbZ9LpqX1npwGgJ1YI5y2HQ+ckqIhZVuNr09wNIaDycu8h60f9NsY+g6fs/sLxGcbHUlTt56PzJmrLrEobLr5zAVcFIAqC11UuAz6PvAifWK00vw201MVVE3rRy65NQlHu56PvsOwduNEYaThfQPp7j+rFJ6BlO09yXo6EtkBV7e3h1hYaWL7c2jmQcOm6C0wIZEkDTh/k3dxJMWQa/Bp84vZ2G5fUxzxqAn+yuiKGDDZTv0yVX7gJkJNgFE4xY/vb+Vb15ThUOb2O/yxDtJPf3fJBq3IHxFeM76a6KFi7D2ydqJJAUtPUkSKYvKkJ2CGW6W7dJNXG6YzgnpvBIbn7mgjNs2dpIyJZeuDXNMtTPnmm8qs4tActwC75jvFYClNR6sPG4uZHS9Cxt/kjmCxfO3YnP6oP7UKTlHBpySb1xbwwMv9PJ+e4x1ywKcWO895C+y9LLkOpZl5fVkXwjB243Z5XIPvNjDSfVu9t5T8zkk/3RFFY1dCRIpSWWRnSLP2LdVj/WR2BNsyrBMGGiH4twKOLn63yf2h6/C3hsJL96F+/JbiLgrZ3bD8oDLkPzNxRXcckcjyVR6B7l0bRjHB6ZFRX4bV60vRpvCEvnZymOTrF7o5JTFnrz//lHSTCl48Z0oxQV2fG4908e0wGuwWi3OMKepgJMCQLFH8qUrqtmyO0rfUJJj6rzUldjy9m51rjNNi6PKx6YQ2XTBFaeX8M+/3EXvUApDF1x/dgmnLfXy8OaBrN+xs22Ez11Yzq+f6GDz9mGqih3ceE4ZNl3QG5X82z3NmfKM/uEUtz7ewS3XV/PBoEhZUOec4wt4+OV0ppWhCz53YTlO49BXnOgbys45b+tNMBKXOFzjPGEfdhIkn/gPrNZ3AJBD3cTu/Rauj/+AiLM087ihuOA7H2i267JrfPPaGkp8cytbz6ZJTq53s6KuDonEbZNTH2wSgkgC7Hr69Se0nbpG51AKCYR9ulodM8dZluSUpX5e3j7EjtYYAMvnezi6xpW3wUyXyyD+/ktZxajGtseQi6cm4CQlhD1w/YYQlhToYvT4NQwNy5IHnbxHk4ItjSM8u2WQRVUuVi/2UTCB79rZSEqJ35U9pQ35bOlM7Q/smx6bZHG57QPP3ed32VwIlw85sk8mnzO3lp8ydEi++sfRYBNAKoHc8RLasip1cXeEpIT5xTo/uLGOzoEUfrdO2KchBCyqrCOWtAj7jbzL2plMUkIqpe5azxXNfSn+/Y+tOO0aF59chKYJAm6do2tc+FTvwTlNBZyUjFIfVCxzo2k6yaTJVDY1Vg5ufqmDdcsCPPVGOph04ZoQdzzVkUnvTpmS/3monQVldaxa6OPe57ozq9UJAReuLiLolPzt+aUMxOCtXRFuvn03UsJfnVee1QukezDJQNTC+YHAjE2TXHpyIWuPCTAcNSkpsB12tlC6UfZY88qceBwTy5YyYn0k9gSbMvbedf5AwGlb88iYZrsjCYt7n+vm0+cUz2ya0wywLIlzz2R4qv/0gZjgjqe7eGHbIFVhBzeeV0ZNoXbA1x2JW9z3+iB/erEHy5KctbKQC47343WqOv9c5ndIvnRZBR0DKTQhKPbrEw4wzkbJpAn+7MyWlK8UQ9OBKbygkhKNdIA/lhJsbYrxzJYBFpS7OHmJnwLXft53IXjgpT4eeLEXgNd3DPPk6/184+rqvG3uvrjKSYHXoG/PYgmaBpedHkYcYhlxzAji3vAZ4n/6HnvPTcaxZ5H0lU/2Jh8RgYR4dlaXjEfGebRyWCQEXRDMBDPT+0OxTwA6qoxOUUbt7kjPvWMJi9/taRrud+t8/8baGdwqJReogJMyhmmCqWrocoLLkFyzvojzTigkaUpcDp27n+nOelzXYJJFFU4+e2EF21tGSKYkNcUOnHuW3NE1yYsNQ9y2sTPznMFo9mcc8Oj4nBr7TqBsmqQyqEFwTxDgMOdXJX6dT51fxi8eaSeZkoQDNj57QfmEL1T3f9fZm/lfTRO0j9Mse3dnnJQF47QqUyaBieC/HhpdtWx3Z5xv3Lqb799Yd8CMii3NCe55bnSffvjlXsoKbZxxrOeIs0YsoZFMgdMmkepO/6Sza5Kqgr29K/L7/U2lJHrtSsQb9yMje0qdDQfaiguJx6fnfCmE4NHXBjLngFffHWbjq33cdG3NuKvW9Y9IHnq5d8xYZ3+S1t4kR5Xk59Qv6IJvXlPN++1xogmLBWVOSv3ikIPtUkpipctxfvz76RsargDJQCUJkVtLnidNgee48zGbtowZ1xeuOWh2k6FZiFQCaXOSawkoQkBvFJq7ExiaoCpsVyszKsosUOjLPrdUh53YVZurOS8/Zx2KkmNGUoLeYROXQ6PQLSacbqILuedOmiBhpVf5aOkZG1AJ+Qx2dyX417ubCXoNDF3w2Cu9zC9z8s9XVCAswZ/fHFtyt2nrAFeuL+Z3T3ViyXTT+M9fUonHPnWZMJqQnFLvZml1HdG4RaFXx6lP/MViRgD3hk8T/9P3ydx1XrqOpK8i8xjLkiypccMzY5+7blkQuw553GJmRg1E5ZhVywCSKUlbX5ICV/aqUABOp41X3s0OoD6/bYizVwYwzcNb9kcIQUu/xW0b22juibN+eZAzlgXUBYtyRCxvMdbFN6N17wQrBUW1ECyD1PTsV4Nx+OOmnjFjPUMpmnuSLCrLnsqJOboaZcAJK2pHV4s63POZiUbEXQHuioM/eAYlwktwXPgPJF+5F2E4sJ3wEUb8tft9vKaBbaAJ88U7ET27sBacinH0maQc6RXFhICuYWjsimPXBTXFDnyO6f3ubB+Er/56V2bRk+Kgja9cWUUgt+J9iqLso67EzuJqd2YVbIdNcNWG4pxe4VOZHirgpChTrGsYvv27RroHk+gaXHNmKacu8aCLQ/sCtmuSv76ogptv300kZiEEXLGumNKAzms700Go/uHRi/RdHTESKfDYJQvKnTR3jS7v+17rCB9eW8T3bpzHYDRFyG8QdDHlPViklASdEBwnk2oiz42VrcD58e9Bf9ueu85VJLSxKTS1YRt/dW4Zv93YQSxpcfaqQk5e4lX9LKaQwyZwOzSi8bERPY9j/6VxyaRJddjB8/uM15Y4jijq2RORfPXXu0jsCQTc/Uw3g5EUV68LzbmSSmXySAm4Q5jVodHBaQo2ZbZh3MHxtyHggvNPCPHHF0aDVCUFNioKbfv7TcoslBR2kiUrsF+wDAsYtg5cjqxHuzHv+SokRrAA8erdyEg3xumfImVpNPdLvvqrXST39NILB2x85eNVh7wq7eESQvDAi91jVtjt7E/y5q4RTl3sUl/hE2CS3gcMYan3S5lWHpvkCxeX0dqbJJaQlIdsFLpF3vZ3VCZOBZwUZQqlpOBnD7bSPZgEwLTSSzUvrKilInjofWqqCgTf/WQd3YMpvE6NkFdDQ1JaYM967EmL/bjs6UDNhSeF2PzucGbFiHllTmqK7PgckrB3z9fALDgfmFJLr75zgBV4DCE5dYmb4+bXYUrwOVCBhinmc8CN55bxb/e2ZMZWL/FTVmCwvx3LNC1OXOThydf76RpIHx8Bj8H6ZYEjKlNq6Ulkgk17bXy9n0vWhPD+f/bOMzCu6szfz7n3Tq/SjHqXbeGKO9hgMDamhBJaCL0n2d1syv53s5vsbhphA0k2W7Ilm77Z0EPoJSR0MGAINsbYxrhLsnpv0+ee/4eRxh5L7rI0ks7zBebozvjMnXvPPed33vf3Dr9NFIoJgdcGl50RyEirDngMSoNWRrzHpOTi0/xUFdl5a2sPNaVOTj/Fg3OS+jdNdWJHEJqGMDvqEbHMCpPi49cRS68GZx6/e701LTYBtPXE2VYfYdmMsVGcTAR1rdFh7Y0dUYRwZtXCNZIQNHTF6Q8lKcy1ku/RUr5a40RCwraGOL99rQ0pJVevzGN2iQ1jEvvrKbIPhyGZlr9fXsime1YxfijBSaE4iYRjsKMhPKy9rSdOid82wjsOj5TgsUo8wUzvlKIcnc9fWsyv/tBMJGYyp8LJNSvzEIMDfdAF37u9koaOGBZdUJxrmdSVVUxT4hzK5Jq8XzNrME3Jwio737ujkqbOOF6XTlmuBesRJrpBl8a3bihhb2scU0oq8634HSdmGG6zDH+/y66jT0AfckMzEfEI0urMOp8VxdgipeSChT5Kgzbe2NzDjBIHZ8zyHjZV1GFIFlfZOH1G4VFVtVNMfoQxwrzDYkPqBgkTmrviw/7c3htH0xxjcv1oSNYszOHnv2/KaF84LbuilKNJwf++2MbbW3uBVCri164pY3aJZdz2t3a3JvjBb+vTr3/4yD7+8bpyThkh5VahUCjGEjUKKRQnEbtVUFlgY29L5o5dwDOyr83xoiNZXmNnTkUVsbjE79TQRWZ6k8cqmVmkVBjFyUFDUuzTKPYNLWiO7hrz2jVOLT928fVQlAYsVBfZ2d0USbfddn4hTsvECnSzDTSSWPcwomU7svp0rAsuJWYPHPmNikmLfVBAWlZTSOeApC+UxGbRcVnkYa/tREKZ1ykGyS1H5k9HtO7c37bseqTdj0XChUty+OXzzRlvmVvpGjOxR0rJ4ulOus/O44m32rEZGjesyacqP7tSQRs6E2mxCVLPlp8808T376g4Jm/K0cIwNF7e2D2s/Y8buphzWYEaAxQKxbiiBCeF4iRiESZ/cUkxdz1QR384FaJw9dlBinJGv5zuUPQTVgA1uVBMTZwWyVeuKmFXc5TO3jjTiuyU5BoTKqzbiHVjPvFtRKgXCYgPnyfZuQ/jE18lIUZXrFZMLCSC93ZF+K8nG4nGTfxug7/7dBllOcdejW2sEUdfL+OwGIYgMcb+WZOFhMWNceFXoGkbsqcZregUkoFpgwU1JKfVuBiI5PPkW+047Rq3nldIWe7oz1cOh9Mi+eRSL6vne9E0cFnIqugmgIHI8JDTrv4EsTjYx6Eil5SSXPfwJV2ux8j6cUGhUEx+lOCkUJxkiv2CH9xRSVtvApdNI+jW0I7RMFyhUBw9bqtkfrkVIayDk+2Jdb/JzgYI9Wa0iYbN0N8KnuyumqU4uXSGJP/22L50xc3u/gT/+rt93H1b+bhEVhwNCSmoa0+wozFMgd/K9CLbcVWN7Amb7GiK0dQZY1qRneoCA7sxAXNlx5mEzQ+Vy9A0QfwgIcdhSC5Z4mbVfA+aENh1c1zEeiklrkFtPRuryxbmWtC0zL4tmuHGbReMx/MmmZScc6qPWEKS67UQT0jWbu7m3AV+ksksPIEKhWJKoQQnheIkI2VqAew+yHdJoRhNhIDOUMqDw23XKfTrWKa4WeixrJM0Deq7YE9zGKuhUV1kJ+gcp/NnGSHFUDMQhnI9Nwxt3P2INE1gSoEmxr4f7T2JYQvw9t44PSETu0eMaV+OBiHgza0DGWlaNSUO/uaq4mPyEQzHJP/zbCtbB8ttA3x6ZR5XLPMRj6sF9fFwqGvXNMGhS+DwqZpTmTy34OvXV/Djpxtp74mztMbNzWsK0MYxulzXBR/Vh6hvjeK0aXzu4mIKvcdeEVihUChGGyU4KRQKxSRgb7vJd+6rTVcYWr3Az3UrA9iyNOoh29jdLrnr3v3lwHPcBv94fTn57nHojL8Es2IJWu176Sa55CqkKzhls2VjScH2phivftBNSdDGWXO95LnH3perKyx4aWM3W/aGOGOOl+UzXWNa/TDHPTxfx+vUcduzc2HZFxXc91JrRtv2hjCNnfGMSkZHoq49niE2ATz+ZjvLTnERdKsoJ8UYI2FGgc49t5UTS4DbKhDjODgnpOC/nmygfrDCXyhq8qPH9/HPn60i3519QrRCoZhaKMFJoVAoJjgxU/Djpxszylm/vLGblaf6qM4z6IuCJsBlVTvWI6JrPLG2OeP8dfUn2LRngPPnu8Y8pSOpO9BX/Rm0rEZ2NSLyq5HBakxzai4cNE3wp49D/PTZwcpVH/fxwvou7r69Er997C7ocEJw90N1tAxW8trVFObjfR4+f1E+2hiJPUGP4DOfKORXzzdjSrCdOg6lAAAgAElEQVQagi9fUYrbmp2m+ElTEhvBsDh2jB5M0RGOjyckiWQWfmnFlEBKsGkSmxXGW+ztC0t2HVAoA1L9a+2Okz+WirhCoVCMgBKcFAqFYoITTUBTZ2xYuwQeW9fDM+s6MHTBdavyOXOmC4uKesogmRR09CWGtXf0JtA0DXMcTESSFg+ULkIrX8RUt+AIxQUPvpIZJdMfSVLbGsVfPnaLqaaueFpsGuLdbX1cuzJI0DU2YqAGrJjlZHZ5Nd0DCYJeA7+DrDXF9zkEZ87xsXZzT7rNadMozj028/uyoAW3Q08X3wBYMM1FgV8f77X+SSFmCtp6k9gsGgGXQEzGL6kYNRxWQcBr0NGb+RzzOdUyT3F8SCGIJcBmkJ27GYoJhRqJFAqFYoLjsqYWXxt3DaTb3A6dfW0xHn+zHYB4UvKrPzRTkFPGrGJV6exALFqSVfP9/PqPmeXAF053j3s56cNpXVII4snUhFBmWRWnyYiuDReVNAGaGH2xKZYU9EUlLpvAYWRGJmpA0AVB1+AULpt/eim5/pwghTkWXtvUQ1WhnU+vzBsUyY7+Y4Ieja9fX8ZvX2+ntiXC0hoPFy7xMxnrb3RFBP/8yD72tUURAi5dFuDS0/xTOj06FBfUt8cZiCQpCVop8GRnCul44bBIvvDJEu5+sC4dqfvJ5QEK/WNbYVAxMRFCZGxadITgkTfa2FobYtF0N5cvD+B3DP1d0B8DQx96NqnrS3FklOCkUCgUExwNyW3nF/LfTzeyfV8Yp03jb68u5d4XW4cdu35HP3PLAqpyzQGYJiytcRGJ5/PcOx3YrRrXriqgqsBCNpomCQGtffDIG63saoywYq6PNQt9eA5T+UvTBJomxl1AOx6cFsk15+Tx8+f2C4Iuu0ZF3timihT6DWaWOdlWv99L6MKlueQ6R68ylRDQ0C350WP7aOqKEfRZ+PIVJVQG9Ak7sXdbJZed7uPCxT6sOiCPPbU3mYRin8ZfX1bAQNTE69QPaRYeTQq6QyYum4bXfmhz7GxECsGja9vZ15by4pESnnq7g/nVLmYUTM0pezgh+M+nmsjzWynLt9PcPcD0YgfTC4wxS2XNdqSEaQU6P/xcFS3dcbwOnXyvjjHFC4coDk8oLtjVHGVfe4xpxXYqgxaSEr77QB3tvalo3pc3drO3OcI/XFtCNAG/e6OD1zZ143UZfOYThcwts6Jc9BRHYmo+vRQKhWIU0A1BVwhsFg2bSB75DSeRHIfka1cX0xOS2CwCn1NQVWRnZ2M447jSPNu4pIhlOx6r5JNLvayc5035XVnMrD1PPRH41m9q6Y+krrnH32ynsTPK5z9RMKJxrSvchLn9DWRnPbaZ5xAvmE1Mc4x1tw9Ld0RQ2xolYUoq8uzke2Q6uss0JafPcOG/upSXNnZTGrSxcp6PHOfYRvrbdMmXLitkc22E7Q0h5le7KQ1a6YuB1zY6fRmIC773cB3d/anUmPaeOHc/UMcPP1eFZwJbsUhTYh2FoBTTlDgs4pBiU0sf/PMjdbR2x3HaND5/aTHzym0TJiUtmoCNO/uHtTe0R6es4FTfHifHY6E3lOTeF/aLzp+/tJjlNXaV7TOEhBwH5Dgs+xsUikMQMwU/f76F9Tv2jzdXn53HvEpnWmwaYndzhN6wyYvv9/DKB90AdPcn+OEj+7j79ko8do2dTVFCEZPpxXYKfdqEGXMVY8PUfHopFIpRI2ZqtPcl0DVBnkebMjuOnWHBi+938+oH3QS8Fm44t4CZxfq4BsQYQhJwAUiSCcmFi3N4e0tvWpjI91tYUO1UE/RDkEiYDGUpZanWBEBTZzz9mw7xzkd9XL8yjxxn5rGJ9npiv/sGMpKaVCZ2/gnbqjtI1JyfNZEfbQPw/YdTIgGA267z9RsrKPbuP8aqS+aVWVlYVYhpSkxzfAzw3VZYXmNnXpWT/36qkc17Q9itGrdfUMjS6Q70E8zx6uxLpsWmIcIxk7aeBJ684RXqFPuJmYJ/f6w+fR2Foib/+ug+fvi5qjHz2DpRbAbMrXLx1pbejPaiwARWG0+QgYhJVaGde19syWj/3z80M7eiCvdhIjsVCkUKiaCl16SxI4bboeN1GRliE8Cja9uYP61q2Hs1Abqu8eqg2HQg9W0xHn6tlc5B/zBNwLduqqAqqJ5Xiv0owUmhUBw3vVHBfzzZwPZ9qSias+f5uP6cIE7L5J4A6rrGH97r5Pd/6gSgP5zkew/VcufNVVTkZs/CJt8D99xewb72GJomKAta1eR8EmA1hgewWw2BPsL8LtmyOy02DRF7+2Fs1csJa+6T1cWjRtPg/Z0DaZEAUobgz/+pk89eECR5UApgNqQEJqXgf//Ywua9qdS6SMzkx083cs/tlZT4Tyy5wO3QsOgio2KiJsDrVJP3I9EbMmnoyCyeYEpo60kQdE0M3zohJZ8+K8jOfWFae1L3xJpFOVQErUzViJWSgIXm7uFFMcIxk2hcooqwKRSHRwj4qCHG9x6uT2/UnFrl4rzFObywvit9nGmC2y44Z76P1zb1cNopXqYVOygOWPHYBYW5VnYfVA3RamhpsQlSY+7Dr7XytatLsnvnTjGmqLRLhUJxXAgBr2zqSYtNAK9/2MP2xug49mps6AyTDisewjShvi27vruU4LPDnFIrs4otSmyawEgEHQPQ2GNSkGthbkVmKNO1q/LxOY5S7JSSbFm86rrOvvbh982+tiimzB7x9kDCccF7H/cNa28+qILd8ZDjEHz2oqKMtlvOKyDgPMQbxhFdF5wEv/TjxmnX8LuH76P6XSdXrBNCEIoLQomUT9qJkuuEu24p565bKvjBZ6q4fmUudiM77tfxIN+rMa/Shc2SeW7nVDjxO9UyRqE4EuGE4KfPNmVEBW/aM0BJ0JZx3NxKFz67xnUrA3z3tirC0SQPvNzCfz7RwDvb+rntgkIMff99OLPMidOeeQ+uWuBn6Sk+HlnbxYY9UQZiWfSQUIwbKsJJoVAcF0kpWL99uNfER3UhFlXZsiZd52Rg1QV+l0FzLHPX1WFTk1/F6BNNCp55t5un1nUgJVQU2PjyFaU0tEdp6owxo9hOedAYsVKdXlCNsLszopysZ1xL2PCmtiLHmN4o1LbGiCcl5XlW8txJFs1wDwvVXzHXh5DJLJHFMrEZkooCO3uaM3d6/a4Tn1JJKTl9up2qz1bR0Rsn12OQ59Wzyg8jbgr2tMZ5b3sfxUErC6rd+O3j3z+XRfLFy4r53kP16Qix61blk+89eZW6wgnBixt7eeKtdiy64MZzCzi9xonlBM2aHYakIjAklI3/uR1XpKQsR+ObN1Xyy983UdsS4fRZXq5dmYcuVASFQnEkEiZ0HZSqDaln1tnzfHxUF2LFXC+XL7LilN3ErF4e2djNpj2pysfRuMlPn2vmnttTInhDRwy7VaMiz0JHn4kQqX2sORUukkn4vwMq/i6c7uILlxSe8JiomNgowUmhUBwXhgYLZ7jZ25K56KopdUxqsQnAZUly45oC/uV3+8OTS4I2KgtsTPnFgWLUqWuP8+TbHenXtS1RnlnXwa3nBlhQYTts9TIjWIb1U9/B/Ph1zI56jNmriBfMHpd7tDsCd95bR0dfauJrMQR33VJJTZGNG84t4LE32kgkJecvyWVJjStrxxFDSD57USF33ltLNJ7q49nzfJQGDEbj/hcCCjyCgrRLePacB00TvPtxiJ8+25RuC3o7uPOmCjy28e2nlDCj0OCHn6uirSeB16mT59FO2FfrUAgBG3aFeOT1NgDiCcnPnmsi319OTaGaXo8mUkrK/IKvX1tCLAkOSyr9UKFQHJ6kFNS3x1hS4+FPB0TmahqUBS0sqgpimibezi1En/gl8f4OLPPOY6Z/JS8e9Fl7W2IUB6w8+VYH3QMJLjk9l+Uz3XzjhgrufamFpTM9GWITpFLmW3qSlOaoDdmpjHoiKqYUSSno6DeJJyV5Hh2rriYsx4tpSlaf6mPjzj72NKdSYpbN8jCz1E42LZBOBqYJc8rsfOumSmpbIridOlUFdgKO8f3eQhP0Dep/HjsjRrwoJhZCQN0IqZobdvZz3coAtqMYwwYcxWiLrkPTBNFx8kASArbUhtNiE6QW6I+ubeeLl+TziYUuls30YEpJwCUwk9kduVCWo/PDz1bR1BXHZdMp8OtYp8AO7kAc7nsp07y5vTdBXXuMOSVZ4JOUrtRl7G84SZhovPj+cBPd93b0M6skh2Ry8l8PY40hJMbo6LoKxZRgX1eCex6s54ZzC9A0wZ+29ZLvt/JnlxSR7xFIKfGE9hF57LsM3ViJ95/l9HmSZwtWsadlf6q412Xw7Xtr0xutv/5j6lmw5lQ337yulNbe5IjFPBJqLJzyKMFJMWUIJwQPv97ByxtTE8SqQhv/78oS/PZx7tgExmeX/MO1pbT2JDE0QZ5XwzhJu8nZhk6S6qBGdXDIXGV8v3ckIXh5Ux+PrU3ttl+5Io/V8z3Ylag6oZESSkaoUDWnwontGBZeQ5XdxgshxLBSywAtXTGSMhWP77OlRCZzAkxOpZT47OArmlolyKWZEgoPJluj0U4mmpCU59vY1RjOaC8JWKfk+VAoFNlHXUvK+uH+l1qYWe7k6pX59IcTlAYsSDm4sdNZz8HPMH3bS1xw6mp+Mri/sHC6G49DHyYoPbOukxWz3Vg1kzyPxtxKF5v3DqT/XphrpcCvVOKpjopvU0wZdjXH0mITwJ7mKH9c343IJtfTCYhNS/krFPnElBGbspGP9kV56NVWYglJLCF56NVWPqqPHPmNiqynMs/K6gX+9Os8n4Wrzwoy4lZilmKakvlVrmHtFy7JVePGBMJlg8vPCGa0OW0aZcGpVypMmpKLT8vFeYB3X57Pwvxq56jfmkk04lJT8xWFQnFM5Hr3x5Zsqwvx8Kut7GqM8OqHvTT3ytSYYhtelUJ4gsyensv1qwu4aU0BXpfBW1t7mXfQc9zn0tEHiyXoQrByvo8LluRSlmfjnPl+LlyaS28ouyOWFScfFeGkmBJommDHQbuQAOt39nPlGTkYag6nmMAYhsbrm4endrz2YQ9LpxdmRSl5xfFjNyQ3rgpwweIconGTAr+BYwJWrSoLGPz1VaX85oUWwrEkl58ZZPF052E9qBTZhTQl5y7wEvBZeGF9F+X5Ni46LZcc54TSP0cHIdjVFOLyFXmpl0BVoR2/Q4zayTCBXS1JHni5kf6IyeVnBFgy3XlUqbQKhUJRmW9ldoWTrbUhAGwWwcr5fn7+XCO/e13wvTuqKA1UoeVXY7buTr1JaBgr7+Cr97YSjmbOH2+/sJAPB83EhYAb1xQgkLT1S/ojCWpbomyt7acs38HupjCvftDNX19VQoE3syKeAqzWVORXLJYc766cdJTgpJgSmKZketHw3LmF09xYtCk4UZ4ixJKCuo4EjR0xCnIMKoLWSVle2jQl1YX2YVUDpxXaxye1Qwh6IhKkwOdA3WCjgCEkRT4BnLyKWycbXUgWVlqZdXsFpilxWqQSm46BhISGziR1bTECHoPKfAvOcbBNchiSM2rsLK8pQROpVM2T+TMKAZqmkcwyX6/OAclPn23CPKBbmgb/+rlqcocHDBwXjV0md91fm37902eb0D9ZzPIZdjWsKgCIxeK0dEVw2Azy/DakSl5RHIDLIvmry4qo70ywuykV9f7QK62YJkRNyd6WKA2Gg9nn/h3egVpELAS5JdSaxYSjdcM+rzRo48tXlNAfSTKj2E7ArfPEO908+Vaqim6ez8LlK/L4xXON6THK69SHfc5UZ2+HyR/XtxCKJlmzKJeaIsuk9oFUgpNiyjCt0MbZ83y8/mEPAOX5Ni5ckqMWPJMUieDZ93p4/M32dNuaRTncsDL3pFUtGi9MU3LmHC8vbOime7D0rd9tcOZc75gLTpGE4A/v9wxOPiQXnRbg4qV+nJbJdc4Vx4eUYNNMUEL/MSEEvPNxOKM63PxqF1+4tHBcol1Sv53JyR5eeiKwYdcAtS1Rlp7iYXqhNWuie/rDyQyxCVIFJfrCSXKPYYEVM1NCYmNHjDyfhfKgBbuRSnX5cG9o2PHPrOtg6fQydLJLgFOMPV19Mb7zcDMdvann/kWLXFy9IhfdyAIDf0XWYDck5QGD/3i8nZ6BzGia9t4E9w8Wgvj0ymouWuRFExKPqVGUY6WpK5Y+1ucyKMqx4LQJwEKeR6e+I8ETb+6votvWE+edj3pYMM3N+zv7OXOOl5JcCxN1o+xkUNspufPevQztoWzY0c9Xri7j1LLJe98qwUkxZXBaJLeuCXLJ6bnEE5J8n4FNVxO2yUpnSPLEW+0ZbS9u6OL8RX4KvZMvhzLXAd+9pYJ9HTGkhLKgdVzKlG9riPLoG/vP+9PrOijPt7HsKHfk+xMaTZ1xNE1QnGPgUPeoQkFfVPB/L2RWh/tg9wCNXQmqgpNz93ggJvinB+to6UqZzb+8sZsbz83ngoWerKjAGfAaeJw6faH9Czi3QyfoOXqDXInghfd7efi1tnTbqgV+bjongEWXeBzDf1u/20ATR/1PKCYpmpD85uX2tNgE8NyGAU6rcVFdPHkXrorjw27AzWsK+c8nG9JtQa+FWHz/HOu3r7Wx7BQ3EsHz77XzqXPyeGNTD5v29DOrzMltFxbx42ea0il1cytdXHlWcNi/9XF9mG/eWMEVZwYo8htZs0mQDWiaxoad3RwcsPv0ug7mVpSgmZMzvU4JToophSHkoNggQO0OTmqicXNEgSMSM0mlJU0+PDbJrOLxq5plGBpvb+0d1v7qph7OmOkkeQQvqdYBwX8/uY89zamw7wXTXNxyXgGBUUpPUSgmKvGkHBy7Mhnt8UwIgRDZUXVuX0c8LTYN8cjrbZwxy4M7CzzK3VbJP1xbzn883kBTV4yiHCtfvKIEt+3oUwy7wpJH3mjLaHtlYzcXLPZT7NOYU+HA69TpHRS1NA2uPjsPIdX8ZaoTjSXYUh8b1t7anaC6eBw6pMhqpJQsqrbzrRvL2bh7gIDXSiRm8shrrRnHRZPwT/fvZSBi8uL73Syc7uGvryplbrmdN7b0p8UmgM17B1g0w43PpWdETs2rclKaoyNQyvhIaCMUfxBicldyU4KTQqGYlAQ9OuX5Nupao+m2gNdQ5VlPIsmkZFqxnbc/yhSdZpY5jhiRYLXqvLGuKy02AWzcNcDSU8KcNdNxUvqrUEwUfA6NJTVu3jvAp81u1SjOHb1IhvYB2LCzj95QkqU1HsoC2rhOgJMjqDZJk3FLg48kBe29SRxWjVxXyhi8xC+46+Yy+qMSt03Dqo+80XEoYnE5LC0PIBJLfUiOA+66pYLtDRHCUZOZZQ4KfUI9whTYrQYLKmys25FZEKcwR0U3TSaEgM4QNHfFcdt1Cv06luP0+tGFZFq+wYxCP+EE/P3/1hFP7v8sp02jsy/BQCQ1KEkJG3b08cGuPn765ems39E/7DM/3DPAtavy+dmzTWkPpxtW5SPUpv6ImKbJohlunnqrPePcX7Y8AJM0ugmU4KRQKCYpVk3yN58q5dE32tmws5+5FU6uWZk3Iat7TRSklJx2iocXNnSlIxNyPQZnHYWXVDwp2LJ3YFj7tvoQa+Z7iEYTI7xLoZga6MLk+tUF5HosvLW1l8oCOzetycfvEKMiwOxuCvP1X+8lNFiR6Km3O/jGDeXMKBi/aWJZwDIsZe2i03Lx2EevCtzR0hmC7z9cT1NXDE3AVSuCXLDIi1UHqy4HTcKPfYEVcOtUFdozhHa/O3NjJMcBp0+3I4a+tnqEKYCkFNy4OkBtR0sqDV3Alcs8lOdnQfifYtTY227ynftriSdSN/7qBX6uWxk4oTQ105TYNPjaNWX8+KlGdjdHKA5Y+cInSxiIDhc9LIZG0pQsrnGzcVem6LRohpszTnFSU1xFOCbJ8+pqnn0EKnIF37q5ktc2dROKJFk538/0/Mntc6UEJ4VCMWnJsUs+c16QyKogdgvKpXgM8Nsl376xnIbOONKUlASsuK1HPu+GJplX7WJnY+Zu7cwylxKbshihQU8YEknwOcSkM+TPBoSA3W1J7n6wjpKgjXPm+5lRbCfPPTpikxDw4Z7+tNg0xEOvtvGP1xSjjdMk2GODO2+u4IX13exqCrNqvp9F05xjPo6bQnD/K61p81xTwiNvtDOn0kV13omlM1o0k7+6ophH13awfkcfM8ucXL86H9cIRRbU40txMF6XlbtvLKKtO4rdqpPrs2HKietRORTN09QZx2HTKM6Z2v4/MVPw46cb02ITpLzszj7VR/UoePflu+Hr15XQH5U4rQKrJhmIWygOWGns2J+ued2qfJyGZPE0J+9Nc/HBrtTm4PxpLhZPcyKkJM89ZFcydX+vo8U0oTxHcPuaAEJoxGIJJvt5U4KTQqGY5EjsKotuTHFZJDXpyIijO/HxeJIVc31s3j3AjkHRaUmNmzkVjqP+jImIEIL+WCqFxucUGBNIsImbgje3DnDfiy3EEpIF09x85sICvONgVn9YNEFLr6SzN0HQZ5DnYUJZ+IUTgh893kA0LtndFEmXtv7+HZUU+UYn6S16CH8oKUmtIcaJoBNuWJmDJBekOS7pdJE4bNo9PJWkrSd+woITpCKYPnNekBtWBbEbQqWiHAdCkFK/ATlSjuIkRjcMCoOp520WWK+dEPWdJt++t5bYoMCypMbDZy/Mn7IRM9EENHUO9+nqHUjAKBWLMITEb4eheZbLIvmHa8r4sDbEvvYoC6a5qc6zIKXEbYUvf7KQtt4kIMjzaBjHmd6ngHjcZEJNRk4AJTgpFAqFIivIc0q+cnUpDR0xDEOjKMfAJkYvp31o93RPc5SklFQX2gm6RidK5HiQCDbXx/ifZxrpCyWZXmznLz9ZQsCZPRM4Uwh6QxJDF3gOMkPe15ngV883p19v3NXPM+9auP7s3KwJxzARvPNxmJ8/10QiKbEagi9dUcrCShvJg8vEZCkDUUln3/Aov67+BEW+E0+fkRJOrXajaWT4CV25IoihHb0B9gn1AY2esDnidZZKxx2/68luCGaVu4alkgS9o+mVI3EYqf8qjo1oUrClPsJz73YS9Fq4dFmA0hyRLUOQ4ihJSMEvnm9Oi00A723v48IlOdQUTs3lqsuaKp6ycVem3UBhzslNm/TaJStmOhDCOWz8NYQ8YKND3WSKo2Nq3sEKhUKhyEocepLp+UM7dycuNgkh6AxJ9rXH8LoMvvdQXdoQ02bR+KdbKynwnPA/c6ydoisk6RpIsqU2lI4u2dkY4SfPNvLVTxVnRaRTX0xw/8utvLW1D5tF48Zz8zlzpiu9o3mgIf8Qb27p5cozcrFnSSHI1j7Jz55tTJcgjiUkP36qgbtvryJ3gnjRe+yCkqCVhvb9O91CQNA3eoLHjFInd91SyRNvddAzkOCS0wPMLrWOyaK9Nyq4/+UW3v6oD7tV46Y1BSw/xZkV9wCAhsnNa/Kpa42khb9LTs+lNJC9obNCCHRdkEwem4n5REMIwYbdIf7n6SYAthPm3Y/7+N4dleS7Rzc0z272o/U1I3QrcXchMZRX0mgSS0JxwMry2T4kUNcSYe3mHnoGEkzV5aqG5LbzC/nvpxvZvi+M06bxuYuLyPec/LBTKcevQINi8jE172CFQqHIMoQATdOQUmZFSfLJQlOPyTf+rxaPU2dpjSctNgFE4yZ/XN/JrecGxyzaJWEKXt3cz/0vt5A0Id9v4dYLivjFc42YEj6uD9MXkeSMsxgiNMELG7p5a2sfkDpXv3y+mfL8CqoGQ/nzRhA8phXZsenZ4+PQ0Zvg4J82FDXp6k+Q68gSVewIWDXJly8v4QeP7KO9J47NovHnlxQRHMUFta4JynI0vnRpATB2aUlCCP6wvou3P0pdZ5GYyc+fa8JpK6W60EaOIzuuo6AL7rmtgtaeBA6rRsCtZa1fWW8U3tvRz6bdA5w208P8KgeuwVv14Ci2iYZE0Dkg6QklCXoMHDZ49I32jGMSScnOxgj5NaM3iLqiLcSeuodEdyqi05i1EtvyG4nqY71bMXkxTegPJ7n/pRYAZlc4ueqsPIpyp7awl+OQfO3qYnpCEptF4LWj5oiKCYcSnBQKhWKcCcXh/d1hXv+wh5llTlae6p0w0RdZjRA8uraNaNykyGGle2B4WlLzYDW9saKpO8lvXmxJv27tjvPapm6WnuLlnW295HoMHJbxF2wicXj9w55h7buaIlTnuZASKvOtLJzu4v2dqXB/p03jhtUFWeVBE/QZWHSRUX7YbdfJ9WRvdMpIFHoFd99aTld/Epddw2c/OVmLY+1/E0nA6x/2DmuvbY3wzLp2vvrpEuxZYhrsMCQVgSGRMjv6BKnNirZ+qG+LEvBa+PUfmtk56PO1YWc/Z87xcvv5edS1J9laO4DPZTCr3EGea5w7foyYwJvbQvzy902YMhWh+rVry8jxGLR2Z47jhj56YqwhJMn1TyC796cPJz56DduM5UQLFozavzOVEQI+2BvKSB3bWhtiwTQPpTkGU8Xn5lAYQhJwAcgJLRgrpi6j4zapUCgUJxlN2z+BTEUDTdxKLAciheCJdd389NkmPqoL8fib7dx1Xx0D8cnx/caThJlahAHUtUaoKXUOO+b8xTlj6uXT1jNc4Pq4PkRVoR1dgy9cVoJjhApVY43VgKoi+7D2fL8lLXQ4LZLPX1zIXbdU8I/XlfGDO6oo9I5xR49AgRv+8rISbJbUdMdl1/jiFSUEhl8KWY9dT3lneG1ZY5F1wlh1QWWBbVi7y66zpzlCa4+qUHkkGrolX/3lHv7tsQa21ofTYtMQb27ppa49yZ337uWR19v4xe+buPvBOtpD49Th46S9X/Lz55rSxtjRuMmPHm/gpjWFGce57TozioePXceLbkZI1m0a1i47ahFCPadHA13X2LhzuDH/B7v7MVRohEIx4VG3sUKhyGr6Y4Jt+yLUtUWYXe6kMMfKh3tCdPTymAEAACAASURBVPTFWVDtoixgZG1qw9HQE5b88b3OjLaOvgQNHfEpa5R5PEihpYppyf3ikVWH8xbl8H8vtGCa8MGufq5fXcAL6ztJmpKrz85jVomNsYxWSEXWZDK9xM68KifLZlaTO/ZV30dESMm1K/P5qDZEKJo6p7PKnUwrzDxfNn0o6kMHxsZg+lhZUm3lnjsq6e5PEvAYBFwCU20TZwUCkxtW57N9Xy3hQS+zmlIH3QMJTAmGrvZFD8tgFOeBZdNHYl9bpgjV0ZtgV1OU4LThYl+2MpJxfnd/ApsBd95cwbsf95HrsbBommtUx9GEbsdStZjEpj9mtItglfK4GSWSSZP51W7e2daX0b54hptkUp1jhWKio1YzCsVRIERK+JAS3DZASsRghI1UudQnjUhS8KMnGvl4XxiAJ97s4KLTc9m6N8TelgiPrW3nK1eXMr98bMxtTwYCkSrpfFD/1cbp0ZGUgh3NcR5b24amCa48M8j0AguaSHlhLZvppqs/wXPvdrKzMcw5831899YKhEhFjIz1gqE4V+eKFUEeX5vyHfE6dT53UTGFWWgFUuiF799RRWNnDJtFozjHwD4By1ObJgSdEHSmRLHx8L+QQjAQBYsxdN2NeRdGBYtmoplx4pp91M5jkU/w/c9UsaUuTCiSpLkrxrPrOlg+y0ueRyOb0teyjaQUNB9QNr29O05lgZ29LfsFpuWzvQgNbjm/kGjcxGporPuoJ12sYKIQ9FrQBBx42QW9FnxOjQKPYFp+TtroeDTvr6QpsC+8FLNpO2bbXgAsCz5BIjht9P6RKY6UML/ayanVLjbtTqXVzSxzclqNS4l6CsUkQEyBG7kS2NPR0T+uJmt5eR7a2vqOfKBi/BHQMQBtPQn8Lp0cl87arX089GobiaTJxacHWDbLy4OvtAJw+RkBpuWnFrgnirpOMtnTnuRbv6nNaDN0wafOyuOhV1PnP99v4Z5by7FoE3QsE4In3unhsbX7jU+Lc61868YyHIdY3KvrZD87WhLcdX9dRtudN+83toaUAXZ/FDSRKjM83oabJoL2fpOBiEm+z8BtPXkChLpWxp/eqODBV9t4a2svAa+FP7+4iBmFFkQWCSlHuk6EELj69xJf9wiyqxFj3nmY088koo9eDmU4Abua4+xoCFFd5GBGkRXn6BXim5SYQuP363t5ePB5KARcszIfXYcte0MsOcVDwGvQ3BnnNy80p8eZK1fksWyWm8JjrHY1nuOJRLBhT4T/ebqRWELidep89ZoyynO1MRFwbTKM3t+CMKzEnAXE5cQoOjAeHO91EjcFbX1JTBPyfQZWbWKJoopjQ81PJg+aJggE3ABVwN6D/64inBSKAxBCsLUhxg9+W5+ubPTplXl8uGeAaDzV8NTbHVgMjdqWCL2hJB/uGeDbN1VQnacmH6PNSGkCiaTM8G8Kx0ySUmDJosXbMSElFy7yUVVg552Pe5le7GDxdNchxaaxRtehO6KhC3BbzawyrDQMjT+81zWs/eWN3Xzugry0N5M0ZbpKUzb0X0OmSna7szcNTTE6SCF46LV23tySMsZu74lz94N1/OAzVWNS2nq0cIabiPz2G5BIRdPEXv8/LJFe9AXXMFoZLw4D5pZaOLXcP+6i8EShpdekozfOJcsCvPx+F06bjsUQ1JQ6OGuul3/831rOW5zDo2+0ZYwzT7zZxllzsjCs8jAIJEuqbfzL56rpCyfJcesnVaw/mKhwgKcy9UJdnicFiyYp9g2l0WbBw1qhUIwKKjleoTiA1n6oa4tx/bmFzCxLucr+9rU2lp6SuYv7wa5+Tinb7zr7woYuDEPdTqNNca4FnytTF180w8PW2v2VTK44I4gzC0yWAWKmoKHbpLlXkpBHv5i0G5L5FVb+4hP5nDvPjW/0/E5PiN6o4NG3+/jbn+3m67+uZd2OKHEze65zKcE9Qmn7VFt2XBOKqc1AFN7cklntz5TQ2DncPD4uNXa1JXlta4iNdTF6omPVy6Ogqz4tNg0RX/8M1sTwSoYnihKbjh6LJnj1g27Wb+/j/CW5LD3Fw+NvthOJmmzeG6KjN3WdHbx5Y0roCU08Q3YpwWeXlOZouCxjJzZJIegOQ09EpPPdY6agrtNkV2tCFflQKBSKw6AinBQKUpFNHzXG+cFv60kMbtdeujwAwLb6ELFE5k5LYa6VhvYo5y/JYeF0D6FIkvpOkwKvQFML3VHDbZV8+6Zynl7Xycf7wpw118viGg+PvN5GRYGdC5fksGiaIysWKD0Rwb893sDuwQpBZ87xctPq4DGlhIxltbQjoWka67b18djaNgBCUZP/erKBr99QQU1BdkTzJZMm5y3O4bVN3emIRIsuWDnPp4xGFVmBxYCA10L7QdUJ3Y5M4VbXNd78KMRPn2lMt80qd/LFy4pwZ4Ogrg0fyITNgRTZMRZMVfI8gk8uD/LY2jaeeDOVll1T6qA0z0pvXUpQisRMfC6DnoH9ApPDqpHnVUuAo2EgDr9b28HLG7vRBFx+ZpBzTvXxqz80U98W4/wluexqjjKzzEmJX5vQRUwUCoXiZKCeNgoF0B+F/3iiIS02ATz9dgc3nVfIjoYQrgOiKNwOnZnlThxWDY/D4PsPpfxjNA2+dHkpS6fZs0o4mOgEnHDruQESZircWkr4wiX5mKZAF+Zx7XD2RKG+NUbClJTn2Qi4RIYxZU9EsLs5QihqMq3ITqFPO2zJG6EJXv6gJy02QaoU9ekzvSyosB57B7OAaBJe+aB7WPumPf3MKs7Jmmu8xC+4+/YqNu4aQBMwf5qLIq9QaWqKrMCuS/784iLufrAubXa8cLqL0lwLB0bhdYYk973YnPHej+pC1LXGmV0y/lM1M1CJ8Bchu5vSbZGlNxM1vTiVz8q4IU2T8xd5mVZs5+P6MCVBKzNLHbgMk2mFdpw2jRfWd3LjmkIeX9tGa3ecXI/BX11ZgtculCHzEQglNNZu7eO97X3kuA06+xI8+VYHRbk2duyLcO2qfB59o42igJVn13Vw7sIcLlrsxZionpIKhUJxEhj/WYxCkQUMxEz6w8lh7UlT8nefLqeiwErh9eUkk5LyPCuRuKQ4YOU79+43tDZN+NmzjVTdUUVOlqRETRqkxBAHaD6mRDtO75uuMHz7vjq6Bkss2ywad91akTZP7YkI7ryvlvbe1N81Ad+6KdOE+mASpmD9juHGh9vqQyyqsmVFBNaxYtEhz2fQ0J6Z1xPwWrJGbAJAQpFXULwo5Ucy2hWKFCcXKQShWOp6s07CRZqUMKPQwvc/U0VTZxy3XaM0YBlW7S+ekAxEht9XoSypJBax5tC07G/xdG3DGumg23sKD272c5Y1zMJK23h3b0rjNCTzSi0sqLANjs2payvggrtuqWTtll621Q/wV1eWYjUEHrvAaRn7Cp0TjYQUvLm1F5/Lwtmn+oknJCVBG29u7qa2NcI5C/z0hhKsXpjDjoYQZ83zY+iClt4kJf7sST1XKBSK8UYJThMAKQQtvZLW7hgBj4UCn8BQ6eKjis+hke+30Nq9P+1B0+CUUgf72qL89vU2Tqtxc+o0D29t60MTguoiBzkeIy1cQCrtqC9kkmPP7h9IAp0DMBBNEvQYuMbQeHM8EQI+2D2Q8ZtF4ybPrOvksxcEkaZke2MkLTZByuvigVda+furiw+ZLmloksUzPNS1ZoozM8uyI93vuDBNrjwrny21e9P+H0GfhbkVziO8cXxQi6eJR19U8Lu1Hbz2YTcFPiufu7iIaQX6pLPfEkgKPIICz1C04/AvmOPWWFzjZv32/nSbxRCU5mVHhGTCFPzoFUl7TzVO+/TBMTRBSXGExdX2iTvOTSIO3giQEvLccNVyH5omSKStAabG8/5EaeszcTsMfvn7RqLx1AnTBNxxUTE2Q6BpsHZzLxsGN5s27R6gssDO3KrsfEYqFArFeKEEpyxH0+DdXVH+68l9mGZqwXzTmkJWz3Mpr6BRxKZLvnB5Kf/5+D7aeuK47Bo3rinkjQ+7eXFDKq1o9cIcvvHrPem0O4shuPX8Qn7+3P4UgzyfhVyPTjZX10hIePnDfh54qRVTgs+l8w/XlVPkzW6RbDQQQtDSNdyst6EjholAE5L+8HAj1a6+BAkTrIfYtJSmZPV8H5t297NrMK1uxVwvNcUTe+e/Oii469YqalsiWC0aVQU2ch3ZMe6YCDoHUvdZrktHy+J7TjECQvDw6+28/mHKdLqpK8ZdD9Smqre5J/9YdDC6NLnx3AK8ToN3PuqlKGDj5vMKKPZqmFlQWtGimSyb6eHRte3piq0AM8ucSmzKckxTqt/oODA02NsSSYtNkNqAWv9xLxednotEpMWmIfa2RIjFJ/65jpmC5u4kiaRJUY4la6rmKhSKiYkSnLKctn7Bz55tTJfylhLue7GZ2eXVFPvGt2+TjVyXxrLZXlx2nXhCkkjItNhUVWhny96BDI+neEJS3xalptTB9n1hCnKsfPHyEtyW8V8cHI6WHpP7XmxNv+4ZSPLjpxv55vVlWER29/1EMU3J4ho3z77bmdF+weIcNJnyg6opcSBEpmXTxacHsBtwuHWfzy75+2tKaOtNomuCoEfDmODmoaYJxV4o9g7liGbH9xmIp8SKVz9IiRUr5vq4/pwA7uwIBhl1hCaIJsCqc1gvsYlEfwze2HxQ9TYTGjvi5E/WH/IIBByS29YE+dSKIHaLwCKSWSE2Qeq3WTXfx46GMJv2pPzSLjotl2kFVrJlXFAoRpOAR8+Y8w0Ripk8924nS2u8I7wLrBM8BaE/Bj95rplNu1PVgPN8Fv7x+jJyHePcMYVCMWFRglOW0xNKEDnIw8GU0Nkfp9h3DOWvFEfEa5ecWuXi3x/bx0DE5ObzCtFE6nzbrBrh6HCPp3A0yd9cVUp7X4Jct47LyI7FweE4uFoSQG1LlHBUYpkC3lMVQQtfvKyE+15qIRo3uXJFkAVVjnRKVrFf5+vXV3DvSy30DiS4dFmAZae4jmqH2KrJA7wb1CLsZCAEbKkLp8UmgLWbe5hV7uTsWY7Josek6YsJXtrYw9rNPUwvtnPVijzyPRNfd7JokOsx6OjNjCh02ae494lp4slSvc1rk/y/y4vo6E9i6IJcp0CNc9lBEo1kUmK3oKKZRglNmpw118cL67sy2k+f6eWBl1sAweIaD+u3749ymlHsoMCnM5Hvi+0N0bTYBNDWE+f597q4YWUuUl1bCoXiOFCCU5YT8Fjwuw26+/dPyi2GoMCvxKZRR8LMIgv//JkqekPJVEWS3lyeeaeTHftC3HReIe/v7M94y6r5fhx6kjK/IJvT6A4kOIJQWVlgw5Gli5zRxqJJTptuZ15lBZKU4eqB/j8CyYwCnW9eV0JSChyGSkfIJnRd408fDzdof3trL6vmug7wKZn4SDR+82IL72xLfd/W7jib9oT459tLcdkmdjl6uyH5s4uLuOeh+rR4Nq/KRWkgs3qbIrvQhUm+ZyiCI/t+J00T2GJdiESUhD2HGJP8wSZgT1uS+19uoqM3zidOy2XFLA9OS/b9NhOR8oDGt2+u4NE3UqmkF58e4JWN3cQTkg07+vjk8gCLLipi/Y4+5le7WDzdhU2fuOde01IVeg9m894QibMC6Md4z0sE4QQYuqCjN4kpJfleHcskLBChUCgOjRKcspwch8lfXVnKfzy+j86+BG6Hzl9cWkyem2yc6014pJS4reC2aoDJpaf7OaXMyQe7+snzGfzdp8t4/M12NAGfOjuPiqDBRPshCrwaN68p4L6XWzBN8LsNPn9p8ZSaAEgpsetD/z/yMYaQGEIeNo1OMfYkk5I5lc60CDPEqdVHF4U2XhiGdsxeKl1hc9j37A8naahtYt40P1HdPdrdPDo0ne6wxGkD63EK7VLCzCIr37+jisaOGG6HTllw9L1CEggau0xaumIEfRZKc9RiZ7JikMBW+w7Rl38BsTBa2Rxcq/+cAWveeHftpNHcK7nz3lqGhpX7XmwlmYSLFrknfBRkNqAB1UGdv72qCClBSEmeN0hRwIpFF5w5x0uxX7BqrotkcuJX/jNNyaxyJ0+93ZHRfsZsL4Ywj+ma6goLHnilleKAjZ2NYT7ck4qamlXm5EuXF+G2CQSmmmMpFFMAJThlOaYJ0/M1vnNLBZ19SXwunYBTZI2vw2THYcD8ciuLqoKYZuphO/uaYoQQCLm//PBEwtDg3FPdLJzuYiAytarUKSY+UkoWT3PxapGd3YMG7eX5NpbPdGel4BRLCj5ujPLqph5KgzbOmuslz310KXGGlopoHaoSOIQ13ovR3UM0MOck9frQtPTDb19t5v1d/VTk27nlgkKm5QmSwzOOjwJJoVdQ6LWlX48qQrB2ywC/er453XT12XlcvNiLNsH91RTDsfXVE33+P9OvzfotJN9+AMs5XyAuJ3ZE4KGobYly8LD37DsdrDrVg30CR9pkHabJUFxfaY7GjStzkDIl0EgTEpNoTj6twMonlwV45p0OTAkLprlYOc97TGJa70CCf3+8gZauGKV59rTYBDC3ysXLH/Tx/s4+5k9zsXKeD79dXasKxWRGCU4TANMEr1XiDWiASu8ZDw4sN6whJ7yBikAScELAmfIamOBfRzHF8Njg7z9dQnN3AimhMMfIysWVpgnWfTTAL36fEjz+9HEfL2zo4u7bKvAfhV+azy64bmWQ37zUlm6bXWJQ3LcJvGUQOFk9H5mIqfOTp/exqykMwK6mMPc8UMt3bq2kYJyCrQ5Ha5/k3hdaMtp+90YbC2e4KfVNbGPfwxFLarT1JbAYgqBbm7QVbTVNICX7F8I9zcOOSex4B8uKW4nrk7PKimOE0qk+l4E+eS/vrCA5gpn4ZMFuSK46w8/qBT4SpiTg1o4plU7TINrTwVfOiRO1eHnig1j6b8tmefmoLsTmvSkBamdjmHc+6uWbN5Rl5TNcoVCMDkpwUkw6NE2gaWJSebkoFIpMbLqkIjAUtZCdE9VQHB56pS2jrT+cpL4thr/syN4yUkpWzXNT5Rlge1OcYk+SGfEPcW54Aubcc7K6fUhaexJpsWmIcMykqTNOgTv7fAV7Q0niBy0MpYTegST4Juf0pzsMP3y0nrrWKAAXLsnhyjNysU+msuYCGrslG3f1YTEE86vdFHgEOIZXDdOC5Zi6bYQPmRxUFdgoyLHQ0pUqBiIE3HJ+wZRNG40mBc3dCaJxSVGOgdd+8vYHh+aakyGV7mAEklxn6v+O5fmqaWDp3IP5/L+Q09eOcPr47OovsXmPm86+JNXFDh54KXMTYF97jOauBJXByRmFqFAolOCkmGR0hlNRBLWtEc6Y7WNGkXVCGzgqFIqJjRxhsn4sI5KuCU4tM5hT9yCJP60Hw4Ltgr8k6i4dvU4eJXarwGoIYgel+B2qspyJYCCWKhNu14/N/+NwJBF0hyQWHXwOccjKSQV+C7keg86+/UU3nDaNwpxJakwuBE+t60iLTQDPv9fFouluZhZnnyB4vNR3mnzj13vTqWQPG21897ZKyv2V6DVnkNz+VuoPhhXr6s/Sz+Qtv+qxSb5xfRm7mqL0hpNML7JT7J/YVdKOl1Bc8JPnmtm4KxU947brfPvmCvJPQvRlb1Tw9rY+Nu4aYPksD4umuXBbp945Pxgt0ov53PeRA90AyFAP+vM/4P+d+12+8USSQwXeJaUKyVMoJjNKcFJMGvpigjvvq6VrcHGxdnMvt55fwLnzXCplTKFQjDlOC1xzTn6Gh5DbrlOed2yVswYsQazn/CXWZV1Iw0bYmjMuqdWFPrh2VT6/OSBNbdksL8W5w4sn9EQFv3mxlT993Eeez8JfXFrM9AL9hNfBPVHBL37fzAe7B7AaghvXFHDmTNeIER0+u8nffKqMHz/dSEN7lHy/hb+4tISgi0lpVBtNwvu7+oe117ZGmVVimRTPQU3XeHpdW4ZvUSwheXdbH0Wn+zDO+gy2BZ+AaAjpK2LAnj/ptRevDRZWHhjFNcm/8CHY0xJLi00A/ZEkD7/ayhcuKUCM4jmJJgU//N0+9rakhN0tewdYPtvLn12YN2nTV48Ws78TbVBsSpOIUmbv5YZzK5he4uCseT7e+LAn/eeaUgcOmxKcFIrJjBKcFJOG+rZYWmwa4qFX21h2iluVCFYoFGOOaUrOOMVFrqeUVz/opizPzllzveQ4jj3NI4aVmL1g8IPHZzwzE7Bitovyggpau2L43RbKgxZcB6VrmWj8+o/NrN+REj/aeuL80wO1/PAzVQTdJ7CwEIKn1nXywe7UojKWkPzq+WYqCyqoDAxPxzBNKMsRfPOGMnpCJh6HhsswJ60Pok2H+dVuXt6YueArz7dltdhkteokkzLDK/FwDESGHzcQNRECYpqTmG/G/j9k8fc+UTRNoOsaiUQyq3/f0UYIEEJk3MdCQHN3bNixOxsjxEywjRyEeVw0dyfSYtMQb2/t5VMrAuSdyPg2CdCcHjBskDjg/AiNsO7h/pdauGBJLvl+C9etzqe2JUpJwAoCvPaUR61CoZicKMFJMWkwR5hxSTlSQotCoVCMDVZdcmqZlUVVhZhmqujDWC0OhQAz3IfdHCBmjE4VP7sONfk6NfmOwZbhn9kfkWmxaQjThKauOEH3sUV3HUg4Dm9v6R3WXt8WozLgGOEdKRz/n737jo/rqhP+/zn3Tu9Foy5LcpNjxy1xenc6pBiSkEIaJMCyCzwL+yzL81BCQgt1nx8Lyy67CyGNBAgQkpCQTgqkm/QodmzLsqzeR1Pvvef3x9hjKyM7ki1pZqTz/scvHRXfmbntfO/3fL+6hdsPMAfTmvYmJecdE+HN9gSd/bnJ96lrQzRXOijFyVzKFGzuyvLMG/1UBO25bLng/rPPLNPinKMi47peQa5t+1wu5PxuwynBs62jvLJ1jKOXBViz0M1BHFplYzAJL28Zo2coy7qlfhZU6NhELoDfVFW4dPLYFQFc+vTWcRJi4qDSPobnFcsTQV//SeRDPwSZO5DlcVfx65ftQJZHNw5y9Vk1PP/WCAOjWUbGslxxWhV+p2peoyhzmQo4KXPGggonfo/OaGJPf+4PHh/D58xf95Qy4XTaSKeN9/5BRSkTs93EwIaBq/s1Rp+4BZlJ4D7iAxiLjiOteWf8/7bbIOSzMRQffwx7XQdXFNZpg4U1Ll55V7ChIqBuZXaLuOGGyxvoGTZw2DUqfBq6KL2ZnKbBxk1JfnLPzvzYgy8Oct0Vje/Z8XBxtYN/ubiB3z3dh90muPD4GPXhaUxhKXFpU/D9u/Ys6XplyxjHHxrk2jNiaHM4qDqUgutu2Z4/r9z77ACfvaCew5ocSAkLojauOr2K2x/rIWtI1i72cfa68LQX9K4K6iypc7OpY08DhRNXBol4VZaOZQlE41Hol/0AY7Ab3R/FCtRwqNPgiTeTZE3JbQ938ZXLGwl6dZy6xCZUsElR5jp1l6bMGUG35PorGnn85WG2dKU4ZU2IlQtc+ywoq5SewZRg8840b7UP0Vzt4pAGN1GP+vwUZbLGsoKO/iyH6FtI3X1jfjz9+M9w2p1kmk+a8Zt7j13yd+fU8O072/P/19HL/NRNUOtpKjQkl59ayVdvaSORzk2s1y310xgrzQyeYnHqkoZIaXdwjGc1fv1EYQfHrV0pqhbvv8i3XZOsqLOz/OK6XBHiEnmipBsJGNgO6TG0SB2mvwrLmv60l4mWdD312jAfODYyp5d0tfVkCoLYtzzczYqPNOLQLOya5LRVPo5Y6iVrQtgjZqSmklOX/OOGWl56Z4zXto2xbqmfQxvd875+024mgkjjEno91fnw57pFNr7/8WZGxkzCfp2gC2SJHLeKosw8FXBS5gwpocILF58QAiEwDYtSvdmeq5KGoL0vy2jSpDbioCoomOxzZ1No3PtMPw+9NJgfW97o4VPn1+KzqRsTRXkvwyn41h3tpA2L76zcyLsXmWU33oe96RgyzOzaGylhea2D71zbTNdAFp9Hoz5in5aOoTVBwXeubaZzIIPLoVETtuGYpy3gy5mUTLgEbirF3EUJTVj17Bjy0X9H2/4iAFKzYdvwFTLRpbO2DXN9SVd2gv0lnbXGlbSTUhLI10+fufOC3yk5eYWXU1f5ME1r2rOo5hwpCbsh7NZ3f6koyjyiAk7KnJO7iVVXs4MhxNRvCFKG4N/v7coX9AX4/IcaWNkwue5IXUMWD28cHDf2RluCjr4sLdUHtxRnvjKkwLTAbc/VOOuLQ/+Igd2uMTCaJeDWaaiw47ap46XcCQF/25Jg50AGj1PDcIYKf8ZfgaXZZqmUkaTKL6jyO/JfT8tflRBwSgI19mn9u/OREDCcFLT3Z3D0DFMT0mettXvACecdW8EvHtzTwdFpFzRX7z+7qVSJ/q2IXcEmACwD6/GfYvvgNzCEc9+/eACqQ3YW1bp4Z2cqP3biqoNf0qXJLPrwTszRPrRADCtQiyVKZ5rQVOnEYRNkjD2v8YLjK/DYZVG6TkopMQx1/pkKQwoyBrgdIFTUSVHmjdK5kijKHJQyBb3DJi6HIOrTSj7lOp4RbO5M0zeSZUmtm/qIPun6HzsGsuOCTQD/9cdOvn1NI65JZDZkzYnX8RvzqBDsdJES3u42uPmhbuJJkw8cF2VBlZsf/GY7F55Yxc//1Jl/rw9t9vDpc2tU0KnMaZpGW3duAppIW2yxLWWNN4Tc3aJas2E/8kLi1vypdaPsX08crrt5G/Fkru5hLGTny5ctIOSa+XOBaVoc3eLD56rlsZeHqAjYOeuICHUhUZ5dBJPDhWODO9GMNNinN+Dk1C0++4FaXtw0xmvbEhzR4mdl08Et6dKERHvjEeTTN+WzkrUTrkEcchqmLI3UqZhP8PWrm/jDX/vpHMhy1hFhVje5y3N/mWeEEOwYsvif+3eytSvFUcsCXHJybFbONYqiFJ8KOCnKDBlIwI13ttM1mOsWdN4xUc49MjQty0pmQiIr+O5vdrC1G4NMxgAAIABJREFUa09tiM9sqOOIRa5JpYsnJmhVPTRmkDVzna3eS03YxoomL69v2xO0qgzZqY06KGZ3KSHAEhoaICfxGDVhaOwcyOKwadSEdexi9rd9x5DFN27fnv96a3eaB18c4rhDQ9z9l95xgb3XtibY0Z9lSZW6HJQz07Q4fImfhzfmAkz/7zH41Ilf4LBAJy4tC7GFJLx1KiFIAaBrRHL/84P5YBNA71CWlzbHOXWlb1aWCHntFkctdnHcIfUILLJZq2yDByJcV3BoycXHYjn9M3L5Cjhh/Uofp6/xT8uSLj3ejfzLzeMHn74J0bAKvFUH9beni5SS6oDgE2dXYknQUEvZysVQUnL9LW2kMrmD4S9v5LrUff7CWmwl2NRAUZTppR51KspMEII7Hu/NB5sA/vDXftr7S7fzWntfdlywCeDnD3aRyE7u92ujdvR3nVGOWxHEN8mHu05h8pEzqzn/2CgLKp2cdliYf7qogbCreMGmlCF4ZlOKG27r4D/u76FzRO6zJTJA7xh88452bri1jS/dtJX//lMPw+nZfToshOCN7YlxYxUBO92DGYIeGwOjhfvg2ATBwlKjaaXxlL2ULa5x8OFTK3HYBIYpaY2HMJeezFjjiYx56rFKJFNhPjIti7Z+g9fa0wwkLHS9eJ9FT1xy55972TmQKfje9p70rB9rRtYgmy39c9D+WMEGxJmfQ7j9AMimw9GPvhRjBoqG75Zb0mVNSz0cMzFaWHzdMrGSowf/x6eZtCyEnJ7XrcyOriEjH2za7a32JEOJ8j7uFUWZHPVIW1FmQNKgoHU3QPdghsWV7y7lWxoyE7RtH0uZmJO8H6jwCr5yeSP/dX8XXQMZTlwZ5IPHRae0Tr/SK7nkhCDnHR3FbZMYhvnevzRDNE3wl7fi3PRgNwDvdCZ5vnWUb1/TTHSCzvKapvHgiwNs79kTtPvrGyOsW+rniIXTu6Rif6SUhLzjT+0vb4lz1CF+Xtka54gWP8+9tWcSoWm5YGGp6h0TbN6ZZCRhsqjWTXOFRhHn6iXNqUvOWuvnuEP8WBICLoiFHPT2pt/7l5UZkzEsfvX0MA++mKtR53JofOHiBhbGilObrqMvQ2t7krOPjNDaPj44fWRLLmNGmRpT6Mimo9FrliGMDHjCZGT51B7UAjGEy4dMxfNjwhPI1XIq4nYpc4PHUZjf4LRrOG0HV3dMUZTyoDKcFGUGuHQ4tLkwKlEVKt2JfV3UgcM2fiZ/xmFh/FOIlTRX6Fx/eQM/+oeFXH1qlIBz6jcS2SzYMYoabAJIZAR3PdU3bixjSNr2MXlPm/DatnjB+OadSWy22T3VLqt3EfXvCTpt3pnkvGMqiPjtLK7zcOzyAJoGNWEHX76skUp/aUZwesfge79p5yf37OS2R7q54ZZtvLw9g14+87hZJy2JzyFzx55KASgJ2/rMfLAJIJWx+K/7O0kXqT6d26ERT5kMjRmcsS6CXRe4HBpXnVHF4uqpdzCMZwSbugze6TVJGqV5LpkNlmWRtQfIuiswyijYBGC5Q2jnfhFCNbmBcC3aOf8XyxUs7oYpc0J1SOeElYFxY1efWUWgiDWchIDRNLR2Ztnaa5Iy5++5S1FmmspwUpQZIJBcenIlbV0puodya9LOOTpCQ4WdUn2aE/UKbriqiV8+1kNHX4b1a0OcvDIw5RoJdmFht1GqL3PSNA2cNo1Rxge+bPtYbuLU4dAmHx19A+PGF9W4MSbIHptJQRd89YpGtnSlSGUtFla7qPLDx86sIJ6C9Sv9XHlaDJtGrqV8iX5WbT0ZOvvHL/u5/ZFultU34tHVc3elPAxOsIy1oy9DIi1xemZ/ktMQc7CwxsVDLw6yoNLJhuNjrF3sY0GYKddQGkjA9be15V9jY6WTf76obq/W9Eo5sCxIh5qxXfANSMbB7SetuYtZPlGZQ+ya5Ir1MU5eFWJ4zKA67KAmpBe1BlfPKFx3S1u+jt0hCzx85rwavLPUqVNR5hMVcFKUGRL1SL521QJ6hw2cDo2KEu9SJ6WkNij43IYaMpbEpct5XZDTqVtccXoV/3rXjvxYyGejqdLJRBEay7I44/AQb24fyy+rO2Z5gJZ614Q/P9OCLsnapvGzPiHlrow1yQQZ7iUnPUFdl+Exk6wJlFcCQdkRQpDIgmGR22fm2LkgkRW092XJGBZ1UQdRr5ix811VuDCztaXeTXAWg01ZU7Bz2GBkzKQqbOefL6xnW3ea0aRBQ8zJ8kYvw0OFy8D3R9MED28cHBdQa+tJ88rWJCcc4p5ru8y8YGge8HqKvRnKHOTS5a7mJLunnkU8QQjBXU/3jmua8Ob2BJs606xpnHqWp6Io+6cCTooyg1y6pCGye2ZcHnffAgunNufml1MmJaxc4OCrVzTywtujxEJ21iz07jcFPOaFL17awM6BLHabRk2oOF3q5oqGmBNdY1wdsdMODxP1gVFY71iZJpYUvNKW5n8e6GQ0YXLKmhAXHBfFN0ee/MYz4ztyOmy57M7a4MwEgBZEdD56ZhW3PtJDxpDUVTi45qxqNGYn4GRYgl8/PcADL+SW9QkB/3xRPSsbnEiZC4Y57FOPQEsEb7UnJxiXdI9KdCGIeAWihK99QoApNTShlqAqynyRMQWbOwrPXTv706xtcs7rh62KMhNUwElRFGUfbAIWxnQWV4WRUk5qPuLWLRbliwGrYNPBaIoK/u9ljdz5eA99w1lOXh3mxJUBjIx6X2dSx5DJD/bK7Htk4xBel85Fx4bmxI345s70uI6cGUNyx+M9fPb8GsQMHLOaJli/2svKpkbGUhZVQRtOWy7YMZiEnf1ZnHZBbcSO2zb972/nsJkPNkEurvKTezv5zjVNeA+mrKCUnLgqwOadeyZul5xSyV/eGOW//tiFEPC+IyOcf1QY1wy8roOVMuCVbSnufW6AqN/GBcfHqI+Icnk2pCjKAXLaLE5YGeSuJ8fX6Vxa554T17i5YszQiKcsgh4Nl6bu+8qZCjgpiqK8h6nWNVGmh2XBkkqdL3yonpQhCbsl2az6LGba3p0Wd3vs5SHOOTKEq8yXMgoBfSPZgvEdvRkylsQ5Q0tNLQOiXo2od89/0Dks+crNbfl24S0Nbv7X+TX4pnlFx2iisIbUaMIklZUHFXCSUnLEEi/bukI89vIQNREHY0mT17eN7fo+3PfsACsavRxaX1oNM4QQvLA5wU//2AnAti742ztxbrymmaoSbaKgKMr0kBasXx2koy/NM2+OYrcJLjk5xoKYmhaXAk0TbOo2+ck97fQMZamPOfnkubUsCAuViFqm1JGlKIqilDQbJj5broOhMvNC3sJbg9qoA3sZB5uEyC0tQ8KSWlfB99evDeG2SaxZeogq0bj9sc58sAmgtT3Jlu4MqxqmN+JUHXYULE1dXOci6BYcbDqP1w5XnRrl/GMi2HWNb97ZXvAzrTsSrFoQKqnAfdqE3z09PrvBtGDTzhRVLe4ibdXBESJXm6xvxMTr0gh7Sns5o6IUk98h+eTZVVxyUgybDkHXzNXxU6amNw7f/dV2EuncRWtHb5of/KadG65qwm9XmU7lqAzKxiqKMp8IITDR0PbRDU5RSp1uE4xkNLJlWtm8qcrO0ro9k267LrjqtCr0Mp28Gpbgb20ZvnLrDq67bQdZU/Kp8+vwuXU0Dc5YF+bklYFZCzYBZExJ2wSZZL3DWcQ0n/oiHvjiZY1EA7lA4rIGN586tw6bmJ7PU0hJ2A1+l+TQpsKC0wurXSUVbALQBLgn6JzgtJXvdadrBL7w8za+eNM2PvfTLTzyShyjBN52IWA0IxhIgjVLdcsUZTIEFhEPBJyoYFMJ6RrK5oNNu/WPGPQMqaeO5UplOCmKUhKEgJ443PNMH1s6U5y0Ksixy/yqRa1SVvqTgkc2DvHkq8NUhuxcur6KlmoN03zv3y0VXjt87oJaOvqzJNMW9RUOot7yran8TneW7/9mT02qG27dzvVXNfL9jzVh7urCN9uTDZcNTloZ5Pd/6R83vrDaNSPv85IqnW99pJFUVuJ3augz0MxAWpKz14XZuDlO92BuYrB2sZeldcXp1Lk/NiH58KmVfOuOPRlZAY/O4gmy38qBIQU/ubcj3zHQsuDmh7s5ZEETdaHiPVs2JDzTmuQXD3aTzlqsXezjmjOrCDiLsz9omiBlgE2jpLsGK8p8FvTqCDH+nsNuE/jd5fkQT1EBJ0VRSsRwSnDdL7YRT+Vm5rc83EPnQIYrT4mW70xXmV90nXuf6eWRjUMADI8ZfOv2Nm64upm6YJG3bYo8tt0trHOm6xCMZ6CtJ0s6mwtkVQZmtkizzabx0EuDBeN/en6QT51TiWFYRTm9SCk5fW2I/lGDp14bxu3QuOL0KhoiNmbiDZEy1zU1V4Nr5lK5wm644YoFdA8Z2HRBVVDHrpXm+bul1sHXr25i4+Y4QZ+NVU0ewuW5mo5EBrZ0pgrG+4az1IWcRdiinI4Bk5/e15n/euPmOH8I2rn85MisX9cTWcFf34pz//MDRAM2LltfRWNELfRQlFJTE9S44PgYv3myNz92xWlVVAUEssSyZZXJUQEnRVFKQkd/Jh9s2u3RjUNsODpKoDwfOivzzOCY5PGXh8aNZU1Je2+aumDxJn2lYjQt+MYv29k5kAFA1+D6q5pYEJ65SZ+UEAkUFqyO+G1FX0Lhd0quPaOCD50QxaYL/M650aDAbZM0Vex+El26r0dDsiCi0XR0cNJdSEuV2w5NVU62dY9fphmdYN+fTTv6MgVjT78+zAXHRXDP4gxECHjitVFuf6wHgJ6hLNfdvI1vqyLxilJydCRnHeZnZbOXvpEsVWEHtWFNBZvKmArtK4pSEmx64U2f3SYQ6iyllAmbDn5P4SzKNUGtmPloc2cqH2yCXJHmWx/untG6LqZpsX51EMdetXmcdsFJq4KYZvFvXoWUBF3gtcs5EWwqR5ZV3sEmALsm+eS5tQQ8uUCfEHDp+kqqg8VdgrK7btjemqvcOGf5cXfSENz77Pjlq5YFbd2FddQURSk+hw7NFRpHLHSyICywlfDDC+W9lU2GU0tLy1LgF0AU6AeubG1t3VTcrVIUZbrURe00VjrHFdK95ORKAq5cC1tFKXUhl+TyU6v40d0d+bEFlU4aK53M5DKmhCHY0Zert1QbdRDzU3KJJULAYNwoGO8dzpLMCrz2mdvg6oDgWx9t5q32JIhc0exKn+pINBdkLUHfqIlNF0R92ryuy1MbFHzn2mb6Rgw8To2IVxT9/WiMOThssZeXNo8BueD7FadXzvp26Vqu/stIYnwWtcupHgYoiqLMtLIJOAH/Afy4tbX11paWlsuB/wTWF3mbFEWZJh6b5PMX1fNGe5L23jSrmr00x+wqhVYpG6YpOWyRiy9d3si2rhQhr41FNS7CrpkLNo1lBT/47U42dSSB3DK1r17RRGO0tCZSUkJTdWGBnKOXBxkeM/DOcGHjmA8ql7vzmSwq2FT+RtKCH9/TyZvbEwCcsjrIxSdW4NlH8FLDQh/ajtXzDsIVgKrFGM7wbG7yjBFC0DVi8dBL/fQNZznj8DBBtwOtyKcBt03yyfdX0zlokMpY1ETshNyzH+y1C4urzqjmm7/cnh+rDNlpqnTM6nbsy3AK3ulMkzYsFla71DI/RVHmlLIIOLW0tFQChwGn7xr6JfCjlpaWWGtra+++f1NRlHLid0qOWuzimKXuXctL1KRwrrPZNCxr7iwnsiFZWqmztNK7a2RmX1dbTyYfbILcMrWf/amLz15QR6DEykaFvRpXn1nNH5/tZzRhcuKqEMjZO8pVjGnuEAL+/OpwPtgE8NjLw6xd7GdNY2EQQQiwdb6Gdc+3ELv2OBmuQz/3y5jO0Kxt90zpjUu++PNtZIzca3tpc5x//EAdhy90Fn2/d+q7a3rllvcVK9jbUm3jmx9p4u2OJAGvjaU1rqJ1y9vbUBKuu2V7PgNU1+CGq5pomMHadoqiKLOpLAJOQAPQ0draagK0traaLS0tO3eNTyrgFI36ZnDzJicW8xd7E5QyoPYTZTLKfT8ZHsvy0qY4j2wcpLHSyfq1ERbVlmmLqCIa29pfMNY9mOGRjcOMpUyuPMNRMvtKIGvy51dHWLPIj9et8dxboyyIOVlU78U/mxWElQmVyn4yGcm0yfOtOwvG39qR4PR10YLxxNAg6Sd/zt7hTTHYAb1biK09aSY3dVY8+05fPti0251P9HLMiiUEvNN7bJXTfvJulZWwdmlptQx95q+5acz5x1bgsGs899YIv36il+uvasZhL9828OW8nyizR+0n88O8ucPr748X9Ql6LOant3e0aP+/Uh7KeT8xpcbAmIldF4Q8QqUTzKBy3k8gl23w6KsJfv5gFwAvvj3Kgy8O8q2PNBJUHQmnpDZceBk/6pAAf3snTlt3ilULfaxZUNxOVXs767AgXUMGXUNZLl8fo7nKSSqeJBUv9pbNb+V2ThGaYM1iL9u6U+PGl9S6J3wddiMJiaGCcTKJSb1uoeWqDglpleSlbaKl55qAeDxFOjF9G1xu+0mpE0IggDOPiHDvM/2kMxYnrQ4RDdoZGEqhz2Dtv5mk9pODI4QgmRXYdIlNlOAJZ5qo/WTu0DSx3+Secgk4tQN1LS0t+q7sJh2o3TWuKEqRjaQF/3lfJ69uG0PX4MITYpy2JoBTn7sXytlkSEHG0kDKfdYnKSeJrODOP/eMG4snTbb3ZljZUBo1NcpFbVDj8x9q4L/v72RozODY5UEqAnYe+9sQQa/OWMrAwIVdmEWfKAsBUWMn4R1P0NLfjm35KWT15WRQmW3K1EhLsn51kI2b4vlGE+uW+lhW72KiRZrS6Uceehbipd/tGRQaoqJxv/+PENAxJLn7r930DBqcfWSY1U3ukru2La514XJoGKbk+EODVEccrGj04rRJrPKMWcwLUkqCXhs//sOebL2HXxrk0lMqsWsAgrEMWBJ8zokDi8rcEs8IHnhxiEc2DlIZcvDRM6tLriajokxVWQScWltbe1paWv4GXArcuuvfjap+k6IUnxCCB14Y5NVtuS40pgV3/rmXpfVullSVxSmmZAkh6ByR7OhL8cDzA+zoTXPM8gCXnGKjxMrzTAshVKHUqRICVjbY+c41TWzuyvDbp3p56rVhjlzmp7nazV1P9PG7p/q49JRKVje5ivq01J3uI/PrLyN3pTOZW17Aeco1GEvPmDM1vJTZE3LBly6rp3vIwKYJKgM6Nm3i/cgwwbbyLNBsiDceRPqiaMddhRFq2G8DyZ44fPmmbWTN3N/90d1Jrj27mpNXeEtqn4354BtXN9EfN7j9kR4ef3mIsN/Gp8+vY3GVrsohlihNE2zqSBSMP/HqEOtX+9n4TpKbH+omnbV4/1FRzjo8OCceOin7IAR/eHaQB54fAGBrV4qv3rKN71y7kFjxK8MoygErp5Dp3wGfbmlpeRv49K6vFUUpsrQJz7xZmBK7pTNFOcUPNK30NnY4Ba9uHeOn93Xy9o4kibTFIxuH+Mk9HViU3vZOltcBl5xcOW7M79FpqFDZTQdCSnBoFnURO8m0id0maKn3cOfjPfSNZOkZyvL//a6Dd7qyRd1O0b8tH2zaLfPXO3EaI0XaIqXcOTXJgohObUjbZ7BpN8MRhHUXIi/5AZx/PZmKlvfM/tnalcoHm3a768k+EsU9lApICUGP4OaHuvPLDAdHDb75y+0MFsYzlBJhWZLKYOF1r6HCyY5+g3+/ZyfxlEnWlPz+L308+3ZcPZiZw8Yy8NCLA+PGTAs6+tNF2iJFmR5lk37Q2tr6FnBUsbdDUZTxHDosbXDT9/r4O/DaqKPoS3gmI5EVvNOVZmtXikW1bhZVOXDZSmPDuwazmBakMuNnRS9tijOUrCRSpiuRLEtyzDIv0UA9f35lmIZKJ8ctDxB0lcb7Xq6CLsmXL2tgNCW55eHugu//+dUhVjRUYhgltMamHE4SsyQ3jzzIlvFCkMiArgtcemnWGyomw5Sge9/7B3ex64WTe6ddQy/Bx7XDCYsdveMnpoYp6R7KEnaXTh23cqXrAhCY5vSeP5ctcFEbcbBzIAPk9q+LT4rxxOuFgfiHXxrixBV+dJWyNifZdAj5bPSPGOPGXfYSPOEoyhSUTcBJUZQSJSUXHl/B69sSDI/lLpKHL/GxqLr0s1UMKbj1sV6eem3Pjd2Z68JcemIErQRu6DwuDW2C+wyXQ8OhC0p9nYRm00hnwalbBZkETl2yssHB2uYqLEuW1PKUcubSJd6ARnXECe+MjfteVdhR1PdZRpsQLt+4LCfHsZeQtAVyRUrmACEESSMXR/PY5aQCPkJAXxxebUuQylisavZSE9QQUzy+4xnBH58f5E8vDBL02bj27GqW1drLKpW91DRXOwl6dYbHzPzY5adV4tAm99nOJrdDw+PUSKTHn2wDnvLtdFYSBHQOS/78yhCJtMUpq4M0Vtim7R4h6IQvf7iB7b0ZsoakPuagwiuoDk2Q+RRzUAaXfuUAmSZcfUYNnQMZhIC7n+6jMmynIeZAfehKOVMBJ0VRDlqFF278aCOdg1kcNo3qkI7jPZY3lILeEWtcsAngTy8McsZh4ZJYL18d1Nnm1Di0yctr2/YEDz56VjV+Z+lNePbWNQr3PdvL5p0pDl/q45TVIaLuwg0uqWybOcI0LU5dE+Kxvw2RzubeX49T49hDAkUNOCWdFXgu+hrWW09g9W/Htnw92arlcybYmLUEL21Jcusj3WQNyYUnxjj+EN+4jEmJIJ4Buw5uW+4Y7o3Dl27alg8U3CHg+iubplQoVmiChzYOc++zueUYfcNZbryjnRs/2kRtSIWcDlTIBddf0cjLW8foG86ybomfBRW2g8tCmyEBF/z9ebV8/zc78teGDcdFqfTrFHuyKsRBZu4dBIlGPCNx2cD+rvsSIXJZziNJE79bxztBkLhrWPLFn2/LZccBj788xJcvb2RJ5fQF8rx2ySG1e7LQLEuyfIGbmoiDzl2ZTy6HxobjKkCqa+ZcNJoW3Pirdtp7c5+3x6nxhUsbqfDpeO3qM1fKmwo4KYoyLbx2yeLK3aeU0rsZn0hmH8EOw7QohRJ3NiE5YrGb5moXPUNZ4kmThpiTFc0+xkZKtzDHUFrjW3dsY3A0l/HW0ZemvSfNp8+txibUjdNsqA4IbvxoE229GaSUNFc7iXqKu4JNShhz1aAddgmaJkgXOdhoomFauYnodAS9tvRkx3WbuvmhboJeG0cuciJlrpvnrY/28Mybo4R9Nj7x/hqW1zt4eUt8XFaKJeGup/r43IaqSX9gySw8vHGwYLytJ01tqEzX3paIiAfWH+pFCLFrPynN65tlSVY1OPnex5rpGcoS9NqoDulFbRSQNARbujK09aRYWOOiKTa7S9aHUvCLh7t48e04NWEHnzy3lqaYBjIXbNrWb/GDu3YwOGoQ8tn47AfrWBjbE1DUNMFLm0fzwabdfvdUL5+/sJaZbAEYdEm+slfmU0PMQcRTvMCdMrPe3JHMB5sAEmmLe/7ax7HLAxy+0KWWnytlTQWcFEWZt6pCNmqiDjr791zkF9e6qPDb2G/rolnk1KEuKKjbq7Cox6kztp/fKbaOvnQ+2LTbxs1xekZMaoOq4OlskFIS9cKypii9vaO7xoq8UbsUfwmlYEuvwa2PdDKSMDj36ChHLvXgPog7Il3XePatwporD704yJGLawHJr57oyzdYGIwbfPtX7Xz/4wuJp8yC34snTSRi0svq7LqgKmRnNDH+b/k96jZvOkhJmUz0JTGfIOZz5L8uFkMKbn20jydfG86Pve+ICB86ITwrS9ZNBD+9r4vX2nJXy87BDDfc1sZ3P9ZM1AOjafj2He35428obnDjHe1872PN+PdqAzvRqWq2doV3Zz6Vxz6oTJWmiXH3obt1DmR4+Z04i2qchFxF2DBFmSbFf4SvKIpSJC5d8oUP1XPG4WGqww7ef1SEz2yoxa6VRrCpXNknqKiraWCboABvKRJid4FYZS7aOWxx/a1tbN6ZpGcoy/880MVzbycOqvuTZUlqIoU1V+oqHAghGcvAU3tNvCE3aW3vTXPYYl9BR8/zjokiprB0RsfiqtOrxxWzbq520lR54LX0uuOCZ99J81Rrih1DoKtSQMoU9I5Y44JNAH98foCBsdkJmowkZD7YtJthSroGcw1OBuNWQbA3mbHo3+thiWVJDl/iK6iluOG4ihnNblLmF8uSrGjyFIwfttjPq9vGyBoq0KiUN/XoS1GUeS3shstPjpA9IYJDV08Qp0N9zE5Lg5vW9mR+7H1HRqkMaCV/kz6Shle3JWnrSbFmYa74vVNX+8RcIQS8vSNZkKFwzzP9HLPMi+MAH8NJmZuY/uGvA/nmCW6HxlnrIlim3JWB5KBzcPxTbJ9bpz6sc93ljfz6iV7GUhYfOC7K8oapB4oaoxrfvnYhHX1pXA6NBTEHXvuB7btdo/CtX7YxGM+9Frsu+NLlTTRHVSB2uhlSMJqSuB0iX9drLtjXkvXc+Mw/73bYBT63Tjw5Pqjkc+f+b79bw64Lsnstl9O1wiLrNQHBNz7SzIMvDDKWMjlzXZiFlXZKdWmlUp4aK+xcc3Y1tz/SQ9qwOGFlCIkkFrQT9mqo/U0pZyrgpCiKIiV2rXSWHJU7j27x9+fW8ub2XOBmWYOHJbXOkg82JQ3Bd3+9g7aeXGvxB54f5JKTK3n/4X4ViJwjpASvq3CyG/LZ0LWDa/8UccM3rm6krSeNaUFjpYPIrrpZDk3yiXNquOG2tvxhsHaxl/qoHYFkYUzn8xfWYkmwCeuAz0WVPqj07V4PdGB/xGaDV7eN5YNNAFlTcvfTvXz2gzVIo3AJoHJg+hPw43s62NyRIuy38enz61g8TcWo4xlBe18GS0JDhYOga3aDWVUhG9URB10De4KszVUuQt7ZWbLud8In3l/D93+zIz92wsoANSEbIAl74O/OqeWFodIlAAAgAElEQVTHf+jA2lXT6ePvryHiKTwP1AUF155RgRC7G12o64EyveyaZP2hXlY0NrO5I8kTrw6hCwf/cG5tUeuwKcp0UAEnZX7SdZIZicchkKa6eVaU6RZ2SY5d6uLE5Z6yuUHvGMjmg0273fVkL8ev8BFw7uOXlLKztM5F2GfLB1SEgMtOqUSfhklwwClZuVd20t4T/EWVOt/9WDOd/Vm8Lo26qB3XXtlzQlroFD/wrWk2BkaMgvH+UYOsKdSN4zTJSo0f/n4HW7tSAAyOGnzj9ja+9/GFRAtX10zJYBK+dtt2+kZyy8f8Hp3rr2ikwnuwWz15Dh0uPrmS51tH2dyR4JAFXpqqXXT0Z1hSNfN7kWXljsXvXNtM52CGoEenLmLPd9CVEtYtcvHdjzczMGIS8etEvfsOOptmaT8wUcqfaUoqPBBZ4mF1sxu3XaiuhMqcoO4blHmnKw73PtPDW9sTrFro46x1ESp9pT8ZVibPbtcxTbPUE2rmBaPIncimwjQLzwOmJScsGqvMDE3LdWGayaBL0AXXX7mATR0pxlIWLfVuqoMzv2RBSoh5BTFv8Qs6708mY7B6kY/7nu0fN37KmhAu3cAojEUpB2A4YeWDTbuZFvQMZYl67Pv4rfcmhODFzfF8sAlgNGHy8MYhLjsxPGsF+9MG/Mc9O2mIOTm02ceWziR/fmWIvz+3ZlYCTgCayHXsrA5MnPUnkLuOSTUdUkqHhpVrYlHspw+KMk3UGVaZV0Yygu//up3uXXU0Hn5pkHd2JvmXi+vx6OUzMZ6I02NHWpBJZd/7h+cQISBlCgwzV+j59e1JXtwUp6nSxdrFPmJedcFWJqc26iDo1Rke25P1uH5NiJDr4JZaHSiha5iWwCasInd1m3lZU7ClN8srW+LUV7hY0eia0ayykAuOWORCiN339BO/vz1x2LQzRdawWFzrpj4iSqWB5Yxqitn59IY67ny8h1TG4n1HRlm7yIuhitdOG/c+agy9u4bQvui6NmHWjaYJtr8rUxNgS1cqd8GcpXOZyw7rlvp4+vURNu/cU8+veoLi+opic2qMJgVeF1gZtfJAKZSV0DFg0T2YJeS30RCx4TnAOoXK7FIBJ2Ve6ejP5oNNu23tStE5YLAoVp5NGy0EW3oM7n+ul4xhcca6CEtqnLjKPIA2GRLBmx0ZfvrHTgbjBscfGqQm4uSpV4d5imEe/dsg/3LxAsKuqb8Xui4QQpRVho5ycPwOyVevaORPLwzydkeSk1YFOXKpl9kONmkatA/CPc/0srMvzfErgxzV4iPoLN8bK092ADGwDUwDoo0kXNX5uliaBk++FuemB7vzP98Qc/DFSxpm/GZyfw+Qu0bha7e1MZrITX5suuArVzTRFJn7hbNdusUxS50csqAJy5JU+DQyGZXaNJ18Tvj7c2v47q935PfD9x8VoSqos79zTn9S8PaOJF0DGZbUe1hYZcdj2/PzpmlxVIufx18eGvd7p64JIWcx7VdIyYdOirGzP8PWrhQ2XXDJyTHqwrkaSoqyW8+Y4OEnB3hlS5yWBg9nHxGh2l/srVJKia7D02+m+M97d+bHzlwX4YLjI7hUZ+mSpwJOyrzitBcGlYSYeLxcbO0z+dptbfkb1pe3jPG/L2pgVcOBp+SXi64RixvvbM+/9ideGWb9mhBfP9/GQNzkrlcl23vShBdM/r0QArpHJI+9MkT3YIZT14ZZWmOnjHcRZQqinlzXQlMKNGRRioV3j8LXbt1GIp27idrWnWJgNMtlJ0awSqSOiN2uIwRkJvEk2pPpI/Pbr8Jo365fduL90NeJexoAGEkJfvlYz7jfae/NsKM/y9Lq4tymaBpsfCeeDzZBrqX6H/7Sxz9uqMaaB4WzDQN8ttzrzGRKY7+bS6SUrKh38r2PNdM9lCXg0akN2fZbIHgko/Gj33fwTueejKFL11fx/nVerL3igUtqHFx1ehV3PN6LJSXnHxNlVZN71s9nYZfkS5fU0z9m4rQJwh7BcFLS1pvBNCWNlU6iXjHvmjKYUmBKcNmY89mr72XM0vnJPTt4Z1cW3M7+DG+2Jfi/H24g5Jjf742yR9eo4BcPdo0b+9MLAxyzPMDCCnWDXupUwEmZV2rCOke0+Hm+dTQ/tn5NiOqQDpTfBMLptPHsm30FT+nvf36A1YvqkHP8iXR7X6bgtT/12jCXRFpZ+OKtLF97Md3O9cDkA059Y/ClX7SR2jXBeuHtOJ8+v44jFzvVcvp5wrIkAlm0Z/BtPel8sGm3h14Y5MzDw4RdRdqoXXLZV5JHN/bRNZjhxFUhDl3gwruPTCQhQOx4ZU+wCSCbxnjxbmwn/QOGJbAk41qT72YUcSKmaRpDo4Xnz8G4MenacImsYEt3hr7hLE3VTuojOra5nxw1owwpGEpI4ikLu01QE9TQyjhbRiCJ+QQx3+Tqem3vzYwLNgH89skejli6kArPnt916JLTV3s5epkPKXMd24oV1LFrFtX+3I4/kJBcd3Nbftmy067x9asbqfLPjwPDkrC52+DWR3uIJ03OOybK0Uu9uGzluw8frK7+bD7YlB8bzLCzL0uoVk1TlZyxlJW/L9/bSMIEVMCp1KkjWZlX3Lrk8lMrOfqQAG3daRbWuFhU48RWhsEmyC0HsemFN2p2XWBDMNerOTknmL1VhmzYx3rAMvC8eBuLm5aRZsmk/+aWrlTBRe2Ox3tY07wAuzZ/bwqnStMFUuY6rKhA3dRMeEzbBLpWnFpSe+scga/d2pYPiL26dYwrT6/irLX+CZefCiGwhrsKxmX/DjRpAHYCLjjjsDAPvDCY/77PpVMfdVCs12sYFoct8XP/8wPjxk9bG0LDfM8yTilD8MO7O3ljeyI/9olzajhhmWfeZzQcqKwpeGlrkr+9M8bTrw8DcNhiH9ecVYV/nmRCZLKFe17GkBgTBGwti3wguBTOwUIIXtoUH1cjL521uO+5Qa49PTovjoudQxZfv317/uufPdCFXa/h+GWeeZfltZtjH+nj+xpX5qfKgI26CgcdfXvKojhsgprI3F/NMReoo1mZd8IuyRELnVx8fJjDmhxlXRclkzE4almgYIL6vqOiZDNzPdwEYb+NRbXu/NeaBh872sL59iP5Mftw+0H/P0IUe5pfPoTIFVr+2UP9fP3OnTy7OUXKmB9Pr6dLY6WLqvD4wroXnRgjcpCt0qfDtq5UQfbV75/uYyg58c9blkRvXFswblt1Bll2vUYpOf+YCFedUcWCSicnrw5y/ZWNBF17jjohBFlLw2L29qWFVXY+e0E9dRVOKoJ2rjqjmjUL3ZPKcOoYMMYFmwBufrCbkdQ+fkF5T53DJgNxIx9sAnhpc5y/vhlH0+bHOaYh5sTrGn/rfuQyPzH/5AqNF5OmCbreVUMTYGd/GjmLx3WxCCF4/V3nBIB7n+1ngjjivFEV0lm/JjRu7LDFPmrCKidC2cNjM/n0hnoW1eTu+StDdj5/8QJqAkXeMGVSJn00t7S0/Cvwi9bW1r/N4PYoyqwxzfLManq3xkrBdVc08ZfXh8kYFseuCLKwsvRvPqdDyKNzaJOXY5YH8LsEi20d1LzwQzD2dOgR3tB+/kKhRdUu3A6N5F5ZTpecXIlTn9lW7XNF/xh86aZt+Syx1vYEV5xWyRmrfer9m6Swy+LzH2rgla1jdPanWb3Ix5IaR0kUsBeicGKoaYIJhvPS4UU4z/wUmSdvRmbSOI7YgNF45Lgn+l675PRVPk451I8ucrWzdn87ZQie25Tgnmf6CXp1LjulkuaYDTHDYWC7sDi82cHyhgZMC3wOsCa5ni49wQwylbWKukyw3GUMi+3dhd3XnnlzhDPX+pmNxwKaJtA0QdaUZE1m/bpQHZB88bImfvdUL209KY5aFuCUNSH0MsjSNk2LI1v8PPji4LjxM9dFQBb/3DbTpJQEPIXTrrDPhj6L3QNLjQOT846NsnKhj80dCRqr3CyudeK1zf19Qpma2gD8y8V1DCckXpcg4LAmvcRdKa6phI914E8tLS29wC3Aba2trTtmZrMURZk0AxojgqWnVaBpkEzO7bpNewu6JCetDPDH5wZ4rifF6WdBOh3P37bZlx2PGV04pb8Z9cLXr27iiVeH6R7KcsrqIIurHfM23X2q2vsyBUsS73qyj+OX+3EXsU5FVsL2PosdfWn8Hp2mSicRd+l+pjGv5PRVHnTdRzZrUSqTkaZqZ0Er9wuOr8DvYJ83flnhwGg8AWf9GgQWaVuAiWqfW5bcVah9z5gQgmffHuN/Hsgty+sehOtvbePGjzZTE5z5rAjLAqdmgbbv1zeR2qgdl0MbdywcuzxA0DV/J5YHy+/SqY06CsZXLfQisGb0XRUCeuPw0uZRqsJOHtk4SEdfmvVrQ5x0aADfLC3py5gaAZfk786pJmtKAk4Lwyif/am50s5nNtRxyyPdZA3JRSfEWNXomjfX10PqXYR8Nobiufs0TYOLT65EvOci3bkt4pJEmhwc2+IhnZ4/97DK1Lk0C5cPQKpgUxmZdMCptbX1My0tLZ8FzgY+DHyppaXlWeBm4Letra3xGdpGRVEmYT5epKWECi9cdWoUSwqSmsR78deRgx0Ip5dMsJ6k8E35b8Z8cNFxITRN7MoqmR83w9NhopUtNl3syowpzvuo64LnN6X4t9935MeW1Ln59Pm1hFyl+9la1uQzamZLlQ++/OFGnn5jhO7BNMcuD7Kszvme2ymlJKXtOhan8JLSJtzzTP+7/ha07khSG/KUbNZc2C24/spGbnu0h7buNCeuDHDWuvCMZ2UdiP1lp5WSWECwosnLy1vivL0jt4azLurg5FWBGZ94DCbgK79oY8PxFfzo7h2ks7nP8c7HexkeM/nwieEZD5oMJOCnf9zJG9sTVIbs/MN5tXhiB5fNrOsaljV73TjtmuSIRS5WNjUiLYHHIedF7abdQm644coFbN6ZJpmxWFzrygXO589bsF/z8T5WUeaDKS2QbW1tNYF7gXtbWlpWALcDNwH/3tLScgdwXWtra8d+/oSiKMq0k7u6ipkmjDiqoar6oP+mZZXWjbCua5hSMDhmoo9kc3WlSmfz8hpjznFPcAEuP7UKt614SxIHU4KbH+oeN7apI8n23gyhBlVwciqkhJoAXHJ8CE3TyGQMZnK2pGuCgMdGz9D4mnRel1aS+/9uUkpqAoLPbaghY0rctuJ1CdsnAd0jkje2J3DYU7TUuYj5SvO8Armio4tiGv9rQx29w7lzYE3Yhkuf+Q1u680QT5lYFvlg024PvjjAeUeF8RUmX02brCX44d0dbOnMFQHrGcry9du2872PNxN2v8cvTyBlCFo70jy/aZTFtS4OW+gjMEvBdyklTg3Q5meGQsgF6xY69wyU6PGmKIoyXaYUcGppaQkAFwGXA6uAu4C/B7YD/wTcv2tcURRFmQYSwfZ+k3uf7SWdlRy2xM+rW3s556gIC2N6yU0OAy7J9Vcs4KXNY3T0pzl6WYDmSntRJ9tZA0YThU9OkxO02FUmJ5f5N/Pvn47Fh0+t5IZb2/L7ethnY0mda8b/7+mgYeHSSzOIs3NI8qWbtuU7nLkcGt+4uonY1JJCZ5WU4HdY+POZPbMXJIHcEqh38zh09BluwTOctPLBpt2ypqR7MEvYPcWguRA88NIwv32qD4AnXhnmodggX7y0AU8Rlz0riqIoc9NUiob/BjgTeAL4D+D3ra2t6b2+/zlgeB+/riiKohyAjkGTr9y8LT9h/ds7ca45u4Zv3bGd71zTTOgAnm7PtLAbTlvlQ9P8mGbxlyRGvXDM8uC47lY2XVBXMYMpCcq0WRSz8a2PNvNWewKfS2dpvYtQCcebDCnoj1toQhD1CbQSTGHQdMF9z/blg00AqYzFs62jnHdEoKSyO0tBY6UTj1NjeMygIeakvXdP8fKrz6zCu58aZtPBZdfwOLWCDpE+99SX1A0n4e6/9I0ba+/NsHMgy+JK1RlMURRFmV5TubI8A3yqtbW1a6Jvtra2Wi0tLVXTs1mKoiiKrguefH2kIDvixbdHWVTroXvYIOQurQnCYBIG4yZhn07YUyKTVsvighMrcDkEf3l9hKqIgytOq6Y+IiiD5k4KktqgoC7kLclMob2NpgX/82A3L23KlbU8aVWQS0+K4im5lZuCobHCnX8obhS13lqpinjga1c38fjLQ5x9ZBSbLhgey9JS56Y+qs94gC7ggk+cU8u/3rWnV8+Z68JUB3Wm+lnt3QFyb/NxedtMSZoa3UMGg3GDqN9GTUjHoUt0XceyLBXQVRRlXplK0fDvTeJnEge3OYqiKMpuUoJ9gircui5IZS0C7hlexzEVAl5tz/D/7uoga0psuuAzG+pY2+QoiSBBhVvy0dNjbDiuAqct1+lEBZvKSynsR/ujaYJn347ng00Af35lmNULfeNrtpQAy7R435ERXt06Nm78uBWBXVmJyt6khJgXLjkhjBAahmEihHPW9knLkqxudPDdjzXTPZgl6LVRE9axaVPfgJBbcNphYR58cTA/FvXbqIvaUYHGg6Np0DEEz7cO85sne/PjF5xQwdI6N/c9101LvYfjV/gPqPaWoihKOSqh2YqiKIqyN8uSHHdoYFx9ECHgsCV+WurdVAYOrkPRgZqoq9VwUvDD3+WCTQCGKfm333cwkIC0Kdjaa/LWzizDKVG0rlimYRJ0WLlgk6JMNyF49q3RguG/bYmjz3SRnwOwtMbBZz9YR0PMycIaF//nkgYWREsrY7LUmKbEMHKR6tkOgGpAlV+waoGDxqiG4wCCTTmSDxwb4ePvq2FZg4cNx0b5yuUL8NpVsOlg9ScEr7Ul+P2uJYsVQTsbjqtASsHAqMErW8b49RO9fO22dsayZdIeUlGUSUtLG3FDx25X19K9qXdDURSlhNUEBd/8SDNPvzFCOis5osVP2Gfn6CVudDG7EwQpYceQxdsdSQIeG0trXQR3dTYaSZgF3ZuypiSVgf9+oCufSeFxalx/ZRNV/lnddEWZeVKyeqGX1vbxyd7LF3iwSnC9kl2THNbsZFVjPYGAm7HRBCrDZfYJAUMpGBo1CXp1Qh5m/GPw2iUnHOLmxBVekLPTkTVrQceASd9IlmjATl1Yx1GcZyYzpnswi2FaGKbkqEMC1Fc4uf+5fqSE846NcsLKIE++OkzfSJadA1mWVKlpmKLMBRKNtzoz3Pn4TkYSJqcfHuHoZT7Cs9T9s9SpM52iKEopk7mg04eOCyFE7gl7LOalt7cwk2KmtXYZfPOX2/Nfx0J2rvtwAwEnhLw6boc2rvOb2yHoHcmOW7aTSFvc9mgPnz2/GjELXc4UZbZYluSEFQGefWuEtu5cUekVjR5WNblLdjmglKALicelMzb7p5R5TwjB211ZvvOrHaSzFnZd8A/n17K2yYWY4aiTlCBnafmkRPCnjSP86s97lpl94PgKzj8yWJJF9Q9UwGNjJGFSHbaztM7NLQ9357935+O9XLa+Cqd9lHTWQpVxUpS5Y2ufwY13bM9f63/5aO7YP++IINlsYZfk+ab0crwVRVGUApYlMc3i3aFmpcYvHhzfM6J3KMu2ngwAQTf874vq8ThzlxW3Q+OfLqpnYCRb8Le2dqVIF/G1KMpMCbokX7qknq9d1cg3PtLEZz9Qg081Q1T2YTQNP7grF2yCXFbov/2+g8HE3Do/DoxJfvNE77ix3z/dR398bj10qAoKfE6dK8+ooXVHYVnbV7fGWVLnJha0UxtRJwZFmQs0DTZ1JAseLD384gCDybl1Lj9QKsNJURRlF00TSARIq2QzEorFtCSjycIq28ldbbotS7K02s73PtbM0JhJ0KMTdINjgto1JxwawG0r/SLQc5HNlvs8DGNuTfRKiVOXNEZ3rxVSO7mybyMJk7HU+GPRtGAwbhDxzJ1b9ESmMKNHylzGK765s65OR3LaGj+9IxYNMRfPvaumW3XYQWXIwZJ6NwHnxN0CFUUpL5ZF/mHr3gIeGw6bqtUGKsNJURQFgL4xuP2JQb52RwdPvZUkoQp6juO2Sc49OjpuTNOgqWpP9y0pJT6HpD6s4Xfm6oLURWxce3Y1TnvucnNki5+z1oWR6k57VlkStvWZ/Oi+Hv7j/l62D1i54KqilDhNE9jtc/N2NeDR8bnGB1xsuiDsnzvBJoBYQCcWtI8bC/ttVAZL83UaUqNrRNI1IjHk1M6TTl1SHxacsMJP0Lvns/W6NI5YFmBpnYuGiK6ugfOETZgEEm34u14gEN+Ck0yxN0mZAUvrPUT2Om8LAR86OYYDtZwOQMyDE14TsLW/Pz4rRRH3JRbzF6XmilJe1H5SHKMZwf/52TZGEnsyeM47JsqFx4ZKMg2nWPtJIiv461tx7n9+gGjAxmXrq2iMvPdEUNNgOCUwTEnIranaTbNo976ytc/kupvb8uNCwDeubqI+PDcn8srUlOq1Z3QszQub4nQOmhy51MOiahdCL80gxYEQQrCp2+B7v24nkbZw2ASf3lDH6kZHSSbHHcx+0peAmx7s5rVtYyxv8PKRM6uI+aZ5A6dBPCP42YPdvPB2HIC1i71ce1YV/gNYATecErT3ZbCkpDHmJOIVmLNUN6uYSvV8Mtt0TeBpf5rkAz8GywQErpOuILv0NNKoJZVzbT/pjgs2dSQYS1ksqXPTXGGbN/e7miaIRn0AzcC2d39/7ly1FUVRDlB7X2ZcsAngj88NcOZhQfzOwp8XAkbTgowhCXnEnCp6uj8eu+T01T5OWOHDpjHp121Z4Hfs/tn5cfEtJbqucf/zfePGpIQ/vzrMladE58UESCk/iWSGL93ezeBo7gnxAxvjfOp9EY5eHinJrn8HQkrJkiob3722mcExg4BHJ+SmJINNB6vCA5/bUP3/s/feYXJcZd72faqqc5yZnpwlWcFKtmzJUXLA2YCzMRjjAIZlF1hY3o/dfZdojDFxYdmFd9klGTDGYIwDzjhbjpKTkiVZ0owm59C5u+p8f/SopXaPsSTPTPf0nPu6fFlzunqmuqvqhN95nt9DPA0OnRmvsnowCAGv7o5mxSaAl3dG2LAzymlLPYcclRRwSgIN+yK7CuvDqJh53LFuYg//dEJsApDEn/wN7volJDytBT03xdRT7ZVUL3KhaZl5r5rv7kdtbSoUijmPLvJD5nUts/v8VkwpWL89zud/upvP/r9d/OCuXkYTcyc1ybIkdk3OGZGtNJg8eU6b5P7+WwghsBBo2ty53+cCJoKdnVHaBk2i6eK5tnt641mxaR+3PD5KMllaKSlSSnwOSVO5TtBJSYpN+9CQuA1ZlGITZMT5jTvCee0vvjGe9b9TKA6a2Aik4rlt0kKGhwpzPooZoUT2Q6YU1XsqFIo5T0OFjeqyXH+Jy9ZV4nPmH9s5bPKTe7qIJTMjyitvhrnzmcHM1qhCUYSYpuS8NeU5bZqAdSsCBx3dFEkJHt0U5mu3dvLLRwcZiEzHmc5+xpMab/SkaRu0SFrFP8VKmnD3C6N8+j938KVftfGvv2ijP3+9XRAm87VPpqXyvlFMG6ZpsXK+J6991QKvKrSgOHS8IYQ7kNum2xD+qsKcj0JRIFRKnUKhmPN47JIvfrCRl3dF2NOTYPUiHwtq7MhJfN+6h/J319dvGePydRW4DUha0D1sMRxOURmwURPQi3Y3VzF3aKrQufGaFh59ZQRDF5y2MkB9UBxUNIUUgjufHeKhl4YB2N0T54Vt43zz2uZJU05nEl2HuKnj1GXBUwN7w/Ct37cxMJoC4OTlAT50SiVee3EtVF3pEbSRvSChjUXc+fT+dMvh8TS/eLCXz19cU/B+q6XKgdOuEU/u//4uPd6H02nDnMhQEWIi8q6AHp2KqSFhCrpGTNJpSV2FDY8x88+NlHD0PDfLWjxs2pNR1Zc0ulm98NDT6RSKiD2E9/zPErvvP5CRYYTTi+vMTxD11KtsK8WcQglOCoVCAQSccNpSL9py38TCdfLJZXCSEs7N1Q4chsCUcM8LI9y1fjD72vXn1bBuiZqszmXSUjAStXAYGn5nYUphCyRN5RofPTMEZHbyDzZ1ZzwGj2wYzmkbi5p0DqVYXGt7m3dNP4MxwaMvj/Dym2EWNrg4d3U51YUyIRYaf3yyNys2ATz9+ijHL/azorFw39Fb8ST6SNx5A4xnRKb+476bd8yWvRESJrgLPEMM+p3cdFUt9zw/TMew5OyVTlbN82TFpvGEYHN7jN09cVa0elhQa8ehq352NjISF/zy4d5sOlt9yME/XVJPZX6w0bTjc8DnLqyhbyxzo1X6DeyaUgcUh45lQbh8Ce7Lv46IDIIrSMRVW/DNkcNlMAq7e5OYpkVTtZP6gFYyfnqK6UUJToqiJ2UJRmKStAlBt4bbZhVj4TBFCSDlO5t6NoXsHLvQx0vbM5U1HDaNa8+qQceiZ1zmiE2QqcqzvLk1YwSrmHMMxwQ/uruTnZ1xXHaNj51byzHzHYeVz+5yGQihEY0evofN4Ux0hciUak+mc58NvYBeTik0/ue+Lra0RQHo6E+waXeEr3y4GV8BIorCSdi2N5bX3jmQ4KhmW1F4OmiaQO5cnxWbACqNMLylWtKyFg/OIpgdWpYkFHDw8fNqkVJiyf3eGPG04N/v7GJnV+Y7v//FIS5bG+J9awJFWVlU8bfZ1hHP8U7qHEjw0IYRrjq9HKsAqWw2TVIf3NdLF8HDq5i1WBaEjRAEMps9zFKxqT8CN/2uncGxjK+e3RB8+aoWmsqUnYTinSl+gwHFnCZuwevtCX54Zydf/tUefvtYP71h1bmVIiaCvrBkMCKxJrU4Lg5chuQT51Zxw9XN/OsVjXzn+pbsxDQcN/OOT6Vl1u+poAjBUAw6hi1iRWQMXMpYCH7xUC87OzOmobGkxY/u6qR39NAWxIYOxmgbicd+TuL+H2D0bUOa+ffadOF3wWWnVOa0NVbaqa8oXOROz3A6Kzbto28kRcdgYQylvQ5Y3u2pctcAACAASURBVJofjtFY5SiI2CQEjCUyz3s4KRAiY/Zu9uzIPb/Oh7jiBDf7tMPKgI1rzqwuqqIAqXRmw+nA77F7OJ0Vm/bxp2cGGIkVz3kXI1II4qYAUTzTf8PQ2NmZL9ZuaYuQVGOVQlFwNA1e3RXJik2Q8dO7a/0AQsuP+lco3koR7GEpFG9Pz7DFj/7ckd0QePL1UdKW5BNnVyHUrlPJMJ4U/PzBXjbsCCMEnHVMGRefWI7LKM7Fg0OXtFToQGag3ZcuVx0wcDs0oon992ZtuZ1yr0Ghdkk1XWBagic2h/nVQz2YFlT4Df71iiaqCpV+NEeIJjOm8m+lZzhJbeAQzI+G98Id/4ZmTkz2tj+J7X1fJF2zbIrO9G8jLclpy3w0VTp45c0ITVUOlre4cBfw+TR0DSHyg1lsRoEWqJbFRSdV0NYbZ29/AiHg7GPKaa2yU4iyY5s6UvzgT50kUhYep8b/uayRBVUGjkVrMXdtyB5n37Oeiy44jXWrj2Z4PEmlP+OHVeykJ/FssmTmP8XkDEbhD0/1s3lPhKMXeLnoxArKiiDyNp22WNTg4qENue0r5nmx69b+ivIKhaIgaJqWky6+j76RFClLiQmKd6Z4tjgUiknoGU7mRZ8+t2WM0biaVRYbhgERU8Pi0HY7NE2wfus4GybC6aWEB18aZntXYjpOc1rxO+FLH26muSojJixpcvOFyxtw6DMvNgmRiW748V/6eX5HlJ8/0JN9lgbH0vz4ni7SUu0eTycOQ9AQsue1BzwHPz0zDA1r90Ywc8vDi413YJvBWZ5dlyyps/HhU8s4ebELf4HNwqv9GmccXZbTtqzFQ0N54aKuKj3wxQ818tWPtPDNj87jinXleGwzP1aNxOH7f+wgkco88JG4xff+0MF4AtK1y7AddwnoBmgGtjUXQUUrrbUuGsu0WSE2AdSV2Sjz5j4Aa5cFKHPNYJ+maQxGBSNxgVbks+lYWnDLw32MR02icYvHXx3l+3d0krSKYwxY1ODk5OX7q3nNr3XxnqODWO+Q4q5QKKafdNpi5fz8HcpTVwaVv5nioFCipKKo8bryxYuAx8BpExRi11gxOQMxwROvjrB+8xj1ITuXrquiNSQ4mKwfE8FzW8bz2l/fHWFVq+MdPZWKCSmhPiD48pWNxFMSt12gFyiyqWtU8sVf7cGyoKnKmff6ru440URGJFNMDzbN4u/eW8cNv2nL+h+dflSQ+nKDg++/BMj8B0lYVkGiOQ7mebSAnjEYi6apCdood8spTyvTsLjwxHKObPHwxt4orTVOljS4cBZA3D0Ql24xL1RY75ehcZPUW65TOG4yGjHxlnnRj7oUx5L3AJBwlGEWiehwKHjskq98uIkHNoywbW+UdcsCHL/Yi5ihecFIXHDn+gGeeHUEu03jkrWVrFvqLcqoXCGgd9TE5dAYj5l88PRqNu0Js3FHmIFxk7pA4dUyv0Ny3ZkhzltdTiotqS03cKqFrEJRNMyvNvjk++q47bE+YkmL89ZUsGahR1UIVRwUSnBSFDWtVQ4WNbp44wAz1uvOqcVlKOPw4kHjT0/18/SmUQD6R1Ns29vG169pOaiKUTqSZa1u3uzO9XA4ot41awcym7Cw2aFQoqgQgpd3jmcX+XZb/oKiscqB066E2+mmuULjO9e30juSwuvUqQ7o2LSD/87TaROj5VjYcAcH5pZYqy4mXYSpJklT8Mir49z+RB+WBK9T5wtXNNFSPvWihs8uOabFznELnKTTb19Zcq4R9OroWq43rcuu4XPrgMS0BFFbeeaFWbymL3fDh08pI22VYWjM2HhhGBpPbx7lsVdGAIgnLX77117qQ3aW1RdPRcJ99I5Lvv6btqwI+fruCFe+p5o39kaxFyoFdRIMJA1BAQhm9Y2pmDXomiQcTWE3NGx2oyiKOxQrdg1OWuRiRWsLUkLAac2qDWFFYVGCk6Ko8dgsPndRHbt6koTjJg0hB/UBocSmIqI/Ilm/eTSnLZ602NufpNqbn070VixLcvrKAC9uG6drKGP4e2Szm6VNrqw3kuLQMfT9C4lX3wxz7ppyHnhxCCkzkYP/8L46FQo9A0gJZS4oc+1biB76PW0FG9EvuRHr9QfQEhHksnNIVi4uypz4zhGT2x7vy/4cjpv85O5OvnZV07RFH6ULUMWqmClzCT51QT3/eVcnppXxtfrsxfUEnLLkxk7LkmgwowvFWBqe2TyW1755T4SjmsuL6n4UAt7YG8+LeHvitRGuO7uWCo+GEmoVc5FoLMlvHx/i6W1RKnw2PnluOYvq3UVdtKbQWJbEMxHFOYN1SxQlgBKcFEWP25Asa7ABxbdzWAqEk4L2/iQpU9IYslPhEYck9Oi6wGnPNcoGDmnntMwFX/lwI70jaXRNUB3Qsc8SL5FiRErJUfO93P5EP8m05NVdYWJJF1/7SCtIi5DfwOcovcVnqWIhsIKtuM/+R0ASjaYOSWwaiEBbXwJDF7RU2QlMYxpl/yTGot1DScbiFs78Im6KaUAgWdXq5Hsfn8dIxKTcpxN05RusKw4PmyZorLTTOZDrM1hb4SgqsQky13yygnS6Jlje6lLFV+YwQkBaamgChJxb94EuJLc+MchTWzOR9QNjKW68vZfvXlNLZTE46SsUJYYSnBSKOcxoHL5+azt9I5lFosOm8fWrm6nxH7xYVO0TXH5qFb98sCfb1lztpOkQqzO5DElLaJ9nl1oZHQxCwFA0IyYANFc5KHdnFhnVPvjGtS08u3WccNxk7VI/jeUCTWTSatTic/YRjSYP+T1b2yP8y892Zz2kAh6dr13VTLl7qs8uQ1Uwf2OgPmTH79RQaTIzh0BS7oZy90SfWiTPu4VgNCax6QK/c+bS4KYUy+SCEyt5bVcku9FSH3KwtNlNsXzRmgam1NCFzHib2TXiyf3P3xWnVhaVR1I4KdjVk2AkYtJa46C+TCvKCM5SIWkKXm+Pc9f6QTxOjctPqaQlZMyYB1qhicTTPL0118ZBSugaTCrBSaGYBpTgpFCUKJom0HWNdNqcVFwQAja1xbJiE0AiZXHn+gH+/txq5EHueKVSJicu8VBb3sSOjhiVQRsLG1wEHXNj4lJI+sPwpV/tIRLPXCuPU+OGj7RQ6d0nOgkuPj6AEALzreUeFSWPpgn+/Ex/VmwCGI2YvLwrwhnLvdOSsloX1LnqjGpufbQX08oUefjk++oLbuatKDxjCcEvHu5lw/YwLrvGNWfXsGaBC13MvrGisQxuvKaF9v4kNl3QXO3Aby+Oe3wkLnji9VFe3hlmzSIfa5f5ufGaFp7dOsbQeJq1ywK0Vh5K4YLpJZIUfOv2juzGCcAXLm9keaNNbYxMA0LApr1xfnhnZ7btq79u46ZrW6gPzg2Zz24IQgFbzvwXwOuaG59foZhplOCkUJQgwzHBU5tG2d4ZY93yAMubXXnVc4QQ9I3kR0x0DiQxJYe0u+jUJEtqDZY1+CbyutUscbrRNMGTm0ayYhNkyp8/tWmUS08MZiMHMv+f3dfDMAQOh414PKl8Aw4BiaBnKP8Z7x9JZSIgpuG7tGuSM1Z4Wd7qYTxqUl1mEHRKEmnoGbUIx0yqgzbKPcz221IxCZoGUugIIbEOTC8TgjvXD7JhexiAWNLiJ/d0UX9NC03ls2+RZ1kQ8kDIs8+nsDjEpoSl8b079tLWmxFvdnXHeX13hM9fXMtFxx24+VA8D1/7QDJHbAL42QPd3HxdM45DKLCgODhMqfHn9YM5bVLCK7siNB7rn51Rh4eIYTP45DkVfP33Pdlqr0e12Cet6KtQKN49SnBSKEqMcFJww2/aGBxPA/DarggXnFjBJScEc0w8LEuyYp6XO5/JnXicuaoMXRxeypUSA2YOTRN0DuSLCR0DCTRNlMyksS8sePnNMNv3Rlk+z8uyFjchd2l8tmlHZkoXb+/oyGlevdA3rdVlBJIaH9T4Mumb8bTg9qeGeGjDMJAxtP/ilU3Mr9RVBEMJMZqAF7dHeHbLGI1VDs4+ppxaf+a1WArWT2K03TmYoKm8sCksQgiEmKXpfW+hbySVFZv2sbktysC4SY2/OA3CE6l8sW4sYmbmE7NPiyx6hADfJJE8Hoc+Zwq1WBYc0eDme9fV0TmQwOvSaax0YLMpr1iFYjpQXblCUWJ0DiazYtM+7n1ukLF4/rHNFQafvqCegEfHbgguX1fJ6iM8c2bSMZtJpy1OWxHIaz9tZbDojGsPl3Ba5yf3dPLbv/by4vZxfv5AN7c/0UdSDV0HhZRw3BI/151dQ8CjEwrY+OzFDTRX6u/85imkazidFZsA0qbkv+7qIm6qakAlg6Zx7/PD3PJwLzs6Yzz68gjfuLWNwVjmGtsNaK525L2tzFu4fU8hoC8MD7wyzr0vjdE9OvvHPU2b/JnS36a9GKivcORUVQU4Z3U5nvzbRXGYJCxBz5hkLAECi8vWVSIO+MrdDo3lre45tQFgWVARcLJifoB5dV4lNikU04iKcFIoSgwh8ieWmbb8mYShSdYscLK8pRVLSjx2kCWwyztXWFjn4BPn12bL0F9xahWL6h0U4y724dAxkOTN7lyl9Lmt47z3+BBNZcW7gComgl4bpy/3cPxiDxoCh2HN+KJiLJIf+tg/miKRBIfKYCgJBsOSRzYO57SNRU3a+xJUNNvRkVxzVg1fuaUtG9Fy9AIPzZWHVlxiKukZk/zfX+whNeFxdvuT/dx4TQsNs9jHpsqvs+oILxt3hLNtp6wIUO4pzugmgEoffPUjzfz6kV56h1OceXSQ048KqLnIFDEQgUdfHcE0Ja/tinDJ2hBHtzq56doWXtsdxeXQWN7sJuRRlSwVCsX0oAQnhaLEqK+wURm00X+AGeIFJ1QQcIlJJ3BSSpx6pn2OVcad9dh1ydolbo5d0IIE3LbSSAvZx9tF2qlJ8aFhWRKnDoWqTlhdlr9zvLTZjUeJTSWDJjJRNOZb+p8DI2vqgxrfub6F7qEUTrtGXZmBQy/Mw6xpgvVbxrJiE2QiHu57YYhPnls5rSmn04lNk3zs7Cq2HulnW0eMpc1uFtU7ituYXUJTmca/XFZH2gSXTZbUOFZIUpbgjc4Yr+0KMx4zWbc8yJb2KI0hO/VBjYZVPvaNC2pcVSgU04USnBSKEsNjk3zpQ408vy3Mjs4YJy31s6TBqXYLSxTLkjj0ff8u7LlMNfUhO01VDtoPMJRddYSXmjIDUIZhs4VKn+Dzlzbw3/d2E46bLKhzcv15tehFGnGxD7fbRjIpSafT73zwHKfCCxeeGOL2J/uzbdVldpqr9kcwSSkJOiFYt0+ALNz1F0IQjuVf13DMBCaPCJ4teO2wer6T4xe6Z1V1Uh2Jrk//OKZpgngabLpAlPguW9eIyX/f25X9+a71A1x8ciUjkTTVfpuyT1AoFDOCEpwUihIk6IRzV/k4/1j/hJ+PmlQoZh9+m8WnL2zg+a1jbN0b5aj5Xo45wotDKLFpOhECEqaYsgWZBhzd4uDbH2shkZIE3AKjiCMuxpMab3TGeWFbP3UVDo5b4qfWV+izKm4sU3LaygB1IQcbd47TVOnk6AUeAo7ivM6mabF2eYCHN47ktJ+/pmJWiTR/i1L5HFNJJCV4evM4D28cpj7k4AOnVFIf1EpSeBECdnTG8trXbx7lpKWqQ1MoFDOHEpwUihLFslRYumL2U+2VXHpSGTZbOYlEmnS6eO5pQ5NgJpGGc9am4LyVSFLwxKYxHnl5hPoKOx88rWpKFmSWJfHaM9EXxSyA22waz7wyzq2P9k60jPPYKyP825VNVHkKempFj8dmsarFznFHVGGaZtFHXDZV6Hz5w83c8XQ/qbTk4pNCzK9R0+KSRQjue3GEe57LVObtG0mxeU+Eb3+slXJ3gc9tGpAS/O78AhFlXoMytwYU+QOqUChKBjWyKhQKxQFoGvSOQ9dgCr9Hp77MwK6piVkhSSbTJJOFPotcHNFu0i/eid63HbP1BIxlZ5J2lhf6tN4dQnD3C8Pc/8IQAAOjKba27ynZBdlk9Ifhzqf7c9qGw2na+5JUtdoLdFazi1RqdkQgasCCKp1/vrQOKZlV6VWRlKB9IMVoJE1dhYP6Mq3oU1QLTSQJ9784lNOWTEv2DiQpbyrNZ3tRvZMKn5GtXKxp8KHTqzDE7LnXFQrF7EcJTgqFQnEAb/SYfOu2dpITkTRnrCrjspPLcKneUjGBPTWKdedXEdFRLEC8fCdyqA39rH/CnMXDaiQBD72UvyDrKOEF2VuREqxJorlKMeVGMYFlMZtqXkbTGrc80sezW8eATOrUZy5sYPV8J1axh5UdIibiACPxdz5+NKnROZDA0DUaKmy4jf1v0oXA49QYfUvVTLsxm67+oRFwwlevamZXT5xY0mJ+jZPqgCjmIFOFQlGCzN7arwqFQjHFRNMa/31vV1ZsAnhk4zB7B5VpsGI/5mAHMjqa0ybaNiLHBwp0RlODpoPbmZ+C4bDNnalCpV/yvuNDOW1el05jpaNAZ6RQ5NIxmMyKTZARSX/+YDcj8RJSEQS0D1l88/YuvvCzNu5+cZxI6m+/pTcMX/t1Gzfftpcbf9vG9//UyVBsv5jkskmuOasm5z2NlXaaKktbTA84JUe3ODhxoRuvSyNhCkTpamwKhaIImb1bsQqFQjHFRJOSvpH8We1w2IRq1V0qMgjDlt+o6Qg9X6yZTbgNuO7sGn54Z2e2rbnKQUPIxlzZEk8nJetW+Cn323hm8yj1FXZOPaqMukDpVYGcbQgB4aRgNGLic+kEXMxJn8LxaP6NOB41iSUl/hLRTvrH4Su37GGf7/ntT/STTFlcckJw0mhDTdN48KVBBkb3j9/bO2JsbouydrELyEQpHtXi5OtXt7CtI0rIb2NhnROPrfTvofGE4A9PD/Dka6OU+Qw+fn4ti2vtiDnSrytKByEEaSnQhcyo7QeQloLhiIXDphFwyre+rCggagWlUCgUEwRcgiPqXOzoyq3sUlteIrN4xZQgyhow65eidW7OtlmrLgJvaFb7sB64INvemVmQLZgjC7IDCTokaxc7ec9KPwKLeDytxKYCIwS0DVp85w8djEbSuB0an76wnqX1k4i/JU59yI6uwYFF6BY3uin3lo4RdMdAgrcW2bvvhSHOOTaIe5KVS1qKSSuy7e6Jc9oyz0S1XtCFpLlCoyXknViMzoG+TQjuXD/I469monIHx9LcfNtevvXRVmr8KtRJMXuIpgQv7ojw0IZh6kJ2LjkpRG0gU9RkOC740V2d7OyM47BpfPScGlYvcGWEKcAwNFVMqYDMnTh5hUKheAdswuL682uz6TMuu8bfva+OuqCalO1D1zUMY24PHSndjXbGZ+Csf0Ieeym899+Qy8/Hsmb/fbJvQXbWSi9Htzjw2efm5ExKSMSTxOMqnbYYiKREVmwCiCYsvvfHDobzNYaSp8YP/3xFE1XBjNi2Yp6H68+rxVYiYhNMnsYb8BgYb5MLZtclxxzhzWs/stmdFZsOZC5FPkST8PhruSngUkLnYJFV4lAoDkAISFga8YkUUKEJHnlllJ890MPe/gTPbx3nS7/aw2BEItG45eFednbGAUikLH58Txc9oyYJU/Da3iTf/3MPdzw7ymCkwB9sjqIinBQKheIAanzwxQ81MjBu4nFohDwHZ1Za8gjoGpE8tGGAkUiac1eXs6Dalt09mmuk7QFoXoPWejxmCd4gc2lBVsoIURrXcjRiZsWmfaRNyeBYmrK5VtFBwpF1Bjd8pJl4ShJwCfQSEpsAmirtNFba2du/XxS57pwaHIY16f2cTlusWx5gV3ecV94Mowk485hyFtU7mRNRTH8DmyGoDtryBCava25vHCmKl7QFr+9NcsvDPcSTFhedFOKEJT7ufnYw57hESrK3P4mjzsGGHeG83zMaMdneEecXD/UA8NL2MI+8PMxN1zQTcM7IR1FMMMdGaYVCoXhnXLpFY1AASmzaR8+Y5Iu/3EPazEzeN+4I84XLG1nWMPdSWg6k1KpCKUqDSFKwsztBz3CSBXUumkIGNm32Lrx9Lh23QyOa2P+8aQKC3rk5jbUscBvWRHrZ7LiulhT0j1sMR9KE/AYVHu1tPYS8dsm/XN7Art4koxGTeTUO6su0vymelrskn35/DX1jJrouqPZrCNU/YxMWHzuvlq//ti07nzmy2U1ThZ3Zcu8o5hZ7B03+/Y6O7M+/+Wsf8+tcOO0ayXRulUmbIbAbguZqB229iZzXyv02/uPPnTlt41GT9oEkjSE7w+Npgl6DoEsoP7NpZm6O1AqFQqE4aIQQbNodyYpN+7jj6X6WfrCB8bhFOGYR9Op4bMqoUaEoJHFT8MO7utm2N5ptu+7sGk5f7p61ArrfCf94UT3f/UMHKVOiCbj+vFrKPYU+s6lHIhiOSkajJuU+naBz9kepSQlPbonw8wczkQaagM9cVM+qVsfbah4+B6xsOjT/RJuwqA9MpN3N1pt9GphfpfPtj7XSNZjC7dBoDNlwGYd3U1kSBiKSoXFzQjhUi3XF1JCSGikTXt41mvfan54e4Ooza/jRXfsFpMZKO1VldrbsjXPhiSGGw2nueKqfSNzi9KOCeJ2TR/ElUpL/89PdJNMSXYNPXVDPqlanuo+nESU4KRQKheIdkIhJxm1dCPYMpLnp1nYSKYsyr8EXLm+koUzM+gWS4tDRdQ0JWKaFEIKRuERaEHALhLohZoyuoXSO2ATw20d7OeaIebPWk8uyJEvqbHz3460MjqcJeoproStExtA2HLfwuTScukTXRaai0iQeQm+HBby4M8b/u7cL0wKnXeMLlzdyRLUxaXW22cJgFH45kdYCGdHiJ/d08d3rW1Vqy0wgocorqPLa9zcc1q8RPLs9yk/v60bKjHD46QvrOXaeQ435isNGTFg2/PievQyMpTj/uIq8YzxOjVXzXXzlqmY27Y5QGbQxr9bFV27Zw3g0E/Xkdmj86web0AVUB3TcDsEHTq3iFw/u73t8bp2h8TTJdOaGNS34z7s6+d7H51HunpnPOxdRgpNCoVAo/iZSwvIWN3ZDZAdpgItOruSmW9tIpDJtw+E037ujg5uuacKpq9nnXEEi2Dtkcu/z/cQSFpetq+T13RHueHoA05KcsiLAxSeF6B1OEktK6ivsVPpQ2RzTRDKVL3Ak0xLTnP1feNCRJhFJMDIUxSkc+L2ugqe1CgG7+k1+8KdOhsNp5tU4uO7cOtZvHmEknOb0o4PMqzIwDqKmwFAkI8TsK6QUT1r84E8dfOujLXhmcfbyaMTkrcWhEilJOG4ReJsoBEXxMRSV/M/93VlxKSscfryVoBIOFYdJOCm48XdtWeHIZmiU+QyGxzO+fXZDcNFJIUxTYtNheauHqqDB46+NZd8DmWISz24Z4wNry9ndl+LZrWMsbnLzuUsaeHrTCI2VTlYv8nHDr9uy7yn3GbgcOsNhk3K3PrMffA6hBCeFQqFQvCPVPsE3rm3hqU1jjEVNTlsRQAiRFZv2MTCaYjRq4fTN/optircnaQl6R0wiCZOAx+D7d3QwNJ5G12DFPC+/f6I/e+zjr45S5rXxxGsj2WO+elULzRVqoTkd1FXY8/yOTloaIODK+NLNVsx0itueHOTBVzLRWw6bxlc/WEN9qLAr3dGY4Kbf7SUxIfStW1nGDb/ekxXn128ZO2i/u6HxdJ4wMxY1GY9ZeGyzt08N+Q0cttzxIug1KPfqzOZ7cq4xFjHzMhWTaZlJqVfCoeIw6R9L5whHtz/Rx0UnVVI34TPWVOnA5xT86tF+nnp9DIBFjS5C/vw+tXckyZaOBN/6/V4AHnxpmKBH5+aPtuK1S8bioGsCj1Pj8lOq6R1OEo6ZWIApxZwthDPdKMFJoVAoFO+IlBnR6fKTggghME2LvnD+wBzw6PicGmoRUbokTMFvHhvgiYlS2w6b4Jqza/n5A92E/Dba+xN573n5zTALG9wMjKZYs9hPe3+CunIPNqF8VqaagFNyw9XN3P7kALu646xdHuCMlYGiST87XDoGElmxCTKlr//rvn6+8eE6hFa4nemB8XRWbHI7NEbC6ZxIUIA/PNHPkVc2oL1DNbkKn4Gm5doPBb0Gfvfs7lODLsm/XNHED+/sZCScpjJg43OXNOCeYs8/ITKpvaY5eTU7xbuj3K/jsGnZ+x0yKUplHiUcKg4fr1PH5dC44MQQmpYR1qUlaa22U+bKHLOzL5UVmwDe7Ipz0tIgz2wey/ldF5xQwf/e15PTNhIxeW13lOOPcOJzCD5/WQNtfQl+/3hvdmPmyddH+OcPNLK0fhaHkhYxSnBSKBSKEkGITGiylOB1MC1Os5Yl2TexDHk1rjunhl882IOUmbDnz1xYj8c++01uFW/P3sFUVmyCTGrM/S8McuLSAC9sHaMqkD9ha6x0UO4z8Ll1bnu8F8uCDTu8fPSsKnyOmTz70sMwIJ3e/7Oc8Gv5h/OrSJngMDKT99nOSNjMa+sYSBFPmrichROc/G4dTZAXmXQgB/vtl3sE/3hhPf91dxfJtMTr1Pn8JQ1FVYwhlhZ0DqZIpCT1FTbK3O/c30sJC6p0br62mXDCwj/hczWVnymSFLy6J8aGHeOsnOfh6HkefI4i+dJKhKAT/vWKRn4wIRyW+ww+f2kDXkfx3J+K2Ue5R/C5Sxr50Z87spFOfrfOmkXe7DGjkdz+P21KXt8d5hPn1/K7x/qwLLjyPVX43AanHlWGJSU9Q0ke2TicPR5ASsmCKoPe4VROFDDA7x7r46tXNmCoKKcpRwlOCoVCUQIkTcHTW8P87rF+0qbFeWsqOH91APc0btZoSE5Z4mZpUyuj0UzFmqCLQza31XUNDYu0pYSqYidpCjoGknnte/sTnHhkgFgyM4FrqXawZ6JEccBjsLjRTbnPYG9/kg+eVs3LO8fZuCPMvBonFx7nVwWlDoOYJdjdk2JnV4zKoJ0j6pyE3PsfICEldg1kiXy31WX5ZXCM9QAAIABJREFUndnKFgdul1HQfqPcA9ecXcPPH+ghmrAo89qwGYLUAVFOl51S+Y7RTQACyapWB9/9eCvjUYsyr47Pceh96nSQsjR2dET5jzu72NkVAzKm5jdc3UKN753fLyW4bRK3bepTO00Ev3i4jxfeGAfgxTfGObLZzT9dVIddK5EHoAiQMlPx7ubrmgnHMgb5Ux2lpph7GBps2RPJSasbi5qs3zLGBWsCWJakZpL+37QkTrvGjde24jQkI1HJ//3Z7uw8ZHGTm3PXlPPIhmEWNuxPvU5bkpSZ3y+k0hLJ7E49L1aU4KRQKBQlwK6+FL98qDf78z3PDVJTZmfdke5pXawIAZVeQaV3Yjg5xD/liXdjbXoEq3cn7iNPw2w8hrgx+erFlAILMotoNcMtCJ3DaSaZp3HsQh9Br855a8pZOd/De47y0z2URtehoUzQH9b4r7s6ae9PIAScujJIuc/G+i1jnHdsQO0oHiJ2u8ZfN4b51QGVv+bVOPnHS+opK9GojtpyB586r5z/eXiERMqipcrOx86uRMrCesdowLojPSxpbGVoPE110GDJta08+soIw+MpzjymjHmVNg62c5QyE0kSnEhNLnRXJwR0j0r+6569nLQ0mBWbIGNq/vsn+vjMe6sLmrI5MG5lxaZ9bGmL0j+Wpj6ovIWmEinBbUjcvszCvND3p2L2o2mC9r54Xvue3gRpNDRMagM6n7mwnv+9v5towmJRo5uj5vv44Z2dhPwG37i2hd/8tScrNgFsa4+ybkWQr1/TQrUvE/1vSsF9G0bxuAxsuiB1QDGNS9aGsGsqHXc6UIKTQjGHSFoa/eMmLrtGyCOnLapA0wTxdMaYTz+IXV3Fu0PXBRt3jue1P/rqCCcv9RRtSXp3aojkHV9BRjM5+GbXG9hWX4i+6gOY1n6DXAvY3p3mN3/tJZ60uOikEMcucOFQBUVmnJFwmue2jnHFaVXc9cwAsaTFEfUuzltTQYXfoCHkIJm0sCyd5WUjsO0JUtsGeCh2QdbbSUp47JURPnJmDU6bwJjd9jQFoXsUbn+8L6dtV0+cvX1JyhqnPqwxbQm6R0yGxlNUBu1U+7UZN1eVQueEI4Msa3YRS1iU++0F9W46EA1JtU9Q7dv/3V91ajlCQDptMZtv8GhK8M3ft5NKS0aj6bzX23oTpKzMRkCheLshrkiHPoVi1iOEmLKNv3Ta4tSVQTbuDOe0L2xw88VftPGZi+qp8cOaBU5ar23lxe3j7OmJ88sHuwEYGEszHDbZ05MvWlmmpC4gsn1B76jJH54coMJvcO05tbzy5jjjUZNz15SztN6hNjOnCSU4KRRzhP6I4Md3d/JmdwynXePK91Rz4uKpN+2NpgTrt4a574Uhyv0GV55eRWuloWZ+04hlSRonqdQ0r8aBZcFIJGPs7CsynwUxvDcrNu0jteFeHEvPImorz7btHbK46Xft2Z//+y/d2C+sY818Z1F9nrlAVdDGG3ujDI+nOP/4CmyGwDQl3YMJfv94H9v2ZkydP3iCkwsGfozVs5PYiovZuCvfSHw0kuZ9x5ervuEwSJuSeCq/736rWfVUYEnB/RvH+MOT+ysPfuzcGtYd6Znxa2da4HY5cLtm9M8eFuZkoYCzkMFxM1uefLKqUKeuCOA0pm8D62Co9OkcvcDLywcsWBc1uKgKKDNrRQZd15BSTvhQKg6XsQRs64jTP5piaZObhgodYwoKaC6ut/ORM6q5/cl+BHD26nL29MTpGEzy/Ts6+frVjTiQGJrgD0/2kXqL9m1JycnLAtz3wlBOe1OVnUhK0N6fJBw3KffZaapy0N6X4Kd/6WJhgwuPU6exwo5NV/fGdKEEJ4ViDmAKjV8/0s2b3ZlQ+HjS4mf3d9NY2cK80NRtS2qa4Okt4/zmr5md94GxFF/7dRs3f7SVGv/sLelc7EgJK1rd1Jbb6R7K+Ot4nTpnr67g23/sZGt7RmS87uwaVi9wFU/ZVzHJvafpyAPaNU3kLCL2ce9zQxw7vwGhIuhmlJqAzifeW8svHujhj0/201jp4Nw15YzHzKzYBLDYO4K1aScAzoHtLG84kSe35f6uJU2ubAUaxaFR6dM44cgA6zfvN2932jUaQvYp/1sDYStHbAL45UO9LG9pVddvDuBxahi6IG1KXtkZ5rJ1ldz73CCJlMW6FQFOXxko6CJeCIFNg4+fW81LO7y88MY4qxZ4WbPQg10rkrFOUTDSFuwZMHl60xAVPoPjl/ip8u3XyoXIRHBqmkCUiuHdNBFOCm66bS9dg/t9HD9zYT2r5zvfdWSQ04AzV3pY0uzmxTfCPL1phL6RFAA9w0nCMYthC3Z3x7jmrFrGYyZ3PNVPKi1pCNmp8Oqcc2wZ/aMpXnxjHKdd46ozqgj5DL5/Rxc7JlKBhYBrz67ld4/2EktabO+I0VDpwOdS3k3TiRKcFHMCm90AAalEfjj4XCAch1d3RfLae4aSzJskMuZwiabg3udzdxcsCbt74tT458bKxELQNWzSNZTE79ZpCtlx26Z/EAs4JV/+UCMdgylMS9Jc5eBXj/SytX2/yPjje7q46boWGorE08Iqa0QEqpCj+1OD7MdfRsIeZJ+OJKUk6MlPmyn3GQgh1fxghtGF5OTFLubVtPLKrjB9wyn+/MwARy3I9d06UDQUXZu45NQh3ugJ0DuSMQU9/egg86rszMYLqOuZ8PxCLrI1aXLp2hAVPoNnt4xRH7Jz2SlVNJTlVqybCsLx/EVY2pQZg2xXcfQliumjzCW47uwafnpfN6/uCtM1mOCzlzRQV24j4KSgEYqRpOCFHWGe2TzG0mYP7zkqwBkrfaTTlkqNmWsI6BuH9v4ETkPQXOXA75Rs7UzynT90ZA/7ywtD3HRtC+VuiKfhld0x7n5uCL9b54pTK2muMArqR1bM7B1I5ohNAL98qIel17fgmoLsZinBEPCnp3M3OPxunfG45Ku/3pONpCzzGfz9++oYi6ZZNd9D36jJf/y5k8YqJ9efV8viRjdVXsnWrmRWbNr3N+59boAzVpVxz3OD1FXY+exF9UqcnmaU4KQoaRKmxvbuBA++2IvNEJy7poIjqm1zLirCacuUJW/vy01rCXqn1v/C0MDv0RkJ5654XHPEbEcIwau74/z7nzqzbSvnefiH99XgnIFQXY9dsqg2061HUpIXtuX7OvUMpWgIFkcd+pgRxHPhl5B7NmD17UZfcBypqsU5ptSZ6C0PPreerWCia3DJ2sq/XYdcMW1IC6p8gnRa8teXh9EE1JTlRtY81ellYcuxsOclACqf+jY3nfpZegJHYbPpVPpm3gPo3WIBewdNntkyPlGy2TdhRFqYzxFySz54SpBz15Tjtgk0mZ5ysQmgMmDgcWpEDhCeQgEbFT6VrjQ3kJy4yM38uhZGIhK/S1Dt1zC0wgr+lhD87okBnnw9E+W3vSPG+i2j3HBVEy5D3ZdzASH2650dQxZfvqWN9IQJdHWZjS9f2cytj+WKF9GExY6uOMcf4eLlXVF+cm939rWv3tLGNz/aSq1fIDRB2gRDlyVT6fPdMlnKdixhZUSgKZrmh3waV55exW8fzWxE6hr88wcaufWxvpy03eHxNGlTcvoyLyMxyY23tpFISfpHU2zcMU5tmZ0brm4iOsmGydB4mrOPKeOUFX6Cbk2JTTOAEpwUJc327gTfuX1v9ueNO8N8+cMtzK+cW7uyDs3io+fWctOt7SQmfD9OXOqnuXJqIwwMIbn6jGpuvLU9OwmoDNiYVzP1aR7FSCQJ/3N/T07bq7sidA6lmF85s92tw4CWaie73mKiONUi47slYq9ELDoXbYkg/jaeJ+VuuPHqZnZ0xUmmJEfUO6n2C7XWLSC6kJx3jJ/VC72MRU0qgzZiiUr+9HQ/pgUjSTvWWdfjXHQCVsdm9MZlGLVHYDP2PQez7+K92Zvm67/d7yV21/pBbrquhUpP4c4pnZJ4DXNav06/Q/LFK5v5r7u76OhPsKDeyd+dXzcjIrqiONCEpNavsWK+j/7+/I2MQjAckVmxaR+9wym6hlLMr1LLm1LGlIKOoTTbO2NU+GwsbnRx2+O9WbEJMvdC/2gK08zvpyxLkjThrmcHc9slbGmP4lrg4d7nh9jcFuH4JX5OWxHAX6LVPw+FxpAduyFyhKfzjyvHa5+6QEddSM5Y6WPlPA8jEZOqgIHPJRgaz99NGY1k2vpG0yRSuSfQPZxkOGxSH7Kjidz9yTNWBfE7JX6HSqObKVSPrChZDLuNB1/szWmTEtZvGWXJmSGSSbNAZ1YY5lca3HRdC12DKTxOjYYKY1oWDAuqbdx0bQs7OuP43DoLap1zZqBOmRCO5d9XscTMb48ZQvKx82r42q/bsgPxyUv9NFQcfHnumUJKOemk8EDKXLBm/gHpn8X1Ed4RUwp6x0wGxtKE/LaCVPmaanQhqfELavwGIHnfaj8nL/VhWpIyt4YlJNGmk9Bb176tmDhbsBDc/kTuTnkiZbF5T4TTlnlK2vdcSqgPCL56ZSPxlMRtz/QvCkUh0QR5C0nI+P4pShchBK/uifODAyLJL1kbonfC7+dA2vvjXLouxH/e1ZVtc9gFS1s82AzwTpIH5rLrfPv3HXRMpI7d8dQAOzpifO7CWvQpLrIz26jwCL5+TQt/fGqAjoEEZ64q44TF3imP8s2dW2Qi2c5fU8H/3t+dc9ySJjdSSnyTXEeHTcPtEPid8KUPN/OzB3roH0lxxtFBzl9TpoqVzDBKcFKULEJIjElKJ9iNuRXdtA/Lsqj0QKVnX5WZ6elsBZL6oEZDmXuiP587nbrPBScs8fHs1v07wDZdUFdemAivxjKd73yslZ6RFG6HRk3AwK6iEmYcCTy+KcyvHt4vgF9zVjWnLfOWlleElBMm0rm7hqVQrUsiJk0nSJmSt37eUsWuWdiLIxtXocBh03jPqjIe3jCcbZtX66S2LCOAK0qTWErwiwdzI8kff3WEc1ZX8Nu/5m4yz6txURPU+P8ua+CBl4Y5ap6X2go7tz/ZT225navPrOEbt7YRndgU9Lt1mqocWbFpH6/tjjAYNqnyzW0xU0pJrV/w6fdWkbbArs+Ml6GUktVHuEib1dz17CA+l85VZ1Rn/UgrfRqXrA1xx1MD2fd84vxaAs6MrjS/UueGDzeSNDPWE1LZMcw4SnBSlCypRJrz1lTw8s5wVsg2dMHxR/rnXHRTIZiLmwealHz49Co8Tp2nNo3SEHJw7Tk1VMx89XBgwnDbBUHX9IqMir/NUBR+/UjuRPiWR3o5ap6HcneBTkpxSBjC4uKTQ3zvj/vNZ3UNlrV4lDmxQjHTCMFdzw0hJXzw9Cp2d8epq3Bw0lKfSvUsYZKWoGc0zfnHh0ilLO59bpBY0mJwLM3CBhcfOKWSe54bxDshSMQSJnsHLBbWOTj6slqe2Rbl2wfYbPzl+SG+clUzr+2O4HXqHNnkyopP+zhpaYB5dS7aB5KYlp3qgGBublsfgJQYghxPpenGZcAZK7ycdKQXXeRG2epCcv4xAY5Z4GU4nKYqaKPSK3Lm3YawMAyUH1eBUIKToqSZX23jS1e2sH7LKHZDcPyRAZpDApTeNOcQIhNq/06pW+8Wn0Ny9ekVXLo2hF2XGELOSfFNsZ9IzMxL+7AsCMdNyt3F5amlmBwp4cgGB//8gUbufW6QgMfgvceXU+uf2zveCkUhiCThoZeGMC2wG4K6CgebdkeYV+Og0jM3PCPfLbG0oHs4ha4JaoPFH/0cSwt+/lAfz08UQ/G5dT5yVg0//UsXhi7wuzTet9rHe44K0DOS5ubb2rPi0drlfq48rYpbH+3L+Z3hmEnfSIozj/Kji0zki8ehc/QCDy/vjHDcYj+mJfn1w/sjqv7xonpWz3cWtErpXMWyJI63UfsMTdJQptFQpp7/YkQJToqSRsdiQZXG0sYQUpKJbFJi05xDT4WJDvYyknISdlTRUGHHMY2TKyklblUlRzFBhd/A79YZi+7vfAIegwqfSv2YaYQACw1NgDzE7VmbJllab2P55XUISiNVcLZjAd0jFh0DSXwunZYqO26beqZKHV0IvC6d0YhJMi3Z05spjuGwzd7YE1MKRqIm5dYArsQguidAwlVFehqWasMxwU23tdM7nPE9WtLk5lPvr8VnP/RnR9MEo3GIJa1prfi1py+ZFZsAxqMmz28Z44ITKzh+sZ+QJ7ORY5qSb/2+PSdS6anXx3j/8SHMSUSi8ZjJl3+9l1VHeDl9ZZCgU/Lxc2vY3pkAAf9+R0fO8f9zXzcLr2/Fp3QNheKgUYKTYk6QSCiVaa7iDu8ldc/NeMKDeHQb4dXXsnHwGE44Mjg38/4UM47XLvm3Dzbxo4kqX41VDj71/jq8dhX9NpPE04JX98S4/8UhqoI2LjwxRH1QHPI1sJTQVBQIIdjcnuA7f9i/IFzU4OKfLqrDpUSnksZlk1x3dg3//qdOKgM2gl4DS0oaQsVXFONgSJhw7wsjnBHag+3p75FOJ0kjsK/7CCw8g7SwvfMvOUg0TfDIy8NZsQlga3uULW0xjl/oPKT+UCJ4eU+Cn9zTRTRh0VDp4HMX11NZOWWnm+XA893H7t4Yf//+GpyalT3vRFoSTVisXuRjQb2LcMzk8VdHGI+lufyUSv73gErCLrtGLClp70vQ3pfglZ1h/u2DDXhskqNb7GzrTmPTBScuC1Bbbmd3d5wX3xgjkbLw2VV0q0JxsCjBSaFQlCwOGSP14A+R4YnSt2YK73M/peakGxiNBQk4//b7FYqpQEqoDQi+dmUDkYTE7dCwHzBBVkw9YsLjwULDtCSaJnjujQg/nzCb3dUdZ8OOMDdf10qlt8AnqzgsYmn4n/tzzYPf6IjRMZjiiBo1vS1lpJSsbHHyzY+28vy2cboHk5y8LMBsDXDaO5AmKMYIvfgTZHqfYbUk+eSvcDQsJe1pmrK/ZSHY3BbNa9/RFePExa5Dsh3oD0u+f0dHdizr6E/w47u7+ObH5k/V6WZprMqvWLC81UskbuE8wAvR79L49IX1/HXjCL97tI+g1+DStVWE/DYaK2z43Q08vHGY2nI78+tcOf6Ke3oT9I+aNJRlbqTacoOPnlfL/S8M8cSrIyxucvPpixoIujVmo7CpUBSKWdo1KxQKxTujJ8eRQx157X5zCEut9hUzjE3LmLjbNRUhM504zXHcux5Du/sr2F/4FZ54N9EU3PH0QM5xqQNScRSzj7QJY5F0XnssObefL8PQcbps6HppT/HDcbj5tnb+/MwAz28b43t/3Mv6bRE0bfZFnvSNpqhxxZGRkfwXI8P5be8CDckJR/rz2le0eg7Z47JvJJm3cfJmd5yh8fxopHdLU4XOB06twtAz13dhg4t5tS5+82hfZodhAk3AU6+PsrktAsBIOM0vH+ommbawpKR3OImhQ1tvnN7hFEtbPDl/R9cP/F2CWx7qoW1inNjWHuWPT/TleTIqFIq/jdoCUigUJYtl86AFqrBGc40ibYEKfG6hUuoUb4umCWUKOg1YCECgi+mJ8NI1idh4N4kN9wBgdm9HbHsa5xU/xGHLX4jajNm3OFVk8Drg1JVBHn1l/yLd0AV1FVOXfjTb6I8Int06wta2KCvme1i90EfIXZr9WPtAktFIrl3CbY/3cdyiVlyzbHVTHbSztdfFSn8NjB0QtSc08E1tfpplSU5c4mNHZ4wXto2jCTh3dTlH1B26KVHQk/9FV/gNvC4DK5EvBr8b7DqUeXUuXVuJ26njdel09CcIxyySJtgn9NVwQvLyznDOe6WE7qEke5KS3x5gHP5GR4yrzqjmpTfGMC048Ug/lb5M9JIQgr7RdF7Vus7BJENhixpVMEKhOGhmWZesUCgUB09C9+A55zPE7/wGJGOAQB53Be66FkSBxaakJRiLSdx2gceOKq1eJCRM2NWbYltHjOYqBwvrHHiVOei7xpKCHb0pfv9EP2ZacvHaEEsbHBhTbDDrSAyTfPm+nDYZG8Mz8iYfOWMh3/3j/ojHgMegtTo/TUMxS5CSS06uwGXXeOzVEWrL7Vxzdg0hrziobBchBPE02A0KPh5MBZG0zo/v3sub3ZlojM1tETbtjvCZC2txiNKL+ppszJQy4ys029KdmioMtnsCdB/7Sepe+I+MDYDNiePMTxJ3VU/53/PZJX9/XhVXnBJCE4Jy9+F9ZzVBnQtPquDPz2RsC2y64FMX1FPht9HfP7XRo1JCbbmd7Z1jOKJp/rpxGF0TXHRy6MAAJxwGhAI2BkZzo6z8boPfvdCf93vbeuNc+Z5qKnwGi+qdGEIyEodX3gzj9+SL1zZD4FT+TQrFIaEEJ4VCUbJICZHAEbg+9D3EeB/S5SflrsaQhS1F3xeGH9zZQUd/goDH4NMX1rGwWnXHhUfwwIbRnNSr5a0e/vGCmsOqvKPpOmkLDGHlREtJBCkzMzF+t0KjEJCyBJrIpEoUK22Dab5xa3v25+/9sYN/+UAjR9ZPbTSKFAI0Hay3FIqQkqWNDr52VTMbdoYJBQxWtnqUj9ssx2eXXLGujPcfX4ZNz/h2HcxjMBKDPz87yMtvhlne6uHikyood03/+U4nnYPJrNi0j9d3R+gaStNaUXrpdU2VdrwunXBs/7N+2SmVeGyzzx/PpkvOWeVnJOojdsHN+MxhhNNDzF4xbelbGpKQZ59wcnh/xBCS968OcsJiH6NRi+qgQZn7nd93uDRVGMyrcfK/93dPtEhufbSPpkoHR9bbiJuCoYjJx8+v5ebb2tlXiPSkpX7qyw1aqp1sa8/1r1rY4OLMo/wkk2mklISTghtvbadvJMXKeV5OXRnk8Vf3R1FefWY1Za7/n737DJCruPO9/61zOufuyTkojCSEQIggMoiMwQYTbDAGjG02eJPtu7u+u3sdsNfpse/6uXu96dlkY2xjs9hgWDK2MRmJLMGgOBpNzqGnp8M59bxoqaXRjITChO6e/+cNqCZV9zndfep3qv6l5CahEEdBRjhCiKKmtWbCGYNYbG/DwvYnZSu+e187XYPZwqAj8Qzf/Gk737mzqeAHPIVuKKH5xfNT6/y8tTNO91CG+pIjDykNQ9E2aPPg8930DKU5b02E05f7CXs0PWOan/6ml+1dk1y+LsoFa8J4Hcc2+yBpKV7bMcEvnx/A7zG56cJymsvNvCvOaJoGz749OK394ZcHOfH6KqxZ3PUt5YriXn8DqWfvybWpcDl2tB5TaZrKTJZURNBadggsFtrWR7WEKmUrvvtfe2jrTQLwzJsjvNee4K5b6/CYhXtSKDXzrAvjEO2FLuKFu25t4LdvjbCrZ5KLTo6wstZTsEGAQu8Na4IkCGYbC+ChOAxNVdigKrz3k2cO++x0KJ7dPDKt/cV3x6gtK+Urd7fRN5KmusTFFz5STzpjE/CaVEWdJDOaK0+L8uLmUYYnssv9brmonIyl+dbPOzl1eZCTm33sGUjRO5ydHfXGjnHOWBHitksrifhNKiJOqiJmwZ5jQiwUCZyEEGIeDU/YubBpn4yl6R3OECu0whNFxrJ17o7ogdJHWUi1c1Rz191tJNPZX7briW5GJ0q58rQwX/zBLtxOgw+fW8aeviQ/f3aAC9aEqY0ZRxUUKQVv7ErwD7/qyrXd9aM2vn5HI7WR/IqctNaEZ6j1EfGb6FkenVg2ZFouwh2rxdr+MkZZIzSsY4AIo2M2AY9BwDV75ds0iqEJzcBYhmjAQYlfoQphlFjkhhOwtSvJZNJmWY2HyvD+ZXZ9o1YubNqneyhF70iG+tjCzn49HtUxk5Y6L63tiVzbumUBqqIOwDr0DxYoraHUDzecFcEwDDIZi4JIaMSx03rGWUp1ZW5+8EQ3fXuX0XUOpPj6T3bzjTsacTkMvnt/B63tCZZUefjLm+oYjWcIeE1+9GQv77Rnf9er28ZZtzzANWeWTvndL707yqtbx/jeHzQTdGnkHBPi6MnoRggh5pHPZeD3GMQnpyYbEX9+hQSLUdRvsG5ZgE1b9xccjQYdVEWdHOlFplLQ0ZfMhU37PPLyAOeuDjORtPnohRX88Ilu0pns73zqtSG+/PEGmkqPfLBraYMHXxiY1v7mjjh160J5dQfWtjXrVwT51YuDuefFNODKM0qwDw7zlGJ4QpOyNDG/kV0idZRSho9UxVrM6nVorWkbsPjufW0MjmUI+kz+7NoallU6jn/coODNtiTfu38Plp3dHekPP1jNaUu8BRs6maZJ+5BFe28Sl1PRUO4m5i2sxzKUgC/+cDcje3ewMwz4yq2NNMSy77Eux8zvtYdqLxR+h+b3PlDFa9vjvNs2wQlNfk5q8uFSxRc2Hci2NfbBS2hFUbJtzSWnRHj2rRHGJ7PHvCTo4OQlAe5+smfa96ct+O597fSPZoOo7V2TfPOnu/nmHY0MjVu5sGmfTe+Nc/05ZQQ8Zu73A1y1voSQW/aZEeJYSeAkhBDzKOSBz3ywmu/8fE+uNsMN55VRGizswU4xMNHccWk5TZUent8yysp6H1edEcPnPLKrzEQGXt2eIDXDjCi308AwFLGgg67BZC5sguxF7C+fH+Cz11RwpAU7lIKwf3pAFfCa5OMd2IqQwdfvaGRz2wSWpTmh0Zfd5eeArqZtePqtMe79TR8ZS7Oizstnrq4m7Dm2x2NZNvG04ts/a8/tZjU2YfGte7NLWCPHWb9pJKH4+192sG9FoK3hH3/VydI7m4nNYR2TubS9N8PX7tlFau/5WVPq5nPX11JWIDudKQVbdidyYROAbcPPf9vH5z9chdI2JQHFlafH+O+X9y/z3LA2ktudqpCV+uDyk/188PQIqVQaS3IYUWTKA/CNOxpo709hKEVdqQuvC5ZUeabVMEtbOhc27TMSt+gbyRxyh1LTgLtua+DxTUPs6J5kw8kRTm7y5dVNHCEKjQROQog5o1R2JoZh6CMeSBc729acUOvmO3c20zucJhIwqQiZmMcwk0McGxuDobjv48d8AAAgAElEQVQFShHzqyk7VAXdcM0ZIa48NYzD4IhvaSoFz2we556nerMB4kG75HzkgnIiPsWqRh8ZSxPwmiTTdi54SqZssouxjvDvaZsbzytn865duZdWwGuyusGXl3dhtdaU+eHCE3x7/820sX37gMU9T+3fsvrd9gS/fGGA2zaUHPOt5d5Ra9rW6amMZnDMIuI5vuVToxNWLpjZx7JhZMIi5iu8pVmW4eBnz3RMeUwd/Um27klQtrxQqqsrRiempywDYxksW+PYW1z/2jOjrF3qZ3dvitpSF03lrqJ5D7YsSCTS7/+NRUwpmLQUqQz43WDk45uiOCZaQ9gD4dp928dmj+3vfaCKr/14d+71f925pUT9JobBlKXySoHfYxD2Gayo8/HuAbOc1i0LUBo0cSibj10QAxRoW8ImIY6TBE5CiDkxaSk2bpvgsY1DlIWdXHt2KfUxlZeD4fmm0JT6oTS35a48KfNlPKW459e9PLd5FKXg0nVRPnxWDK9j/zGw7SPf7WqfiYziF3t3t/vFc/3ceH45kymbyZTN2iVeVpQkcdlj3LKhjD39GTwuA5/bRGv4r9/1csbKEKMJTdB95H+zvsTkG3c0saV9Aq/LYEWdlxJffk/7P1zf2vuS09pebh3jI+eW4DmGq5V4WrGtI4HbaUxZ4mgoCM9CIBQNmNOWXridiljAQT68ppO2YmDMwusyiPrU+54YybRNz0H15QD6R9OYpqcgZstorVndOH162dXrYziN/YXi3aampdLJiirn3raFP15ilih4rzvDPz7URf9ImtNagtx6cTlhtxzjYlYVVnzrk430jmTwewxKAwYK+NiGcu5+cv+NjOvPLd37Nc0ff7CKjdvGeW1bnNOWB1i7xI9DZT8rtC31moSYLRI4CSFmnWEofvfmeG5NfVvPJG9sH+ern2iiOrTAnRM53swQxnAHmC6scA2Thn+huzSnlFJs3DbOc5tHgez4+7GNQ6ys83FK01EkPTMwALfLYCJpk7E0P366h1jQ5HsfceN8+tvovu3o8mZ2rf0bvnlfd+7nyiNOvvDRBh54vp+qWHYAfMSPB01VWFEd8ecG0vkcNr2f8sj0x768xovryEtoTdE5kOaxjYPceEE59zzVjW1n727fcUUV0Vk41YNu+PMba/nufXsYnbAIeEw+e10NEe/C74A3MAHf/ll2N0zTgI9tqOD81QGcxqE7FnJrzjkxnAtO91le4yuIsGmfmojB39xczz1P9zKesPjQWSWc0jzzkpiFPk5i9vWNwd/+ZHduVssrrWPYWvMnV1WimL0dMUV+0Rr8Tn1ALcTsi/vC1QFW1PnoH01TEszuMrevxl7QrdmwOsAlJwWxLJnJJMRckcBJCDHrEhnFAwdtL5+2NDu6EtSEvXKRnwcCk50k7/syOpENX4yalXgv/VMSjsgC92zuKKV4bvPYtPZXt49z2lIvlnXsgxGPA267pILv3d+Ra7t2rQPXI3+LPdoHwETlGv7tiamFvnuH07T1TvL2rjg3nDd1d5wjVSyvp8ZyF2euCvHCluw5GfKZ3Hxh+TEvhzEMRe9wmqdfG+RjGypIWxqXw+DkZh/GLNy51lrTXGby7U82MpKwCXn37YC3sAfERvGfj3fndsO0bPjhkz0sr/VSHzt0rbhMRnP+iWHGExZPvzaE32Ny84YKmstdFNIuZ4aC5ZUOvnhzLZatcZsLf0zmg2EoJtLZ9zmPqRfFY55J12Bq2m6jm94bZyypCR3ffQVRgBwG1EUN6qL7Dv7U14XWmkxmcb5WhJgvEjgJIWadUgqPy5ihloZCKbVoL4TzhcOwyWz8ZS5sArA73sHZ0wo1Zyxgz+aa5sRGH60H7UzTUuvDPniEcrS/WWvWNLj58xvr2bR1jLDf5NTqfuzX+nLfY7lCjCemD9xtG05q9lMdzY+lWAvF69B86tIyrj4jxmTapjLiJOg+9tlC1TEHDeVu2nqTudmW155dmh10ztLTrDX4nBqfUwELP7MJIJFWvLkzPq29byRNfezwI+6YV/PxDaVcdUYM01BEvWAV0vSmA5jYmEbxBLKHk7QUL70T5+fP9GdntF1UwdpGD47DzGgrVtmNE6aKBh24ZMQjhBALQrZFEkLMOo9pceP55VPaogEHDRVubCkefkgZGzqHbbZ0pOgd13M2+d+h0wxHV9N5xmeJr70JXF4A7IF2DGPmnVuKgW1rzjsxRHXMlWtbVu3duwPN8f9+h4LmCicep+LxjYNs7VVg7l8m5t/+FFedNHXZmMNUtNR6+YMPVOI25bXhNDS1UYOl5Q4CruMLcLwOzZ/fUMOnr6ziwpMj/I8barni1HDRJxAeR3Yp4sFiwSMccVsWUY8m5LKPa9bffFHF+5Z1xLa0T/Kvj3QzEs8wOJbh73/ZwY7exVk4vCbmYP2KYO7fSsHvX1U1pU6fEEKI+SN5vxBi1tk2rG7w8vnr63hz5zhhn4PVjX4qQ4W/7fRcsbXiqTfHuOfpbHFLpeBPrqnh1Gb37I6PFbzVbfK93zUwNmFREqri8xecSNPzf4tRvWJ2A0GlGJrQjE5YxAIOQp6FX9oS8cCXbqmjayiNYSiqIo5ZDXr8Ts0NZ0e5YE0Y09C4wp8k9eQ/Zb841MHlZ47hDdfy6MYhyiMubr6wjNrYIpmGsQBCbjhvpZcLTvDvDU+K/3k2lc0nr6jiq/e0MbZ3lunV60uoiRXXDLrRJGztTDI6kWFZjZeasLEowyfDNHhs49C09ue3jLKyprQgQsPZ5DY1n7ysnMtOizI+YVMZc1IeNBb8s0cIIRYrCZyEEHPC57BZ2+hiRW0JwKKuKXEk+uN2LmyCbP7wTw918d07G2e17sRwAr51b3tu6/OB0QzfesrBdz/0V6hY9az9HY1i47ZJ/vGhTjKWxuc2+MuP1NFcZi54tuJ1aJrL9n38zdyZlK0YGrfxuAwi3qMLykylqQwpQJEKnIP7pmYY7YVADBWs4dI6D+efGMRhKJS2iykDyEtas+gG3VUh+NYdB+zYFDQwi+hEG0sqvvrj3fQM7Z/F81c31bOy2rHg7y/zT1NV4mLL7qlLhStjrkX7mes2NUvKDhziLM7nQQgh8oEsqRNCzBnb1rgNG7chu3+8n9H49DopybRNfHJ2B8oDo5lc2LTPSDxDv6eJlDF9Gc4x/5245vsPdpCxsn9rImnzd/d3EE/n/xSEgQnFV368hz//1518/l928Lt3J7D0sfU7g4N4oJ549anEQ82kVXZZqVPpbNgkxBzQGgKubFHziqAqqrApYyu6RzJsWBvlxvPLczV7/vPxblLW4rustS3N5afGcDv3P/agz+T05QFZwi6EEGLByQwnIYTIA2VhB26nIpneP0AoDTuJBkxm8+5s2O/AUHDgOMTjMgh4Z3egNjCW4eCxzvB4hrGEjS+Yv6GTpRX//mg37b1JAFIZzb883EVTRSM1kcU3mBUin6QsxS9eHOLhlwYB8LkNPn5JJf/+SBejcYuMrXEuwpdpZUjxrU820tabxDAUDeUuIp6F7tXCMwxFysruVLYIp74JccxsFO2DNts6Evg8BstqvJT65DUkjo0ETkIIkQci3uySkP/zyw4GRjPUlLr402tq8MxyIemYH+64vJJ/e7QbrcEw4DMfrCbsmd3r8ZLg9GArEnAQ9OZ3Ha9EGt7aNX2Hr97hNDUR2VNbiIXUOZTJhU2QnTn56CuDnHVCmKqYC79Lc5wbThYkrTUxH8Qa8+s9SmMwntS4HOBxzO8ujhNpxQvvjvPka0PUlrq57pxSqsLzWMtJZcMut7nwtQuFOFrvdaX5xk93516zpWEnf3VTHaW+he2XKEwSOAkhRB7QGprLTL5xewPxlCboUbjmYEtrAzhnhY8VdU0MjWUoDTmJ+dWsXxCX+BWf+WDNlBpOn/1wDX5nfmwdfyhuBzRUuGnrSU5pjwTk41KIhTY4npnW1tYzyS0XlVNX4liUYVO+GplU/PCpHl5pHaMk5OAPrqpmWaUTNQ83HJSh+O+Nwzz4wgAAHf0pXt8e51ufaiQ2eyvHD6k/Dv/1bB+texKsXxnk8nVRQu48/uAT4gBpTH7y684p12r9I2m2dkxSukymToqjJ1fQQgiRJ7TO3gX2OGAuZwEZCsoDivKAc99fnvW/odCcttTD0jubGJuwiObJLnXvx2lofv8D1Xz1njYmktnR65WnRamOFtcOX2J+GIbBnmGLHV2TKKVYUu2hOoQEI8eoPOKc1ramyc/yKpfURMsjNoofPtnDK++NA9nagV//yW6+ensT9TE1pzcdLK3Y1WvxyMuDU9qTaZs9fSli9a65++NAPK34yo/aGIlnw9GHXhykvTfJn11ThYmcoyL/pTOa0Ynp4f5s1xQVi4cETkLkCacTtuyO0zuUIegzqYwYuGSAK46DUgtctkJrol6IerN1qPI8a8qpjRp8+1ON9AxnCHgMyoImjjmYbSaKX9ugxV1378rVZvN7DL54SyNVoQXuWIGqCpt86opKfvB4D2lLU1vq4hOXVRRU2ORyOegbtzENRcRjkZk+rit48SS5sGkfW8PmtjgOw09VeO7q+HUOW7y+bRy3yyCdmLoZh9Mx9/UDuwbTubBpnzd2xBmMW5T587d+oRD7hDxw8doY9/52/87JSsHSapndJI6NBE5C5InWLpvv/KyN8UkLpeDas8u4ZF0I/yzX8BHFr3cctnYkSGU0S2u81EYNlNYowwQF2FbBhD8LQWtNyA2hin0fkfJkiaPndBo89krflI0A4pM2L74zyg1nR8hkCickyRem0py/ys+apiYmU5pYwJiTpcdzZXhS8cLrI/z3S/24nQY3nF/OmiYP3gJ6DEfC5YCSkIOB0anBi2koHts0xCcvKcWy5ub87xlK88ybw1y1voSf/nr/gLk65qKu1MVcv5+7ZqhabxrgNIogbFKK8RQ4lMLr1Hk/Y1kcm0zG5tzVQVCaJzYNEfI7uPnCchpLHCCz9MQxkMBJiDwwljH5l4f3MD6ZvRunNdz/bB8nNPpZVr4It9wRx6xnHL76ozZGJ7LnksNU/K+PNbDE2Yn97jM44r3YLReiK1eCObdLC4RY1JTBwNj06Sv9o2mMYhh8LhCtdXYHNo+ikMJghwPe2DHBT57u2dti8f0HOvjCR+tZVV1cl+Meh+b3r6rmGz/Znds44uQlAdr7kgyPp7M3PuZIJGAyNJ5h8644t19WSddAipKwk/UrAgRcc3++VEZM1i7189q2/ZtPXH9uGRHfQk85Pj7jKcWvXh7i8Y2DBLwmn7iskpMaPJiqcB+TOLSQW/Oh08NcsCaMywFObCRsEsequD7hhChQ8UmLzoHUtPaB0TTLyvNr1xmRv5SCN3fEc2ETQMbSPPxSP3/m+inGro0AGNtfxLj4j7GXnC21ZISYI+lUhgtPjrD5oF0Pz1wVJpWyDvFTolilbZPfvDE8rf21reOsbSolmSyetXVaw/JKJ1+5rYktu+M4TIM9fZP8+vVhvvDROqw5nN1XV+Lk/DVhfvvmCG/tjFMVc/Fn19YQmaei3S5Dc+cVlezoTrKnP8WSag+Npc6CDJuUUoxMQs9wmomUpmcojWXDSNzie/d38LXbGqgvMRe6m2KOZDI2fkkKxCyQ00iIPBD0mtSXu9ndO3VnrJkKpApxSKZB73B6WnP/aAa70sOBc+WMl3+K2bSOJLImf75pDQMT2Yv20pCDiLdw6luJo7O63sMdl1fywPP9mIbi+vPKWVbpZDZm5ix4jTZxVBymQUnYwfauqe2xsAPLKr4AUqGpjRrEE27u/U0fGVvzuetqWV41t8va3Kbm1g2lXLYuSjxpUxlxEvHO74YVfqfmxDoXa+rde/9uYb5Q9wzb3HV3G4lUNiA8Z3WYs1aFeH7LKABbOydpKPXL+5AQ4rAkcBIiD/hNizuvquF//3w3g2MZHKbipgvLqZb10uIoTCY19TPMiPvAWh/Gy69OadOAUaAXwYXM1opntsT5j8e70RrcTsUXPlrP0nJTLtrzkNq79OdYj43PodmwOsDpywMoBX6njW0f34FOW4pd/Wl2dk9SXeKmucKFzyknT76z0mmuOqOU17aNk85kj1fY7+CkJQEymeI4fhMZRUd/mmTGpqbERcwHq2qcfPFjtaA1DmN+6v44jWzYBQYLuWFFIdc4ymjFvzzcmQubAJ59e4RbL6nMBU6xoLNgPrc0isGJ7PkX8xty/SPEPJLASYg8UR+BL9/WRM9QipDXpKrEgLSETeLIuR0wnrC4/bJKntg0SDKlOf+kCC2V9rR92I0zPkJS+WSKxDzrG7f598e6c/9OpjX/7y86+OYdDfgci+NYOFwGaEUmnd+zOrpHNW/vmsDhUKxu8FEWOLaXi23b+Bz7/v/4+qSU4qk3x/jxAcWQ1y7185mrKguqePZi1Vxm8JVbG9nVk8TpUDRWuKkILHSvZsd4SvF393eytTMBZMP0u25tpCqsMLFBZuQVlMkM7OyenNae2ntd2lDhZll1YdSBnEgr7nt2gKdeH0br7Eytj11Qin8eanoJISRwEiKvLKvxEXHtHYRJ2CSOltactTLIP/93F8trfbgcBmjNfZssLjnrb6jtexZPog9OuBhdubKg774WqqHx6XVahsczjE/a+AJFXkjagB29No+80sdk0uaSdTFWVDtx5WEJkD3DNn/zn7tyAZHHZfC3tzdStsDhwFBC87Nn+qa0vbYtTvdQRmqpFADb1tRGFLWR4lvKvL07mQubIBum//jXvXzumiqUzNTOOyOTsKs3hWVrGsrdlPrVlGsCnzNb6P317eNTfm5ptZe/uqmOulIX/gKZWbmlfZInX9tfP+3Zt0dYUefl/FV+uQ4SYh5I4CSEEEUk7NF89poqBuM2hqFobU/w0EsDvL7dxR9efQural3Yc7QdtXh/pSEHhoIDV1WVhZ2EvdmlH8VsV5/NXXfvyj32N3bE+fwNdZxUl1+16gzT4Fcv9E2ZjTSZsnnlvTGuOjV03EvijkfG0mSs6X8/WSRLskRhUiq7++LB2vuSpC3yMlRezAYn4Et3tzESz97gdDsNvnZ7AxXB/Tc9DDS3X1LO342naetJ4nIobr+skiUVjr070xXGe47DYbDxvbFp7c9vGeXCEwNY8t4pxJyTwEkIIYqM09C5C8fyVT7WLW1GKfA6kLBpgZX4Df702hr+4VedJNOaSMDB566rxW1Ov+jVKAbiNmlLUxp04FSFe+yyF/0jHJzVPPziACc11kA+FU3WMDIxvT+jE1auptNCifoNTmr288aO/TvfhXwmVdHZKUR+LCwMtNY4DSl+v1hpDUurps/auvDkCG6nRhfuW1fRUUrx6rbxXNgEkEzbPPzyEJ+6pGRKoB7zwRdvqmMobuF2KiI+hV7AwP1YWJZmZb0vV3dqnzVN/mN+LIahFvTGgxCFRgInIYQoYtrWePe+08tgcOEpNGub3HznzibiCZtowMTnnD5QT1qKB18a4qGXBtEaltV4+ZMPVRP2FOZB1Boc5vS0xmEqlNZ5da/ctm2uOiPGlraJKe1nrgxizTC7aD6ZaD59RSWPbhzihXdGWV7j5YbzyggsQC0SSyve7Uzx01/3krHhhvNKObHeg1NqSS1KNVGTz3ywmh883sNE0uLCkyNcdFK44AKKYmcYiu6h1LT2zoEkGsXBwbXTsCnfewOrEI+l1ppTlvj4dZWHHV3ZmlQ1JS7OWnX0s1WNdByjdyu6byeO0kbsimXYziIpwibEHJLASQghREFTSpHau2yjIOoxaAi7Iew+9A5KO3tT/OrFwdy/t3YkeHTTEB89J1oYj/EglmWzbnmQX70wQPqA0ObqM0vQx1tJew60VLv53HW13P9sPy6H4sbzy6jLkxpJIbfmI+dE+dCZUVwmqAU6H3b1ZfjWve25f3/v/g7+8sZaTqgtjELCYnY5DDhzuZcTGxrJ2BDyIHc58pBl2Zy+Isjjm4amtF92aoxinYoWdMP/vLGGruEMWkNV1IFnhlnFh2PqNPqln8A7T7Lv1olauQHz7DuwlAynhTgceYUIIeaU221i25q0FEEXc2B4UvHoK0O8tn2ctUsDXH5qhEKvx6uUyt2JPdArrWNce2YUl7EAnZoFDTHFl25t5IUtI0wkbc5ZHWZJWX6EOAdzGpq1jS7WNNQCOu+20NZa417Asl+mafC7twentT+6cYg1DVVYsnR3UbJtjW9fSbb8esmIAzSVOfmTa2r40VM9pC3N9eeWsabBU5A3M46U29Q05m4aHP3jVGM9qHeenNr2ztOw5goI1c1CD4UoXhI4CSHmxHhK8VZbgmffHqG6xM2GkyPURI5/W3Ah9klaBt+5r53dvUkAul4eZEtbnL++qRZ3AS/r0VpTXz49NVvd6MdtFu6kAduG+qii+fwYSinS6fmv22RrReewRedAipDfpL7Uhe8QOy1pDYbsrjUjrTXR4PRLyFhw4WpJCSGOjNPQnLbEw4mNDWit8Dm11CR6HzqdYqYSfjo9fXmiEGIqCZyEELPONOE3b43ys99mt+9+a2ec594e4Su3NVDmX+DOibximtmCw8dysds3msmFTfvs6knSN2pRGynQaUB7NVdka0zsK3RaHnbywfWxorgDncksTIijlOL1XZN87/6OXNtJzX4+c3XlUS+vWOxsW3PWyhAPvzTIZCp7PJ2m4vJTowte50oI8f5ysyTRciPwCKhIFcTqYHD/MmIdq822CyEOSwInIcSsG0oYPPjCwJS28UmLtp4kZc3uBeqVyCdpW7G9J81zm0eojLlY3xKkNHB0s3dmKkIN2YFvofM5NZ+6tIwPro+RymgqIg68DhnIH494Cv71ke4pbW/siNMxkGZJuVwOHa3yIHz9E4207klg29BS56EiqAp2Bp4QQhxKxvTiuvIvsF59AKP9dezakzDXfYiU6VvorgmR9+QKSwgxJ4wZxvxqpkax6CileG1ngv/7QGeu7eGXBvn67Q1EvNO+mcEJTSJpUxI0p8xEKQsaXHBSmN+8MZJru/CkMKWBBSxuM4schqY6N1Or8B/PQktbMJ6YvowvkZLb+8dCayj1Q2mLF6Wy/z7esEkrA1uDQ9kSXAkh8krKW4bjvE+h0wmUw4t8dAhxZCRwEkLMuqhXc+05ZdzzVE+uLex30FjuRgbOYjID9zzdO6VtPGGxqzfJyQ37Z8BZWvHrN8e55+keLBvKI06+8JE6SvcuyzSV5qbzSzm9JcT2rgRLqrwsqXRhKjnHxHRBL5y5MsgL74zl2pwORXVMdlU7XscdNKFoG8hw72+7GZuwuOK0GCc0+Ih45LUshMgfGQswvEh5PyGOnAROQohZZ1mac08IUhp28sLmEapL3Zy1KkSJTwYPIhs5zlSz6eBBa+eQxQ+f3B9a9g6n+ddHuvnz66sw9waXXodmda2TNfWuvb9TzjExM0NrPrahHL/X5HdvjVJX5uITl1VS4i/cQuxHyjTB7XaSydikUvNfrP39dI3YfOmHbbnj8M8Pd3HzhnLWrwgU/K6T+cZFGoVFSnmLoiacEEKI/CaBkxBiTvgcNusaXZzVkt0ie6EKBYv843PCjeeV8f8dUE/H4zJoKJ9a36t/ND3tZ7fsniCRgsBBk1Jkhx1xJEJuza0XlnDDOSU4TXAoXfRh09Ck4vXtcV5uHaOp0sN5J4apDC50r/ZTSvF2W3zacfjdWyPUlLiJ1rskGJkFprLxDm4l9dw96IkRfOuuJtN4JklTdvIQQggxdyRwEkLMqWQys9BdOC6Whs5hTd9omrKQk6qIwiGlqI6LbWtOX+4n6KvhiVeHqYq5uHRddNpMk5m2XV9a7cHjnMfOiryjFCQthdNQqGNZ16A13sVy9aNMfvViP0++OgTA5l1xXtwyyt/c0kDMky83ATQ+1/RdJb1ug6HxDIbhlp3vZoFnrJ3J//oK6OxxTz79r7g3QGrpJRLoCSGEmDOL5ZJLCCGOmsbgd+/E+Y/HutA6O9D95OVVnLfal02ixDFzm5qTG9ysa85uKWxZ04sE10RNPnxOKfc/2w9AyGdy55VVOKRG06I1nlL85q1Rnn5tmNoyFzddUE51xJAB8yH0jFk8/frQlLb+0TTtvZPE6vOjdpXWsKrBS8BjMj6ZXe6nFJy3JkJ1zIll5UswVriUAt3dmgubso0G6beewNV8Nkl18G4NQgghxOyQwEkIIQ6ha9TmB4935YIQreE/H+9mWU0TVaGF7VuxONxg0mnA1aeHOWtlkHjSpjzsIOAq/iVQ4hCU4oEXB3lsYzZA6R9Ns6VtF9/+dBMxGS/PSCnFTBMylcqvaZolPrjrtgZe2xFncDRDTamLaMBBY6kTqct2/LQG5dq/ffv4mhvZ7l9Ld8JDU7+DupLs+60QQggx2yRwEkKIQxgez3BwHpKxNMNxi6qQuTCdWmRMNOVBBUETkLBpthmGwjDUjDPM8s14Ep54depsnVRG09GfIlaXH7N18k15yODSU2M88vJgrq0i6qKuzEU+BTlaQ6kfLj85QCKj0Bo8pi0z12aRrlyB8kdI1J/JP3Wcxqu70kACftfOLReVc+nJQdCalK3oHbEwDCgLmjgNOQZCiPkTCLixLItEorBLcoj9JHASQohDKIs48bkNJpL7Uye/x6A84iCfBmtCHIuRSXjlvXG27I6zfmWIExu8eB35e16bBvjcJuOJqbusuRwyNeOQLIsrTovQUO5h09YxGis8nL4iRNSTn8fZsjQupUEV/86B823CVYrv+q+ys9/k1ZeHp3zt3t/0cUZLEIXiew90sK1jEoC1S/18+vJKAi45GEKIuTWSVLzTnuDZt3uojrk576QIDTGw8m9jVXGU5CpNCLFoufUkvswwTjXzp1llED53fR2xvcWrY0EHn7u+nvLAfPZSiNmXyCi+ee8efvhkDxvfG+f/PtDJL14YhBkXYOUHvws+cWnllLamSjd1pVJF/nAibjhruYe/uC6jlCgAACAASURBVL6aa86IUBGQ8GCxmnCVkTCmrwdPW5q0rXnunbFc2ATw2rY4m9sS5NkKzILjdJp4PA5MU55IIWbidjt4bssY//BgJ2/uiPPoxkG+fk8bHSML3TMxG2SGkxBi0TEU+Ea2kXzqX7D62zGXno7/7FuIu8qmfJ9laVZWm3zl1kaG4xkifpOYT8uOSaLgdQ6m6RhITWl7fOMQV5waJZqn9ZBsW3NKs4ev3tbA1s5JSkNOlla58Tnl9XgkEon0QndB5IHKqJOgz2RsYv+NlpOa/cT8Jpu2jk37/rfb4py1wnfIentKQcpSpG2F36llGeRBzIl+rNZnMLreQjeegdG8HtsTWehuCZFXekdtHny+f0rb+KTF7p4klQH3AvVKzBYJnIQQi453spfJ/7oLMtkBt7XtJXRyHNflf0mKqbVgLAvCbpuw2wC0TO0VRasQhomm0jSUmDSW+vcuuSqEXguRP0IezZc/3sC9v+1ja0eCs1aFuOLUKA5lc1pLkPf2JKZ8/4lN/kOGTTbQ2pHm3x7tZnTC4orTYlx6Shi/hMAAGJkJ1CPfQg22YwFGxzvYXe9iXvzHWFrqQAqRo5h5JqVMCiwKsqROCLH4jHTlwqZ97PbNOCaHDvEDQhSXqpiT6tjUcPXiU6JEfYVxdSeTKMRil9GKjmGbd7vSDCU44oGZ1lDmhz/6QDnfvqOBj54bJeTW2LbmzBUBVjfu383uzFUhTqg/9JTHrmGbb/y0nd7hNJMpm18818+v3xjFkNEFAHqwHQbbp7QZO15Ej/QsUI+EyE9lAYNrzp66yiDkM2kol9lNxSAvZji1tLR8H7gISALjwJ+2trZu3Pu1CuBuoBFIAHe2tra+tEBdFUIUA7d/hjYf2iEfbIuNacLQpMlkyibiN3CxOKaw+RyaL3y0jhffHWNzW5yzV4VZ0+iVJEeIApCy4f7nB/nvl7M3SZym4q8/Vs+SMvPIX8Ja4zZBHzB5KeSGz15bRf+ohWEoSgIGDnXoX7izOzmt7bFNQ1y8NoTHnJ33kklL0TVsMRLPUBVzUREiO7WqACh1iORNimIJMUUqleHMlQFiIScvbhmhKubizBPCVEjN1KKQF4ET8AjwZ62tremWlpargHuBJXu/9g3gmdbW1ktbWlrOAX7U0tKyvLW1Va6KhRDHJB2swdFyDpnWZ3Nt7gs/RcIVBVveWhYLpeCt9gz/+kg7/SNpTmj0c/ullYumqHLEo7nylCBXnRrGsqz3rb3icjlIpRbPNsUWBqmMxutEgjiRV7qGrVzYBNmi399/oJOv316P+ziDHqfSVIX3BSWH/11B3/RlYWURB05Dve/PHolJy+C/nh/ksVcGs30zFX/xkXpWVpvYhRA6RWvR5ctQvVtzTXrFhahgxQJ2Soj8FHJpTmtyccHqGtJpe1FdbxS7vAicWltbHzrgny8AtS0tLUZra6sN3Eh2dhOtra3PtrS0JIFTgVfmvaNCiKKQMry4z/kE7tUbYGIEwlUkg7XYEjYtKnuG4f/52W72lSfZvCvOvz3Sxeeur8WjFseFjm1rbPvws7oGJmBrZ5K2nhGWVHtprnIT8xTva0UpxZ4hm3ue7mRZrY/aUjc1JW4qQwrjMLM9hJgvI/Hpr9m+kTSJdHbW0nxprnRRV+aivS+7RN004LaLKzHV7KRBewYyubAJssHaPz/UyV23NxBw5H/iZDu8GJd+Ft22CaPrHez6U9C1a9BS0eSwLAx6RmySaZvKmAOvkf/HWsyeeDz1/t8kCkpeBE4H+SPg4dbWVrulpaUEUK2trQeWrd8N1HGUgVNJycLPySsrCy50F0QBkPNkvgShYv8W677DfGc+kvPk+L2yY4CDa+G+2z7BwFiGk5cUz/N7POdKe2+Cu5/s5NVt47m2i9ZGuP2ySkrDxbkEta1nki/98D1uu6yKB57ro3c4u7vbVetLuOXiCsJ+5wL3cG7Ie0rhqJ2MT2tbUeejutSL3zu3l/YHnidlwF23N7OtM8Fk0qahwkNztRfTmJ0lY6/s7J/W1j+aJpmGqhIfbqeByvvlaUGob1joTsy7Y30/6eif5Ke/7uWp14bQGhorPPzZdbW01M1QCkEUPPncWRzmJXBqaWl5Fag/xJcrWltbrb3f91HgZuC82e7DwMD4gs5eKCsL0tc3fbtZIQ4k54k4EnKezI6gb/pd5pDPxOMyiub5Pd5zZU+fPSVsAnj69WE2rI2hU8V5F3JnV5qWOh8bW0dzYRPAQy8OcMoSP0sr8vFe3fGR95TCEvHA566r5Z8e6mQiadNU6eH3PlDJxHiCifH3//ljNdN5YgItFebe/7MYHJi9DlRFXSg1dUXr0moPO7oS/J9f7OH0FUHOPSFEyC0zD/PJ8byfvLM7xZOv7l8uuqtnkgdf6Od2HxTGOkpxpORzp3gYhjrs5J55uWpqbW095f2+p6Wl5Vrgb4GLWltbe/b+3EBLSwstLS2lB8xyqgfaD/V7hBBTGYZCay0lSIQ4SE2JmzNXhXhhyyiQren0icsqqQxCOv0+P7xIpDLTL/C1hnTGplg3uvU4DZoqvTz56uC0r3UPpYsycBKFxQBOaXLznU837d3wwMQxS8vY8kl1xOQPP1jDfzzaxUTSpq7MzRWnl/APD3Zg2bCze5LNOyf43IcrD1vcXBQGw1Ds7J6c1v7WjjiJc0uZ48l7Qog5khcv3b2Fwv83cElra+uug778c+D3ga/tLRruBTbNbw+FKCxpW9E/ZtMznGZL2wQ1ZS5ObvIR9ix0z4TIH0Gnxc0byjl/TSS3A1JtiZN0enHsVHckqkucVERd9Aztn820vMZLZcwJx7Cjn1Jgmia2bedtzbSaEgebttmsqPfx6tapszUqY64F6pUQU9m2JuCCgEtRMNu2HSUDm7NbvCyvaWR8UuNyKP7q33ZOWQr9dlucgTGbilC+L60T78e2NfXl0y9UW+p8+FxTd1QUQhSOvAicgP8AUsB9LS0t+9ouam1tHQC+QHZnutuABPDxvcXEhRAzUErxyrYJ+kcz3PdMX669POLky7fUE3Dl5yBPiIUQdtmEqx3s/zjcH6IkMoqe4QwOU1EeNnEZi++1E3FrPn99LY+8Msi77ROc1Bzg4lOi+IyjD5sSGcVbbQl+9/YIy6u9nLM6RNQ7B50+Th5Tc9XpUQbGbDr6U7mw7er1MepKHMzG7lti8TBNyGgTh7KwJMs+apmMTdQDUY+iY9gmbU1//ZmmhE3FYmm1mzNWhnjpnezM4/KIkw+dVYqW5XRCFKy8CJxaW1vLDvO1buDieeyOEAVtKKHpHU7z6CtTl4P0DqfZ3Z9iVXVxFrwVYjYNJeAb97bTPZgNG9Yu8XPnlRUUab3ow6oMwqcuK2c8qQl6NJnUMVz4K8XDrwzz4AsDALyxPc6v3xjmq7c14HfmX4Djc2h8UcVXb62jf9TC7TQoCSgMCZvEUeiNK37zxjCbd8U5scnP+WsilPnlHDpW5SGTtUv8vLZ9f9H0DSdHiPkVEgQXh5BL86nLyvnA6TGSaZvqEifBPPyMEEIcubwInIQQsyeZ0pimQToz/QPamuHOoBBHwjAUkxkwDYVZpMs39lFK8dimoVzYBPDa9jjv7kmyrqk4d2Z7P1Y6g9eAzDHWCR9NwMMvDUxp6x/N0DGQZnll/l6KeExNbXRfrSp5/xRHLp4x+ftfttPWk61Js7N7ki1tE/yPG2rwmcX9HjpXnIbmzisreKc9SeueCVY3+FlW7ZYguMi4DZvGEoNstTI5tkIUuvy9yhNCHJNowKS9d4ILT47y+Kb9s5x8boPaUqk/Io5eIgMvtsb51YsDRPwmN11YQSRgEvIauI3iGzhltOLtXdO3Hd/emeC0JZ68rT2U1xR7ty+X5+5wMloxNqnxOBU+p2z2UMg6B1O5sGmfbZ0JugbTLCkzF6hXhc/vhFOb3ZyxzLP3Jpq8SIQQIp8V5xYzQixiLsPmpgsqqCt3cd25ZTRXeTh/TZi7bmsk5lvo3olCYxiKF1sn+I/HuukfSbOtc5Kv/biNzW0JvviD3fRNz2UKnkPZnLEiOK19Zb1PwqZjFPLA1etLprSVR5zUlizCNYqHMJhQfOu+Tv70H3fwhX9vo7UrA1KaZsHYKPrjmqEE2Wr3BzFNhWkaM30p+3Vj5i+Yplx6zwaZsS2EEIVBZjgJUYSiXs35q/xMZuCq08M4lEbbcrdcHL3JDDz04tSlUFrD4Fia4XiGf/xVJ3/1kZqi2pJaazj/xDCt7Qne3BlHKbj81BhLq2SG4DHTmsvXhWgod/PcllGW13g5Y0UAn9TmALIzm77/YCdbOxIADI1n+PpPd/OdTzdT6l/gzi1C4ynFfz7Zy8vvjmEY8MH1JVx5agSPI3u+DkzAb98c5r2OBBesiXBSkxevY+q5XB11sHZpgNe27d/p8PQVQaqiDo5lh0chhBCiEEngJESx0hqPmf2vBE3iWJmGIhJw0DeSntLudhpkLM22zknGk5rI9J2MC1rIrfnstVX0j1k4DIgFDFSev5DGU4o9A2lsW1Nb6iLsya/+eh1wSpOb05dVYNtaZosdYDShc2HTPrYNPcMpSv0SdM4nw1D8bvMYL787BmSPwy+fH2B5rY/VtU7Gkoqv/KiN4fEMAFvaJvjQWSVcd2aEAz9sPabNbZdUcFpLiPf2TLCizseKOg9uJWGTEEKIxUMCJyGEEIdkYvOxDeV85UdtubFUNOjAMCBtaSqjLnzO4qzNY2JTEdy7LCbPw6aRSfjaT3bTM5QNBgNek7tubaC0dIE7NoNMpvjqfh0vj0sR9puMxKeGEUGvXKbNN0srnt8yOq397V1x1tRH6RhI5cKmfR5+aZBL14YJHrSnQMyrOafFw0Vr/CSTEjQJIYRYfORKRgghxGE1lTn4xh2NvNcxiVKKiaTFfc/04XYafOZD1bjM/A5jip1S8PqOiVzYBDCesHh00xAt9YEF7Jk4Un4n/MHV1Xz73nb2Tfy6dF2UysgiqPejFF0jNju6J/G5DJqr3IQXcDNIA82qet+0gt/NVdkNA9QMtZmydZwOHbxL2CSEEGKxksBJCCHEYSk01WGDmoiPjK3oG7NZVu2hPOQk7AWd57N/ip1hGLT3Jae17+yaJGPJbKJCoLVmZbWL79zZTPdQirDPQWXExGkU/2trV7/Fl3+4Kxe0lYacfOmW+gVbEqq15rJTI7zSOkb/aDbEXVnvY1WdF9DUljgpjzjpHd4f8F53ThkhT95PhBRCCCHmnQROQgghjojWYCpNZUhByAFIfbB8MDihWVrt4/FNQ1PaLzw5gssp268XCoWm1M8BNZuK/8Vlo/jRUz0cWM6rfzTN1s5JTm1euGlOMS987fZ6ugbTmKaiKuLAvXcmp9+p+Zub69n43jg7uhOsXxGipcYtwbsQQggxAwmchBBFw0aRzIDPKbNuxOJgaYN/friLgNfkQ2eV8ugrg1i25srTY5zS7Fvo7glxWBkbhsYy09rHEhmUci9ooO1zaJaU77tMntqRiEdzyUkBzFOCe2uSyeeNEEIIMRMJnIQQBU8p6BrR3P1kT/aO88oQ15xVQtgtgwBR3AYnLN7eFQegMuri6jNLMA3FSU0+fE45/8X8GU3Cju4k45M2SyrdVIVN3i+I8TjgA2fE+M/He3JtSsHyGl/ez57UWpPJ5HknhRBCiAUmgZMQouCNTCq+fPcuJpLZejVPvTZM30iaz15TiSl3nkURc5oKh6nIWJruoRT3PdMHwJrGxoXtmFhURpPw1R+35wrXKwVf/FgDS8oPv6TTtjVnrghg2ZqHXhwk5De59eIKqiMGMmtICCGEKHyLYPsTIUSx6xpM5cKmfd7cEWd4QgYsorhFvYqPXFA2pe30liAVEandJObPju7UlF0StYYfPtlDRk/f0e1gXofmspODfPuTDXzp5lqWVThQEjYJIYQQRUFmOAkhCp7HNT07dzsVUi9ZFDutNReeGGBplZddvZNURV00VbhwLYLdzUT+iCetaW1D4xksGxxH8D5s2xq3vF8LIYQQRUdmOAkh8prP58TlOvxIpCrq4LSW4JS2Wy6qIOydy54JkR9cBiwpN7n4RD+rapx4HRI2zbakregZ04ylFIbx/rN2FpvmCg8HPy0fOCOG17kw/RFCCCFEfpAZTkKIvJSxMmzdk+DptyaoCCsuWBOiIubBmn4jHZeh+dRl5Vx6SpT+0TS1pS5qog60LQNvsXjke5HlQtU7Dt/5eTvdQyl8boPPfLCa1XVuWfZ1gMqwwf+6pYEfPtHD8HiGK8+Ice6qILa8BxcdwzBwOA2sjI1l2e//A0IIIRY1CZyEEHnHNBWvtMb5+4cHcm1PvDHBN2+rIhp0z/gzXoempcpBS9XM21gLIcTRStmKv7s/GzYBTCRtvnvfHr5zZxOlfpnptI9Cs6TM5Is315KxNV4HEjYVoa17Jnhu8yhv7RznxKYA61cGKfHKcRZCCHFoEjgJIfJOMpXhJ8+OTmlLpGx2dE2y7hCBkxBCzLbRhKajPzWlzdbQO5yh1L+41osNTCh29kySymgayz3URsE+aIKLiY1pTG8XhW/SMvj+g3tobU8AsKVtgte3j/H5D9fgMeWACyGEmJkETkKIvHOoeQOyZEgIMZ98bkXY72AknpnSHg0srgrXfRPwjR/vpn80uxOd01T8r1saaSyRWV6LRddwJhc27dPanqBzKE1z6eJ6PQghhDhyUjRcCJF3XC4HN50TmtLmdRksqfIsUI+EEIuR36n5k2uqcZj7g5WPXFBGWWjxXD4pBZt3JXJhE0Da0tz/bC8Yi+d5WOwOFS0aSkJHIYQQhyYznIQQeceyNGuX+Pif1xk8+VacypDBhWtClEbdMxYNF0KIuaA1LKt08N07m+gdyRD2mZQHDQy1eKZbGobBwGhqWnvfSIa0pXBK3rAoVEUdrGn28+aOeK5tTbOf6qgDkCV1QgghZiaBkxAiLzkcTlY2OFm3MoZl2SSTloRNQoj5pyHqhah3cW5IYFk2JzYFeOD5gSntG9ZGcJta6jUtEm7D5veuqmbje2Ns3hnnhCY/Jzf5cRlyAhQEZZCxNS5TCvoLIeaXBE5CiLw2MZF+/28SQggxZ5oqnPzxNTX85Ne9JJIWV5xWwvqWALakTYtKc5WPsMvi8rUh0umMBBcFQCnoGYNfPt/Hzu4EF6yJcPaqIAGXHDshxPyQwEkIIYQQQhySE5szlro5oaEBy4aw25awYZGybUgmM+//jcVAKeIpcBjgceiC3LhkOKH44g92MpHMhsP3PN1Lz1CKj28oQRXiAxJCFBwJnIQQQgghxGHZNvhMG0xkGZ0oemMpxQMvDPLka0NE/A4+fWUVK2ucBbfbUsdAKhc2BTwmIb/Jb94Y5pqzSgi5F7hzQohFodDeN4UQQgghikYKk7ZBTccIWMj28kIsNGUo/vvlIR7fNIRtw+BYhm/d207XcOElrU6HwmEqbt5QwSWnRllW6+OWiyuRzQWFEPNFZjgJIYQQ80gplS2sgUYX4bIkQ2mGRpNkLJuSiAe5t3Vo/ROK/3isk7d2xlEKzl8T4cNnlxDxFN95IUShmEjB068PT2vv6E9RE/EsQI+OXW2Jk49fUsGvXhigfyRbE/O3gMtZxXkrfbI0Vggx5yRwEkIIIeZJPK3YuDXOb98cYVmNl0vXRSjxLXSvZo+VTnP/S8M8+MoYtobV9W7+6ANl+Lyuhe5a3nE6TZ59e5i3dma3mdcafvPGMKsa/KxfKmtdhFgoThPKo07aepJT2gPewpuB6HVoykLOXNi0zz1P9XDKkiZ8MhIUQswxue0ohBBCzAOtFL98YZB/e7SbbZ0JHnllkC/fvZvxVPGsbdjWNckvX86GTQBv707y2KsjOBzF8xhnS0or3tg+Pq19S1sct7vwBrZCFAuH0nzysirMA0ZJy2q8NJQXZnCuZygOnsoUZhF0IUThkVxbCCGEmAcjCc0Tm4amtsUzdAykaKlyLlCvZo9pGrzXMTmt/cWtSa49MwOGhCgHcmKxvNbL9q7ElPYlVV7SaWuBeiWEAGgsNfj2p5rpGEjhdRnUlTnxOQozoakrc+NzG7ni4QDXrI8ScWVIa3lfFkLMLQmchBBCiHlgKjANhW1NHbQYRnHM/rEse8YZACfUOnE4TDKFV293TmUymg1rI7y+fZyuwRQAK+p8nNAodVWEyAdlASgL7HtPK9zXZNSr+eptDTz0Qi+7+20uXpbm1PQTuHaUYjdfgKWL4zNICJGfJHASQgghZkkGE9A4mJ6uhDyK684t46e/6c211ZW5qClxUsiDmQO11HpZ1+xm045s7ZPSkIMPrY9K2HQIFQH465vr2dOfwmEqakqc+B3yZAkhZo/W0Gh28enEP2FXlGK++xY6MUbyHQfu6tVMuMsWuotCiCImgZMQQggAHA4D29a52RXm3gIWtm0vmloPaUvRMZxhYDRDRcRJZcTgSMoPTVqKt3cnefCFfkyluObsUlbVuXGq/eGB1pqLTgrQUO5m07Yxmio9nNToL9hlGjNxu138ydUVdA0mSWdsqko8uFyFv1xwLoVcNquq912OSdiUTzJaMTBuY9ma0qADlyHHRxSoxBj0vIfR897+2xtWBlJxkMBJiP+fvTsPjKu67/7/Pnf2TfsuWZJXGWPMvu/gQICQQCABEhIIWX5t8yRpszzlSZukzUqz9EnTJL82bbNQKATSpBBCgLCEfQ1gjMEC41WyrH3XaJZ7z/PH2COPx4ATZEuWPq+/rDN3Zo7kq9Hcz3zP98h+pMBJRGSem8waXu6Y5OEXh1lUH+HkFSV41nLvswNs7k5x1pFlHNYcJjyHgpG9ca3h9qeHuO2x/vzY1efUctZhcd4scWvfnuJ7v+rIf/2dX2zj81c0s7y+8M9syJdbYraqpWpnkDf3fqbG56ehWm8v5OA2kYEbHujlkRdHgFz13ife1UBJaO79zsrcZxPVEIpCaiI/ZuIV2FjlDM5KROYD7VInIjJPZazD0KShvSvFD3+9nWdeGeOWB3v5+xu28PQrY/zmqQG6BlIMjmV5fvMkm/tdUu7M9Xrw+5181dX+0DvqFYRNADfc18PgxBtfYAZCPu57dqho/KG1wwSDe2/I6rrzp2pM5GC0vjOVD5sA2juSPLh2GGPAOIasNXOm/5rMfclgBeGL/gZTVgeAqWwm9M5rmfQlZnhmIjLX6SNIEZF5xhjoGoEf3L6NLd0pGiqDXH1uPTfe181Y0mVgNIsxhqDf8J7Ta/jxXV1ksrl05MQVJXxodfX0VTsZw2gKHAPx4N63ac54hte609z19CBlCT/nHl1OQ6mZ9sBm9x18dsm6lmTaozzy+kGXsYZ4pDhYSkR8av4schDy+QwvbZkoGn9x8wQnHFLKbY/1sXHHJKevKuXkQxLEg/o9l9nNWhgrWUz4kq/jZMZxQwnGCM+V9oEiMoupwklEZJ4Zzxi+cfNWtnTnGjtv709z473dvP3YivwxFjh5ZSm/ebI/HzYBPP7SCNsGMtMyj4kM/OKxIT71/2/k0/+6iQdenCDjFVYMGAMvdaT4+k3beHbDGPc/N8Tf/mQz3SPT/y65ptRPPFwYHNWXB6lMvPG20el0lnOPqcDvm5p70G845bBSsuqWLXLQcV3LIc3RovELT6zkSz/bzENrh+noTXHjfT384pH+3AuVyEFg0okyEaomRXimpyIi84QCJxGReaZn2GVwNFswNjbpEtjZHbsi7scANWVBtveliu6/rSfN8ORbu8AyxvCHDUluf7w/X0X047t3sLGnMMzKeoZbH+otGMu4lpe2Jaf9Gi8RsnzhymaWNOTeiK9sjfG5y5oIOW8ebrVUGf7+qlYuP7OG951dw99f1UpLxRsHVSIyey1vCnPCIVPLjRbV56pBxibdguN+v2aIoWTha4SHwdNbbBERES2pExGZTywOPUMpfA64uxXfGAMV8QDvPb2akw5JYAy81pXixENKqImkqIx63PcKbOrOYIEbH+jhz8+rwfyJ9fgWw33PDxaNP7dhjBWN5biuzU/Mt5dkaW9jb5W1UF9i+PxljUxmIRIA375+fx4sKDO0HB3PfenldvcTkYNTLGD52NtruPikKlzPUlPqY2tvcXVnwL/rNcriWsMrXRlueagX61kuPa2a5Y2BfdrpUkREZC7Sxy8iIvPIyKTH7Y/3cdHJhdsgX3hCFQ2VAc4/qpTyqEM0ZDhxaYC/OnoH7+35Nmet+1u+tPD3fPuKBI++OMyT60cZT//p8zDGsrCuuKS/sSpU0PfIh8d7zyicayhgWN4c2W9Nt/3GEg/YfQ+bdpMLmvbDpETkgPMbS32poancIehYGisDLKwLFRxz2ek1lERy/97Um+UbN2/lte1JNu6Y5Ju3bOO1Hdm9PLKIiMj8oAonEZF5JOAzDIxmWbd5nGsvb2bzjklCQYdnXx3l4bVDfOLiJv7nkV46+1N844Is8Tu+xq6uosF1v6Ha8ZHOnEpNaYCg3/Cndhy1nuX84yp44uURxidzCU1deYBVrVHsHknS8oYgX7yyhQdfGKI87ueUQ0uoiZui40RE9qeI3/LZS5p4uSNJR1+KQ1uiLKoOYj2L3+/wwJr+ovvc/YcBDr2oTv3c5gifz8Faqw0hRET2kQInEZF5JB6Cj55Xx00P9PJU+yj3Pze1rO3K1bVcd9MW0lmLY8Dr28KegVLglXs5e/mpLGhtIOTz3lKVUU0crrumlY7+DD7H0FQZ2OtuTz5jWVLjo+3c6vwbfYVNIjITEiHLcYvDnLA0sjN0yL0WWWspjRb3bSuL+fdbNaYcOB6wrd/j9y8MEAv5OGVlCfX7YbdUEZG5RoGTiMg84nmWw1vDNFzayDOvju9xG6R37kjnWcj4indpMvFKTllVTTDie8tvtK2F0jCUNgZ2jbzh8a6rCgERmR32rHBxXctpq0q55w+D+dfRgM/wtqPK9do1B2zscfnyDR7B+QAAIABJREFUDVvyX//26QG+fk0rtQk16BIReSMKnERE5hkHS23CcHxbnF8/3sdEKncx5OzR1W/NWB1nVrZi+jfnBoxD6IxryITD+lRXRGQP9SWGr1/TyrotE3gWVrZEqStRFcxBz3H45SM7CoYyruXZDeNccHRCy+tERN6AAicRkXmqOg5f+1Ar67clSWc9Dm2N8eiLITbtSAHw40ddjvjg56h3OyA9ARVNJGNNf2rbJhGROc1aqIkbalfG8l8rbJob9lak5ipomtdSrkPnYJaewTSVpUGaKn1EfDonRPakwElEZJ6yFiqjcHJbBGNyX3/u0iY2dKXoH8mwpCFMrMLPuKnc7U4zN19564JBH9msp0/kRfYjhUxzjOdx8clVvLx1a37IceCoJXG9ls5XxsfvXxzhxvu680PvPqWKdxxXil9vlEQKKHASEZH8BVI8aDmiJYgxwZ1jeuM0F4xlYH1HmmdeGaGlJswxy+JUx2Z6ViIiB4eldQG+8P5m7nw61zT8vGPLaShV/6b5qmvE5eYHugvGfvVoH0cvTbCgXOeFyO4UOImISBF9Qj93OD6He58a5peP9ALw2LoR7ntukC+8r5nSsP6jRUTejM9Yltb6+fRFdWAtrqvXzt0ZA47jzJsG+aNJt2iZpbUwknShXJfXIrvTb4SIiMgc1jdm+fUTfQVjPUMZNvekOLw5OEOzkvnEGOgfhw1dk7ieZWlDhOq4wSrZloOMm519gYoxhpEU9I9kKYn6qIiZA/qp0WgaXtiU5OWtExyxOM6xgRCTrsFaQzTgzckPsGpLA1Qk/AyMZvNj8bCPuvIAqgwXKaTASUREZC6zxVu4w9yoYjOOw1gaYkHAm30XgpLTMwpf+Nnm/I6YQb/hax/SlvIib5UxsKkvy3U3b2Mi5eFz4CPn1XPisgjOAfj1SnuG79/exctbJwB4aO0wpx02RirjsWbjOJeeWsXphyWIBsycqn4qDXl85j3N/Og329nSPUljVYiPXdBATdziujM9O5HZRYGTiIjIHFYRN7zt6AruenogP1Ya89NcE+Jg/iS2b8Jwx5N9PPvqGAvrwlx2Rg1NZcqdZhvHMTzx8nA+bAJIZy13PzPIh1ZXzamLUJEDbSJj+L//3Zn//XI9+NGdXSxtWEjNAQh0dwy5+bBpl4fWDvO+s2t5cv0oN9zXQyjoY3v/JMcuS9Ba7cc/R3LmBWXw+SsWMDLhkQgbon5PYZPIXihwEhERmcs8jwuOK6ehMsRjLw3TUhPm7CPLqIgcvGFTxvr4tzs78xc6z20YY8P2JF+9upVy9aWaVYwx9I1ki8Z7hjMzMBuRuWV00mNwrPD3y1oYGMtSkwjs9+ffl2Wxj64bJhJ0+PINW/n0JU0c2RqcExW2ABHHJRKHg/nDG5H9zZnpCYiIiMj+VRqynLUywhcvb+KqsyqoS8z0jN6anpFs0afqoxMuHX3pGZqRvB7X9ThlZUnR+LlHl6u6aYZZDBNZg6vLgYNWScShsqSwfsAYqEwcmJqC2jI/LTWhgrHDF8XZ0Dn1+lxdGmBwZ6+jG+/vIeXOkRInEdkn+gsjIiIyD3geZLNZsrOw6e0fK+A3+H3FFy3hwCx/W2MMExmHjJ1fF1wLa/x85pIm6iuD1JQF+PMLG8AY7n9xgo4hi5nl/21zjXEcJrI+fnRXL5/4wUZufaSfjX0eL2xN0zVicefZ+Xkwi/gtf3VJE/GID4CAz/DxdzZQGT8w/4dhn+Wzlzbx3tOrWb4gygffVsshLVGeWj8KQDTk0NYUZXP3JABZ18Oi80tkPtGSOhERETmo1CYcLj65ilsf6s2PHbE4RlNVAJidgdpoynDLw308/OIwtaVBPvaOepbU+ObM0pI34jdwRGuQQz/YzPCk5R9u3saOwVw1mt9n+OIHWmitUOq03xnYNuBx22O9jE26HNtWQknMjzGGr//XFo5ZliAUdFjRHOH4pdG5sbPAHGcttFQ4fOsjrQyMuiQiDuXRA7sDZGnY8s5jS3jncaVYz5LCT3N1iIxr6R3OcPMDPfljLz21mrDP6tQSmUcUOMm8k/EMXUNZRidc6sqDVMX1nkpE5GBiPY/VRyRY3BBhc/ckdRVBFteFiPhmZ9hkjeGmB/t45MVhALoG03zlxi186yMLqT5AlQgzzVoI+uCxl0byYRNA1rXc8UQ/n7ywDk8dd/er7UOWb926jbcfU4lxwLNw9LIEz782wp9f2Mivn+gjmfaoKQsymITy8EzPWPaFtRALWGI7Q9sDGTbtktsJNfe8jdVhgjaDMYaukQAdvQl6BtO8/dhyDmkKz8j8RGTmKHCSeSXjGW5+aIDfPTsIgOPA31zRzLI6v0InEZGDSMQPKxr8rGyK79yZbva+iI+lco1zd+d5sL0/Q3U8OEOzOvAcB4ZGixuID41lZ/H/3tzgOIY1G0e57Ixarr9nB8m0x7nHVGCt5bXtKZIpOG1VGf91Xzc//30PlSV+Tlwa1nsj+ZNZa6lLGD5yTiVYg+d5zObXaRHZP1S/LPNK15CbD5sg94b/B7dvJ5mdH58wi4jMNd7sLGoqEPBBebz4M75YZH69DctmPY5bXtxA/Owjy7GqbtqvrIUF1WHueKKfZNpjSUOEjGu54d5uXt46wX3PDXLbo3286+RqAO58agBPlwlzgjGQ9hwmsib3xQHmuXZn2CQi85H+ksi8Mjxe/MnqwGiWZFqfuIiIyP4R8Vs+dkF9wbXe4YtiNFXs/23LZ5tFNQH+6pImmqpD1JQF+PDb61jVGi04xjEQzQwSTfUSMMV/t+WPZ62ltjxIZ18KgGOWJXhwzWDBMYNjWYL+3ElaHvdjVI0yaxljmHTNm4aCnoV1HRmu/ckWPvGDjdz88CBj6b2HTo5j8PkdzAyEUiIyd2lJncwrdeVBHJP7A7zLiuYoJWGH2dpoVkREDl6OA9uHIZO1fP6KFoYnspRFfSyoChD2z78L+oDjcVRrkEMXLMCzhmjAK6h+CNgUwQ0PkXrkBsik8C09gegpH2TCXzGDs54bKmOGFS1RXtoygWfBMQZ3L6GS48Alp1SpweUsNZo23PXMIA+tHaG1NsT7z6qhvtTZa2+krmGP636+Lf/1nU8NEPQbLjmpDLvbm+GhScMj60ZYu2mck1aUcPSSGPGg/v9F5K1ThZPMK1Vxw+feu4CSaG772LamCB87vw6fUdgkIiLTb9ug5Us/28x3ftHB1/5rCz+5q4tE1E9kHoZNu1gLQccj7HN3NhueEhzaTOqB/4BMrhLHffUJ7Nq78ano4i1z8PjoeXU0VQV54uVhVh9dXnB7bVmAhbUhrrtmIS2VukTYnYdhPGPI2pk9ET0MN97fw6+fGGB4PMuajeN88fotDCb3/nqyrTdVNHbvs0Mkd6tySmYN//DzbdzyYC8vb53gP+7awQ0P9GpJpYhMC1U4ybxisKxsCvLND7cymbGURAx+M3/f9IuIyP4TCPi4/7nczl+7jE96PLpumMtPLSeb1YcduzMGbM9rRePZ9Q8TOPyduE5sBmY1t1RG4e+uXMDAmEc44HBoS5QnXx5hUX2Eo5fGKI/kAkEVN03pn4Cf3rODNRvHWdIQ5qPn19NQambkZzQyaXnspdGCscm0x/b+DGWNU0t0jcn9H8YjxZd6NeUB/L6pye8YytLZny445rF1I1x6SiVVsalgKmsNI0lLKGCIB2dmNzwROfgocJJ5x1pLNADRAGi3DBER2V+MA91D6aLx7qE0Pp+jwGkP1oIprS0ad2oW4vrC+pM9TYKOpa7EAJayBUGObK3B8yzWWgVNe0i7Dt++dWs+kNmwfZKv3LCVb36kdb8tOct4hu2DWboGM1Qm/LnltzsDIr9jiASdghAbIBzMVSONpODV7SkGx7Isa4ywsDbIovoQG7tylU4+B64+pw6/sVhjyLgQDhRXbRlDQS+ngST88NfbeaUjSSLq48/eUc/KppD6fInIm1LgJCIiIrIfpFMup68q44WN4wXjpxxaRiqlZth741YtwWk6FK9jXW4gGCFw4uWMWd/MTmwOc10Fn6+nf6y4+mds0qV7OEO8ej9cRhnDwy+N8dN7uvNDp60q5aqzqgg4lkTI8sFzavnXO7ryt69ojtJQ7mcsbfn6TR1sH5ia72ff08Rfv6eJLb1pkimPxqoQtQlD17DHzb/vYWtvijNXlfGhc+v4yd078vc7+8hyKmK5MikXh3+7Mxc2AYxOuHz71g6+9ZGF1CS01lVE3pgCJxEREZH95NDmMFefU8f/PNaHMfDuU6pZ1hBE5Tp7N+kvJXTuXxEa6oBsClvWxHioUj8umRGRoIPfZ8i6hSdgLLR/AtChpOXG+3oKxh56YZi3H11OU7mDtXDC0ihNV7WwaUeKqtIAC2uDhP2WdR2ZgrAJ4Kd3d/ONa1pYXj+13G5wwvKFn20hlckFjbc+3MvZR5bxmUubeHL9CEcvTXBIUxizs9xtdNJj3ZaJgse1FnYMZahJBLEYBiYsA6NZyuN+ysoUYIrIFAVOIiIiIvtJ1G952+FxjmuLYwwkghTsyibFUk6cVMXyqQGFTTJDyqKGD5xdy0/umar+ueD4CqoTDvvjxExnLBm3+HFzS+gcMNA36rGtN00i6tBYGSAezC2FTO1lie5oMou78667dPSn82HTLg88P8S7T67kqIU1OyveLMaAz+cQCViqSgL0jWQK7lMa9YGBNZtTfPdXHXhebinex9/ZyHGLw+gXV0RAgZOIiIjIfuW6HvGdBQbKmkQOItZy6qFRljS20jOUoSLhp7HCj28/bThTHnNY0hhmQ+dkfiwe9lFXFgAsHYOWL/x0E7tWQcYjPr5yVQuVUVhQFSqoxjp9VRmHL47R3pmkrjxIbcLgGAgFinefi4QcHDO1vHI8bXhxa5LnXxvjyCVx/uzCBr5x05b8864+qoz6cj/DScsPbu/Mv65ZCz/8dSeLP7aIyuh++RGJyEFGgZOIiIiIiMhe+A0sKHdYUB7aOTK9YVPGM/SOuGQ9S02pn0++q4FbHurn6fZRljZEuOqcWkrCuSbfv3qkl91bbo0lXV7YNM5ZK2NUJ+DLV7Vy8wM9NFSFGBrL8L1fdeaP/fQlTRzZGqKpMsCi+jAbu6ZCrQ++rY5EKBeIZ63h+vt7efylEQAeXTfCqYeV8K2PLqJnOEM87KO+zEfAsfQkPVKZwp+H58HweJbKqC4zRUSBk4iIiIiIyAE3njb8+HfdPN0+BkBTVZDPvaeJj55bxZVnVRHygc/klsxZDAOjxZsNDI25GGOwnqWpzPCZi+vZ3JfhS9dvKTjuR3d28a2PtBILWD51cSPPvzZOz3CGqpIA67eOc8iCCGVh6B/z8mHTLg+vHeGCYytY0bCrF1QuZCqP+0hEfYxOuPljQwFDZSKAcQAMVmWdIvNacU2liIiIiIiI7FevbJ/Mh00AHX1p7n1uCMfk+r/5jAUDw5OwfSDLB99WSzxc2LD8qCVx0i5sH/bY0JNlLOWRTBWHPGNJl/TOaqRNOyb5z3u7eeiFIX52zw4eWDPM754dxBiD5+29gssCac/QO2YZSxscxxAPWv73exZQFs/VMCSiPq69vIXekQzX3drF927vZku/h0W72YnMV6pwEhEREREROYAcx/BqZ7JofM3Gcd59UgU+LBbD85tT/PD2TlIZS0nUxyff3ciN93aDgfefVUttmZ9bHu7nrmcGAYiGHL74gdai3fVWtsYoiRocBzZ0Jsm6tqAyadfzVpf4WLUwxgubxvO3HbIgQsDv8Hc3bKOjL00s7PAXFzawckGI1iqH6z7UwkjSIxF26B5x+fv/3Jq/7zOvjvL1D7XSWKY6B5H5SL/5IiIiIiIiB5DnWZYvKO6sfeyyBAEnV6HUP275p1925PskjUy4/Muvt3Pt5Qv4u/c1sbzez/aBTD5sAphIedzy+26+8P4W6iuCucdsS3D5mTVs3JFhPE3R81Yk/Fx+Zg2dAxnGUpY/v6COD66uZXlzlPedVcP/uqiR79/WSUdfGoDxSY9v/6KDvnEPayEasNSVGOJhw60P9RQ8trXwVPsYjqMqJ5H5SBVOIiIiIiIiB9iS+hCrjyrn3mdzgdEhzVHOPLw0v6ytfzTLnivcBkazjCVdYolcgDM4VtzX6dkN43zs/Dq+8sEFDIxbbv59D1/46SashRXNUf7iwvr885bH/Vx2Rg3f+1Unk2mPgN/wyYsaOeeIOOcelcB6lr4xj83dqYLnsBZ6hjJUx4IF4+G97IIXCihsEpmvFDiJiIjMAxbDwLgl41oq4w4BZ/9s6y0iIvsmHoJLTqnkrCPKcAzUlDj4zdRrc0XchzG5cGeX0piPRNhhV+Pu+ooAF55YSSzkY2g8ywPPD3FIc5Sw3+B6lu/f1snWnqmw6KWtE2zvT3PlGRWcd0w5HvCln21mMp2rqspkLf/0q06+87GFlEdyzxENOZTH/UXhVlms8FLSeh6XnFrDsxvG8nMO+A1HL42/bm8oEZnbFDiJiIjMFQYGxnOfeJfH/ZTv7N8xmYU7nh7i10/0Yy20NUX4X+9soDScu92YXD8R19UFgYjIAWFg7bY037+tk/FJj5qyAJ+9tIm6kqlqoMqY4S8ubGDNxnGSaY+Xt4zxqYubiAVzIZQxkExbHlk7zOBYltryIB+7oJ6l9SEcPCY9Q/dguuipR5IujoHqOHQMukzs0WQ861oGx1zKIz4ms4Y/bBjnPafX8OO7uvJ9oS4+uZLaEh+7gi+ArM0FTH99WTNrN40TDTsctyxOXYkpCM1EZP5Q4CQiInKQMoapXYUMrNmS5p9+1UnWtfgc+MtLFnBEc4DNvRluf7w/f7/2jiS/fWaQK04tJ5Luw2xbg9e3FWfhUWQql5J2IjP4XYmIzH39Y/CtW7fh7cx6eoYyfOcXHXz16mZCOytQM57BAFt7JklEfXzushYWV/uwO9OboaThupu35ns8dQ+mueG+bq77UAtgiQbgjMPLuHu3Hk+QC6l+el8/F51USVnMTzTkFIROfp+hfGd11QtbkvzrnV3UlAW47IwaXM/StiBCS4Uf/26VssbA4+sn+Lc7dwBQVx6kbUGYsmhJfr4iMv+oabiIiMhBxhjoG4d7145z21PDdA55DKcM//w/nflPn10PvvfLDkYmDRt3TBY9xtPtowQyw2Ru/wap+35EZs1dpP7n6/hfuR+fs+t51HdDRGR/6B3J5sOmXbqHMgyP5waNgec2Jfn+7dvZ2pNi3eYJvvKfm9k+NHWnvpFMPmzaZXA0y+DYzt3nrOWdJ1RwxuGlOAbKE36uOqeO+58b5P7nh/juLzsJBQyfvrSJcDD3wh/wGz51cSPlUfBw+O3TubCqZyjDjfd1c/MDPTz7yijBPcoWRiYN1/9uqmH4jsE0D74wQtdQcY8pEZk/VOEkIiJykOkdg7/5yWaSO3tu/OLhPj7/vhbcPXpkZFzLwGiW5upw0WMc2holMLSN1EBHwXj68VsILD6Z14YTrNs6QVVJgOVNkfzyOxEReevKYr6isUTUR2xnf6aMZ7jtsb6C2z2b68HUuCqGtVASLe7xFAoY4pGpmoJE0HLN6irOP66SB18Y5r8f7mUsmQukNu6YpG8kS1udn29/tJXBMZfSmI+Q3/Bad4aSmJ+68iCvbU8WzKO6NFBUtZTxLKnMHgkakEx5QPH3KiLzgyqcREREDiLGwJpN4/mwCXIXG7c/2suxbYmCY5urQ0TCfsriPk5cUZIfrykNcNGJleDt5ZNnN8PgWIYvXr+Fn/++lx/cvp2v3rSV0bSqnUREpkt1icOVZ9fkv/b7DJ94VyPxnZu+OQbikeKgJhJ08gFTZdzwwdW1+duMgfecXkN75yRZu9trtrVYz+M3T/bnw6ZdzxEM5B6vJAQtlT6yLvz1j7fw9zds5TP/upHjD0kQ8E89VmnMz+GLYkU9mcoihqOWxIvm2lAZ+GN/NCIyh6jCSURE5CAwmjZs6UmTznrUV4SoKgnQN5LJ3z4+6XHl6lpe3DTB2KRLU1WQd59WzV//+2u4Hpy0ooT/c0Uz4YChrsxPxG8h0IQJx7GTY/nH8R9+Lv/xSGEQ1T2YYWtvmkMbdeEgIjIdfFjOXpXg8EUxhsZdqkv9VETIVw45WC47vYav3LglH+7EIz4OaZ7qsecAZ65KUF0WpKM3RSDg8OCaQbb2pPjSB3L9nnapTvg4bVUpD70wnB+78MQqKmNTJVLWGG55qIeh3Xaj+8ldO/jb97XQP5LB7zO01gYpC4OHoWvIpbM/TWnUR3N1kGvOraWmPMgja4dZWBfmytU1lIVRw3CReUyBk4iIyCw3Mmn4yk1b6R7MBUwBn+Ga8+r5t99sZ9cquotOrqKxzOGbH2llZMIlFPRx7X9swt1ZCPXYSyM8uX6E73xsEdGApXsU7n/eYfVpf0tD572Y3o34Dj2TVMvxrPmX/qI5ZLPFSyVERORP5zOW2oShNlF8SZbMGjZ3J7nm3Hp2DKYpT/g5anGMymhhgJN1LT+9Zwd9w5mC+2/YnmRJTTx/bNZCSdTPB95Wx8h4ltKYn807JhhKWsp2rrpOu7B+W+HyucGxLBt3JFl92FRVk+MYnt04yXd/2Zk/7vDFMT7+jjo+/q4mLj6xnJA/F5opbBKZ3xQ4iYiIzHLtncl82AS53kyPvzTMRSdX8WpHkktPr2Z4LMsLW9M0VwdpKHPoGHSL+mm4HgyNuxjj44s/28xEyuPOp2BR3XlcfmoZK1riWOCdJxpufag3f7+g39Ac6CGWiTIeqDxQ37aIyLxkDLywOZlvwl0a85PJetSUBqiKBQuODfpgYW2oKHCqKw8WhD2D4x53PNGPMRAOOPll2aevKqMsnLskDPnguLYE9/yhcFe7lupQwWONpeDff7uj4Jg1r43TOZBlQZ3JVdCKiKDASUREZFYzxjAwVtxrqWcww6feVc/AISV88WdTDcTL437+7gPNlMd8tNaGOHVVOVnXw+8YOnpTVCZ8bO5JF2yBvXFHiv97Wy/f/bM4Eb/l7MNLSIQNd/1hiIZSw3sOS1L9wDfJVjUTPPczpAkWzUdERKaHz+cULH0bHs/9DXjspRGOWVxTUHFqLVx0cjXrtkzkX9fbmiIsqQsBU8FPNGQIBQypjC3oAVgS3a1PlLVceHwFIxMZGqsihAKGioSf5qpAwWNlXFvQC2qXZEqVsCJSSIGTiIjILGat5ZAF0aLxc48pJ+yH3z49UHDxMDiW5dkN45xzRJz3r67jupu25JfVHb88QThgCPgMy5oi7BhIMzKRu2jw+w3GGMASDVguaNrOaYOPEJjoxdz/PGBxtw4STPaTjtQfgO9cRGR+8jzL0qYIazePF4wvaQjj7bYbqTHQvj3D9/6nk3edXIXBEA07HLk4RixQGP6UReDzV7SwvmMCv2No75hgYV2YqkRuV7xdYiHL4YsTXH9PN8m0x3HLExzSFCG4Wy6ViBiOX57gyfWj+bGA36hBuIgUUeAkIiIyy5XEfFx9bh13PNHPeNLlrCPLOGppHNdCR1+q6PiugTQZz/Dvd27Ph00AT64f5ZyjKxiecElE/axoiRHwO/zioR7ef1YN0YDF23m8ax2C6+8pfGCfH3y6oBCR2cU4Btcz+Iw3J3oGeZ7ltMNK+P2aIQZGc9VNNWUBjlsWLwicUq7Dj+7sYjTpctP9Pfnxv7mimbb6wsu87hH41q3b8pVJp68q5axVJfgo/IF1Drj86x1d+a+fWj9KVUmAK04rx+58bsdaPnB2DfGIj0deHKapKsQ1b6+jsvizERGZ5xQ4iYiIzGKOY7jnmUEeWDPEKSvLiIYdnnx5hMbKEKetiPC2o8p5paOwyeuxbQkmUrag79Munf0pfnxXrvfGH14ZZXF9mK99aCF1JU7+QmY8bbj31Rirm47E3/Fc/r7BEy8nFaqEOXBBJyJzw2DScM+zg6zdNM7xy0s4/bASSkIH/4tURQS+elULHf1pHGNorAwQCxR+XxnXMjBa/Do/kXLZ/TLPw/DTe3YULIN78IVhTjuslKW1hZeDW3vSRY/38IvDXHRiOeHdqpxKQparzqrkPadWEfRZ/EYNwkWkmAInERGRWcxiWL8tyfikx93PDOTHN3YlOf3QGIe3Rrjy7BrueKKfqtIA5x5TwaKaAD4fHH9IgidfnlryYAwFFU8Ar3VN4nkWvzN1pbClN831jyTJHHc5J550BuHJHpKJZiqWLMdas9+/ZxERAL/fwXUt9nWSjGTWcN3Pt9E1kAtJtvb00r5tgr+6uB4fB38/oXjQsrx+V1Vp8c8gFoQzjyjj3meH8mOOA41VhX32Ull4tTO5593pH80WBU6VJcWXhy014YIldXnWElWDcBF5AwqcREREZjNrOW1VCRu2F14sHLU0get6hP25XYXiUT+bd0wSDDikXIg7lmve3kAq3cnzr41RGvPx4fPq+e+H+4qeIuB4xFK9MNID0TLCTm4nupuecvm5qSYcrCXrWv75L8JEnLlzcZG1hr5RF8cYKhNO0dISEZkZk1nD+s4UT60fYXFDhKOXxigLFx/XPZTNh027vLBpnL5Rl9rEPAjHreXikyrx+wz3PzdETVmAD59XT03CFORT4QAcsyzOo+tGCu5eV168RLq1NshhC2Os3ZTrHxUKOHxgdQ2OXh9F5E+gwElERGQWs9Zy7NIYW7rLuP/5IRwDF51UxZK6IGAZzzp877ZONuz89Pqupwe44PhKLju1nObKMH/5rlpGJ2sI+g2RoOGxdUG2dE/mH3/lwihL0utI/fc3wcstt1hx8vs5ouUInt+SwbMwkfJ4xwkVRAPMmSUToynDv9y5I39RdcrKUt5/ZlV+yYoxMJY29AxniYUdKuMKpEQOCGO4+7nhfDj+yLoR7vlDkC+9fwHRPZaU+XzFoZIx4HcOyExnhUTQ8r7TKrj4xAr8PkPAeEXFUMZaLju9mh0DaV7rmsTvM7zvzBqaKvzseXAmRT/ZAAAgAElEQVTUb/nEO+vYPpAllfGorwhQHjGvW2UmIvJGFDiJiIjMcrEAfPCsSt55QgWOMZRGyCc/2/rS+bBpl98+3c+Zh5dSXQkOltIwjKfh3jWjLG2M0FoXZu2mcY5YFOP8Q7Kkb/nnfNgEkH30Rj5z6eH87Z0h+oYzvO2oCs45qnTOXHA4juGx9aP5sAngkReHOXJJjGMX5cooukbgqzduzu/id8kpVZx/TAmBeXQhO10cx8HaudHMWfa/4UnLbY/1F4x1DaTpHMgULf+qLfVxxOIYz7829bt87jHlVMSduZOO7wtrifjhjRrslYUtn7+8iYExl1DAvGGIFPZZFlX7AN/Oh59HP0sRmVYKnERERA4CxlrKIwC24Joi6xZfCHjeHr2ajOEXj/Zz33O5Ph8lUR/Lm6OcurKEUHob6cmxoseIZof50vtWkfEg6p9bFxwehqd22857l7WbJjhhaZRU1vKjOzvzYRPAfz/SxxGLY7RU7q2RiexNFtjc47J28whlMT8rW2NUx+bOeST7h7EGby+vN3sbCzqW/+/8WtZ3pNiwPcmK5ihL6oOYOfR6NZ0CxssvNZxLr+kiMnspcBIRETmILagKUZHw57fOhlyvjpqSqVKc4aTlgeenmsqOTLg8tX6U1UeWUVFbhlNagzc8taU2jg9KavAbi9839woFHCxHLokXNdFd0RzF8zwmM4YNnZNF9+sfySpw2kfGwLotGb7zi235sfKEny+8v4Wq6Bw7oWRalUTg/GMruOPJqU0SKhJ+Gityy4j3FAvA0QtDHLs4nN9pU0REZgcVhouIiBzESkMe117RzFlHltFcE+KSU6u58uzagh2ajNl7r5OAzzDpxAhe8FmckurcseE44Qs/RzJcc8C+hwPN8yynHppgUd1UF+IjFsdY2RLBWogE4dCWaNH9qkuLG+zK3k26Djc90F0wNjiaZWNXcZAnUsBa3nFcOX9xYQMrWqJcfHIVX7yymXjwjcMkhU0iIrOPKpxEREQOcnVx+PDqKlKuIey3ZLOF24GXhg3vPa2aG++fqmJqqQ3RUBEALGOxZsLvuQ7/5CA2GGc8UD7nl1uUhuHzlzXSPZzFcQw1JT4CO3fg82H58NvruO7n2+gZyuA48P6zaqgv8/FGPVJkStbLNZvf02T64N+qXva/aMBy4rIwJy9vwFqrMElE5CClwElERGQOcF0PP5DNFt9mreXMwxK01IZYs3GclpowhzZHiPinLuImnRhEY7vucGAmPcOCPsuCil1L5Aq/56oYfPWqZvpHXSJBh4qYmTc/l+lQGoa3H1vBzQ9MhZw+BxbW72Vve5G9sDb3uiYiIgcvBU4iIiLzQNBnWV4fYEVjrnpprlcwTYewz9JYtrP7gH5ef5Rs1uPUQxOEAg73PjtIRcLPJadWs6DcqEhMZB8YA/D6O8mJiBwMFDiJiIjMI1qaIgdKImh526oYpx0ax+cYHOsqbBJ5E8YYukc91m6eIOtaVi2MUV9S3INPRORgoMBJREREZBYwBhzHmVPLiDzPEjBWQZPIPuoe8fj8TzaTzuZ+aW524KtXL6SxTKGTiBx8tEudiIiIyAwbTcFj7ZP8+N4+1mxNk9xLLy4Rmdscx/DoS6P5sAnA9eC3Tw/sdadREZHZThVOIiIiIjMo5Rq+d9t22juSANz33BDnH1fBZaeUY1QaJDJvGGMY3UvaPDKRxWJQqaCIHGxU4SQiIiIyg3YMZfNh0y53PT3A4IQuLkXmE9f1OG1ladH4+cdV4M2hpbYiMn+owklERERkBrl7aeTuWfCsBbSMRmQ+WVDp52/f18ytD/WSdS2XnFrNktogqm4SkYORAicRERGRGVRfHqC2PED3YCY/dsIhCSpiDrrIlJnm8zlYq/PwQPEZy7I6P5+/rBFrLQ4WvQ6IyMFKgZOIiIjIDIr4LZ+/vJkHXhjixU0TnLSihBOWx3deaIocOMYYfL7cTolpFzb1ZHhk3Qg1ZQFOW+WjPATBzCgYSPlL8PZSnSfTw1hP9Y0ictBT4CQiIiIyw8ojlktPLOOSE3ONwnUhLwdaJDOI2fIM7sZnCC45gefMCfzjr7ryt//myX7+4dIIFb+9FowhctIVZBadQtqJzOCsRURkNlPTcBEREZFZwPMs1vMKwia/38dQytAzbsDxzeDsZC4zZBnZ3E7mhXtxt6xhtLuLGx7oKzhmfNJjQ1cKMinIZhjp7aF/aJKUZzAqxRERkb1QhZOIiIjILJSyDo+9NM4N93UzPulyXFuCy86ooSqq6ieZHsbA1gGP63/XS2dfPWcs/yQXLHmFULIHby+borkWCEboPPla/unRMB2PD1JTNsYnL2qkpdKnXk8iIlJAFU4iIiIis9CWngz/csd2xpIu1sKT60f5zZP9OH5VOsn06B+Hv7t+C+0dScYmXe54PsUt25cRHt/Oe48qPDYUMCwO9zG+4l184/4QHX25Jvc9Qxm+9l9bGZlU2CQiIoUUOImIiIjMQp19qaKxx18aYWhCF/YyPTr702TcwvPp1R6P1LLVnBB9lc9d2shhC2OsPrKMb1zVSN2LN9AfX8LAaLbgPsm0R++IeyCnLiIiBwEtqRMRERGZhUpjxW/T6itDhIMOsJf1TiJ/pNy5lOM48L/f5rB89BEif1gLi47lqNpxjri0HoDS0ihbz/8GZIIE/JvJZKeCKmMgEdHn2CIiUkiBk4iIiMgs1FoXYllThFc6kgAE/IYPrK4lSPZN7imyb5oqA7Q1RWjvSHLZsQEOe+m7mKFOXICejdiOlzFv/xxJG+Seh3r4r/u6qS4LcNnpNdxwX3f+cS46uYrqhA+sglAREZmiwElERERkFqoIWz5xUQPbetIk0x6N1SGaStlrM2eRP0XEb/nLixrY3JNmmbMR81Jnwe2m4wXsSDfb0vX87J4dAGzvT/P4yyN88uImhsazYGF80sXngKtVdSIishvVvoqIiIjMUqVBy8qmAMcuCtGQUNgk0y8WtBzaFCASDuz1dsfnY2tPYT+x17Yn+endXfQNZfjPe3dwxOIYrquTU0RECilwEhERERGZ52xZA7bxsMKx5WfixWuoKSsOoxbVh6krD/DVq1tprtDOiSIiUkxL6kRERERE5jnXCeM/++PYjrWwox3TdBjUr8DFR2uNn+OXJ3hy/SgA8YiPD5xdS12ps7OySTsniohIMQVOIiIiIiJCNlQGi08lsPx0MpmpJXLRgOXT72lmw7ZxJjMedWUBSsJWy+hEROQNKXASEREREZG83cOmXUqifhZUOOQ6clisippERORNqIeTiIiIiIiIiIhMKwVOIiIiIiIiIiIyrRQ4iYiIiIiIiIjItFLgJCIiIiIiIiIi00qBk4iIiIiIiIiITCsFTiIiIiIiIiIiMq0UOImIiIiIiIiIyLRS4CQiIiIiIiIiItNKgZOIiIiIiIiIiEwrBU4iIiIiIiIiIjKtFDiJiIiIiIiIiMi0UuAkIiIiIiIiIiLTSoGTiIiIiIiIiIhMKwVOIiIiIiIiIiIyrRQ4iYiIiIiIiIjItPLP9AR219bWdgZwH/Cp9vb27+8cqwX+E2gFksDH2tvbn5ypOYqIiIiIiIiIyBubNRVObW1tCeAfgN/ucdM3gIfa29uXAR8HbmhrazMHen4iIiIiIiIiIrJvZk3gBPwj8C2gb4/x9wL/AtDe3v4IkAKOObBTExERERERERGRfTUrltS1tbWdB5S2t7f/oq2t7R27jVcCpr29ffcQaiuwAHj6j3mOysr4tMz1raiuTsz0FOQgoPNE9oXOE9lXOldkX+g8kX2h80T2hc4T2Rc6T+aHAxI4tbW1PQs0v97NwHXA2/bnHPr7x/A8uz+f4g1VVyfo7R2dseeXg4POE9kXOk9kX+lckX2h80T2hc4T2Rc6T2Rf6DyZOxzHvGFxzwEJnNrb2496vdva2tpOAeqBp9ra2gCqgAvb2toq2tvbv9zW1kZbW1vVblVOzcC2/T5pERERERERERH5k8z4krqdfZlqdn3d1tb2U+CZXbvUAbcCfwZ8dWc4FQH+cKDnKSIiIiIiIiIi+2bGA6d9cC25nemuApLAB9rb270ZnpOIiIiIiIiIiLyOWRc4tbe3X73H1zuA1TMzGxERERERERER+WM5Mz0BERERERERERGZWxQ4iYiIiIiIiIjItFLgJCIiIiIiIiIi00qBk4iIiIiIiIiITCsFTiIiIiIiIiIiMq0UOImIiIiIiIiIyLRS4CQiIiIiIiIiItNKgZOIiIiIiIiIiEwrBU4iIiIiIiIiIjKtFDiJiIiIiIiIiMi0UuAkIiIiIiIiIiLTSoGTiIiIiIiIiIhMKwVOIiIiIiIiIiIyrfwzPQERERE5eEx6PjKupTJmSKfdmZ7OQWk8Y+joSzOR8miqClGTAGtnelYiIiIi00uBk4iIiLwpF3ipI8NND3QyOuFyztHlnLqyhLKwkpI/xnjG8I+/3M6rnUkAHAe+dGULC6t8MzwzERERkemlJXUiIiLypjb3enzrlm109KYYHs9y60O9PPbSKIGAgpI/xpaedD5sAvA8+I+7d5C1ZgZnJSIiIjL9FDiJiIjIG/L54JWOiaLx+58fZCi5lzvI6xqfLF6G2DuYIaPViSIiIjLHKHASERGRN+S6kIgWVzKVxf0EtTj/j9JYFcLsUcx09pFlRIMzMx8RERGR/UWBk4iIiLypZY1RqkoD+a8dB957eg0BVJrzx6gvdbj2sgVUlQbwOXDOMeWcf2w51lMvLBEREZlb9LmkiIiIvKmauOXayxewsWuSybTHwroILVUGvJme2cHFYFnRGOAbH2oh61piQbRFnYiIiMxJCpxERERkn9TEoGZJeGpAYdOfxFoIOR4hB1DWJCIiInOUltSJiIiIiIiIiMi0UuAkIiIiIiIiIiLTSoGTiIiIiIiIiIhMKwVOIiIiIiIiIiIyrRQ4iYiIiIiIiIjItFLgJCIiIiIiIiIi00qBk4iIiIiIiIiITCsFTiIiIiIiIiIiMq0UOImIiIiIiIiIyLRS4CQiIiIiIiIiItNKgZOIiIiIiIiIiEwrBU4iIiIyZzmOIeh4+Bwz01MRERERmVf8Mz0BERERkf0hkh3EbHgM95XHCC5YibPiLMZDtTM9LREREZF5QYGTiIiIzDkBMniP/Az31ScAcLtfw2x4gsi7v0LSVzLDsxMRERGZ+7SkTkREROacQLIvHzbtYoe6cYa3z9CMREREROYXBU4iIiIy9zg+YC99mxzfAZ+KiIiIyHykwElERETmnHS4isCR5xWMOfXLcEsaZ2hGIiIiIvOLejiJiIjInJO1Dr4j302o4RDcrWvw1S7FazqMpBOd6akBYAxYu/fbPAt9Y5a+kQyViQDVCQfH2KL7ZzyDY8DhdR5IREREZAYpcBIREZE5KeWLk2o4Ft+C40l53usGPAfSZNawuTfNlu4UzTUhFtYECft3m5gxPPVqkh/+eqrX1EfOq+PUQ2KYncFS2jOs2ZTkV4/1Ew06XH5mDYuqfTh7WUEoIiIiMlMUOImIiMic5rreTE8BAM8afvnYAHc9M5gfO+vIMq48oxL/zgqmoQnLj+7sKrjfj+/ewaEti6iM5iqbXtw6yT/fNhVIffmGLXztQ60sKJ/qlODzOVhr8bxZkLKJiIjIvKQeTiIiIiIHQP+4VxA2Adz/3BB9o1OB2GjSI+sWhkSeByMTbu7fOPz68YGix352wxiOY/CsYXOfy/UP9HPbU8P0jIExKn0SERGRA08VTiIiIiLTzRjG0+B3IOy3WAvp7N6rjdJZD8jtnleR8FES9eUDJoBoyKEq4QcsBktJrHinvXjEh7WWV7uzfO2/tubHb398gK9f00p1bFq/OxEREZE3pQonERERkWk0mjJcf38/H//Ba/z1j7fwYkcGD6hO+GiuCRUcW18ZpLo0QNozOI4hHrT8n8ubqS0LAFBVEuDzVzRTEt55B2u55JSqgn5N0ZDDEYtiuNZwy4O9BY+fynis2zKBipxERETkQFOFk4iIiMg0MY7hN08Pcu9zQwAMjGb5h59v47oPt9JQ6vDZS5q4/ckBnt8wxqpFMVYfVc43b+1geNzlXSdVcvyyGI1l8NWrm+kZ9ugeyvD4S8NwaCkLyn0YLM2VDt/+2CJ6hjM4xlBT6qcyBq41ZPdSRZV1Lb1j0NmfIhHx01jhJ+RTbycRERHZvxQ4iYiIiEyTiTTc//xQ0XhHb5qG0jBlEcsHz6zg8lMrGEpaPvujjflj/uO3O/A79ZyyPEr/qMcXfrYJb2d7pzufHuQrV7XSXOGQzBiee22U3zw5QFnczwdW11Ie9eMzHu8+tYrv/KIj/5g+BxbVR/jMjzbmd+k7+dASrl5drdBJRERE9istqRMRERF5ixzHMJY2pF2oLQ8U3Z6I7tZ3yVpC/lyj7z3d8WQ/Lg4Prh3Oh00778KdTw8QCDg8+tIo/3lvDwOjWTZ2TfLlG7awY9jFWljRFOLayxZw2MIYp6ws4ctXL+T63+3Ih00Aj64boWsoO53fvoiIiEgRVTiJiIiIvAUehmc2TPLvv+0i41r+7B2N/PD2DtydgdGyxgjN1UHAEnZH8Q1shtQ4qxvrebTaz5beqfCnIh7A54DrFlcfua5lIg13PFm4S521sGF7ivrSCAHHsqIxwMpL68FaBicsG7smix5rZMKFKj8FSZSIiIjINFLgJCIiIvIWdA25fO9/OvNf3/JgDx9/VyN+xxANOTRVBYj6c2GTd893yXasAyCM4f+c+Tk+fXcFEykPx4H3nlGNdV1OX1XK754dzOdBhy2McfEp1aRdaK4JMTBaWKEUjzhMZA1jkx6lEYcQubQrETYcvijGmv/X3p3HR1rV+R7/PFXZk+4knXR6Se/QHIdmX9QBHWEQRFkEUQFFhdFBHb2jo+i8nHF7iShet3GEGXQUve6KXGUTmVFRQFF2aOjrAaU36C3d6U66s1Wq6rl/VHW602lnEKpTgf68/yF1nqcqvxRPn5x865zzPD4wdm4mA30DBb5w/UZe+1czmTlzH79BkiRpv2TgJEmS9Axs2Do67vHGrTmu+PGTXPnOA2iuTYFSapTdunosbCpJab3nai477xOs6Kll6dwGZrcmQIYFHVkufdMifnp3L0cunca9j27nA199nOaGLBeeMpvBkSKPPjEEwMzWWma21fGPX11N30CerrZa3nPOPLrbEjJpyptPnc3X/2sj9z22g87WWs46rpMb7tzChq05lq8c4F/+biktjgglSVKFObyQJEl6BlqbS8OpTAIHzW+iWEzJjRapq0nYGTYBMDIw4bnpjl7mtxbp6GhktJDw4OoRbvjtFlqbazj7+A7efloX3/jFFn6zoh+AHUMFrrjuST76xkU8uXmEloYM87vq+eDXVjE4UprVtGnbKJ/6wVouv2ghjTUpbQ0pf3/GbLYNp/znvVv5zi82jp2by6es3jjMsm6HhJIkqbIcXUiSJD0D8zpK4VD7tDoe+OMOarJw6rEd1CR77I/UPg+SDKS7dgPPHvwScrXTSYAHVw+PW5p372Pb+czFB3DbQ30TvmfPthwvfl4jAH/YlB8LkHbauj3P1h0FGttK94fJUKSxNuGO5X0Tzq2r9R4ykiSp8hxhSJKkKStJql3B/6whm3Lo4hau/ul67ntsO3f9fjuXfmsVT24tjDtvuHku9Wd/kKRtNmSyjC49gd+2vJy4MSWfJvzfX28ed36xCOt7c3TPrJvwPac1ZUnLw7jWpuy492n+zHrOO7GLhoYsyW4HmmrgwlNmj3ud7o46Fs2uf6ZvgSRJ0gQGTpIkqSqSBLYNw9reIjtyybhwZEcu4YHVOX6+fIA1vQUKTN3kKZvN8JO7Jt457o5H+slmd9VdSBNWEPhB1/u448jLuXzT6Xz+Z3n+7YZ1FNKE+r3MNOofyHPRKbOp3e11wvxGlj8+yBdu2EDvIHS0JFx48iwAXnJ4G4csbuba23t435ce5/q7+xnOJ+WaUo5c3MCHLljI6S/s4LwTujhuWSu33N1LrjjhW0uSJD0jLqmTJEmTLiXh/lUjXHndk+TyKc0NGd7/2vksmZllRy7hU9c8weqNI2Pn/8OrujlqcQNpmv43r1o92b18hJfJlH7O3fdx2jaQ50f3jow7r6dvlJFcyvknzOTj31kz1t5Un+F58xvpbIZP/+1intgyyqZto2zozXHTXVvGnvuR183jJctaWLawiZWbclx53a5ledfc1sPcjjqOXlyaxZQk8KM7NrO2Z5jBkSKj+VJthyxsYlFntlJvhyRJkjOcJEnSJEgS+ocT+kcgyST0DqR84UdPkCsHHgPDRT537RPsyCWs3ZwbFzYBXH3LBrbnEv64Kc/9q0ZY358yVSblFApFTn9Bx7i2TAbmdtRzxY0b6R3c1T67vW7c8rdMBt5xSguzcis5onUT/3LxfM78yw4uOKmLT1y0iIbahFWbCxRTmNGS4Rv/tYH/vHfXbKq1m0bo3VEkk6TMbc9y1+/7J9T3q4f6qKkphUnDeVixZoC+gcJY2ASwuX90wvMkSZKeCWc4SZKkfWpwNOEn92zjpt9tIUkSzjqugzC/ieIeiVHfQIHtQ0VyoxNnMR1xwDS++fNN3LliV6ByyWvmcfiC+ikx62l+R4aPX7iIWx/cRrEIB3Q3ct1vtrBxa45VG0b42Bvn05BN6ZqW4X2vmce/37ie7YMFPnFWLQvv/yy5O1cD0H3UaVzwwnMYyTSzrq/Ih7+xmv7BAkkC557QxWFLmnno8V13u6vNJjTUlRKsYjHlgDkN3B23j6tt6dwGiuU3u6EGli1oZvmq8XfM65heuy/fHkmStB9yhpMkSdpnkgSWrx7i+ju3UChCvpDyw9s3U5PNkNljW6ZpTVmmNWTo7qyjtmb8wcOWNI8LmwC+fNN6BqfIxJwMsGBGhlcc286jTw7xlZ+sZ+PWHAAbtubo6SttIJ6Qcuj8ej79lkVc9c7FLNlwC+nm1WOvM3rfTWS3/JFcMeHfrl9H/2DpeWkK37t1Eyce0T7u+77+pC5mNwzS1PcHGrev4fi/aKFj2q7PE2e01HD8IdMZKSQMFxKyScpFL5tFZzlgShJ47UtmMm+Gy+kkSVJlOcNJkiTtM9lshvse28Hs9jo2lAMYgHse7efvzpzLv9+wjkIRWhqz/NP5C1i7ZZQ0TbnsosV899ZNrN44zElHtu99Q+3BApv6i3RNz9BYU/1ZTlAKhp7cPH45YJJAc0NpOWHfQJHW5gytDVBfGKKw8r6Jr9GzmqFph7F608iEY9kEPvKGBWzdXqCrrZYlLf0UvvdB8ttLd7ibdfjLuOyNb2BNb0qalu5Ct3HbKJ+5ZgN9gwVOe0EHJxzSwmUXLqCnv0BTfYYl3c30bxuY8L0kSZKeCQMnSZK0TyQJbOgrMreznsaGLKe9sINbH9jK4+uHaW+p4QVLmzjw4iX0DRZoaazhk99dM7aXUGtzDR99wwJa6hMaa1N6dkBNNiFf2BUsLVvUzPV3bqahNsNFJ3dSk1Q/dOpsyXD6C2Zw4+927bN07ktmsrGvwOevfYLhXJHGugzvOWceh3Q3kF1wKPkVvxr3GknHfBprYcnsBh7fMDzu2MzWGrrbMjCzhtqkQPbWr4+FTQD5B29h5pJjaZpzCADrthW59Nu7NiL/3q2bqMnCqUdMo3FGKcTbW5gnSZL0TDnCkCRJ+0TPDvjnr63i2tt7+MX9W/nqzes58Yh2ujvreP5BLaTFIjOaYMnMGuLaAU48oo3zTuzixCPa2DGU51cP9dNYC8UidDTDB1+/gDntdQAccUALzw/TuefR7dz+cB89/VNjC/FMkvLKF7bz4QsW8NbT5vDhCxbyl38xnc/9cC3DuVKNQ7kin732CbYMZcge8yqS1lmlJ9fWk3vpe9kwbRlJkvD2M+bS3lL6bDCTgTedPItZ00tDt2w2oTYZpfDkiolFbFs/9uVj64cmHL75rl6Gp8hSREmS9NzlDCdJklRxSQKPrB5kKDc+CLpj+TY+8voFNGR3tadJwmgBbvztFoZyRRbNbuCiU+fw2//XT5Jpg2IKKSzpzPK+c+dxd9zBkpZ+Zo8+xPNPHmFTdg5QBKbGPkT12ZQDu2o4sKs0zFq9Jc/IHhuhD+eKbBsoMH3GLBpefRmZgR4ey83hX6/fzPqta1g4q56/f2U3n/ybhWzpL9DckGFGc0JCyob+lF8t38aOoQJ/ffzHWfTwl6hZ/8iuF2/vHvtyeuPE96Rjei3ZbAJUf0aYJEl67jJwkiRJ+0BCLl8Klbo76zh+WRvZLPRsG6Vujwxk3dYCX7tlw9jjVRuG+c0jfbzqRZ0UC+MDq9aGhIUN2zj4/s+R9K0rtWWy1J3zUQZZum9/pKeptTlLbU3CaH5XwFNfm9DaVAOkDGda2F43jUu/sZLBkdLPu3rjCJ/43ho+eeEi5peXvpGmbNie8k9fWzX2Wr98ED54xps5eNM/QiFP7TFnMtq+eOz7HDCnnlnttWzcWprSlMnABSfNIsvUmBEmSZKeuwycJElSxaVpyiGLmjk2TGNORz0//nUPuXzKcQdPZzCX0lK369xN23ITnr9i9SBvO62WNN0V0uSKCcOjcPT0dYyWwyYAigXyd3yTutM/RI7affljPS1tDfCus7v5wo+eZDSfUluT8K6z59HamI5NMurpz4+FTTtt6c+zZUe+tGcTkCQJy1cOjAuuAK65P+Gjr/s8dYwy0thFPt2V6E2vhw+/bgErN40wNFJkYVc9s1sTJzdJkqR9zsBJkiTtE3NaE046sp3Lv7dr0+rfrOhn3sx6zjx2GsVyvtLaPHE40t1ZR1M5lEqShLW9Ba68YR2b+/JcdUIv9Xucn/b3kC3mIDP1AieAw+bX8dmLF7N1R572lhraGhkX+rQ0ZkiS0l3udqrNJjQ3jN9us5BOTIoKKYw0zGSUdK9B0rT6lMPm75bwGTZJkjb5tKsAAAyoSURBVKRJ4KbhkiRpn0hIeHwvm1bf9lAf23MZ4oZRbv/9EHU1GV56VPvY8bqahLed3s1IHgok9A2nXPrtNTy5OcfIaJENtQsmvGbt4aeSyzbv05/nmWprgMWdNbQ1MCH06WzJcN4JXePa/ubU2bQ1JmOP0zTl8MXN1GSTcee9+kWdZEyRJEnSFOMMJ0mStE+kaUp3R92E9pOPbuPbP9/EHY/0j7W961Xd/PURrQwMF2hprOHqm9fz2LphDlnYzOtfOmtsPyiAq+9r4d1/9V46HvwWxaF+6o58BcXnnUjxWZy5ZEg55YhpHLa4id7teTpba5k1LTN+yhMwuzXhsgsXccu9W9k+lOfUY2aweKbDOUmSNPU4QpEkSfvM0rkNhHmNxCdKM51aGrIcOLeJb/5s07jzrrxuHZ+9eDHN9Rku+fJKRguloOXh1QN89eZ1HL+sjduWbwPgsQ15PvDLLr540eU01eQZqZlG4TmwB3Y2Seluy9DdtjOk20uClpaWKr755E4ACs+FH1ySJD0nGThJkqR9pqUu5b3nzGVdb55cvsjcGbX09OUnnJcvpIzmU7Zsz4+FTTv9Yd0wZx0/cyxwAjj/xC4y9Y0MpbA/3nDNoEmSJE11Bk6SJGmfasimLJmZBUp3T8u01TKtKcv2wcLYOQfNa2RGS4aRfHbC85sbMiyaVc9lFy6id8coXa11zJqeGXcHO0mSJE0tbhouSZIm1bT6lI9esJAjD2yhpSHLiYe38s4z51KTpMxuzXDybhuIA7z1tLm0NaTMn5Hh8AX1zGlNyCSGTZIkSVOZM5wkSdKkSlOY2QLvPnM2w/mUxlrGNseuzcC5L57Biw+dTt9AnlltdXRNSyg+m3cElyRJ2g8ZOEmSpKpIKNJYw4S9seuyKYs6stAxcXmdJEmSnh1cUidJkiRJkqSKMnCSJEmSJElSRbmkTpIkaYoaGE1Y1ztKNpMwt72Ghhr3spIkSc8OBk6SJElT0NYhuPTbq9ncnwdg4ax63vfqbqbXV7kwSZKkp8AldZIkSbupr69l63CGzUMJmbrqbFyeyST8/IG+sbAJYPXGER5cOUSSVKUkSZKkP4sznCRJksq2jyb87KFt/PD2HnL5lJOPbueUo9voaJzcOlISfr92cEL7H9YNccKyZgqF4uQWJEmS9GdyhpMkSVLZyg05vvGzjQyOFMkXUm6+q5d7Hh2gtnaSpxWlKS8+pHVC89EHthg2SZKkZwUDJ0mSJKCxsZYHHx+Y0P7rR/oYzk/u0ro0TTlmaRMnHt5GkkA2A2cd18lBc93ASZIkPTu4pE6SJAkYHR1l9ozaCe3dHfXU1CSko5NbT3MtXPjSDs46bgZJAm2NCaTepU6SJD07OMNJkiQJyOfhsMUtdLXtCp2a6jO84gUdpKOTnDaVJWlKeyO0NWDYJEmSnlWc4SRJklQ2qyXlA+cvZM2mYfKFlPld9cxvhyrlTZIkSc9aBk6SJEm76Wgs0rGwbuyxYZMkSdKfzyV1kiRJkiRJqigDJ0mSJEmSJFWUgZMkSZIkSZIqysBJkiRJkiRJFWXgJEmSJEmSpIoycJIkSZIkSVJFGThJkiRJkiSpogycJEmSJEmSVFEGTpIkSZIkSaooAydJkiRJkiRVlIGTJEmSJEmSKsrASZIkSZIkSRVl4CRJkiRJkqSKMnCSJEmSJElSRRk4SZIkSZIkqaIMnCRJkiRJklRRBk6SJEmSJEmqKAMnSZIkSZIkVZSBkyRJkiRJkirKwEmSJEmSJEkVZeAkSZIkSZKkijJwkiRJkiRJUkUZOEmSJEmSJKmiDJwkSZIkSZJUUQZOkiRJkiRJqigDJ0mSJEmSJFWUgZMkSZIkSZIqysBJkiRJkiRJFWXgJEmSJEmSpIqqqXYBkyALkMkk1a5jStSgqc/rRE+F14meKq8VPRVeJ3oqvE70VHid6KnwOnlu2O3/Y3Zvx5M0TSevmup4EXB7tYuQJEmSJEl6DnoxcMeejftD4FQPHAusBwpVrkWSJEmSJOm5IAvMAe4GRvY8uD8ETpIkSZIkSZpEbhouSZIkSZKkijJwkiRJkiRJUkUZOEmSJEmSJKmiDJwkSZIkSZJUUQZOkiRJkiRJqigDJ0mSJEmSJFWUgZMkSZIkSZIqysBJkiRJkiRJFVVT7QL2FyGEE4CfA++KMV5RbpsFfBNYBAwBF8cYf1etGlU9IYR/Bs4FCkACfDLG+P3ysSbga8DRQB64JMZ4Y7VqVfWEEK4ETgJGgB2U+pN7ysfsTwRACOEC4P3AwcC7d/7OKR+zP9GYEMJBwP8BOoAtwBtjjI9VtypVWwjhM8A5lH6fHBpjfLjc7vWiMSGEDkrjjgOAHPAY8NYYY08I4YXAl4BGYBVwQYxxU7VqVXWFEH4MLAaKlMav/yvG+IB9yv7BGU6TIIQwDfgUcPMehz4J3BZjPAh4B/CtEEIy2fVpSrgixnhYjPFI4BXAf4QQ2svHLgH6Y4wHAmcAXwkhtFSrUFXVzZQG/4dT6j++v9sx+xPt9ABwHvCdvRyzP9HurgKuLPcbV1L6A1H6MfBXwOo92r1etLsU+N8xxhBjPBT4I3B5CCEDfAt4R/lauQ24vIp1qvreFGM8vPx3zmeAq8vt9in7AQOnyfE54NPA5j3aX0vpHxoxxjsozVo4ZnJL01QQY+zb7WELpV/iO/99nku5Ay6n/vcAL5/UAjUlxBhvjDGOlh/eCcwrD+zA/kRlMcaHY4wrKH2SuCf7EwEQQugCjgK+W276LnBUCGFm9arSVBBjvCPGuHb3Nq8X7SnG2Btj/OVuTb8FFlKaQTtcHotAaWzy2kkuT1PIHn/ntAJF+5T9h4HTPhZCeDnQGmP84R7tHUASY9w9hFoDzJ/M+jR1hBDeFkL4PXA/peVQW8qHFjD+U0avEwG8E7gpxli0P9Gfwf5EO80HnowxFgDK/12H14P2zutFf1L5w6+3A9ezx++Z8tgkE0KYUaXyNAWEEL4SQlgDXAa8CfuU/YZ7OD1DIYT7KHWsez1MaQrpyZNXkaai/+E6mRVjLMQYrwKuCiEcCnw7hPCz3UIn7QeeynVSPu884HWUljxoP/NUrxNJkibJFyntzXMFcHaVa9EUFGN8C0AI4Q2UVv58qLoVabIYOD1DMcaj/tSxEMKLgDnAXSEEgE7gjBDCjBjjx0IIhBA6d5uVsABY+ydeTs9i/911spdzl4cQ1gEnANdSmoGwEOgpn7IAuLXSNar6nsp1EkI4m9KnQyfFGDeWn7fF/mT/8ef0J3thf6Kd1gLdIYRsjLEQQsgCc7Hf0N55vWivypvMLwXOKM+63vl7ZufxTqAYY+ytVo2aOmKM3wwhfBl4AvuU/YJL6vah8hr4rhjjohjjIuCHwEdijB8rn3IN8DYYC6cagXurUqyqKoRw8G5fLwaOBFaUm64B3lo+thQ4FvjpZNeo6gshnE5pT7iXxRhX7XHY/kRPhf2JACjfMeoB4Pxy0/nA/THGnj/9LO2vvF60NyGET1Das+msGONIufleoLE8FoHS2OSaatSn6gshtIQQ5u/2+AygF7BP2U8kaZpWu4b9Rgjh68A9O29RHUKYTekuDgsp3cb8bTHG31SvQlVLCOEHwDJgFChQuuvH98vHmoGvUwqhCsD7Y4zXValUVVEIoYfSrYd3/2V8UnmGk/2JAAghnE9puno7petlADglxrjC/kS7CyE8j9ItqduBrZRuSR2rW5WqLYTwr8CrgNmUbnizJca4zOtFuwshLAMeBh6lNO4AWBljPDuEcBylG1Q0AKuAC3bOytb+JYQwC7gOaKY07ugFLokx3mefsn8wcJIkSZIkSVJFuaROkiRJkiRJFWXgJEmSJEmSpIoycJIkSZIkSVJFGThJkiRJkiSpogycJEmSJEmSVFEGTpIkSZIkSaooAydJkiRJkiRVlIGTJEmSJEmSKqqm2gVIkiTt70IIBwB3Ay+NMd4XQpgLPAi8Jsb4y6oWJ0mS9DQkaZpWuwZJkqT9Xgjhb4F/AI4BfgQsjzFeUt2qJEmSnh4DJ0mSpCkihHA9sBhIgWNjjCNVLkmSJOlpcQ8nSZKkqeM/gEOALxo2SZKkZzNnOEmSJE0BIYQWSvs23Qq8HDg0xthb3aokSZKeHmc4SZIkTQ1fAO6JMb4FuAm4qsr1SJIkPW0GTpIkSVUWQnglcCrw9nLTe4CjQgivr15VkiRJT59L6iRJkiRJklRRznCSJEmSJElSRRk4SZIkSZIkqaIMnCRJkiRJklRRBk6SJEmSJEmqKAMnSZIkSZIkVZSBkyRJkiRJkirKwEmSJEmSJEkVZeAkSZIkSZKkivr/YH+i9fAfvH4AAAAASUVORK5CYII=\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Snb1gtqrnIJi"},"source":["## 4.4 Plot low dimensional T-SNE ELMO embeddings with hue for Sentiment\n"]},{"cell_type":"code","metadata":{"id":"QET-Y6PdnIJt","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010754802,"user_tz":-120,"elapsed":1089,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"f7dbf88d-91cf-40b1-dc58-5ec615b4553b"},"source":["tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE XLNET Embeddings, colored by Sentiment')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE XLNET Embeddings, colored by Sentiment')"]},"metadata":{"tags":[]},"execution_count":13},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABJwAAAM7CAYAAAAPkIoEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd5xU9b3/8dc503a2V3YXFlikHAULKioiirFGY48aNWo0Ru81xnJzjbEktqiJJiaanyZ2vWKLPbbYC6CiCBZsRwWWvpVl+0475/fHmV22AYsMLCzv5+PB47Fz5nvO+c7Md5eZ93y/n2O4rouIiIiIiIiIiEiqmAPdARERERERERERGVwUOImIiIiIiIiISEopcBIRERERERERkZRS4CQiIiIiIiIiIimlwElERERERERERFJKgZOIiIiIiIiIiKSUAicREREZtCzLetuyrF+k6FhXW5b10Drur7As66Dkz5dblnVPKs67OVmWVW5ZlmtZln+gz9X1+dyaWJbVbFnWdgPdDxERkYG2yd9MiIiIbCssy2rucjMdiACJ5O3/sm374R7tLwfOBoqA1cC7tm3/JHnf28BkYKxt20uT2w4C7rFtuzx5uwIo7nIOgAds2/5VH327GdjJtu1Dumy7BRhj2/YRlmXtDzxk23ZZH/s+APwM2Mu27Q+T28YA39q2bfTob7zLrm8BjwF3Jm/7gBDQ2tHAtu3MPs7nJtu4XTZfa9v2TT3bbqls275hoPsga6zrd20jj/s23u9NZ7jY15jeHJJ/D35h2/brA3F+ERGRnhQ4iYiIpEjXD5rr+/BnWdbPgNOAg2zbXmBZVglwVI9mLcDvgXPWcdoj+/kB8/fAZ5ZlnWnb9v2WZe2NFyLt1I99AVYB1wGHrKPNr7p+8O7iYYB1hVp92MW27e/62TfZAliW5bdtO77+lptXP3/XREREJMUUOImIiAyMPYBXbNteAGDbdiVwV482fwcutizrxo5235dt262WZZ0NPGlZ1pvAfcCltm0v6+ch/g84xbKsabZtv7MxfdkYlmVdDUzAmz12NFAB/Dj573+S28+ybfvVLruNtizrQ2B7vFlXZ9q2vSp5vMnAX4HxwGLgQtu2307eNwp4ANgNmA3YPfpyGl4Il5k8Rs9+jrFt+1TLssqBRcAZwB/wZr/9zbbt65Ntw8AdeCFIJXA/cEFHMGdZ1m+BC4BsYAXwS9u23+jHczUcuBXYF6+MwqO2bf/KsiwT6JjxEwZeBs63bbuhj2MMTfZtKl7oeKNt23d3eYw7Au3Jvv/asqwnks/F4YCTfCxX2badsCzLB9yYfB4agZvX9xiAPSzL+jtQCjwLnGvbdrtlWZ8Dl9m2/XyyLwFgJXCwbdsf9zwG6/hdsywrZx19PgP4Bd7rfxbe7Khf2rb9H8uyrk8+t5OTswUfSD6/Lt7MxO+SswNbgVHJtp/ijdVL8QLfKuDkjj4nn+//B+wHNOONk793eb7HJ5/vY4ElwM9s2/7IsqzpwAjgecuyEmxlMwJFRGRwUg0nERGRgTEbON2yrN9YljUp+WG8p+XA3cA1qTihbdtvAU8Cc/GCjZ4B17q0AjcA16eiLxvpSGA6kAd8DLyC955mGHAta5bwdTgd+DleaBHHC/KwLGsY8CJeaJQPXAw8ZVlWUXK/R/Ceq0K8oOhnHQe0LGs88E+8mTNDgQJgfTO3pgIWcCBwpWVZOyS3XwWUA9sBBwOndjmPBfwK2MO27SzgULyQbZ2S4+kFvBCtHO+5eSx59xnJfz9InjMTuG0th3oMWJZ8jMcDN1iWdUCX+4/GG1O5eDPZHsB7jscAu+LNiOuooXU2cERy+6Tk8dbnp3iPeTQwDvhdcvuDdHme8MKilX2ETbD+37V19RlgL7ywsRC4CbjXsizDtu0rgJl4M/sy+1rKmnRist+FeIHo+8C85O0nSYaVySDwebxQahjeOLnIsqxDuxzrKLzXJBd4juTrZtv2aXgB1JHJvihsEhGRAafASUREZADYtv0QcD7eh+l3gOrkTJae/ggcaVnWhLUc6lnLslZ3+Xf2ek49Ey8cecS2bXc9bXu6ExhhWdZha7n/7z368ocNPH5X83ocq+uH7pm2bb+SXL71BF5dnj/Zth3D+zBebllWbpf2023b/ty27Y4liicmQ4dTgZds237Jtm3Htu3XgI+Awy3LGoE3M+b3tm1HbNuegRcGdDgeeMG27Rm2bUeSx3XW85iusW27zbbtT/FChV2S208EbrBtuz454+zvXfZJ4NW9Gm9ZVsC27Yp+znbbEy8k+o1t2y22bbfbtj0red9Pgb/atr3Qtu1m4DLgpJ7Fu5MzpPYBfpvc/xPgHrwAr8P7tm0/a9u2gzcD63DgouQ5q4G/ASd1eZy32La9NDnD7I/9eBy3dWl/PXBycvtDeK9TdvL2aXghZC/r+l2zLKt4PX0GWGzb9t22bSfwZvqV4tVO669nbNuea9t2O/AM0G7b9oPJ4/0LL+QCb7wV2bZ9rW3bUdu2F+IFzl37Mis5XhPJx7sLIiIiWygtqRMREdnEkuHFlx23O2o9JYuIP5xcDnRM8udPbNt+pUvbGsuybsObufPPPg5/TH+LBFuWVQD8BbgFuNayrCds217d38dh23YkGSL9ge4fgjtcsJYaTt/Hbuuo4VTV5ec2oDb5AbzjNnizdjoe29Iu7RcDAbzZJSOBEyzLOrLL/QG8ZXdDgfpkSNV13+HJn4d2Pa5t2y2WZdWt5zFVdvm5NdnHXsfqcdzvLMu6CLgamGBZ1ivAr23bXrGecw3HC0r6qqk0NPlYOizGe0/YM0QZCqyybbupR9tJffUV7/kMACu9iVmA9+VmR5uej7NrH9amZ/uhALZtr7As613gx5ZlPQMcBly4toOs7XcNqF9Pn6HL65ZcmgprXrv+6Dlee97uONZIYKhlWV1/J314IXGvvuCNobQttXaWiIiIAicREZFNzLbtJazjA2pyZs4TyVkXO+ItEevqz8BC4MON7MotwMu2bf9PslbMX+i+dKg/7gd+Cxy3kX3ZnIZ3+XkEEANq8UKF6bZt95oVZlnWSCDPsqyMLqHTCNZcOW8lsEOX9ul4M8e+j5V4y/E6Qsmu/cW27UeAR5Kzee7Eq4N02nqOuRRvNlpfYcQKvHCjwwi8JWVVdF8WuALItywrq0voNAJvqWeHrrPkluItGStcSwCykt6vxfr0bN81aPs/vPHrx5tp1bVfferjd+2R9fR5fTZ0luC6LAUW2bY99nvun8q+iIiIbDQFTiIiIgMgWYy4BpiBdzW6Q/GKYX/Qs61t26sty7oZuARo6nl/P893OF59oPHJTecDX1qW9XCytlNHu7Qeu0Z69CVuWdZVdF/2taU71bKsB/FqH10LPJksCP0QMCe5XO91vJkuk4HvbNtebFnWR8A1lmVdjrdE7Ui8ujng1d75wLKsqXhB4LV8/1IFjwOXWZY1B6+geGctoGQNp2HAu3jFotvwZr10XPXvLdu2jT6O+SFewPOn5OuVAHa3bftd4FHgt5Zl/QdvDN4A/Cv52nYewLbtpZZlvQf80bKsi/FqKJ2FtySvF9u2V1qW9Spws2VZv8crej0KKLO9QvOPAxdYlvUC3pi/tB/PzXnJ9q3AFXhL0Do8C/wDb2bWWmsWret3rR99Xp8qvDpYqfAh0JQMw/4ORPFCzbBt23M2c19EREQ2mmo4iYiIDIxGvCuFLcFb+nUT3hW4Zq2l/a14oUFPz1uW1dzl3zM9G1iWlYV3pbELkrVwSNaq+V/gLsu7Shp4wUZbj3+j+zjno3hhRk+39ejL3LU8lv74tMexbtmIY03HKwxdCaThXfEN27aX4hW9vhwvkFgK/IY1749OwSsYvQqvsPeDHQe0bfsL4Dy8GTIr8ZZm9feKfz1dm9x3EV7w9SRrgr4Q8Ce8GVmVwBC8mkvgzf55r68DJpcYHolXCHtJ8vg/Sd59H95zMiN5zna8ALIvJ+MVHV+BV3/oqvUs4TwdCOLN1qpPPpbS5H13483e+xSvaPbT6zhOh0eAV/Fm+C3AK/De8RjbgKfwAqJ1HWt9v2vr6vP63Aocb1lWveVdTe97S75mRwAT8V6XWryaWTn9PMQfgd8la55dvDF9ERERSQXDdTX7VkRERGRLYVnWucBJtm1PW0+7e4Anutb82tZYlnUlMM627VPX21hEREQ2Ky2pExERERlAlmWV4i2Feh8Yizfz7Lb17Wfb9obW3xpULMvKx1vit756ViIiIjIAtKROREREZGAF8YqBNwFvAv/Gq00ka2FZ1tl4SyD/Y9v2jIHuj4iIiPSmJXUiIiIiIiIiIpJS28KSuhCwB15Bz76KrYqIiIiIiIiIyIbx4V1oYw49rmwM20bgtAcwc6A7ISIiIiIiIiIyCO0L9LrS8rYQOK0EqK9vwXEGbvlgQUEmdXXNA3Z+2TponEh/aJxIf2msSH9onEh/aJxIf2icSH9onAwepmmQl5cBydylp20hcEoAOI47oIFTRx9E1kfjRPpD40T6S2NF+kPjRPpD40T6Q+NE+kPjZNDps3yRrlInIiIiIiIiIiIppcBJRERERERERERSSoGTiIiIiIiIiIik1LZQw0lEREREREREtgGu69Lc3EBbWzOO02dpIdlAfn+QvLwifL4Ni5AUOImIiIiIiIjIoFBfX4NhGOTnF+Pz+TEMY6C7tFVzXZeWlkbq62soLCzdoH21pE5EREREREREBoVotJ3c3AL8/oDCphQwDIOMjGzi8egG76vASUREREREREQGCRfDUNSRSt83uNOrICIiIiIiIiIiKaXASURERERERERkIxx//JHMmfPBettNnTqJZcuWfq9zbMy+A0GBk4iIiIiIiIiIpJQCJxERERERERERSSn/QHdARERERERERGQw+PLLz7n11ptZvHgRoVCIadMO4Pzzf00gEOhs8/777/L444/S2trM4Ycfxbnnno9pevOBXnjh3zz66HTq6uoYP34Cl1xyBSUlpQP1cDaKZjiJiIiIiIiIiKSAafo4//xf88ILr3PHHfczd+4cnnnmiW5tZsx4i3vvfZB7732YmTPf4cUXnwNg5sy3mT79fq6//s+88MJr7LzzRK6++oqBeBgpocBJRERERERERCQFtt9+B3bccSf8fj+lpUM5+ujj+Pjjed3a/PSnPyM7O4eSkhJOPPFkXn/9FQCeffZpTjvtDMrLR+H3+zn99J/z7bc2lZUrB+KhbDQtqRMRERERERERSYElSxZz221/4+uvv6K9vZ1EIo5l7dCtzZAhxZ0/l5SUUltbA0BV1UpuvfVmbrvtls77XRdqaqq3ymV1CpxERERERERERFLg5pv/xNixFldffT3p6Rk8/vgjvPXWG93aVFdXsd12owGoqqqksLAI8IKo00//OYcccthm7/emoCV1IiIiIiIiIiIp0NraQkZGBuFwOosXV/DMM0/2avPoo9NpbGykqqqSJ554lAMOOBiAo4/+MdOn38/ChQsAaG5u5s03X9+s/U8lzXASEREREREREUmB8867iJtuup5HHnmQsWMtDjzwEObOndOtzdSp0zjrrNNoaWnmsMOO4IgjjgZg2rQf0NbWytVXX05lZSWZmZlMmrQnBxxw0EA8lI1muK470H3Y1MqBRXV1zTjOwD3WoqIsamqaBuz8snXQOJH+0DiR/tJYkf7QOJH+0DiR/tA4kf7Y1OOksnIxJSUjN9nxt1V9Pa+maVBQkAkwCqjouY+W1ImIiIiIiIiISEopcBIRERERERERkZRS4CQiIiIiIiIiIimlwElERERERERERFJKgZOIiIiIiIiIiKSUAicREREREREREUkpBU4iIiIiIiIiIpJSCpxERERERERERCSlFDiJiIiIiIiIiGwDXnrpeX73u0s2y7n8m+UsIiIiIrLtMgyicQj6Adcd6N6IiIj08t5XTTwxq566pjgFWX5OmJrHlB2yBrpbnRKJBD6fb6C7sUEUOImIiIjI9+IYBpEYpPnBoO8gqb4Nnptdx6cLWpg4JpMj98onL9x3W8MAv99HIuHgOAqmRERk83jvqybue62WaNz7v6euKc59r9UCpCR0mjp1Euec80tmzHibhoYGzjvvAvbf/0AAZs9+jzvvvA3HccjNzeM3v7mcsrLhzJv3Ebfe+hcsawe++cbm7LPP5W9/u4lDDjmMuXPnUFNTzX//9/msXr2K1157mcbGRi677EomTtyNeDzOJZdcRENDA5FIhPHjJ/Cb31xOIBDY6MeyIbSkTkREREQ2WG0r3PZ8FRfesYjbX6pmVavRq00kYXDj48t44+PV1DbGeH1ePTc/tYxoovdb0LY4fLggwh+fWMEzHzSwqm1zPAoRERF4YlZ9Z9jUIRp3eWJWfcrOkZGRwT33PMjvf38Nt9zyFwDq61dx3XVXcuWV1/F///cYBx98KNdc87vOfRYtWshRRx3LAw88wj777AtALBbjzjvv5/rrb+Kmm67D5/Nz990Pcs4553HnnbcD4PP5uOqq67j33ulMn/4vEokEL77475Q9lv7SDCcRERER2SBtcYMbHl1CbUMMgA+/bmJJVYRrTx9Omm/NG/bqhgQr6qLd9l1SHaG6KU5Z7prQyTANXp3XwFOzvG+TP1vYwlsfr+a6M0aSGdRMJxER2bTqmuIbtP37OPDAQwGYMGEnamtriEQifPHF54wePY5Ro7YD4PDDj+Lmm2+ktbUFgLKy4ey44849jnMwAOPGbU97ezsHHngIANtvvwPLly8DwHEcHn30IWbPfg/HSdDU1ERaWlrKHkt/aYaTiIiIiPQSdQyqm12aogam2X32Uk1jvDNs6lBZH6WmMdFtWzDQe9YTQNDXfXtjO/z7/bpu21Y1x1lW1/0cIiIim0JBVt9zcda2/fsIBoMAnXWYEonEupoDEA6nr/c4HbdN0ySR8AKy1157mc8++4R//ONuHnzwXxx77PFEo9Fex9rUFDiJiIiISDc1LXD1w8u4+K5F/ObuRXxcEcFlTUiUFuj9FtIwIBw0kz97bQszTQ7cNbdbu0Mm5TEk19fZpnP/PvrRc1vQbSejcSEZNfNJj9b2OoaIiMj3ccLUPIL+7v+nBP0GJ0zN26TnnTBhJxYs+IbFiysA+M9/XmDsWIv09IyNOm5zcxM5Obmkp2fQ3NzMa6+9nILebjgtqRMRERGRTjHH4PbnlrOsJgJAa8Thr08t489nj2JI5pog6YjJ+bwwe1XnfsdMKSQcMpm3qI2V9VGssjAjCwOcuG8+e47LYnFNhOFFIQI+g3++WM34EensNjqDrJBLdgiO3aeQx2fUdB6vMNtPWUEAksXIg04r5gcPE/n8Da+BP0TGj6+kOXv05nliRERk0OooDL65r1KXl5fH7353LddccwWJRILc3DyuvPIPG33cH/7wCGbOnMEpp/yYvLx8dtllVyKRSAp6vGEMd/BfmrYcWFRX1zygVzspKsqipqZpwM4vWweNE+kPjRPpL40V6Y+e42RVG1z0z4W92l1yQhk7Dg923o4kDJbWxaltiFKUG6Qk189fn17Bt8vXVPs+85ASDtg5HdcB1zB48M063vh4def9Y4eGueSEoYR8Lu1xg6+WtfPZwhbGl2cwbmiInC7lJjLqbSJPXtWtT0ZBGeZx1xFh89el2Nbo74n0h8aJ9MemHieVlYspKRm5yY6/rerreTVNg4KCTIBRQEXPfTTDSUREREQ6pQcMCrL91DV2L5Sam+m9bUxgUNfk0BZNMDTPz5ghXg2JBdWxbmETwCNvVTFp3HZkBV3qmp1uYRPAtyvaqFwdZ2SBjzS/y9ShTUxtm0184Rf4fXuTGDaRdn+217i1+74Abt0yfPE28CtwEhER2dIocBIRERHZhrmuS2MEVrckyM3wkRt2+dXRw7jhkSXEEt7s8GP2KaAk10c04fLiRw088653Nbm8TD9XnDKCIZn0upw0eNsSyRnma5tU37E9LdFE9Pk/4q5aDkBi0cf4dz4Y/+QziLs+yC7uta+vfFdigayOVXciIiKyBVHgJCIiIrKNMgx4/8tG/vz4EtqjDmlBk/85bhjjywL85ZxRVK2Ok5NuMiTbh89wWVSf6AybAOqb49z/SiUX/7iUoflBMtJMWtqdzvv33TGHnLABrktBpsmUCdnM/aaZyTtkEwqarKhrpyTPD7j4GpYTT4ZNHeKfvU5w4pHEQ0OIZJUROvQ8Im/eC7F2zOLR+KedSXU0QGV9jFDApDjHR8BU+iQiIrIlUOAkIiIiso1a3WZw078WE4l5IU171OGvTy3nL2eXkxeGvHDHW0Xv/p7L7AC+WtJKewxywy7Xnl7Ok7NqWbiynT23z2LK+GwcB3wGmLicdkARk7fP4cmZ1bS2Oxw1pWDN7KT1XHAujh9n5L6k/XQCxNtJhPOpaEnj2ocW09Di9WvKhGx+dmARYb9CJxERkYHW+5q2IiIiIrJNWN0S7wybOkRiDqtbEt3btcO8igjhkK/XMXYclUE44C2NSzguzW0Jxo9MZ87XTVx27yK+q4p1tq1rSvDXp5aypDpCbWOM+16uZO6CVgwDEtnDMPLLOtvGh+7E4kP/yjvLsvmmMk5bHBwXWgP5tIaH0k6Yx96u6QybAN77opHFNdFUPT0iIiKyETTDSURERGQblZvhJ+g3utVfCgUMcjO8ZW4Aq1rhygcX09iaYLexmRy+ZwEvz6nDcWFIboAzDi7GxMUwDD5e0Mz8RS3dzvH0zFouO3EoBi6fV3S/D+DFD1cx2RqO68si/chLYcFsEquW827BT7j9yVWAV4h88vZZnHXoEEI+r1+RBHyzrLXX8SpXRdm+NJCiZ0hERES+LwVOIiIiItuonLDLb08awTOzalla005bxOGCY8vICbvgejWePlvUQmOrN+Np3rfNjB6a4Lyjh1GaF6Awy7u6XIfsdJOLDjBIN2PMr0vnpU+jXZbKueRk9H7rmZ/lJ+F6y+5ag4WYE46kKWpw3x0Lu7Wb/XUTP9orn5EF3iyrND9MGpfV68p3w4t0xToREZEtgQInERERkW1Uc8SgtiFGMGBw9JRCJo7OpDDD7ayrZBhGr7pNC1a08dIHq7jylGEY7poC4X4nwoHGTOLzpkMizoTCUex22H+RyCkE18EFxo8Ik5Ph71wG5zNh8g45PPxWDaf9oBC/4eI4LpGoS1vUoafWiAMkl/W5LkfvXcDSmgjfLGvDZ8Lx+xYxomDN7CwREZH+Mr6bhTnnMWiug8wCnD1Owh0zdUD75DgOhmFgGOspdLiFUuAkIiIisg1KYPDAa9V8aDcB3uylOV838b8/LiWYvNKb47jsPjaTf79fR06GnyMmF+C6UJofJBJ3SetS0inYuJTIO/d33jZqF7HD8qdJWBfRUREqLwy/++kI5n3XTDzukhn28+/3aqmqj/LDSfmUZntvqHPTDXYaldFteV4oYFCav2apXCQBb326mtL8EJPGZZMV9rHLdukEfL2DKhERkXUxvpuFOfMujHiyDmBzLebMu3Bgo0On9vZ2rrvuKioqFuLz+RkxYiQXXXQxV199BS0tLUSjUaZM2Ydf/vJCAO69904WLVpIS0szVVWV3HHH/cyf/yn33XcX8Xgc0zS44oprGDNmLNdc8zuWLFlMLBZl2LDhXHbZlWRnZ7NkSQXXX38N7e3tOE6Cww47klNOOY17772TJUsqaGlpYenSJVjWDpx66s+47bZbqKxcybRpB3DeeRdu5LO5hgInERERkW1QbZPTGTZ1+GppK9UNCcry1lxXZniBn9+eOJyWqMPdL67oLDK+w4h0Lji6lIxAcjZRY2WvcziL5hJMNNPmy+7clkg4PP52NT6ze+2oaMybvdTQDp8vbuXIvQvIyfDzwdeNjCwOcdahpeSFDVzX26eiOsYz79Z1O9+P9srnpKl5nW1ERET6w5zz2JqwKcmIRzHnPEZiIwOnDz54n9bWFh566AkAGhsbCYVC3Hjj30hPTycej/PrX/+K2bPfY/LkKQB8+eXn3Hffw+Tm5rJkyWJuvPE6br/9boYPH0E0GiUe9y7IceGFF5ObmwvAXXf9g4cf/j/OPfd8nn76SaZO3Y/TTjuz85wdbPtr7rlnOuFwmJ///FTuuOM2/vKXv5NIJDjhhKM46qhjGT58xEY95g4KnERERERkrXyGy/jhQW56qrLbFe2+WtJKRVWUCWXJWUcZ+b32NYtHY5oGGfXfgM9PPKuUwqx0RgwJsagy0tmuJC9Ica6fpghc+/ASahq8N9I7jEjnqtPKGZbnw4fTGSQZhsHCyvZe5/vw6yaO3TuPoK7DLCIiG6K5bsO2b4AxY8ZSUbGIm2++kV133Z0pU6biOA7/+MetzJ//GeBSV1fHt99+0xk47b33Pp1B0pw5HzB58pTOECgYDBIMBgF4+eUXePXVl4nHY7S1tXe2mThxV/7xj7/T3t7ObrtNYrfdJnX2Z889J5OZmZns2xhGjx7XebwRI0ayfPkyBU4iIiIi8v0VZPqYNC6Tj75p7ty2Y3kGBdl+Vrc7ZIRMAoa3PC0Sh2U1vQOeuqY4EKAtbtASGE7+hANIfPGmd2conbRpP6Ptmatx65YDYA7fiZyDzuN/jivjo2+bMQyD9JDBDsPTSfO5fLcy1hk2gRdq/fXJpdz485H4uizfMwwYURTq1Z8JI9MJ+gzQDCcREdkQmQXQXNv39o00bFgZDz30OB99NIfZs9/lrrtu54c//BFNTY3cddcDydlO1xONrvkiJhxOX+9xP/30Y5599in++c/7yMvL49VXX+a5554GYP/9D2THHXfmww9n89BDD/Dii89x5ZV/ACAYXPP/p2n6CIWCXW6bJBIJUkXf/4iIiIhsg/yGw88PKea/fjSUXUZncPbhJfxk/yFcPX0JF/xjIdc+spSq5Iq7sB+m7ZTb6xjlxUFWtcKVDy7h3Lurub3+MOoO+QOBY68kdMpfiC2c1xk2AThL52Os+ALTgIUr23nwtUqeeKeWqtUxXAziid71l9oiDk4yPwo67WTUfUHo438xKfEhVx+TRkcd1cLsAMdMKQBXNZxERGTDOHuchOsPdtvm+oM4e5y00ceurq7CNH3st9/+XHDB/7J6dT0rViynoKCQULcdRuoAACAASURBVChETU01s2a9s9b999xzMrNnv8fSpUsAiEajtLa20NTUREZGJjk5OUSjUV588bnOfZYtW0p+fgGHH34kZ555Nl9++cVGP47vQzOcRERERLZRmUGXY6YWMW1CBqvbHH5z9yJa2r3AZnFVhD/9awk3nDGSsN/l0Em51LfEmfV5A+khkzMOKaEsP8D9r9dQtdqblTTDjjHD9nHpT8qZGDAwFs3tdc54eyv/mlHLrM8bAKhtjPHHR5dw4y9GMbwoRNDfvbbT0VMKyQh6twPfvkPk7TWFya2ikdxzzhUsa82gOM9Pul8zm0REZMO5Y6biwCa5St2CBd9xxx23AeA4CU499QwOOuhQfv/733LaaSdSVFTM7rvvsdb9hw8fwSWXXMFVV11GIuHg85lcccU1TJ48hVdf/Q8nn3wcOTm5TJy4a2ew9Oabr/Hqqy8TCPgxDIMLL/zfjX4c34exDRRVLAcW1dU14zgD91iLirKoqWlaf0PZpmmcSH9onEh/aaxIf3SMk4U1Ca6evrjX/X88s5xhySLirmHQ1AY+H2SFoD0Ov71vMXWN8W77/PSAIRy+exahz54h+t5j3e5rOfF2zrmvodeqt/85rozdRgVZ0eDy1MxaVq6KcuikfPYYm07Y7xKO1xN76CKIRbrtFzruSloKxm/8EyHrpL8n0h8aJ9Ifm3qcVFYupqRk5CY7/raqr+fVNA0KCjIBRgEVPffRDCcRERERIStsYvQofxTwGaSneWFTS8xgZX0Mv8+gNNeP47gEfQa7j83i1bn13Y5VXhwikXBh3H74VnxNouITwCCwy6H4M7IpzG7tVqsJIDNs4rpQmm1w/lFDaI8ZhPyA4824MhwH4t33AaDHVYVERERky6DASUREREQoyDQ56QdDePTN6s5tZx5aQl66QV2Ly7UPL6a+yZvJtMOIdM4/qpTMoMsRe+Xz3Yo2Fq5sxzDgR3sVMKo4CLi0BvIJHvxrgq01YPqIhgvx4+eXR5byh4eXdNZm2mW7DMoKAoBLc9TgjU8bmPFZA+UlaZy4XyEl2QbRUB7+HX9AfP4bnf0zQhm4ecM347MkIiIi/aXASUREREQwcTl45yx2Lk+nrilOUbafIdk+DANemlPfGTaBd/W4r5e1M2m7ELlpLlecNIzqRodYAr6oaOaVuQ3sPT6bokyIukGi6cMAaGo3WFDZTmOrw9Wnl9MedfCZUFYQIOx3wTB47J1aZsz36jvVNMT4oqKFG39RTk7IJDDpBILZJcS/egtzyHb4Jx1LS6gABn2FCBER2RCu62J0XFVCNtr3LcWkwElEREREAPCbLsNyTYbldlypxyXumHy9pLVX24rKdvYck+YtrTNdquqj3PL0mivSvTRnFTecWU5e2LvdFDH4w6NLqVzlLYEzDLji5BGMLfbTkRg1tLnMTBYT79AacVhRFyNnaIA2fy7mjkcRGH8IcTNAu2MqbBIRkW58Pj+xWJRgMDTQXRk0Eok4punb4P3MTdAXERERERkkAqbLPhOye20fPzK984IskYTBI12W4gG0tDssrFxT4LuiOtIZNoFXK+qBV6uIuWvejvpMg6C/99vToH/Nt9SO4xIhRNzR21gREektMzOX1atriEYj33tmjqzhug5NTfWEw5kbvK9mOImIiIjIWjmOy747ZrOosp0Pvm7CNOGYKYWMLvHqNAHgGiT6uBqw0+WNflvE6XX/6pY4CQcCyS9Ns0Iupx00hHv+U9nZZtywMMPyA2gqk4iI9Ec4nAFAQ0MtiUR8Pa1l/QyCwTQyM3M2eE8FTiIiIiKyTllBl3MPH8JPphXhNyE3vfvl7EJ+lxOnFfHP51eu2RYw2K4krfP2yOIQptl50TkAjtirgPSA07nNdWFvK4OywpF8u7yN4rwgY0pDpPkVNomISP+FwxmdwZMMHAVOIiIiIrJeJi6FHe/deyxRcF2X3Uenc/HxZbwyr56S3ACH7J5PYYbRuZyhONvg6lPLmf5GFbWNMQ7bI5/9JmR1LsvrEDBdtivyMXpIVnJfhU0iIiJbIwVOIiIiIrLRgqbLziOC7DqqFIBEwuleO8OF8kKTy38yjLgDYb/bK2zqSnU3REREtm4KnEREREQkZRKJ3rWauvLh4OuxtE5EREQGH13eQ0REREREREREUkqBk4iIiIiIiIiIpJQCJxERERERERERSSkFTiIiIiIiIiIiklIKnEREREREREREJKUUOImIiIiIiIiISEopcBIRERERERERkZRS4CQiIiIiIiIiIinlH+gO9MWyrKuAq4GdbNv+3LKsycCdQBioAE61bbt64HooIiIiIrL1ME0DwzBIJJyB7oqIiGwjtrgZTpZl7QZMBhYnb5vAQ8B5tm2PA2YAfxq4HoqIiIiIbNkM08DBxOczqG6GZz9o4L7Xa1lYm8DBIOYYYGxxHwVERGQQ2aJmOFmWFQJuB04G3k5u3h1ot217VvL2HXiznH6+ufsnIiIiIrKla2g3eOPT1cz7tpmTf1DMLU8vIxLzZja98fFqzj9mGM+9V8uIIWkcs08BQzLBdQe40yIiMugY7hb0v4tlWTcCS2zbvt2yrArgCMACfm7b9o+6tGsFymzbXtWPw5YDi1LfWxERERGRLcvqphiX3buAiqoI4aDJYXsW8PSsmm5tykvSGFoQ4r0vGshK93HLL8cytCA0QD0WEZFBYBTexKButpgZTpZl7Q1MAi7dFMevq2vGcQYuXCsqyqKmpmnAzi9bB40T6Q+NE+kvjRXpD42TwaWizqGiKgKAYYDTx5fLjuPiS66ma2pN8O2yFgJOdJ3H1TiR/tA4kf7QOBk8TNOgoCBz7fdvxr6szzRgB2BRcnZTGfAKMAYY2dHIsqxCwOnn7CYRERERkW2Cg0nV6ljn7daIQ15mAL/P6Nbu8D0LSA+ZGMnN1Q1x2hPd24iIiGysLWaGk23bf6JLMfAuS+q+BM6xLGtqso7TfwNPDEQfRURERES2VKtaEsz9poldx2Ty8XfNADz/fi3nHzOMOXYTja1xdh2TxQdfN9LcluAn04Yw55smltVEqB4SZESBb4AfgYiIDCZb0gynPtm27QCnAf+0LOtbvJlQm2TZnYiIiIjI1sowDD74upGywhBnH17KtF1yOXhSHl8ubmXlqih7bp/Ny3Pq+Pi7Zr5d3kYs4bLX9tm8+tEqfD7NcBIRkdTaYmY49WTbdnmXn98Ddhq43oiIiIiIbNnyMwwO2T2PzytaWNUUZ+HKNt77ooFY3Kvj5PcZlOaHqKr3lt3NX9RMZtjHrqMzGJLtA7aciwmJiMjWb4sNnEREREREpP8M1+W4Kfl8uyJC1eoY737R0O3+MUPDfPBVY+ftCSMzGDM0je2KQwRMhU0iIpJaW/ySOhERERER6Z+w32XnEUH2GZ/FbmPXXDloXFmY8pIQtY3e7CarLMxBu+aw0/AgGUGFTSIiknqa4SQiIiIiMsik+x3OO6KY2sYiHNelKNuHacCNZ43qvB3UrCYREdmEFDiJiIiIiAxCAcOlNMcADDrqM/W8LSIisqloSZ2IiIiIiIiIiKSUAicREREREREREUkpBU4iIiIiIiIiIpJSCpxERERERERERCSlFDiJiIiIiIiIiEhKKXASEREREREREZGUUuAkIiIiIiIiIiIp5R/oDoiIiMjmYRgGhgGO43ZuiyQMltXFaGhJUJIfoCTH1LdRIiIiIrLRFDiJiIgMcoYBNc0w77smmtsTTBqbRVmeSdwxmP5mLTPmN3S2vfDYYewxOq1bKCUiIiIisqEUOImIiAxyNc1wxf0VtEUdAJ59t44rTx1J0E+3sAng7pdWYp09isygd9s0IRgMEI8niMedzd11EREREdlKKXASEREZZJqiBktrogSqGyjN8/HlkpbOsKnDEzOqOWZKUa99WyMOkbhLZhAaIgZzv2th7jdNjB0WZp8J2RRlbK5HISIiIiJbMwVOIiIig0hdK1w9vYKGlgQA+Vl+/vvIob3amYZBaX6AgN8gFl+zfG6HEWFywyYO8Pg7Ncz83JsBNX9RC7O/auSKk4eTFdRyOxERERFZN9UFFRERGSRM0+Dtzxo6wyaAVU1xFqxopyhnzXdMZ+3j54odP6d49i1cc0IeI4aEMAzYc/sszj1iKD7DoarJYdYX3ZfbraiLsqwuttkej4iIiIhsvTTDSUREZJCIuiYLV7b32r60up3LTx7Jw29WU17gclDro7ifvU8CKF80l2t3O5HoDocRDPkxXW/2krGO8/h8BoZhqKaTiIiIiKyVZjiJiIgMAi1Rg789tZwJI3sXWZoyPpuCdJcLjyrmpIlx3O/ex8gswMgqhHiU4IcPUdC2CB8uDiYYJkOyTabtnNvtOMMKQxTnBXl0Zj1/+3cVXy6PEVPmJCIiIiJ90AwnERGRQeC7ygjzK1opzA1y2J75vD6vHtOAE/YrwhrmXXLOdRxc08fyaVcypyobx4U9Sloo++QOWnw5zPmunedmryI73eTE/YZw3D4FjBkWZt63TYwdls4e47L4/X0LaWr3UqY5dhO/Onooe40J47qq6yQiIiIiayhwEhER2coZBtQ0eLWV3vpkNcOLQhwzpZBgwOSAXTLxsyYMWhQp4vL/tBJPRAF42gzwpx9fzJLKTG57bkVnuy8qKrjh56PYf3yYg3fJIhZz+PC71s6wqcNjb9cwcdQIgpozLSIiIiJd6O2hiIjIVs51YXRpWuftpTURnphRQ21jjGh8TTufz2DG/EbiiTUBlOOA3ZTLM++t6nZMx4UvF7fiuhCJxKlqdIjEERERERHpFwVOIiIig8CIQj9nHFJCesjEMGCv7bPJDvuY+20LpmkQd71C362R3kWXWtpdMsO93xKkJactVdQ6XHLPQlojDuEeU5lO2r+IkG/TPCYRERER2XppSZ2IiMggEPIbfLeijcP2LCAYMJi/sIWnZ9Vw/rFlPPTOKj5d2MIe47I4ZPd83vp0NV1LLo0rS8MqC3Ptw4s7t2eGfWw3NEwkYXDvKytJOPDMrBpOPqCYxVXtNLbGOXBiLmNLg6rfJCIiIiK9KHASEREZBBIJl3FlYe57ubJz24/2KuDxt6tZUefVa3ru/Tq+XtrKjb/YjoffqCKecDlszwLys/zkhQ1uOLOcjxe0EndcMtN8XPNgBYfvlc+Q3CCLqyI0tyW47+WVlBYEOeuHJYwr9gMKm0RERESkNy2pExERGQRc12XSmAx2G5PZuW14UagzbOrwzbI24gmX4cUhggGTW59exv/euZDFtQkKs3zM+7aRlz+s48HXKmmLOjw1s5Z9JuR0O8bKuiiZaXoLISIiIiJrpxlOIiIig0Rm0OVXR5ZQ15QAAzD6DoViCZcX3u9eJPyel1fy6x+X8d2K9l7tfSYcuGsub326mtwMP2cfVkpJjgInEREREVk7BU4iIiKDiN9wKM42AAhnpjFlfDbvfdnYef8hk/KIxhK99qtcFSUUNNiuJI2Fld1Dp5K8AKcfUMDx+xTg80HY76KyTVsfn8+gtTUKBqSHAyR6DwORQSWODwPwsfUNdjOZ6Tu9r/MgIrLVUOAkIiIySGWG/Zx+YCFTxmezoLKdsUPDjC4JUN/SOy3af5dcMvwu5x01lD8/sYzK+iihgMl//aiUokwDw3XJCHptFTZtfeKxKC/PaeLJ9xsxDIMTp2Txg52z8AeCnW0cTOpbHXwm5IYNvdBbAdOE+jaD2sY42ek+irIABRREHYPPFrfz3Ht1GAYcO7WQ8WUhgubax7RhQFPEIJZwyQkbmANUn840TZbWJ5hf0YKTgB1HZTCiwNDrKiJbJQVOIiIig1h6AHYeEWRieQjH8T5AhbINLjlxOHe/tJKGljj77pTD0Xvng+tSlAl/+Nlw6psd0kMGOWnKHQaDzxe38cjMhuQtl+nvNFCSF2Cn7bzAqSlq8ODrVXzwdRM+E46bWsQhu2YT8unF31KZJnxb5fC3p5bS2JogFDA467Ch7DUmjLGNpxNfL4/y92eWd97+65PLuPSkEYwf2vdHn4Rr8OE3rTzwahVtUYfdx2Vy5sHFZIc2//hfsirBNdMriMS8c/tnGlx56kjKC7SMWUS2PvrLJSIisg3oCJsATAN2Gh7gxrNGctt5oznroEKygmvuD5kuJdkG2SGFTYNBKBTgjc/bem2f8WUboZAf13WZ8XkjH3zdBEDCgSdm1LCoOtprH9lyNERM/t+zy2hs9ZaLRWIudzy/nMrGbTtsCoX8vPlJfa/t73y2mlCo78BpeX2Cf76wkrao99zN/aaZ52av8qY9bUZ+v8m7XzR0hk0A8YTLq3NXEQj4NmtfRERSQYGTiIjINsh1Ic3nkhl0YYCWjsjmkUgkGD2k94fVUUUmiYRDS3uCWZ839rr/yyWtmObm/cAt/VffnGBVU7zbNseF6tXbdlDoui7Z4d7BUna6H2ctBZGW1kZ6bZv1eQNt8T4ab0KmaXQGiF01tTrehSBERLYyCpxEREREBrF43GH/nbPJyVgTOuVl+tlnQjbxuENa0Mf2w8O99hs5JK3bzDjZsuSkm91eU/Am5BRkBwaoR1uGaDTBQbvnEfCtSWiCfoP9ds4hFus7cMrP7B1QlRenEdzMk4qi0QT77pjTa/uBu+USi259hc9FRFTDSURERGSQy80McePpJSyujmAAI4rTSE/z6jf5fQZH7JXP3G+bWd3sTenYYUQ61rA0NPtty5UXhl8eNYy/PrmUSMzFNOH0g0oYmqOpMOUFBlf/rJwvKlowDIMdy9MZnudb6wynkUVBJo7O4JMFLQCEAianH1yMbwDG/+iSIBefMJxn3q0l4bgcNbmA7YeF0O+iiGyNDHfwF2coBxbV1TUP6Ld0RUVZ1NQ0Ddj5ZeugcSL9oXEi/aWxIv3RMU6aowYr62MEfAaleX4VDN8KmCZUNxtUr46Rl+mnONvE3EQFw7fGvydmci3HWnKmbiIJgxX1cdqjDqX5AfLCBgP5OSmBiYtBwEhsVbX0tsZxIpufxsngYZoGBQWZAKOAip73a4aTiIiIiJAZdBlb3PHWcCv6hLsNcxwoTHcpTO943bbtguE99Sdo6hDyuYwq9AHeOrqB/lLel3wtt6awSUSkJ9VwEhERERERERGRlFLgJCIiIiIiIiIiKaXASUREREREREREUkqBk4iIiIiIiIiIpJQCJxERERERERERSSkFTiIiIiIiIiIiklIKnEREREREREREJKUUOImIiIiIiMhmFQyaBIO+ge6GiGxC/oHugIiIpJ5pGjiOO9DdEBEREekuABVVDu99sZpIzGHfnXIZXezD0PsWkUFHgZOIyCDSEoMFK6MsqGxn7NAwo0sChPWXXmTTMqCm2aVqVYzMdB9D8/wETX1wEhHpS0Wlw7UPLSae8P5OvvXJaq746UisYs12Ehls9DFERGSQiDkG09+o4b0vGzu3HTIpj1P2y8dEH35FNgXDgK9Xxvnjo0vo+HJ+v51zOP2AwrWGToYBkYRB3DHICLi4rn4/N6e2uMmK+jgAQ/P9hH3OAPdIZNuRFg4w+6uazrCpw4uz69jxxGHEIrEB6pmIbAoKnEREBomapkS3sAng1Y/qOXS3PIoyB6hTIoNcW9zgn8+voOtKkBmfNXDQxFzKC3t/W+9i8M3KGPe+XMmqpjiH7p7HDyflkhlccwDDMLy2CqJSrq7V4B/PL+fb5W0AjCsLc+6RQykI67kW2TyMXmETQMJxMQagNyKyaalouIjIIBGL9/2BKZ7Qt/cim0p7zGVVU7zX9qa2RJ/tKxscrn90CStXRYnEHJ6bXcer8xowDAPDgKpmeOWTJl6a18TKRoUgqWSaJnO+aeoMmwC+WdbGnG+aME191BXZHNrbouy5fTY9f+UO2yOfqGY3iQw6CpxERAaJ4lw/pQXBbtvGlYUpzNZkVpFNJStksPN2Gd22mQaU5AX7bL+0JkLPiUuvzl1FawwqG10uv28RD71RzaNvVXP5fYtYvlqhU6oEAj4+r2jptf3LilYCAdWOEdlchhcGuOzkkey1fRYTR2fymxOHM7okNNDdEpFNQJ9CREQGiTSfy6UnlvGfj+r5dGELe4zL4uBdcwkYmuEksqn4DJdf/LCEu1+qZH5FC3mZfs49spTCTAP6qJ2WEe4dbBTmBEgLGrz0UWO3mYoJB17+aBXnHFpIoo8lKLJhYrEYu2yXyWcLu4dOu2yXQSzWe5aaiGwaYZ/D+GE+xpUN9ZbRxWOA3quIDEYKnEREBpG8MPx0Wj4nTs0nYKoGjMjmkJvm8utjS2iKuIT8BunrKAQ+sijIyOIQi6sigDcb6sxDS/AbfS/Da2pNeFXGVfh/ozkOTBqXyfxFzXyywAudJo7OYLcxmTi6HLvIZpVIgIGW0IkMdgqcREQGCZ/PoHJ1gobWOCW5AULpBom+y8iISIr5DJfcNAC315K5rjKDLpeeUMbimiitUYfhhUGKs00SCYf9d8rhzY9Xd2t/+J75JOL65j9V8tJcfnVUKZX1cTAMSvN8BJIzKwyDdb52IiIismEUOImIDAKu6/Dm/HYefK2KWMIlJ8PPxccPY2SB6pKIbGkygi7jhwXWbEimHCMK/fz+pyN4alYt8YTLsfsUsl2x3qqlWtBwGJHfUcbUIei0Eli1CHfVUoy8YcQLRhExdWlPERGRjaV3MSIig8Cyeod7X67svN3QEuf251Zy7WnDSPPr6ksiWwMTl7HFfi49figuYLia2bSp+Y04vo+fITLv+TXbdjqIwOTTidF34XcRERHpH12lTkRkEKhu6F3wtrI+yuoWfWAV2eq4jsKmzSTUWkNs3gvdtsXnv06wpWqAeiQiIjJ4KHASERkEirJ7T1gtygmQk64/8yIia+PGI/RVkN3bLiIiIhtDn0RERAaBYfkmpxxQhJlcPZceMjn3yFIyQlpOJyKyNk7mEIyCsm7bjOwhOFklA9QjERGRwUM1nEREBgGfYXLoxCx2GZXO6uY4JXkBCrN8JBK65JKIyNq0G+lk/OgSEh89TaLiY3zDd8K/1/E0q2i4iIjIRlPgJCIySBhAaY6P0hzvynQKm0RE1q8lNAT/1HPw791K3JdOu6sFACIiIqmgwElEREREtmlx1yRuZvZVzklERES+J32FIyIiIiIiIiIiKaXASUREREREREREUkqBk4iIiIiIiIiIpJQCJxERkX4yjIHugYiIiIjI1kGBk4iIyHq0J0wW1Tq8+kkzC2sSxB0lT/0VCvnw+Qa6FyIiIrIuhgEJTAx9uyYppKvUiYiIrEXUgS+WRnlhdh3pIR977ZDNnS+u5Ed75TNtfDqurmi1VrF4nK9WxPlkYSvDi4LsUp5Ofoa+5xIREYk6Ju1Rl/QQ+I2BfzPRFDGY8UUj73/ZyISRGRw6KZf88ED3SgYDBU4iIiJ9MAz4fHGEW55Z3rlt/qJmzji0lOmvV7Hb6FFkBgf+TeKWKOAzeeGjVh6fUdu5bVhhiEtPGEpOWN+cbg5RfLREXDJDBgESA90dERHBe2+x/P+zd99xclXnwcd/597pfbb3ol6QBEICRBPdIKpptjEEbGOCE8dOtfM6cUsgduw4duLELa4YA6bYNNN7ESBEEQIhCYS0vdfZnZ1273n/mNWslpGNQFu1z/fz0R9z587M1eyde895znOe06/533uaaOpMMq/Mw2fOraA0mL+fYRhorbHtyW1rWCh+/lAHL701BEBjZ5LNO2Ncd2UNXoe0c8TBkaFGIYQQ02Iko3irI8OWhhRdwxpmWBwiow1+92z3uG22hs7+FB6XImNJI+yP6RlK8/tne8Zta+lO0tiVnqYjmluaB+A/bm/hb374Nv95Rwutg9N9RGIusDV0Dmm2t6XpHtbomXZRF2IKKEMxmISeeDaQ826xlOK6mxpp6kwC8E57gm/c0shIZmzfeFrx7I4E19/ayh3PDdA7MrnH3Dtk54JNe3UNpGnrlXu2OHiS4SSEEGLKxdOK/76rjW2NcQBMA756eR11RTNnHMRQ4HPnH4/ToThyYWA0U0eCTvuTscHaz4hsyrKn4Wjmlr6kwbdv3UNfLAPAGw1x/vP2Jr58eS1hl3z/YnJoFM/tjPOT+9rQOpud8VfnV7J2vlumHos5I20rnt02zI2PdJDKaA6f7+fqM8sIucd+BF0DGYZGxmed9sYy9MQsqqIGKMW9m/q494VeALY1xHnqtX6uu7IW/yRlVZuGwlDZoPG+HI6Z0yYTs5ecRUIIIaZcQ1cqF2wCsGz46YNtZPTMGRFX2ubS9SXjtvncBosqfVx0XBFKgk1/VEnIwYkrI+O2hf0mlUWuaTqiuaOtN5ULNu3V2Z+mo09GqsXk6Y1r/u/+tlxwSWv44b2t9MX/9OuEOJQ092b4+QPtpDLZH8Kru4a5+/necUvcBjxm7mFB0MGKej/RgInfk+2WD47AfS/2jnvfnliGlknMNor6FOccXThu22H1PsoisuKHOHiS4SSEEGLKvXt0D6CjN0XKUjhmUL2AecUm13+ijs07hwj6TFbW+ykLK2yZTvcnZSzNhesilEWdbNoRo6rYzRmrI5QEZZxrsgU8+R0EQ4FvP9uFmCiDwxb2uxLo0hnNUMIm4j2w3/1Q2qCpO03/UJryAjfVBQpz5oxBCPGemrtSeds2bhvk4uML2HsJLgwoPnpSCZpsW2hPe4Kzjy7CaY5mTSswlMJ+16DWZC4cp9Ccc1SEJTU+tjUMM6/cy5IqDy5D2jri4EnASQghxJTbX6bLSasi+Jx6Rs1SMxRURw1q14XRmmzxTgk2HZCIz+D8o8OcdngE0wSnyu+QiolXFnFw1lEF3L9pbIT83HWFlIcNQP4AYnIUhEw8LoNEauwcC/pMogGTA7moxzOKW57o4qmtA7lt155bwfplftJpKXovZoeicH7Xel65ZyyYBBhoTloR4t9va+adtgQAr+8ZZnvTMH95TikhD5y/rpA7nhmrIVle4KKywMlkytafqAAAIABJREFUNpA8Ds1hVU5W1kRHi5RLW0dMDAk4CSGEmHJlIYMvXFrN/93fxsBQhhNXRjjvmAJmarGPyV4h5lCVTtu4DEDn14YQk8OlLM45KsqqeQF6Y2kKQy6qipyYEmyaFE6XCVqTTs/t7zfigX/8aDXf+10L/UMZCkMO/vaiKgIufUCX9eaezLhgE8AND7WzuKqeQlmaHcjWyeoZ1iRSNsVhE7dkn8wISinSNjgNTV2JizWLAmzemS3A7XMbHLc8wn/d1cYVp5ZSEsw2c7oH07lg016bdw7RHSumNKj40OowtaUeXtg+yPwKL2sW+rMDclNA2jtioknASQghxJQzFKyodvLvn6wlY0HAzYwNNgkx2wRdmmUVDsaaeXM7GDIZUhZsb03zyEudeD0GZ64toL5w7k4Z1RrmF5t885O1DCVsgh4Dn/PAgk2w/2nW8aRNPKkl4ASkLMU9L/Zz93M9aA0VhS6+eGkVUfluplVPHO55voftTXGOWx7ipBVhrt1QSuu6Ina3JxhJ2fz64XaGEha72xv45ifq8Ls06o/Mj9u72ePQHF7rYs38EixLo6V9JGYxCTgJIYSYFlqDx9RwYDMuhJizlAKlsqliMvo8M2xrSfOftzflHr+wfZCv/1k9tQVzt+iQ1uBzaHyB7PSh99NHrih04XQo0pmxF80r91AUMgGZUtfYk+GujT25x609KW59qptrzixGSTBiWgynFV+/sYH+oewiDbc91c2ejiR/eXYJHpfiFw+2j9t/YNiioz/NvBIHJWGTpdU+3mwaq6p/7LIQhf7RlOBRmczBDxYopSRgJaaVBJyEEEIIIWaokQy8tifBo6/0U1Pq5kOro7lpGWJ62IbJvc+3jd9mw0tvxZh3bATLkoyy96syAl/8SA0/u7+Ntt4Uy2t9XPWhMryGBJsA2nryi1Fv2TVMIl2MV3pz06K1N50LNu314o4YfScX43YoTCO7Au++PO5sFqTL0Hz2/HJe3TXMa7uHOXJhkBV1Xkx14Bd2pSCeVnTHLPxugwK/GndjGEopdrYkaO9LsajKS22RE6dMwxTTQC5RQgghhBAzkDIUj78W45YnOgHY3hTnma0DfPNTdUQ803xwc5gBGEZ+JpPDVBII/IAsCxaVmnzl8lpGUjZhn4FTMptyygqcedsOq/Phndw60uJPcO5nCUXTyP6LeBUfWV/CTY935p47aVWYktBYSnfQpTlxmY+TVwSwLPt9ZyG1DcI3bmmgL5bBNODK08s4YZkfU2lGMorv/q6Vt1pHcvt/8swyTl7uk2uUmHJzd7K5EEIIIcQMNpyE3z/bNW5bPGnTtJ+lt8Xk0SiG04qMHu1g2hYXHFs0bh+nQ3HEggC2LMV4UPwOiyKflmDTu1QXOjhrbTT3uDjs5CMnFUuq4zQqjzpYVusbt+3C44uJeLOZRqeuCvD1P6vlz88p558vq+Gy9UU43pXBpHV22tyf+jNqFL0j2XpRmuw1KK0N/vfuFvpi2Qwry4afP9hO+0D2d9PSkx4XbAL4zaOdxJJzd8qvmD6S4SSEEEIIMQMpBaYxtpz2XvvLrplIIxlF75CFz20Q9ak53antTyhufKyTzTti1Jd5uPqscqqiBosqHPzzx2t5ams/frfJcYeFqS1QSLxJTAaPAy49voBTDo+QSNmUhB14HXP3dzkTuE3NZ88tZ2dLgsauJEuqvdSXuHLXS6cB9UUm9UV7K7u//79XPK2487leHnypD4CTVka49MRC0pZNQ0cyb/+ewQyVERepTP5npTI21rtqAGZsRVfMYihhUxp2EvYi9Z7EhJOAkxBCCCHEDOR3wWWnlPDT+8eKzxYEHdQUuZiseTQdMfjmbxvoGczgNBWfPKuMdQt9GO+jtsihIqMV37+rlbdaspkCu9oSfP3GBr59dT1hT3YK2GHVJdi2JpOxJdgkJpWpNKVBhay0MXMEXJrV9W7WzPeMLugwsX+XbU0JHtjcl3v8+JZ+FlV5OXqRj6oiF83d47NdC0PZrn1loQuf2yCeHLsorV8ZJuQdG0BIW4rfPd/HH17oBcDjMvjKx2uoisoEKDGx5IwSYpYxDYXTHFs6VQghDiVKQSyl2NWVoSOmsfXcvdjZtmbdIj9f+lgNpxwe4crTS/nq5TUE3ZPT2Uxrg/+5q4Wewew0jbSl+fG9bXTG5mYkpX/YzgWb9kqkbNr707nHqZQ1IStJCSFmrw+yemjCUrQN2AwkgX1ucylL8U63xVudFi9sH8x73TNvDOJxKj57fiVBnwmAoeCS9SUEvNmufcSr+Zcr61i3NEhp1MUl64s5c00B73RmGMlkP6y138oFmyB7bfvBPa2k7bl7zxWTQzKchJgllAJfvBV760PY3XvwLj8Nq+pwkmZgug9NCCEmTFOf5rrf7MmNzF50fBEb1oTn7Oo6TlOzpNzB8qoibFtP6nSHoYRNQ2f+NI2ugTRlIdekfe5M5XIq3E5FMj3+O/e7ZbxWTDyHw8AwDTJp6wMFMMTs0R6Db93aSPdAGrdT8ednV7C63o1GcfcL/dz9fA9hv4P1qyJAbNxrD6vzYdua6gKDv76wirdbRzCU4oU3B3lySx9fu7yGgEtTEoDPbChhMKn48b2t3PZkth5gZaGLf/xIFX1D6bzjau5OkUiD0z0V34KYKyTgJMQs4U12k7rty+jkMABWy3Zcx34Uc8UFecuuCiHEbJS2FT+4p2XcNIA7nulm9YIA1QVzu5NvTcGF3u9WlEddtPWNn6ZREJybzcWwB676UBk/vrctt239yjClYZnSJN4/h8rgGukGbZPxFpNibOW57jg883o/O5pGOHxBgKMWBYh65Ryb9ZSifyT7dwx7FUprUrbiv37fRPdANuCTTGv++84W/uOaerTW3P18DwADwxl8boOqYjfNXdmBgIoCF8ctDWLb2ZXovnNb07j7JUBjd4plFdlzy1Dw7BuDbN0Tzz3f0pPihR1DHD4/f8B6ea0PnwSbxASbmy0IIWYh1duQCzbtldr0e1xLTmbEDH+g97QwsGyNx/HB0oGFEGIijaTJNaz31dqbIuD1UOBTUtB0ErkMzWcvqOD6mxqJJ22Ugo+eXEJpeG4G+7SGYxb6qP1EHe19aSIBk+pC55zNthMfnNuKYbx0B6ktDwIac/4avCd+ihFHlKG0wX/e0ZS79r3RMMyOpmH+4pwyHGSDCYahUEpNepajmDgjGcUfNvVz76Ye0HDGmgIuOCbKSFrT0p2/0mjXQBqf2xy37dYnOjnrqEKuPL0Up6kojzoZSds09FiE/A7SVv65YFkalCKWzNZl2tY4nLfP9qY4Z64O85lzK/j5A20k05qqYjfXnlPO4IhGKXKr7QlxsCTgJMRsofbT4DcMxk38fg9pG1r6LLoHMgR9Dra808+m7THOPrqQ45YGcBjgMLQEn4QQ08LngoWV3ry6OUMJmy/8dDf/cmUd5SGpLzGZagpMvn11PV2DGYJeg8KAgTGHs3lMpamKGlRF9w77z93vQnxwzo43SWx5IPfY2rUZs3wJxvJzae5J5QXaN+8cor3foiqi6E/Axm2DvLZ7mHVLQxy5wE/AJefhTPdGUyKXrQTwwIu9zCvzcPg8L4UhR65W3l7RgAOfxyTkMxmMWwDYGl5+K8YF6yI4Dc2Lb8f58R/ayFiaRZUezjmmkN8/0517D5/boLzQzS1P9/HA5l4ifgfnH1vEll3jg07HLA2hbYtjF3lYXlPPSErjdRv8/tkeHnu1H0PBucdkp7N7ZDVEcZDm5pCVELOQLqgFf8G4be7jLiPpPLDsJo3i/pcG+cqvGvjvO1u4/qYG0hkoDjtRSnHTkz189TfN3P9KjKGUdOiEEFPPoTTXnlNOSSQ7HcBpKi4+sZgX3hwkmdbc/HgXen/BdzFhtNYE3Zp5xSbFATWng01CTIRApgdr9+a87dZbG3FgYfyRVWAMlS0s/R+3t3DLE11sa4jzswfaueHRTuz3Mdgopp7DYfD8tvyC30+/PkDQY/C5CypxO8f+hh87uYQ9HUm++qs9XH5aGYuqvCgFK+f5+cKlVbgNTc+w5gf3tJIZzWra2ZLAsuDTZ5Uzr9zDSavC/MuVdWxvGua+Tb3YNvTGMrT1pjhtdRRDZc+pM9cWcFiNF62zCUwhN5SFDF59e5hHX+lHa7BsuHNjNztb8zOOhXi/JMNJiFki7izAf9HX0Hs2Y/c0Yi5YR7p48QFnIw0kFIMjNhWFLlp7sqm8D73Uyz9+tIYf3dNK31B2pKWhI0FDR5KrP1SEIam0Qkw6rQwGRjT9wxmCXpMCn0LN4U5+sR+uv7KGna0pmrqTPL11gJbubKO3uStJ2tK4JOYkhJgFvNYAyTuvx7X42LznjOoVpDCpKlTMK/NgGIo1i4JYGkaSFqVhk6buNI3vKuT//JsxLjmhiOKABJ0+KFOBKzOAViZJMzjh0xQtS7O42semHeMLfi+p9mFZNvOKTb7z6Xl0DqQJ+02au1N893ctAPz43haOXhrm6rPKKQmOBf17YxZaQ2HIwQkrIrgcBpt2DPK58ys4YZkfpTSWrfj+5v5xn/nAi7184sxSvnftPDQQ8WVrSSlDMZjILkoU8iqeen0g7/+x+a0hjqgvmpIaguLQJQEnIWaRYXcJasnZGIYicYAXf6UUrf02v3m8jaauJMcuDXP6aie/ergdrWE4YeWCTXs98/oAFx9fSIFvMv4XQgjI/jbbBmxaehL8332txJM2hgGfOKOME5b6MdTcDTq5TU3Qa3DL453jtp+8Kpveb0vbVwgxCxgDbZAYYqR0JWbF6+jW7dnt0TKMZadi2RqfQ/NXF1TywOY+bn2qE4ehuPCEYjKWjWHsP6iUyF9gTBwgT2YQ9fr9pF++F+Xy4DvxKlLVa0mriVuJ07I1Cyu9lEVdtI8uwlAScXL88mBuoDjk0YQ8DiwMvvf77LQ4p6lYUuOjsy/FC9sH+fDR4dz9rjDo4PB5ARbX+PjD8z0k0jbrV0VwOhRoG62zgbT6Mjd1ZR4qi9wo4J22EdwOg6hvtCST1sTTigdfHuCe53swDfjkmaUsqfaxs3n8dPaFFR5sueGKg2R+7Wtfm+5jmGwR4K9HRlLTWvfM73cTj+cXiBNiXwd6nryfkZi+EfjSL/bQ2pMikbJ5q2WEkN/kkhOKWVbnx+1QLK72M5KycvPJTQM+tKYAr/M93lxMC7meHBr6RuDx1wa4/8VeBoaz9Rq0hlfeHuLYwyIE3Ac/ej2bz5WA16CqxMu2hmEsS3PqERE2rI3ilOymCTebzxMxdeQ8ef9cqQEao2v5/F0eklVH4l1yNLHq4/EedT5pbyGQzTB56Z0Rbn2yKzed6fU9wyyrC1Bb7GRb0wi9sbGBwXXLQjR2JjisLoA5AwcmZvJ5YhgK51uPk954C2gbMimsXZvwzDuclLdowj6nI6b58q/2cPIRUdYsCrJiXoDldX4WlbvyJkMaCrY3JygOuzj9yALaelOEAw6OWhKiKKhyZeO8LkUw4OInf2gjldHYGna3JSiJulhQ5s71cytLfDz5Wj9PbOln6+5hCkMOTl8dwTuaZqIUbN6V4NePdGCPnm+bdw5xxellvPbOUG7Vu5oSNxcdX8i76phPmJl8noj3RymFz+cC+C+g/93PS4aTEIe4lp4UyfT4BsnOpjgr6v384oE29s7Iu+C4IiwbdrWOcNrqAjKWzfspSC5mHsNQo3P037tBmrIVw0mN361wyQpMU6KlJ0XA68gtjbyv3liastDEjbbORg4F6xZ5WVFbj6Uh4AYl03yFELOIHa3miVf7SKaHufNlmzvJpo6fuRaOXJCmNOIk6jd4YkteH43NOwY52tzDFSct59WGbGHxeeVeBoczPLC5l0tPKMI5t28T75vTTpDZ+nDedqtpK0bhkglbNKejP4Vlw90bu8dtXz1vPlG/gWXts9qg1lx8QhFb94zwq4fac/u+tDPGNz5ZR2kw2xY3jWy20rs98nI/65cHcKhsu+/Vd2LjMpW27BrmreYExyzyoDUoZfDYq/nn2xOv9nHdVXW09KQwDEVF1IFXCoaLCSABJyEOcW5HfjrAqauj/Oz+dva9r961sZvPf7iK7sE0e9oTJFM2MEnDGnOFUthaYaqpXcZYk52q9fLbMdxOxeHzApQE97+cvFLQ2q/5/l3NNHenqCxy8VfnV1IZUbIa7iRzOwz6hzKURJx09o8POhWGJL0QwLY1vr1fhZyPQnxgCdsgmYaQB5SWKTJTJW146BzKb4d1DaS57elu2npTfPvqes5bV0RLTxKHodjdnuCZ1weoi2RIPvIjPEd+nodfClIacbF1dzeJlM0xS4P4JNj0vtmGE6OgEnpbxm03wiUTukJz2J/fxT5vXSFvtyV5YfsgCyq9rFnoJ+LJPlccMnn6tfFBoIyl2bonTtlKP1pDxoaSSP4fvbrYhcMge49Uis07hvL2eW33EMcu8Y3WYtLML/ewoynO8jo/q+YHAKgscOJ3ahaW7j12uemKiSGJ6UIc4iqLnCwo94zbVlbgIpke3+DUOptVcfNjHbT3JimNSDz6g1JK0T6o+d/7Ovnyr5t4/I1hRjJTly3W1GvxpZ/v5tYnu/j1I5186Re76Yjtv+EwlFL82y1NNHdn05pbulNcf3Pjflcq7B2Bne0ZOmIaW0v228GqLHLS2Jngw8cXE/Jlg7sOU/GZc8ulGKwQYkIoBbu6bK67qYnP/+Btvn9PO91xub5MlUzG5tQjInnbD6vzs6t1hETSpqErxX//vpmbH+vk1490EE9anLeukCNcb6FHYlTsvJVrTjDp6MuWRlhR5+eyk0vm9OISH1TaNnAedTE43LltKlKOrlg+oZ9TEXFwxpHR3OMFFdmi8N/9XTMbtw1yw8MdfOOWZuLp0d+i1hhm/u/SYeyt96j599tb6R/OUF4wFnTyuAwuPL6IrpjNsztGeGV3giMWBPLeZ0V9IFeLybY1px0R4eyjC4gGHNz8WAc3PdrBI6/0M5iY0K9BCEAynIQ45Pkcms9fWMnLbw/TG8sQCTjoH8oQDTro26cmgMuh8LlNPnpyCeuWBGVa1UHoGc7O3d87lfHnD7QTixdz3lEh9ASOoO2PMgzueq5rXPZaMq3ZvDPGOWtCeSN4PbEMA8Pji8bH4hbdgxn8hdkgiFKKN1tTfOvW5txyvJefVsKpK4Izsn7EbOFzaD57bjkNXSn+6oJKlFIUhbKr1El6mRBiInTE4Bs3N5DKZK8pm3cOMZyw+fuLK3FiTfPRzQ0Ly1389YWV/PaJLgBOOSLKll1DWDYcvzLMTY925P4+AC+/NcSGNREK7vshAGbnTtYOX8/ideeRnn8C/lAQU4JNH9hwoBbfZd+C3kYwnNiFdcQd+UHBg+EyNR85IcpJK8MMJSyKQi6+8NN3xu3T1puipTfNwlIHBpqPrC/m325uzD3vdiqW1/rpjWu++usGEimbHc0jnLeuiKKwk6jfpKrIRToD//iz3aRH22cfP7WExVU+djTHAVi9MMCKWu+4LPciPyys9PG93zXntr3y9hAba32cdURwQrO9hJCAkxBzQNitOWqRnz0dKVp6kswv8/IPl1Tzvd8109mfJhJw8PkPV7K43Ilta7nRHKSmrvy6WXdt7ObUVaGx6UGTKJ7I70QMv2tb2lYMjGj8HgeFIUeuYDxkC1gGvGPTKWNJ+O87W3PBJoAbH+lkZZ2fspCMlB+MgEuzvNKJ2jfGJMEmIcQEaelJjQtmALzZGKdn0KIsNE0HNcc4lObIejcra2to6knzrVubGE5ks01Koy6efj2/nk5sxMKoXIrd9DoAeriPcOvzqMNPIinBpoOitWbYXQrlpZP6OU4DqqIGYDCQAHs/93atwcTCM9zKat3OTVcEebGnkIZBN8cuC1ISVGxryWa2Adg23Plsti7U966dR6Ff8ZOHunPBJoCbHuvkby6q4hPhEhSK4pCBw4BYQuE0FV6nxjAUbzQM5x3P89tinHF4SLLnxISSgJMQc4TfqVle5eSwameuP3vdlTXERmz8HgO/U5PJSF2HieB05AdhvG5jdHnjg7uJp23Fll0xOnqTFIWclEcN9v04bdtcdkoJv3+2hy3vDJEe7WgcvWQsu6knrvifu1rY1ZYg4DW56owy7trYTVNXEoArTisl6ht7z+GkzdBIfhCrfzhDmdQamhASYxJCTAa/J78Wo89t4HYd/P1IHDitwaFsKqImHzu5hNuf7sZpKpZUezl6SYjntg2O27+0wI3j1L+Ad17AemcTZt2RsGAdceWdpv+BOBhhL5y5poD7NvXmthUGHVQXu/C0v0jynm/ntq9bup51x11FQmVrb3rd+RVwPC4Dl0OhUXkLj2gNr+8e5spTCrEsm1gSbnqii43bBgn7HVyzoYzl1S4WVXp5+KW+ca9dMc+HqTQy7iwmkgSchJhj9u3YekyNJ5BtdEqHd+LUFLsojTrp6BtrBFx5ehlex8F9zzaK+14a4I6nx1Y9ufL0Uk5dGQCtsbRiV0eaO57pRmv45JnlNHYmOHpxkKqCbIMloxU/+kMru9qyE/WHRiz+9+4WrvtEPf2xNIVBBxVRBwo7d6xhn5FX2NowoDg8Ptg0lFI0dqVIW5rqYheFvv0XKhdCCDE1qgqdrF0c5MUdsdy2y08rozigyGTk+jzV3CactNzP0Yv8GCo79aropGJiwxavNwzjcxt88sxyKsImcVWAsXQD5rINpDWSfT6bac15R0eoLfHw1NYBFlV5Wb8yRAH9pB750bhdM28+ifuw0yCyEIDqIhfnH1vI3c/15NplV55RStCt0bbmrLUFbGuIj3uPdUtD2QLhyuCOZ7t59o1sQLN/KMO3bm3mm5+qZ3mNl+W1Pt4YfW1FoYtTVoblPBMTTgJOQggxwQIuzT99rJptjSN09qdZWe+ntshx0MGX7iF7XLAJ4MZHOzhigZ8CLzR0Z7juprH5/9ub4nzl8lrmFe8zPS6h2dE0flldraE/lmZRhZvdnSmeeWOQ6mIPy2s9hNzZwOTfXVzF9+9sYe2SEH63wbwKLxHf2Aj5QAL+9abGXFDK7TT41ytrZcqdEEJMI5/D5hNnlHLK4REGhi3KC1xUF5iS0fwnJDKKxp40PQNpygpcVBU4cE5gXUvb1rhHb8taQ8Sj+buLyhiIa1wORcgzFlyybY38pWYPw1B/NGDjc8Kxiz0cv9SH1tnyFSqZQI/E8ndODmFpxTudaf6wqROnqfiny2oZSWSIBp1URIxc8Km21M2nzirn3ud7cDoUHz2phLpiB6CJpzRPbR3Ie/vW3hQV9W7+5oJyOgYtLEtTFnXgMSXYJCaeBJyEEGISRDxw3GIvSvlGGx8HfxPfW/NhX5YN8aRNSdDBo6905z3/4OZelpxXSiZjoxQEvQYlEQed/eMLhReFHTz9xhA3PNKR21ZT4uZLH63C59CUhxSfv7CK629qpH8o+9oz10a56NgoHge83jAyLgMqmba5c2M3155VCrIEtxBiFjFNhWUdOh2vgNNmeaUT2JuVeuj83yZa2lb85olunnxtrJN++aklnHF4cFLnPptoCnwAGltumbPOcFqxszXBrtYEi6u8LCh34d1PL1trsplHozKeCEbVMuzmbWM7GSaEy3mnM82//mZsEHHTjhjXX1U3Whdq7HOv+00jIymbo5eESFuaXa1xVta4QGcXBCqLOnMrEe8VHJ1q6zI11bn3k+uCmBz5k0KFEEJMCD1BKfBKZTtAJSEHId/4ehzFYSdFQROtwb+f1k3Qm31uIAFPvBHnlid7uOK0MtYtHasWe+aaKH63yS1PdI57bWNnkpaebBDJRnHjIx25YBPAAy/20dRjoZSio398YwaguTsldQCEEO+LaRqY+WWHpkQ8rXilIckNj/ey+Z0kQynJ0JxrOgetccEmgFue6KI/LjczsX8ZW/GLhzr57h0t3P1cD9++rZk7nu3D5r2vHyntwnnqtZh1RwCgQiV4LvwyyUA5977QM25freGZNwYxzbH3be1N09mfJha3eOTlPp7c0s9dz/XQP5I9Xx3K5poNFZj79PhXzfNTUyz1N8XUkQwnIYSYwfpH4NV3hmntTbFmYZCvXlHLD+7O1mBaUu3l0xvK8ZjZ2lCnrIrwyMt9udXkTANOXR1lYERz3c1NuZpSD73Ux5+dXsqH1kRwOQzKwibxFONWodtr77ZkJjtF7916BtPYJSar6v3c+ez4xtHpq6OYambUB1NKMZKBtAVBF8hInhCTr3cEugYyRPwmRUHjTy7lbqNo6LbY8k4Mr9tgRb2f6ihY+esVTApLK255spsnRoMND27uY+2iANeeXYpTyfVirti7Gti+MpYmmdFwAAEEMfd0DFps2jF+WtxDL/Vx5pooRf73fv2wqwTn6X+LKx3DdngYNnwYWuE08/NCXA51QG0qxVjJg7pig29/eh6tPSl8HoOqAiceh1zTxNSRgJMQQsxQsaTi6zc20BPLZhU98GIfnzm3nH+/ej6dfQm8ToWpbHrj8Oy2ATr7Unzpshreas7WaDpivp+ysGJ7a3pcAXOA3z7RxfeunYdC0xe3ifpNTlsd5aF9ViwJeE0KQk52d1uUFzhZNT/Apu3jG1UlkewoWW2Rk8+eX8END3eQSNlcc3YFZVEnO9vTlEWdhNzTF3iyNbzRlOQn97UTi2c4YUWYS08sIuiSBpcQk0Gp7HXn329tygWtLzulhNNXBTH/SPDmrY4M/3ZTQ+464XMbfPnyOirDU3PMPcN2Lti014s7h7johCIqwjIhYK4ojTgJ+kxi8bFI54IKDwUBE2ZgNSWNoi+u0UDUpzBkMGXK7W+wLrvd5kAnE6VxknYWZB+MTrs795hCXtwZy10THaZi3bLQuMz5ygJn3iI1Zx9VQNjL2LiahiI/FPldYxuEmEIScBJCiBmqsSuVCzbt9etHOjlueYSAK1sXam9Qqm90qtuTWwe58vR6UrkfAAAgAElEQVRSTl8VxLZt+CPT+ixb0zds8c1bGhmMW1QWufibi6ooL3Tx5JYB5pV7WL0oyFd+uYeRlE1B0MH/+1gNrd1JmrtTGAZcckIxNYXZwpQOQ3P0Ai8r6+pJW5rfPtXN/9yV7bz5PQZfvaKOsuBkf2P71zZg8+3bmnOPn3xtAK/b5LITo5Nak0OIuWooBf99V8u4jthNj3Vy+Dz//hcSMBzc+UzHuJ9jPGnz2u4hao4MTEmW0x+r2XQo1XIS7y3o1nz18lpufLSDHU0jrF0c5OITinCqmRdsiqfhtmd6eOzVfrSG9SvDfHR9EX6nnLNTqTTioKLQRWvPWGmBpTU+ioImBxPcqSk0ue6qOp55YxCXQ3HsshDlYTXuLX1OzT99tJoXdgyxvSnOccvDLK/xSNtGzCgScBJCiBnK2k+gKJ3RWHossb+5J5ULNu110+OdHL04QNANvXEI+BwEPCZDibFe24ajC/jp/W0Mjo7itnSn+M/bm7nuyhpOPixIc2+af/5lQ27/3liGu57r5quX19AzmMHrNukaTPPgq4NUFbqZX+7G79R4TE1Td4an9skUGE7Y/Oqhdv7+ovI/OaVmsrR059eXemJLPx9eF91vUU8hxMGJJ+1xGSJ79Q9nKAvl1w6xNAwn8/cfSdgoZQKTH3EqCposrfHxZuPY1OHaUvdoFufMCzaIyaE1lATgr88vI5lh9B4x8zrvSsHWhgSPvtKf2/bkawMsqfZx/BKvxBumkMfUfPHSah58qY/Xdg9z9OIgJ68K4zjIqbiKbEHvy9dHx2qC7uctI144a3WQs9eERleflD++mFmkqS2EEDNUdbELr8vA5VScfHgUj8ugpthNUchJT0/yT75WAQ09Nl+/sQGHofj4qaW83TpCS3eSUw6PUF3i5u6N42sutfak6B2yKA0q3mpN5L3n67vjoDUVUZM/bB7kt0925Z5bNc/PX51XhsvQ9L4rKwvg7dYRkhnwTcNdJ+jLr0BcXuDCOU2FiYU41IV8JmVRF+19Y8Few8gucrA/LiPDmWsK+NG9rbltSsHK+QEymakp4uQ0NH95bjlPbh3kxZ0xjpgf4ORVYdyGBJvmIgM9owckTNPIqxsEsHHbICcdFiCdnqLiZwKAqFfzsROiXHJ8AQ5DoydwxZQDybK0bT0hi9QIMRlm8KVUCCHmtgIf/Nsn63inPckvH2onFrcoDjspibooDWRHYquLXBQEHPTuk+V04XFFuJ2KH9/XRjqjSaP56f1t1JV5+My55VSEFG0D+Z2o9avCjKQ0O9stFlf5CHhNhkbGGq1HLgzgcUDfiOb2p7vGvXbLO8O092WoKTQpi+Z3KtcsCuJ1Mi0DbzXFrnGZCw5T8ckzyw569FGIqaYUuDMxVCbJiCuCMhwzMpPBbdj87UWV/MftzXT2p/F7DD57fuXosu/5LAtW1nn583MqeODFXrwugwuPL6K+2MlUZDftFXJrzlsb5Jy1YUwlHTgxc1mWZlmNjxffFXRaUe/HsiRIOh201photHz9QowjASchhJihtAZDwY/ubSWdyXZ8ugbS/NtNDXzzE3V4HDZBt+afPl5LU3eSkaRFyGuysMJNMgPNXeOzoPa0J2jpThHxeigKmly6vphbR7OUTloVIWNpvvzLPUC2YO/nPlzFf9zWSMaCeeUezl9XiNaajKXZX3s2NXqMFVEHnzijjHtf6KFvKENdmZuPrC9CTVPP2O/U/PUF5TT3pIknbSoLnRQFlGSdi1nFVDbeztdJPvxD9HAfZuVhxI76FIQr8M3Ami1lIcX1V9bQH7fxuw1Cnv3Xk9sr4NKcuNTDUYtqMJXG0BZTGWzaS2tQ2EisScxkWmvWLgrwxGv9NHRk7/XVxS6OWRKQQKkQYkaRgJMQQsxg3YOZXLBpr95Yhr7hDOVhg9eb0vzXnS0kUjZBn8kXLqnG69DYwDFLQzy3bXDca9MZzd/8eDfHHxbmvHUFHLnAT/+whVKKf7u5MbdfPGlz18YuvnvtfOJJi8KAA9vWvNWRARSr5vvZsms4t3/Y76A8mk1h0hoqi1ycdHiE8gI3iyvd074inNehWVi6zy1P2uNilvEMt5G465vsHT5XLa8T2PRzXl/2OZbXB2dmppOpKQ1ml+e2D2DU37LASUZ+n0IcgJBb808fraK9L4PWUF7gwGPKj0cIMbNIwEkIIWawsN9EqfELjnhdBgGPSd+I5jt3NOdWgorFLf7j9ia++ck6/E7NZScVMzxi8druYfwegwuOK+aRl/uIJ20eeqmPgXiGz2wooTxssGlXfs2mt1sTOA0oDxmkbM0vH+li42gA62OnlFBV5OHFHYMsrvLx4eMK8bs0KMUjW2Lc8kRn7n1W1Pv5/PnZ+k5CiA9ooI13z9UwWraia3tJZEK4paMpxJzjMTV1RXsLEso1QAgx80jASQghZrCigOKq00v5xUMdQLbw7ucurCLshZ3tmXHLjgMMDFu09mUoiziIeDV/8+EyBuOaWFLz3Tua6Bkcq/X0wpsxLj+5mLAHSiKuvM9euziI1wVoaOvL5IJNADc/1sm8cg9fvbyWoFvnImL9+6nvtHX3MG19GWoLpUq3EB+YJ5i3SQUKGLJcmMY0HM8kMU0D0AdUKFcIIYQQM5sEnIQQYgYzgPXLAyyr9dE/ZFEUcrCgOkBf7xDRgANDMa7WiM9t8GZjnO/c1sNXLq+lIgxRH/QO2eOCTQB+j4HDVCQy8MaeYS48vph7nu8mndEsrPTy0X3qLo2k8ufDvNOWIJW2YZ9YVcbSeUEwGKvvJIT4YNLhasylJ2K9+VR2gzLoXXM1pQWlh0QBfK1hT4/FfZu6MJRiw1EF1BSaKMnaEEIIIWYtCTgJIcQUS9nQ1mfTP5SmOOKiLGRg/IkOo6GydVBKg9lLtsNUABT4FNeeU8GP/tCKbYPTVHzkpFLu3NhFPGnzw3tb+cpl1TiVTWWhg5X1fl7bPVZ36VNnlhN0w462NL99sovKIhcXHl+MYYCV0QTdBpANNJVFnbidBsm0PXpM8Lkz/FSnd6L6FVaonIQRoMBvcOSiAC/tHMp9TtjvoLxgmpaoE+IQkTJ8uI69Csey00gNDZLwlZH2VlDrNzkUflsNvRZfvaEh9/j57YP865V11BQcQulbQgghxBwjASchhJhCllbc/UI/dz/Xk9v2mXMrOHax530vpavQHL3Qy8JPz6O5J0Vbb5o/vNBNXyybydQ/ZNE3bNPem8LlVFy9oYz2nhT9wxkqi9xURE1sW9M/lN2/pTvFb0drLzlNxamHhwh6DGxbE/XC166o5WcPtrGnPcn1H3ZRs/k7pDZmC40bJfX4Nvw9cWchnzi9lJpiDxu3DbK4yssFxxYSmIGraAkx26QMHxQsgoJsYmEBcCgEmxwOg/tf7B63TWt4bEs/nzqtSJZ5PwAWBqmMxusEtEZlxyVmZDF5IYQQc4cEnIQQYgp1xuxxwSaAnz/QxrKaesLu9/9+Ck2hHxJpB9+5vXlsu4KrPlTGP/1iN8l0tsdRXezii5dWsaTCObpXdntZNL9+08dPK+XN5gRPvTbAvHIPxx8WojKi+NKllVhaEd1+J6mesVXt7M7dsGczatGZhNyaC9eFOeeoCE6DvELHYuZIWIq+YRufWxH2cCjELsQstb86VA5DTf2BzDJKKZr7bH7xUAvNXUlOPzLKumVhdjbHAVhe46U4ML3fo1KQshVpS+F3amJJaO5OoZSiqsiJ35ldcCJjg9MALVEyIYQ4ZEjASQghptDQiJW3LZnWjCQ1YbfCMBS2/f4b22Vhk0+fVcYvH+ogbWlOWBHmma39uWATQFNXih0tSdbOc6NR9Axn6y2VREyu2VDOrx5uJ5nWnHBYiHjC5pcPtgPw8ttDPPJKP9dfmS0Q7nUqrKatecdgNb2OufQsMhmNtjVOpSWAMYN1DsG3bm2ksz+N26m45uwKjqx3c6j18R0O6BnO1isLuS2s/J+gmGaZjM1Zawt49o3BXEaOoeDkVRHJbnoPvXHN1369J3etL4m6+fIvd5MerZvnciiu/0Q9pfk156eERrGzLc3P7m+ndyjDGWui+NxmLpu2OOLk7y+p5ubHOujsT3HW2gKOWuTH65CbhxBCHAok4CSEEFOoNOLE4zJI7FOEu7LQRchn8npzkm0Nw8wr97K0yoPfdeANblNpTljm57C6ehIpm0jAwVdvaMzbr6s/RSLj4Y6NvTy4uQ+AZTU+/uK8cr5zTT2ptMblMvjbH70z7nX9QxmaulMsq3SSsWx8C9dhNY4POpkLjiIlncNJYZpjgchYUtEbyxDwmRR4FR8kqpfWBt+/q4nO/jSQDXp+/84Wvv3pekqDh07EqS+peOKFAR7c3EvAa/KxU0pZVefGIZHQGacqanL9VXU8sXUAQynWrwhTGVUStH4Pbb3pXLCppsTNjsZ4LtgE2QUbnnytn4+dGJ2Wlf/aB22uv7kxF0i857keTj8ySlWxm+auJF39aZ7eOkBDZ4K+WIYXtscoK3Axv9SFQ8n9RAghZjsJOAkhxBQKe+DLH6/hB/e00tKdYmm1j09vKOP+F3u567ne3H4r5/n53HlluIz30UHQ2VpLeA0MQ3Pa6gg3Pto5bpdlNT7ebk/lgk0A2xrjPPbqAB8+JoR2K4ZS+3/7fWuCWDVH4lh6Ipk3nwIUjsNOxq5cJfVCJljaVuzpSvPSW0NUFrmoKvbw7d82MZSwcDsVX7i0moDHxOtSRHzqgAu2DCVsGjqSedu7BtKUBvOnWM5GDofJ868M8Ptns7WB4kmb//pdM1++vJaFJeY0H514N4WmKmpw5cmFANnMJrmevCePa2wuotdtMpTIT+HrG8qg1AcLTn9Qllbs7srQ0JnMuyxtfGOAU1cX0NyVvQZ19KUoCjo5b10R2xqG+cbNjVQWu7lmQzm1hYacB0IIMYvJ0h9CCDGFtNZURw2+fnk1//OX8/nCxRUYCu5+vnfcfq+9M0xH//iOg/E+5jrZtua4ZUHOW1eYnUrkM/ncBZXUFjvYMVrbY1+bdsTI2NlbQtADFx5fPO75aMBBVeFYICLhCGOdcA2uK76H64rvYh37KRJm6ICPT7w3pbIdth/e28Z9m3pp7Unz/d+3MJSwUAquOL2Mnz/YwRd/tpu//cluHts6RMY+sHPE51IUh5152yP+Q2ccajCpefzV/rztbzbGMc1DJ4vrUGNZtkyjex8qow5WzfcD8HZLnJXz/Hn7nHJ4hExmar/THa0p/uXGBqz9TBEvDDkZGF2sAmBhlY+CkIOX34rR3J1kXrmXlu4k//LrBnqH814uhBBiFjl0WpZCCDGLuAyNyw2gydh6v4kpmdGG+lBKsb05QUt3kqU1Pjz+TP7O++F3ai45LsJZayIYBvgc2YDXvDJP3r4r6/04VPY4tK05ZWWQ8gIXT7/ez7xyL8cuDRJ0jz/ItHaQ9pRlH8gI9IQaySheb0zw9NYB1i4OUhR2YVk23YPZKXBHLAjwwpuDtHRnMwQyluaXD3WwsMJL9QEsI+9xaD53QSXX3dRIMp3tiF5yYjGlYZND5Y/pdhoUhhy0941P2Yv4HdMytUiIyeB2aD6zoYzG7hR9QxnqSz38/SVV3P5UNwq45KRi6ountrlvYfDbJ7tGj09RU+KmsTN7rTIMuOTEEn54TwtOU3HBcUX0x9IsrfXjMBTvtCcYGslw/IoyXtoZo603TYEvPzguhBBidpCAkxBCTLPCgMHh8/28umtsKLc06qQ04iBhwXd/18pbrSO55676UBmnrvCjD6C4uLY1/tG2+t6g1qJKD2sWBdi8cwiA8gIXHzoyMm5lII9Dc0Sdi7ULyrBt/YEKmYsPSCnu29zPXRuzqxnu6XBQFHZy3jGFFIWcdA+mmV/h446nOvNe2tUbp77AQ+Y9bu9aQ12RwXc+XU/HQJqQz6QoYGCqQ+fvbNoZLj6xhB03NZAZDTAVh50sqfZxqATVhADwOTVLyp1A9mJfFnKx/ONVKMBgerLFLFuzemGA5q4UqxcGWb8ygtOhWFTlI5W2+PqVdQTcBh4ntPZnUMrg6zeMraq6aXuMPzu9jIBPJmMIIcRsJgEnIYSYZiaaT59ZypOvx3j+zUEOq/XzoTURfA7Nrs7MuGATwE2PdrB2wTyC7g/2eX6n5jMbSuk8voiMpSmNOPCY+++AT/U0DAGDI3Dv8z1Egw4+fFwxHf0pbEvjchp8/LQSfnpfGy2j007efte5EU214ukcYbj0vetpaQ0hjybk2dsUOPSCMPPLDL5+ZT2NnQlcDoP6MjdFvkPv/ynEu5nTFGgCcCibS04spmsgww0PZ1c73Vu0/+s37GEkZWMacPWGcrY3xnlhe4xzjykct6oqwBNb+jhhWTVM4/9FCDG79I4o9nQk6exPU13iprbEQUAiHtNKvn4hhJgBgm44d02Qs44Mj05tyza8911taK+0pfdbF+P9cBqaysjekWPpgM9EFx5fzA0Pt+fOgQdf6uXLH6/jHy6tJpMBr8fgGzc15ooEn7nCSXXnYyS3vYnr4utJkj91cs6xoDoC1ZG934Wc60JMNq1heZWbl/cJIJ1yRJTbnuxkZHSFVsuGn/yhjctPK+OF7TH2d0uzNZh/ZDBECCHebShtcMPD7bz89lBu28UnFnP+MRF0Jn9BBTE1JOAkhBAzhNbZUel9M1Mqi1wEvCZDI2M3yhNXRgi/jxXJxOwS8sLHTimhoSMxLuBo2/DAi730xtIMxi3Wrwhx/Yed9HXH8JkZSlsex/nWC+ALo2xLlgURQkwbh6GpKhpbaMLnNugfGl9/UGtIZ2wSKZugz8TlUKT2ueZdemIxTrX/GodCCPFurT3pccEmgDuf7Wbt4iDlwWk6KCEBJyGEmMlCbs3X/6yWuzb28HbrCCeuCHPG2kKUlXrvF08SpSCWzHYMwj6FKVkjE0trTlkZ5sbHuvKeGklZuJ0GlUUmW3bHWe4fZtGmb4A9FpB0rr2AhCPAflMGhBBiipSGDD69oYxfPtjBcMIiGnTQFxsLOhkKnKMrRt71bDd/dkYZe9oT9A+lOWN1lAVlrnG1BYUQ4k9JpPOn32YsTSqtAVmddrpIwEkIIWYwraHYD1efUUzG1rhMKCxw09U1PQEnSytefGuEnz/YTiJls6LOzzUbygh7pFMwkRxYnLQyzGOv9o/bvnphkF8/3E7Q5+DElRF+8FySfzzpnynZ+XvMeDd6xQas+cdIkXchxLQzleaEpX5W1NWTSNusXRTkW79tYihh4TQV15xdwcY3ste4vqEMb+we5tNnleJx6NH6gXIdE39cylY09lh0D6QoDruoKjBxyxTMOa2iyEXQZxKLjw3CLa7yUhIxkVpw00cCTkIIMRtoG4fKTquaTm39Fj+4pzX3eOueYW57upurzyiSKX4TrKbI5CuX13LHM11Ylmbd8jAvbo9h2dA/lCHkNakv9/N3d1usXXAlx67wsXR+wR8tAC+EEFNOayIewGOgFHzr6jr6hiyCXoOoD1bWldHRn8HlVBSHTBxYZDLv+a5ijrOBh14Z5NYnxzKBL11fzIYjgzKbfA4r8Wv+38dqufWJTna3j3DEgiDnHFOI15Bg03SSgJMQQogD1tabn1n13JuDXHZyET65o0woA1hQYvLFiysA6IrZbHpzEIepWDXPz5pFAU5bFeCSEwoxlKIgoFAS9BNiyigFw2lFX8zCPxpA0bO8X6MUDKcUNhB0MaFT2rSGgEsTKDByj70OTV2RuXePCfsscWjrGITbnxo/7fz2p7pYvTBARUimTs1Vtg1VYfirCyqIJ23CPgOJYE8/6R4IIYQ4YJH9rC1bW+rGZe5nZzExRtPaiv3w9xeVk0yD16lQo+nhxYHRxrUEm4SYVOpdazU092v+/beN9A9lcDkU155Twep57lmbYZG2FM/uGObmxzrJ2JoLji3itMNDeB1ybREzS2zEyitTaGuIxW0ISYNkrnPqDGEXkJnlIwCHiNl6TxRCCDENqgodHLN0bKkPt1PxqQ+V41Azu0NiGIpY2qA7rrCZvY1RE43PqXPBJiHE5BtIwKZdCR7dOkxLv41GkbQU372jObfyWiqj+f5dLfQMzexr4Z+yqzPNzx9oZyRlk85obnuqiy27R1CSMCJmmLKoI28ALOx3UBaVXAohZhr5VQohhDhgXgd86owSzj6qgHjSprzASdSrZvRKQhaKV3Yn+fkD7QwMZzhiQYArTiulyDdzj1mIQ4VSCsNQWNbsDJIOJOArv27Mra6mFHz547VEAyad/elx+2oN3YMZigPO6TjUg2KaBpu2D+Ztf+SVPtYtrpz9cwXFISXi0fzDpTX85A+tNHQkqC31cM3Z5US9etprXQohxpOAkxBCiPfFbWpqC00YzRSaycEmgJZem+/9rjk3FeaVt4dwOhR/cXYphnSihJg0/QlFU1eKeMrG7VTUlbiJevWsmv35dlsyF2yCbFDpxkc7+OKlVUSDjnHPAUT3M+14NrBtTXWJO297XZkHhZbqSmJGsW2ojsA/f6yKoYQm4FG4DVuCTULMQDKlTgghxCGtpSeZ18F9cUeMWGJ6jkeIuWA4rXj8tQEe2Nz7/9m77zA5qivh/99bVZ3jTE9PjkqjAEgCBEggQCKZDDbJmGyzDutd2++7v33X63XEYK/T7treXe+u1wkDNibaZCPACEQUUUKMQEianHP3dKq6vz9a6mHUI2kkTejpuZ/n4Xk0l+7pmu6qrlunzjmXf3+whR/d08yXf7GT9qGZ3rJDE41lX8EORkx0IfnipRU47emptCbgxnNKKfbNzqm1lJKV8zwU+UezszxOjXOOLcDat1mOouQIh2YRckscahUyRclZOXMbpr6+PgTcDswHEsB7wKcbGhq66uvrTwL+C3ABu4BrGhoaOmdqWxVFUZTZw+fO7tlUErRjz5kzoDKdhIBYShBPgdch0FQ/rCnR1J3E69R5e2ckMxaJWdyxoYMvXVw2433I+kdgZ0eclCmpK3US9o7fd39BuRNNMKZB8YWrQzgNqCvS+cHNdXQPpvC7dUIeELM4Fyjogm9dV01jdyKd8VRkJ+hS6xEoiqIohy+XptsS+F5DQ8MzAPX19d8HvltfX38z8FvghoaGhufq6+v/CfgucNOMbamiKIdEWib6YAtysAvhDWEGyhG6faY3S5kjasI2ls/z8OYH6QtfXYObzi3DpatAw5wjoKE9xc/+1Eb3YJLjFnm5/swSgs7cvaIWQtATlbR0J3DYNCqLbLhnxaphksg42UE72mLETYlzCnr3CwE9EfigI44A6kodhNzZAZPeKHz1N7sZipoA2A3BLTfUUjbOcuqlAY2vX1vDnU930jeU4oKTQpy4yJ3J+vE7JP7w7F2IYF9eu2Rp+WiWkwo2KYqiKEciZwJODQ0NvcAzHxp6EfgscBwQa2hoeG7P+M9IZzmpgJOizAK6AeKdv8Bf/nt08MSrkcvPR8r8maQructnh0+fX0ZjV4JIzKQiZKc8oJZdmou6huC2Oxsz2Sqbtw9jWfCFi0pzNtOpdcDia7/eRTyZ3ui6Ugd/d1klPntuRwIqCm2096Wyxlcv8eM0YCoSgTqGJP/0q93EEunP0u3QuOX6WsLe0ccIIXjt/eFMsAnSK8w9/FIvN59ThNynfEwgqSvS+fLl5ZiWwK7LnO9bpyiKoii5ImcCTh9WX1+vkQ42/RGoBnbv/X8NDQ3d9fX1Wn19feGeINWEhELegz9oioXDvoM/SJnz8m0/6dn1AeK5X4wZ0166C6v2OIrmL56hrZr98m0/mWphoK7cM9ObMSPUvjLqndY+9m1H8/r7wyTRqQzn3v4RS5j8yx93ZoJNADvb4+zqSLD+2MJJfa3J3k/CAJpBNG5y78YukinJMfM8XH5aMeEi56S+1l53b2rOBJsAonGLTdsG+dR5FWMe1z3Ul/Xcjv4Efr8bu2129mCaLur7RJkItZ8oE6H2k7khJwNOwE+AYeCnwKWT8Qt7eoZntOlhOOyjq2uWdcpUpl0+7idyZBjN3Pcut8SMDuXd3zpd8nE/UabGdOwr/TFBc3cCu7G33Cs3M4UAXPbszLYCn4E0Uzl5TCWs9Cpv+2rvi9PdPTRp5U5TtZ/4bHDhKj9rl/lIpCRBt0AnSVdXctJfyzA0WnviWeOt3Qn6+iKkUqP75aqFPh55aew9y48cX8jgQESVkB2AOvcoE6H2E2Ui1H6SPzRNHDC5J+du49TX1/8AWAhc2dDQYAGNQM2H/n8RYB1KdpOiKDNH84cR3n3uxDvc6IGSmdkgRVEmTfsQfPXXu/ne3U18+87d/PiBVvrjuVuuWF5gsGapP/OzJuCzF5ThytGeSE5Dsn5FMGt8QbnrkAIjwwlBQ1uS9zpSRFPT+/mYKQufXRJygz6FDbVTKYszV2a/V+uWB8YEmwBqwjr/52OVlBTYKfAZ3HxeKUdVO1SwaQ4SAkZMQdwUCJG7312KoiizVU5lONXX199GumfT+Q0NDXtvU20GXPX19afs6eP0GeAPM7WNiqIcGuH0Is77B+SGn0BPEwRKEWd+Hs1XiJVSs3tFmbU0nfuf72AgMprB+E5jlIbmGCfOd8zghu2fQ5fceFaYs48vYDhqUlpoJ+wVOduTx7Lg9KP99EdSPPlaH267zvVnl1AVmnj/u54ofPO3u+kfTn9O5SE7X76yikAON0o/XIvK7XzuonLufqYLBHz89GLml9rZt2GUIWBlrZ2l11chJbhszGgWvDIzYqZg49Yh7t3Yjc0QXHNGCcfNd2EItS8o08MwBCk1F1byXM4EnOrr65cBXwa2A5vq6+sBdjY0NFxaX19/LfBf9fX1TtINw6+ZsQ1VFOWQWBYkAtVoF9+CjA2Cw4s03KBOsNPCAlr7Ldp6EvjcOtVFdtw29d4rRy6ekuxoHckab+mKoy10YVm5WVrn0CXzinRgb9Amt48Hr11yzWmFXHxSIboGXvvEg2CdkZAAACAASURBVCOaJtjwRl8m2ATQ2pPgjQ8inL7MnXcZPXYNVi90cWxdDQiJQ2e/wUQpwa6l/1+O7qqHRNOgJypImZKQR8vZJvi5Qgh4a9cItz/ZmR6Iw7//sZV/urqaRaU5c3mk5KnuqOCDthjtvQnqypzUFtvwqcWblTyVM9+oDQ0NW4Fxc1kbGho2AUdP7xYpijKZLN0JnqlpFKuMTwjBW7vi/Oje5szY8nke/vqCUpw5WkKkzB4uu+T4RT4eeXlshfuCitwNNs1aUmYuRg7lrZUI3muJZY3vaIux/mgvppl/n5OUErsu9/x7hjdmmsRNwfNbIvz+mU5iSYtV9T6uXldMoWuOvAGHQQqNJzZnN49/uWGIJRWhvDw2lNwwmND4n0da2dYYzYxdcVqYS07MLv9VlHyQcz2cFEVRlMkRTcL/PNo2ZuzNDyK09E5+w15l7rFSkrOOK+CYeenV3XQNLjm5iAWluVlONydJi9OODmQNr1qUn8GmuWpXV5JfPdHOSMJCSnj53SEef7UPzVDT/P3RkFQUZX9XlRXaVXmlMqWauxNjgk0A9z/fTUu/+k5W8lPOZDgpiqIokytpwlDUzBqPxtWkRpkcIZfkCxeX0TloYjMExT5t1tQnCQGRpEATAp9TkExmHyuznZRw7Hw3564q5PHNvehCcOkpRSwqdzCVpYSmFHQNWcSTFiUBG84cXrlwttM0+KA9O4vtxW2DXLS6EI+a6Y/LsiTnrSrkhXcGiSXS+2fQa7BygSdne7op+SGRzP4+TKYkqfw7BSkKoAJOiqIoecvngNVLfLywbXTZWZsuKA+pRgHK5LEJi4rAnor4WRJsiqUEz24d4p6N3WgCLj65iGXVbsqCGrY8Swpx2yQfP7WA81YVIIQk4JzaJumxlODujT08+Xo/ACVBG1++qopC95S95JxmWRAOZH+nV4YduOwC1cpp/0r98N1P1tLYGUfXBDVhB/48bKav5JaKsAOvS2d4ZDTCtGK+h+KADqiok5J/8mxapSiKouwlkHxifTFnrgxiNwR1pU6+fm0NRZ6Z3jJFmVlbm2L8dkMnsYRFNG5x11OdNDSPsPmDkfxcGl1KAk6J37H/JtqTZVdXIhNsAujoT3Lvcz3sp02nMgkWlDlYWOHK/Oy0a1x5ejGapS5eD0RKKHTBihoHR1fZVbBJmRalPsk/fryG4xZ6CfkNPnJ8IdeeWYpNBZuUPKUynBRFUfKY3yG5fn2Iy9YWYdclhpBzppGuooxH1zU2fCggstf25hGicZMVdR6cujpIDocQ6f4k+3p7V4S4VYRD3eacEkGn5EsfraCxM0EsaVEVtlPimzUJhzNqMKHR1pvEadcoLdRw5PiqlcrsZ5pQGYS/vaSMSDx9/Kpm4Uo+UwEnRVGUPCelxK1WpVOUjJoSB1t2RcaMFQVsvLEjpvq3HAEpoTqc3Yh55XwPDp2pbBs16xl6OgfscFuJeW0WSytGp/Uq2HRw7UOCf7m3kbbedJB03Yogl64JEVSZTso0EKaJ14BUaqa3RFGmlrrXpCiKoijKnGGaFutXBPE4R6dAAY9BUcDGmSsL8KgWZ0ekJmxw4UmF7K1MrC52cMmaECq1cnw6Ft6B99Gf/BHaw7fi6XoLm8zOElMml9Q17n++KxNsAnj6jX52dcZncKsURVHyj8pwUhRFUZRpphka8RQ4DLBUKv20K/bCd2+q5YOOBNG4hQDcDsGSSqdaEv0IOXS47OQC1i0PEk9ahP06dk29p/vjGtpN7O6vsjf9y2x6G+cl/0gyfMzMblieG4qRtTQ9QEt3guPq7JiqnY6iKMqkUAEnRVEURZlGXRHBnzf38vauCEfVejj7uCBh1ch9WkkJASesrLGjaQKEwDItVM3X5BBS7lmcQEO9p/unaQLz/RfZ9z1KvvpHbOcfTdJSjdanis8JS2s8bNo6MGa8okgFmxRFUSaTCjgpiqIoyjQZMTV+/EAzuztiALR0x9nWGOEfr6rCbahMp5mQzmhSQZHZICWhbQD6h1MUB22U+eWU9SrSdYFpTv1+IYzsnlfY7KhV/aaWMC0uWVPEzvYR2nrSZXXrVwapLXagvg8URVEmjwo4KYqiKMo0ae1NZoJNezV2xmnrSzI/rM/QVilK7otbgqffGuaupzuQEhw2jf9zWSVHVxmT2nQ3khRsa4rxblOUpdVuFlc6cNsm7/d/mGVJxLxV8Mr9YCb3jApsx1/C8CyLP2sa9I5odA2k8Ls1SgICpiFgdyTSy9NX075nlbryAgObUOlNEyU0jYEY2A1warNsh1UUZdqogJOiKIqiTBObMf5aHTZdreEx62gag7F0Hy6Hutiacq39Jnc+1ZH5OZ60+NmfWvnGdbUUOCfn/U9JwS+e6OCVhmEAntjcxylHBfjkWUXoYmqCJyPeKlxX3oa140VIxtEXrmYkUDfrkmx2dEn+9d5d9A2ncNgEN32kjOPnu7Hl+LERsFsESvcG+1WwaaJ6RwSPvtzDM28NEPIbXHdWKUsqbAi1OICiKPtQM1xFURQl75hoJCyR7s+TQ8qCOquX+seMnbjET2lQZTfNJr0jgp8/0cWXfraDW+5s4v0uS82opljvQHYaU99wiqGRyQsSdA5amWDTXs9tGaB7CtONLAkRTxXxFVeQOOFahv3zMeXs2pmGkxr//mAzfcPpzyielPzXQ620D6gATj4SmsbDL/fy+OY+4kmL1p4E3/t9I009uR1cVBRlZqgMJ0VRFCVvSAQ7OlPc/mQrQ1GTC08q5KTFHlw5crazCYur14U5fqGP91pGmF/hYnGFE3uOZwEooyw07tjQwSvbh4B0SeRtd+7m1hvrKPMf5MlKhqYJIol0Io/HJjlYYkQ4aEMIxjyuOGgj6NGByTl+9rdCoWlJprqn0mxeHbEvYtLZnxwzZkno6E9QVTBOjyplVhuIwbNv9Y8ZsyQ0d8epLnTO0FYpipKrcmQKriiKoihHrrXf4pY7dmcuSn/5RAdCK2XdMg8yR1L9Aw7JqvkOVte7SKXUymizTV9U8up7Q2PGUqakuTtOmV9dXE9EwhRs2hrhd890Ykm4/NQiTl3mw6Hv/1goLzD49AXl/PKxNuJJSdBr8LmLK/HbJy9YGw7ozCt18kH7aJ+1xVVuwn6DyQpq5aOAWyfoNegfHpuFVuSfouZXyoyy61Dot2Ware/ldsyuzDxFUaaHCjgpiqIoeUEIaGiOZmVKPPRiDycv9mLTciuwkw42KbON3RD4XDqD0bHlQupia+K2t8X5xePtmZ9vf7KTIr+NlbX7D9gZmKxZ4mReWR2DEZPioI0ij7XfhuHRpKCjP4XDLij26xgT6MHk0CRf+mgFz7w9wOvvD3P8Ih+nLvNjE+pYPZCg0+KzF5bzo3uaiCclQsBVpxdTWqCjAur5x2VYXHdmKd+7uzFzvq0tcVJXqlb4UxQlmwo4KYqiKDlHiPQFY9IErxO0CWQnSQleV3YvpAKfgZ5jwSZl9go44fqzS/nJAy2ZsaXVbqrDdtTF1sEZhsbGtwezxje80c+qBWUHDsSmoNQLpd50Gd3+gk09EfjWnbvpG0o/YO1RAa5ZH5pQaW3AKbn0RD8XnRBEw8qZzMhcZllwVKXBrTfNo6MvScCjUxbUsE1Ro3VlZphSY3DEwmETLKu0c8sNdTR1xXE7NOpKHQQc6vNWFCWbCjgpiqIoOcUC3mlK8t+PtNE/nOLEJT6uXV+MfwKT2foKJ4U+g949F5qagKvXFaPNwkDASCqdoWHoguKAjn0WB836Y7CrI44lobbYQcjDQXv25CrLslhZ5+Cb19fS2h3H5zaoK3Hgm8TSrukgRHofG45JDGfy4E+YJJYlqS5x8MK2seO1xc5JCe5IIbj72c5MsAlg45YB1h7tZ3HZxEq8LAsE1iz81pg5pgnFHkmxZ++lhXr38klfTPDfD7eydXcUn1vnM+eXsazKTnXB3p5N6vNWFGV8KuCkKIqi5JTOQcn37m7K/PzStiHshsanzi466JLLASd889pq3m+LE41ZLCh3UhrQmG2T4b4R+M7vm2jvTffIOHahl5s/UoLHdvh/h2FoWJac9ubEvVH46m92M7SnBM1p17jl+lpKfNO6GZPKEFAX0qgLufaMzL5g0wddJv92fwu9QylKC+188dIKKoJiygOBliVZvdjHY6/0MhBJ7xNel87pywOY5pG/eCIF25pGssZbexIsKbfN2kCnoswUC8EvH29n6+4oAENRk+//oZnvf6qOEn9urQSrKEruUQ0HFEVRlJzSuk8jUoDntwwQzR4eV8AJx9U5WLvERVlAIGZZsEkIweOb+zPBJoDX3htme0vsAM/av7gp2NqS5D8e7uThzUP0RidrSw9O0wQvNQxngk0AsYTFE5t70TR1oTJTBkYE3/ldUyYTsL03wT//volocno+k0I33Hp9LX9/RRX/3+WVfOfGGsLeyfndTgOOW5j9y6qLHSrYpCiHIRKHN3ZEssbb+yZ4UlYUZU5TGU6KoihKTvG5s/swlRbasWUP56WUFLy1M3tyv6MtxnHznIecofRiQ4T/fWxPg+atgzzyci+33lAzoRLFIyWEGBM426u1J4EQgr4RSTRmUejTcdukCghMk+6hFLGERZHfxnGLfERiJi+/O0jvsElFcHruRfqdkqMqR0vcJuuzl1Jy8eoQuztivN8aQxNw6SlFVIdszLZMR0XJBQ5DUBy00dk/tvTW71GXkYqiHJz6plCUGabr6cm9ac6ukgxl8ui6RlOfRVNXHIdNo6bYToFz7l4YVYVsHLvAw2vvp4MuugZ/dX7ZrO5hdChsmsWJi300d8XHjC+uch9ysKl7IMFdT3eOGRuIpGjsSoy52J8qpmmxZqmfp9/sHzN+8ZoQz70b5eePtJE0JQU+gy9fWUWpKs+YFn63zpnHFuBx6jy3pR+vy+D6s0vxuQ1mW3ngeIJOyZevrKRnyMRuCAo84qDluIoyGWaqdHkqOQyLz11YzrfvbCS1p+z11GMClBcYqCCuoigHowJOijKDWgckz7zVSyJpsW5FkGBw9k/0lUO3o8vk1jt2EU+mJ24VRQ7+72WVFLnn5kTOaUg+c14pLb1JIjGL8pCNIs/cCURYFqw7JsC7jVG27o4iBJxzfAHzSw89QGTJ9H/7ms6Vt+aX2vj8xeXc8VQnpim5/NQwAY/BbXeN9unqG0rx4wdb+cYnKudMYHEmhX2C4qCdO5/qAKBnMMXPH23jOzfV4bfnx7FmE9ZoAFMFm5QpFjcF21vjPPv2ANXFDtYs9RNyz/RWTQ4pYV6xzg9urqOtL4HXpVMWMLDr6rhSFOXgVMBJUWZI24DkK7/cyd7Epqfe6OfWm+qoCubHZP9ADCOd1XXA5a/nCFMY/OEvLZlgE0BLd5yG5hGKFjkP8Mz85jQk84vn7inK75D834+W0TNsoWsQ8mqHlaERDti4bG0Rv90wmuXkdepUhe2TubkHZAjJiQtcLK+rQUpw2+CtxnjW45q74gzHJIV5cpGWy+IpePK13jFjUkJDc5SKoEfFZxTlEGiaYNOWCL98Il26/NK7QzyxuY9bb6idltLlaSHTvdcK3fbRAUVRlAmYu7N5RZlBmiZ4YdsA+1bRPfBcN1+4uAQrT8vrLAm7e0wee6UbXYOPrCqkqlCfdU2dJ1MsZdExTuPNnoEkuu7ENMd5kjInGEJS4juyDA0hBKcd5aPIb2PDG/3UFDtYvyJIgWt6kz6klDj2tAayLCj0ZU8/SoI2PE5BUgr6IiYum4bfqfo6TQVDg6DXyOrJ4nMZ6v1WlEMUSQh+98y+pcvmtJUuK4qi5DIVcFKUGWKOU+eSsmRe3jQaikNjdxJNE3znrsbM+PPvDHLrDbVUFszdBTP9douTjwpw/3PdY8YXVbpUsEmZFA5dcmydg1ULy0BKTHPmgzglfp1rzizmjg2dSAkuu8bfXFJBJA7/el8TuzriOO0af3VeGcfOc6gldfchNEEkIbBp6Z5fmXGR7glnmtYBP2MNySfWF/PN23dnSi6L/AYLy53k5UlIUaaQZPyjZjpLlxVFUXKVCjgpygywLMmapQEefql3TH+VS08JY1n5ld3UG4Wv395IWaEdj2vsMmNSwjNvDXD9+tCcbZpumnDq0QGGoiZPv9GH26lz1boS6krUikrK5DJzqIRVF5Izj/Gxcp6HoRGLIr+O16Hxg3vb2NWRLreLJSx+/EALt91Ux1A0hRCCypANr31uHxfDCcEjr/bx5839FPkNPnluGfOLDUaSsKVxhNfeG2ZJjZtj53nwHaCcp7bI4LufrOP91hg+t0FdiT1/yn8UZRp5bBZXnBrmN092ZMa8Lp3qaSxdVhRFyVUq4KQoM6Q8qPHtG2t59JU+EkmLc1cVcsw8D4P90ZnetEmjaYKNWwcYiKQoKbChjdOeStfzv2fVwYRckuvOKOKCE0PoGhS6BaZKbzooiUbLgEVXf4KigJ2yoIaRBytszRUakrBXEPamA9GDccmW3ZGsx23dHeWODekLuSK/wVc/UU2Ba1o3NWcILR1seujFdP+llp4E375jN9/5ZB2PvtLLM28OALDpnUGerXDx95eV49hPY1+BpNQvKPW7CId9dHUNTdvfoSj5REpYu8xDUaCSp97op7bEyWlH+wlOc+myoihKLlIBJ0WZIQJJZVDjs+eGkTK9fLjDph/8ibOIpgl2tsUAeK9lhE+dV86r24cyEzBNpLN75mp20ximSaEr80/lIDQdNjWM8LOHWrCsdCnRjeeUcvrRXrKaoymzgtMGZYV22nrH9jTTPhSp7h5M8VLDMOcd68urZccnKpIQ/Hlz/5gxS0JjVyITbNrrvZYROgZMqgtVQWI+0HV1bshlDh1W1Ng5fn4ZlmVhWTNfuqwoipIL1CxEUWZYKmXlbcAllbI4fXkASN/le/yVHj55bhnrVgQ55/gCbr2xjoo5sCqfMvlaBwT/+2greytQpYRfPdFOa19+HktzgV2TfO6ichy20e+E048Jsr15bNbnjtaRMUGoucSmpbO89uW2jz+dy/egXG8U3m1L0jZgkcrTP7UnCi++H+e+F4fY0pIimpqb+/5skUqZeX/cKYqiHAqV4aQoypRaXOHk6nXF3PtcFx19CUbiJtedEcauyXSgTc3LlMPQP5winhy781gW9A6lKB/nglyZHWpDGt+/uY6O/hQ+p8ZQzOLWOxvHPObkZQFSOdSPajrZNItPnlvGt+8YbfY9r8xBXYmd1Uv9vPDOYOax1cUOSgsM8vFLVgjBu61Jvvv7xkxC42Vrizj/+AC6yJ+/dygh+M+HWtnePJIZu2pdMReu8mHuJ8KmaYKkJTA0iVSBD0VRFGWGqVm5oihTymlIzj3Ox9qjfAB4HRJpmao0QDkiRX4bPrfOUHR0R3LYBMXB3Gy2bgiJYUYwdSdJqU69+yMlBJ0QLE2/RyMpjY+dUsSDL/QgBFy6pojFFQ5y8TOeLvOL082+m7sTuB0aNWE7Hrvk2vVhllW7eWHbEMfM87BmiRfnfvo3zXaRJPz0jy1jqmfv2djN8Qu9lAfzJ3m/qTs5JtgEcN/GLlYt8hH2ZD9+KCF4/p0hntsywJJqNx85voCQe5o2VlEURVHGoWa9iqJMOWlJPLa9/57ZbVHyQ1kA/vbSSv79wRb6h1P43DqfvbCC8oAglWO1NZ5EN+ZrD2C+9yJa6QK8J19DxFOp+ntMgMuAS04MsH5FujTX71BLjY82+3bsGUm/H1675LRlHtYd40VaMq/LeqJxyUAk+67FQNTMuYCTpmkgwDqM0vl4Mvs5iZQkZWZ/thYav93QwQvb0s3fGzvjvNwwxG031OCx5ce+IDSNdEGhRNc1UilTfY8qiqLkOBVwUhRFUWadZNLiqEqdr19bS38kRdCjU+pPj081TReAmNAFpJ0Eyaf+E6tpKwDmrjew2t/HddX3iNoKp3hL84OUEp99779ndltynZRytNRKQNdQeiU7p11QXWTHnSeBh4BbUBl20NwVz4xpAsIB2wxu1VgWsLvb5I8vdJEyLS5aHWJese2QSv4qww68Tp3h2Ghw7fhFXor9OjA24NYXtTLBpszYUIq23iQLSmb3dN8CGntMHnqxi1WLfXT1J9nWGGXNUj8r6tx47PmxXyuKouSj2X0GUhRFUeasZBJCLouQSwMkyeTUv2ZLv8UjL/cyNGJy7qpCFpbaMbT9X+wYI90k9gSb9pKxYcRAGxSpgJMydXb3WHzjN7syZWfzy5383Ucr8uLi3CYkX7y0gn+5r5mW7gRep85fX1xOyCPIlXLLpl6Lr/9md+bnNz+I8LVrqllQPPGpd6lP8o9X13DPxk4aO+OsWuTjrOMK0MnO7tIE6Fr2Ip2GPvubjDf3Wnzt17s5/6QQDzzfTUt3eiXLt3dGOO2YADeeWYSWI5+7oiiKMpYKOCmKoijKBLQPSv7pV6MX8G/siPD3V1ZxVMUBsioMO+g2MPeJhtmcU7ehypxnovHrJ1rHBB92tMbY2ZngqMrcyQI6EsVe+OY1VQxELVx2DV8OlVvqusazb/VmjT/6ch9fvLhkwivTmiZUBuELF5cRTYDfae23WXiBW3DJmiLufa47M1Zf6aIshxrHa5o45FJPXdd49u0+AAIeIxNs2usvbw1wyeoQoXF6WuU6w9DpGpZoGhR5BMmkam6ZKyJJQedACqddI+zTMPJoMQJFmW4q4KQoiqIoByGE4K2dw1nZA/c9183SK8v3e3c9bi/CcfLVJJ79dWZMn38CSV/5VG5uRjJl0T+SvtwMugUiRy7IlamVTEF7b3bK31A0BeRHwAnArknC3nRWU27t2hKHLbuXlMN2eBlYwjLxGGCmDvSSknOO9bOwwsWWXRFqS50sqXLhyIHG8UlLsLs7XQZXVuigvsKJzzGx7ZJSYrels7TGy9USYj//I8f1jgg2vNHLY6/0YjcEl59WzEn1XtyGanQ507oicMsdu+kfTh9wZx4b5IpTQjiNmT+WFGU2UgEnRclDKSnoi1jYDUHQLdTSyIpyxCS6ln1VY2jpYNT+rnZNCclF63EUz4OeJvCHMUPziGuuqd5gRlKCPzzSysMv9iCB9SuCXHZKaEwDYTtJjOQQpuEiLqZ+m/KFK9WH1t8Khp2Uv4K4lltLgblskjNWBnnwhZ4x49XFjv08Q5lMpilZe3SAR1/pzQSpNQHnnlCIOU7D78niNGBphY2jqgr2ZBLN/LlfCHixIcL/PNqeGasrdfAPV1TimsAFvGVJ1h4V4NGXe+kdSlJd7KCxc7R31/oVQQrduVNKORF2u8bmt4b4057jM5mS/OrxdooCVRyTJxmIs5VE486n2jPBJoAnX+tn9RI/C2d5LzRFmSnqyFGUWWooDs09SXRdUFloyzSD7Y/BTx5s5b2WEeyG4LqzSliz2I0h0unsQ/H05Mbv0tBQd9IUZSKkhKPr3NgNQeJDJS2XrQ0jDrL0YlI4SBbUQ0H9VG/mGNuaYpkLGoANr/czv8zF2iUupARvvIPkM/9LovEtREE53rM+RzS4ABWfPjBvrJX4vd9ARgcB0KqOxnnm54kZgRneslFSSs45Lkg8ZfHnzX0EPAafOreM8sDUreCmadA2AO+3jiCB+WUuKoKHXkKVL8oCgttuquPFbUOYlmT1Eh/lQZ3pCIzk0ns+HBfcvqFzzNjO9jjNPckJX8DvfS9f2jbEFacV096XoKEpyon1Po6qcSJmUbAJYDgh2LR1MGv8jfeHWTU/TDx+oFQ2ZSrFTMm2xmjWeOfAxPdXRVHGUkeOouyHEIKeiNyzwo9GZcg2obtx06E7Al+/fTdD0XS9f1XYzt9fUYnfKfjdM1281zICpJdP/vmj7dSW1FJZoPPajhg/f7Sd4ZjJcYu83HBWCYEJprUrylxX4tO47cZaNr8fASlZWu2mqih3+qN8mGFovLJ9KGt845YBTlvmwTCjJB77MVbnDgBkXyux+76F8xM/JGoPT/fmzhqGsEi9cl8m2ARgNb2NrXM7lK+awS3L5rVLrj61kItPKsTQwGlMbdlZcx9867e7iMbTAViHTePr19ZQGZyF9U6TQUKZX/Cx1elAZK5kHE03U0JinNVDk/vpRTWuPe/lR/e8l7LaznnH+jBNK8dKKSfGbghKC23saBsZM15aaFd9nGaY04CVC7w8v09AsLzQPkNbpCiz39Td6lKUWa65z+Lvf76T7/+hmVvuaOSH97YSmYZVsPYnbmm0DVhEkoJHX+nNBJsAmroSbNk1QiwJrzRkX2R29CVoHTD51/tbMssrb94+zD0bu0EINE0QMwVJqaX7ISiKkiXdS0TDYRO09yUZjlnk6rWBaUoWVWaXyC2rcSOlRB/pzQSbMlKJ9Op5k0wIiKYEjb0mPZHZfcmtW3Gstu1Z47K3OV1amWukxGOTOPSpDTYZhsbGLQOZYBNAPGmx4fV+bDZ96l54FrAsmVMZR9PN70yXvX2Y26FRETr00rG976WUklRqdgabAEilOPeEEG7H6GVYUcDG8nneOb2v7CVEujWEKcW0z0mFlFxxapiaPeXHmgZXnBamonBuf48pypFQGU6KMg4Lwe0b2seUzmxvGWFnR3JGVvjpjsAP7mmktSfB6qV+OvoSWY9p7IyzZrGHeeVOGprG3jULeg3aerOfs2nrIJefWsTL7w7z4As9uJ0a159ZwuIKu1piWFH2MZwQ3HJHI10D6cjz02/2c91ZJZy93IOVY9WpUkqOW+Blw+v9mX4nJQU21h7lT1/QGE6wuyAx9rsCh/ewXk/XNYYT6SXYbfss2d42ILn1rkYGIik0AR9fV8wZx/gwtNn3HZPSXdgXrcF65YEx46JsUc6skDYTdF2jezD7HNMzmERTtzbnNin56MkhwkE7z7zZT22Jg4+eUkTQtd/Wd3PCvLDG16+ro6kzhqELqosdFLnn8BuyR8oSbG2Oc/dfuhAiHexZVulAn8ZV4gpckq9eFc/C5gAAIABJREFUXUnPkIndphGaZT3CFCXXqICToowjYUJLdzxrvG9oelf40XWNpAU/f7SV1p70ZP6d3VHWrQjyQVtszGNXzvcgpMVN55Tyzdt3Z+40rz06QHmBbdyJ3eJqN2/uiPKbJzsAGIjAd3/fxLdvqKW6UF0lKMqHNfckMsGmvX7/TBerF3vHNOLOFX6H5NZPzmNHcxRLSsoLRnu9xeyFuNbfTPyxH2cebxx9FklfxSG/zlBCsGnbEH/e3IvXpXPV6cUsKrOjYZG0BD97qJWBSLoniSXhjqc6WVbjprJg9n3HmBaIZWejdzdi7nwNNAP7iR8jWTBvpjdtRsXjKdYeFeSlbWMzbE9bHiAez600wGhS0NKbJJmSVIRscz7wMR28dsn5x/k4a4UPQwNkrq0qOP1SKUmZD8p8exv5z/E3ZI8dHUl+eE9z5ucf/KGZf7q6mkWl03vJatckZZmed+qzUZQjoQJOijIOlwGnH5O9wk9NyfSs8BNLCba3xXl1+zDzSp0cM9/Lu01RLAkDkRRJU3LmsQU89UYfBV6DT55bRk2JAyEsKgoEf3d5Fe+1jmBogu0tIzzwQi+XrCnk+EU+Xt3T18VmCG44u4Qf3duSed3aEieVYQc720eoCXnn9B17RdnXeFlM6fKO6d+WiSry25HhvcHz0Q21JMSrTsBx9fdgoB3cQZKBKhLi0L7jdF3jhW1D3LEhHbTu7E/ynd818o3raqkLaYwk4YP2WNbzegaTVBbMzhXTorZC7Gd9CftID2gGcUcIU+ZgOd00q69w8NkLy7l3YxdSwiUnF7G0Mrc+46G44Af3NrOzPX1MuB0a37qulmLfDG/YHGBZEkMliigHYBgaf36tL2t8w+v9LL2wmFQqx1KJFUWZEBVwUpRx7F3hZyBq8uxb/bidOjedU0pFwTSsMCMEf359gD9s7AbgmTehPGTngpOK+OML6bGHX+zhnz9VxyWrC3mncYRfPtaOpgk+vi7MgnIn//z7RuLJsdt52vIAN51TwoUnFRKNWZSFbBS6BeGAjc6+BNecWcr7rVF2tscI+W0MxMCfW9cKijKjKovs+Nz6mP5pF64O4XPMzgyJFAYpTzV4qg/7dwwn4InNvWPGpIR3m6LMD3tx22FemTMrIzPkn91LfyekjYSzNP3DLPzsp4JDszi53smKeTVIwGvLvd5F77bEMsEmgGjc4v5N3Xz6I+HZeRArSh6RcvxzQ8hv5NwN0GQqRUdvnN6hFOGgjeICB7qm+jwpynhUwElR9sNrl9x0ZojLTwmh6+C1T89SwwMjkvs3jc2sau1JEPCOnsguXhMi5BVsb4nzH39qzYz/630t/L8rq0ma2dv5blOMe57t5LwTCjljRSBdAiQlV5xaxEslTh56sTtTLtTcFWdn+whfurgMXag7SkdiJCVo6knRN5ykJGinslDHmMZeBMrk8Tsk37y2hidf7+eDthjrVwRZXufKuYnwdDJ0gd9t0Nk/ttTQ49SxLDCE5LMXlHPbXY30Dad7OF19RjGlgelZHl6ZXpYFLt3K/DuXaJqgrSe7VH5ne4yURTr7RlGUSSNEOgt2oo3zTdNi/YoAG17vy/RQddgEpx0TwBxnXjtTpJQ8/mofd28aLSG++awC1q0oIJVbFcSKkhNUwElRDkRK9pbXT9/kWYx7Yq4scvD1a6rxOHWKfAKnTeOJcVKPn9/az5qlfp7bMrqkq9OukUhaROMW92zsxjA0zj/Wi5RQWagRrXXz4KbuMb/nrQ8i9ERMir1qFn64ElJw/wt9PPbKaAbIp84t47RlbmSO3flXJqbIA1efWgAIpLTmdLAJwIbJlacX8527drN3ly7wGiypGl0hr9QP37mphu7BFB6nTqEbhAo2TYgQIMT45wTl0FiWZGm1m4BH59RjgjjtOq80DHLyUj92PfcCZIoym0WT8PbuGC++O8iSKg8n1nsIOA/+vFK/xnduquPdphGEgMVVLsJekVPn2u7+2JhgE8Avn+rn6FoXQd8E/khFmWNUwEkZS9dJmOk7lLl0N2EuMS3JyUcF2Pj2QGas0GdQVWTD+6HGxL1RKPBmpx6XFNhZd0yA4RGTN3ZEqC5xcO6qEL97uiPzmMdf7eWM5X4EkvZ+c9zlvDUBuqaCTUeirc8cE2wCuP3JdpZU1xH2TP3rD8YEu7viWBKqw3YK3apqZDKkL/7VG7nXwlKDb1xXy/bmEdxOnfpK55j9W0pwG5Jqtaz0IRmMw5bdIzR3xVk+z8O8Yjs2Xe13R6KqyM7H15dw11OdRGImZ6wMcuJinwroKfsVNzX6oyZuu0bAlV44oCciGUlYhP06TnVMZoknLe7b1McTm9M3RTdvH+Yvb9n5p49X4TIO/H5JKQl7IbzENWYslwyPpLLGUqYkGksRVP3gABCaYDgOAvDYc7vXpTL1VMBJAUDX4f1Oyf3PtdE7lOT05QUcv8hNUPXwmVamJblvUw9+t8GlpxSxdVeEiiIHJy8L4LOPBguGk4Kv/HIXl58WZtM7A5l+TW6HxslL/fgdki9eXEo0AR2DJtubo1y8JswHbSM8t2WAcMBGyoIfP9DGtsYopy0PsqzGzdbd0cy2nHdCIYVugabBYAxiSYuAW8emSuwm7MO9fvaKJyXRmAWeqV2hq3cEvnH7bvqH0xMjl13jlhtqKT68Ve8VZYyUJegeTgerQ15BbUijrsijJpWTJJoU/PPdTTR1pVcnfeilXm44u4Qzj/GoTJwj0N6f4mcfKkN//NU+Cn02zj9OBZ2UbJ3D8MN7GmnrTeCya3zmgnL6I0l+9UQHUkJJ0MY/XFVFyD3TW5pb2nvjWc2/m7oStPWlmBee/TcewgUOPE6NSGz0y7goYKNoIilcc0DMFDz9+hD3buxCCMGVp4VZu8yLQwVn5ywVcFIA2N0D3/7trkzvn9/8uZ1YIsxHVwdJJFRB8nSxLElnX5Jn3xrA79Y5+/hCAh6DgUiKhGXDtqf3T1tvkoFIij/8pZMrTy8hkbRAwHELvYR9GtKy0IXknaY4P31wdBW6Exf7OWmJn/NPKOTNDyJsa0wHmP7yZj8Xrg6xZlmAjr4ES6rczC+1I5G8vivBzx5qJRKzqCt18reXlKvJ1QSVFtpx2DTiydFJSXnITjhgAFN31SiE4NXtQ5lgE8BIwuKxV3u5YX1IXVgpR2QoLvjPh9vZsisCwJqlfq49I5zuC6dMiuaeZCbYtNddT3dxwiIvXrt6nw8kJQWmJXDt07RcCNjeEs16/JOv9XHGch/2fe4B2ElgJAawDBdx3auCqXNMUmr85IEm2nrTx+FIwuJf72/m2jNLM/tCR3+SO57q5PMXlKCprNc5I+hz8NUrS/npw100dydZUOrgs+cXYbery2qALY0x7nq6c89Pkt882UFJgY2jq+wzul3KzJnaW+zKrLGrI5bVaPrRV3rpjqgT6HSyGRofOb4AgBOX+GnsjPG/j7bxkwda+OYdTfTH0iVu9j3dTQciJr/5czsvvpsOUN2xoZNv/76FLc1JBmKC/320bczvf+ndQc45voB5xUYm2LTXn17oYdPWAa5aW8iyShtOQ9I1JPnRvc2Zuzg722P818NtmIf51WEi6ByW7Og0GYozbilfPin2wj98vJqyUPoku7DcxRcurcRtTG2KgqaJzCT5w5q7EqQTnBXl8Gia4IV3hzLBJoBN7wzyTuPIDG7V9DAMgWZG0ZORKb+wSI0TFE6aFipWvH9SQkN7im/c0cw//HIXG96OEEuJMf8/5MsuQy8L2bHtUz7ujbfDw7eR+PXfYP7+/+HpeSenAwqaJvL+fDrdhkYsdneObTIvJSRSY8/fb++MEMuusJrTSgvtnLEiOGasImSnrCA/AjKplKQ85ORbnyjnp5+u4CtXlREOqJIQAMPQePrN/qzx57cOYhgq7DBX5ceRrxwx+zjLs7jsmurhMwOWVTv59PllRBMWf948mpLc2BnnsVf7+PjaAkqDBkfVudmyMx00OmNlIf/zSFvmrtv3mpr4xnW1jCSyAxvJlIVpWpy42EdJgQNNg5G4xZ8393J8vQ/THH1OR38y667uu00jDMUsgoeYOZy0BI+/Psjdf+kC0uV/X7m6mqqCQzsB2UliJAexdCdxPbdLeCxLMr9I4xvX1BCJW/hdAvs0lCSapsVJi/1seH3sSf+s4wqQUtXjKIdPIni5YShr/K2dEU5a5B7z/ZFPpJWE7S+jv/hbMJOYKy/FWnQ6mn1qmrFVhux4nTrDsdEM43OOL8TvRLUP24/mfotb72zM/PzLx9ux6WWsXeLO9IBZWO6kKmzPZI/ZDMHH1xUjPpRx6iBO4omfYrW/D4Ac7iF2/624rvkREUfJNP5FB6cLC9dQI9bOzaDbEHXHEnVVql1kErgdgkKfQe/Q2GiSbZ+L5mW1HpyGQB2Yoxw2nY+dEmJRpZtN7wywrMbDiYu9B+3fNNsYuo7fM/tLBCdbXYmTtz+IjBmrLnGo7Po5TAWcFABqS50U+Az6PnRiver0Evx2E1NV1E0rhy45damHe17IvkPwTmOE4WQh/cMpbjy7lJ7BFO19CTr6ElmBl3d2R1hU6WJ782jmgcMmKC2wIREkTXhwUzfxpEXQa/DpC8pZVG4f05wx6Mn+iigK2HDZDn1y1T5gZoJNANG4xU8fbOVb11Xh0Cb2uzzxTlLP/DeJxi0IXxGes/+aaOFirH2ydiJJQUtPkkTKojJkp2CGm2W7dBOXG6ZzQjqvxMZnLyzjjg2dpEzJZWvDHF3tzLnmm8rsIpAcu8A75nsFYFmNByuPmwsZXe/Bhp9kjmDxwu3YnD6oP3VKzpEBp+Sb19fw0Iu9fNAeY93yACfWew/5iyy9LLmOZVl5PdkXQvBOY3a53EMv9XBSvZu999R8Dsk/XlVFY1eCREpSWWSnyDP2bdVjfST2BJsyLBMG2qE4twJOrv4PiP3ha7D3RsJL9+C+8jYi7sqZ3bA84DIkf3NJBbfd1Ugyld5BLlsbxvGhaVGR38Y164vRprBEfrby2CSrFzk5ZYkn779/lDRTCl56N0pxgR2fW8/0MS3wGqxWizPMaSrgpABQ7JF8+apqtuyO0jeU5Og6L3Ultry9W53rTNNiYfnYFCKbLrjq9BK+8std9A6lMHTBjeeUcNoyL49uHsj6HTvbRvj8ReX8+skONm8fpqrYwc3nlmHTBb1Ryb/d15wpz+gfTnH7nzu47cZqPhwUKQvqnLuqgEdfSWdaGbrg8xeV4zQOfcWJvqHsnPO23gQjcYnDNc4T9mEnQfLJ/8BqfRcAOdRN7P5v4/rED4k4SzOPG4oLvvuhZrsuu8a3rq+hxDe3svVsmuTkejcr6+qQSNw2OfXBJiGIJMCup19/Qtupa3QOpZBA2Ker1TFznGVJTlnm55XtQ+xojQGwYr6Ho2pceRvMdLkM4h+8nFWMamx7ArlkagJOUkLYAzeeGcKSAl2MHr+GoWFZ8qCT92hSsKVxhOe2DLK4ysXqJT4KJvBdOxtJKfG7sqe0IZ8tnan9oX3TY5MsKbd96Ln7/C6bC+HyIUf2yeRz5tbyU4YOydf+OBpsAkglkDteRltepS7ujpCUML9Y54c319E5kMLv1gn7NISAxZV1xJIWYb+Rd1k7k0lKSKXUXeu5orkvxb//sRWnXeOSk4vQNEHArXNUjQuf6j04p6mAk5JR6oOK5W40TSeZNJnKpsbKwc0vdbBueYCn30wHky5aE+Kupzsy6d0pU/I/j7SzoKyO4xf5uP/57sxqdULARauLCDolf3tBKQMxeHtXhFvv3I2U8Ffnl2f1AukeTDIQtXB+KDBj0ySXnVzI2qMDDEdNSgpsh50tlG6UPda8Micex8SypYxYH4k9waaMvXedPxRw2tY8MqbZ7kjC4v7nu/nMucUzm+Y0AyxL4twzGZ7qP30gJrjrmS5e3DZIVdjBzeeXUVOoHfB1R+IWD7wxyJ9e6sGyJGcfV8iFq/x4narOP5f5HZIvX1FBx0AKTQiK/fqEA4yzUTJpgj87syXlK8XQdGAKL6ikRCMd4I+lBFubYmzcMsCCchcnL/VT4NrP+y4ED73cx0Mv9QLwxo5hnnqjn29eW523zd2XVDkp8Br07VksQdPgitPDiEMsI44ZQdxnfpb4n77P3nOTcczZJH3lk73JR0QgIZ6d1SXjkXEerRwWCUEXBDPBzPT+UOwTgI4qo1OUUbs70nPvWMLid3uahvvdOj+4uXYGt0rJBSrgpIxhmmCqGrqc4DIk160v4vwTCkmaEpdD596N3VmP6xpMsrjCyecuqmB7ywjJlKSm2IFzz5I7uiZ5qWGIOzZ0Zp4zGM3+jAMeHZ9TY98JlE2TVAY1CO4JAhzm/KrEr/PpC8r4xWPtJFOScMDG5y4sn/CF6v7vOnsz/9Q0Qfs4zbJ3d8ZJWTBOqzJlEpgI/uuR0VXLdnfG+ebtu/nBzXUHzKjY0pzgvudH9+lHX+mlrNDGGcd4jjhrxBIayRQ4bRKp7vRPOrsmqSrY27siv9/fVEqi1x6HePNBZGRPqbPhQFt5EfH49JwvhRA8/vpA5hzw2nvDbHitj1uurxl31br+Eckjr/SOGevsT9Lam2RhSX5O/YIu+NZ11XzQHieasFhQ5qTULw452C6lJFa6AucnfpC+oeEKkAxUkhC5teR50hR4jr0As2nLmHF90ZqDZjcZmoVIJZA2J7mWgCIE9EahuTuBoQmqwna1MqOizAKFvuxzS3XYiV21uZrz8nPWoSg5ZiQl6B02cTk0Ct1iwukmupB77qQJElZ6lY+WnrEBlZDPYHdXgn+5t5mg18DQBU+82sv8MidfuaoCYQn+8tbYkrtNWwe4en0xv3u6E0umm8Z/4dJKPPapy4TRhOSUejfLquuIxi0KvTpOfeIvFjMCuM/8DPE//YDMXedl60j6KjKPsSzJ0ho3bBz73HXLg9h1yOMWMzNqICrHrFoGkExJ2vqSFLiyV4UCcDptvPpedgD1hW1DnHNcANM8vGV/hBC09FvcsaGN5p4461cEOWN5QF2wKEfE8hZjXXIrWvdOsFJQVAvBMkhNz341GIc/buoZM9YzlKK5J8nisuypnJijq1EGnLCydnS1qMM9n5loRNwV4K44+INnUCK8FMdF/4/kq/cjDAe2Ez7GiL92v4/XNLANNGG+dDeiZxfWglMxjjqLlCO9opgQ0DUMjV1x7LqgptiBzzG9353tg/C1X+/KLHpSHLTx1aurCORWvE9RlH3UldhZUu3OrILtsAmuObM4p1f4VKaHCjgpyhTrGobv/K6R7sEkugbXnVXKqUs96OLQvoDtmuSvL67g1jt3E4lZCAFXrSumNKDz+s50EKp/ePQifVdHjEQKPHbJgnInzV2jy/u+3zrCR9cW8f2b5zEYTRHyGwRdTHkPFiklQScEx8mkmshzY2UrcX7i+9DftueucxUJbWwKTW3Yxl+dV8ZvN3QQS1qcc3whJy/1qn4WU8hhE7gdGtH42Iiex7H/0rhk0qQ67OCFfcZrSxxHFPXsiUi+9utdJPYEAu7d2M1gJMW160JzrqRSmTxSAu4QZnVodHCagk2ZbRh3cPxtCLjgghNC/PHF0SBVSYGNikLb/n6TMgslhZ1kyUrsFy7HAoatA5cj69FuzPu+BokRLEC8di8y0o1x+qdJWRrN/ZKv/WoXyT299MIBG1/9RNUhr0p7uIQQPPRS95gVdjv7k7y1a4RTl7jUV/gEmKT3AUNY6v1SppXHJvniJWW09iaJJSTlIRuFbpG3/R2ViVMBJ0WZQikp+NnDrXQPJgEwrfRSzYsqaqkIHnqfmqoCwfc+VUf3YAqvUyPk1dCQlBbYsx570hI/Lns6UHPRSSE2vzecWTFiXpmTmiI7Pock7N3zNTALzgem1NKr7xxgBR5DSE5d6ubY+XWYEnwOVKBhivkccPN5Zfzb/S2ZsdVL/ZQVGOxvxzJNixMXe3jqjX66BtLHR8BjsH554IjKlFp6Eplg014b3ujn0jUhvNmHiaLMCn4HXLwmNKasOuQzqCyyM+4xJiXnnxCkrszJpncGWFTp5sR6H+487d801yUOEmjay+ppQiTGrjApGp5FrLoc3GHuebYzE2wC6BpI8m5TjJMWTk/EyULQ2BnPGm/tiSOEO6cuXGMpQUtfkuGoSWmhnWKflu6rNUNSEt5tSXL3X7qQUnL5aWGWVjgw8ri/npJ7XIZkfvFoeCGXjlll5qiAk6JMoZEEvNcykjXeNZCkIugY5xkHJiX47BJf0djeKWUFOp+7sJxfPN5OLGGxrMbNlaeFEXu+6Is88N2bamnpSWDTBeWFtrxeWcWyJO69lVz5+2fmDMuSrKxz8t1P1tLWm8Tv0akqtGE/yES3yKPx9U9UsKsziSUltcV2gq4jaxjusGU/3+PU0WdhH3JDsxDJGNLuzrk+K8r0klJyzsoAlUUONm4ZYGGFizVL/AcsFXUZ8v9n7zwD5KrO+/2ce+/0ujuzO9ubpEVCEqqABAIhIYppphjTO3ZixyX/xImdxA0Tg+04xU7iuMcx3ZhejA2IJkBgJCQhCVDfXWl7L9Pnnv+H0Y402lVf7c7unucLzNk7ozN37j33nN9539/Lgmobp08rOqKqdoqJjzCGmXdYbEjdIGlCc1diyJ/bexNommNUrh8NyYp5efziD01Z7fOm5FaUciwl+N+X2nh7cy+QTkX82jXlnFxqGbP9rR2tSX7wu4bM6x8+upt/uq6Ck4ZJuVUoFIrRRI1CCsUJxG4VVIVs7GrJ3rELeIb3tTlWdCSLa+3MrKwmnpD4nRq6yE5v8lgl04uVCqM4MWhISnwaJb7BBc2RXWNeu8YpFUcvvh6MsoCFmmI7O5qimbbbzi/CaRlfgW62gUaSqx9BtGxB1pyOde6lxO2Bw79RMWGx7xWQFtUW0Tkg6QunsFl0XBZ5yGs7mVTmdYq95FcgC6ciWrfta1t0PdLuxyLhwoV5/OqF5qy3zKpyjZrYI6VkwVQn3WcX8ORb7dgMjRtWFFJdmFupoHs6kxmxCdLPlp8+28T376g8Km/KkcIwNFau6x7S/qe1Xcz8ZEiNAQqFYkxRgpNCcQKxCJPPXVLC3Q/W0x9JhyhcfXaQ4ryRL6c7GP2EFUBNLhSTE6dF8pWrStneHKOzN8GUYjul+ca4Cus24t2YT34bEe5FAuKDF0h17sb4xFdJipEVqxXjC4ngve1R/uupRmIJE7/b4O8/XU553tFXYxttxJHXyzgkhiFIjrJ/1kQhaXFjXPgVaPoI2dOMVnwSqcCUvQU1JKfVuhiIFvLUW+047Rq3nldEef7Iz1cOhdMiuexUL8vneNE0cFnIqegmgIHo0JDTrv4k8QTYx6Ail5SSfPfQJV2+x8j5cUGhUEx8lOCkUJxgSvyCH9xRRVtvEpdNI+jW0I7SMFyhUBw5bqtkToUVIax7J9vj636TnXsg3JvVJvZshP5W8OR21SzFiaUzLPn3x3dnKm529yf5t9/v5p7bKsYksuJISEpBfXuSrY0RQn4rU4ttx1Q1sidisrUpTlNnnCnFdmpCBnZjHObKjjFJmx+qFqFpgsQBQo7DkFyy0M2yOR40IbDr5piI9VJKXHu19VysLluUb0HTsvs2f5obt10wFs+bVEpyzik+4klJvtdCIilZtbGbc+f6SaVy8AQqFIpJhRKcFIoTjJTpBbD7AN8lhWIkEQI6w2kPDrddp8ivY5nkZqFHs07SNGjogp3NEayGRk2xnaBzjM6fZZgUQ81AGMr13DC0Mfcj0jSBKQWaGP1+tPckhyzA23sT9IRN7B4xqn05EoSANzcPZKVp1ZY6+NurSo7KRzASl/zPc61s3ltuG+DTSwu4YpGPREItqI+Fg127pgkOXQKHTtWczBS4BV+/vpKfPNNIe0+CU2vd3LwihDaG0eW6LviwIUxDawynTeOzF5dQ5D36isAKhUIx0ijBSaFQKCYAu9pNvnN/XabC0PK5fq5bGsCWo1EPucaOdsnd9+0rB57nNvin6ysodI9BZ/ylmJUL0ereyzTJhVchXcFJmy0bTwm2NMV5dX03pUEbZ83yUuAefV+urojg5XXdbNoV5oyZXhZPd41q9cM899B8Ha9Tx23PzYVlX0xw/8utWW1b9kRo7ExkVTI6HPXtiSyxCeCJN9tZdJKLoFtFOSlGGQnTQjr33lZBPAluq0CM4eCclIL/emoPDXsr/IVjJj96Yjf/8plqCt25J0QrFIrJhRKcFAqFYpwTNwU/eaYxq5z1ynXdLD3FR02BQV8MNAEuq9qxHhZd48lVzVnnr6s/yYadA5w/xzXqKR0p3YG+7C+gZTmyqxFRWIMM1mCak3PhoGmCP38c5mfP7a1c9XEfL67p4p7bq/DbR++CjiQF9zxcT8veSl7bmyJ8vNvD5y8qRBslsSfoEdz5iSJ+/UIzpgSrIfjyFWW4rblpip8yJfFhDIvjR+nBFBvm+ERSkkzl4JdWTAqkBJsmsVlhrMXevohk+36FMiDdv9buBIWjqYgrFArFMCjBSaFQKMY5sSQ0dcaHtEvg8dU9PLu6A0MXXLeskDOnu7CoqKcsUilBR19ySHtHbxJN0zDHwEQkZfFA2Xy0ivlMdguOcELw0CvZUTL90RR1rTH8FaO3mGrqSmTEpkHe/aiPa5cGCbpGRwzUgCUznJxcUUP3QJKg18DvIGdN8X0OwZkzfaza2JNpc9o0SvKPzvy+PGjB7dAzxTcA5k5xEfLrY73WPyHETUFbbwqbRSPgEoiJ+CUVI4bDKgh4DTp6s59jPqda5imODSkE8STYDHJzN0MxrlAjkUKhUIxzXNb04mvd9oFMm9uhs7stzhNvtgOQSEl+/cdmQnnlzChRlc72x6KlWDbHz2/+lF0OfN5U95iXkz6U1iWFIJFKTwhljlVxmojo2lBRSROgiZEXm+IpQV9M4rIJHEZ2ZKIGBF0QdO2dwuXyTy9rFqYGAAAgAElEQVQl158TpCjPwmsbeqgusvPppQV7RbIj/5igR+Pr15fzu9fbqWuJcmqthwsX+pmI9Te6ooJ/eXQ3u9tiCAGXLgpw6Wn+SZ0eHU4IGtoTDERTlAathDy5mUI6Vjgski9cVso9D9VnInUvWxygyD+6FQYV4xMhRNamRUcYHn2jjc11YeZPdXP54gB+x+DfBf1xMPTBZ5O6vhSHRwlOCoVCMc7RkNx2fhH//UwjW3ZHcNo0/u7qMu57qXXIsWu29jOrPKAq1+yHacKptS6iiUKef6cDu1Xj2mUhqkMWctE0SQho7YNH32hle2OUJbN8rJjnw3OIyl+aJtA0MeYC2rHgtEiuOaeAXzy/TxB02TUqC0Y3VaTIbzC93MlHDfu8hC48NZ9858hVphIC9nRLfvT4bpq64gR9Fr58RSlVAX3cTuzdVsknT/dx4QIfVh2QR5/am0pBiU/jbz4ZYiBm4nXqBzULj6UE3WETl03Daz+4OXYuIoXgsVXt7G5Le/FICU+/3cGcGhfTQpNzyh5JCv7z6SYK/FbKC+00dw8wtcTB1JAxaqmsuY6UMCWk88PPVtPSncDr0Cn06hiTvHCI4tCEE4LtzTF2t8eZUmKnKmghJeG7D9bT3puO5l25rptdzVH+8dpSYkn4/RsdvLahG6/L4M5PFDGr3Ipy0VMcjsn59FIoFIoRQDcEXWGwWTRsInX4N5xA8hySr11dQk9YYrMIfE5BdbGdbY2RrOPKCmxjkiKW63iskstO9bJ0tjftd2Uxc/Y89UThW7+toz+avuaeeLOdxs4Yn/9EaFjjWlekCXPLG8jOBmzTzyEROpm45hjtbh+S7qigrjVG0pRUFtgp9MhMdJdpSk6f5sJ/dRkvr+umLGhj6Wwfec7RjfS36ZIvfbKIjXVRtuwJM6fGTVnQSl8cvLaR6ctAQvC9R+rp7k+nxrT3JLjnwXp++NlqPOPYikWaEusIBKWYpsRhEQcVm1r64F8erae1O4HTpvH5S0uYXWEbNylpsSSs29Y/pH1Pe2zSCk4N7QnyPBZ6wynue3Gf6Pz5S0tYXGtX2T6DSMhzQJ7Dsq9BoTgIcVPwixdaWLN133hz9dkFzK5yZsSmQXY0R+mNmLz0fg+vrO8GoLs/yQ8f3c09t1fhsWtsa4oRjppMLbFT5NPGzZirGB0m59NLoVCMGHFTo70via4JCjzapNlx7IwIXnq/m1fXdxPwWrjh3BDTS/QxDYgxhCTgApCkkpILF+Tx9qbejDBR6Lcwt8apJugHIZk0GcxSylGtCYCmzkTmNx3knQ/7uH5pAXnO7GOT7Q3Ef/8NZDQ9qUxu+zO2ZXeQrD0/ZyI/2gbg+4+kRQIAt13n6zdWUuLdd4xVl8wutzKvugjTlJjm2Bjgu62wuNbO7Gon//10Ixt3hbFbNW6/oIhTpzrQjzPHq7MvlRGbBonETdp6kngKhlaoU+wjbgr+4/GGzHUUjpn822O7+eFnq0fNY+t4sRkwq9rFW5t6s9qLA+NYbTxOBqIm1UV27nupJav9f//YzKzKatyHiOxUKBRpJIKWXpPGjjhuh47XZWSJTQCPrWpjzpTqIe/VBOi6xqt7xab9aWiL88hrrXTu9Q/TBHzrpkqqg+p5pdiHEpwUCsUx0xsT/PipPWzZnY6iOXu2j+vPCeK0TOwJoK5r/PG9Tv7w504A+iMpvvdwHXfdXE1lfu4sbAo9cO/tlexuj6NpgvKgVU3OJwBWY2gAu9UQ6MPM71ItOzJi0yDxtx/BVrOYiOY+UV08YjQN3t82kBEJIG0I/sKfO/nMBUFSB6QA5kJKYEoK/vdPLWzclU6ti8ZNfvJMI/feXkWp//iSC9wODYsusiomagK8TjV5Pxy9YZM9HdnFE0wJbT1Jgq7x4VsnpOTTZwXZtjtCa0/6nlgxP4/KoJXJGrFSGrDQ3D20KEYkbhJLSFQRNoXi0AgBH+6J871HGjIbNadUuzhvQR4vrunKHGea4LYLzpnj47UNPZx2kpcpJQ5KAlY8dkFRvpUdB1RDtBpaRmyC9Jj7yGutfO3q0tzeuVOMKirtUqFQHBNCwCsbejJiE8DrH/SwpTE2hr0aHTojZMKKBzFNaGjLre8uJfjsMLPMyowSixKbxjESQccANPaYhPItzKrMDmW6dlkhPscRip1SkiuLV13X2d0+9L7Z3RbDlLkj3u5PJCF47+O+Ie3NB1SwOxbyHILPXFSc1XbLeSECzoO8YQzRdcEJ8Es/Zpx2Db976D6q33VixTohBOGEIJxM+6QdL/lOuPuWCu6+pZIf3FnN9UvzsRu5cb+OBYVejdlVLmyW7HM7s9KJ36mWMQrF4YgkBT97rikrKnjDzgFKg7as42ZVufDZNa5bGuC7t1UTiaV4cGUL//nkHt75qJ/bLijC0Pfdh9PLnTjt2ffgsrl+Tj3Jx6Oruli7M8ZAPIceEooxQ0U4KRSKYyIlBWu2DPWa+LA+zPxqW86k65wIrLrA7zJojmfvujpsavKrGHliKcGz73bz9OoOpITKkI0vX1HGnvYYTZ1xppXYqQgaw1aq00M1CLs7K8rJesa1RAxveitylOmNQV1rnERKUlFgpcCdYv4095BQ/SWzfAiZyhFZLBubIakM2dnZnL3T63cd/5RKSsnpU+1Uf6aajt4E+R6DAq+eU34YCVOwszXBe1v6KAlamVvjxm8f+/65LJIvfrKE7z3ckIkQu25ZIYXeE1epK5IUvLSulyffaseiC248N8TptU4sx2nW7DAklYFBoWzsz+2YIiXleRrfvKmKX/2hibqWKKfP8HLt0gJ0oSIoFIrDkTSh64BUbUg/s86e7ePD+jBLZnm5fL4Vp+wmbvXy6LpuNuxMVz6OJUx+9nwz996eFsH3dMSxWzUqCyx09JkIkd7HmlnpIpWC/9uv4u+8qS6+cEnRcY+JivGNEpwUCsUxYWgwb5qbXS3Zi67aMseEFpsAXJYUN64I8a+/3xeeXBq0URWyMekXB4oRp749wVNvd2Re17XEeHZ1B7eeG2Bupe2Q1cuMYDnWT30H8+PXMTsaME5eRiJ08pjco91RuOu+ejr60hNfiyG4+5Yqaott3HBuiMffaCOZkpy/MJ+Fta6cHUcMIfnMRUXcdV8dsUS6j2fP9lEWMBiJ+18ICHkEoYxLeO6cB00TvPtxmJ8915RpC3o7uOumSjy2se2nlDCtyOCHn62mrSeJ16lT4NGO21frYAgBa7eHefT1NgASScnPn2+i0F9BbZGaXo8kUkrK/YKvX1tKPAUOSzr9UKFQHJqUFDS0x1lY6+HP+0XmahqUBy3Mrw5imibezk3EnvwVif4OLLPPY7p/KS8d8Fm7WuKUBKw89VYH3QNJLjk9n8XT3Xzjhkrue7mFU6d7ssQmSKfMt/SkKMtTG7KTGfVEVEwqUlLQ0W+SSEkKPDpWXU1YjhXTlCw/xce6bX3sbE6nxCya4WF6mZ1cWiCdCEwTZpbb+dZNVdS1RHE7dapDdgKOsf3eQhP07dX/PHaGjXhRjC+EgPphUjXXbuvnuqUBbEcwhg04StDmX4emCWJj5IEkBGyqi2TEJkgv0B9b1c4XLynkE/NcLJruwZSSgEtgpnI7cqE8T+eHn6mmqSuBy6YT8utYJ8EO7kAC7n8527y5vTdJfXucmaU54JOUqdRl7Gs4QZhovPT+UBPd97b2M6M0j1Rq4l8Po40hJMbI6LoKxaRgd1eSex9q4IZzQ2ia4M8f9VLot/IXlxRT6BFIKfGEdxN9/LsM3ljJ95/j9NmS50LL2NmyL1Xc6zL49n11mY3W3/wp/SxYcYqbb15XRmtvathiHkk1Fk56lOCkmDREkoJHXu9g5br0BLG6yMb/u7IUv32MOzaO8dkl/3htGa09KQxNUODVME7QbnKuoZOiJqhRExw0Vxnb7x1NClZu6OPxVend9iuXFLB8jge7ElXHNVJC6TAVqmZWOrEdxcJrsLLbWCGEGFJqGaClK05KpuPxfba0yGSOg8mplBKfHXzFk6sEuTTTQuGB5Go02olEE5KKQhvbGyNZ7aUB66Q8HwqFIveob0lbPzzwcgvTK5xcvbSQ/kiSsoAFKfdu7HQ2cOAzTP/oZS44ZTk/3bu/MG+qG49DHyIoPbu6kyUnu7FqJgUejVlVLjbuGsj8vSjfSsivVOLJjopvU0watjfHM2ITwM7mGH9a043IJdfTcYhNS/srFPvEpBGbcpEPd8d4+NVW4klJPCl5+NVWPmyIHv6NipynqsDK8rn+zOsCn4Wrzwoy7FZijmKakjnVriHtFy7MV+PGOMJlg8vPCGa1OW0a5cHJVypMmpKLT8vHuZ93X4HPwpwa54jfmik0ElJT8xWFQnFU5Hv3xZZ8VB/mkVdb2d4Y5dUPemnulekxxTa0KoXwBDl5aj7XLw9x04oQXpfBW5t7mX3Ac9zn0tH3FkvQhWDpHB8XLMynvMDGOXP8XHhqPr3h3I5YVpx4VISTYlKgaYKtB+xCAqzZ1s+VZ+RhqDmcYhxjGBqvbxya2vHaBz2cOrUoJ0rJK44duyG5cVmACxbkEUuYhPwGjnFYtao8YPA3V5Xx2xdbiMRTXH5mkAVTnYf0oFLkFtKUnDvXS8Bn4cU1XVQU2rjotHzynONK/xwZhGB7U5jLlxSkXwLVRXb8DjFiJ8MEtrekeHBlI/1Rk8vPCLBwqvOIUmkVCoWiqtDKyZVONteFAbBZBEvn+PnF8438/nXB9+6opixQjVZYg9m6I/0moWEsvYOv3tdKJJY9f7z9wiI+2GsmLgTcuCKEQNLWL+mPJqlribG5rp/yQgc7miK8ur6bv7mqlJA3uyKeAqzWdORXPJ4a666ccJTgpJgUmKZkavHQ3Ll5U9xYtEk4UZ4kxFOC+o4kjR1xQnkGlUHrhCwvbZqSmiL7kKqBU4rsY5PaIQQ9UQlS4HOgbrARwBCSYp8ATlzFrRONLiTzqqzMuL0S05Q4LVKJTUdBUsKezhT1bXECHoOqQgvOMbBNchiSM2rtLK4tRRPpVM0T+TMKAZqmkcoxX6/OAcnPnmvC3K9bmgb/9tka8ocGDBwTjV0mdz9Ql3n9s+ea0C8rYfE0uxpWFQDE4wlauqI4bAYFfhtSJa8o9sNlkfz1J4tp6Eyyoykd9f7wK62YJsRMya6WGHsMByef+/d4B+oQ8TDkl1JnlhCJ1Q/5vLKgjS9fUUp/NMW0EjsBt86T73Tz1FvpKroFPguXLyngl883ZsYor1Mf8jmTnV0dJn9a00I4lmLF/Hxqiy0T2gdSCU6KScOUIhtnz/bx+gc9AFQU2rhwYZ5a8ExQJILn3uvhiTfbM20r5udxw9L8E1a1aKwwTcmZM728uLab7r2lb/1ugzNneUddcIomBX98v2fv5ENy0WkBLj7Vj9Mysc654tiQEmyaCUroPyqEgHc+jmRVh5tT4+ILlxaNSbRL+rczOdHDS08U1m4foK4lxqkneZhaZM2Z6J7+SCpLbIJ0QYm+SIr8o1hgxc20kNjYEafAZ6EiaMFupFNdPtgVHnL8s6s7OHVqOTq5JcApRp+uvjjfeaSZjt70c/+i+S6uXpKPbuSAgb8iZ7AbkoqAwY+faKdnIDuapr03yQN7C0F8emkNF833ogmJx9QozrPS1BXPHOtzGRTnWXDaBGChwKPT0JHkyTf3VdFt60nwzoc9zJ3i5v1t/Zw500tpvoXxulF2IqjrlNx13y4G91DWbu3nK1eXc0r5xL1vleCkmDQ4LZJbVwS55PR8EklJoc/ApqsJ20SlMyx58q32rLaX1nZx/nw/Rd6Jl0OZ74Dv3lLJ7o44UkJ50DomZco/2hPjsTf2nfdnVndQUWhj0RHuyPcnNZo6E2iaoCTPwKHuUYWCvpjg/17Mrg63fscAjV1JqoMTc/d4IC7454fqaelKm82vXNfNjecWcsE8T05U4Ax4DTxOnb7wvgWc26ET9By5Qa5E8OL7vTzyWlumbdlcPzedE8CiSzyOob+t322giSP+JxQTFE1IfruyPSM2ATy/doDTal3UlEzchavi2LAbcPOKIv7zqT2ZtqDXQjyxb471u9faWHSSG4nghffa+dQ5BbyxoYcNO/uZUe7ktguL+cmzTZmUullVLq48Kzjk3/q4IcI3b6zkijMDFPuNnNkkyAU0TWPttm4ODNh9ZnUHsypL0cyJmV6nBCfFpMIQcq/YIEDtDk5oYglzWIEjGjdJpyVNPDw2yYySsauaZRgab2/uHdL+6oYezpjuJHUYL6nWAcF/P7Wbnc3psO+5U1zccl6IwAilpygU45VESu4du7IZ6fFMCIEQuVF1bndHIiM2DfLo622cMcODOwc8yt1WyT9eW8GPn9hDU1ec4jwrX7yiFLftyFMMuyKSR99oy2p7ZV03FyzwU+LTmFnpwOvU6d0ramkaXH12AUKq+ctkJxZPsqkhPqS9tTtJTckYdEiR00gpmV9j51s3VrBuxwABr5Vo3OTR11qzjoul4J8f2MVA1OSl97uZN9XD31xVxqwKO29s6s+ITQAbdw0wf5obn0vPipyaXe2kLE9HoJTx4dCGKf4gxMSu5KYEJ4VCMSEJenQqCm3Ut8YybQGvocqznkBSKcmUEjtvf5gtOk0vdxw2IsFq1XljdVdGbAJYt32AU0+KcNZ0xwnpr0IxXvA5NBbWunlvP582u1WjJH/kIhnaB2Dttj56wylOrfVQHtDGdAKcGka1SZmMWRp8NCVo703hsGrku9LG4KV+wd03l9Mfk7htGlZ9+I2OgxFPyCFpeQDRePpD8hxw9y2VbNkTJRIzmV7uoMgn1CNMgd1qMLfSxuqt2QVxivJUdNNEQgjoDENzVwK3XafIr2M5Rq8fXUimFBpMK/ITScI//G89idS+z3LaNDr7kgxE04OSlLB2ax/rt/fxsy9PZc3W/iGf+cHOAa5dVsjPn2vKeDjdsKwQoTb1h8U0TeZPc/P0W+1Z5/6TiwMwQaObQAlOCoVigmLVJH/7qTIee6Odtdv6mVXp5JqlBeOyutd4QUrJaSd5eHFtVyYyId9jcNYReEklUoJNuwaGtH/UEGbFHA+xWHKYdykUkwNdmFy/PES+x8Jbm3upCtm5aUUhfocYEQFmR1OEr/9mF+G9FYmefruDb9xQwbTQ2E0TywOWISlrF52Wj8c+clXgjpTOMHz/kQaauuJoAq5aEuSC+V6sOlh1udck/OgXWAG3TnWRPUto97uzN0byHHD6VDti8GurR5gCSEnBjcsD1HW0pNPQBVy5yENFYQ6E/ylGjF3tJt95oI5EMn3jL5/r57qlgeNKUzNNiU2Dr11Tzk+ebmRHc5SSgJUvXFbKQGyo6GExNFKmZEGtm3Xbs0Wn+dPcnHGSk9qSaiJxSYFXV/Psw1CZL/jWzVW8tqGbcDTF0jl+phZObJ8rJTgpFIoJS55dcud5QaLLgtgtKJfiUcBvl3z7xgr2dCaQpqQ0YMVtPfx5NzTJ7BoX2xqzd2unl7uU2JTDCA16IpBMgc8hJpwhfy4gBOxoS3HPQ/WUBm2cM8fPtBI7Be6REZuEgA929mfEpkEefrWNf7qmBG2MJsEeG9x1cyUvrulme1OEZXP8zJ/iHPVx3BSCB15pzZjnmhIefaOdmVUuagqOL53Ropn89RUlPLaqgzVb+5he7uT65YW4himyoB5figPxuqzcc2Mxbd0x7FadfJ8NU45fj8rBaJ6mzgQOm0ZJ3uT2/4mbgp8805gRmyDtZXf2KT5qRsC7r9ANX7+ulP6YxGkVWDXJQMJCScBKY8e+dM3rlhXiNCQLpjh5b4qL9dvTm4NzprhYMMWJkJIC96BdyeT9vY4U04SKPMHtKwIIoRGPJ5no500JTgqFYoIjsassulHFZZHUZiIjjuzEJxIplszysXHHAFv3ik4La93MrHQc8WeMR4QQ9MfTKTQ+p8AYR4JNwhS8uXmA+19qIZ6UzJ3i5s4LQ3jHwKz+kGiCll5JZ2+SoM+gwMO4svCLJAU/emIPsYRkR1M0U9r6+3dUUewbmaS32EH8oaQkvYYYI4JOuGFpHpJ8kOaYpNNFE7Bhx9BUkraexHELTpCOYLrzvCA3LAtiN4RKRTkGhCCtfgNyuBzFCYxuGBQF08/bHLBeOy4aOk2+fV8d8b0Cy8JaD5+5sHDSRszEktDUOdSnq3cgCSNULMIQEr8dBudZLovkH68p54O6MLvbY8yd4qamwIKUErcVvnxZEW29KUBQ4NEwjjG9TwGJhMm4mowcB0pwUigUCkVOUOCUfOXqMvZ0xDEMjeI8A5sYuZz2wd3Tnc0xUlJSU2Qn6BqZKJFjQSLY2BDnf55tpC+cYmqJnb+6rJSAM3cmcKYQ9IYlhi7wHGCGvLszya9faM68Xre9n2fftXD92fk5E45hInjn4wi/eL6JZEpiNQRfuqKMeVU2UgeWiclRBmKSzr6hUX5d/UmKfcefPiMlnFLjRtPI8hO6ckkQQztyA+zj6gMaPRFz2OssnY47dteT3RDMqHANSSUJekfSK0fiMNL/VRwdsZRgU0OU59/tJOi1cOmiAGV5IleGIMURkpSCX77QnBGbAN7b0seFC/OoLZqcy1WXNV08Zd32bLuBorwTmzbptUuWTHcghHPI+GsIud9Gh7rJFEfG5LyDFQqFQpGTOPQUUwsHd+6OX2wSQtAZluxuj+N1GXzv4fqMIabNovHPt1YR8hz3P3O0naIrLOkaSLGpLpyJLtnWGOWnzzXy1U+V5ESkU19c8MDKVt7a3IfNonHjuYWcOd2V2dHc35B/kDc39XLlGfnYc6QQZGuf5OfPNWZKEMeTkp88vYd7bq8mf5x40XvsgtKglT3t+3a6hYCgb+QEj2llTu6+pYon3+qgZyDJJacHOLnMOiqL9t6Y4IGVLbz9YR92q8ZNK0IsPsmZE/cAgIbJzSsKqW+NZoS/S07PpyyQu6GzQgh0XZBKHZ2J+XhDCMHaHWH+55kmALYQ4d2P+/jeHVUUukc2NM9u9qP1NSN0Kwl3EXGUV9JIEk9BScDK4pN9SKC+JcqqjT30DCSZrMtVDclt5xfx3880smV3BKdN47MXF1PoOfFhp1KOXYEGxcRjct7BCoVCkWMIAZqmIaXMiZLkE4WmHpNv/F8dHqfOqbWejNgEEEuY/GlNJ7eeGxy1aJekKXh1Yz8PrGwhZUKh38KtFxTzy+cbMSV83BChLyrJG2MxRGiCF9d289bmPiB9rn71QjMVhZVU7w3lLxhG8JhSbMem546PQ0dvkgN/2nDMpKs/Sb4jR1Sxw2DVJF++vJQfPLqb9p4ENovGX15STHAEF9S6JijP0/jSpSFg9NKShBD8cU0Xb3+Yvs6icZNfPN+E01ZGTZGNPEduXEdBF9x7WyWtPUkcVo2AW8tZv7LeGLy3tZ8NOwY4bbqHOdUOXHtv1QOj2MYbEkHngKQnnCLoMXDY4LE32rOOSaYk2xqjFNaO3CDqirUQf/pekt3piE5jxlJsi28kpo/2bsXExTShP5LigZdbADi50slVZxVQnD+5hb08h+RrV5fQE5bYLAKvHTVHVIw7lOCkUCgUY0w4Ae/viPD6Bz1ML3ey9BTvuIm+yGmE4LFVbcQSJsUOK90DQ9OSmvdW0xstmrpT/Pallszr1u4Er23o5tSTvLzzUS/5HgOHZewFm2gCXv+gZ0j79qYoNQUupISqQivzprp4f1s63N9p07hheSinPGiCPgOLLrLKD7vtOvme3I1OGY4ir+CeWyvo6k/hsmv47Ccma3G0/W+iSXj9g94h7XWtUZ5d3c5XP12KPUdMgx2GpDIwKFLmRp8gvVnR1g8NbTECXgu/+WMz2/b6fK3d1s+ZM73cfn4B9e0pNtcN4HMZzKhwUOAa444fJSbw5kdhfvWHJkyZjlD92rXl5HkMWruzx3FDHzkx1hCS1Jonkd370oeTH76GbdpiYqG5I/bvTGaEgPW7wlmpY5vrwsyd4qEsz2Cy+NwcDENIAi4AOa4FY8XkZWTcJhUKheIEo2n7JpDpaKDxW4llf6QQPLm6m58918SH9WGeeLOdu++vZyAxMb7fWJI004swgPrWKLVlziHHnL8gb1S9fNp6hgpcHzeEqS6yo2vwhU+W4himQtVoYzWgutg+pL3Qb8kIHU6L5PMXF3H3LZX803Xl/OCOaoq8o9zRwxByw199shSbJT3dcdk1vnhFKYGhl0LOY9fT3hleW85YZB03Vl1QFbINaXfZdXY2R2ntURUqD8eebslXf7WTf398D5sbIhmxaZA3N/VS357irvt28ejrbfzyD03c81A97eEx6vAx0t4v+cXzTRlj7FjC5EdP7OGmFUVZx7ntOtNKho5dx4puRknVbxjSLjvqEEI9p0cCXddYt22oMf/6Hf0YKjRCoRj3qNtYoVDkNP1xwUe7o9S3RTm5wklRnpUPdobp6Eswt8ZFecDI2dSGI6EnIvnTe51ZbR19SfZ0JCatUeaxIIWWLqYl94lHVh3Om5/H/73YgmnC+u39XL88xItrOkmZkqvPLmBGqY3RjFZIR9ZkM7XUzuxqJ4um15A/+lXfh0VIybVLC/mwLkw4lj6nMyqcTCnKPl82fTDqQwdGx2D6aFlYY+XeO6ro7k8R8BgEXAJTbRPnBAKTG5YXsmV3HZG9Xma1ZQ66B5KYEgxd7Ysekr1RnPuXTR+O3W3ZIlRHb5LtTTGCU4aKfbnKcMb53f1JbAbcdXMl737cR77HwvwprhEdR5O6HUv1ApIb/pTVLoLVyuNmhEilTObUuHnno76s9gXT3KRS6hwrFOMdtZpRKI4AIdLCh5TgtgFSIvZG2EiVS33CiKYEP3qykY93RwB48s0OLjo9n827wuxqifL4qna+cnUZcypGx9z2RCAQ6ZLOB/RfbZweGSkp2Nqc4PFVbWia4Mozg0wNWdBE2gtr0XQ3Xf1Jnn+3k22NEc6Z4+O7t1YiRDpiZILL3yYAACAASURBVLQXDCX5OlcsCfLEqrTviNep89mLSijKQSuQIi98/45qGjvj2CwaJXkG9nFYnto0IeiEoDMtio2F/4UUgoEYWIzB627UuzAiWDQTzUyQ0Owjdh6LfYLv31nNpvoI4WiK5q44z63uYPEMLwUejVxKX8s1UlLQvF/Z9PbuBFUhO7ta9glMi0/2IjS45fwiYgkTq6Gx+sOeTLGC8ULQa0ETsP9lF/Ra8Dk1Qh7BlMK8jNHxSN5fKVNgn3cpZtMWzLZdAFjmfoJkcMrI/SOTHClhTo2TU2pcbNiRTqubXu7ktFqXEvUUigmAmAQ3chWws6Ojf0xN1goKPLS19R3+QMXYI6BjANp6kvhdOnkunVWb+3j41TaSKZOLTw+waIaXh15pBeDyMwJMKUwvcI8XdZ1ks7M9xbd+W5fVZuiCT51VwMOvps9/od/CvbdWYNHG6VgmBE++08Pjq/YZn5bkW/nWjeU4DrK4V9fJPra2JLn7gfqstrtu3mdsDWkD7P4YaCJdZnisDTdNBO39JgNRk0Kfgdt64gQIda2MPb0xwUOvtvHW5l4CXgt/eXEx04osiBwSUg53nQghcPXvIrH6UWRXI8bs8zCnnklUH7kcykgStjcn2LonTE2xg2nFVpwjV4hvQmIKjT+s6eWRvc9DIeCapYXoOmzaFWbhSR4CXoPmzgS/fbE5M85cuaSARTPcFB1ltauxHE8kgrU7o/zPM43EkxKvU+er15RTka+NioBrkxH0/haEYSXuDJGQ46PowFhwrNdJwhS09aUwTSj0GVi18SWKKo4ONT+ZOGiaIBBwA1QDuw78u4pwUij2QwjB5j1xfvC7hkxlo08vLeCDnQPEEumGp9/uwGJo1LVE6Q2n+GDnAN++qZKaAjX5GGmGSxNIpmSWf1MkbpKSAksOLd6OCim5cL6P6pCddz7uZWqJgwVTXQcVm0YbXYfuqIYuwG01c8qw0jA0/vhe15D2leu6+ewFBRlvJmnKTJWmXOi/hkyX7HbnbhqaYmSQQvDwa+28uSltjN3ek+Ceh+r5wZ3Vo1LaeqRwRpqI/u4bkExH08Rf/z8s0V70udcwUhkvDgNmlVk4pcI/5qLweKGl16SjN8EliwKsfL8Lp03HYghqyxycNcvLP/1vHectyOOxN9qyxpkn32zjrJk5GFZ5CASShTU2/vWzNfRFUuS59RMq1h9ITDjAU5V+oS7PE4JFk5T4BtNoc+BhrVAoRgSVHK9Q7EdrP9S3xbn+3CKml6ddZX/3WhunnpS9i7t+ez8nle9znX1xbReGoW6nkaYk34LPla2Lz5/mYXPdvkomV5wRxJkDJssAcVOwp9ukuVeSlEe+mLQbkjmVVj73iULOne3GN3J+p8dFb0zw2Nt9/N3Pd/D139SxemuMhJk717mU4B6mtH26LTeuCcXkZiAGb27KrvZnSmjsHGoen5Aa29tSvLY5zLr6OD2x0erlEdDVkBGbBkmseRZrcmglw+NFiU1HjkUTvLq+mzVb+jh/YT6nnuThiTfbicZMNu4K09Gbvs4O3LwxJfSEx58hu5Tgs0vK8jRcltETm6QQdEegJyoy+e5xU1DfabK9NamKfCgUCsUhUBFOCgXpyKYPGxP84HcNJPdu1166OADARw1h4snsnZaifCt72mOcvzCPeVM9hKMpGjpNQl6Bpha6I4bbKvn2TRU8s7qTj3dHOGuWlwW1Hh59vY3KkJ0LF+Yxf4ojJxYoPVHBvz+xhx17KwSdOdPLTcuDR5USMprV0g6Hpmms/qiPx1e1ARCOmfzXU3v4+g2V1IZyI5ovlTI5b0Eer23ozkQkWnTB0tk+ZTSqyAksBgS8FtoPqE7odmQLt7qu8eaHYX72bGOmbUaFky9+shh3Lgjq2tCBTNgcSJEbY8FkpcAjuGxxkMdXtfHkm+m07NoyB2UFVnrr04JSNG7icxn0DOwTmBxWjQKvWgIcCQMJ+P2qDlau60YTcPmZQc45xcev/9hMQ1uc8xfms705xvRyJ6V+bVwXMVEoFIoTgXraKBRAfwx+/OSejNgE8MzbHdx0XhFb94Rx7RdF4XboTK9w4rBqeBwG33847R+jafCly8s4dYo9p4SD8U7ACbeeGyBppsOtpYQvXFKIaQp0YR7TDmdPDBpa4yRNSUWBjYBLZBlT9kQFO5qjhGMmU4rtFPm0Q5a8EZpg5fqejNgE6VLUp0/3MrfSevQdzAFiKXhlffeQ9g07+5lRkpcz13ipX3DP7dWs2z6AJmDOFBfFXqHS1BQ5gV2X/OXFxdzzUH3G7HjeVBdl+Rb2j8LrDEvuf6k5670f1oepb01wcunYT9XMQBXCX4zsbsq0RU+9mZjpxal8VsYMaZqcP9/LlBI7HzdEKA1amV7mwGWYTCmy47RpvLimkxtXFPHEqjZauxPkewz++spSvHahDJkPQzipsWpzH+9t6SPPbdDZl+SptzoozrexdXeUa5cV8tgbbRQHrDy3uoNz5+Vx0QIvxnj1lFQoFIoTwNjPYhSKHGAgbtIfSQ1pT5mSv/90BZUhK0XXV5BKSSoKrEQTkpKAle/ct8/Q2jTh5881Un1HNXk5khI1YZASQ+yn+ZgS7Ri9b7oi8O376+naW2LZZtG4+9bKjHlqT1Rw1/11tPem/64J+NZN2SbUB5I0BWu2DjU+/KghzPxqW05EYB0tFh0KfAZ72rPzegJeS86ITQBIKPYKSuan/UhGukKR4sQihSAcT19v1gm4SJMSphVZ+P6d1TR1JnDbNcoCliHV/hJJyUB06H0VzpFKYlFrHk2L/g5P10dYox10e0/ioY1+zrJGmFdlG+vuTWqchmR2mYW5lba9Y3P62gq44O5bqli1qZePGgb46yvLsBoCj13gtIx+hc7xRlIK3tzci89l4exT/CSSktKgjTc3dlPXGuWcuX56w0mWz8tj654wZ832Y+iClt4Upf7cST1XKBSKsUYJTuMAKQQtvZLW7jgBj4WQT2CodPERxefQKPRbaO3el/agaXBSmYPdbTF+93obp9W6OWWKh7c+6kMTgppiB3keIyNcQDrtqC9skmfP7R9IAp0DMBBLEfQYuEbReHMsEQLW7xjI+s1iCZNnV3fymQuCSFOypTGaEZsg7XXx4Cut/MPVJQdNlzQ0yYJpHupbs8WZ6eW5ke53TJgmV55VyKa6XRn/j6DPwqxK52HeODaoxdP4oy8m+P2qDl77oJuQz8pnLy5mSkifcPZbAknIIwh5BqMdh37BPLfGglo3a7b0Z9oshqCsIDciJJOm4EevSNp7anDap+4dQ5OUlkRZUGMfv+PcBOLAjQApocANVy32oWmCZMYaYHI874+Xtj4Tt8PgV39oJJZInzBNwB0XlWAzBJoGqzb2snbvZtOGHQNUhezMqs7NZ6RCoVCMFUpwynE0Dd7dHuO/ntqNaaYXzDetKGL5bJfyChpBbLrkC5eX8Z9P7KatJ4HLrnHjiiLe+KCbl9am04qWz8vjG7/ZmUm7sxiCW88v4hfP70sxKPBZyPfo5HJ1jaSElR/08+DLrZgSfC6df7yugmJvbotkI4EQgpauoWa9ezrimAg0IemPDDVS7epLkjTBepBNS2lKls/xsWFHP9v3ptUtmeWltmR87/zXBAV331pNXUsUq0WjOmQj35Eb446JoHMgfZ/lu3S0HL7nFMMgBI+83s7rH6RNp5u64tz9YF26ept74o9FB6JLkxvPDeF1GrzzYS/FARs3nxeixKth5kBpRYtmsmi6h8dWtWcqtgJML3cqsSnHMU2pfqNjwNBgV0s0IzZBegNqzce9XHR6PhKREZsG2dUSJZ4Y/+c6bgqau1MkUybFeZacqZqrUCjGJ0pwynHa+gU/f64xU8pbSrj/pWZOrqihxDe2fZto5Ls0Fp3sxWXXSSQlyaTMiE3VRXY27RrI8nhKJCUNbTFqyxxs2R0hlGfli5eX4raM/eLgULT0mNz/Umvmdc9Aip8808g3ry/HInK778eLaUoW1Lp57t3OrPYLFuShybQfVG2pAyGyLZsuPj2A3YBDrft8dsk/XFNKW28KXRMEPRrGODcPNU0o8UKJdzBHNDe+z0AiLVa8uj4tViyZ5eP6cwK4cyMYZMQRmiCWBKvOIb3ExhP9cXhj4wHV20xo7EhQOFF/yMMQcEhuWxHkU0uC2C0Ci0jlhNgE6d9m2RwfW/dE2LAz7Zd20Wn5TAlZyZVxQaEYSQIePWvON0g4bvL8u52cWusd5l1gHecpCP1x+OnzzWzYka4GXOCz8E/Xl5PvGOOOKRSKcYsSnHKcnnCS6AEeDqaEzv4EJb6jKH+lOCxeu+SUahf/8fhuBqImN59XhCbS59tm1YjEhno8RWIp/vaqMtr7kuS7dVxGbiwODsWB1ZIA6lpiRGISyyTwnqoMWvjiJ0u5/+UWYgmTK5cEmVvtyKRklfh1vn59Jfe93ELvQJJLFwVYdJLriHaIrZrcz7tBLcJOBELApvpIRmwCWLWxhxkVTs6e4ZgoekyGvrjg5XU9rNrYw9QSO1ctKaDQM/51J4sG+R6Djt7siEKXfZJ7n5gmnhzV27w2yf+7vJiO/hSGLsh3CtQ4lxuk0EilJHYLKppphNCkyVmzfLy4piur/fTpXh5c2QIIFtR6WLNlX5TTtBIHIZ/OeL4vtuyJZcQmgLaeBC+818UNS/OR6tpSKBTHgBKccpyAx4LfbdDdv29SbjEEIb8Sm0YcCdOLLfzLndX0hlPpiiS9+Tz7Tidbd4e56bwi3t/Wn/WWZXP8OPQU5X5BLqfR7U9wGKGyKmTDkaOLnJHGoklOm2pndlUlkrTh6v7+PwLJtJDON68rJSUFDkOlI+QSuq7x54+HGrS/vbmXZbNc+/mUjH8kGr99qYV3Pkp/39buBBt2hvmX28tw2cZ3OXq7IfmLi4u59+GGjHg2u9pFWSC7epsit9CFSaFnMIIj934nTRPY4l2IZIykPY84E/zBJmBnW4oHVjbR0ZvgE6fls2SGB6cl936b8UhFQOPbN1fy2BvpVNKLTw/wyrpuEknJ2q19XLY4wPyLilmztY85NS4WTHVh08fvude0dIXeA9m4K0zyrAD6Ud7zEkEkCYYu6OhNYUpJoVfHMgELRCgUioOjBKccJ89h8tdXlvHjJ3bT2ZfE7dD53KUlFLjJxbneuEdKidsKbqsGmFx6up+Typ2s395Pgc/g7z9dzhNvtqMJ+NTZBVQGDcbbDxHyaty8IsT9K1swTfC7DT5/acmkmgBIKbHrg/8//DGGkBhCHjKNTjH6pFKSmVXOjAgzyCk1RxaFNlYYhnbUXipdEXPI9+yPpNhT18TsKX5iunuku3lkaDrdEYnTBtZjFNqlhOnFVr5/RzWNHXHcDp3y4Mh7hSQRNHaZtHTFCfoslOWpxc5ExSCJre4dYit/CfEIWvlMXMv/kgFrwVh37YTR3Cu56746BoeV+19qJZWCi+a7x30UZC6gATVBnb+7qhgpQUhJgTdIccCKRRecOdNLiV+wbJaLVGr8V/4zTcmMCidPv92R1X7GyV4MYR7VNdUVETz4SislARvbGiN8sDMdNTWj3MmXLi/GbRMITDXHUigmAUpwynFME6YWanznlko6+1L4XDoBp8gZX4eJjsOAORVW5lcHMc30w/bka0oQQiDkvvLD4wlDg3NPcTNvqouB6OSqUqcY/0gpWTDFxavFdnbsNWivKLSxeLo7JwWneErwcWOMVzf0UBa0cdYsLwXuI0uJM7R0ROtglcBBrIlejO4eYoGZJ6jXB6elH373ajPvb++nstDOLRcUMaVAkBqacXwESIq8giKvLfN6RBGCVZsG+PULzZmmq88u4OIFXrRx7q+mGIqtr4HYC/+ZeW02bCL19oNYzvkCCTm+IwIPRl1LjAOHvefe6WDZKR7s4zjSJucwTQbj+sryNG5cmoeUaYFGmpCcQHPyKSErly0K8Ow7HZgS5k5xsXS296jEtN6BJP/xxB5auuKUFdgzYhPArGoXK9f38f62PuZMcbF0tg+/XV2rCsVERglO4wDTBK9V4g1ogErvGQv2LzesIce9gYpAEnBCwJn2GhjnX0cxyfDY4B8+XUpzdxIpoSjPyMnFlaYJVn84wC//kBY8/vxxHy+u7eKe2yrxH4Ffms8uuG5pkN++3JZpO7nUoKRvA3jLIXCiej48UVPnp8/sZntTBIDtTRHufbCO79xaRWiMgq0ORWuf5L4XW7Lafv9GG/OmuSnzjW9j30MRT2m09SWxGIKgW5uwFW01TSAl+xbCPc1DjklufQfLkltJ6BOzyopjmNKpPpeBPnEv75wgNYyZ+ETBbkiuOsPP8rk+kqYk4NaOKpVO0yDW08FXzkkQs3h5cn0887dFM7x8WB9m4660ALWtMcI7H/byzRvKc/IZrlAoRgYlOCkmHJom0DQxobxcFApFNjZdUhkYjFrIzYlqOAEPv9KW1dYfSdHQFsdffnhvGSkly2a7qfYMsKUpQYknxbTEBzjXPgkz7z1R3T4orT3JjNg0SCRu0tSZIOTOPV/B3nCKxAELQymhdyAFvok5/emOwA8fa6C+NQbAhQvzuPKMfOwTqay5gMZuybrtfVgMwZwaNyGPAMfQqmFasAJTtw3zIROD6pCNUJ6Flq50MRAh4JbzQ5M2bTSWEjR3J4klJMV5Bl77idsfHJxrToRUugMRSPKd6f87muerpoGlcyfmC/9KXl87wunjM8u/xMadbjr7UtSUOHjw5exNgN3tcZq7klQFJ2YUokKhUIKTYoLRGUlHEdS1RjnjZB/Tiq3j2sBRoVCMb+Qwk/WjGZF0TXBKucHM+odI/nkNGBZsF/wVMXfZyHXyCLFbBVZDED8gxe9gleVMBAPxdJlwu350/h+HIoWgOyyx6OBziINWTgr5LeR7DDr79hXdcNo0ivImqDG5EDy9uiMjNgG88F4X86e6mV6Se4LgsdLQafKN3+zKpJI9YrTx3duqqPBXodeeQWrLW+k/GFasyz9DPxO3/KrHJvnG9eVsb4rRG0kxtdhOiX98V0k7VsIJwU+fb2bd9nT0jNuu8+2bKyk8AdGXvTHB2x/1sW77AItneJg/xYXbOvnO+YFo0V7M57+PHOgGQIZ70F/4Af/v3O/yjSdTHCzwLiVVSJ5CMZFRgpNiwtAXF9x1fx1dexcXqzb2cuv5Ic6d7VIpYwqFYtRxWuCacwqzPITcdp2KgqOrnDVgCWI956+wLupCGjYi1rwxSa0u8sG1ywr57X5paotmeCnJH1o8oScm+O1Lrfz54z4KfBY+d2kJU0P6ca+De2KCX/6hmfU7BrAaghtXhDhzumvYiA6f3eRvP1XOT55pZE97jEK/hc9dWkrQxYQ0qo2l4P3t/UPa61pjzCi1TIjnoKZrPLO6Lcu3KJ6UvPtRH8Wn+zDOuhPb3E9ALIz0FTNgL5zw2ovXBvOq9o/imuBf+CDsbIlnxCaA/miKR15t5QuXhBAjeE5iKcEPf7+bXS1pYXfTrgEWn+zlLy4smLDpq0eK2d+JtldsypCMUW7v5YZzK5la6uCs2T7e+KAn8+faMgcOmxKcFIqJjBKcFBOGhrZ4Rmwa5OFX21h0kluVCFYoFKOOaUrOOMlFvqeMV9d3U15g56xZXvIcR5/mEcdK3B7a+8FjM56ZSVhysouKUCWtXXH8bgsVQQuuA9K1TDR+86dm1mxNix9tPQn++cE6fnhnNUH3cSwshODp1Z2s35FeVMaTkl+/0ExVqJKqwNB0DNOE8jzBN28opyds4nFouAxzwvog2nSYU+Nm5brsBV9FoS2nxSarVSeVklleiYdiIDr0uIGYiRAQ15zEfdP2/SGHv/fxomkCXddIJlM5/fuONEKAECLrPhYCmrvjQ47d1hglboJt+CDMY6K5O5kRmwZ5e3Mvn1oSoOB4xrcJgOb0gGGD5H7nR2hEdA8PvNzCBQvzKfRbuG55IXUtMUoDVhDgtac9ahUKxcRECU6KCYM5zIxLyuESWhQKhWJ0sOqSU8qtzK8uwjTTRR9Ga3EoBJiRPuzmAHFjZKr42XWoLdSpLXTsbRn6mf1RmRGbBjFNaOpKEHQfXXTX/kQS8Pam3iHtDW1xqgKOYd6RxqGbODwAEzCsaX+k5LLF+XzYEKapI734Pneen+pCK7m4mIumBNuaE6ze3EHQZ0lHy/kOHX1mpkwuOT0/q+oVpMu2T2Qj5wPpiQre+biPDTsHWDTdy9waB8dxa40buiKwfscArd0JFtZ6qAjqGCIt4FeFhqZOnjHTi10fWR8nIYYXlQ7SPKkwnfnoyz+HfPHHINM3sjzzFh5dbwESrHy/i1svLObPH/XS2ZegdyDBTStCeGyqeI1CMZFRgpNiwlARtOFx6vSF99XnvnJJAW5b5rmnGCfYbAaxWPLwByoU44TRLmJgkMTespG+1+9DxsM4Tr2C5JQziWmuE/5vWwzwuw26+7PvYZf9+ExhbQbUFNvZcIDYEPSqqcwg+Q74zo3ltPYksVo0gm4NXeTeSk7T4P2tEf7nmcZM25/WdPGtmyoPW/FwapGVr15TzhNvtmMxBJ9aUkBZ3giGsOQ4sZTgXx/bl9K14f+zd9/xcV1l4v8/597pfTQadVmSmxw7rnGc3pwOJDEbQgppkABbCN+F/S67+yUQElqou79dWFh2F0IaCRAgJCEhvZPuJE5T7NiWZVm9j6bee8/vj7HHVkZ2JFvSzEjn/Y9fOtKM78zcufee5z7nebaOcvzhQa4+I4o2i4Oqg0m47pYduePKvc/384Xz61jT6EBKmBexccXpldz+WDcZQ7J6oY+z14anvKB3ZVBnUa2bze17GyicuDxImVdl6ViWQDQchX7JDzEGutD9EaxANYc7DZ58O0HGlNz2cCdfvbSBoFfHqUtsQgWbFGW2U1dpyqwRdEuuv6yBx18bYmtnklNWhVg+z7XfgrJK8RlICrbsSvFO2yBNVS4Oq3cT8ajPT1EmajQjaO/LcJi+leTdN+bGU4//HKfdSbrppGm/uPfYJX/9kWq+c2db7v86eomf2nFqPU2GhuTSUyv42i2txFPZifXaxX4aosWZwVMoTl1SX1bcHRxjGY3fPJnfwXFbZ5LKhQcu8m3XJMtq7Sy9sDZbhLhI7ijpRhz6d0BqFK2sFtNfiWVNfdrLeEu6nn5jiI8eWzarl3S1dqfzgti3PNzFsk824NAs7JrktBU+jlzsJWNC2COmpaaSU5f8/YYaXnlvlDe2j7J2sZ/DG9xzvn7THiaCsoZF9HiqcuHPtQts/OAzTQyPmoT9OkEXyCL53iqKMv1UwEmZNaSEci9ceEIIhMA0LIr1Ynu2ShiCtt4MIwmTmjIHlUHBRO87m0Lj3uf6eOiVgdzY0gYPnzuvBp9NXZgoygcZSsK372gjZVh8d/lG3r/ILLPxPuyNx5BmetfeSAlLaxx89+omOvsz+DwadWX2KekYWh0UfPfqJjr607gcGtVhG4452gK+lEnJuEvgJlPMXRTRhFXPjCIf/U+0HS8DIDUbtg1fJR1ZPGPbMNuXdGXG2V9SGWtMSTspJYFc/fTpOy74nZKTl3k5dYUP07SmPItq1pGSsBvCbn3Pj4qizCEq4KTMOtmLWHU2OxRCTP6CIGkI/vPezlxBX4Avfbye5fUT647UOWjx8MaBMWNvtcZp783QXHVoS3HmKkMKTAvc9myNs94Y9A0b2O0a/SMZAm6d+nI7bpv6vpQ6IeDVrXF29afxODUMZyj/b/zlWJpthkoZSSr9gkq/I/fzlDyrhIBTEqi2T+nzzkVCwFBC0NaXxtE9RHVIn7HW7gEnnHtsOb98cG8HR6dd0FR14OymYiX6tiF2B5sAsAysx3+G7a++iSGc+3/gQagK2VlQ4+K9Xcnc2IkrDn1JlyYz6EO7MEd60QJRrEANliieaUJjhROHTZA29r7G848vx2OXBek6KaXEMNTxZzIMKUgb4HaAUFEnRZkziudMoiizUNIU9AyZuByCiE8r+pTrWFqwpSNF73CGRTVu6sr0Cdf/2NmfGRNsAvjvP3XwnasacE0gsyFjjr+O35hDhWCnipTwbpfBzQ91EUuYfPS4CPMq3fzwtzv42ImV/OLPHbn3+vAmD9ecU62CTiVO0zRau7IT0HjKYqttMau8IeSeFtWaDfu6jxGz5k6tG+XAumNw3c3biSWydQ+jITtfuWQeIdf0HwtM0+LoZh8+Vw2PvTZIecDOWUeWURsSpdlFMDGUPzawC81IgX1qA05O3eILH63h5c2jvLE9zpHNfpY3HtqSLk1ItLceQT5zUy4rWTvhKsRhp2HK4kidivoE37iykT/+pY+O/gxnHRlmZaO7NPeXOUYIwc5Bi/+9fxfbOpMctSTARSdHZ+RYoyhK4amAk6JMk/443HhnG50D2W5B5x4T4Zx1oSlZVjId4hnB9367k22de2tDfH5DLUcucE0oXTw+TqvqwVGDjJntbPVBqsM2ljV6eXP73qBVRchOTcRBIbtLCQGW0NAAOYHbqHFDY1d/BodNozqsYxczv+07By2+efuO3M/bulI8+PIgxx0e4u5ne8YE9t7YFmdnX4ZFlep0UMpM0+KIRX4e3pgNMP3bY/C5E/+ZNYEOXFoGovOJe2tVQpACQOew5P4XB3LBJoCewQyvbIlx6nLfjCwR8totjlro4rjD6hBYZDJWyQYPRLg276slFx6L5fRPy+kr4IT1y32cvso/JUu69FgX8tmbxw4+cxOifgV4Kw/puaeKlJKqgOCzZ1dgSdBQS9lKxWBCcv0trSTT2S/Ds29lu9R96WM12IqwqYGiKFNL3epUlOkgBHc83pMLNgH88S99tPUVb+e1tt7MmGATwC8e7CSemdjjayJ29PcdUY5bFsQ3wZu7TmHyyTOrOO/YCPMqnJy2Jsw/XFBP2FW4YFPSEDy3OckNt7Xz0/u76RiW+22JDNAzCt+6o40bbm3ln8wtiAAAIABJREFU2pu28T9/7mYoNbN3h4UQvLUjPmasPGCnayBN0GOjfyR/HxwdJ1hYbDStOO6yF7OF1Q4+cWoFDpvAMCUtsRDm4pMZbTiRUU8dVpFkKsxFpmXR2mfwRluK/riFrhfus+iOSe58oodd/em83+3oTs34d83IGGQyxX8MOhArWI8484sItx8A2XgE+tEXY0xD0fA9sku6rCmph2PGR/KLr1smVmLk0J98iknLQsiped3KzOgcNHLBpj3eaUswGC/t772iKBOjbmkryjRIGOS17gboGkizsOL9pXyLQ3qctu2jSRNzgtcD5V7BVy9t4L/v76SzP82Jy4P81XGRSa3Tr/BKLjohyLlHR3DbJIZhfvCDpommCZ59J8ZND3YB8F5HghdbRvjOVU1Exuksr2kaD77cz47uvUG7v7w1zNrFfo6cP7VLKg5ESknIO/bQ/trWGEcd5uf1bTGObPbzwjt7JxGalg0WFqueUcGWXQmG4yYLatw0lWsUcK5e1Jy65KzVfo47zI8lIeCCaMhBT0/qgx+sTJu0YfHrZ4Z48OVsjTqXQ+OfL6xnfrQwtenae9O0tCU4e10ZLW1jg9PrmrMZM8rkmEJHNh6NXr0EYaTBEyYtS6f2oBaIIlw+ZDKWGxOeQLaWUwG3S5kdPI78/AanXcNpO7S6Y4qilAaV4aQo08Clw+FN+VGJylDxTuxrIw4ctrEz+TPWhPFPIlbSVK5z/aX1/Ojv5nPlqRECzslfSGQyYMcoaLAJIJ4W3PV075ixtCFp3c/kPWXCG9tjeeNbdiWw2Wb2ULukzkXEvzfotGVXgnOPKafMb2dhrYdjlwbQNKgOO/jKJQ1U+IszgtMzCt//bRs/uWcXtz3SxQ23bOe1HWn00pnHzThpSXwOmf3uqRSAorC918wFmwCSaYv/vr+DVIHq07kdGrGkyeCowRlry7DrApdD44ozKllYNfkOhrG0YHOnwXs9JgmjOI8lM8GyLDL2ABl3OUYJBZsALHcI7ZwvQ6g6OxCuQfvI/8NyBQu7YcqsUBXSOWF5YMzYlWdWEihgDSchYCQFLR0ZtvWYJM25e+xSlOmmMpwUZRoIJBefXEFrZ5KuweyatI8cXUZ9uZ1ivZsT8QpuuKKRXz3WTXtvmvWrQ5y8PDDpGgl2YWG3Uawvc8I0DZw2jRHGBr5s+1lu4tTh8EYf7b39Y8YXVLsxxskem05BF3ztsga2diZJZizmV7mo9MOnzywnloT1y/1cfloUm0a2pXyRflat3Wk6+sYu+7n9kS6W1DXg0dV9d6U0DIyzjLW9N008JXF6Zn6SUx91ML/axUMvDzCvwsmG46OsXuhjXphJ11Dqj8P1t7XmXmNDhZN/vKB2n9b0SimwLEiFmrCd/01IxMDtJ6W5C1k+UZlF7JrksvVRTl4RYmjUoCrsoDqkF7QGV/cIXHdLa66O3WHzPHz+3Gq8M9SpU1HmEhVwUpRpEvFIvn7FPHqGDJwOjfIi71InpaQmKPjihmrSlsSlyzldkNOpW1x2eiX/etfO3FjIZ6Oxwsl4ERrLsjjjiBBv7xjNLas7ZmmA5jrXuH8/3YIuyerGsbM+IeXujDXJOBnuRSc1Tl2XoVGTjAmUVgJByRFCEM+AYZHdZ2bZsSCeEbT1ZkgbFrURBxGvmLbjXWU4P7O1uc5NcAaDTRlTsGvIYHjUpDJs5x8/Vsf2rhQjCYP6qJOlDV6GBvOXgR+Ipgke3jgwJqDW2p3i9W0JTjjMPdt2mTnB0Dzg9RR6M5RZyKXL3c1J9kw9C3iAEIK7nukZ0zTh7R1xNnekWNUw+SxPRVEOTAWcFGUauXRJfdmemXFpXH0LLJzarJtfTpqUsHyeg69d1sBL744QDdlZNd97wBTwqBe+fHE9u/oz2G0a1aHCdKmbLeqjTnSNMXXETjsiTMQHRn69Y2WKWFLwemuK/32gg5G4ySmrQpx/XATfLLnzG0uP7cjpsGWzO2uC0xMAmlem86kzK7n1kW7ShqS23MFVZ1WhMTMBJ8MS/OaZfh54KbusTwj4xwvqWF7vRMpsMMxhn3wEWiJ4py0xzrika0SiC0GZVyCK+NwnBJhSQxNqCaqizBVpU7ClPf/YtasvxepG55y+2aoo00EFnBRFUfbDJmB+VGdhZRgp5YTmI27dYkGuGLAKNh2Kxojg/13SwJ2Pd9M7lOHklWFOXB7ASKv3dTq1D5r8cJ/Mvkc2DuJ16VxwbGhWXIhv6UiN6ciZNiR3PN7NF86rRkzDd1bTBOtXelne2MBo0qIyaMNpywY7BhKwqy+D0y6oKbPjtk39+9sxZOaCTZCNq/zk3g6+e1Uj3kMpKyglJ64IsGXX3onbRadU8OxbI/z3nzoRAj60rozzjgrjmobXdaiSBry+Pcm9L/QT8ds4//godWWiVO4NKYpykJw2ixOWB7nrqbF1OhfXumfFOW62GDU0YkmLoEfDpanrvlKmAk6KoigfYLJ1TZSpYVmwqELnnz9eR9KQhN2STEZ9FtNt306Lezz22iAfWRfCVeJLGYWA3uFM3vjOnjRpS+KcpqWmlgERr0bEu/c/6BiSfPXm1ly78OZ6N//nvGp8U7yiYySeX0NqJG6SzMhDCjhJKTlykZftnSEee22Q6jIHowmTN7eP7v493Pd8P8savBxeV1wNM4QQvLQlzs/+1AHA9k549b0YN17VRGWRNlFQFGVqSAvWrwzS3pviubdHsNsEF50cZV5UTYuLgaYJNneZ/OSeNroHM9RFnfzNOTXMCwuViFqi1DdLURRFKWo2THy2bAdDZfqFvPmXBjURB/YSDjYJkV1ahoRFNa68369fHcJtk1gzdBNVonH7Yx25YBNAS1uCrV1pVtRPbcSpKuzIW5q6sNZF0C041HQerx2uODXCeceUYdc1vnVnW97ftOyMs2JeqKgC9ykTfv/M2OwG04LNu5JUNrsLtFWHRohsbbLeYROvSyPsKe7ljIpSSH6H5G/OruSik6LYdAi6pq+OnzI5PTH43q93EE9lT1o7e1L88Ldt3HBFI367ynQqRSVQNlZRlLlECIGJhrafbnCKUux0m2A4rZEp0crmjZV2FtfunXTbdcEVp1Wil+jk1bAEr7am+eqtO7nutp1kTMnnzqvF59bRNDhjbZiTlwdmLNgEkDYlreNkkvUMZRBTfOgr88CXL2kgEsgGEpfUu/ncObXYxNR8nkJKwm7wuySHN+YXnJ5f5SqqYBOAJsA9TucEp610zzudw/DPv2jlyzdt54s/28ojr8cwiuBtFwJG0oL+BFgzVLdMUSZCYFHmgYATFWwqIp2DmVywaY++YYPuQXXXsVSpDCdFUYqCENAdg3ue62VrR5KTVgQ5dolftahVSkpfQvDIxkGe2jRERcjOxesraa7SMM0Pfmyx8Nrhi+fX0N6XIZGyqCt3EPGWbk3l97oy/OC3e2tS3XDrDq6/ooEffLoRc3cXvpmebLhscNLyIH94tm/M+Pwq17S8z4sqdb79yQaSGYnfqaFPQzMDaUnOXhtm45YYXQPZicHqhV4W1xamU+eB2ITkE6dW8O079mZkBTw6C8fJfisFhhT85N72XMdAy4KbH+7isHmN1IYKd2/ZkPBcS4JfPthFKmOxeqGPq86sJOAszP6gaYKkATaNou4arChzWdCrI8TYaw67TeB3l+ZNPEUFnBRFKRJDScF1v9xOLJmdmd/ycDcd/WkuPyVSujNdZW7Rde59rodHNg4CMDRq8O3bW7nhyiZqgwXetkny2Pa0sM6aqq9gLA2t3RlSmWwgqyIwvUWabTaNh14ZyBv/84sDfO4jFRiGVZDDi5SS01eH6BsxePqNIdwOjctOr6S+zMZ0vCFSZrumZmtwTV8qV9gNN1w2j65BA5suqAzq2LXiPH431zj4xpWNbNwSI+izsaLRQ7g0V9MRT8PWjmTeeO9QhtqQswBblNXeb/Kz+zpyP2/cEuOPQTuXnlw24+f1eEbwl3di3P9iP5GAjUvWV9JQphZ6KEqxqQ5qnH98lN8+1ZMbu+y0SioDAllk2bLKxKiAk6IoRaG9L50LNu3x6MZBNhwdIVCaN52VOWZgVPL4a4NjxjKmpK0nRW2wcJO+YjGSEnzzV23s6k8DoGtw/RWNzAtP36RPSigL5BesLvPbCr6Ewu+UXH1GOR8/IYJNF/ids6NBgdsmaSzfcye6eF+PhmRemUbj0cEJdyEtVm47NFY62d41dplmZJx9fybt7E3njT3z5hDnH1eGewZnIELAk2+McPtj3QB0D2a47ubtfEcViVeUoqMjOWuNn+VNXnqHM1SGHdSENRVsKmEqtK8oSlGw6fkXfXabQKijlFIibDr4PfmzKNc4tWLmoi0dyVywCbJFmm99uGta67qYpsX6lUEc+9TmcdoFJ60IYpqFv3gVUhJ0gdcuZ0WwqRRZVmkHmwDsmuRvzqkh4MkG+oSAi9dXUBUs7BKUPXXD9tVU6cY5w7e7E4bg3ufHLl+1LGjtyq+jpihK4Tl0aCrXOHK+k3lhga2Ib14oH6xkMpyam5sXA78EIkAfcHlLS8vmwm6VoihTpTZip6HCOaaQ7kUnVxBwZVvYKkqxC7kkl55ayY/ubs+Nzatw0lDhZDqXMcUNwc7ebL2lmoiDqJ+iSywRAgZiRt54z1CGREbgtU/fBlcFBN/+VBPvtCVAZItmV/hUR6LZIGMJekdMbLog4tPmdF2emqDgu1c30Tts4HFqlHlFwd+PhqiDNQu9vLJlFMgG3y87vWLGt0vXsvVfhuNjs6hdTnUzQFEUZbqVTMAJ+Cnw45aWllubm5svBf4LWF/gbVIUZYp4bJIvXVDHW20J2npSrGjy0hS1qxRapWSYpmTNAhfXXtrA9s4kIa+NBdUuwq7pCzaNZgQ//N0uNrcngOwyta9d1khDpLgmUlJCY1V+gZyjlwYZGjXwTnNh46gPKpa6c5ksKthU+oZTgh/f08HbO+IAnLIyyIUnluPZT/BSw0If3IHV/R7CFYDKhRjO8Exu8rQRQtA5bPHQK330DmU444gwQbcDrcCHAbdN8jcfrqJjwCCZtqgusxNyz3yw1y4srjijim/9akdurCJkp7HCMaPbsT9DSXivI0XKsJhf5VLL/BRFmVVKIuDU3NxcAawBTt899CvgR83NzdGWlpae/T9SUZRS4ndKjlro4pjF7t3LS9SkcLaz2TQsa/YsJ7IhWVyhs7jCu3tkel9Xa3c6F2yC7DK1n/+5ky+cX0ugyMpGhb0aV55ZxZ+e72MkbnLiihDImfuWqxjT7CEEPLFpKBdsAnjstSFWL/SzqiE/iCAE2DrewLrn24jde5wM16Kf8xVMZ2jGtnu69MQkX/7FdtJG9rW9siXG33+0liPmOwu+3zv1PTW9ssv7ChXsba6y8a1PNvJue4KA18bialfBuuXtazAB192yI5cBqmtwwxWN1E9jbTtFUZSZVBIBJ6AeaG9paTEBWlpazObm5l27xycUcIpEfNO4eRMTjfoLvQlKCVD7iTIRpb6fDI1meGVzjEc2DtBQ4WT96jIW1JRoi6gCGt3WlzfWNZDmkY1DjCZNLj/DUTT7SiBj8sSmYVYt8ON1a7zwzgjzok4W1Hnxz2QFYWVcxbKfTEQiZfJiy6688Xd2xjl9bSRvPD44QOqpX7BveFMMtEPPVqKrT5rOTZ0Rz7/Xmws27XHnkz0cs2wRAe/UfrdKaT95v4oKWL24uFqGPveX7DTmvGPLcdg1XnhnmN882cP1VzThsJduG/hS3k+UmaP2k7lhzlzh9fXFCnoHPRr109MzUrD/XykNpbyfmFKjf9TErgtCHqHSCaZRKe8nkM02eHRTnF882AnAy++O8ODLA3z7kw0EVUfCSakJ55/GjzoswKvvxWjtSrJivo9V8wrbqWpfZ60J0jlo0DmY4dL1UZoqnSRjCZKxQm/Z3FZqxxShCVYt9LK9KzlmfFGNe9zXYTcSEB/MGycdn9DrFlq26pCQVlGe2sZbeq4JiMWSpOJTt8Gltp8UOyEEAjjzyDLufa6PVNripJUhIkE7/YNJ9Gms/Ted1H5yaIQQJDICmy6xiSI84EwRtZ/MHpomDpjcUyoBpzagtrm5Wd+d3aQDNbvHFUUpsOGU4L/u62DT9lF0DT52QpTTVgVw6rP3RDmTDClIWxpIud/6JKUknhHc+UT3mLFYwmRHT5rl9cVRU6NU1AQ1vvTxev7n/g4GRw2OXRqkPGDnsVcHCXp1RpMGBi7swiz4RFkIiBi7CO98kua+NmxLTyGjLyWNymxTJkdakvUrg2zcHMs1mli72MeSOhfjLdKUTj/y8LMQr/x+76DQEOUNB/x/hID2Qcndf+mie8Dg7HVhVja6i+7ctrDGhcuhYZiS4w8PUlXmYFmDF6dNYpVmzGJOkFIS9Nr48R/3Zus9/MoAF59SgV0DEIymwZLgc44fWFRml1ha8MDLgzyycYCKkINPnVlVdDUZFWWySiLg1NLS0t3c3PwqcDFw6+5/N6r6TYpSeEIIHnhpgE3bs11oTAvufKKHxXVuFlWWxCGmaAkh6BiW7OxN8sCL/ezsSXHM0gAXnWKjyMrzTAkhVKHUyRICltfb+e5VjWzpTPO7p3t4+o0h1i3x01Tl5q4ne/n9071cfEoFKxtdBb1b6k71kv7NV5C705nMrS/hPOUqjMVnzJoaXsrMCbng2kvq6Bo0sGmCioCOTRt/PzJMsC0/CzQb4q0Hkb4I2nFXYITqD9hAsjsGX7lpOxkz+7w/ujvB1WdXcfIyb1Hts1EffPPKRvpiBrc/0s3jrw0S9tu45rxaFlbqqhxikdI0web2eN74k5sGWb/Sz8b3Etz8UBepjMWHj4pw1hHBWXHTSdkPIfjj8wM88GI/ANs6k3ztlu189+r5RAtfGUZRDlophUz/Grimubn5XeCa3T8rilJgKROeezs/JXZrR5JSih9oWvFt7FASNm0b5Wf3dfDuzgTxlMUjGwf5yT3tWBTf9k6U1wEXnVwxZszv0akvV9lNB0NKcGgWtWV2EikTu03QXOfhzse76R3O0D2Y4f/7fTvvdWYKup2ib3su2LRH+i934jSGC7RFSqlzapJ5ZTo1IW2/waY9DEcQ1n4MedEP4bzrSZc3f2D2z7bOZC7YtMddT/USL+xXKY+UEPQIbn6oK7fMcGDE4Fu/2sFAfjxDKRKWJakI5p/36sud7Owz+M97dhFLmmRMyR+e7eX5d2PqxswsNpqGh17uHzNmWtDelyrQFinK1CiZ9IOWlpZ3gKMKvR2Koozl0GFxvZveN8degddEHAVfwjMR8Yzgvc4U2zqTLKhxs6DSgctWHBveOZDBtCCZHjsremVzjMFEBWUluhLJsiTHLPESCdTxxOtD1Fc4OW5pgKCrON73UhV0Sb5yST0jScktD3fl/f6JTYMsq6/AMIpojU0pHCRmSHYeeYgt44UgngZdF7j04qw3VEiGKUH3fvAf7mbX8yf3TruGXoS3a4fiFjt7xk5MDVPSNZgh7C6eOm6lStcFIDDNqT1+LpnnoqbMwa7+NJDdvy48KcqTb+YH4h9+ZZATl/nRVcrarGTTIeSz0TdsjBl32YvwgKMok1AyASdFUYqUlHzs+HLe3B5naDR7kjxikY8FVcWfrWJIwa2P9fD0G3sv7M5cG+biE8vQiuCCzuPS0Ma5znA5NBy6oNjXSWg2jVQGnLqVl0ng1CXL6x2sbqrEsmRRLU8pZS5d4g1oVJU54b3RMb+rDDsK+j7LSCPC5RuT5eQ49iIStkC2SMksIIQgYWTjaB67nFDARwjojcGm1jjJtMWKJi/VQQ0xye93LC3404sD/PmlAYI+G1efXcWSGntJpbIXm6YqJ0GvztComRu79LQKHNrEPtuZ5HZoeJwa8dTYg23AU7qdzoqCgI4hyROvDxJPWZyyMkhDuW3KrhGCTvjKJ+rZ0ZMmY0jqog7KvYKq0DiZT1EHJXDqVw6SacKVZ1TT0Z9GCLj7mV4qwnbqow7Uh66UMhVwUhTlkJV74cZPNdAxkMFh06gK6Tg+YHlDMegZtsYEmwD+/NIAZ6wJF8V6+aqgznanxuGNXt7Yvjd48KmzqvA7i2/Cs6/OEbjv+R627EpyxGIfp6wMEXHnb3BRZdvMEqZpceqqEI+9Okgqk31/PU6NYw8LFDTglHCW47ng61jvPInVtwPb0vVkKpfOmmBjxhK8sjXBrY90kTEkHzsxyvGH+cZkTEoEsTTYdXDbst/hnhhce9P2XKDgDgHXX944qUKxQhM8tHGIe5/PLsfoHcpw4x1t3PipRmpCKuR0sEIuuP6yBl7bNkrvUIa1i/zMK7cdWhbaNAm44G/PreEHv92ZOzdsOC5ChV+n0JNVIQ4xc+8QSDRiaYnLBvb3XZcIkc1yHk6Y+N063nGCxJ1Dki//Yns2Ow54/LVBvnJpA4sqpi6Q57VLDqvZm4VmWZKl89xUlzno2J355HJobDiuHKQ6Z85GIynBjb9uo60n+3l7nBr/fHED5T4dr1195kppUwEnRVGmhNcuWVix55BSfBfj40nvJ9hhmBbFUOLOJiRHLnTTVOWiezBDLGFSH3WyrMnH6HDxFuYYTGl8+47tDIxkM97ae1O0dae45pwqbEJdOM2EqoDgxk810tqTRkpJU5WTiKewK9ikhFFXNdqai9A0QarAwUYTDdPKTkSnIui1tTszptvUzQ91EfTaWLfAiZTZbp63PtrNc2+PEPbZ+OyHq1la5+C1rbExWSmWhLue7uWLGyon/IElMvDwxoG88dbuFDWhEl17WyTKPLD+cC9CiN37SXGe3yxLsqLeyfc/3UT3YIag10ZVSC9oo4CEIdjamaa1O8n8aheN0Zldsj6YhF8+3MnL78aoDjv4m3NqaIxqILPBpu19Fj+8aycDIwYhn40v/FUt86N7A4qaJnhly0gu2LTH75/u4Usfq2E6WwAGXZKv7pP5VB91UOYpXOBOmV5v70zkgk0A8ZTFPX/p5dilAY6Y71LLz5WSpgJOiqLMWZUhG9URBx19e0/yC2tclPttHLB10Qxy6lAbFNTuU1jU49QZPcBjCq29N5ULNu2xcUuM7mGTmqAqeDoTpJREvLCkMUJPz8jusQJv1G6FX0Ip2NpjcOsjHQzHDc45OsK6xR7ch3BFpOsaz7+TX3PloZcHWLewBpD8+sneXIOFgZjBd37dxg8+M59Y0sx7XCxhIhETXlZn1wWVITsj8bHP5feoy7ypICUlMtGXRH2CqM+R+7lQDCm49dFennpjKDf2oSPL+PgJ4RlZsm4i+Nl9nbzRmj1bdgykueG2Vr736SYiHhhJwXfuaMt9/wZjBjfe0cb3P92Ef582sOMdqmZqV3h/5lNp7IPKZGmaGHMdukdHf5rX3ouxoNpJyFWADVOUKVL4W/iKoigF4tIl//zxOs44IkxV2MGHjyrj8xtqsGvFEWwqVfZxKupqGtjGKcBbjITYUyBWmY12DVlcf2srW3Yl6B7M8L8PdPLCu/FD6v5kWZLqsvyaK7XlDoSQjKbh6X0m3pCdtLb1pFiz0JfX0fPcYyKISSyd0bG44vSqMcWsm6qcNFYcfC29rpjg+fdSPN2SZOcg6KoUkDIJPcPWmGATwJ9e7Kd/dGaCJsNxmQs27WGYks6BbIOTgZiVF+xNpC369rlZYlmSIxb58mopbjiufFqzm5S5xbIkyxo9eeNrFvrZtH2UjKECjUppU7e+FEWZ08JuuPTkMjInlOHQ1R3EqVAXtdNc76alLZEb+9C6CBUBregv0odTsGl7gtbuJKvmZ4vfO3W1T8wWQsC7OxN5GQr3PNfHMUu8OA7yNpyU2YnpH//Sn2ue4HZonLW2DMuUuzOQHHQMjL2L7XPr1IV1rru0gd882cNo0uKjx0VYWj/5QFFDROM7V8+nvTeFy6ExL+rAaz+4fbdzBL79q1YGYtnXYtcF117aSFNEBWKnmiEFI0mJ2yFydb1mg/0tWc+OT//9bodd4HPrxBJjg0o+d/b/9rs17Logs89yOV3LL7JeHRB885NNPPjSAKNJkzPXhplfYadYl1Yqpamh3M5VZ1dx+yPdpAyLE5aHkEiiQTthr4ba35RSpgJOiqIoUmLXimfJUanz6BZ/e04Nb+/IBm6W1HtYVOMs+mBTwhB87zc7ae3OthZ/4MUBLjq5gg8f4VeByFlCSvC68ie7IZ8NXTu09k9lbvjmlQ20dqcwLWiocFC2u26WQ5N89iPV3HBba+5rsHqhl7qIHYFkflTnSx+rwZJgE9ZBH4sqfFDh27Me6OCexGaDTdtHc8EmgIwpufuZHr7wV9VII38JoHJw+uLw43va2dKeJOy3cc15tSycomLUsbSgrTeNJaG+3EHQNbPBrMqQjaoyB539e4OsTZUuQt6ZWbLud8JnP1zND367Mzd2wvIA1SEbIAl74K8/UsOP/9iOtbum02c+XE2ZJ/84UBsUXH1GOULsaXShzgfK1LJrkvWHe1nW0MSW9gRPbhpEFw7+7pyagtZhU5SpoAJOytyk6yTSEo9DIE118awoUy3skhy72MWJSz0lc4He3p/JBZv2uOupHo5f5iPg3M+DlJKzuNZF2GfLBVSEgEtOqUCfgklwwClZvk920r4T/AUVOt/7dBMdfRm8Lo3aiB3XPtlzQlroFD7wrWk2+oeNvPG+EYOMKdSF4xTJSI1//8NOtnUmARgYMfjm7a18/zPzieSvrpmUgQR8/bYd9A5nl4/5PTrXX9ZAufdQt3riHDpceHIFL7aMsKU9zmHzvDRWuWjvS7Oocvr3IsvKfhe/e3UTHQNpgh6d2jJ7roOulLB2gYvvfaaJ/mGTMr9OxLv/oLNpFvcNE6X0maak3ANlizysbHLjtgvVlVCZFdR1gzLndMbg3ue6eWdHnBXzfZy1towKX/FPhpWJs9t1TNMs9oSaOcEocCeyyTDN/OOAaclxi8Yq00PTsl3bu74aAAAgAElEQVSYpjPoEnTB9ZfPY3N7ktGkRXOdm6rg9C9ZkBKiXkHUW/iCzgeSThusXODjvuf7xoyfsiqESzcw8mNRykEYilu5YNMepgXdgxkiHvt+HvXBhBC8vCWWCzYBjMRNHt44yCUnhmesYH/KgJ/es4v6qJPDm3xs7UjwxOuD/O051TMScALQRLZjZ1Vg/Kw/gdz9nVTTIaV4aFjZJhaFvvugKFNEHWGVOWU4LfjBb9ro2l1H4+FXBnhvV4J/urAOj146E+PxOD12pAXpZOaD/3gWEQKSpsAws4We39yR4OXNMRorXKxe6CPqVSdsZWJqIg6CXp2h0b1Zj+tXhQi5Dm2p1cESuoZpCWzCKnBXt+mXMQVbezK8vjVGXbmLZQ2uac0qC7ngyAUuhNhzTT/++9sdg827kmQMi4U1burKRLE0sJxWjVE712yo5c7Hu0mmLT60LsLqBV4MVbx2yrj3U2Po/TWE9kfXtXGzbjRNsON9mZoAWzuT2RPmDB3LXHZYu9jHM28Os2XX3np+VeMU11cUm1NjJCHwusBKq5UHSr6MhPZ+i66BDCG/jfoyG56DrFOozCwVcFLmlPa+TC7YtMe2ziQd/QYLoqXZtNFCsLXb4P4XekgbFmesLWNRtRNXiQfQJkIieLs9zc/+1MFAzOD4w4NUlzl5etMQTzPEo68O8E8XziPsmvx7oesCIURJZegoh8bvkHztsgb+/NIA77YnOGlFkHWLvcx0sEnToG0A7nmuh129KY5fHuSoZh9BZ+leWHky/Yj+7WAaEGkg7qrK1cXSNHjqjRg3PdiV+/v6qIMvX1Q/7ReTB7qB3DkCX7+tlZF4dvJj0wVfvayRxrLZXzjbpVscs9jJYfMasSxJuU8jnVapTVPJ54S/Paea7/1mZ24//PBRZVQGdQ50zOlLCN7dmaCzP82iOg/zK+14bHv/3jQtjmr28/hrg2Med+qqEHIG036FlHz8pCi7+tJs60xi0wUXnRylNpytoaQoe3SPCh5+qp/Xt8Zorvdw9pFlVPkLvVVKMdF1eObtJP91767c2Jlryzj/+DJcqrN00VMBJ2VOcdrzg0pCjD9eKrb1mnz9ttbcBetrW0f5vxfUs6L+4FPyS0XnsMWNd7blXvuTrw+xflWIb5xnoz9mctcmyY7uFOF5E38vhICuYcljrw/SNZDm1NVhFlfbKeFdRJmEiCfbtdCUAg1ZkGLhXSPw9Vu3E09lL6K2dyXpH8lwyYllWEVSR8Ru1xEC0hO4E+1J95L+3ddgpHf3g514P/4NYp56AIaTgl891j3mMW09aXb2ZVhcVZjLFE2Dje/FcsEmyLZU/+Ozvfz9hiqsOVA42zDAZ8u+znS6OPa72URKybI6J9//dBNdgxkCHp2akO2ABYKH0xo/+kM773XszRi6eH0lH17rxdonHrio2sEVp1dyx+M9WFJy3jERVjS6Z/x4FnZJrr2ojr5RE6dNEPYIhhKS1p40pilpqHAS8Yo515TBlAJTgsvGrM9e/SCjls5P7tnJe7uz4Hb1pXm7Nc7/+0Q9Icfcfm+UvTpHBL98sHPM2J9f6ueYpQHml6sL9GKnAk7KnFId1jmy2c+LLSO5sfWrQlSFdKD0JhBOp43n3+7Nu0t//4v9rFxQi5zld6TbetN5r/3pN4a4qKyF+S/fytLVF9LlXA9MPODUOwrX/rKV5O4J1kvvxrjmvFrWLXSq5fRzhGVJBLJg9+Bbu1O5YNMeD700wJlHhAm7CrRRu2WzrySPbuylcyDNiStCHD7PhXc/mUhCgNj5+t5gE0AmhfHy3dhO+jsMS2BJxrQm38Mo4ERM0zQGR/KPnwMxY8K14eIZwdauNL1DGRqrnNSV6dhmf3LUtDKkYDAuiSUt7DZBdVBDK+FsGYEk6hNEfROr67WjJz0m2ATwu6e6OXLxfMo9ex/r0CWnr/Ry9BIfUmY7thUqqGPXLKr82R2/Py657ubW3LJlp13jG1c2UOmfG18MS8KWLoNbH+0mljA595gIRy/24rKV7j58qDr7MrlgU25sIM2u3gyhGjVNVbJGk1buunxfw3ETUAGnYqe+ycqc4tYll55awdGHBWjtSjG/2sWCaie2Egw2QXY5iE3Pv1Cz6wIbgtlezck5zuytImTDPtoNloHn5dtY2LiEFIsm/JxbO5N5J7U7Hu9mVdM87NrcvSicLE0XSJntsKICdZMz7nfaJtC1wtSS2lfHMHz91tZcQGzTtlEuP72Ss1b7x11+KoTAGurMG5d9O9GkAdgJuOCMNWEeeGkg93ufS6cu4qBQr9cwLNYs8nP/i/1jxk9bHULD/MAyTklD8O93d/DWjnhu7LMfqeaEJZ45n9FwsDKm4JVtCV59b5Rn3hwCYM1CH1edVYl/jmRCpDP5e17akBjjBGwti1wguBiOwUIIXtkcG1MjL5WxuO+FAa4+PTInvhe7Bi2+cfuO3M8/f6ATu17N8Us8cy7Law/HftLH9zeuzE0VARu15Q7ae/eWRXHYBNVls381x2ygvs3KnBN2SY6c7+TC48OsaXSUdF2UdNrgqCWBvAnqh46KkEnP9nAThP02FtS4cz9rGnz6aAvnu4/kxuxDbYf8/whR6Gl+6RAiW2j55w/18Y07d/H8liRJY27cvZ4qDRUuKsNjC+tecGKUskNslT4Vtncm87Kv/vBML4OJ8f/esiR6w+q8cduKM8iw+zVKyXnHlHHFGZXMq3By8sog11/eQNC191snhCBjaVjM3L40v9LOF86vo7bcSXnQzhVnVLFqvntCGU7t/caYYBPAzQ92MZzczwOUD9QxZNIfM3LBJoBXtsT4y9sxNG1uHGPqo068rrGX7uuW+In6J1ZovJA0TdD5vhqaALv6UsgZ/F4XihCCN993TAC49/k+xokjzhmVIZ31q0JjxtYs9FEdVjkRyl4em8k1G+pYUJ295q8I2fnShfOoDhR4w5QJmfC3ubm5+V+BX7a0tLw6jdujKDPGNEszq+n9GioE113WyLNvDpE2LI5dFmR+RfFffE6FkEfn8EYvxywN4HcJFtraqX7p38HY26FHeEMHeIZ8C6pcuB0aiX2ynC46uQKnPr2t2meLvlG49qbtuSyxlrY4l51WwRkrfer9m6Cwy+JLH6/n9W2jdPSlWLnAx6JqR1EUsBcif2KoaYJxhnNS4QU4z/wc6aduRqZTOI7cgNGwbswdfa9dcvoKH6cc7kcX2dpZe36dNAQvbI5zz3N9BL06l5xSQVPUhpjmMLBdWBzR5GBpfT2mBT4HWBNcT5caZwaZzFgFXSZY6tKGxY6u/O5rz709zJmr/czEbQFNE2iaIGNKMiYzfl6oCki+fEkjv3+6h9buJEctCXDKqhB6CWRpm6bFumY/D748MGb8zLVlIAt/bJtuUkoCnvxpV9hnQ5/B7oHFxoHJucdGWD7fx5b2OA2VbhbWOPHaZv8+oUxOTQD+6cJahuISr0sQcFgTXuKuFNZkwsc68Ofm5uYe4BbgtpaWlp3Ts1mKokyYAQ1lgsWnlaNpkEjM7rpN+wq6JCctD/CnF/p5oTvJ6WdBKhXLXbbZlxyPGZk/qeeMeOEbVzby5KYhugYznLIyyMIqx5xNd5+stt503pLEu57q5filftwFrFORkbCj12Jnbwq/R6exwkmZu3g/06hXcvoKD7ruI5OxKJbJSGOVM6+V+/nHl+N3sN8Lv4xwYDScgLNuFQKLlC3AeLXPLUvuLtS+d0wIwfPvjvK/D2SX5XUNwPW3tnLjp5qoDk5/VoRlgVOzQNv/6xtPTcSOy6GN+S4cuzRA0DV3J5aHyu/SqYk48sZXzPcisKb1XRUCemLwypYRKsNOHtk4QHtvivWrQ5x0eADfDC3pS5saAZfkrz9SRcaUBJwWhlE6+1NThZ3Pb6jllke6yBiSC06IsqLBNWfOr4fVuQj5bAzGstdpmgYXnlyB+MBFurNbmUtS1ujg2GYPqdTcuYZVJs+lWbh8AFIFm0rIhANOLS0tn29ubv4CcDbwCeDa5ubm54Gbgd+1tLTEpmkbFUWZgLl4kpYSyr1wxakRLClIaBLvhd9ADrQjnF7SwToSwjfp54z64ILjQmia2J1VMjcuhqfCeCtbbLrYnRlTmPdR1wUvbk7yH39oz40tqnVzzXk1hFzF+9la1sQzamZKpQ++8okGnnlrmK6BFMcuDbKk1vmB2ymlJKnt/i5O4iWlTLjnub73PRe07ExQE/IUbdZc2C24/vIGbnu0m9auFCcuD3DW2vC0Z2UdjANlpxWTaECwrNHLa1tjvLszu4azNuLg5BWBaZ94DMThq79sZcPx5fzo7p2kMtnP8c7HexgaNfnEieFpD5r0x+Fnf9rFWzviVITs/N25NXiih5bNrOsaljVz3TjtmuTIBS6WNzYgLYHHIedE7aY9Qm644fJ5bNmVIpG2WFjjygbO585bcEBz8TpWUeaCSS2QbWlpMYF7gXubm5uXAbcDNwH/2dzcfAdwXUtLS/sBnkJRFGXKyd1dxUwThh1VUFl1yM9pWcV1IazrGqYUDIya6MOZbF2p4tm8nIaoc8wdXIBLT63EbSvcksSBpODmh7rGjG1uT7CjJ02oXhWcnAwpoToAFx0fQtM00mmD6Zwt6Zog4LHRPTi2Jp3XpRXl/r+HlJLqgOCLG6pJmxK3rXBdwvZLQNew5K0dcRz2JM21LqK+4jyuQLbo6IKoxv/ZUEvPUPYYWB224dKnf4Nbe9LEkiaWRS7YtMeDL/dz7lFhfPnJV1MmYwn+/e52tnZki4B1D2b4xm07+P5nmgi7P+DB40gagpb2FC9uHmFhjYs1830EZij4LqXEqQHa3MxQCLlg7Xzn3oEi/b4piqJMlUkFnJqbmwPABcClwArgLuBvgR3APwD37x5XFEVRpoBEsKPP5N7ne0hlJGsW+dm0rYePHFXG/KhedJPDgEty/WXzeGXLKO19KY5eEqCpwl7QyXbGgJF4/p3TxDgtdpWJyWb+Tf/7p2PxiVMruOHW1ty+HvbZWFTrmvb/eypoWLj04gzi7BqUXHvT9lyHM5dD45tXNhKdXFLojJIS/A4Lfy6zZ+aCJJBdAvV+HoeOPs0teIYSVi7YtEfGlHQNZAi7Jxk0F4IHXhnid0/3AvDk60M8FB3gyxfX4yngsmdFURRldppM0fDfAmcCTwI/Bf7Q0tKS2uf3XwSG9vNwRVEU5SC0D5h89ebtuQnrq+/FuOrsar59xw6+e1UToYO4uz3dwm44bYUPTfNjmoVfkhjxwjFLg2O6W9l0QW35NKYkKFNmQdTGtz/VxDttcXwuncV1LkJFHG8ypKAvZqEJQcQn0IowhUHTBfc935sLNgEk0xbPt4xw7pGBosruLAYNFU48To2hUYP6qJO2nr3Fy688sxLvAWqYTQWXXcPj1PI6RPrck19SN5SAu5/tHTPW1pNmV3+GhRWqM5iiKIoytSZzZnkO+FxLS0vneL9saWmxmpubK6dmsxRFURRdFzz15nBedsTL746woMZD15BByF1cE4SBBAzETMI+nbCnSCatlsX5J5bjcgiefXOYyjIHl51WRV2ZoASaOylIaoKC2pC3KDOF9jWSEvzvg128sjlb1vKkFUEuPimCp+hWbgoGR/N3/sGYUdB6a8WqzANfv7KRx18b5Ox1EWy6YGg0Q3Otm7qIPu0BuoALPvuRGv71rr29es5cG6YqqDPZz2rfDpD7movL26ZLwtToGjQYiBlE/DaqQzoOXaLrOpZlqYCuoihzymSKhn9/An8TP7TNURRFUfaQEuzjVOHWdUEyYxFwT/M6jskQsKktzb/d1U7GlNh0wec31LK60VEUQYJyt+RTp0fZcFw5Tlu204kKNpWWYtiPDkTTBM+/G8sFmwCeeH2IlfN9Y2u2FAHLtPjQujI2bRsdM37cssDurERlX1JC1AsXnRBGCA3DMBHCOWP7pGVJVjY4+N6nm+gayBD02qgO69i0yW9AyC04bU2YB18eyI1F/DZqI3ZUoPHQaBq0D8KLLUP89qme3Pj5J5SzuNbNfS900Vzn4fhl/oOqvaUoilKKimi2oiiKouzLsiTHHR4YUx9ECFizyE9znZuKwKF1KDpY43W1GkoI/v332WATgGFK/uMP7fTHIWUKtvWYvLMrw1BSFKwrlmmYBB1WNtikKFNNCJ5/ZyRv+NWtMfTpLvJzEBZXO/jCX9VSH3Uyv9rFv1xUz7xIcWVMFhvTlBhGNlI90wFQDaj0C1bMc9AQ0XAcRLApS/LRY8v4zIeqWVLvYcOxEb566Ty8dhVsOlR9ccEbrXH+sHvJYnnQzobjypFS0D9i8PrWUX7zZA9fv62N0UyJtIdUFGXCUtJGzNCx29W5dF/q3VAURSli1UHBtz7ZxDNvDZPKSI5s9hP22Tl6kRtdzOwEQUrYOWjxbnuCgMfG4hoXwd2djYbjZl73powpSabhfx7ozGVSeJwa11/eSKV/RjddUaaflKyc76WlbWyy99J5HqwiXK9k1yRrmpysaKgjEHAzOhJHZbjMPCFgMAmDIyZBr07Iw7R/DF675ITD3Jy4zAtyZjqyZixo7zfpHc4QCdipDes4CnPPZNp0DWQwTAvDlBx1WIC6cif3v9CHlHDusRFOWB7kqU1D9A5n2NWfYVGlmoYpymwg0XinI82dj+9iOG5y+hFlHL3ER3iGun8WO3WkUxRFKWYyG3T6+HEhhMjeYY9GvfT05GdSTLeWToNv/WpH7udoyM51n6gn4ISQV8ft0MZ0fnM7BD3DmTHLduIpi9se7eYL51UhZqDLmaLMFMuSnLAswPPvDNPalS0qvazBw4pGd9EuB5QSdCHxuHRGZ/6QMucJIXi3M8N3f72TVMbCrgv+7rwaVje6ENMcdZIS5Awtn5QI/rxxmF8/sXeZ2UePL+e8dcGiLKp/sAIeG8Nxk6qwncW1bm55uCv3uzsf7+GS9ZU47SOkMhaqjJOizB7beg1uvGNH7lz/q0ez3/1zjwySyeR3SZ5rii/HW1EURcljWRLTLNwVakZq/PLBsT0jegYzbO9OAxB0w/+9oA6PM3tacTs0/uGCOvqHM3nPta0zSaqAr0VRpkvQJbn2ojq+fkUD3/xkI1/4aDU+1QxR2Y+RFPzwrmywCbJZof/xh3YG4rPr+Ng/Kvntkz1jxv7wTC99sdl106EyKPA5dS4/o5qWnfllbTdti7Go1k00aKemTB0YFGU20DTY3J7Iu7H08Mv9DCRm17H8YKkMJ0VRlN00TSARIK2izUgoFNOSjCTyq2wndrfptizJ4io73/90E4OjJkGPTtANjnFq15xweAC3rfiLQM9GNlv28zCM2TXRKyZOXdIQ2bNWSO3kyv4Nx01Gk2O/i6YFAzGDMs/suUSPp/MzeqTMZrzimz3r6nQkp63y0zNsUR918cL7arpVhR1UhBwsqnMTcI7fLVBRlNJiWeRutu4r4LHhsKlabaAynBRFUQDoHYXbnxzg63e08/Q7CeKqoOcYbpvknKMjY8Y0DRor93bfklLic0jqwhp+Z7YuSG2ZjavPrsJpz55u1jX7OWttGKmutGeUJWF7r8mP7uvmp/f3sKPfygZXFaXIaZrAbp+dl6sBj47PNTbgYtMFYf/sCTYBRAM60aB9zFjYb6MiWJyv05AancOSzmGJISd3nHTqkrqw4IRlfoLevZ+t16Vx5JIAi2td1Jfp6hw4R9iESSDeir/zJQKxrThJF3qTlGmwuM5D2T7HbSHg4ydHcaCW0wGIOXDAawS29fXFZqQo4v5Eo/6C1FxRSovaTwpjJC34l59vZzi+N4Pn3GMifOzYUFGm4RRqP4lnBH95J8b9L/YTCdi4ZH0lDWUfPBHUNBhKCgxTEnJrqnbTDNqzr2zrNbnu5tbcuBDwzSsbqQvPzom8MjnFeu4ZGU3x0uYYHQMm6xZ7WFDlQujFGaQ4GEIINncZfP83bcRTFg6b4JoNtaxscBRlctyh7Ce9cbjpwS7e2D7K0novnzyzkqhvijdwCsTSgp8/2MVL78YAWL3Qy9VnVeI/iBVwQ0lBW28aS0oaok7KvAJzhupmFVKxHk9mmq4JPG3PkHjgx2CZgMB10mVkFp9GCrWkcrbtJ10xweb2OKNJi0W1bprKbXPmelfTBJGID6AJ2P7+38+es7aiKMpBautNjwk2AfzphX7OXBPE78z/eyFgJCVIG5KQR8yqoqcH4rFLTl/p44RlPmwaE37dlgV+x56/nRsn32Ki6xr3v9g7ZkxKeGLTEJefEpkTEyCl9MQTaa69vYuBkewd4gc2xvjch8o4emlZUXb9OxhSShZV2vje1U0MjBoEPDohN0UZbDpU5R744oYqkgY4dWa8y+pECAGvbYvngk0AG7eM8vKWOKcs8046KynokgTr9mR2FbYOozLzPIkOEg/9bHewCUCSfPJWPLWHkfI2FXTblKlX6ZNUNrvRtOx1r7re3Uvd2lQUZc7TRX7KvK5l7z6/nykFz76b5B9+to2//+lW/u3uLoZSc2dpkmVJHJqcM0G22WH8xXPaOPv3gQghsBBo2tzZ3+cCE8GW9jitfSZxo3g+2+1dyVywaY+bHx8inZ5dS1KklPidknllOiEXszLYtIeGxGOTRRlsgmxw/pXNsbzxF1tGcvXvFGXCEoOQSY4dkxYy1l+Y7VFmxCy5HzKl1NFTUZQ5ry5ipzI8tr7EBSdG8bvy/7Z9wOQn9+wikc6eUV59L8bvn+nL3hpVlCJkmpIPrSsbM6YJOHFFcMLZTaMZwaNvxLj+9nZuerSP3tHp2NLSN5LWaOk0aO2zSFvFf4mVNuGPLwxxzY8285VftvIvv2ilJ3++XRDj1bVPG/L/Z++9w+Sozrzt+1RV5zgzPTlLQjmAQEIEkTO2yRgMmGBjr3fX3vXu+3l333XEGOOA117v2t8GR2yMsTEmmGyiEFESQQlJSJqcc+fuqvP+0aOWhh6MJGbUPT3nvi4uNKerZ6q7qk74nef5Pcr7RjFtmKbFirmenPaV87yq0ILi0PGGEO7AxDbdhvBX5Od8FIo8oVLqFArFrMdjl3zx6no27Y6wtzvBqgU+5lXZkZP4vnUN5u6ur986ypWnlOE2IGlB15DFUDhFecBGVUAv2N1cxeyhoUzn1huaeOr1YQxdcPqKALVBcVDRFFII7ntxkMdfGwJgT3ecV7aP8c0bGydNOT2S6DrETR2nLvOeGtgThm/9toX+kRQAJy8L8LFTy/HaC2uh6koPow23gYQWFnDfuv3plkNjaX72WA//eGlV3vutpgoHTrtGPLn/+7t8jQ+n04Y5nqEixHjkXR49OhVTQ8IUdA6bpNOSmjIbHuPIPzdSwjFz3Cxt8rB5b0ZVX1TvZtX8Q0+nUygi9hDeC/+e2MP/jowMIZxeXGd/mqinVmVbKWYVSnBSKBQKIOCE05d40Zb5xheuk08ug5OUcG6sdOAwBKaEB18Z5v71A9nXbr6gilMWqcnqbCYtBcNRC4eh4XfmpxS2QNJQqvGJs0NAZif/YFN3xmLw5IahCW2jUZOOwRQLq23v8a7pZyAmeGrTMJveCTO/zsX5q0qpzJcJsdD4/XM9WbEJYN1bI6xZ6Gd5ff6+o3fjSfSSuO8WGMuITH3HfzfnmK1tERImuPM8Qwz6ndx2XTUPvjxE+5Dk3BVOVs7xZMWmsYRgS2uMPd1xljd7mFdtx6GrfnYmMhwX/PyJnmw6W23IwT9cVkt5brDRtONzwOcvrqJ3NHOjlfsN7JpSBxSHjmVBuHQR7iu/jogMgCtIxFWd982Rw2UgCnt6kpimRUOlk9qAVjR+eorpRQlOioInZQmGY5K0CUG3httmFWLhMEURIOX7m3o2hOwcN9/HazsylTUcNo0bz6lCx6J7TE4QmyBTlWdZY3PGCFYx6xiKCX74QAe7OuK47BqfPL+aY+c6Diuf3eUyEEIjGj18D5vDmegKkSnVnkxPfDb0PHo5pdD4n4c72doSBaC9L8HmPRG+cm0jvjxEFIWTsL0tltPe0Z/g6EZbQXg6aJpA7lqfFZsAyo0wvKta0tImD84CmB1aliQUcPCpC6qRUmLJ/d4Y8bTg3+7rZFdn5jt/5NVBrlgb4sOrAwVZWVTxl9neHp/gndTRn+DxDcNcd0YpVh5S2WyapDa4r5cugIdXMWOxLAgbIQhkNnuYoWJTXwRu+00rA6MZXz27IfjydU00lCg7CcX7U/gGA4pZTdyCt1oT/OC+Dr78i738+uk+esKqcytGTAS9YclARGJNanFcGLgMyafPr+CW6xv5l6vq+c7NTdmJaThu5hyfSsus31NeEYLBGLQPWcQKyBi4mLEQ/OzxHnZ1ZExDY0mLH97fQc/IoS2IDR2MkRYST/+UxCPfx+jdjjRz77Xpwu+CK04tn9BWX26ntix/kTvdQ+ms2LSP3uEU7QP5MZT2OmBZc244Rn2FIy9ikxAwmsg87+GkQIiM2bvZvXPi+XU8zlUnuNmnHZYHbNxwdmVBFQVIpTMbTgd+j11D6azYtI8/vNDPcKxwzrsQkUIQNwWIwpn+G4bGro5csXZrS4SkGqsUiryjafDG7khWbIKMn9796/sRWm7Uv0LxbgpgD0uheG+6hyx++Mf27IbAc2+NkLYknz63AqF2nYqGsaTgp4/1sGFnGCHgnGNLuPTEUlxGYS4eHLqkqUwHMgPtvnS5yoCB26ERTey/N6tL7ZR6DfK1S6rpAtMSPLslzC8e78a0oMxv8C9XNVCRr/SjWUI0mTGVfzfdQ0mqA4dgfjTUBvf+K5o5Ptnb8Ry2D3+RdNXSKTrTv4y0JKcv9dFQ7uD1dyI0VDhY1uTCncfn09A1hMgNZrEZeVqgWhaXnFRGS0+ctr4EQsC5x5bSXGEnH2XHNren+P4fOkikLDxOjf9zRT3zKgwcC9Zi7t6QPc6+dz2XXHQ6p6w6hqGxJOX+jB9WoZOexLPJkpn/FJMzEIXfPesQpUUAACAASURBVN/Hlr0Rjpnn5ZITyygpgMjbdNpiQZ2LxzdMbF8+x4tdt/ZXlFcoFHlB07QJ6eL76B1OkbKUmKB4fwpni0OhmITuoWRO9OlLW0cZiatZZaFhGBAxNSwObbdD0wTrt42xYTycXkp47LUhdnQmpuM0pxW/E750bSONFRkxYVGDmy9cWYdDP/JikxCZ6IYf/amPl3dG+emj3dlnaWA0zY8e7CQt1e7xdOIwBHUhe057wHPw0zPD0LD2bARzYnl4sfFebEdwlmfXJYtqbFx7WgknL3Thz7NZeKVf46xjSia0LW3yUFeav6ircg988WP1fPXjTXzzE3O46pRSPLYjP1YNx+F7v28nkco88JG4xR2/a2csAenqpdiOvwx0AzQD2+pLoKyZ5moX9SXajBCbAGpKbJR4Jz4Aa5cGKHEdwT5N0xiICobjAq3AZ9OxtOCXT/QyFjWJxi2eeWOE793bQdIqjDFgQZ2Tk5ftr+Y1t9rFmccEsd4nxV2hUEw/6bTFirm5O5SnrQgqfzPFQaFESUVB43XlihcBj4HTJsjHrrFicvpjgmffGGb9llFqQ3YuP6WC5pDgYLJ+TAQvbR3LaX9rT4SVzY739VQqJKSE2oDgy9fUE09J3HaBnqfIps4RyRd/sRfLgoYKZ87ru7viRBMZkUwxPdg0i7/6UA23/Kol6390xtFBaksNDr7/EiBzHyRhWXmJ5jiY59ECukdhNJqmKmij1C2nPK1Mw+LiE0tZ3OTh7bYozVVOFtW5cOZB3D0Ql24xJ5Rf75fBMZPUu65TOG4yEjHxlnjRj74cx6IzAUg4SjALRHQ4FDx2yVeubeDRDcNsb4tyytIAaxZ6EUdoXjAcF9y3vp9n3xjGbtO4bG05pyzxFmRUrhDQM2LicmiMxUyuPqOSzXvDbNwZpn/MpCaQf7XM75DcdHaIC1aVkkpLqksNnGohq1AUDHMrDT7z4RrufrqXWNLigtVlrJ7vURVCFQeFEpwUBU1zhYMF9S7ePsCM9abzqnEZyji8cND4w/N9rNs8AkDfSIrtbS18/Yamg6oYpSNZ2uzmna6JHg5H1bpm7EBmExY2O+RLFBVCsGnXWHaRb7flLijqKxw47Uq4nW4ayzS+c3MzPcMpvE6dyoCOTTv47zydNjGajoMN93Jgbom18lLSBZhqkjQFT74xxj3P9mJJ8Dp1vnBVA02lUy9q+OySY5vsHD/PSTr93pUlZxtBr46uTfSmddk1fG4dkJiWIGorzbwwg9f0pW649tQS0lYJhsYRGy8MQ2PdlhGefn0YgHjS4td/7qE2ZGdpbeFUJNxHz5jk679qyYqQb+2JcM2ZlbzdFsWerxTUSTCQ1AUFIJjRN6ZixqBrknA0hd3QsNmNgijuUKjYNThpgYvlzU1ICQGnNaM2hBX5RQlOioLGY7P4/CU17O5OEo6b1IUc1AaEEpsKiL6IZP2WkQlt8aRFW1+SSm9uOtG7sSzJGSsCvLp9jM7BjOHv4kY3SxpcWW8kxaFj6PsXEm+8E+b81aU8+uogUmYiB//mwzUqFPoIICWUuKDEtW8heuj3tBWsR7/sVqy3HkVLRJBLzyNZvrAgc+I7hk3ufqY3+3M4bvLjBzr42nUN0xZ9lM5DFatCpsQl+NuLavmP+zswrYyv1d9fWkvAKYtu7LQsiQZHdKEYS8MLW0Zz2rfsjXB0Y2lB3Y9CwNtt8ZyIt2ffHOamc6sp82gooVYxG4nGkvz6mUHWbY9S5rPxmfNLWVDrLuiiNfnGsiSe8SjOI1i3RFEEKMFJUfC4DcnSOhtQeDuHxUA4KWjtS5IyJfUhO2UecUhCj64LnPaJRtnAIe2clrjgK9fW0zOcRtcElQEd+wzxEilEpJQcPdfLPc/2kUxL3tgdJpZ08bWPN4O0CPkNfI7iW3wWKxYCK9iM+9y/AyTRaOqQxKb+CLT0JjB0QVOFncA0plH2TWIs2jWYZDRu4cwt4qaYBgSSlc1O7vjUHIYjJqU+naAr12BdcXjYNEF9uZ2O/ok+g9VljoISmyBzzScrSKdrgmXNLlV8ZRYjBKSlhiZAyNl1H+hCctezAzy/LRNZ3z+a4tZ7evjuDdWUF4KTvkJRZCjBSaGYxYzE4et3tdI7nFkkOmwaX7++kSr/wYtFlT7BladV8PPHurNtjZVOGg6xOpPLkDSF9nl2qZXRwSAEDEYzYgJAY4WDUndmkVHpg2/c2MSL28YIx03WLvFTXyrQRCatRi0+Zx7RaPKQ37OtNcI//2RP1kMq4NH52nWNlLqn+uwyVARzNwZqQ3b8Tg2VJnPkEEhK3VDqHu9TC+R5txCMxCQ2XeB3Hrk0uCnFMrnoxHLe3B3JbrTUhhwsaXRTKF+0poEpNXQhM95mdo14cv/zd9Vp5QXlkRROCnZ3JxiOmDRXOagt0QoygrNYSJqCt1rj3L9+AI9T48pTy2kKGUfMAy3fROJp1m2baOMgJXQOJJXgpFBMA0pwUiiKFE0T6LpGOm1OKi4IAZtbYlmxCSCRsrhvfT9/fX4l8iB3vFIpkxMXeagubWBne4zyoI35dS6CjtkxccknfWH40i/2EolnrpXHqXHLx5so9+4TnQSXrgkghMB8d7lHRdGjaYI/vtCXFZsARiImm3ZHOGuZd1pSVmuCOtedVcldT/VgWpkiD5/5cG3ezbwV+Wc0IfjZEz1s2BHGZde44dwqVs9zoYuZN1bUl8CtNzTR2pfEpgsaKx347YVxjw/HBc++NcKmXWFWL/CxdqmfW29o4sVtowyOpVm7NEBz+aEULpheIknBt+5pz26cAHzhynqW1dvUxsg0IARsbovzg/s6sm1fvbOF225sojY4O2Q+uyEIBWwT5r8AXtfs+PwKxZFGCU4KRREyFBM8v3mEHR0xTlkWYFmjK6d6jhCC3uHciImO/iSm5JB2F52aZFG1wdI633het5olTjeaJnhu83BWbIJM+fPnN49w+YnBbORA5v8z+3oYhsDhsBGPJ5VvwCEgEXQP5j7jfcOpTATENHyXdk1y1nIvy5o9jEVNKksMgk5JIg3dIxbhmEll0Eaph5l+WyomQdNACh0hJNaB6WVCcN/6ATbsCAMQS1r8+MFOam9ooqF05i3yLAtCHgh59vkUFobYlLA07ri3jZaejHizuyvOW3si/OOl1Vxy/IGbD4Xz8LX2JyeITQA/ebSL229qxHEIBRYUB4cpNf64fmBCm5Tw+u4I9cf5Z2bU4SFi2Aw+c14ZX/9td7ba69FN9kkr+ioUig+OEpwUiiIjnBTc8qsWBsbSALy5O8JFJ5Zx2QnBCSYeliVZPsfLfS9MnHicvbIEXRxeypUSA44cmibo6M8VE9r7E2iaKJpJY29YsOmdMDvaoiyb42Vpk5uQuzg+27QjM6WLd7S3T2heNd83rdVlBJIqH1T5Mumb8bTgnucHeXzDEJAxtP/iNQ3MLddVBEMRMZKAV3dEeHHrKPUVDs49tpRqf+a1WArWT2K03TGQoKE0vyksQgiEmKHpfe+idziVFZv2saUlSv+YSZW/MA3CE6lcsW40YmbmEzNPiyx4hADfJJE8Hoc+awq1WBYcVefmjptq6OhP4HXp1Jc7sNmUV6xCMR2orlyhKDI6BpJZsWkfD700wGg899jGMoPPXlRLwKNjNwRXnlLOqqM8s2bSMZNJpy1OXx7IaT99RbDgjGsPl3Ba58cPdvDrP/fw6o4xfvpoF/c820tSDV0HhZRw/CI/N51bRcCjEwrY+PtL62gs19//zVNI51A6KzYBpE3Jf97fSdxU1YCKBk3joZeH+OUTPezsiPHUpmG+cVcLA7HMNbYb0FjpyHlbiTd/+55CQG8YHn19jIdeG6VrZOaPe5o2+TOlv0d7IVBb5phQVRXgvFWleHJvF8VhkrAE3aOS0QQILK44pRxxwFfudmgsa3bPqg0Ay4KygJPlcwPMqfEqsUmhmEZUhJNCUWQIkTuxzLTlziQMTbJ6npNlTc1YUuKxgyyCXd7ZwvwaB5++sDpbhv6q0ypYUOugEHexD4f2/iTvdE1USl/aNsaH1oRoKCncBVQhEfTaOGOZhzULPWgIHIZ1xBcVo5Hc0Me+kRSJJDhUBkNRMBCWPLlxaELbaNSktTdBWaMdHckN51TxlV+2ZCNajpnnobH80IpLTCXdo5L/+7O9pMY9zu55ro9bb2iibgb72FT4dVYe5WXjznC27dTlAUo9hRndBFDug69+vJE7n+yhZyjF2ccEOePogJqLTBH9EXjqjWFMU/Lm7giXrQ1xTLOT225s4s09UVwOjWWNbkIeVclSoVBMD0pwUiiKjNoyG+VBG30HmCFedEIZAZeYdAInpcSpZ9pnWWXcGY9dl6xd5Oa4eU1IwG0rjrSQfbxXpJ2aFB8aliVx6pCv6oSVJbk7x0sa3XiU2FQ0aCITRWO+q/85MLKmNqjxnZub6BpM4bRr1JQYOPT8PMyaJli/dTQrNkEm4uHhVwb5zPnl05pyOp3YNMknz61g22I/29tjLGl0s6DWUdjG7BIaSjT++Yoa0ia4bLKoxrF8krIEb3fEeHN3mLGYySnLgmxtjVIfslMb1Khb6WPfuKDGVYVCMV0owUmhKDI8NsmXPlbPy9vD7OyIcdISP4vqnGq3sEixLIlD3/fv/J7LVFMbstNQ4aD1AEPZlUd5qSoxAGUYNlMo9wn+8fI6/uuhLsJxk3k1Tm6+oBq9QCMu9uF220gmJel0+v0PnuWUeeHiE0Pc81xftq2yxE5jxf4IJiklQScEa/YJkPm7/kIIwrHc6xqOmcDkEcEzBa8dVs11sma+e0ZVJ9WR6Pr0j2OaJoinwaYLRJHvsnUOm/zXQ53Zn+9f38+lJ5czHElT6bcp+wSFQnFEUIKTQlGEBJ1w/kofFx7nH/fzUZMKxczDb7P47MV1vLxtlG1tUY6e6+XYo7w4hBKbphMhIGGKKVuQacAxTQ6+/ckmEilJwC0wCjjiYiyp8XZHnFe291FT5uD4RX6qffk+q8LGMiWnrwhQE3KwcdcYDeVOjpnnIeAozOtsmhZrlwV4YuPwhPYLV5fNKJHmL1Esn2MqiaQE67aM8cTGIWpDDj56ajm1Qa0ohRchYGdHLKd9/ZYRTlqiOjSFQnHkUIKTQlGkWJYKS1fMfCq9kstPKsFmKyWRSJNOF849bWgSzCTScM7YFJx3E0kKnt08ypObhqkts3P16RVTsiCzLInXnom+KGQB3GbTeOH1Me56qme8ZYynXx/mX69poMKT11MreDw2i5VNdo4/qgLTNAs+4rKhTOfL1zZy77o+UmnJpSeFmFulpsVFixA8/OowD76UqczbO5xiy94I3/5kM6XuPJ/bNCAl+N25BSJKvAYlbg0o8AdUoVAUDWpkVSgUigPQNOgZg86BFH6PTm2JgV1TE7N8kkymSSbzfRYTcUS7SL96H3rvDszmEzCWnk3aWZrv0/pgCMEDrwzxyCuDAPSPpNjWurdoF2ST0ReG+9b1TWgbCqdp7U1S0WzP01nNLFKpmRGBqAHzKnT+6fIapGRGpVdFUoLW/hQjkTQ1ZQ5qS7SCT1HNN5EkPPLq4IS2ZFrS1p+ktKE4n+0FtU7KfEa2crGmwcfOqMAQM+deVygUMx8lOCkUCsUBvN1t8q27W0mOR9KctbKEK04uwaV6S8U49tQI1n1fRURHsACx6T7kYAv6Of+AOYOH1UgCHn8td0HWXsQLsncjJViTRHMVY8qNYhzLYibVvIymNX75ZC8vbhsFMqlTn7u4jlVznViFHlZ2iJiIA4zE3//4kaRGR38CQ9eoK7PhNva/SRcCj1Nj5F1VM+3GTLr6h0bACV+9rpHd3XFiSYu5VU4qA6KQg0wVCkURMnNrvyoUCsUUE01r/NdDnVmxCeDJjUO0DSjTYMV+zIF2ZHRkQpto2Ygc68/TGU0Nmg5uZ24KhsM2e6YK5X7Jh9eEJrR5XTr15Y48nZFCMZH2gWRWbIKMSPrTx7oYjheRiiCgddDim/d08oWftPDAq2NEUn/5LT1h+NqdLdx+dxu3/rqF7/2hg8HYfjHJZZPccE7VhPfUl9tpKC9uMT3glBzT5ODE+W68Lo2EKRDFq7EpFIoCZOZuxSoUCsUUE01KeodzZ7VDYRMqVXepyCAMW26jpiP0XLFmJuE24KZzq/jBfR3ZtsYKB3UhG7NlSzydlJyy3E+p38YLW0aoLbNz2tEl1ASKrwrkTEMICCcFIxETn0sn4GJW+hSORXNvxLGoSSwp8ReJdtI3Bl/55V72+Z7f82wfyZTFZScEJ4021DSNx14boH9k//i9oz3GlpYoaxe6gEyU4tFNTr5+fRPb26OE/Dbm1zjx2Ir/HhpLCH63rp/n3hyhxGfwqQurWVhtR8ySfl1RPAghSEuBLmRGbT+AtBQMRSwcNo2AU777ZUUeUSsohUKhGCfgEhxV42Jn58TKLtWlRTKLV0wJoqQOs3YJWseWbJu18hLwhma0D+uBC7IdHZkF2bxZsiA7kKBDsnahkzNX+BFYxONpJTblGSGgZcDiO79rZySSxu3Q+OzFtSypnUT8LXJqQ3Z0DQ4sQrew3k2pt3iMoNv7E7y7yN7Drwxy3nFB3JOsXNJSTFqRbU93nNOXesar9YIuJI1lGk0h7/hidBb0bUJw3/oBnnkjE5U7MJrm9rvb+NYnmqnyq1AnxcwhmhK8ujPC4xuGqAnZueykENWBTFGTobjgh/d3sKsjjsOm8Ynzqlg1z5URpgDD0FQxpTwye+LkFQqF4n2wCYubL6zOps+47Bp/9eEaaoJqUrYPXdcwjNk9dKR0N9pZn4Nz/gF53OXwoX9FLrsQy5r598m+Bdk5K7wc0+TAZ5+dkzMpIRFPEo+rdNpCIJISWbEJIJqwuOP37QzlagxFT5Uf/umqBiqCGbFt+RwPN19Qja1IxCaYPI034DEw3iMXzK5Ljj3Km9O+uNGdFZsOZDZFPkST8MybE1PApYSOgQKrxKFQHIAQkLA04uMpoEITPPn6CD95tJu2vgQvbxvjS7/Yy0BEItH45RM97OqIA5BIWfzowU66R0wSpuDNtiTf+2M39744wkAkzx9slqIinBQKheIAqnzwxY/V0z9m4nFohDwHZ1Za9AjoHJY8vqGf4Uia81eVMq/Slt09mm2k7QFoXI3WvAazCG+Q2bQgK2aEKI5rORIxs2LTPtKmZGA0Tclsq+ggYXGNwS0fbySekgRcAr2IxCaAhnI79eV22vr2iyI3nVeFw7AmvZ/TaYtTlgXY3RXn9XfCaALOPraUBbVOZkUU01/AZggqg7Ycgcnrmt0bR4rCJW3BW21JfvlEN/GkxSUnhThhkY8HXhyYcFwiJWnrS+KocbBhZzjn94xETHa0x/nZ490AvLYjzJObhrjthkYCziPyURTjzLJRWqFQKN4fl25RHxSAEpv20T0q+eLP95I2M5P3jTvDfOHKepbWzb6UlgMptqpQiuIgkhTs6krQPZRkXo2LhpCBTZu5C2+fS8ft0Igm9j9vmoCgd3ZOYy0L3IY1nl42M66rJQV9YxZDkTQhv0GZR3tPDyGvXfLPV9axuyfJSMRkTpWD2hLtL4qnpS7JZz9SRe+oia4LKv0aQvXP2ITFJy+o5uu/bsnOZxY3umkoszNT7h3F7KJtwOTf7m3P/vyrP/cyt8aF066RTE+sMmkzBHZD0FjpoKUnMeG1Ur+Nf/9jx4S2sahJa3+S+pCdobE0Qa9B0CWUn9k0MztHaoVCoVAcNEIINu+JZMWmfdy7ro8lV9cxFrcIxyyCXh2PTRk1KhT5JG4KfnB/F9vbotm2m86t4oxl7hkroPud8HeX1PLd37WTMiWagJsvqKbUk+8zm3okgqGoZCRqUurTCTpnfpSalPDc1gg/fSwTaaAJ+Nwltaxsdryn5uFzwIqGQ/NPtAmL2sB42t1MvdmngbkVOt/+ZDOdAyncDo36kA2XcXg3lSWhPyIZHDPHhUO1WFdMDSmpkTJh0+6RnNf+sK6f68+u4of37xeQ6svtVJTY2doW5+ITQwyF09z7fB+RuMUZRwfxOieP4kukJP/nv/eQTEt0Df72olpWNjvVfTyNKMFJoVAoFO+DREwybutCsLc/zW13tZJIWZR4Db5wZT11JWLGL5AUh46ua0jAMi2EEAzHJdKCgFsg1A1xxOgcTE8QmwB+/VQPxx41Z8Z6clmWZFGNje9+qpmBsTRBT2EtdIXIGNqG4xY+l4ZTl+i6yFRUmsRD6L2wgFd3xfj/H+rEtMBp1/jClfUcVWlMWp1tpjAQhZ+Pp7VARrT48YOdfPfmZpXaciSQUOEVVHjt+xsO69cIXtwR5b8f7kLKjHD42YtrOW6OQ435isNGjFs2/OjBNvpHU1x4fFnOMR6nxsq5Lr5yXSOb90QoD9qYU+3iK7/cy1g0E/Xkdmj8y9UN6AIqAzpuh+Cjp1Xws8f29z0+t87gWJpkOnPDmhb8x/0d3PGpOZS6j8znnY0owUmhUCgUfxEpYVmTG7shsoM0wCUnl3PbXS0kUpm2oXCaO+5t57YbGnDqavY5W5AI2gZNHnq5j1jC4opTynlrT4R71/VjWpJTlwe49KQQPUNJYklJbZmdch8qm2OaSKZyBY5kWmKaM/8LDzrSJCIJhgejOIUDv9eV97RWIWB3n8n3/9DBUDjNnCoHN51fw/otwwyH05xxTJA5FQbGQdQUGIxkhJh9hZTiSYvv/6Gdb32iCc8Mzl4eiZi8uzhUIiUJxy0C7xGFoCg8BqOS/3mkKysuZYXDTzUTVMKh4jAJJwW3/qYlKxzZDI0Sn8HQWMa3z24ILjkphGlKbDosa/ZQETR45s3R7HsgU0zixa2jfHRtKXt6U7y4bZSFDW4+f1kd6zYPU1/uZNUCH7fc2ZJ9T6nPwOXQGQqblLr1I/vBZxFKcFIoFArF+1LpE3zjxiae3zzKaNTk9OUBhBBZsWkf/SMpRqIWTt/Mr9imeG+SlqBn2CSSMAl4DL53bzuDY2l0DZbP8fLbZ/uyxz7zxgglXhvPvjmcPear1zXRWKYWmtNBTZk9x+/opCUBAq6ML91MxUynuPu5AR57PRO95bBpfPXqKmpD+V3pjsQEt/2mjcS40HfKihJuuXNvVpxfv3X0oP3uBsfSOcLMaNRkLGbhsc3cPjXkN3DYJo4XQa9BqVdnJt+Ts43RiJmTqZhMy0xKvRIOFYdJ32h6gnB0z7O9XHJSOTXjPmMN5Q58TsEvnurj+bdGAVhQ7yLkz+1Te4aTbG1P8K3ftgHw2GtDBD06t3+iGa9dMhoHXRN4nBpXnlpJz1CScMzEAkwpZm0hnOlGCU4KhUKheF+kzIhOV54URAiBaVr0hnMH5oBHx+fUUIuI4iVhCn71dD/PjpfadtgEN5xbzU8f7SLkt9Hal8h5z6Z3wsyvc9M/kmL1Qj+tfQlqSj3YhPJZmWoCTskt1zdyz3P97O6Ks3ZZgLNWBAom/exwae9PZMUmyJS+/s+H+/jGtTUILX870/1j6azY5HZoDIfTEyJBAX73bB+Lr6lDe59qcmU+A02baD8U9Br43TO7Tw26JP98VQM/uK+D4XCa8oCNz19Wh3uKPf+EyKT2mubk1ewUH4xSv47DpmXvd8ikKJV4lHCoOHy8Th2XQ+OiE0NoWkZYl5akudJOiStzzK7eVFZsAninM85JS4K8sGV0wu+66IQy/vfh7gltwxGTN/dEWXOUE59D8I9X1NHSm+C3z/RkN2aee2uYf/poPUtqZ3AoaQGjBCeFQqEoEoTIhCZLCV4H0+I0a1mSfRPLkFfjpvOq+Nlj3UiZCXv+3MW1eOwz3+RW8d60DaSyYhNkUmMeeWWAE5cEeGXbKBWB3AlbfbmDUp+Bz61z9zM9WBZs2OnlE+dU4HMcybMvPgwD0un9P8txv5a/ubCClAkOIzN5n+kMh82ctvb+FPGkicuZP8HJ79bRBDmRSQdysN9+qUfwdxfX8p8PdJJMS7xOnX+8rK6gijHE0oKOgRSJlKS2zEaJ+/37eylhXoXO7Tc2Ek5Y+Md9rqbyM0WSgjf2xtiwc4wVczwcM8eDz1EgX1qREHTCv1xVz/fHhcNSn8E/Xl6H11E496di5lHqEXz+snp++Mf2bKST362zeoE3e8xIZGL/nzYlb+0J8+kLq/nN071YFlxzZgU+t8FpR5dgSUn3YJInNw5ljweQUjKvwqBnKDUhChjgN0/38tVr6jBUlNOUowQnhUKhKAKSpmDdtjC/ebqPtGlxweoyLlwVwD2NmzUaklMXuVnS0MxINFOxJujikM1tdV1DwyJtKaGq0Emagvb+ZE57W1+CExcHiCUzE7imSgd7x0sUBzwGC+vdlPoM2vqSXH16JZt2jbFxZ5g5VU4uPt6vCkodBjFLsKc7xa7OGOVBO0fVOAm59z9AQkrsGsgi+W4rS3I7sxVNDtwuI6/9RqkHbji3ip8+2k00YVHitWEzBKkDopyuOLX8faObAASSlc0OvvupZsaiFiVeHZ/j0PvU6SBlaexsj/Lv93WyqzMGZEzNb7m+iSrf+79fSnDbJG7b1Kd2mgh+9kQvr7w9BsCrb4+xuNHNP1xSg10rkgegAJAyU/Hu9psaCccyBvlTHaWmmH0YGmzdG5mQVjcaNVm/dZSLVgewLEnVJP2/aUmcdo1bb2zGaUiGo5L/+5M92XnIwgY3568u5ckNQ8yv2596nbYkKTO3X0ilJZKZnXpeqCjBSaFQKIqA3b0pfv54T/bnB18aoKrEzimL3dO6WBECyr2Ccu/4cHKIf8oT78La/CRWzy7ci0/HrD+WuDH56sWUAgsyi2g1w80LHUNpJpmncdx8H0GvzgWrS1kx18OZR/vpGkyj61BXIugLa/zn/R209iUQAk5bEaTUZ2P91lEuOC6gdhQPEbtd488bw/zigMpfc6qc/N1ltZQUaVRHdamDv72glP95YphEyqKpws4nGhsB/wAAIABJREFUzy1Hyvx6x2jAKYs9LKpvZnAsTWXQYNGNzTz1+jBDYynOPraEOeU2DrZzlDITSRIcT03Od1cnBHSNSP7zwTZOWhLMik2QMTX/7bO9fO5DlXlN2ewfs7Ji0z62tkTpG01TG1TeQlOJlOA2JG5fZmGe7/tTMfPRNEFrbzynfW9PgjQaGibVAZ3PXVzL/z7SRTRhsaDezdFzffzgvg5CfoNv3NjEr/7cnRWbALa3RjlleZCv39BEpS8T/W9KwcMbRvC4DGy6IHVAMY3L1oawayoddzpQgpNCMYtIWhp9YyYuu0bII6ctqkDTBPF0xphPP4hdXcUHQ9cFG3eN5bQ/9cYwJy/xFGxJendqkOS9X0FGMzn4Zufb2FZdjL7yo5jWfoNcC9jRleZXf+4hnrS45KQQx81z4VAFRY44w+E0L20b5arTK7j/hX5iSYujal1csLqMMr9BXchBMmlhWTrLSoZh+7OktvfzeOyirLeTlPD068N8/OwqnDaBMbPtafJC1wjc80zvhLbd3XHaepOU1E99WGPaEnQNmwyOpSgP2qn0a0fcXFUKnRMWB1na6CKWsCj12/Pq3XQgGpJKn6DSt/+7v+60UoSAdNpiJt/g0ZTgm79tJZWWjETTOa+39CRIWZmNgHzxXkNcgQ59CsWMRwgxZRt/6bTFaSuCbNwVntA+v87NF3/WwucuqaXKD6vnOWm+sZlXd4yxtzvOzx/rAqB/NM1Q2GRvd65oZZmSmoDI9gU9Iya/e66fMr/BjedV8/o7Y4xFTc5fXcqSWofazJwmlOCkUMwS+iKCHz3QwTtdMZx2jWvOrOTEhVNv2htNCdZvC/PwK4OU+g2uOaOC5nJDzfymEcuS1E9SqWlOlQPLguFIxtjZV2A+C2KoLSs27SO14SEcS84haivNtrUNWtz2m9bsz//1py7sF9eweq6zoD7PbKAiaOPttihDYykuXFOGzRCYpqRrIMFvn+lle1vG1PnqE5xc1P8jrO5dxJZfysbduUbiI5E0H15TqvqGwyBtSuKp3L773WbVU4ElBY9sHOV3z+2vPPjJ86s4ZbHniF870wK3y4HbdUT/7GFhThYKOAMZGDOz5cknqwp12vIATmP6NrAOhnKfzjHzvGw6YMG6oM5FRUCZWSsy6LqGlHLch1JxuIwmYHt7nL6RFEsa3NSV6RhTUEBzYa2dj59VyT3P9SGAc1eVsrc7TvtAku/d28HXr6/HgcTQBL97rpfUu7RvS0pOXhrg4VcGJ7Q3VNiJpAStfUnCcZNSn52GCgetvQn++0+dzK9z4XHq1JfZsenq3pgulOCkUMwCTKFx55NdvNOVCYWPJy1+8kgX9eVNzAlN3bakpgnWbR3jV3/O7Lz3j6b42p0t3P6JZqr8M7ekc6EjJSxvdlNdaqdrMOOv43XqnLuqjG//voNtrRmR8aZzq1g1z1U4ZV/FJPeepiMPaNc0MWERsY+HXhrkuLl1CBVBd0SpCuh8+kPV/OzRbn7/XB/15Q7OX13KWMzMik0AC73DWJt3AeDs38GyuhN5bvvE37WowZWtQKM4NMp9GicsDrB+y37zdqddoy5kn/K/1R+2JohNAD9/vIdlTc3q+s0CPE4NQxekTcnru8JccUo5D700QCJlccryAGesCOR1ES+EwKbBp86v5LWdXl55e4yV87ysnu/BrhXIWKfIG2kL9vabrNs8SJnPYM0iPxW+/Vq5EJkITk0TiGIxvJsmwknBbXe30Tmw38fxcxfXsmqu8wNHBjkNOHuFh0WNbl59O8y6zcP0DqcA6B5KEo5ZDFmwpyvGDedUMxYzuff5PlJpSV3ITplX57zjSugbSfHq22M47RrXnVVByGfwvXs72TmeCiwE3HhuNb95qodY0mJHe4y6cgc+l/Jumk6U4KSYFdjsBghIJXLDwWcD4Ti8sTuS0949mGTOJJExh0s0BQ+9PHF3wZKwpztOlX92rEwsBJ1DJp2DSfxunYaQHbdt+gexgFPy5Y/V0z6QwrQkjRUOfvFkD9ta94uMP3qwk9tuaqKuQDwtrJJ6RKACObI/Nci+5goS9iD7dCQpJUFPbtpMqc9ACKnmB0cYXUhOXuhiTlUzr+8O0zuU4o8v9HP0vIm+WweKhqJzM5edNsjb3QF6hjOmoGccE2ROhZ2ZeAF1PROen89FtiZNLl8bosxn8OLWUWpDdq44tYK6kokV66aCcDx3EZY2ZcYg21UYfYli+ihxCW46t4r/friLN3aH6RxI8PeX1VFTaiPgJK8RipGk4JWdYV7YMsqSRg9nHh3grBU+0mlLpcbMNgT0jkFrXwKnIWiscOB3SrZ1JPnO79qzh/3plUFuu7GJUjfE0/D6nhgPvDSI361z1WnlNJYZefUjK2Ta+pMTxCaAnz/ezZKbm3BNQXazlGAI+MO6iRscfrfOWFzy1Tv3ZiMpS3wGf/3hGkajaVbO9dA7YvLvf+ygvsLJzRdUs7DeTYVXsq0zmRWb9v2Nh17q56yVJTz40gA1ZXb+/pJaJU5PM0pwUhQ1CVNjR1eCx17twWYIzl9dxlGVtlkXFeG0ZcqSt/ZOTGsJeqfW/8LQwO/RGQ5PXPG4ZonZjhCCN/bE+bc/dGTbVszx8DcfrsJ5BEJ1PXbJgupMtx5JSV7Znuvr1D2Yoi5YGHXoY0YQz8VfQu7dgNW7B33e8aQqFk4wpc5Eb3nwufVsBRNdg8vWlv/lOuSKaUNaUOETpNOSP28aQhNQVTIxsub5Di/zm46Dva8BUP78t7nttL+nO3A0NptOue/IewB9UCygbcDkha1j4yWbfeNGpPn5HCG35OpTg5y/uhS3TaDJ9JSLTQDlAQOPUyNygPAUCtgo86l0pdmB5MQFbubWNDEckfhdgkq/hqHlV/C3hOA3z/bz3FuZKL8d7THWbx3hlusacBnqvpwNCLFf72wftPjyL1tIj5tAV5bY+PI1jdz19ETxIpqw2NkZZ81RLjbtjvLjh7qyr331ly188xPNVPsFQhOkTTB0WTSVPj8ok6VsxxJWRgSaoml+yKdxzRkV/PqpzEakrsE/fbSeu57unZC2OzSWJm1KzljqZTgmufWuFhIpSd9Iio07x6gusXPL9Q1EJ9kwGRxLc+6xJZy63E/QrSmx6QigBCdFUbOjK8F37mnL/rxxV5gvX9vE3PLZtSvr0Cw+cX41t93VSmLc9+PEJX4ay6c2wsAQkuvPquTWu1qzk4DygI05VVOf5lGIRJLwP490T2h7Y3eEjsEUc8uPbHfrMKCp0snud5koTrXI+EGJ2MsRC85HWySIv4fnSakbbr2+kZ2dcZIpyVG1Tir9Qq1184guJBcc62fVfC+jUZPyoI1Yopw/rOvDtGA4acc652acC07Aat+CXr8Uo/oobMa+52DmXbx3etJ8/df7vcTuXz/AbTc1Ue7J3zmlUxKvYU7r1+l3SL54TSP/+UAn7X0J5tU6+asLa46IiK4oDDQhqfZrLJ/ro68vdyMjHwxFZFZs2kfPUIrOwRRzK9TyppgxpaB9MM2OjhhlPhsL613c/UxPVmyCzL3QN5LCNHP7KcuSJE24/8WBie0StrZGcc3z8NDLg2xpibBmkZ/TlwfwF2n1z0OhPmTHbogJwtOFx5fitU9doKMuJGet8LFijofhiElFwMDnEgyO5e6mjEQybb0jaRKpiSfQNZRkKGxSG7KjiYn7k2etDOJ3SvwOlUZ3pFA9sqJoMew2Hnu1Z0KblLB+6wiLzg6RTJp5OrP8MLfc4LabmugcSOFxatSVGdOyYJhXaeO2G5vY2RHH59aZV+2cNQN1yoRwLPe+iiWO/PaYISSfvKCKr93Zkh2IT17ip67s4MtzHymklJNOCg+kxAWr5x6Q/llYH+F9MaWgZ9SkfzRNyG/LS5WvqUYXkiq/oMpvAJIPr/Jz8hIfpiUpcWtYQhJtOAm9ee17iokzBQvBPc9O3ClPpCy27I1w+lJPUfueSwm1AcFXr6knnpK47Zn+RaHIJ5ogZyEJGd8/RfEihOCNvXG+f0Ak+WVrQ/SM+/0cSGtfnMtPCfEf93dm2xx2wZImDzYDvJPkgbnsOt/+bTvt46lj9z7fz872GJ+/uBp9iovszDTKPIKv39DE75/vp70/wdkrSzhhoXfKo3wnzi0ykWwXri7jfx/pmnDcogY3Ukp8k1xHh03D7RD4nfClaxv5yaPd9A2nOOuYIBeuLlHFSo4wSnBSFC1CSIxJSifYjdkV3bQPy7Io90C5Z1+VmenpbAWS2qBGXYl7vD+fPZ26zwUnLPLx4rb9O8A2XVBTmp8Ir/oSne98spnu4RRuh0ZVwMCuohKOOBJ4ZnOYXzyxXwC/4ZxKTl/qLS6vCCnHTaQn7hoWQ7UuiZg0nSBlSt79eYsVu2ZhL4xsXIUCh03jzJUlPLFhKNs2p9pJdUlGAFcUJ7GU4GePTYwkf+aNYc5bVcav/zxxk3lOlYuqoMb/d0Udj742xNFzvFSX2bnnuT6qS+1cf3YV37irhej4pqDfrdNQ4ciKTft4c0+EgbBJhW92i5lSSqr9gs9+qIK0BXb9yHgZSilZdZSLtFnJ/S8O4HPpXHdWZdaPtNyncdnaEPc+3599z6cvrCbgzOhKc8t1brm2nqSZsZ6Qyo7hiKMEJ0XRkkqkuWB1GZt2hbNCtqEL1iz2z7ropnwwGzcPNCm59owKPE6d5zePUBdycON5VZQd+erhwLjhtguCrukVGRV/mcEo3PnkxInwL5/s4eg5HkrdeTopxSFhCItLTw5xx+/3m8/qGixt8ihzYoXiSCME9780iJRw9RkV7OmKU1Pm4KQlPpXqWcQkLUH3SJoL14RIpSweemmAWNJiYDTN/DoXHz21nAdfGsA7LkjEEiZt/Rbzaxwcc0U1L2yP8u0DbDb+9PIgX7mukTf3RPA6dRY3uLLi0z5OWhJgTo2L1v4kpmWnMiCYndvWByAlhmCCp9J04zLgrOVeTlrsRRcTo2x1Ibnw2ADHzvMyFE5TEbRR7hUT5t2GsDAMlB9XnlCCk6KomVtp40vXNLF+6wh2Q7BmcYDGkAClN806hMiE2r9f6tYHxeeQXH9GGZevDWHXJYaQs1J8U+wnEjNz0j4sC8Jxk1J3YXlqKSZHSlhc5+CfPlrPQy8NEPAYfGhNKdX+2b3jrVDkg0gSHn9tENMCuyGoKXOweU+EOVUOyj2zwzPygxJLC7qGUuiaoDpY+NHPsbTgp4/38vJ4MRSfW+fj51Tx33/qxNAFfpfGh1f5OPPoAN3DaW6/uzUrHq1d5uea0yu466neCb8zHDPpHU5x9tF+dJGJfPE4dI6Z52HTrgjHL/RjWpI7n9gfUfV3l9Syaq4zr1VKZyuWJXG8h9pnaJK6Eo26EvX8FyJKcFIUNToW8yo0ltSHkJJMZJMSm2YdeipMdKCH4ZSTsKOCujI7jmmcXEkpcasqOYpxyvwGfrfOaHR/5xPwGJT5VOrHkUYIsNDQBMhD3J61aZIltTaWXVmDoDhSBWc6FtA1bNHen8Tn0mmqsOO2qWeq2NGFwOvSGYmYJNOSvT2Z4hgO28yNPTGlYDhqUmr140oMoHsCJFwVpKdhqTYUE9x2dys9Qxnfo0UNbv72I9X47If+7GiaYCQOsaQ1rRW/9vYms2ITwFjU5OWto1x0YhlrFvoJeTIbOaYp+dZvWydEKj3/1igfWRPCnEQkGouZfPnONlYe5eWMFUGCTsmnzq9iR0cCBPzbve0Tjv+fh7uYf3MzPqVrKBQHjRKcFLOCREKpTLMVd7iN1IO34wkP4NFthFfdyMaBYzlhcXB25v0pjjheu+Rfr27gh+NVvuorHPztR2rw2lX025Eknha8sTfGI68OUhG0cfGJIWqD4pCvgaWEpoJACMGW1gTf+d3+BeGCOhf/cEkNLiU6FTUum+Smc6v4tz90UB6wEfQaWFJSFyq8ohgHQ8KEh14Z5qzQXmzr7iCdTpJGYD/l4zD/LNLC9v6/5CDRNMGTm4ayYhPAttYoW1tirJnvPKT+UCLYtDfBjx/sJJqwqCt38PlLaykvn7LTzXLg+e5jT0+Mv/5IFU7Nyp53Ii2JJixWLfAxr9ZFOGbyzBvDjMXSXHlqOf97QCVhl10jlpS09iZo7U3w+q4w/3p1HR6b5JgmO9u70th0wYlLA1SX2tnTFefVt0dJpCx8dhXdqlAcLEpwUigURYtDxkg99gNkeLz0rZnC+9J/U3XSLYzEggScf/n9CsVUICVUBwRfu6aOSELidmjYD5ggK6YeMe7xYKFhWhJNE7z0doSfjpvN7u6Ks2FnmNtvaqbcm+eTVRwWsTT8zyMTzYPfbo/RPpDiqCo1vS1mpJSsaHLyzU808/L2MboGkpy8NMBMDXBq608TFKOEXv0xMr3PsFqSfO4XOOqWkPY0TNnfshBsaYnmtO/sjHHiQtch2Q70hSXfu7c9O5a19yX40QOdfPOTc6fqdLPUV+RWLFjW7CUSt3Ae4IXod2l89uJa/rxxmN881UvQa3D52gpCfhv1ZTb87jqe2DhEdamduTWuCf6Ke3sS9I2Y1JVkbqTqUoNPXFDNI68M8uwbwyxscPPZS+oIujVmorCpUOSLGdo1KxQKxfujJ8eQg+057X5zEEut9hVHGJuWMXG3aypCZjpxmmO4dz+N9sBXsL/yCzzxLqIpuHdd/4TjUgek4ihmHmkTRiPpnPZYcnY/X4ah43TZ0PXinuKH43D73a388YV+Xt4+yh2/b2P99giaNvMiT3pHUlS54sjIcO6LkaHctg+AhuSExf6c9uXNnkP2uOwdTuZsnLzTFWdwLDca6YPSUKbz0dMqMPTM9Z1f52JOtYtfPdWb2WEYRxPw/FsjbGmJADAcTvPzx7tIpi0sKekZSmLo0NITp2coxZImz4S/o+sH/i7BLx/vpmV8nNjeGuX3z/bmeDIqFIq/jNoCUigURYtl86AFKrBGJhpF2gJl+NxCpdQp3hNNE8oUdBqwEIBAF9MT4aVrErHxARIbHgTA7NqB2L4O51U/wGHLXYjajJm3OFVk8DrgtBVBnnp9/yLd0AU1ZVOXfjTT6IsIXtw2zLaWKMvnelg130fIXZz9WGt/kpHIRLuEu5/p5fgFzbhm2OqmMmhnW4+LFf4qGD0gak9o4Jva/DTLkpy4yMfOjhivbB9DE3D+qlKOqjl0U6KgJ/eLLvMbeF0GViJXDP4g2HUo8epcvrYct1PH69Jp70sQjlkkTbCP66vhhGTTrvCE90oJXYNJ9iYlvz7AOPzt9hjXnVXJa2+PYlpw4mI/5b5M9JIQgt6RdE7Vuo6BJINhiypVMEKhOGhmWJesUCgUB09C9+A573PE7/sGJGOAQB5/Fe6aJkSexaakJRiNSdx2gceOKq1eICRM2N2TYnt7jMYKB/NrHHiVOegHxpKCnT0pfvtsH2ZacunaEEvqHBhTbDDrSAyR3PTwhDYZG8Uz/A4fP2s+3/39/ojHgMeguTI3TUMxQ5CSy04uw2XXePqNYapL7dxwbhUhrziobBchBPE02A3yPh5MBZG0zo8eaOOdrkw0xpaWCJv3RPjcxdU4RPFFfU02ZkqZ8RWaaelODWUGOzwBuo77DDWv/HvGBsDmxHH2Z4i7Kqf87/nskr++oIKrTg2hCUGp+/C+s6qgzsUnlfHHFzK2BTZd8LcX1VLmt9HXN7XRo1JCdamdHR2jOKJp/rxxCF0TXHJy6MAAJxwGhAI2+kcmRln53Qa/eaUv5/e29MS55sxKynwGC2qdGEIyHIfX3wnj9+SK1zZD4FT+TQrFIaEEJ4VCUbRICZHAUbg+dgdirBfp8pNyV2LI/Jai7w3D9+9rp70vQcBj8NmLa5hfqbrj/CN4dMPIhNSrZc0e/u6iqsOqvKPpOmkLDGFNiJaSCFJmZmL8QYVGISBlCTSRSZUoVFoG0nzjrtbsz3f8vp1//mg9i2unNhpFCgGaDta7CkVIyZJ6B1+7rpENu8KEAgYrmj3Kx22G47NLrjqlhI+sKcGmZ3y7DuYxGI7BH18cYNM7YZY1e7j0pDJKXdN/vtNJx0AyKzbt4609EToH0zSXFV96XUO5Ha9LJxzb/6xfcWo5HtvM88ez6ZLzVvoZjvqIXXQ7PnMI4fQQs5dNW/qWhiTk2SecHN4fMYTkI6uCnLDQx0jUojJoUOJ+//cdLg1lBnOqnPzvI13jLZK7nuqlodzB4lobcVMwGDH51IXV3H53K/sKkZ60xE9tqUFTpZPtrRP9q+bXuTj7aD/JZBopJeGk4Na7WukdTrFijpfTVgR55o39UZTXn11JiUuoTUKF4hBQKxyFQlHUSCmJ2kqhtHS8Ib/nk7QEd/y+ja7BjDHoSCTN7Xe38d1PNc/4Bc9MZygmuW/9RJ+ft/ZE6B5K01B28CKlpglaBi0eWN9Nz1CKU5YHWT3fQ8Ap6RmT3P1ML+90xTnv2BJOWx7AZRxe9EHCFGzaHeWP6wfwOHWuPr2CORV6wZkz6rrGus2DOe1/emWQZZdXY05h1bekvQTHmitIrvt1tk0EKrBKGtCFpLlcZ25lEClVhcBiQVrykFKokpbgjnvbaelNAPDcmyPsaItxy8frceoz96YQYvKoC+092mc6QRfc8vFGnn1rhL09cc48OsiiOueMFQIEclys8RHDl2mcAR/F0CTVAY3qwPjIM43nbDME67aM5LS/tH2MuvIQX7uzhb6RFDVldv75ow2k0hZel051iY1EWnLBqhJe2jLKcDST7nftmRWkTfn/2LvvwLiqO+//73PvnV40GvVeXGQbYzCmdxx6gEAoCYQEQhK2ZFuSZ5/Nk90nhWSTTX7Js/ntPtn225ZCEhKWhLZ0SAjdpoNBuMqyJKvX0WjKvef3x9hjy5KNi6Qp+r7+AR+1M3PvzNzzued8D9/+ZTcnLw9xYqufXYNJ+kYys6Ne3zbBaSvC3HJxNZGASVXERU3ELNhzTIhckcBJCCEW0Mikkw2b9krbmr6RNNFCKzxRZGxHZ++I7i91hIVUu8c0d/y4g0Qq88t2PLabsclyLj+lhC//cAcel8GHz6lgV3+CXz4zyPlrSqiPGkcUFCkFr++I8w/392Tb7vhJB9+8rZn6SH5FTlprSmap9REJmOg5Hp3YDqTbPoAnWo+99SWMimZoWscgEcbGHYJeg6B77sq3aRTDk5rB8TSlQYuygEIVwiixyI3EYXNPgqmEw7I6L9Ul+5bZ9Y/Z2bBpr93DSfpG0zRGczv79VjURk3aGny0d8azbeuWBakptQD74D9YoLSG8gBcf2YEwzBIp20KIqERR0/rWWcpNVR4+OFju+nfs4yuezDJN3+2k2/d1ozbMvjePV20d8ZZUuPlL25sYCyWJugz+cnjfbzTmfldr2yZYN3yIFefUT7td7/47hivbB7n+3/QSsitkXNMiCMnoxshhFhAfrdBwGsQm5qebEQC+RUSLEalAYN1y4K8vHlfwdHSkEVNqYvDvchUCrr6E9mwaa+HXhrknNUlTCYcPnpBFT96bDepdOZ3PvHqMF/9eBMt5Yc/2LW1wX3PD85of2NbjIZ14by6A+s4mtNXhLj/haHs82IacPlpZTgHhnlKMTKpSdqaaMDILJE6QknDT7JqLWbtOrTWdAzafO/uDobG04T8Jn92TR3Lqq1jHzcoeKMjwffv2YXtZHZH+sOrajllia9gQyfTNOkctunsS+B2KZoqPUR9hfVYhuPw5R/tZHTPDnaGAV/7RDNN0cx7rNua/b32YO2FImBpfu+DNby6Nca7HZMc1xLghBY/blV8YdP+HEfjHLiEVhQlx9FcdFKEZ94cZWIqc8zLQhYnLgny48d7Z3x/yobv3d3JwFgmiNraM8Xf/Hwnf3NbM8MTdjZs2uvl9ya47uwKgl4z+/sBrji9jLBH9pkR4mhJ4CSEEAso7IXPXlXLd3+5K1ub4fpzKygPFfZgpxiYaG67uJKWai/PbRpjZaOfK06L4ncd3lVmPA2vbI2TnGVGlMdlYBiKaMiiZyiRDZsgcxH76+cG+dzVVRxuwQ6loCQwM6AK+kzy8Q5sVdjgm7c183bHJLatOa7Zn9nlZ7+uphx48s1x7vpNP2lbs6LBx2evrKXEe3SPx7YdYinFd37Rmd3NanzS5tt3ZZawRo6xftNoXPH3v+5i74pAR8M/3t/N0ttbic5jHZP5tLUvzTfu3EFyz/lZV+7h89fVU1EgO50pBZt2xrNhE4DjwC9/288XPlyD0g5lQcXlp0b575f2LfNcvzaS3Z2qkJX74dITA1x1aoRkMoUtOYwoMpVB+NZtTXQOJDGUoqHcjc8NS2q8M2qYpWydDZv2Go3Z9I+mD7pDqWnAHbc08ejLw2zbPcX6EyOc2OLPq5s4QhQaCZyEEPNGqcxMDMPQhz2QLnaOozmu3sN3b2+lbyRFJGhSFTYxj2Imhzg6DgbDMRuUIhpQ03aoCnng6tPCXH5yCZbBYd/SVAqefnuCO5/oywSIB+yS85HzK4n4Faua/aRtTdBnkkg52eApkXTILMY6zL+nHW44t5K3d+zIvrSCPpPVTf68vAurtaYiABcc59/zb2aM7TsHbe58Yt+W1e92xvn184Pcsr7sqG8t943ZM7ZOT6Y1Q+M2Ee+xLZ8am7SzwcxetgOjkzZRf+EtzbINi1883TXtMXUNJNi8K07F8kKprq4Ym5yZsgyOp7EdjbWnuP41Z5SydmmAnX1J6svdtFS6i+Y92LYhHk+9/zcWMaVgylYk0xDwgJGPb4riqGgNJV4oqd+7fWzm2P7eB2v4xk93Zl//155TTmnAxDCYtlReKQh4DUr8Bisa/Ly73yyndcuClIdMLOXwsfOjgALtSNgkxDGSwEkIMS+mbMXGLZM8snGYihIX15xVTmNU5eVgeKEpNOUBKM9uuStPykKZSCrufKqPZ98eQym4eF0pHz4zis/adwwc5/B3u9prMq341Z7d7X717ACJv8Z0AAAgAElEQVQ3nFfJVNJhKumwdomPFWUJ3M44N6+vYNdAGq/bwO8x0Rr+63d9nLYyzFhcE/Ic/t9sLDP51m0tbOqcxOc2WNHgo8yf39P+D9W3zv7EjLaX2sf5yDlleI/iaiWWUmzpiuNxGdOWOBoKSuYgECoNmjOWXnhcimjQIh9e0wlHMThu43MblPrV+54YiZRD7wH15QAGxlKYprcgZstorVndPHN62ZWnR3EZ+wrFe0xNW7WLFTWuPW25P15ijih4b3eaf3ygh4HRFKe0hfjEhZWUeOQYF7OaEsW3P9VM32iagNegPGiggI+tr+THj++7kXHdOeV7vqb546tq2Lhlgle3xDhleZC1SwJYKvNZoR2p1yTEXJHASQgx5wxD8bs3JrJr6jt6p3h96wRf/2QLteEcd05k+dLDGCNdYLqxS+qYMgK57tK8UkqxccsEz749BmTG349sHGZlg5+TWo4g6ZmFAXjcBpMJh7St+emTvURDJt//iAfXk99B929FV7ayY+1f8Td3787+XGXExRc/2sS9zw1QE80MgA/78aCpKVHURgLZgXQ+h03vpzIy87Evr/PhPvwSWtN0D6Z4ZOMQN5xfyZ1P7MZxMne3b7ushtI5ONVDHvjzG+r53t27GJu0CXpNPndtHRFf7nfAG5yE7/wisxumacDH1ldx3uogLuPgHQt7NGcfX5INTvdaXucviLBpr7qIwV/d1MidT/YxEbf50JllnNQ6+5KYXB8nMff6x+Gvf7YzO6tlQ/s4jtb8yRXVKOZuR0yRX7SGgEvvVwsx8+K+YHWQFQ1+BsZSlIUyu8ztrbEX8mjWrw5y0QkhbFtmMgkxXyRwEkLMuXhace8B28unbM22njh1JT65yM8DwaluEnd/FR3PhC9G3Up8F/8pcSuS457NH6UUz749PqP9la0TnLLUh20f/WDEa8EtF1Xx/Xu6sm3XrLVwP/TXOGP9AExWr+HfHpte6LtvJEVH3xRv7Yhx/bnTd8c5XMXyemqudHPGqjDPb8qck2G/yU0XVB71chjDUPSNpHjy1SE+tr6KlK1xWwYntvox5uDOtdaa1gqT73yqmdG4Q9i3dwe83B4QB8V/Pro7uxum7cCPHu9leb2PxujBa8Wl05rzji9hIm7z5KvDBLwmN62vorXSTSHtcmYoWF5t8eWb6rEdjcfM/TFZCIahmExl3ue8pl4Uj3k2PUPJGbuNvvzeBOMJTfjY7iuIAmQZ0FBq0FC69+BPf11orUmnF+drRYiFIoGTEGLOKaXwuo1ZamkolFKL9kI4X1iGQ3rjr7NhE4DT9Q6u3naoOy2HPZtvmuOb/bQfsDNNW70f58ARypH+Zq1Z0+Thz29o5OXN45QETE6uHcB5tT/7PbY7zER85sDdceCE1gC1pfmxFCtXfJbm0xdXcOVpUaZSDtURFyHP0c8Wqo1aNFV66OhLZGdbXnNWeWbQOUdPs9bgd2n8LgXkfmYTQDyleGN7bEZ7/2iKxuihR9xRn+bj68u54rQopqEo9YFdSNOb9mPiYBrFE8geSsJWvPhOjF8+PZCZ0faBKtY2e7EOMaOtWGU2TpiuNGThlhGPEELkhGyLJISYc17T5obzKqe1lQYtmqo8OFI8/KDSDnSPOGzqStI3oedt8r+lU4yUrqb7tM8RW3sjuH0AOIOdGMbsO7cUA8fRnHt8mNqoO9u2rNa3ZweaY//9loLWKhdel+LRjUNs7lNg7lsmFtj6BFecMH3ZmGUq2up9/MEHq/GY8tpwGZr6UoOllRZB97EFOD5L8+fX1/GZy2u44MQI/+P6ei47uaToEwivlVmKeKBo6DBH3LZNqVcTdjvHNOtvoajifcs6bJs6p/jXh3YzGkszNJ7m73/dxba+xVk4vC5qcfqKUPbfSsHvX1EzrU6fEEKIhSN5vxBizjkOrG7y8YXrGnhj+wQlfovVzQGqw4W/7fR8cbTiiTfGufPJTHFLpeBPrq7j5FbP3I6PFby52+T7v2tifNKmLFzDF84/npbn/hqjdsXcBoJKMTypGZu0iQYtwt7cL22JeOErNzfQM5zCMBQ1EWtOg56AS3P9WaWcv6YE09C4Sz5F8vF/ynxxuItLzxjHV1LPwxuHqYy4uemCCuqji2QaRg6EPXDuSh/nHxfYE54U//NsKodPXVbD1+/sYHzPLNMrTy+jLlpcM+jGErC5O8HYZJpldT7qSoxFGT4ZpsEjG4dntD+3aYyVdeUFERrOJY+p+dQllVxySikTkw7VUReVISPnnz1CCLFYSeAkhJgXfsthbbObFfVlAIu6psThGIg52bAJMvnDPz3Qw/dub57TuhMjcfj2XZ3Zrc8Hx9J8+wmL733oS6ho7Zz9HY1i45Yp/vGBbtK2xu8x+IuPNNBaYeY8W/FZmtaKvR9/s3cm6SiGJxy8boOI78iCMlNpqsMKUCSDZ+O5sRXG+iAYRYXquLjBy3nHh7AMhdJOMWUAeUlrFt2guyYM375tvx2bQgZmEZ1o4wnF13+6k97hfbN4vnRjIytrrZy/vyw8TU2Zm007py8Vro66F+1nrsfULKnYf4izOJ8HIYTIB7KkTggxbxxH4zEcPIbs/vF+xmIz66QkUg6xqbkdKA+OpbNh016jsTQD3haSxsxlOEf9d2KaH9zXRdrO/K3JhMPf3tNFLJX/UxAGJxVf++ku/vxft/OFf9nG796dxNZH1+80FrFgI7Hak4mFW0mpzLJSl9KZsEmIeaA1BN2ZouZVIVVUYVPaUeweTbN+bSk3nFeZrdnzn4/uJmkvvstax9ZcenIUj2vfYw/5TU5dHpQl7EIIIXJOZjgJIUQeqCix8LgUidS+AUJ5iYvSoMlc3p0tCVgYCvYfh3jdBkHf3A7UBsfTHDjWGZlIMx538IfyN3SyteLfH95NZ18CgGRa8y8P9tBS1UxdZPENZoXIJ0lb8asXhnnwxSEA/B6Dj19Uzb8/1MNYzCbtaFyL8GVaHVZ8+1PNdPQlMAxFU6WbiDfXvco9w1Ak7cxOZYtw6psQR81B0TnksKUrjt9rsKzOR7lfXkPi6EjgJIQQeSDiyywJ+btfdzE4lqau3M2fXl2Hd44LSUcDcNul1fzbw7vRGgwDPntVLSXeub0eLwvNDLYiQYuQL7/reMVT8OaOmTt89Y2kqIvIntpC5FL3cDobNkFm5uTDG4Y487gSaqJuAm7NMW44WZC01kT9EG3Or/cojcFEQuO2wGst7C6OkynF8+9O8Pirw9SXe7j27HJqShawlpPKhF0eM/e1C4U4Uu/1pPjWz3dmX7PlJS6+dGMD5f7c9ksUJgmchBAiD2gNrRUm37q1iVhSE/Iq3POwpbUBnL3Cz4qGFobH05SHXUQDas4viMsCis9eVTethtPnPlxHwJUfW8cfjMeCpioPHb2Jae2RoHxcCpFrQxPpGW0dvVPc/IFKGsqsRRk25avRKcWPnuhlQ/s4ZWGLP7iilmXVLtQC3HBQhuK/N45w3/ODAHQNJHlta4xvf7qZ6NytHD+ogRj81zP9tO+Kc/rKEJeuKyXsyeMPPiH2k8LkZ091T7tWGxhNsblrivJlMnVSHDm5ghZCiDyhdeYusNeC+ZwFZCioDCoqg669f3nO/4ZCc8pSL0tvb2F80qY0T3apez8uQ/P7H6zl63d2MJnIjF4vP6WU2tLi2uFLLAzDMNg1YrOtZwqlFEtqvdSGkWDkKFVGXDPa1rQEWF7jlppoecRB8aPHe9nw3gSQqR34zZ/t5Ou3ttAYVfN608HWih19Ng+9NDStPZFy2NWfJNronr8/DsRSiq/9pIPRWCYcfeCFITr7EvzZ1TWYyDkq8l8qrRmbnBnuz3VNUbF4SOAkRJ5wuWDTzhh9w2lCfpPqiIFbBrjiGCiV47IVWlPqg1Jfpg5VnmdNWfWlBt/5dDO9I2mCXoOKkIk1D7PNRPHrGLK548c7srXZAl6DL9/cTE04xx0rUDUlJp++rJofPtpLytbUl7v55CVVBRU2ud0W/RMOpqGIeG3SM8d1BS+WIBs27eVoeLsjhmUEqCmZvzp+3SM2r22ZwOM2SMWnb8bhsua/fmDPUCobNu31+rYYQzGbikD+1i8UYq+wFy5cG+Wu3+7bOVkpWFors5vE0ZHASYg80d7j8N1fdDAxZaMUXHNWBRetCxOY4xo+ovj1TcDmrjjJtGZpnY/6UgOlNcowQQGOXTDhTy5orQl7IFy19yNSnixx5Fwug0c29E/bCCA25fDCO2Ncf1aEdLpwQpJ8YSrNeasCrGlpYSqpiQaNeVl6PF9GphTPvzbKf784gMdlcP15laxp8eIroMdwONwWlIUtBsemBy+moXjk5WE+dVE5tj0/53/vcIqn3xjhitPL+PlT+wbMtVE3DeVu5vv93D1L1XrTAJdRBGGTUkwkwVIKn0vn/YxlcXTSaYdzVodAaR57eZhwwOKmCyppLrNAZumJoyCBkxB5YDxt8i8P7mJiKnM3Tmu455l+jmsOsKxyEW65I45a7wR8/ScdjE1mziXLVPzvjzWxxNWN8+7TWLE+nLYL0NUrwZzfpQVCLGrKYHB85vSVgbEURjEMPnNEa53Zgc2rKKQw2LLg9W2T/OzJ3j0tNj+4t4svfrSRVbXFdTnutTS/f0Ut3/rZzuzGEScuCdLZn2BkIpW58TFPIkGT4Yk0b++Icesl1fQMJikrcXH6iiBB9/yfL9URk7VLA7y6Zd/mE9edU0HEn+spx8dmIqm4/6VhHt04RNBn8slLqjmhyYupCvcxiYMLezQfOrWE89eU4LbAhYOETeJoFdcnnBAFKjZl0z2YnNE+OJZiWWV+7Toj8pdS8Ma2WDZsAkjbmgdfHODP3D/H2LERAGPrCxgX/jHOkrOklowQ8ySVTHPBiRHePmDXwzNWlZBM2gf5KVGsUo7Jb14fmdH+6uYJ1raUk0gUz9o6rWF5tYuv3dLCpp0xLNNgV/8UT702whc/2oA9j7P7GspcnLemhN++Mcqb22PURN382TV1RBaoaLfb0Nx+WTXbdifYNZBkSa2X5nJXQYZNSilGp6B3JMVkUtM7nMJ2YDRm8/17uvjGLU00lpm57qaYJ+m0Q0CSAjEH5DQSIg+EfCaNlR529k3fGWu2AqlCHJRp0DeSmtE8MJbGqfay/1w546WfY7asI4GsyV9oWsPgZOaivTxsEfEVTn0rcWRWN3q57dJq7n1uANNQXHduJcuqXczFzJyc12gTR8QyDcpKLLb2TG+PlljYdvEFkApNfalBLO7hrt/0k3Y0n7+2nuU187uszWNqPrG+nEvWlRJLOFRHXER8C7thRcClOb7BzZpGz56/W5gv1F0jDnf8uIN4MhMQnr26hDNXhXlu0xgAm7unaCoPyPuQEOKQJHASIg8ETJvbr6jj//xyJ0PjaSxTceMFldTKemlxBKYSmsZZZsR9cK0f46VXprVpwCjQi+BC5mjF05ti/Meju9EaPC7FFz/ayNJKUy7a85Das/TnaI+N39KsXx3k1OVBlIKAy8Fxju1Ap2zFjoEU23dPUVvmobXKjd8lJ0++s1MprjitnFe3TJBKZ45XScDihCVB0uniOH6TaUXXQIpE2qGuzE3UD6vqXHz5Y/WgNZaxMHV/XEYm7AKDXG5YUcg1jtJa8S8PdmfDJoBn3hrlExdVZwOnaMhVMJ9bGsXQZOb8iwYMuf4RYgFJ4CREnmiMwFdvaaF3OEnYZ1JTZkBKwiZx+DwWTMRtbr2kmsdeHiKR1Jx3QoS2amfGPuzGaR8hofwyRWKB9U84/Psju7P/TqQ0/++vuvib25rwW4vjWFhuA7QincrvWR27xzRv7ZjEshSrm/xUBI/u5eI4Dn5r7/8fW5+UUjzxxjg/3a8Y8tqlAT57RXVBFc9erForDL72iWZ29CZwWYrmKg9VwVz3am5MJBV/e083m7vjQCZMv+MTzdSUKEwckBl5BWUqDdt3T81oT+65Lm2q8rCstjDqQE6mFHc/M8gTr42gdWam1sfOLyewADW9hBASOAmRV5bV+Ym49wzCJGwSR0przlwZ4p//u4fl9X7clgFac/fLNhed+VfU9z+DN94Px12Irl5Z0HdfC9XwxMw6LSMTaSamHPzBIi8kbcC2PoeHNvQzlXC4aF2UFbUu3HlYAmTXiMNf/eeObEDkdRv89a3NVOQ4HBiOa37xdP+0tle3xNg9nJZaKgXAcTT1EUV9pPiWMm/dnciGTZAJ03/6VB+fv7oGJTO1887oFOzoS2I7mqZKD+UBNe2awO/KFHp/bevEtJ9bWuvjSzc20FDuJlAgMys3dU7x+Kv76qc989YoKxp8nLcqINdBQiwACZyEEKKIlHg1n7u6hqGYg2Eo2jvjPPDiIK9tdfOHV97Mqno3zjxtRy3eX3nYwlCw/6qqihIXJb7M0o9itqPf4Y4f78g+9te3xfjC9Q2c0JBfteoM0+D+5/unzUaaSjpseG+cK04OH/OSuGORtjVpe+bfTxTJkixRmJTK7L54oM7+BCmbvAyVF7OhSfjKjzsYjWVucHpcBt+4tYmq0L6bHgaaWy+q5G8nUnT0JnBbilsvqWZJlbVnZ7rCeM+xLION743PaH9u0xgXHB/ElvdOIeadBE5CCFFkXIbOXjhWrvKzbmkrSoHPQsKmHCsLGPzpNXX8w/3dJFKaSNDi89fW4zFnXvRqFIMxh5StKQ9ZuFThHrvMRf8oB2Y1D74wyAnNdZBPRZM1jE7O7M/YpJ2t6ZQrpQGDE1oDvL5t3853Yb9JTencFCI/GjYGWmtchhS/X6y0hqU1M2dtXXBiBI9Lowv3ravoKKV4ZctENmwCSKQcHnxpmE9fVDYtUI/64cs3NjAcs/G4FBG/QucwcD8atq1Z2ejP1p3aa01L4Kgfi2GonN54EKLQSOAkhBBFTDsa3553ehkM5p5Cs7bFw3dvbyEWdygNmvhdMwfqCVtx34vDPPDiEFrDsjoff/KhWkq8hXkQtQbLnJnWWKZCaZ1X98odx+GK06Js6pic1n7GyhD2LLOLFpKJ5jOXVfPwxmGef2eM5XU+rj+3gmAOapHYWvFud5KfP9VH2oHrzy3n+EYvLqkltSjVlZp89qpafvhoL5MJmwtOjPCBE0oKLqAodoah2D2cnNHePZhAozgwuHYZDpV7bmAV4rHUWnPSEj9P1XjZ1pOpSVVX5ubMVUc+W9VIxTD6NqP7t2OVN+NULcNxFUkRNiHmkQROQgghCppSiuSeZRsFUY9BQ4kHSjwH30Fpe1+S+18Yyv57c1ech18e5qNnlxbGYzyAbTusWx7i/ucHSe0X2lx5Rhn6WCtpz4O2Wg+fv7aee54ZwG0pbjivgoY8qZEU9mg+cnYpHzqjFLcJKkfnw47+NN++qzP77+/f08Vf3FDPcfWFUUhYzC3LgDOW+zi+qZm0A2EvcpcjD9m2w6krQjz68vC09ktOjlKsU9FCHvhfN9TRM5JGa6gptfDOMqv4UEydQr/4M3jncfbeOlEr12OedRu2kuG0EIcirxAhxLzyeEwcR5OSIuhiHoxMKR7eMMyrWydYuzTIpSdHKPR6vEqp7J3Y/W1oH+eaM0pxGzno1Bxoiiq+8olmnt80ymTC4ezVJSypyI8Q50AuQ7O22c2apnpA590W2lprPDks+2WaBr97a2hG+8Mbh1nTVIMtS3cXJcfR+PeWZMuvl4zYT0uFiz+5uo6fPNFLytZcd04Fa5q8BXkz43B5TE1z9qbBkT9ONd6Leufx6W3vPAlrLoNwwxz0UIjiJYGTEGJeTCQVb3bEeeatUWrLPKw/MUJd5Ni3BRdir4Rt8N27O9nZlwCg56UhNnXE+Msb6/EU8LIerTWNlTNTs9XNATxm4U4acBxoLFW0nhdFKUUqtfB1mxyt6B6x6R5MEg6YNJa78R9kpyWtwZDdtWaltaY0NPMSMhrKXS0pIcThcRmaU5Z4Ob65Ca0VfpeWmkTvQ6eSzFbCT6dmLk8UQkwngZMQYs6ZJvzmzTF+8dvM9t1vbo/x7FujfO2WJioCOe6cyCummSk4fDQXu/1j6WzYtNeO3gT9Yzb1kQKdBrRHa1WmxsTeQqeVJS6uOj1aFHeg0+nchDhKKV7bMcX37+nKtp3QGuCzV1Yf8fKKxc5xNGeuDPPgi0NMJTPH02UqLj25NOd1roQQ7y87SxItNwIPg4rUQLQBhvYtI9bR+ky7EOKQJHASQsy54bjBfc8PTmubmLLp6E1Q0erJUa9EPkk5iq29KZ59e5TqqJvT20KUB49s9s5sRaghM/AtdH6X5tMXV3DV6VGSaU1VxMJnyUD+WMSS8K8P7Z7W9vq2GF2DKZZUyuXQkaoMwTc/2Uz7rjiOA20NXqpCqmBn4AkhxMGkTR/uy/8n9iv3YnS+hlN/Aua6D5E0/bnumhB5T66whBDzwphlzK9maxSLjlKKV7fH+b/3dmfbHnxxiG/e2kTEN+ObGZrUxBMOZSFz2kyUipDB+SeU8JvXR7NtF5xQQnkwh8Vt5pBlaGqzM7UK//HkWsqGifjMZXzxpNzePxpaQ3kAytt8KJX597GGTVoZOBos5UhwJYTIK0lfBda5n0an4ijLh3x0CHF4JHASQsy5Up/mmrMruPOJ3mxbScCiudKDDJzFVBrufLJvWttE3GZHX4ITm/bNgLO14qk3JrjzyV5sByojLr74kQbK9yzLNJXmxvPKObUtzNaeOEtqfCypdmMqOcfETCEfnLEyxPPvjGfbXJaiNiq7qh2rYw6aUHQMprnrt7sZn7S57JQoxzX5iXjltSyEyB9pGzB8SHk/IQ6fBE5CiDln25pzjgtRXuLi+bdHqS33cOaqMGV+GTyITOQ4W82mAwet3cM2P3p8X2jZN5LiXx/azZ9fV4O5J7j0WZrV9S7WNLr3/E45x8TsDK352PpKAj6T3705RkOFm09eUk1ZoHALsR8u0wSPx0U67ZBMLnyx9vfTM+rwlR91ZI/DPz/Yw03rKzl9RbDgd53MN25SKGySylcUNeGEEELkNwmchBDzwm85rGt2c2ZbZovsXBUKFvnH74Ibzq3g/9uvno7XbdBUOb2+18BYasbPbto5STwJwQMmpcgOO+JwhD2aT1xQxvVnl+EywVK66MOm4SnFa1tjvNQ+Tku1l3OPL6E6lOte7aOU4q2O2Izj8Ls3R6kr81Da6JZgZA6YysE3tJnks3eiJ0fxr7uSdPMZJEzZyUMIIcT8kcBJCDGvEol0rrtwTGwN3SOa/rEUFWEXNRGFJaWojonjaE5dHiDkr+OxV0aoibq5eF3pjJkms227vrTWi9e1gJ0VeUcpSNgKl6FQR7OuQWt8i+XqR5nc/8IAj78yDMDbO2K8sGmMv7q5iag3X24CaPzumbtK+jwGwxNpDMMjO9/NAe94J1P/9TXQmeOeePJf8ayH5NKLJNATQggxbxbLJZcQQhwxjcHv3onxH4/0oHVmoPupS2s4d7U/k0SJo+YxNSc2eVjXmtlS2LZnFgmuKzX58Nnl3PPMAABhv8ntl9dgSY2mRWsiqfjNm2M8+eoI9RVubjy/ktqIIQPmg+gdt3nyteFpbQNjKTr7pog25kftKq1hVZOPoNdkYiqz3E8pOHdNhNqoC9vOl2CscCkFend7NmzKNBqk3nwMd+tZJNSBuzUIIYQQc0MCJyGEOIieMYcfPtqTDUK0hv98dDfL6lqoCee2b8XiUINJlwFXnlrCmStDxBIOlSUWQXfxL4ESB6EU974wxCMbMwHKwFiKTR07+M5nWojKeHlWSilmm5CpVH5N0yzzwx23NPHqthhDY2nqyt2UBi2ay11IXbZjpzUo977t2yfW3MDWwFp2x720DFg0lGXeb4UQQoi5JoGTEEIcxMhEmgPzkLStGYnZ1ITN3HRqkTHRVIYUhExAwqa5ZhgKw1CzzjDLNxMJeOyV6bN1kmlN10CSaEN+zNbJN5Vhg4tPjvLQS0PZtqpSNw0VbvIpyNEaygNw6YlB4mmF1uA1HZm5Nod09QpUIEK88Qz+qesUXtmRAuLwu05u/kAlF58YAq1JOoq+URvDgIqQicuQYyCEWDjBoAfbtonHC7skh9hHAichhDiIiogLv8dgMrEvdQp4DSojFvk0WBPiaIxOwYb3Jti0M8bpK8Mc3+TDZ+XveW0a4PeYTMSn77LmtmRqxkHZNpedEqGp0svLm8dprvJy6oowpd78PM62rXErDar4dw5caJPucvzXfZ3tAyavvDQy7Wt3/aaf09pCKBTfv7eLLV1TAKxdGuAzl1YTdMvBEELMr9GE4p3OOM+81Utt1MO5J0RoioKdfxuriiMkV2lCiEXLo6fwp0dwqdk/zapD8PnrGojuKV4dDVl8/rpGKoML2Ush5l48rfibu3bxo8d72fjeBP/33m5+9fwQzLoAKz8E3PDJi6untbVUe2golyryhxLxwJnLvfzP62q5+rQIVUEJDxarSXcFcWPmevCUrUk5mmffGc+GTQCvbonxdkecPFuBWXBcLhOv18I05YkUYjYej8Wzm8b5h/u6eWNbjIc3DvHNOzvoGs11z8RckBlOQohFx1DgH91C4ol/wR7oxFx6KoGzbibmrpj2fbatWVlr8rVPNDMSSxMJmET9WnZMEgWveyhF12ByWtujG4e57ORSSvO0HpLjaE5q9fL1W5rY3D1FedjF0hoPfpe8Hg9HPJ7KdRdEHqgudRHym4xP7rvRckJrgGjA5OXN4zO+/62OGGeu8B+03p5SkLQVKUcRcGlZBnkAc3IAu/1pjJ430c2nYbSejuON5LpbQuSVvjGH+54bmNY2MWWzszdBddCTo16JuSKBkxBi0fFN9TH1X3dAOjPgtre8iE5M4L70L0gyvRaMbUOJx6HEYwBapvaKolUIw0RTaZrKTJrLA3uWXBVCr4XIH2Gv5qsfb+Ku3/azuSvOmavCXHZyKZZyOKUtxHu74tO+//iWwEHDJgdo70rxbw/vZsfiTucAACAASURBVGzS5rJTolx8UgkBCYEBMNKTqIe+jRrqxAaMrndwet7FvPCPsbXUgRQiSzH7TEqZFFgUZEmdEGLxGe3Jhk17OZ1vY00NH+QHhCguNVEXtdHp4eqFJ5VS6i+MqzuZRCEWu7RWdI04vNuTYjjOYQ/MtIaKAPzRByv5zm1NfPScUsIejeNozlgRZHXzvt3szlgV5rjGg0957Blx+NbPO+kbSTGVdPjVswM89foYhowuANBDnTDUOa3N2PYCerQ3Rz0SIj9VBA2uPmv6KoOw36SpUmY3FYO8mOHU1tb2A+ADQAKYAP60vb19456vVQE/BpqBOHB7e3v7iznqqhCiGHgCs7T50ZZ8sC02pgnDUyZTSYdIwMDN4pjC5rc0X/xoAy+8O87bHTHOWlXCmmafJDlCFICkA/c8N8R/v5S5SeIyFX/5sUaWVJiH/xLWGo8Jer/JS2EPfO6aGgbGbAxDURY0sNTBf+H23YkZbY+8PMyFa8N4zbl5L5myFT0jNqOxNDVRN1VhMlOrCoBSB0nepCiWENMkk2nOWBkkGnbxwqZRaqJuzjiuhCqpmVoU8iJwAh4C/qy9vT3V1tZ2BXAXsGTP174FPN3e3n5xW1vb2cBP2tralre3t8tVsRDiqKRCdVhtZ5Nufybb5rng08TdpeDIW8tioRS82ZnmXx/qZGA0xXHNAW69uHrRFFWOeDWXnxTiipNLsG37fWuvuN0WyeTi2abYxiCZ1vhcSBAn8krPiJ0NmyBT9PsH93bzzVsb8Rxj0ONSmpqSvUHJoX9XyD9zWVhFxMJlqPf92cMxZRv813NDPLJhKNM3U/E/P9LIyloTpxBCp9J6dOUyVN/mbJNecQEqVJXDTgmRn8JuzSktbs5fXUcq5Syq641ilxeBU3t7+wP7/fN5oL6trc1ob293gBvIzG6ivb39mba2tgRwMrBhwTsqhCgKScOH5+xP4lm9HiZHoaSGRKgeR8KmRWXXCPw/v9jJ3vIkb++I8W8P9fD56+rxqsVxoeM4Gsc59KyuwUnY3J2go3eUJbU+Wms8RL3F+1pRSrFr2OHOJ7tZVu+nvtxDXZmH6rDCOMRsDyEWymhs5mu2fzRFPJWZtbRQWqvdNFS46ezPLFE3DbjlwmpMNTdp0K7BdDZsgkyw9s8PdHPHrU0ErfxPnBzLh3Hx59AdL2P0vIPTeBK6fg1aKpocko1B76hDIuVQHbXwGfl/rMXcicWS7/9NoqDkReB0gD8CHmxvb3fa2trKANXe3r5/2fqdQANHGDiVleV+Tl5FRSjXXRAFQM6ThRKCqn1brPsP8Z35SM6TY7dh2yAH1sJ9t3OSwfE0Jy4pnuf3WM6Vzr44P368m1e2TGTbPrA2wq2XVFNeUpxLUDt6p/jKj97jlktquPfZfvpGMru7XXF6GTdfWEVJwJXjHs4PeU8pHPVTsRltKxr81Jb7CPjm99J+//OkArjj1la2dMeZSjg0VXlprfVhGnOzZGzD9oEZbQNjKRIpqCnz43EZqLxfnhaCxqZcd2LBHe37SdfAFD9/qo8nXh1Ga2iu8vJn19bT1jBLKQRR8ORzZ3FYkMCpra3tFaDxIF+uam9vt/d830eBm4Bz57oPg4MTOZ29UFERor9/5nazQuxPzhNxOOQ8mRsh/8y7zGG/iddtFM3ze6znyq5+Z1rYBPDkayOsXxtFJ4vzLuT2nhRtDX42to9lwyaAB14Y5KQlAZZW5eO9umMj7ymFJeKFz19bzz890M1kwqGl2svvfbCayYk4kxPv//NHa7bzxATaqsw9/2czNDh3HagpdaPU9BWtS2u9bOuJ83e/2sWpK0Kcc1yYsEdmHuaTY3k/eWdnksdf2bdcdEfvFPc9P8CtfiiMdZTicMnnTvEwDHXIyT0LctXU3t5+0vt9T1tb2zXAXwMfaG9v793zc4NtbW20tbWV7zfLqRHoPNjvEUJMZxgKrbWUIBHiAHVlHs5YFeb5TWNApqbTJy+ppjoEqdT7/PAikUzPvMDXGlJph2Ld6NbrMmip9vH4K0MzvrZ7OFWUgZMoLAZwUouH736mZc+GBybWHC1jyye1EZM/vKqO/3i4h8mEQ0OFh8tOLeMf7uvCdmD77ine3j7J5z9cfcji5qIwGIZi++6pGe1vbosRP6eceZ68J4SYJ3nx0t1TKPz/ABe1t7fvOODLvwR+H/jGnqLhPuDlhe2hEIUl5SgGxh16R1Js6pikrsLNiS1+Sry57pkQ+SPksrlpfSXnrYlkd0CqL3ORSi2OneoOR22Zi6pSN73D+2YzLa/zUR11wVHs6KcUmKaJ4zh5WzOtrszi5S0OKxr9vLJ5+myN6qg7R70SYjrH0QTdEHQrCmbbtiNk4HBWm4/ldc1MTGncluJL/7Z92lLotzpiDI47VIXzfWmdeD+Oo2msnHmh2tbgx++evqOiEKJw5EXgBPwHkATubmtr29v2gfb29kHgi2R2prsFiAMf31NMXAgxC6UUG7ZMMjCW5u6n+7PtlREXX725kaA7Pwd5QuRCiduhpNZi38fhvhAlnlb0jqSxTEVliYnbWHyvnYhH84Xr6nlowxDvdk5yQmuQC08qxW8cedgUTyve7Ijzu7dGWV7r4+zVYUp989DpY+Q1NVecWsrguEPXQDIbtl15epSGMou52H1LLB6mCWltYikbW7LsI5ZOO5R6odSr6BpxSNkzX3+mKWFTsVha6+G0lWFefCcz87gy4uJDZ5ajZTmdEAUrLwKn9vb2ikN8bTdw4QJ2R4iCNhzX9I2keHjD9OUgfSMpdg4kWVVbnAVvhZhLw3H41l2d7B7KhA1rlwS4/fIqirRe9CFVh+DTl1QykdCEvJp08igu/JXiwQ0j3Pf8IACvb43x1OsjfP2WJgKu/Atw/JbGX6r4+icaGBiz8bgMyoIKQ8ImcQT6YorfvD7C2ztiHN8S4Lw1ESoCcg4drcqwydolAV7duq9o+voTI0QDCgmCi0PYrfn0JZV88NQoiZRDbZmLUB5+RgghDl9eBE5CiLmTSGpM0yCVnvkBbc9yZ1CIw2EYiqk0mIbCLNLlG3sppXjk5eFs2ATw6tYY7+5KsK6lOHdmez92Ko3PgPRR1gkfi8ODLw5OaxsYS9M1mGJ5df5einhNTX3p3lpV8v4pDl8sbfL3v+6kozdTk2b77ik2dUzyP66vw28W93vofHEZmtsvr+KdzgTtuyZZ3RRgWa1HguAi4zEcmssMMtXK5NgKUejy9ypPCHFUSoMmnX2TXHBiKY++vG+Wk99jUF8u9UfEkYun4YX2GPe/MEgkYHLjBVVEgiZhn4HHKL6BU1or3toxc9vxrd1xTlnizdvaQ3lNsWf7cnnuDiWtFeNTGq9L4XfJZg+FrHsomQ2b9trSHadnKMWSCjNHvSp8ARec3OrhtGXePTfR5EUihBD5rDi3mBFiEXMbDjeeX0VDpZtrz6mgtcbLeWtKuOOWZqL+XPdOFBrDULzQPsl/PLKbgdEUW7qn+MZPO3i7I86Xf7iT/pm5TMGzlMNpK0Iz2lc2+iVsOkphL1x5etm0tsqIi/qyRbhG8SCG4opv393Nn/7jNr747x2096RBStPkjINiIKYZjpOpdn8A01SYpjHblzJfN2b/gmnKpfdckBnbQghRGGSGkxBFqNSnOW9VgKk0XHFqCZbSaEfulosjN5WGB16YvhRKaxgaTzESS/OP93fzpY/UFdWW1FrDeceX0N4Z543tMZSCS0+OsrRGZggeNa25dF2YpkoPz24aY3mdj9NWBPFLbQ4gM7PpB/d1s7krDsDwRJpv/nwn3/1MK+WBHHduEZpIKv7z8T5eenccw4CrTi/j8pMjeK3M+To4Cb99Y4T3uuKcvybCCS0+fNb0c7m21GLt0iCvbtm30+GpK0LUlFoczQ6PQgghRCGSwEmIYqU1XjPzXwmaxNEyDUUkaNE/mprW7nEZpG3Nlu4pJhKayMydjAta2KP53DU1DIzbWAZEgwYqz19IE0nFrsEUjqOpL3dT4s2v/vosOKnFw6nLqnAcLbPF9jMW19mwaS/Hgd6RJOUBCToXkmEofvf2OC+9Ow5kjsOvnxtkeb2f1fUuxhOKr/2kg5GJNACbOib50JllXHtGhP0/bL2mwy0XVXFKW5j3dk2yosHPigYvHiVhkxBCiMVDAichhBAHZeLwsfWVfO0nHdmxVGnIwjAgZWuqS934XcVZm8fEoSq0Z1lMnodNo1PwjZ/tpHc4EwwGfSZ3fKKJ8vIcd2wW6XTx1f06Vl63oiRgMhqbHkaEfHKZttBsrXhu09iM9rd2xFjTWErXYDIbNu314ItDXLy2hNABewpEfZqz27x8YE2AREKCJiGEEIuPXMkIIYQ4pJYKi2/d1sx7XVMopZhM2Nz9dD8el8FnP1SL28zvMKbYKQWvbZvMhk0AE3Gbh18epq0xmMOeicMVcMEfXFnLd+7qZO/Er4vXlVIdWQT1fpSiZ9Rh2+4p/G6D1hoPJTncDNJAs6rRP6Pgd2tNZsMANUttpkwdp4MH7xI2CSGEWKwkcBJCCHFICk1tiUFdxE/aUfSPOyyr9VIZdlHiA53ns3+KnWEYdPYnZrRv75kibctsokKgtWZlrZvv3t7K7uEkJX6L6oiJyyj+19aOAZuv/mhHNmgrD7v4ys2NOVsSqrXmkpMjbGgfZ2AsE+KubPSzqsEHaOrLXFRGXPSN7At4rz27grA37ydCCiGEEAtOAichhBCHRWswlaY6rCBsAVIfLB8MTWqW1vp59OXhae0XnBjB7ZLt1wuFQlMeYL+aTcX/4nJQ/OSJXvYv5zUwlmJz9xQnt+ZumlPUB9+4tZGeoRSmqaiJWHj2zOQMuDR/dVMjG9+bYNvuOKevCNNW55HgXQghhJiFBE5CiKLhoEikwe+SWTdicbC1wT8/2EPQZ/KhM8t5eMMQtqO5/NQoJ7X6c909IQ4p7cDweHpG+3g8jVKenAbafkuzpHLvZfL0jkS8motOCGKeFNpTk0w+b4QQQojZSOAkhCh4SkHPqObHj/dm7jivDHP1mWWUeGQQIIrb0KTNWztiAFSXurnyjDJMQ3FCix+/S85/sXDGErBtd4KJKYcl1R5qSkzeL4jxWvDB06L856O92TalYHmdP+9nT2qtSafzvJNCCCFEjkngJIQoeKNTiq/+eAeTiUy9mideHaF/NMXnrq7GlDvPooi5TIVlKtK2Zvdwkruf7gdgTXNzbjsmFpWxBHz9p53ZwvVKwZc/1sSSykMv6XQczRkrgtiO5oEXhggHTD5xYRW1EQOZNSSEEEIUvkWw/YkQotj1DCWzYdNeb2yLMTIpAxZR3Ep9io+cXzGt7dS2EFURqd0kFs623clpuyRqDT96vJe0nrmj24F8luaSE0N851NNfOWmepZVWSgJm4QQQoiiIDOchBAFz+uemZ17XAqplyyKndaaC44PsrTGx46+KWpK3bRUuXEvgt3NRP6IJewZbcMTaWwHrMN4H3YcjUfer4UQQoiiIzOchBB5ze934XYfeiRSU2pxSltoWtvNH6iixDefPRMiP7gNWFJpcuHxAVbVufBZEjbNtYSj6B3XjCcVhvH+s3YWm9YqLwc+LR88LYrPlZv+CCGEECI/yAwnIUReSttpNu+K8+Sbk1SVKM5fE6Yq6sWeeSMdt6H59CWVXHxSKQNjKerL3dSVWmhHBt5i8cj3IsuFqm8CvvvLTnYPJ/F7DD57VS2rGzyy7Gs/1SUG//vmJn70WC8jE2kuPy3KOatCOPIeXHQMw8ByGdhpB9t23v8HhBBCLGoSOAkh8o5pKja0x/j7BwezbY+9Psnf3FJDacgz68/4LE1bjUVbzezbWAshxJFKOoq/vScTNgFMJhy+d/cuvnt7C+UBmem0l0KzpMLkyzfVk3Y0PgsJm4rQ5l2TPPv2GG9un+D4liCnrwxR5pPjLIQQ4uAkcBJC5J1EMs3Pnhmb1hZPOmzrmWLdQQInIYSYa2NxTddAclqbo6FvJE15YHGtFxucVGzvnSKZ1jRXeqkvBeeACS4mDqYxs10Uvinb4Af37aK9Mw7Apo5JXts6zhc+XIfXlAMuhBBidhI4CSHyzsHmDciSISHEQvJ7FCUBi9FYelp7aXBxVbjun4Rv/XQnA2OZnehcpuJ/39xMc5nM8losekbS2bBpr/bOON3DKVrLF9frQQghxOGTouFCiLzjdlvceHZ4WpvPbbCkxpujHgkhFqOAS/MnV9dimfuClY+cX0FFePFcPikFb++IZ8MmgJStueeZPjAWz/Ow2B0sWjSUhI5CCCEOTmY4CSHyjm1r1i7x87+uNXj8zRjVYYML1oQpL/XMWjRcCCHmg9awrNrie7e30DeapsRvUhkyMNTimW5pGAaDY8kZ7f2jaVK2wiV5w6JQU2qxpjXAG9ti2bY1rQFqSy1AltQJIYSYnQROQoi8ZFkuVja5WLcyim07JBK2hE1CiIWnodQHpb7FuSGBbTsc3xLk3ucGp7WvXxvBY2qp17RIeAyH37uilo3vjfP29hjHtQQ4sSWA25AToCAog7SjcZtS0F8IsbAkcBJC5LXJydT7f5MQQoh501Ll4o+vruNnT/URT9hcdkoZp7cFcSRtWlRaa/yUuG0uXRsmlUpLcFEAlILecfj1c/1s3x3n/DURzloVIuiWYyeEWBgSOAkhhBBCiINy4XDaUg/HNTVhO1DicSRsWKQcBxKJ9Pt/YzFQilgSLAO8li7IjUtG4oov/3A7k4lMOHznk330Dif5+PoyVCE+ICFEwZHASQghhBBCHJLjgN90wESW0YmiN55U3Pv8EI+/OkwkYPGZy2tYWecquN2WugaT2bAp6DUJB0x+8/oIV59ZRtiT484JIRaFQnvfFEIIIYQoGklMOoY0XaNgI9vLC5FrylD890vDPPryMI4DQ+Npvn1XJz0jhZe0uiyFZSpuWl/FRSeXsqzez80XViObCwohForMcBJCCCEWkFIqU1gDjS7CZUmG0gyPJUjbDmURL3Jv6+AGJhX/8Ug3b26PoRSctybCh88qI+ItvvNCiEIxmYQnXxuZ0d41kKQu4s1Bj45efZmLj19Uxf3PDzIwmqmJ+VvA7arh3JV+WRorhJh3EjgJIYQQCySWUmzcHOO3b4yyrM7HxesilPlz3au5Y6dS3PPiCPdtGMfRsLrRwx99sAK/z53rruUdl8vkmbdGeHN7Zpt5reE3r4+wqinA6UtlrYsQueIyobLURUdvYlp70Fd4MxB9lqYi7MqGTXvd+UQvJy1pwS8jQSHEPJPbjkIIIcQC0Erx6+eH+LeHd7OlO85DG4b46o93MpEsnrUNW3qm+PVLmbAJ4K2dCR55ZRTLKp7HOFeSWvH61okZ7Zs6Yng8hTewFaJYWErzqUtqMPcbJS2r89FUWZjBuZ6lOHgyXZhF0IUQhUdybSGEEGIBjMY1j708PL0tlqZrMElbjStHvZo7pmnwXtfUjPYXNie45ow0GBKi7M+FzfJ6H1t74tPal9T4SKXsHPVKCAHQXG7wnU+30jWYxOc2aKhw4bcKM6FpqPDg9xjZ4uEAV59eSsSdJqXlfVkIMb8kcBJCCCEWgKnANBSOPX3QYhjFMfvHtp1ZZwAcV+/CskzShVdvd16l05r1ayO8tnWCnqEkACsa/BzXLHVVhMgHFUGoCO59Tyvc12SpT/P1W5p44Pk+dg44XLgsxcmpx3BvK8dpPR9bF8dnkBAiP0ngJIQQQsyRNCagsZiZroS9imvPqeDnv+nLtjVUuKkrc1HIg5n9tdX7WNfq4eVtmdon5WGLD51eKmHTQVQF4S9vamTXQBLLVNSVuQhY8mQJIeaO1tBs9vCZ+D/hVJVjvvsmOj5O4h0LT+1qJj0Vue6iEKKISeAkhBACAMsycBydnV1h7ilg4TjOoqn1kLIVXSNpBsfSVEVcVEcMDqf80JSteGtngvueH8BUiqvPKmdVgweX2hceaK35wAlBmio9vLxlnJZqLyc0Bwp2mcZsPB43f3JlFT1DCVJph5oyL2534S8XnE9ht8Oq2r2XYxI25ZO0VgxOONiOpjxk4Tbk+IgCFR+H3vcwet/bd3vDTkMyBhI4CSHmkQROQgixyE2lFe/smuJ3b43SWuPjrFVhHK15/JUhdvQmWL82wvGNXrxFFIzMxtaK+zaMcO9zg9m2Wy+uYv3xQd4vcWvvTvB3v9qV/ff37u7kSzc2sqJm+sesx8wsMVvTVL4nyCu+51SZFrUVcnkhCttkCn7yVD/PvDUGZGbv/fGHagl7iu81K4qfDlWAxw+JyWybCkbRgbIc9koIsRjILnVCCLFIpbTByJSivSfBP9zfzcb3JvjFb/v52k862PDeBA++NETPUILhiTSv7Zhix6BNws5drQfLMrKzruZD/7gzLWwC+MkTfQxPHnqA6fKYPPHKyIz2p98cxe2evSCrbS+eWWNCFKJ3uxLZsAmgfVec3745ilKgDEVaq6KpvyaKX9wdxXv1X6Ii1QCoskY8V32RKTOU454JIYqd3IIUQohFRinoGYMf3NdJR2+C2jI3t17y/7N334FxVXfe/9/nTm/qGkmWLMlVxhjTewcDAUICgQRIaCHlt5tskt2UZ7PZtE0lbZ9sNtnfbnbTCAQC2SSUECCUhN4CGLDBYFwl2+pdoyn3nuePsUcejwEnyJYsfV5/WWfuzBzJV6O5n/me72ng+ns7GUm59A3nMMYQ9BveeXKSH9+5lWwun44cu7SM966onbxqJ2MYToNjIB7c/TbNWc/wameGO5/spyLh56zDK5lTbiY9sNl5B58dcq4llfGojLx20GWsIR4pDZYSEZ+aP4vsh3w+w+qNYyXjL2wY45gDyrnlkR7WbRvn5OXlHH9AgnhQv+cyvVkLI2ULCF/4NZzsKG4owQjhmdI+UESmMVU4iYjMMqNZw9dv3MTGznxj5y29Ga6/p5O3HFlVOMYCxy8r53eP9xbCJoBHVw+xuS87KfMYy8KvHhngY///Oj7+X+u5/4Uxsl5xxYAxsLo9zddu2MzTa0e475kBPvuTDXQOTf675GS5n3i4ODhqqAxSnXj9baMzmRxnHVGF3zcx96DfcMJB5eTULVtkv+O6lgOaoyXj5x1bzRd+toEHnh+kvTvN9fd28auHevMvVCL7gXEnylioljThqZ6KiMwSCpxERGaZrkGX/uFc0djIuEtge3fsqrgfAyQrgmzpSZfcf3NXhsHxN3eBZYzhz2tT3Ppob6GK6Md3bWNdV3GYlfMMNz/QXTSWdS2rN6cm/RovEbJ87rJmFs7JvxFf1hrjUxc3EXLeONxqqTH8y5WtXHJqknefnuRfrmylper1gyoRmb6WNIU55oCJ5UbzG/LVICPjbtFxf1w5wECq+DXCw+DpLbaIiIiW1ImIzCYWh66BND4H3J2Kb4yBqniAd51cy3EHJDAGXt2a5tgDykhG0lRHPe59GdZ3ZrHA9fd38bdnJzF/ZT2+xXDvs/0l48+sHWFpYyWuawsT8+0mWdrd2JtlLTSUGT5zcSPjOYgEwLen358HcysMLYfH8196+d39RGT/FAtYPviWJBccV4PrWZLlPjZ1l1Z3Bvw7XqMsrjW8vDXLTQ90Yz3LRSfVsqQxsEc7XYqIiMxE+vhFRGQWGRr3uPXRHs4/vngb5POOqWFOdYBzDiunMuoQDRmOXRTgHw7fxru6vs1pqz7LF+b9kW9fmuDhFwZ5/KVhRjN//TyMscyrLy3pb6wJFfU98uHxrlOK5xoKGJY0R/Za022/scQDds/Dpp3kg6a9MCkR2ef8xtJQbmiqdAg6lsbqAPPqQ0XHXHxykrJI/t/ru3N8/cZNvLolxbpt43zzps28ui23m0cWERGZHVThJCIyiwR8hr7hHKs2jPLpS5rZsG2cUNDh6VeGefD5AT5yQRO/faibjt40Xz83R/z2r7Kjq2hw1e+odXxksieSLA8Q9Bv+2o6j1rOcc1QVj704xOh4PqGprwywvDWK3SVJWjInyOcva+FPzw1QGfdzwoFlJOOm5DgRkb0p4rd88sImXmxP0d6T5sCWKPNrg1jP4vc73L+yt+Q+d/25jwPPr1c/txnC53Ow1mpDCBGRPaTASURkFomH4ANn13PD/d08sWaY+56ZWNZ22Yo6rrlhI5mcxTHg9Wxk10Ap8PI9nL7kROa2ziHk895UlVEyDtdc3Up7bxafY2iqDux2tyefsSxM+mg7q7bwRl9hk4hMhUTIctSCMMcsimwPHfKvRdZayqOlfdsqYv69Vo0p+44HbO71+ONzfcRCPk5YVkbDXtgtVURkplHgJCIyi3ie5eDWMHMuauSpV0Z3uQ0y23ek8yxkfaW7NJl4NScsryUY8b3pN9rWQnkYyhsDO0Ze93jXVYWAiEwPu1a4uK7lpOXl3P3n/sLraMBnOOOwSr12zQDruly+dN3Gwte/f7KPr13dSl1CDbpERF6PAicRkVnGwVKXMBzdFue2R3sYS+cvhpxduvqtHKnn1OpWTO+G/IBxCJ1yNdlwWJ/qiojsoqHM8LWrW1m1cQzPwrKWKPVlqoLZ7zkOv35oW9FQ1rU8vXaUcw9PaHmdiMjrUOAkIjJL1cbhq+9t5aXNKTI5jwNbYzz8Qoj129IA/Phhl0Ou+BQNbjtkxqCqiVSs6a9t2yQiMqNZC8m4oW5ZrPC1wqaZYXdFaq6Cplkt7Tp09Ofo6s9QXR6kqdpHxKdzQmRXCpxERGYpa6E6Cse3RTAm//WnLmpi7dY0vUNZFs4JE6vyM2qqd7rT1M1X3rxg0Ecu5+kTeZG9SCHTDON5XHB8DS9u2lQYchw4bGFcr6WzlfHxxxeGuP7ezsLQO06o4a1HlePXGyWRIgqcRESkcIEUD1oOaQliTHD7mN44zQQjWXipPcNTLw/RkgxzxOI4tbGpnpWIyP5hUX2Az72nmTuezDcNP/vISuaUq3/TbLV1yOXG+zuLxn7zjPNBpwAAIABJREFUcA+HL0owt1LnhcjOFDiJiEgJfUI/czg+h3ueGOTXD3UD8MiqIe59pp/PvbuZ8rD+o0VE3ojPWBbV+fn4+fVgLa6r186dGQOO48yaBvnDKbdkmaW1MJRyoVKX1yI702+EiIjIDNYzYrntsZ6isa6BLBu60hzcHJyiWclsYgz0jsLareO4nmXRnAi1cYNVsi37GTc3/QIVYwxDaegdylEW9VEVM/v0U6PhDDy3PsWLm8Y4ZEGcIwMhxl2DtYZowJuRH2DVlQeoSvjpG84VxuJhH/WVAVQZLlJMgZOIiMhMZku3cIeZUcVmHIeRDMSCgDf9LgQlr2sYPvezDYUdMYN+w1ffqy3lRd4sY2B9T45rbtzMWNrD58D7z27g2MURnH3w65XxDN+/dSsvbhoD4IHnBznpoBHSWY+V60a56MQaTj4oQTRgZlT1U3nI4xPvbOaHv9vCxs5xGmtCfPDcOSTjFted6tmJTC8KnERERGawqrjhjMOruPPJvsJYecxPczLE/vxJbM+Y4fbHe3j6lRHm1Ye5+JQkTRXKnaYbxzE89uJgIWwCyOQsdz3Vz3tX1Myoi1CRfW0sa/i//9tR+P1yPfjhHVtZNGceyX0Q6G4bcAth0w4PPD/Iu0+v4/GXhrnu3i5CQR9besc5cnGC1lo//hmSM8+tgM9cOpehMY9E2BD1ewqbRHZDgZOIiMhM5nmce1Qlc6pDPLJ6kJZkmNMPraAqsv+GTVnr47/v6Chc6DyzdoS1W1J85apWKtWXaloxxtAzlCsZ7xrMTsFsRGaW4XGP/pHi3y9roW8kRzIR2OvPvyfLYh9eNUgk6PCl6zbx8QubOLQ1OCMqbAEijkskDvvzhzcie5sz1RMQERGRvas8ZDltWYTPX9LEladVUZ+Y6hm9OV1DuZJP1YfHXNp7MlM0I3ktrutxwrKykvGzDq9UddMUsxjGcgZXlwP7rbKIQ3VZcf2AMVCd2Dc1BXUVflqSoaKxg+fHWdsx8fpcWx6gf3uvo+vv6yLtzpASJxHZI/oLIyIiMgt4HuRyOXLTsOntXyrgN/h9pRct4cA0f1tjDGNZh6ydXRdc85J+PnFhEw3VQZIVAf72vDlgDPe9MEb7gMVM8/+2mcY4DmM5Hz+8s5uP/GAdNz/Uy7oej+c2Zdg6ZHFn2fm5P4v4Lf9wYRPxiA+AgM/w4bfNoTq+b/4Pwz7LJy9q4l0n17JkbpQrzqjjgJYoT7w0DEA05NDWFGVD5zgAOdfDovNLZDbRkjoRERHZr9QlHC44voabH+gujB2yIEZTTQCYnoHacNpw04M9PPjCIHXlQT741gYWJn0zZmnJ6/EbOKQ1yIFXNDM4bvnGjZvZ1p+vRvP7DJ+/vIXWKqVOe52BzX0etzzSzci4y5FtZZTF/Bhj+NovNnLE4gShoMPS5ghHL4rOjJ0FZjhroaXK4Vvvb6Vv2CURcaiM7tsdIMvDlrcdWcbbjirHepY0fpprQ2RdS/dglhvv7yoce9GJtYR9VqeWyCyiwElmnaxn2DqQY3jMpb4ySE1c76lERPYn1vNYcUiCBXMibOgcp74qyIL6EBHf9AybrDHc8KceHnphEICt/Rm+fP1GvvX+edTuo0qEqWYtBH3wyOqhQtgEkHMttz/Wy0fPq8dTx929asuA5Vs3b+YtR1RjHPAsHL44wbOvDvG35zVy22M9pDIeyYog/SmoDE/1jGVPWAuxgCW2PbTdl2HTDvmdUPPP21gbJmizGGPYOhSgvTtBV3+GtxxZyQFN4SmZn4hMHQVOMqtkPcOND/Txh6f7AXAc+OdLm1lc71foJCKyH4n4YekcP8ua4tt3ppu+L+Ij6Xzj3J15HmzpzVIbD07RrPY9x4GB4dIG4gMjuWn8vzczOI5h5bphLj6ljmvv3kYq43HWEVVYa3l1S5pUGk5aXsEv7u3kl3/sorrMz7GLwnpvJH81ay31CcP7z6wGa/A8j+n8Oi0ie4fql2VW2TrgFsImyL/h/8GtW0jlZscnzCIiM403PYuaigR8UBkv/YwvFpldb8NyOY+jlpQ2ED/90Eqsqpv2Kmthbm2Y2x/rJZXxWDgnQta1XHdPJy9uGuPeZ/q55eEe3n58LQB3PNGHp8uEGcEYyHgOYzmT/2If81y7PWwSkdlIf0lkVhkcLf1ktW84RyqjT1xERGTviPgtHzy3oeha7+D5MZqq9v625dPN/GSAf7iwiabaEMmKAO97Sz3LW6NFxzgGotl+ouluAqb077b85ay11FUG6ehJA3DE4gR/WtlfdEz/SI6gP3+SVsb9GFWjTFvGGMZd84ahoGdhVXuWT/9kIx/5wTpufLCfkczuQyfHMfj8DmYKQikRmbm0pE5mlfrKII7J/wHeYWlzlLKww3RtNCsiIvsvx4Etg5DNWT5zaQuDYzkqoj7m1gQI+2ffBX3A8TisNciBc+fiWUM04BVVPwRsmuDaB0g/dB1k0/gWHUP0hCsY81dN4axnhuqYYWlLlNUbx/AsOMbg7iZUchy48IQaNbicpoYzhjuf6ueB54dorQvxntOSNJQ7u+2NtHXQ45pfbi58fccTfQT9hguPq8Du9GZ4YNzw0Kohnl8/ynFLyzh8YYx4UP//IvLmqcJJZpWauOFT75pLWTS/fWxbU4QPnlOPzyhsEhGRybe53/KFn23gO79q56u/2MhP7txKIuonMgvDph2shaDjEfa525sNTwgObCB9/48gm6/EcV95DPv8XfhUdPGmOXh84Ox6mmqCPPbiICsOryy6va4iwLy6ENdcPY+Wal0i7MzDMJo15OzUnogehuvv6+K2x/oYHM2xct0on792I/2p3b+ebO5Ol4zd8/QAqZ2qnFI5wzd+uZmb/tTNi5vG+NGd27ju/m4tqRSRSaEKJ5lVDJZlTUG++b5WxrOWsojBb2bvm34REdl7AgEf9z2T3/lrh9Fxj4dXDXLJiZXkcvqwY2fGgO16tWQ899KDBA5+G64Tm4JZzSzVUfjiZXPpG/EIBxwObIny+ItDzG+IcPiiGJWRfCCo4qYJvWPw07u3sXLdKAvnhPnAOQ3MKTdT8jMaGrc8snq4aGw847GlN0tF48QSXWPy/4fxSOmlXrIygN83MfltAzk6ejNFxzyyaoiLTqimJjYRTOWsYShlCQUM8eDU7IYnIvsfBU4y61hriQYgGgDtliEiInuLcaBzIFMy3jmQwedzFDjtwlow5XUl405yHq4vrD/ZkyToWOrLDGCpmBvk0NYknmex1ipo2kXGdfj2zZsKgczaLeN8+bpNfPP9rXttyVnWM2zpz7G1P0t1wp9ffrs9IPI7hkjQKQqxAcLBfDXSUBpe2ZKmfyTH4sYI8+qCzG8IsW5rvtLJ58BVZ9bjNxZrDFkXwoHSqi1jKOrl1JeC/7htCy+3p0hEffzNWxtY1hRSny8ReUMKnERERET2gkza5eTlFTy3brRo/IQDK0in1Qx7d9yahThNB+K1r8oPBCMEjr2EEeub2onNYK6r4PO19I6UVv+MjLt0DmaJ1+6FyyhjeHD1CD+9u7MwdNLycq48rYaAY0mELFecWcd/3b61cPvS5ihzKv2MZCxfu6GdLX0T8/3kO5v4x3c2sbE7Qyrt0VgToi5h2DroceMfu9jUnebU5RW896x6fnLXtsL9Tj+0kqpYvkzKxeG/78iHTQDDYy7fvrmdb71/HsmE1rqKyOtT4CQiIiKylxzYHOaqM+v57SM9GAPvOKGWxXOCqFxn98b95YTO+gdCA+2QS2MrmhgNVevHJVMiEnTw+ww5t/gEjIX2TgA6kLJcf29X0dgDzw3ylsMraap0sBaOWRSl6coW1m9LU1MeYF5dkLDfsqo9WxQ2Afz0rk6+fnULSxomltv1j1k+97ONpLP5oPHmB7s5/dAKPnFRE4+/NMThixIc0BTGbC93Gx73WLVxrOhxrYVtA1mSiSAWQ9+YpW84R2XcT0WFAkwRmaDASURERGQvifotZxwc56i2OMZAIkjRrmxSKu3ESVctmRhQ2CRTpCJquPz0On5y90T1z7lHV1GbcNgbJ2Yma8m6pY+bX0LngIGeYY/N3RkSUYfG6gDxYH4pZHo3S3SHUznc7Xfdob03Uwibdrj/2QHecXw1h81Lbq94sxgDPp9DJGCpKQvQM5Qtuk951AcGVm5I893ftON5+aV4H35bI0ctCKNfXBEBBU4iIiIie5XresS3FxgoaxLZj1jLiQdGWdjYStdAlqqEn8YqP769tOFMZcxhYWOYtR3jhbF42Ed9RQCwtPdbPvfT9exYBRmP+PjylS1UR2FuTaioGuvk5RUcvCDGmo4U9ZVB6hIGx0AoULr7XCTk4JiJ5ZWjGcMLm1I8++oIhy6M8zfnzeHrN2wsPO+KwypoqPQzmLL84NaOwuuatfAft3Ww4IPzqY7ulR+RiOxnFDiJiIiIiIjsht/A3EqHuZWh7SOTGzZlPUP3kEvOsyTL/Xz07XO46YFenlwzzKI5Ea48s46ycL7J928e6mbnllsjKZfn1o9y2rIYtQn40pWt3Hh/F3NqQgyMZPnebzoKx378wiYObQ3RVB1gfkOYdVsnQq0rzqgnEcoH4jlruPa+bh5dPQTAw6uGOPGgMr71gfl0DWaJh300VPgIOJaulEc6W/zz8DwYHM1RHdVlpogocBIREREREdnnRjOGH/+hkyfXjADQVBPkU+9s4gNn1XDZaTWEfOAz+SVzFkPfcOlmAwMjLsYYrGdpqjB84oIGNvRk+cK1G4uO++EdW/nW+1uJBSwfu6CRZ18dpWswS01ZgJc2jXLA3AgVYegd8Qph0w4PPj/EuUdWsXTOjl5Q+ZCpMu4jEfUxPOYWjg0FDNWJAMYBMFiVdYrMaqU1lSIiIiIiIrJXvbxlvBA2AbT3ZLjnmQEck+//5jMWDAyOw5a+HFecUUc8XNyw/LCFcTIubBn0WNuVYyTtkUqXhjwjKZfM9mqk9dvG+fk9nTzw3AA/u3sb968c5A9P92OMwfN2X8FlgYxn6B6xjGQMjmOIBy3/551zqYjnaxgSUR+fvqSF7qEs19y8le/d2snGXg+LdrMTma1U4SQiIiIiIrIPOY7hlY5UyfjKdaO847gqfFgshmc3pPmPWztIZy1lUR8ffUcj19/TCQbec1oddRV+bnqwlzuf6gcgGnL4/OWtJbvrLWuNURY1OA6s7UiRc21RZdKO560t87F8Xozn1o8WbjtgboSA3+GL122mvSdDLOzwofPmsGxuiNYah2ve28JQyiMRdugccvmXn28q3PepV4b52ntbaaxQnYPIbKTffBERERERkX3I8yxL5pZ21j5ycYKAk69Q6h21/Nuv2wt9kobGXP7zti18+pK5fPHdTSxp8LOlL1sImwDG0h43/bGTz72nhYaqYP4x2xJccmqSdduyjGYoed6qhJ9LTk3S0ZdlJG3523PruWJFHUuao7z7tCR/d34j37+lg/aeDACj4x7f/lU7PaMe1kI0YKkvM8TDhpsf6Cp6bGvhiTUjOI6qnERmI1U4iYiIiIiI7GMLG0KsOKySe57OB0YHNEc59eDywrK23uEcu65w6xvOMZJyiSXyAU7/SGlfp6fXjvLBc+r58hVz6Ru13PjHLj730/VYC0ubo3zovIbC81bG/Vx8SpLv/aaD8YxHwG/46PmNnHlInLMOS2A9S8+Ix4bOdNFzWAtdA1lqY8Gi8fBudsELBRQ2icxWCpxERERmAYuhb9SSdS3VcYeAs3e29RYRkT0TD8GFJ1Rz2iEVOAaSZQ5+M/HaXBX3YUw+3NmhPOYjEXbY0bi7oSrAecdWEwv5GBjNcf+zAxzQHCXsN7ie5fu3dLCpayIsWr1pjC29GS47pYqzj6jEA77wsw2MZ/JVVdmc5d9+08F3PjiPykj+OaIhh8q4vyTcqogVX0paz+PCE5M8vXakMOeA33D4ovhr9oYSkZlNgZOIiMhMYaBvNP+Jd2XcT+X2/h3jObj9yQFue6wXa6GtKcLfvW0O5eH87cbk+4m4ri4IRET2CQPPb87w/Vs6GB33SFYE+ORFTdSXTVQDVccMHzpvDivXjZLKeLy4cYSPXdBELJgPoYyBVMby0POD9I/kqKsM8sFzG1jUEMLBY9wzdPZnSp56KOXiGKiNQ3u/y9guTcZzrqV/xKUy4mM8Z/jz2lHeeXKSH9+5tdAX6oLjq6kr87Ej+ALI2XzA9I8XN/P8+lGiYYejFsepLzNFoZmIzB4KnERERPZTxjCxq5CBlRsz/NtvOsi5Fp8Df3/hXA5pDrChO8utj/YW7remPcXvn+rn0hMriWR6MJtX4vVswpl3GNnqRWScyBR+VyIiM1/vCHzr5s1427OeroEs3/lVO1+5qpnQ9grUrGcwwKaucRJRH5+6uIUFtT7s9vRmIGW45sZNhR5Pnf0Zrru3k2ve2wJYogE45eAK7tqpxxPkQ6qf3tvL+cdVUxHzEw05RaGT32eo3F5d9dzGFP91x1aSFQEuPiWJ61na5kZoqfLj36lS1hh49KUx/vuObQDUVwZpmxumIlpWmK+IzD5qGi4iIrKfMQZ6RuGe50e55YlBOgY8BtOGf/9tR+HTZ9eD7/26naFxw7pt4yWP8eSaYQLZQbK3fp30vT8ku/JO0r/9Gv6X78Pn7Hge9d0QEdkbuodyhbBph86BLIOj+UFj4Jn1Kb5/6xY2daVZtWGML/98A1sGJu7UM5QthE079A/n6B/ZvvuctbztmCpOObgcx0Blws+VZ9Zz3zP93PfsAN/9dQehgOHjFzURDuZf+AN+w8cuaKQyCh4Ov38yH1Z1DWS5/t5Obry/i6dfHia4S9nC0Ljh2j9MNAzf1p/hT88NsXWgtMeUiMweqnASERHZz3SPwD//ZAOp7T03fvVgD595dwvuLj0ysq6lbzhHc2245DEObI0SGNhMuq+9aDzz6E0EFhzPq4MJVm0ao6YswJKmSGH5nYiIvHkVMV/JWCLqI7a9P1PWM9zySE/R7Z7N92BqXB7DWiiLlvZ4CgUM8chETUEiaLl6RQ3nHFXNn54b5H8f7GYklQ+k1m0bp2coR1u9n29/oJX+EZfymI+Q3/BqZ5aymJ/6yiCvbkkVzaO2PFBStZT1LOnsLgkakEp7QOn3KiKzgyqcRERE9iPGwMr1o4WwCfIXG7c+3M2RbYmiY5trQ0TCfiriPo5dWlYYT5YHOP/YavB288mzm6V/JMvnr93IL//YzQ9u3cJXbtjEcEbVTiIik6W2zOGy05OFr/0+w0fe3kh8+6ZvjoF4pDSoiQSdQsBUHTdcsaKucJsx8M6Tk6zpGCdnd3rNthbrefzu8d5C2LTjOYKB/OOVhaCl2kfOhX/88Ub+5bpNfOK/1nH0AQkC/onHKo/5OXh+rKQnU0XEcNjCeMlc51QH/tIfjYjMIKpwEhER2Q8MZwwbuzJkch4NVSFqygL0DGULt4+Oe1y2oo4X1o8xMu7SVBPkHSfV8o//8yquB8ctLeOfLm0mHDDUV/iJ+C0EmjDhOHZ8pPA4/oPP4kcPFQdRnf1ZNnVnOLBRFw4iIpPBh+X05QkOnh9jYNSlttxPVYRC5ZCD5eKTk3z5+o2FcCce8XFA80SPPQc4dXmC2oog7d1pAgGHP63sZ1NXmi9cnu/3tENtwsdJy8t54LnBwth5x9ZQHZsokbLGcNMDXQzstBvdT+7cxmff3ULvUBa/z9BaF6QiDB6GrQMuHb0ZyqM+mmuDXH1WHcnKIA89P8i8+jCXrUhSEUYNw0VmMQVOIiIi09zQuOHLN2yisz8fMAV8hqvPbuC/f7eFHavozj++hsYKh2++v5WhMZdQ0Menf7Qed3sh1COrh3j8pSG+88H5RAOWzmG471mHFSd9ljkd92C61+E78FTSLUez8j97S+aQy5UulRARkb+ez1jqEoa6ROklWSpn2NCZ4uqzGtjWn6Ey4eewBTGqo8UBTs61/PTubfQMZovuv3ZLioXJeOHYnIWyqJ/Lz6hnaDRHeczPhm1jDKQsFdtXXWdceGlz8fK5/pEc67alWHHQRFWT4xieXjfOd3/dUTju4AUxPvzWej789iYuOLaSkD8fmilsEpndFDiJiIhMc2s6UoWwCfK9mR5dPcj5x9fwSnuKi06uZXAkx3ObMjTXBplT4dDe75b003A9GBh1McbH53+2gbG0xx1PwPz6s7nkxAqWtsSxwNuONdz8QHfhfkG/oTnQRSwbZTRQva++bRGRWckYeG5DqtCEuzzmJ5vzSJYHqIkFi44N+mBeXagkcKqvDBaFPf2jHrc/1osxEA44hWXZJy+voCKcvyQM+eCotgR3/7l4V7uW2lDRY42k4X9+v63omJWvjtLRl2NuvclX0IqIoMBJRERkWjPG0DdS2mupqz/Lx97eQN8BZXz+ZxMNxCvjfr54eTOVMR+tdSFOXF5JzvXwO4b27jTVCR8bujJFW2Cv25bm/97SzXf/Jk7Ebzn94DISYcOdfx5gTrnhnQelqL3/m+Rqmgme9QkyBEvmIyIik8Pnc4qWvg2O5v8GPLJ6iCMWJIsqTq2F84+vZdXGscLreltThIX1IWAi+ImGDKGAIZ21RT0Ay6I79YmylvOOrmJoLEtjTYRQwFCV8NNcEyh6rKxri3pB7ZBKqxJWRIopcBIREZnGrLUcMDdaMn7WEZWE/fD7J/uKLh76R3I8vXaUMw+J854V9Vxzw8bCsrqjlyQIBwwBn2FxU4RtfRmGxvIXDX6/wRgDWKIBy7lNWzip/yECY92Y+54FLO6mfoKpXjKRhn3wnYuIzE6eZ1nUFOH5DaNF4wvnhPF22o3UGFizJcv3ftvB24+vwWCIhh0OXRAjFigOfyoi8JlLW3ipfQy/Y1jTPsa8+jA1ifyueDvEQpaDFyS49u5OUhmPo5YkOKApQnCnXCoRMRy9JMHjLw0XxgJ+owbhIlJCgZOIiMg0VxbzcdVZ9dz+WC+jKZfTDq3gsEVxXAvtPemS47f2Zch6hv+5Y0shbAJ4/KVhzjy8isExl0TUz9KWGAG/w68e6OI9pyWJBize9uNd6xB86e7iB/b5wacLChGZXoxjcD2Dz3gzomeQ51lOOqiMP64coG84X92UrAhw1OJ4UeCUdh1+eMdWhlMuN9zXVRj/50ubaWsovszrHIJv3by5UJl08vJyTlteho/iH1hHn8t/3b618PUTLw1TUxbg0pMqsduf27GWy09PEo/4eOiFQZpqQlz9lnqqSz8bEZFZToGTiIjINOY4hruf6uf+lQOcsKyCaNjh8ReHaKwOcdLSCGccVsnL7cVNXo9sSzCWtkV9n3bo6E3z4zvzvTf+/PIwCxrCfPW986gvcwoXMqMZwz2vxFjRdCj+9mcK9w0eewnpUDXMgAs6EZkZ+lOGu5/u5/n1oxy9pIyTDyqjLLT/v0hVReArV7bQ3pvBMYbG6gCxQPH3lXUtfcOlr/NjaZedL/M8DD+9e1vRMrg/PTfISQeVs6iu+HJwU1em5PEefGGQ84+tJLxTlVNZyHLladW888Qagj6L36hBuIiUUuAkIiIyjVkML21OMTrucddTfYXxdVtTnHxgjINbI1x2epLbH+ulpjzAWUdUMT8ZwOeDow9I8PiLE0sejKGo4gng1a3jeJ7F70xcKWzsznDtQymyR13CscedQni8i1SimaqFS7DW7PXvWUQEwO93cF2LfY0kI5UzXPPLzWzty4ckm7q6WbN5jH+4oAEf+38/oXjQsqRhR1Vp6c8gFoRTD6ngnqcHCmOOA401xX320jl4pSO1693pHc6VBE7VZaWXhy3JcNGSugJriapBuIi8DgVOIiIi05m1nLS8jLVbii8WDluUwHU9wv78rkLxqJ8N28YJBhzSLsQdy9VvmUM608Gzr45QHvPxvrMb+N8He0qeIuB4xNLdMNQF0QrCTn4nuhuecPmlqSUcrCPnWv79Q2Eizsy5uMhZQ8+wi2MM1QmnZGmJiEyN8ZzhpY40T7w0xII5EQ5fFKMiXHpc50CuEDbt8Nz6UXqGXeoSsyAct5YLjqvG7zPc98wAyYoA7zu7gWTCFOVT4QAcsTjOw6uGiu5eX1m6RLq1LshB82I8vz7fPyoUcLh8RRJHr48i8ldQ4CQiIjKNWWs5clGMjZ0V3PfsAI6B84+rYWF9ELCM5hy+d0sHa7d/en3nk32ce3Q1F59YSXN1mL9/ex3D40mCfkMkaHhkVZCNneOFx182L8rCzCrS//tN8PLLLZYe/x4OaTmEZzdm8SyMpT3eekwV0QAzZsnEcNrwn3dsK1xUnbCsnPecWlNYsmIMjGQMXYM5YmGH6rgCKZF9whjuemawEI4/tGqIu/8c5AvvmUt0lyVlPl9pqGQM+J19MtNpIRG0vPukKi44tgq/zxAwXkkxlLGWi0+uZVtfhle3juP3Gd59apKmKj+7Hhz1Wz7ytnq29OVIZz0aqgJURsxrVpmJiLweBU4iIiLTXCwAV5xWzduOqcIxhvIIheRnc0+mEDbt8Psnezn14HJqq8HBUh6G0Qzcs3KYRY0RWuvDPL9+lEPmxzjngByZm/69EDYB5B6+nk9cdDCfvSNEz2CWMw6r4szDymfMBYfjGB55abgQNgE89MIghy6MceT8fBnF1iH4yvUbCrv4XXhCDeccUUZgFl3IThbHcbB2ZjRzlr1vcNxyyyO9RWNb+zJ09GVLln/Vlfs4ZEGMZ1+d+F0+64hKquLOzEnH94S1RPzweg32KsKWz1zSRN+ISyhgXjdECvss82t9gG/7w8+in6WITCoFTiIiIvsBYy2VEQBbdE2Rc0svBDxvl15NxvCrh3u595l8n4+yqI8lzVFOXFZGKLOZzPhIyWNEc4N84d3LyXoQ9c+sCw4PwxM7bee9w/PrxzhmUZR0zvLDOzoKYRPA/z7UwyELYrRU766RiexODtjQ5fL8hiEqYn6Wtcaojc2c80j2DmMN3m5eb3bV4ED7AAAgAElEQVQ3FnQs/985dbzUnmbtlhRLm6MsbAhiZtDr1WQKGK+w1HAmvaaLyPSlwElERGQ/NrcmRFXCX9g6G/K9OpJlE6U4gynL/c9ONJUdGnN54qVhVhxaQVVdBU55Em9wYkttHB+UJfEbi9838woFHCyHLoyXNNFd2hzF8zzGs4a1HeMl9+sdyilw2kPGwKqNWb7zq82FscqEn8+9p4Wa6Aw7oWRSlUXgnCOruP3xiU0SqhJ+Gqvyy4h3FQvA4fNCHLkgXNhpU0REpgcVhouIiOzHykMen760mdMOraA5GeLCE2u57PS6oh2ajNl9r5OAzzDuxAie+0mcstr8seE44fM+RSqc3Gffw77meZYTD0wwv36iC/EhC2Isa4lgLUSCcGBLtOR+teWlDXZl98Zdhxvu7ywa6x/OsW5raZAnUsRa3npUJR86bw5LW6JccHwNn7+smXjw9cMkhU0iItOPKpxERET2c/VxeN+KGtKuIey35HLF24GXhw3vOqmW6++bqGJqqQsxpyoAWEZizYTfeQ3+8X5sMM5ooHLGL7coD8NnLm6kczCH4xiSZT4C23fg82F531vqueaXm+kayOI48J7TkjRU+Hi9HikyIeflm83vajyz/29VL3tfNGA5dnGY45fMwVqrMElEZD+lwElERGQGcF0PP5DLld5mreXUgxK01IVYuW6UlmSYA5sjRPwTF3HjTgyisR132DeTnmJBn2Vu1Y4lcsXfc00MvnJlM73DLpGgQ1XMzJqfy2QoD8NbjqzixvsnQk6fA/MadrO3vchuWJt/XRMRkf2XAicREZFZIOizLGkIsLQxX7000yuYJkPYZ2ms2N59QD+vv0gu53HigQlCAYd7nu6nKuHnwhNrmVtpVCQmsgeMAXjtneRERPYHCpxERERmES1NkX0lEbScsTzGSQfG8TkGx7oKm0TegDGGzmGP5zeMkXMty+fFaCgr7cEnIrI/UOAkIiIiMg0YA47jzKhlRJ5nCRiroElkD3UOeXzmJxvI5PK/NDc68JWr5tFYodBJRPY/2qVOREREZIoNp+GRNeP8+J4eVm7KkNpNLy4Rmdkcx/Dw6uFC2ATgevD7J/t2u9OoiMh0pwonERERkSmUdg3fu2ULa9pTANz7zADnHFXFxSdUYlQaJDJrGGMY3k3aPDSWw2JQqaCI7G9U4SQiIiIyhbYN5Aph0w53PtlH/5guLkVmE9f1OGlZecn4OUdV4c2gpbYiMnuowklERERkCrm7aeTuWfCsBbSMRmQ2mVvt57PvbubmB7rJuZYLT6xlYV0QVTeJyP5IgZOIiIjIFGqoDFBXGaCzP1sYO+aABFUxB11kylTz+Rys1Xm4r/iMZXG9n89c3Ii1FgeLXgdEZH+lwElERERkCkX8ls9c0sz9zw3wwvoxjltaxjFL4tsvNEX2HWMMPl9+p8SMC+u7sjy0aohkRYCTlvuoDEEwOwwG0v4yvN1U58nkMNZTfaOI7PcUOImIiIhMscqI5aJjK7jw2HyjcF3Iy74WyfZjNj6Fu+4pgguP4RlzDP/6m62F23/3eC/fuChC1e8/DcYQOe5SsvNPIONEpnDWIiIynalpuIiIiMg04HkW63lFYZPf72MgbegaNeD4pnB2MpMZcgxtWEP2uXtwN65kuHMr193fU3TM6LjH2q1pyKYhl2Wou4vegXHSnsGoFEdERHZDFU4iIiIi01DaOjyyepTr7u1kdNzlqLYEF5+SpCaq6ieZHMbApj6Pa//QTUdPA6cs+SjnLnyZUKoLbzeborkWCEboOP7T/NvDYdof7SdZMcJHz2+kpdqnXk8iIlJEFU4iIiIi09DGriz/efsWRlIu1sLjLw3zu8d7cfyqdJLJ0TsKX7x2I2vaU4yMu9z+bJqbtiwmPLqFdx1WfGwoYFgQ7mF06dv5+n0h2nvyTe67BrJ89RebGBpX2CQiIsUUOImIiIhMQx096ZKxR1cPMTCmC3uZHB29GbJu8fn0SpdHevEKjom+wqcuauSgeTFWHFrB169spP6F6+iNL6RvOFd0n1TGo3vI3ZdTFxGR/YCW1ImIiIhMQ+Wx0rdpDdUhwkEH2M16J5G/UP5cynMc+D9nOCwZfojIn5+H+UdyWN0oh1zUAEB5eZRN53wdskEC/g1kcxNBlTGQiOhzbBERKabASURERGQaaq0PsbgpwsvtKQACfsPlK+oIknuDe4rsmabqAG1NEda0p7j4yAAHrf4uZqADF6BrHbb9RcxbPkXKBrn7gS5+cW8ntRUBLj45yXX3dhYe5/zja6hN+MAqCBURkQkKnERERESmoaqw5SPnz2FzV4ZUxqOxNkRTObtt5izy14j4LX9//hw2dGVY7KzDrO4out20P4cd6mRzpoGf3b0NgC29GR59cYiPXtDEwGgOLIyOu/gccLWqTkREdqLaVxEREZFpqjxoWdYU4Mj5IeYkFDbJ5IsFLQc2BYiEA7u93fH52NRV3E/s1S0pfnrXVnoGsvz8nm0csiCG6+rkFBGRYgqcRERERERmOVsxB9t4UPHYklPx4kmSFaVh1PyGMPWVAb5yVSvNVdo5UURESmlJnYiIiIjILOc6Yfynfxjb/jxsW4NpOggaluLiozXp5+glCR5/aRiAeMTH5afXUV/ubK9s0s6JIiJSSoGTiIiIiIiQC1XAghMJLDmZbHZiiVw0YPn4O5tZu3mU8axHfUWAsrDVMjoREXldCpxERERERKRg57Bph7Kon7lVDvmOHBaroiYREXkD6uEkIiIiIiIiIiKTSoGTiIiIiIiIiIhMKgVOIiIiIiIiIiIyqRQ4iYiIiIiIiIjIpFLgJCIiIiIiIiIik0qBk4iIiIiIiIiITCoFTiIiIiIiIiIiMqkUOImIiIiIiIiIyKRS4CQiIiIiIiIiIpNKgZOIiIiIiIiIiEwqBU4iIiIiIiIiIjKpFDiJiIiIiIiIiMikUuAkIiIiIiIiIiKTSoGTiIiIiIiIiIhMKgVOIiIiIiIiIiIyqfxTPYGdtbW1nQLcC3xszZo1398+Vgf8HGgFUsAH16xZ8/hUzVFERERERERERF7ftKlwamtrSwDfAH6/y01fBx5Ys2bNYuDDwHVtbW1mX89PRERERERERET2zLQJnIB/Bb4F9Owy/i7gPwHWrFnzEJAGjti3UxMRERERERERkT01LZbUtbW1nQ2Ur1mz5ldtbW1v3Wm8GjBr1qzZOYTaBMwFnvxLnqO6Oj4pc30zamsTUz0F2Q/oPJE9ofNE9pTOFdkTOk9kT+g8kT2h80T2hM6T2WGfBE5tbW1PA82vdTNwDXDG3pxDb+8Inmf35lO8rtraBN3dw1P2/LJ/0Hkie0LniewpnSuyJ3SeyJ7QeSJ7QueJ7AmdJzOH45jXLe7ZJ4HTmjVrDnut29ra2k4AGoAn2traAGqA89ra2qrWrFnzpba2Ntra2mp2qnJqBjbv9UmLiIiIiIiIiMhfZcqX1G3vy5Tc8XVbW9tPgad27FIH3Az8DfCV7eFUBPjzvp6niIiIiIiIiIjsmSkPnPbAp8nvTHclkAIuX7NmjTfFcxIRERERERERkdcw7QKnNWvWXLXL19uAFVMzGxERERERERER+Us5Uz0BERERERERERGZWRQ4iYiIiIiIiIjIpFLgJCIiIiIiIiIik0qBk4iIiIiIiIiITCoFTiIiIiIiIiIiMqkUOImIiIiIiIiIyKRS4CQiIiIiIiIiIpNKgZOIiIiIiIiIiEwqBU4iIiIiIiIiIjKpFDiJiIiIiIiIiMikUuAkIiIiIiIiIiKTSoGTiIiIiIiIiIhMKgVOIiIiIiIiIiIyqfxTPQERERHZf4x7PrKupTpmyGTcqZ7Ofmk0a2jvyTCW9miqCZFMgLVTPSsRERGRyaXASURERN6QC6xuz3LD/R0Mj7mceXglJy4royKspOQvMZo1/Ouvt/BKRwoAx4EvXNbCvBrfFM9MREREZHJpSZ2IiIi8oQ3dHt+6aTPt3WkGR3Pc/EA3j6weJhBQUPKX2NiVKYRNAJ4HP7prGzlrpnBWIiIiIpNPgZOIiIi8Lp8PXm4fKxm/79l+BlK7uYO8ptHx0mWI3f1ZslqdKCIiIjOMAicRERF5Xa4LiWhpJVNF3E9Qi/P/Io01IcwuxUynH1pBNDg18xERERHZWxQ4iYiIyBta3BilpjxQ+Npx4F0nJwmg0py/REO5w6cvnktNeQCfA2ceUck5R1ZiPfXCEhERkZlFn0uKiIjIG0rGLZ++ZC7rto4znvGYVx+hpcaAN9Uz278YLEsbA3z9vS3kXEssiLaoExERkRlJgZOIiIjskWQMkgvDEwMKm/4q1kLI8Qg5gLImERERmaG0pE5ERERERERERCaVAicREREREREREZlUCpxERERERERERGRSKXASEREREREREZFJpcBJREREREREREQmlQInERERERERERGZVAqcRERERERERERkUilwEhERERERERGRSaXASUREREREREREJpUCJxERERERERERmVQKnEREREREREREZFIpcBIREZEZy3EMQcfD55ipnoqIiIjIrOKf6gmIiIiI7A2RXD9m7SO4Lz9CcO4ynKWnMRqqm+ppiYiIiMwKCpxERERkxgmQxXvoZ7ivPAaA2/kqZu1jRN7xZVK+simenYiIiMjMpyV1IiIiMuMEUj2FsGkHO9CJM7hlimYkIiIiMrsocBIREZGZx/EBu+nb5Pj2+VREREREZiMFTiIiIjLjZMI1BA49u2jMaViMW9Y4RTMSERERmV3Uw0lERERmnJx18B36DkJzDsDdtBJf3SK8poNIOdGpnhoAxoC1u7/Ns9AzYukZylKdCFCbcHCMLbl/1jM4Bhxe44FEREREppACJxEREZmR0r446TlH4pt7NGnPe82AZ18azxk2dGfY2JmmORliXjJI2L/TxIzhiVdS/MdtE72m3n92PSceEMNsD5YynmHl+hS/eaSXaNDhklOTzK/14exmBaGIiIjIVFHgJCIiIjOa63pTPQUAPGv49SN93PlUf2HstEMruOyUavzbK5gGxiw/vGNr0f1+fNc2DmyZT3U0X9n0wqZx/v2WiUDqS9dt5KvvbWVu5USnBJ/PwVqL502DlE1ERERmJfVwEhEREdkHeke9orAJ4L5nBugZngjEhlMeObc4JPI8GBpz8//G4bZH+0oe++m1IziOwbOGDT0u197fyy1PDNI1Asao9ElERET2PVU4iYiIiEw2YxjNgN+BsN9iLWRyu682yuQ8IL97XlXCR1nUVwiYAKIhh5qEH7AYLGWx0p324hEf1lpe6czx1V9sKozf+mgfX7u6ldrYpH53IiIiIm9IFU4iIiIik2g4bbj2vl4+/INX+ccfb+SF9iweUJvw0ZwMFR3bUB2ktjxAxjM4jiEetPzTJc3UVQQAqCkL8JlLmykLb7+DtVx4Qk1Rv6ZoyOGQ+TFca7jpT91Fj5/OeqzaOIaKnERERGRfU4WTiIiIyCQxjuF3T/ZzzzMDAPQN5/jGLzdzzftamVPu8MkLm7j18T6eXTvC8vkxVhxWyTdvbmdw1OXtx1Vz9OIYjRXwlaua6Rr06BzI8ujqQTiwnLmVPgyW5mqHb39wPl2DWRxjSJb7qY6Baw253VRR5VxL9wh09KZJRPw0VvkJ+dTbSURERPYuBU4iIiIik2QsA/c9O1Ay3t6dYU55mIqI5YpTq7jkxCoGUpZP/nBd4Zgf/X4bfqeBE5ZE6R32+NzP1uNtb+90x5P9fPnKVpqrHFJZwzOvDvO7x/uoiPu5fEUdlVE/PuPxjhNr+M6v2guP6XNgfkOET/xwXWGXvuMPLOOqFbUKnURERGSv0pI6ERERkTfJcQwjGUPGhbrKQMntiehOfZesJeTPN/re1e2P9+Li8KfnBwth0/a7cMeTfQQCDg+vHubn93TRN5xj3dZxvnTdRrYNulgLS5tCfPriuRw0L8YJy8r40lXzuPYP2wphE8DDq4bYOpCbzG9fREREpIQqnERERETeBA/DU2vH+Z/fbyXrWv7mrY38x63tuNsDo8WNEZprg4Al7A7j69sA6VFWNDbwcK2fjd0T4U9VPIDPAdctrT5yXctYBm5/vHiXOmth7ZY0DeURAo5laWOAZRc1gLX0j1nWbR0veayhMRdq/BQlUSIiIiKTSIGTiIiIyJuwdcDle7/tKHx905+6+PDbG/E7hmjIoakmQNSfD5u8u79Lrn0VAGEM/3Tqp/j4XVWMpT0cB951Si3WdTl5eTl/eLq/kAcdNC/GBSfUknGhORmib7i4QikecRjLGUbGPcojDiHyaVcibDh4foyV60YLxzoODI66/NutnbzrpFpqa/fyD0hERERmJQVOIiIiIm/Ctv5s0ded/Rm+/9sOfvB3C4gFLJBPjXz9GwthU56l/Kkf89VLvsbq7gCL5oSpLzeAQ3O1jy9f2cqdT/Zx6KIEf355mH/60TpiYR9XnVnPWNrj5fYUALXlAWorgvzjjzYyOJojWRHg4xc20VhhcKzlfW+p56d/6OTpV0aoKQ9w/nE13PZoL9v6Mzy/fpTvfmgRcb0jFBERkUmmtxciIiIib0J5LP92yjGweG4Uz7Nksh5Bv2FH2ARAerTkvnakj7nlHtXVEbKuYeXGNLc91kt5zM8Fx1fzt+cmufa+Xh5ZPQTASMrl+7d08MUrWunoSRMPO8xNhvjsTzYwls5XNXUNZPnGTZu55r0t/6+9O4+Ts6rzPf55qqr3Tro7nXQn6ewsxyHsizqgAwyCKIvgBigqzDioV+/ojOh9zYzbS0WZ63YdZQYdB73uDnIVBBnm6qCAGzsEuB5RyALZOumkO0kv1VX13D+q0ulOx5kIla4O/Xn/Q/d5nqr6VXNy+ulvnXMemnIp7Y0pf3nefLYPp/z7fdv45n9sGjs3X0hZs2mYlT1eEkqSpOry6kKSJOlZWNRZDoc6ZtXz4O92ksvC2Sd1kkv22h+pYxEkGUj37AaePeJU8nWzSYCH1gxPWJp33+M7+OQVh3DHw/2TXrN3e54XP68JgN9uLowFSLtt21Fg284iTe3l+8NkKNFUl3DXqv5J59bXeQ8ZSZJUfV5hSJKkaStJal3Bf60xm3LU8lau+7cN3P/4Du7+9Q4+8vXVPL2tOOG84ZaFNFz4PpL2+ZDJMnrYafyy9WXETSmFNOH//GzLhPNLJdjQl6dnXv2k15zVnCWtXMa1NWcn/JwWz2vg4tO7aGzMkow70JyDy86aP+F5ejrrWTa/4dn+CCRJkiYxcJIkSTWRJLB9GNb1ldiZTyaEIzvzCQ+uyfPjVbtY21ekyPRNnrLZDD+8e/Kd4+56dIBsdk/dxTThMQL/2vUe7jruaq7efC6f+VGBf/zBeoppQsM+ZhoN7Cpw+VnzqRv3PGFxE6ueGOSzP9hI3yB0tiZcdmY3AKce086Ry1u44c5e3vOFJ7jpngGGC0mlppTjljfy/kuXcu4LO7n4tC5OXtnGbff0kS9NemlJkqRnxSV1kiRpyqUkPLB6hGtufJp8IaWlMcN7X7uYFfOy7Mwn/P31T7Fm08jY+X/1yh6OX95Imqb/ybPWTnYfH+FlMuX3OX4fp+27CnzvvpEJ5/X2jzKST7nktHl89Jtrx9qbGzI8b3ETc1vgE3+xnKe2jrJ5+ygb+/LccvfWscd+8HWLOHVlKyuXNvPk5jzX3LhnWd71d/SysLOeE5aXZzElCXzvri2s6x1mcKTEaKFc25FLm1k2N1utH4ckSZIznCRJ0hRIEgaGEwZGIMkk9O1K+ez3niJfCTx2DZf49A1PsTOfsG5LfkLYBHDdbRvZkU/43eYCD6weYcNAynSZlFMsljj3BZ0T2jIZWNjZwOdv3kTf4J72+R31E5a/ZTLw9rNa6c4/ybFtm/lfVyzm/D/u5NIzuvjY5ctorEtYvaVIKYU5rRm++n838u/37ZlNtW7zCH07S2SSlIUdWe7+9cCk+n76cD+5XDlMGi7AY2t30b+rOBY2AWwZGJ30OEmSpGfDGU6SJOmAGhxN+OG927nlV1tJkoQLTu4kLG6mtFdi1L+ryI6hEvnRybOYjj1kFl/78WZ+8dieQOXK1yzimCUN02LW0+LODB+9bBm3P7SdUgkO6Wnixp9vZdO2PKs3jvDhNy6mMZvSNSvDe16ziH+6eQM7Bot87II6lj7wKfK/WANAz/HncOkLX8VIpoX1/SU+8NU1DAwWSRK46LQujl7RwsNP7LnbXV02obG+nGCVSimHLGjknrhjQm2HLWykVPlhN+Zg5ZIWVq2eeMe8ztl1B/LHI0mSZiBnOEmSpAMmSWDVmiFu+sVWiiUoFFO+e+cWctkMmb22ZZrVnGVWY4aeufXU5SYePHpFy4SwCeCLt2xgcJpMzMkAS+ZkePlJHfzm6SG+9MMNbNqWB2Djtjy9/eUNxBNSjlrcwCfevIxr37GcFRtvI92yZux5Ru+/hezW35EvJfzjTesZGCw/Lk3h27dv5vRjOya87uvP6GJ+4yDN/b+lacdaTvmjVjpn7fk8cU5rjlOOnM1IMWG4mJBNUi5/aTdzKwFTksBrT53Hojkup5MkSdXlDCdJknTAZLMZ7n98J/M76tlYCWAA7v3NAP/t/IX80w/WUyxBa1OWv71kCeu2jpKmKVddvpxv3b6ZNZuGOeO4jn1vqD1YZPNAia7ZGZpytZ/lBOVg6OktE5cDJgm0NJaXE/bvKtHWkqGtERqKQxSfvH/yc/SuYWjW0azZPDLpWDaBD75hCdt2FOlqr2NF6wDFb7+Pwo7yHe66j3kpV73xDaztS0nT8l3oNm0f5ZPXb6R/sMg5L+jktCNbueqyJfQOFGluyLCip4WB7bsmvZYkSdKzYeAkSZIOiCSBjf0lFs5toKkxyzkv7OT2B7fxxIZhOlpzvOCwZg69YgX9g0Vam3J8/Ftrx/YSamvJ8aE3LKG1IaGpLqV3J+SyCYXinmBp5bIWbvrFFhrrMlx+5lxySe1Dp7mtGc59wRxu/tWefZYuOnUem/qLfOaGpxjOl2iqz/DXr1rEkT2NZJccReGxn054jqRzMU11sGJ+I09sHJ5wbF5bjp72DMzLUZcUyd7+lbGwCaDw0G3MW3ESzQuOBGD99hIf+caejci/fftmclk4+9hZNM0ph3j7CvMkSZKeLa8wJEnSAdG7E/7uy6u54c5e/uOBbfzLrRs4/dgOeubW8/zDW0lLJeY0w4p5OeK6XZx+bDsXn97F6ce2s3OowE8fHqCpDkol6GyB971+CQs66gE49pBWnh9mc+9vdnDnI/30DkyPLcQzScorXtjBBy5dwlvOWcAHLl3KH//RbD793XUM58s1DuVLfOqGp9g6lCF74itJ2rrLD65rIP+Sd7Nx1kqSJOFt5y2ko7X82WAmA286s5vu2eVLt2w2oS4Zpfj0Y5OL2L5h7MvHNwxNOnzr3X0MT5OliJIk6bnLGU6SJKnqkgQeXTPIUH5iEHTXqu188PVLaMzuaU+ThNEi3PzLrQzlSyyb38jlZy/gl/9vgCTTDqUUUlgxN8t7LlrEPXEnK1oHmD/6MM8/c4TN2QVACZge+xA1ZFMO7cpxaFf5MmvN1gIje22EPpwvsX1Xkdlzuml89VVkdvXyeH4B/3DTFjZsW8vS7gb+8hU9fPzPlrJ1oEhLY4Y5LQkJKRsHUn66ajs7h4r86SkfZdkjXyC34dE9T97RM/bl7KbJP5PO2XVkswlQ+xlhkiTpucvASZIkHQAJ+UI5VOqZW88pK9vJZqF3+yj1e2Ug67cV+fJtG8e+X71xmJ8/2s8rXzSXUnFiYNXWmLC0cTtHPPBpkv715bZMlvpXfYhBDjuwb+kZamvJUpdLGC3sCXga6hLamnNAynCmlR31s/jIV59kcKT8ftdsGuFj317Lxy9bxuLK0jfSlI07Uv72y6vHnusnD8H7zvtzjtj8P6BYoO7E8xntWD72OocsaKC7o45N28pTmjIZuPSMbrJMjxlhkiTpucvASZIkVV2aphy5rIWTwiwWdDbw/Z/1ki+knHzEbAbzKa31e87dvD0/6fGPrRnkrefUkaZ7Qpp8KWF4FE6YvZ7RStgEQKlI4a6vUX/u+8lTdyDf1jPS3gjvvLCHz37vaUYLKXW5hHdeuIi2pnRsklHvQGEsbNpt60CBrTsL5T2bgCRJWPXkrgnBFcD1DyR86HWfoZ5RRpq6KKR7Er3ZDfCB1y3hyc0jDI2UWNrVwPy2xMlNkiTpgDNwkiRJB8SCtoQzjuvg6m/v2bT6548NsGheA+efNItSJV9pa5l8OdIzt57mSiiVJAnr+opc84P1bOkvcO1pfTTsdX460Eu2lIfM9AucAI5eXM+nrljOtp0FOlpztDcxIfRpbcqQJOW73O1Wl01oaZy43WYxnZwUFVMYaZzHKOk+g6RZDSlHLx6X8Bk2SZKkKeCm4ZIk6YBISHhiH5tW3/FwPzvyGeLGUe789RD1uQwvOb5j7Hh9LuGt5/YwUoAiCf3DKR/5xlqe3pJnZLTExrolk56z7pizyWdbDuj7ebbaG2H53BztjUwKfea2Zrj4tK4JbX929nzam5Kx79M05ZjlLeSyyYTzXv2iuWRMkSRJ0jTjDCdJknRApGlKT2f9pPYzT2jnGz/ezF2PDoy1vfOVPfzpsW3sGi7S2pTjuls38Pj6YY5c2sLrX9I9th8UwHX3t/KuP3k3nQ99ndLQAPXHvZzS806ndBBnLhlSzjp2Fkcvb6ZvR4G5bXV0z8pMnPIEzG9LuOqyZdx23zZ2DBU4+8Q5LJ/n5ZwkSZp+vEKRJEkHzGELGwmLmohPlWc6tTZmOXRhM1/70eYJ511z43o+dcVyWhoyXPnFJxktloOWR9bs4l9uXc8pK9u5Y9V2AB7fWOBvftLF5y6/muZcgZHcLIrPgT2ws0lKT3uGnvbdId0+ErS0vFTxz8+cC0DxufDGJUnSc5KBkyRJOn7dKN4AAAsUSURBVGBa61Pe/aqFrO8rkC+UWDinjt7+wqTzCsWU0ULK1h2FsbBpt9+uH+aCU+aNBU4Al5zeRaahiaEUZuIN1wyaJEnSdGfgJEmSDqjGbMqKeVmgfPe0THsds5qz7Bgsjp1z+KIm5rRmGClkJz2+pTHDsu4GrrpsGX07R+lqq6d7dmbCHewkSZI0vbhpuCRJmlKzGlI+dOlSjju0ldbGLKcf08Y7zl9ILkmZ35bhzHEbiAO85ZyFtDemLJ6T4ZglDSxoS8gkhk2SJEnTmTOcJEnSlEpTmNcK7zp/PsOFlKY6xjbHrsvARS+ew4uPmk3/rgLd7fV0zUooHcw7gkuSJM1ABk6SJKkmEko05Zi0N3Z9NmVZZxY6Jy+vkyRJ0sHBJXWSJEmSJEmqKgMnSZIkSZIkVZVL6iRJkqapXaMJ6/tGyWYSFnbkaMy5l5UkSTo4GDhJkiRNQ9uG4CPfWMOWgQIAS7sbeM+re5jdUOPCJEmS9oNL6iRJksZpaKhj23CGLUMJmfrabFyeyST8+MH+sbAJYM2mER56cogkqUlJkiRJfxBnOEmSJFXsGE340cPb+e6dveQLKWee0MFZJ7TT2TS1daQk/Hrd4KT2364f4rSVLRSLpaktSJIk6Q/kDCdJkqSKJzfm+eqPNjE4UqJQTLn17j7u/c0u6uqmeFpRmvLiI9smNZ9waKthkyRJOigYOEmSJAFNTXU89MSuSe0/e7Sf4cLULq1L05QTD2vm9GPaSRLIZuCCk+dy+EI3cJIkSQcHl9RJkiQBo6OjzJ9TN6m9p7OBXC4hHZ3aelrq4LKXdHLByXNIEmhvSiD1LnWSJOng4AwnSZIkoFCAo5e30tW+J3Rqbsjw8hd0ko5OcdpUkaQpHU3Q3ohhkyRJOqg4w0mSJKmiuzXlby5ZytrNwxSKKYu7GljcATXKmyRJkg5aBk6SJEnjdDaV6FxaP/a9YZMkSdIfziV1kiRJkiRJqioDJ0mSJEmSJFWVgZMkSZIkSZKqysBJkiRJkiRJVWXgJEmSJEmSpKoycJIkSZIkSVJVGThJkiRJkiSpqgycJEmSJEmSVFUGTpIkSZIkSaoqAydJkiRJkiRVlYGTJEmSJEmSqsrASZIkSZIkSVVl4CRJkiRJkqSqMnCSJEmSJElSVRk4SZIkSZIkqaoMnCRJkiRJklRVBk6SJEmSJEmqKgMnSZIkSZIkVZWBkyRJkiRJkqrKwEmSJEmSJElVZeAkSZIkSZKkqjJwkiRJkiRJUlUZOEmSJEmSJKmqDJwkSZIkSZJUVQZOkiRJkiRJqioDJ0mSJEmSJFWVgZMkSZIkSZKqysBJkiRJkiRJVWXgJEmSJEmSpKrK1bqAKZAFyGSSWtcxLWrQ9Gc/0f6wn2h/2Ve0P+wn2h/2E+0P+4n2h/3kuWHc/8fsvo4naZpOXTW18SLgzloXIUmSJEmS9Bz0YuCuvRtnQuDUAJwEbACKNa5FkiRJkiTpuSALLADuAUb2PjgTAidJkiRJkiRNITcNlyRJkiRJUlUZOEmSJEmSJKmqDJwkSZIkSZJUVQZOkiRJkiRJqioDJ0mSJEmSJFWVgZMkSZIkSZKqysBJkiRJkiRJVWXgJEmSJEmSpKrK1bqAmSKEcBrwY+CdMcbPV9q6ga8By4Ah4IoY469qVaNqJ4Twd8BFQBFIgI/HGL9TOdYMfBk4ASgAV8YYb65VraqdEMI1wBnACLCT8nhyb+WY44kACCFcCrwXOAJ41+7fOZVjjicaE0I4HPjfQCewFXhjjPHx2lalWgshfBJ4FeXfJ0fFGB+ptNtfNCaE0En5uuMQIA88DrwlxtgbQngh8AWgCVgNXBpj3FyrWlVbIYTvA8uBEuXr1/8eY3zQMWVmcIbTFAghzAL+Hrh1r0MfB+6IMR4OvB34egghmer6NC18PsZ4dIzxOODlwD+HEDoqx64EBmKMhwLnAV8KIbTWqlDV1K2UL/6PoTx+fGfcMccT7fYgcDHwzX0cczzReNcC11TGjWso/4EofR/4E2DNXu32F42XAv8zxhhijEcBvwOuDiFkgK8Db6/0lTuAq2tYp2rvTTHGYyp/53wSuK7S7pgyAxg4TY1PA58AtuzV/lrK/9CIMd5FedbCiVNbmqaDGGP/uG9bKf8S3/3v8yIqA3Al9b8XeNmUFqhpIcZ4c4xxtPLtL4BFlQs7cDxRRYzxkRjjY5Q/Sdyb44kACCF0AccD36o0fQs4PoQwr3ZVaTqIMd4VY1w3vs3+or3FGPtijD8Z1/RLYCnlGbTDlWsRKF+bvHaKy9M0stffOW1AyTFl5jBwOsBCCC8D2mKM392rvRNIYozjQ6i1wOKprE/TRwjhrSGEXwMPUF4OtbVyaAkTP2W0nwjgHcAtMcaS44n+AI4n2m0x8HSMsQhQ+e967A/aN/uLfq/Kh19vA25ir98zlWuTTAhhTo3K0zQQQvhSCGEtcBXwJhxTZgz3cHqWQgj3Ux5Y93mY8hTSM6euIk1H/0U/6Y4xFmOM1wLXhhCOAr4RQvjRuNBJM8D+9JPKeRcDr6O85EEzzP72E0mSpsjnKO/N83ngwhrXomkoxvhmgBDCGyiv/Hl/bSvSVDFwepZijMf/vmMhhBcBC4C7QwgAc4HzQghzYowfDiEQQpg7blbCEmDd73k6HcT+s36yj3NXhRDWA6cBN1CegbAU6K2csgS4vdo1qvb2p5+EEC6k/OnQGTHGTZXHbXU8mTn+kPFkHxxPtNs6oCeEkI0xFkMIWWAhjhvaN/uL9qmyyfxhwHmVWde7f8/sPj4XKMUY+2pVo6aPGOPXQghfBJ7CMWVGcEndAVRZA98VY1wWY1wGfBf4YIzxw5VTrgfeCmPhVBNwX02KVU2FEI4Y9/Vy4DjgsUrT9cBbKscOA04C/m2qa1TthRDOpbwn3EtjjKv3Oux4ov3heCIAKneMehC4pNJ0CfBAjLH39z9KM5X9RfsSQvgY5T2bLogxjlSa7wOaKtciUL42ub4W9an2QgitIYTF474/D+gDHFNmiCRN01rXMGOEEL4C3Lv7FtUhhPmU7+KwlPJtzN8aY/x57SpUrYQQ/hVYCYwCRcp3/fhO5VgL8BXKIVQReG+M8cYalaoaCiH0Ur718PhfxmdUZjg5ngiAEMIllKerd1DuL7uAs2KMjzmeaLwQwvMo35K6A9hG+ZbUsbZVqdZCCP8AvBKYT/mGN1tjjCvtLxovhLASeAT4DeXrDoAnY4wXhhBOpnyDikZgNXDp7lnZmllCCN3AjUAL5euOPuDKGOP9jikzg4GTJEmSJEmSqsoldZIkSZIkSaoqAydJkiRJkiRVlYGTJEmSJEmSqsrASZIkSZIkSVVl4CRJkiRJkqSqMnCSJEmSJElSVRk4SZIkSZIkqaoMnCRJkiRJklRVuVoXIEmSNNOFEA4B7gFeEmO8P4SwEHgIeE2M8Sc1LU6SJOkZSNI0rXUNkiRJM14I4S+AvwJOBL4HrIoxXlnbqiRJkp4ZAydJkqRpIoRwE7AcSIGTYowjNS5JkiTpGXEPJ0mSpOnjn4Ejgc8ZNkmSpIOZM5wkSZKmgRBCK+V9m24HXgYcFWPsq21VkiRJz4wznCRJkqaHzwL3xhjfDNwCXFvjeiRJkp4xAydJkqQaCyG8AjgbeFul6a+B40MIr69dVZIkSc+cS+okSZIkSZJUVc5wkiRJkiRJUlUZOEmSJEmSJKmqDJwkSZIkSZJUVQZOkiRJkiRJqioDJ0mSJEmSJFWVgZMkSZIkSZKqysBJkiRJkiRJVWXgJEmSJEmSpKr6/3EpNY5pP/mzAAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fv3FIQ7j6eVv"},"source":["# 4.5 Plot low dimensional T-SNE ELMO embeddings with hue for Emotions\n"]},{"cell_type":"code","metadata":{"id":"7QNgruV-6eV1","colab":{"base_uri":"https://localhost:8080/","height":861},"executionInfo":{"status":"ok","timestamp":1620010757022,"user_tz":-120,"elapsed":1493,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"818fd422-d773-44f0-ef2a-ade84f79e71e"},"source":["tsne_df.columns =['x','y']\n","ax = sns.scatterplot(data=tsne_df, x='x', y='y', hue=tsne_df.index)\n","ax.set_title('T-SNE XLNET Embeddings, colored by Emotion')\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE XLNET Embeddings, colored by Emotion')"]},"metadata":{"tags":[]},"execution_count":14},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 5. NLU has many more embedding models! \n","Make sure to try them all out! \n","You can change 'xlnet' in nlu.load('xlnet') to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620010757779,"user_tz":-120,"elapsed":440,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"a76efa7e-0699-427e-f071-cf29a7dd8b32"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MvSC3rl5-adJ"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/component_examples/word_embeddings/NLU_multiple_word_embeddings_and_t-SNE_visualization_example.ipynb b/examples/colab/component_examples/word_embeddings/NLU_multiple_word_embeddings_and_t-SNE_visualization_example.ipynb deleted file mode 100644 index f262240e..00000000 --- a/examples/colab/component_examples/word_embeddings/NLU_multiple_word_embeddings_and_t-SNE_visualization_example.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"NLU_multiple_word_embeddings_and_t-SNE_visualization_example.ipynb","provenance":[{"file_id":"1pgqoRJ6yGWbTLWdLnRvwG5DLSU3rxuMq","timestamp":1599401652794},{"file_id":"1JrlfuV2jNGTdOXvaWIoHTSf6BscDMkN7","timestamp":1599401257319},{"file_id":"1svpqtC3cY6JnRGeJngIPl2raqxdowpyi","timestamp":1599400881246},{"file_id":"1tW833T3HS8F5Lvn6LgeDd5LW5226syKN","timestamp":1599398724652},{"file_id":"1CYzHfQyFCdvIOVO2Z5aggVI9c0hDEOrw","timestamp":1599354735581}],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"WFRwrn2iLQZz"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/component_examples/word_embeddings/NLU_multiple_word_embeddings_and_t-SNE_visualization_example.ipynb)\n","\n","# BERT ALBERT ELMO ELECTRA XLNET GLOVE Embeddings and Part of Speech in 1 Line of code!\n","## With T-SNE visualization and Comparison\n","\n","# References\n","\n","- [BERT Paper](https://arxiv.org/pdf/1810.04805.pdf)\n","- [ALBERT Paper](https://openreview.net/forum?id=H1eA7AEtvS)\n","- [ELMO Paper](https://arxiv.org/abs/1802.05365)\n","- [ELECTRA Paper](https://arxiv.org/abs/2003.10555)\n","- [XLNET Paper](https://arxiv.org/pdf/1906.08237.pdf)\n","- [GLOVE Paper](https://nlp.stanford.edu/pubs/glove.pdf)\n","\n","# 1. Install Java and NLU\n"]},{"cell_type":"code","metadata":{"id":"M2-GiYL6xurJ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620016525997,"user_tz":-120,"elapsed":113588,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"134b59de-90a5-48b1-bd76-7295224de897"},"source":["!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n"," \n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 04:33:32-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \r- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-03 04:33:32 (35.9 MB/s) - written to stdout [1671/1671]\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\u001b[K |████████████████████████████████| 204.8MB 76kB/s \n","\u001b[K |████████████████████████████████| 153kB 50.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 50.8MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"gsi0b0XhImaz"},"source":["#### Set plotting styles"]},{"cell_type":"code","metadata":{"id":"CsPVw7NHfEgt"},"source":["# set some styles for for Plotting\n","import seaborn as sns\n","# Style Plots a bit\n","sns.set_style('darkgrid')\n","sns.set_palette('muted')\n","sns.set_context(\"notebook\", font_scale=1,rc={\"lines.linewidth\": 2.5})\n","\n","%matplotlib inline\n","import matplotlib as plt\n","plt.rcParams['figure.figsize'] = (20, 14)\n"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"N_CL8HZ8Ydry"},"source":["# 2. Load Model and Embed sample string"]},{"cell_type":"code","metadata":{"id":"j2ZZZvr1uGpx","colab":{"base_uri":"https://localhost:8080/","height":635},"executionInfo":{"status":"ok","timestamp":1620016670792,"user_tz":-120,"elapsed":258366,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7ff85e69-4e49-4b43-9459-e62c1667a165"},"source":["import nlu\n","pipe = nlu.load('bert electra elmo glove xlnet albert pos')\n","pipe.predict('He was suprised by the diversity of NLU')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["small_bert_L2_128 download started this may take some time.\n","Approximate size to download 16.1 MB\n","[OK!]\n","electra_small_uncased download started this may take some time.\n","Approximate size to download 48.7 MB\n","[OK!]\n","elmo download started this may take some time.\n","Approximate size to download 334.1 MB\n","[OK!]\n","glove_100d download started this may take some time.\n","Approximate size to download 145.3 MB\n","[OK!]\n","xlnet_base_cased download started this may take some time.\n","Approximate size to download 415.8 MB\n","[OK!]\n","albert_base_uncased download started this may take some time.\n","Approximate size to download 42.7 MB\n","[OK!]\n","pos_anc download started this may take some time.\n","Approximate size to download 3.9 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textsentenceword_embedding_bertposword_embedding_xlnetword_embedding_albertword_embedding_electradocumenttokenorigin_indexword_embedding_gloveword_embedding_elmo
0He was suprised by the diversity of NLU[He was suprised by the diversity of NLU][[-2.178703546524048, 0.7735095620155334, 0.07...[PRP, VBD, VBN, IN, DT, NN, IN, NNP][[-0.7367860674858093, -2.1186611652374268, -0...[[0.5267670154571533, -1.4880205392837524, 0.8...[[0.2967411279678345, -0.21371911466121674, -0...He was suprised by the diversity of NLU[He, was, suprised, by, the, diversity, of, NLU]8589934592[[0.12250000238418579, -0.05883299931883812, 0...[[-0.027567915618419647, -0.47845372557640076,...
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"],"text/plain":[" text ... word_embedding_elmo\n","0 He was suprised by the diversity of NLU ... [[-0.027567915618419647, -0.47845372557640076,...\n","\n","[1 rows x 12 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"BAUFklCqLr3V"},"source":["# 3. Download Sample dataset"]},{"cell_type":"code","metadata":{"id":"wAFAOUSuLqvn","colab":{"base_uri":"https://localhost:8080/","height":607},"executionInfo":{"status":"ok","timestamp":1620016682172,"user_tz":-120,"elapsed":269740,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"fc8a93c6-9acb-4d02-f0b2-418324383e41"},"source":["import pandas as pd\n","# Download the dataset \n","! wget -N https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv -P /tmp\n","# Load dataset to Pandas\n","df = pd.read_csv('/tmp/train-balanced-sarcasm.csv')\n","df"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-03 04:37:50-- https://s3.amazonaws.com/auxdata.johnsnowlabs.com/public/resources/en/sarcasm/train-balanced-sarcasm.csv\n","Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.95.21\n","Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.95.21|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 255268960 (243M) [text/csv]\n","Saving to: ‘/tmp/train-balanced-sarcasm.csv’\n","\n","train-balanced-sarc 100%[===================>] 243.44M 41.5MB/s in 5.8s \n","\n","2021-05-03 04:37:56 (42.1 MB/s) - ‘/tmp/train-balanced-sarcasm.csv’ saved [255268960/255268960]\n","\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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labelcommentauthorsubredditscoreupsdownsdatecreated_utcparent_comment
00NC and NH.Trumpbartpolitics2-1-12016-102016-10-16 23:55:23Yeah, I get that argument. At this point, I'd ...
10You do know west teams play against west teams...Shbshb906nba-4-1-12016-112016-11-01 00:24:10The blazers and Mavericks (The wests 5 and 6 s...
20They were underdogs earlier today, but since G...Creepethnfl3302016-092016-09-22 21:45:37They're favored to win.
30This meme isn't funny none of the \"new york ni...icebrothaBlackPeopleTwitter-8-1-12016-102016-10-18 21:03:47deadass don't kill my buzz
40I could use one of those tools.cush2pushMaddenUltimateTeam6-1-12016-122016-12-30 17:00:13Yep can confirm I saw the tool they use for th...
.................................
10108211I'm sure that Iran and N. Korea have the techn...TwarkMainreddit.com2202009-042009-04-25 00:47:52No one is calling this an engineered pathogen,...
10108221whatever you do, don't vote green!BCHarveyclimate1102009-052009-05-14 22:27:40In a move typical of their recent do-nothing a...
10108231Perhaps this is an atheist conspiracy to make ...rebelcommanderatheism1102009-012009-01-11 00:22:57Screw the Disabled--I've got to get to Church ...
10108241The Slavs got their own country - it is called...catsiworldnews1102009-012009-01-23 21:12:49I've always been unsettled by that. I hear a l...
10108251values, as in capitalism .. there is good mone...frogkingpolitics2202009-012009-01-24 06:20:14Why do the people who make our laws seem unabl...
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1010826 rows × 10 columns

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"],"text/plain":[" label ... parent_comment\n","0 0 ... Yeah, I get that argument. At this point, I'd ...\n","1 0 ... The blazers and Mavericks (The wests 5 and 6 s...\n","2 0 ... They're favored to win.\n","3 0 ... deadass don't kill my buzz\n","4 0 ... Yep can confirm I saw the tool they use for th...\n","... ... ... ...\n","1010821 1 ... No one is calling this an engineered pathogen,...\n","1010822 1 ... In a move typical of their recent do-nothing a...\n","1010823 1 ... Screw the Disabled--I've got to get to Church ...\n","1010824 1 ... I've always been unsettled by that. I hear a l...\n","1010825 1 ... Why do the people who make our laws seem unabl...\n","\n","[1010826 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"OPdBQnV46or5"},"source":["# 4. Visualize Embeddings with T-SNE\n","\n","\n","\n","\n","Lets add Sentiment Part Of Speech to our pipeline because its so easy and so we can hue our T-SNE plots by POS and Sentiment "]},{"cell_type":"code","metadata":{"id":"9bujAZtOCfRW","colab":{"base_uri":"https://localhost:8080/","height":980},"executionInfo":{"status":"ok","timestamp":1620016903935,"user_tz":-120,"elapsed":491497,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3308e7be-52ff-4006-a28a-d4365b01ab56"},"source":["predictions = pipe.predict(df[['comment','label']].iloc[0:500], output_level='token')\n","predictions"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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textsentenceword_embedding_bertposword_embedding_xlnetword_embedding_albertlabelword_embedding_electradocumenttokenorigin_indexword_embedding_gloveword_embedding_elmo
0NC and NH.[NC and NH.][-1.462327241897583, 1.3096603155136108, -0.48...NNP[0.6400719881057739, -0.27778786420822144, -0....[-0.7502237558364868, -0.27007487416267395, -0...0[-0.7255750298500061, -0.22143691778182983, -1...NC and NH.NC0[-0.872219979763031, -0.24943000078201294, 1.0...[0.4888951778411865, 0.02264561504125595, -0.4...
0NC and NH.[NC and NH.][-1.024696707725525, 0.7884304523468018, -0.68...CC[0.788433849811554, -1.5079102516174316, 0.677...[0.8893578052520752, -0.9173166155815125, 0.30...0[0.9136494398117065, -0.6609448194503784, 1.82...NC and NH.and0[-0.07195299863815308, 0.23127000033855438, 0....[-0.02477884292602539, -0.20155462622642517, -...
0NC and NH.[NC and NH.][-1.4548953771591187, 0.6408097743988037, -0.9...NNP[-0.2549888491630554, -2.2768497467041016, 1.1...[-1.3560729026794434, -0.22673526406288147, 0....0[-0.17750674486160278, 0.17297087609767914, -0...NC and NH.NH0[-0.8070999979972839, 0.029627999290823936, 1....[0.010294198989868164, -0.7602927684783936, 0....
0NC and NH.[NC and NH.][-0.4392944574356079, 0.8077083826065063, -0.3....[-0.8349899053573608, -0.45627790689468384, -0...[-0.3477935492992401, -0.18007415533065796, 0....0[-0.8140665292739868, -1.3282299041748047, -0....NC and NH..0[-0.3397899866104126, 0.20940999686717987, 0.4...[-0.8871510028839111, -0.20039957761764526, -1...
1You do know west teams play against west teams...[You do know west teams play against west team...[-1.153470754623413, 0.9713531136512756, -0.55...PRP[1.2179208993911743, -1.572461485862732, 0.313...[-0.491576224565506, 0.7055105566978455, 1.843...0[0.5211188793182373, -0.31209391355514526, -0....You do know west teams play against west teams...You1[-0.4988600015640259, 0.7660199999809265, 0.89...[0.61176598072052, -0.18037298321723938, -0.66...
..........................................
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499Hard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...[-0.467822402715683, 1.8508617877960205, -0.52...DT[-0.8949745893478394, 0.2354467362165451, -0.4...[-1.0179412364959717, 0.9191025495529175, 1.71...0[-0.03524334728717804, 0.0900740772485733, 0.2...Hard drive requirements tend to include extra ...the499[-0.03819400072097778, -0.24487000703811646, 0...[-0.06904851645231247, 0.11261536926031113, 0....
499Hard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...[-0.6004684567451477, 0.7807854413986206, -0.1...NN[-1.0581012964248657, -1.431506872177124, 0.43...[-0.5016565322875977, -1.0222691297531128, 1.1...0[0.12143027782440186, -0.46588268876075745, 0....Hard drive requirements tend to include extra ...file499[-0.6050300002098083, 0.35631999373435974, 0.1...[0.021550625562667847, 0.38065245747566223, -0...
499Hard drive requirements tend to include extra ...[Hard drive requirements tend to include extra...[-0.8144223690032959, 0.40262287855148315, 0.2...VBG[-0.8552385568618774, -0.4719873368740082, -0....[-1.2137858867645264, -0.7602250576019287, 0.1...0[0.1396676003932953, 0.18853092193603516, 0.28...Hard drive requirements tend to include extra ...unpacking499[-0.28001999855041504, 0.10750000178813934, -0...[-0.3432092070579529, 0.35187745094299316, 0.6...
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5847 rows × 13 columns

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"],"text/plain":[" text ... word_embedding_elmo\n","0 NC and NH. ... [0.4888951778411865, 0.02264561504125595, -0.4...\n","0 NC and NH. ... [-0.02477884292602539, -0.20155462622642517, -...\n","0 NC and NH. ... [0.010294198989868164, -0.7602927684783936, 0....\n","0 NC and NH. ... [-0.8871510028839111, -0.20039957761764526, -1...\n","1 You do know west teams play against west teams... ... [0.61176598072052, -0.18037298321723938, -0.66...\n",".. ... ... ...\n","499 Hard drive requirements tend to include extra ... ... [-0.2415028065443039, 0.05413343757390976, -0....\n","499 Hard drive requirements tend to include extra ... ... [-0.06904851645231247, 0.11261536926031113, 0....\n","499 Hard drive requirements tend to include extra ... ... [0.021550625562667847, 0.38065245747566223, -0...\n","499 Hard drive requirements tend to include extra ... ... [-0.3432092070579529, 0.35187745094299316, 0.6...\n","499 Hard drive requirements tend to include extra ... ... [-0.8871506452560425, -0.20039963722229004, -1...\n","\n","[5847 rows x 13 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"ZUYHpsHTINsF"},"source":["# 5. Prepare data for T-SNE algorithm.\n","We create a Matrix with one row per Embedding vector for T-SNE algorithm"]},{"cell_type":"code","metadata":{"id":"KuaMG55nbf5g"},"source":["from sklearn.manifold import TSNE\n","import numpy as np\n","\n","def get_tsne_df(predictions,embd_column, hue_column='label'):\n"," # cast column to np aray and generate TSNE embedding and store them into DF with labelr eady for hue plot\n"," # Some rows contain NONE text as result of preprocessing, thus we have some NA embeddings and drop them\n"," predictions.dropna(how='any', inplace=True)\n"," # We first create a column of type np array\n"," predictions['np_array'] = predictions[embd_column].apply(lambda x: np.array(x))\n"," # Make a matrix from the vectors in the np_array column via list comprehension\n"," mat = np.matrix([x for x in predictions.np_array])\n","\n"," # Fit and transform T-SNE algorithm\n"," model = TSNE(n_components=2) #n_components means the lower dimension\n"," low_dim_data = model.fit_transform(mat)\n"," t_df = pd.DataFrame(low_dim_data, predictions[hue_column].replace({1:'sarcasm',0:'normal'}))\n"," t_df.columns = ['x','y']\n","\n"," return t_df \n","\n","# HUED on sarcasm_labelS\n","t_bert_sarcasm = get_tsne_df(predictions,'word_embedding_bert')\n","t_albert_sarcasm = get_tsne_df(predictions,'word_embedding_albert')\n","t_electra_sarcasm = get_tsne_df(predictions,'word_embedding_electra')\n","t_glove_sarcasm = get_tsne_df(predictions,'word_embedding_glove')\n","t_elmo_sarcasm = get_tsne_df(predictions,'word_embedding_elmo')\n","t_xlnet_sarcasm = get_tsne_df(predictions,'word_embedding_xlnet')\n","\n","\n","# hue on POS\n","t_bert_pos = get_tsne_df(predictions,'word_embedding_bert',hue_column='pos')\n","t_albert_pos = get_tsne_df(predictions,'word_embedding_albert',hue_column='pos')\n","t_electra_pos = get_tsne_df(predictions,'word_embedding_electra',hue_column='pos')\n","t_glove_pos = get_tsne_df(predictions,'word_embedding_glove',hue_column='pos')\n","t_elmo_pos = get_tsne_df(predictions,'word_embedding_elmo',hue_column='pos')\n","t_xlnet_pos = get_tsne_df(predictions,'word_embedding_xlnet',hue_column='pos')"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"teA6AcwySWT-"},"source":["# 6. Compare 6 Embeddings with hue on Part of Speech(POS) label"]},{"cell_type":"code","metadata":{"id":"da08FrNVSbvQ","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620020641194,"user_tz":-120,"elapsed":6380,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c2e98809-6092-492c-983f-726dbee216b6"},"source":["# Plot multiple t-snes\n","import matplotlib.pyplot as plt\n","\n","fig, axs = plt.subplots(ncols=3,nrows=2)\n","\n","ax = sns.scatterplot(data=t_bert_pos, x='x', y='y', hue=t_bert_pos.index, ax=axs[0][0])\n","ax.set_title('T-SNE BERT Embeddings, colored by POS label')\n","ax.get_legend().remove()\n","\n","ax = sns.scatterplot(data=t_albert_pos, x='x', y='y', hue=t_albert_pos.index, ax=axs[0][1])\n","ax.set_title('T-SNE ALBERT Embeddings, colored by POS label')\n","ax.get_legend().remove()\n","\n","ax = sns.scatterplot(data=t_elmo_pos, x='x', y='y', hue=t_elmo_pos.index, ax=axs[0][2])\n","ax.set_title('T-SNE ELMO Embeddings, colored by POS label')\n","ax.get_legend().remove()\n","\n","\n","ax = sns.scatterplot(data=t_electra_pos, x='x', y='y', hue=t_electra_pos.index, ax=axs[1][0])\n","ax.set_title('T-SNE ELECTRA Embeddings, colored by POS label')\n","ax.get_legend().remove()\n","\n","\n","ax = sns.scatterplot(data=t_xlnet_pos, x='x', y='y', hue=t_xlnet_pos.index, ax=axs[1][1])\n","ax.set_title('T-SNE XLNET Embeddings, colored by POS label')\n","ax.get_legend().remove()\n","\n","ax = sns.scatterplot(data=t_glove_pos, x='x', y='y', hue=t_glove_pos.index, ax=axs[1][2])\n","ax.set_title('T-SNE GLOVE Embeddings, colored by POS label')\n","ax.legend(loc='center right', bbox_to_anchor=(-2.5, 1), ncol=2)\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":12},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"lSpVSu4rSSa0"},"source":["# 7 Compare 6 Embedding with hue on Sarcasm Label"]},{"cell_type":"code","metadata":{"id":"JT90t49zc511","colab":{"base_uri":"https://localhost:8080/","height":862},"executionInfo":{"status":"ok","timestamp":1620020649929,"user_tz":-120,"elapsed":5475,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3cfa9f2a-fde3-4083-f9fa-51da59f76030"},"source":["# Plot multiple t-snes\n","import matplotlib.pyplot as plt\n","\n","fig, axs = plt.subplots(ncols=3,nrows=2)\n","\n","ax = sns.scatterplot(data=t_bert_sarcasm, x='x', y='y', hue=t_bert_sarcasm.index, ax=axs[0][0])\n","ax.set_title('T-SNE BERT Embeddings, colored by Sarcasm label')\n","\n","ax = sns.scatterplot(data=t_albert_sarcasm, x='x', y='y', hue=t_albert_sarcasm.index, ax=axs[0][1])\n","ax.set_title('T-SNE ALBERT Embeddings, colored by Sarcasm label')\n","\n","ax = sns.scatterplot(data=t_elmo_sarcasm, x='x', y='y', hue=t_elmo_sarcasm.index, ax=axs[0][2])\n","ax.set_title('T-SNE ELMO Embeddings, colored by Sarcasm label')\n","\n","\n","ax = sns.scatterplot(data=t_electra_sarcasm, x='x', y='y', hue=t_electra_sarcasm.index, ax=axs[1][0])\n","ax.set_title('T-SNE ELECTRA Embeddings, colored by Sarcasm label')\n","\n","\n","ax = sns.scatterplot(data=t_xlnet_sarcasm, x='x', y='y', hue=t_xlnet_sarcasm.index, ax=axs[1][1])\n","ax.set_title('T-SNE XLNET Embeddings, colored by Sarcasm label')\n","\n","ax = sns.scatterplot(data=t_glove_sarcasm, x='x', y='y', hue=t_glove_sarcasm.index, ax=axs[1][2])\n","ax.set_title('T-SNE GLOVE Embeddings, colored by Sarcasm label')\n","\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Text(0.5, 1.0, 'T-SNE GLOVE Embeddings, colored by Sarcasm label')"]},"metadata":{"tags":[]},"execution_count":13},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"uXb-FMA6mX13"},"source":["# 8. NLU has many more embeddings! models!\n","\n","Make sure to try them all out! \n","You can change referemce in nlu.load('bert electra elmo glove xlnet albert pos').predict(data) to bert, xlnet, albert or any other of the **100+ word embeddings** offerd by NLU"]},{"cell_type":"code","metadata":{"id":"9qUF7jPlme-R","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620020649930,"user_tz":-120,"elapsed":1775,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"88314bb5-c20c-44ab-ee05-857ff4478286"},"source":["nlu.print_all_model_kinds_for_action('embed')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["For language NLU provides the following Models : \n","nlu.load('en.embed') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove') returns Spark NLP model glove_100d\n","nlu.load('en.embed.glove.100d') returns Spark NLP model glove_100d\n","nlu.load('en.embed.bert') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_uncased') returns Spark NLP model bert_base_uncased\n","nlu.load('en.embed.bert.base_cased') returns Spark NLP model bert_base_cased\n","nlu.load('en.embed.bert.large_uncased') returns Spark NLP model bert_large_uncased\n","nlu.load('en.embed.bert.large_cased') returns Spark NLP model bert_large_cased\n","nlu.load('en.embed.biobert') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_base_cased') returns Spark NLP model biobert_pubmed_base_cased\n","nlu.load('en.embed.biobert.pubmed_large_cased') returns Spark NLP model biobert_pubmed_large_cased\n","nlu.load('en.embed.biobert.pmc_base_cased') returns Spark NLP model biobert_pmc_base_cased\n","nlu.load('en.embed.biobert.pubmed_pmc_base_cased') returns Spark NLP model biobert_pubmed_pmc_base_cased\n","nlu.load('en.embed.biobert.clinical_base_cased') returns Spark NLP model biobert_clinical_base_cased\n","nlu.load('en.embed.biobert.discharge_base_cased') returns Spark NLP model biobert_discharge_base_cased\n","nlu.load('en.embed.elmo') returns Spark NLP model elmo\n","nlu.load('en.embed.use') returns Spark NLP model tfhub_use\n","nlu.load('en.embed.albert') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.base_uncased') returns Spark NLP model albert_base_uncased\n","nlu.load('en.embed.albert.large_uncased') returns Spark NLP model albert_large_uncased\n","nlu.load('en.embed.albert.xlarge_uncased') returns Spark NLP model albert_xlarge_uncased\n","nlu.load('en.embed.albert.xxlarge_uncased') returns Spark NLP model albert_xxlarge_uncased\n","nlu.load('en.embed.xlnet') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_base_cased') returns Spark NLP model xlnet_base_cased\n","nlu.load('en.embed.xlnet_large_cased') returns Spark NLP model xlnet_large_cased\n","nlu.load('en.embed.electra') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.small_uncased') returns Spark NLP model electra_small_uncased\n","nlu.load('en.embed.electra.base_uncased') returns Spark NLP model electra_base_uncased\n","nlu.load('en.embed.electra.large_uncased') returns Spark NLP model electra_large_uncased\n","nlu.load('en.embed.covidbert') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.covidbert.large_uncased') returns Spark NLP model covidbert_large_uncased\n","nlu.load('en.embed.bert.small_L2_128') returns Spark NLP model small_bert_L2_128\n","nlu.load('en.embed.bert.small_L4_128') returns Spark NLP model small_bert_L4_128\n","nlu.load('en.embed.bert.small_L6_128') returns Spark NLP model small_bert_L6_128\n","nlu.load('en.embed.bert.small_L8_128') returns Spark NLP model small_bert_L8_128\n","nlu.load('en.embed.bert.small_L10_128') returns Spark NLP model small_bert_L10_128\n","nlu.load('en.embed.bert.small_L12_128') returns Spark NLP model small_bert_L12_128\n","nlu.load('en.embed.bert.small_L2_256') returns Spark NLP model small_bert_L2_256\n","nlu.load('en.embed.bert.small_L4_256') returns Spark NLP model small_bert_L4_256\n","nlu.load('en.embed.bert.small_L6_256') returns Spark NLP model small_bert_L6_256\n","nlu.load('en.embed.bert.small_L8_256') returns Spark NLP model small_bert_L8_256\n","nlu.load('en.embed.bert.small_L10_256') returns Spark NLP model small_bert_L10_256\n","nlu.load('en.embed.bert.small_L12_256') returns Spark NLP model small_bert_L12_256\n","nlu.load('en.embed.bert.small_L2_512') returns Spark NLP model small_bert_L2_512\n","nlu.load('en.embed.bert.small_L4_512') returns Spark NLP model small_bert_L4_512\n","nlu.load('en.embed.bert.small_L6_512') returns Spark NLP model small_bert_L6_512\n","nlu.load('en.embed.bert.small_L8_512') returns Spark NLP model small_bert_L8_512\n","nlu.load('en.embed.bert.small_L10_512') returns Spark NLP model small_bert_L10_512\n","nlu.load('en.embed.bert.small_L12_512') returns Spark NLP model small_bert_L12_512\n","nlu.load('en.embed.bert.small_L2_768') returns Spark NLP model small_bert_L2_768\n","nlu.load('en.embed.bert.small_L4_768') returns Spark NLP model small_bert_L4_768\n","nlu.load('en.embed.bert.small_L6_768') returns Spark NLP model small_bert_L6_768\n","nlu.load('en.embed.bert.small_L8_768') returns Spark NLP model small_bert_L8_768\n","nlu.load('en.embed.bert.small_L10_768') returns Spark NLP model small_bert_L10_768\n","nlu.load('en.embed.bert.small_L12_768') returns Spark NLP model small_bert_L12_768\n","For language NLU provides the following Models : \n","nlu.load('ar.embed') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.cbow.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.aner.300d') returns Spark NLP model arabic_w2v_cc_300d\n","nlu.load('ar.embed.glove') returns Spark NLP model arabic_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('bn.embed.glove') returns Spark NLP model bengaliner_cc_300d\n","nlu.load('bn.embed') returns Spark NLP model bengaliner_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fi.embed.bert.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.cased.') returns Spark NLP model bert_finnish_cased\n","nlu.load('fi.embed.bert.uncased.') returns Spark NLP model bert_finnish_uncased\n","For language NLU provides the following Models : \n","nlu.load('he.embed') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.glove') returns Spark NLP model hebrew_cc_300d\n","nlu.load('he.embed.cbow_300d') returns Spark NLP model hebrew_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('hi.embed') returns Spark NLP model hindi_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('fa.embed') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec') returns Spark NLP model persian_w2v_cc_300d\n","nlu.load('fa.embed.word2vec.300d') returns Spark NLP model persian_w2v_cc_300d\n","For language NLU provides the following Models : \n","nlu.load('zh.embed') returns Spark NLP model bert_base_chinese\n","nlu.load('zh.embed.bert') returns Spark NLP model bert_base_chinese\n","For language NLU provides the following Models : \n","nlu.load('ur.embed') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.glove.300d') returns Spark NLP model urduvec_140M_300d\n","nlu.load('ur.embed.urdu_vec_140M_300d') returns Spark NLP model urduvec_140M_300d\n","For language NLU provides the following Models : \n","nlu.load('xx.embed') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.840B_300') returns Spark NLP model glove_840B_300\n","nlu.load('xx.embed.glove.6B_300') returns Spark NLP model glove_6B_300\n","nlu.load('xx.embed.bert_multi_cased') returns Spark NLP model bert_multi_cased\n","nlu.load('xx.embed.bert') returns Spark NLP model bert_multi_cased\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"re6muzMwLvRk"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/healthcare/assertion/assertion_overview.ipynb b/examples/colab/healthcare/assertion/assertion_overview.ipynb deleted file mode 100644 index 92f6630f..00000000 --- a/examples/colab/healthcare/assertion/assertion_overview.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"assertion_overview.ipynb","provenance":[{"file_id":"1pDt15LVNN_2GdpjDqFKy7cuxedJReSQJ","timestamp":1618841320853}],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"360RD6-wzNiR"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/assertion/assertion_overview.ipynb)\n"]},{"cell_type":"markdown","metadata":{"id":"uv_9xSABoHKk"},"source":["# Assert statuses of medical entities \n","\n","`Assert` for each `entity` the status into one out of `C` classes. These classes usually are : ``hypothetical``, ``present``, ``absent``, ``possible``, ``conditional``, ``associated_with_someone_else``.\n","\n","\n","All the models avaiable are :\n","\n","| Language | nlu.load() reference | Spark NLP Model reference |\n","| -------- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n","| English | [assert](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_en.html) | [assertion_dl](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_en.html) |\n","| English | [assert.biobert](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_biobert_en.html) | [assertion_dl_biobert](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_biobert_en.html) |\n","| English | [assert.healthcare](https://nlp.johnsnowlabs.com/2020/09/23/assertion_dl_healthcare_en.html) | [assertion_dl_healthcare](https://nlp.johnsnowlabs.com/2020/09/23/assertion_dl_healthcare_en.html) |\n","| English | [assert.large](https://nlp.johnsnowlabs.com/2020/05/21/assertion_dl_large_en.html) | [assertion_dl_large](https://nlp.johnsnowlabs.com/2020/05/21/assertion_dl_large_en.html) |"]},{"cell_type":"code","metadata":{"id":"OMiHjCtQhF_r","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620100844178,"user_tz":-120,"elapsed":145035,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c95fd83d-60cf-4565-ed0f-4ff3ba501e49"},"source":["# # Install NLU\n","\n","# # Upload add your spark_nlp_fo\"r_healthcare.json\n","!wget https://setup.johnsnowlabs.com/nlu/colab.sh | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 03:58:19-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-04 03:58:20 (56.0 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 73kB/s \n","\u001b[K |████████████████████████████████| 153kB 44.3MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 44.5MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"rSUTBWKi6Hb-"},"source":["#### [Detect Assertion Status (assertion_dl) - supports confidence scores.](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"emvKNnXE6HBv","executionInfo":{"status":"ok","timestamp":1620101636415,"user_tz":-120,"elapsed":268272,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"998a0ff8-e50b-4358-eb8d-2eeef0061570"},"source":["import nlu\n","\n","nlu.load(\"en.med_ner.clinical en.assert\").predict(['The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family.',\n"," 'Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population.',\n"," 'The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively.',\n"," 'We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair', \n"," '(bp) insertion/deletion.', 'Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle.', \n"," 'The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.'],output_level = \"chunk\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Spark NLP Healthcare could not be imported. Installing latest spark-nlp-jsl PyPI package via pip...\n","ner_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","assertion_dl download started this may take some time.\n","Approximate size to download 1.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glovedocumentorigin_indexassertiontextsentenceentities_confidenceentities_classtokenentities
0[[-0.0823686420917511, -0.3178570866584778, 0....The human KCNJ9 (Kir 3.3, GIRK3) is a member o...0conditionalThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.46341428TREATMENT[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...the G-protein-activated inwardly rectifying po...
1[[0.40810859203338623, -0.34884893894195557, 0...Here we describe the genomicorganization of th...1presentHere we describe the genomicorganization of th...[Here we describe the genomicorganization of t...0.5477TREATMENT[Here, we, describe, the, genomicorganization,...the genomicorganization
1[[0.40810859203338623, -0.34884893894195557, 0...Here we describe the genomicorganization of th...1presentHere we describe the genomicorganization of th...[Here we describe the genomicorganization of t...0.6645857PROBLEM[Here, we, describe, the, genomicorganization,...a candidate gene forType II diabetes mellitus
2[[-0.0823686420917511, -0.3178570866584778, 0....The gene spansapproximately 7.6 kb and contain...2presentThe gene spansapproximately 7.6 kb and contain...[The gene spansapproximately 7.6 kb and contai...0.7681TREATMENT[The, gene, spansapproximately, 7.6, kb, and, ...byapproximately
3[[0.2036844938993454, -0.39434725046157837, 0....We identified14 single nucleotide polymorphism...8589934592presentWe identified14 single nucleotide polymorphism...[We identified14 single nucleotide polymorphis...0.7204666TREATMENT[We, identified14, single, nucleotide, polymor...single nucleotide polymorphisms
3[[0.2036844938993454, -0.39434725046157837, 0....We identified14 single nucleotide polymorphism...8589934592presentWe identified14 single nucleotide polymorphism...[We identified14 single nucleotide polymorphis...0.61505TREATMENT[We, identified14, single, nucleotide, polymor...aVal366Ala substitution
3[[0.2036844938993454, -0.39434725046157837, 0....We identified14 single nucleotide polymorphism...8589934592presentWe identified14 single nucleotide polymorphism...[We identified14 single nucleotide polymorphis...0.29226667TREATMENT[We, identified14, single, nucleotide, polymor...an 8 base-pair
4[[-0.058002080768346786, 0.14185668528079987, ...(bp) insertion/deletion.8589934593present(bp) insertion/deletion.[(bp) insertion/deletion.]0.985PROBLEM[(, bp, ), insertion/deletion, .]insertion/deletion
5[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...Ourexpression studies revealed the presence of...8589934594presentOurexpression studies revealed the presence of...[Ourexpression studies revealed the presence o...0.89975TEST[Ourexpression, studies, revealed, the, presen...Ourexpression studies
5[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...Ourexpression studies revealed the presence of...8589934594presentOurexpression studies revealed the presence of...[Ourexpression studies revealed the presence o...0.64259994PROBLEM[Ourexpression, studies, revealed, the, presen...the transcript in various humantissues
5[[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...Ourexpression studies revealed the presence of...8589934594possibleOurexpression studies revealed the presence of...[Ourexpression studies revealed the presence o...0.59456664PROBLEM[Ourexpression, studies, revealed, the, presen...fat andskeletal muscle
6[[-0.0823686420917511, -0.3178570866584778, 0....The characterization of the KCNJ9 gene should ...8589934595presentThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...0.8787PROBLEM[The, characterization, of, the, KCNJ9, gene, ...furtherstudies
6[[-0.0823686420917511, -0.3178570866584778, 0....The characterization of the KCNJ9 gene should ...8589934595presentThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...0.35633335TREATMENT[The, characterization, of, the, KCNJ9, gene, ...the KCNJ9 protein
6[[-0.0823686420917511, -0.3178570866584778, 0....The characterization of the KCNJ9 gene should ...8589934595possibleThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...0.9981TEST[The, characterization, of, the, KCNJ9, gene, ...evaluation
6[[-0.0823686420917511, -0.3178570866584778, 0....The characterization of the KCNJ9 gene should ...8589934595presentThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...0.67420006PROBLEM[The, characterization, of, the, KCNJ9, gene, ...Type II diabetes
\n","
"],"text/plain":[" word_embedding_glove ... entities\n","0 [[-0.0823686420917511, -0.3178570866584778, 0.... ... the G-protein-activated inwardly rectifying po...\n","1 [[0.40810859203338623, -0.34884893894195557, 0... ... the genomicorganization\n","1 [[0.40810859203338623, -0.34884893894195557, 0... ... a candidate gene forType II diabetes mellitus\n","2 [[-0.0823686420917511, -0.3178570866584778, 0.... ... byapproximately\n","3 [[0.2036844938993454, -0.39434725046157837, 0.... ... single nucleotide polymorphisms\n","3 [[0.2036844938993454, -0.39434725046157837, 0.... ... aVal366Ala substitution\n","3 [[0.2036844938993454, -0.39434725046157837, 0.... ... an 8 base-pair\n","4 [[-0.058002080768346786, 0.14185668528079987, ... ... insertion/deletion\n","5 [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,... ... Ourexpression studies\n","5 [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,... ... the transcript in various humantissues\n","5 [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,... ... fat andskeletal muscle\n","6 [[-0.0823686420917511, -0.3178570866584778, 0.... ... furtherstudies\n","6 [[-0.0823686420917511, -0.3178570866584778, 0.... ... the KCNJ9 protein\n","6 [[-0.0823686420917511, -0.3178570866584778, 0.... ... evaluation\n","6 [[-0.0823686420917511, -0.3178570866584778, 0.... ... Type II diabetes\n","\n","[15 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"markdown","metadata":{"id":"OXTlByOz6TLg"},"source":["#### [Detect Assertion Status (assertion_dl_biobert) - supports confidence scores.](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"EQUUl_Sk6TLh","executionInfo":{"status":"ok","timestamp":1620101721312,"user_tz":-120,"elapsed":353162,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3312df6d-9690-40ef-ae08-43ff578b66ee"},"source":["nlu.load(\"en.med_ner.clinical.biobert en.assert.biobert\").predict(['The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family.',\n","'Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population.', \n","'The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively.', \n","'We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair', '(bp) insertion/deletion.', \n","'Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle.', \n","'The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.'],output_level = \"chunk\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_clinical_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","assertion_dl_biobert download started this may take some time.\n","Approximate size to download 3 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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documentorigin_indexassertiontextsentenceword_embedding_biobertentities_confidenceentities_classtokenentities
0The human KCNJ9 (Kir 3.3, GIRK3) is a member o...0presentThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...[[-0.2480083703994751, 0.1733003407716751, 0.1...0.42005998TEST[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...The human KCNJ9 (Kir
0The human KCNJ9 (Kir 3.3, GIRK3) is a member o...0presentThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...[[-0.2480083703994751, 0.1733003407716751, 0.1...0.38711995PROBLEM[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...the G-protein-activated inwardly rectifying po...
1Here we describe the genomicorganization of th...1presentHere we describe the genomicorganization of th...[Here we describe the genomicorganization of t...[[0.013393044471740723, 0.005851091351360083, ...0.286TEST[Here, we, describe, the, genomicorganization,...the KCNJ9 locus
1Here we describe the genomicorganization of th...1associated_with_someone_elseHere we describe the genomicorganization of th...[Here we describe the genomicorganization of t...[[0.013393044471740723, 0.005851091351360083, ...0.6554PROBLEM[Here, we, describe, the, genomicorganization,...II diabetes mellitus
2The gene spansapproximately 7.6 kb and contain...2NaNThe gene spansapproximately 7.6 kb and contain...[The gene spansapproximately 7.6 kb and contai...[[-0.5425838232040405, 0.05095131695270538, -0...NaNNaN[The, gene, spansapproximately, 7.6, kb, and, ...NaN
3We identified14 single nucleotide polymorphism...8589934592presentWe identified14 single nucleotide polymorphism...[We identified14 single nucleotide polymorphis...[[0.08011694252490997, -0.11200888454914093, -...0.39346662PROBLEM[We, identified14, single, nucleotide, polymor...single nucleotide polymorphisms (SNPs),
3We identified14 single nucleotide polymorphism...8589934592presentWe identified14 single nucleotide polymorphism...[We identified14 single nucleotide polymorphis...[[0.08011694252490997, -0.11200888454914093, -...0.53104997PROBLEM[We, identified14, single, nucleotide, polymor...aVal366Ala substitution
3We identified14 single nucleotide polymorphism...8589934592presentWe identified14 single nucleotide polymorphism...[We identified14 single nucleotide polymorphis...[[0.08011694252490997, -0.11200888454914093, -...0.4189TREATMENT[We, identified14, single, nucleotide, polymor...base-pair
4(bp) insertion/deletion.8589934593NaN(bp) insertion/deletion.[(bp) insertion/deletion.][[-0.025541193783283234, -0.29619309306144714,...NaNNaN[(, bp, ), insertion/deletion, .]NaN
5Ourexpression studies revealed the presence of...8589934594presentOurexpression studies revealed the presence of...[Ourexpression studies revealed the presence o...[[0.44645261764526367, -0.14165958762168884, 0...0.99075TEST[Ourexpression, studies, revealed, the, presen...Ourexpression studies
6The characterization of the KCNJ9 gene should ...8589934595presentThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...[[-0.5280817747116089, 0.036176539957523346, 0...0.33873335TEST[The, characterization, of, the, KCNJ9, gene, ...The characterization of the KCNJ9 gene
6The characterization of the KCNJ9 gene should ...8589934595presentThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...[[-0.5280817747116089, 0.036176539957523346, 0...0.38133752TEST[The, characterization, of, the, KCNJ9, gene, ...furtherstudies on the function of the KCNJ9 pr...
6The characterization of the KCNJ9 gene should ...8589934595associated_with_someone_elseThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...[[-0.5280817747116089, 0.036176539957523346, 0...0.2472TEST[The, characterization, of, the, KCNJ9, gene, ...evaluation
6The characterization of the KCNJ9 gene should ...8589934595associated_with_someone_elseThe characterization of the KCNJ9 gene should ...[The characterization of the KCNJ9 gene should...[[-0.5280817747116089, 0.036176539957523346, 0...0.90096664PROBLEM[The, characterization, of, the, KCNJ9, gene, ...Type II diabetes
\n","
"],"text/plain":[" document ... entities\n","0 The human KCNJ9 (Kir 3.3, GIRK3) is a member o... ... The human KCNJ9 (Kir\n","0 The human KCNJ9 (Kir 3.3, GIRK3) is a member o... ... the G-protein-activated inwardly rectifying po...\n","1 Here we describe the genomicorganization of th... ... the KCNJ9 locus\n","1 Here we describe the genomicorganization of th... ... II diabetes mellitus\n","2 The gene spansapproximately 7.6 kb and contain... ... NaN\n","3 We identified14 single nucleotide polymorphism... ... single nucleotide polymorphisms (SNPs),\n","3 We identified14 single nucleotide polymorphism... ... aVal366Ala substitution\n","3 We identified14 single nucleotide polymorphism... ... base-pair\n","4 (bp) insertion/deletion. ... NaN\n","5 Ourexpression studies revealed the presence of... ... Ourexpression studies\n","6 The characterization of the KCNJ9 gene should ... ... The characterization of the KCNJ9 gene\n","6 The characterization of the KCNJ9 gene should ... ... furtherstudies on the function of the KCNJ9 pr...\n","6 The characterization of the KCNJ9 gene should ... ... evaluation\n","6 The characterization of the KCNJ9 gene should ... ... Type II diabetes\n","\n","[14 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"ReXrvJhH6TZA"},"source":["#### [Detect Assertion Status (assertion_dl_healthcare)](https://nlp.johnsnowlabs.com/2020/09/23/assertion_dl_healthcare_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":701},"id":"vaUFr-RR6TZC","executionInfo":{"status":"ok","timestamp":1620101806900,"user_tz":-120,"elapsed":438745,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"308fd684-16ce-4616-dae3-e830fba1a0d1"},"source":["nlu.load(\"en.med_ner.clinical en.assert.healthcare\").predict(['Patient has a headache for the last 2 weeks and appears anxious when she walks fast. No alopecia noted. She denies pain'],output_level = \"chunk\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","assertion_dl_healthcare download started this may take some time.\n","Approximate size to download 1 MB\n","[OK!]\n","embeddings_healthcare_100d download started this may take some time.\n","Approximate size to download 475.8 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glove_clinicalword_embedding_glove_healthcare_100ddocumentorigin_indexassertiontextsentenceentities_confidenceentities_classtokenentities
0[[-0.08453157544136047, 0.20632991194725037, -...[[-0.09624659270048141, 0.3514532148838043, -0...Patient has a headache for the last 2 weeks an...8589934592presentPatient has a headache for the last 2 weeks an...[Patient has a headache for the last 2 weeks a...0.97025PROBLEM[Patient, has, a, headache, for, the, last, 2,...a headache
0[[-0.08453157544136047, 0.20632991194725037, -...[[-0.09624659270048141, 0.3514532148838043, -0...Patient has a headache for the last 2 weeks an...8589934592presentPatient has a headache for the last 2 weeks an...[Patient has a headache for the last 2 weeks a...0.9049PROBLEM[Patient, has, a, headache, for, the, last, 2,...anxious
0[[-0.08453157544136047, 0.20632991194725037, -...[[-0.09624659270048141, 0.3514532148838043, -0...Patient has a headache for the last 2 weeks an...8589934592presentPatient has a headache for the last 2 weeks an...[Patient has a headache for the last 2 weeks a...0.9978PROBLEM[Patient, has, a, headache, for, the, last, 2,...alopecia
0[[-0.08453157544136047, 0.20632991194725037, -...[[-0.09624659270048141, 0.3514532148838043, -0...Patient has a headache for the last 2 weeks an...8589934592presentPatient has a headache for the last 2 weeks an...[Patient has a headache for the last 2 weeks a...0.9951PROBLEM[Patient, has, a, headache, for, the, last, 2,...pain
\n","
"],"text/plain":[" word_embedding_glove_clinical ... entities\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... a headache\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... anxious\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... alopecia\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... pain\n","\n","[4 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"VWzdXb8t6Tia"},"source":["#### [Detect Assertion Status (DL Large)](https://nlp.johnsnowlabs.com/2020/05/21/assertion_dl_large_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":894},"id":"pKEpS_Tm6Tib","executionInfo":{"status":"ok","timestamp":1620101834042,"user_tz":-120,"elapsed":465882,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"3cf3e052-4078-455f-e0e7-8ca01c27636d"},"source":["nlu.load(\"en.med_ner.clinical en.assert.large\").predict([\"\"\"Patient with severe fever and sore throat. He shows no stomach pain and he maintained on an epidural \n","and PCA for pain control. He also became short of breath with climbing a flight of stairs. After CT, lung tumor located at the right lower lobe. Father with Alzheimer.\"\"\"],output_level = \"chunk\")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","assertion_dl_large download started this may take some time.\n","Approximate size to download 1.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glovedocumentorigin_indexassertiontextsentenceentities_confidenceentities_classtokenentities
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.89374995PROBLEM[Patient, with, severe, fever, and, sore, thro...severe fever
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.9813PROBLEM[Patient, with, severe, fever, and, sore, thro...sore throat
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592absentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.996PROBLEM[Patient, with, severe, fever, and, sore, thro...stomach pain
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.9567TREATMENT[Patient, with, severe, fever, and, sore, thro...an epidural
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.9225TREATMENT[Patient, with, severe, fever, and, sore, thro...PCA
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.6165PROBLEM[Patient, with, severe, fever, and, sore, thro...pain control
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592conditionalPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.8959667PROBLEM[Patient, with, severe, fever, and, sore, thro...short of breath
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.9678TEST[Patient, with, severe, fever, and, sore, thro...CT
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.9139PROBLEM[Patient, with, severe, fever, and, sore, thro...lung tumor
0[[-0.08453157544136047, 0.20632991194725037, -...Patient with severe fever and sore throat. He ...8589934592presentPatient with severe fever and sore throat. He ...[Patient with severe fever and sore throat., H...0.9918PROBLEM[Patient, with, severe, fever, and, sore, thro...Alzheimer
\n","
"],"text/plain":[" word_embedding_glove ... entities\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... severe fever\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... sore throat\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... stomach pain\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... an epidural\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... PCA\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... pain control\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... short of breath\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... CT\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... lung tumor\n","0 [[-0.08453157544136047, 0.20632991194725037, -... ... Alzheimer\n","\n","[10 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"6dVUUaOMyNSt","colab":{"base_uri":"https://localhost:8080/","height":387},"executionInfo":{"status":"ok","timestamp":1620102418983,"user_tz":-120,"elapsed":22468,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"601b51be-2e92-473d-9487-9e05795df286"},"source":["df = nlu.load(\"med_ner.clinical assert.large\").predict('He was cured of cancer! But is cough is still there',output_level = \"chunk\")\n","df "],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","assertion_dl_large download started this may take some time.\n","Approximate size to download 1.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glovedocumentorigin_indexassertiontextsentenceentities_confidenceentities_classtokenentities
0[[-0.00917550828307867, -0.16478723287582397, ...He was cured of cancer! But is cough is still ...8589934592presentHe was cured of cancer! But is cough is still ...[He was cured of cancer!, But is cough is sti...0.9947PROBLEM[He, was, cured, of, cancer, !, But, is, cough...cancer
0[[-0.00917550828307867, -0.16478723287582397, ...He was cured of cancer! But is cough is still ...8589934592presentHe was cured of cancer! But is cough is still ...[He was cured of cancer!, But is cough is sti...0.9952PROBLEM[He, was, cured, of, cancer, !, But, is, cough...cough
\n","
"],"text/plain":[" word_embedding_glove ... entities\n","0 [[-0.00917550828307867, -0.16478723287582397, ... ... cancer\n","0 [[-0.00917550828307867, -0.16478723287582397, ... ... cough\n","\n","[2 rows x 10 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"UzASczdVoJxD"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/healthcare/de_identification/DeIdentification_model_overview.ipynb b/examples/colab/healthcare/de_identification/DeIdentification_model_overview.ipynb deleted file mode 100644 index dec45ade..00000000 --- a/examples/colab/healthcare/de_identification/DeIdentification_model_overview.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"DeIdentification_model_overview.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"8ZelAXba3D05"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/de_identification/DeIdentification_model_overview.ipynb)\n","\n","All the models avaiable are :\n","\n","| Language | nlu.load() reference | Spark NLP Model reference |\n","| -------- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n","| English | med_ner.deid | nerdl_deid |\n","| English | [en.de_identify](https://nlp.johnsnowlabs.com/2019/06/04/deidentify_rb_en.html) | [deidentify_rb](https://nlp.johnsnowlabs.com/2019/06/04/deidentify_rb_en.html) |\n","| English | de_identify.rules | deid_rules |\n","| English | [de_identify.clinical](https://nlp.johnsnowlabs.com/2021/01/29/deidentify_enriched_clinical_en.html) | [deidentify_enriched_clinical](https://nlp.johnsnowlabs.com/2021/01/29/deidentify_enriched_clinical_en.html) |\n","| English | [de_identify.large](https://nlp.johnsnowlabs.com/2020/08/04/deidentify_large_en.html) | [deidentify_large](https://nlp.johnsnowlabs.com/2020/08/04/deidentify_large_en.html) |\n","| English | [de_identify.rb](https://nlp.johnsnowlabs.com/2019/06/04/deidentify_rb_en.html) | [deidentify_rb](https://nlp.johnsnowlabs.com/2019/06/04/deidentify_rb_en.html) |\n","| English | de_identify.rb_no_regex | deidentify_rb_no_regex |\n","| English | [resolve_chunk.athena_conditions](https://nlp.johnsnowlabs.com/2020/09/16/chunkresolve_athena_conditions_healthcare_en.html) | [chunkresolve_athena_conditions_healthcare](https://nlp.johnsnowlabs.com/2020/09/16/chunkresolve_athena_conditions_healthcare_en.html) |\n","| English | [resolve_chunk.cpt_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_cpt_clinical_en.html) | [chunkresolve_cpt_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_cpt_clinical_en.html) |\n","| English | [resolve_chunk.icd10cm.clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_clinical_en.html) | [chunkresolve_icd10cm_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_clinical_en.html) |\n","| English | [resolve_chunk.icd10cm.diseases_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_diseases_clinical_en.html) | [chunkresolve_icd10cm_diseases_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_diseases_clinical_en.html) |\n","| English | resolve_chunk.icd10cm.hcc_clinical | chunkresolve_icd10cm_hcc_clinical |\n","| English | resolve_chunk.icd10cm.hcc_healthcare | chunkresolve_icd10cm_hcc_healthcare |\n","| English | [resolve_chunk.icd10cm.injuries](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_injuries_clinical_en.html) | [chunkresolve_icd10cm_injuries_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_injuries_clinical_en.html) |\n","| English | [resolve_chunk.icd10cm.musculoskeletal](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_musculoskeletal_clinical_en.html) | [chunkresolve_icd10cm_musculoskeletal_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_musculoskeletal_clinical_en.html) |\n","| English | [resolve_chunk.icd10cm.neoplasms](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_neoplasms_clinical_en.html) | [chunkresolve_icd10cm_neoplasms_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10cm_neoplasms_clinical_en.html) |\n","| English | [resolve_chunk.icd10cm.poison](https://nlp.johnsnowlabs.com/2020/04/28/chunkresolve_icd10cm_poison_ext_clinical_en.html) | [chunkresolve_icd10cm_poison_ext_clinical](https://nlp.johnsnowlabs.com/2020/04/28/chunkresolve_icd10cm_poison_ext_clinical_en.html) |\n","| English | [resolve_chunk.icd10cm.puerile](https://nlp.johnsnowlabs.com/2020/04/28/chunkresolve_icd10cm_puerile_clinical_en.html) | [chunkresolve_icd10cm_puerile_clinical](https://nlp.johnsnowlabs.com/2020/04/28/chunkresolve_icd10cm_puerile_clinical_en.html) |\n","| English | resolve_chunk.icd10pcs.clinical | chunkresolve_icd10pcs_clinical |\n","| English | [resolve_chunk.icdo.clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10pcs_clinical_en.html) | [chunkresolve_icdo_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_icd10pcs_clinical_en.html) |\n","| English | [resolve_chunk.loinc](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_loinc_clinical_en.html) | [chunkresolve_loinc_clinical](https://nlp.johnsnowlabs.com/2021/04/02/chunkresolve_loinc_clinical_en.html) |\n","| English | [resolve_chunk.rxnorm.cd](https://nlp.johnsnowlabs.com/2020/07/27/chunkresolve_rxnorm_cd_clinical_en.html) | [chunkresolve_rxnorm_cd_clinical](https://nlp.johnsnowlabs.com/2020/07/27/chunkresolve_rxnorm_cd_clinical_en.html) |\n","| English | resolve_chunk.rxnorm.in | chunkresolve_rxnorm_in_clinical |\n","| English | resolve_chunk.rxnorm.in_healthcare | chunkresolve_rxnorm_in_healthcare |\n","| English | [resolve_chunk.rxnorm.sbd](https://nlp.johnsnowlabs.com/2020/07/27/chunkresolve_rxnorm_sbd_clinical_en.html) | [chunkresolve_rxnorm_sbd_clinical](https://nlp.johnsnowlabs.com/2020/07/27/chunkresolve_rxnorm_sbd_clinical_en.html) |\n","| English | [resolve_chunk.rxnorm.scd](https://nlp.johnsnowlabs.com/2020/07/27/chunkresolve_rxnorm_scd_clinical_en.html) | [chunkresolve_rxnorm_scd_clinical](https://nlp.johnsnowlabs.com/2020/07/27/chunkresolve_rxnorm_scd_clinical_en.html) |\n","| English | resolve_chunk.rxnorm.scdc | chunkresolve_rxnorm_scdc_clinical |\n","| English | resolve_chunk.rxnorm.scdc_healthcare | chunkresolve_rxnorm_scdc_healthcare |\n","| English | [resolve_chunk.rxnorm.xsmall.clinical](https://nlp.johnsnowlabs.com/2020/06/24/chunkresolve_rxnorm_xsmall_clinical_en.html) | [chunkresolve_rxnorm_xsmall_clinical](https://nlp.johnsnowlabs.com/2020/06/24/chunkresolve_rxnorm_xsmall_clinical_en.html) |\n","| English | [resolve_chunk.snomed.findings](https://nlp.johnsnowlabs.com/2020/06/20/chunkresolve_snomed_findings_clinical_en.html) | [chunkresolve_snomed_findings_clinical](https://nlp.johnsnowlabs.com/2020/06/20/chunkresolve_snomed_findings_clinical_en.html) |\n","| English | classify.icd10.clinical | classifier_icd10cm_hcc_clinical |\n","| English | classify.icd10.healthcare | classifier_icd10cm_hcc_healthcare |\n","| English | [classify.ade.biobert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_ade_biobert_en.html) | [classifierdl_ade_biobert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_ade_biobert_en.html) |\n","| English | [classify.ade.clinical](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_ade_clinicalbert_en.html) | [classifierdl_ade_clinicalbert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_ade_clinicalbert_en.html) |\n","| English | [classify.ade.conversational](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_ade_conversational_biobert_en.html) | [classifierdl_ade_conversational_biobert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_ade_conversational_biobert_en.html) |\n","| English | [classify.gender.biobert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_gender_biobert_en.html) | [classifierdl_gender_biobert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_gender_biobert_en.html) |\n","| English | [classify.gender.sbert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_gender_sbert_en.html) | [classifierdl_gender_sbert](https://nlp.johnsnowlabs.com/2021/01/21/classifierdl_gender_sbert_en.html) |\n","| English | classify.pico | classifierdl_pico_biobert |"]},{"cell_type":"code","metadata":{"id":"OMiHjCtQhF_r","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1619903659679,"user_tz":-120,"elapsed":118236,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"28f01cfc-475f-408b-d217-9d9fa7572a1a"},"source":["# Install NLU\n"," !wget https://setup.johnsnowlabs.com/nlu/colab.sh | bash\n","\n","# Upload add your spark_nlp_for_healthcare.json"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-01 21:12:21-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-01 21:12:21 (1.75 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 72kB/s \n","\u001b[K |████████████████████████████████| 153kB 44.2MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.0MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.4MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"IvDy7_ddfrfU"},"source":["#### [Deidentify RB](https://nlp.johnsnowlabs.com/2019/06/04/deidentify_rb_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":414},"id":"GclZvHWzZuZp","executionInfo":{"status":"ok","timestamp":1619904167707,"user_tz":-120,"elapsed":149792,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"12b35b2b-bba3-49d2-90ea-036e0f14318d"},"source":["import nlu\n","\n","data = '''A . Record date : 2093-01-13 , David Hale , M.D . , Name : Hendrickson , Ora MR . # 7194334 Date : 01/13/93 PCP : Oliveira , 25 years-old , Record date : 2079-11-09 . Cocke County Baptist Hospital . 0295 Keats Street'''\n","nlu.load(\"med_ner.jsl.wip.clinical en.de_identify\").predict(data,output_level = 'sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","deidentify_rb download started this may take some time.\n","Approximate size to download 3.8 KB\n","[OK!]\n","model\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceword_embedding_gloveentitiesentities_classentities_confidencede_identified
0A . Record date : 2093-01-13 , David Hale , M....[[0.040217556059360504, 0.4003961980342865, 0....[Hendrickson, Ora MR, 01/13/93, 25 years-old, ...[Test, Test, Date, Age, Clinical_Dept][0.8926, 0.2309, 1.0, 0.34875, 0.575675][A . Record date : <DATE> , David Hale , M.D ....
0Oliveira , 25 years-old , Record date : 2079-1...[[0.040217556059360504, 0.4003961980342865, 0....[Hendrickson, Ora MR, 01/13/93, 25 years-old, ...[Test, Test, Date, Age, Clinical_Dept][0.8926, 0.2309, 1.0, 0.34875, 0.575675][A . Record date : <DATE> , David Hale , M.D ....
0Cocke County Baptist Hospital . 0295 Keats St...[[0.040217556059360504, 0.4003961980342865, 0....[Hendrickson, Ora MR, 01/13/93, 25 years-old, ...[Test, Test, Date, Age, Clinical_Dept][0.8926, 0.2309, 1.0, 0.34875, 0.575675][A . Record date : <DATE> , David Hale , M.D ....
\n","
"],"text/plain":[" sentence ... de_identified\n","0 A . Record date : 2093-01-13 , David Hale , M.... ... [A . Record date : , David Hale , M.D ....\n","0 Oliveira , 25 years-old , Record date : 2079-1... ... [A . Record date : , David Hale , M.D ....\n","0 Cocke County Baptist Hospital . 0295 Keats St... ... [A . Record date : , David Hale , M.D ....\n","\n","[3 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"markdown","metadata":{"id":"Jb4hB3IBgbRG"},"source":["#### [Deidentify (Enriched)](https://nlp.johnsnowlabs.com/2021/01/29/deidentify_enriched_clinical_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":414},"id":"l6LQ32FxgbRS","executionInfo":{"status":"ok","timestamp":1619904188000,"user_tz":-120,"elapsed":170077,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"7940108e-d229-485a-b935-13741a872571"},"source":["data = '''A . Record date : 2093-01-13 , David Hale , M.D . , Name : Hendrickson , Ora MR . # 7194334 Date : 01/13/93 PCP : Oliveira , 25 years-old , Record date : 2079-11-09 . Cocke County Baptist Hospital . 0295 Keats Street'''\n","nlu.load(\"med_ner.jsl.wip.clinical en.de_identify.clinical\").predict(data,output_level = 'sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","deidentify_enriched_clinical download started this may take some time.\n","Approximate size to download 73.6 KB\n","[OK!]\n","model\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceword_embedding_gloveentitiesentities_classentities_confidencede_identified
0A . Record date : 2093-01-13 , David Hale , M....[[0.040217556059360504, 0.4003961980342865, 0....[Hendrickson, Ora MR, 01/13/93, 25 years-old, ...[Test, Test, Date, Age, Clinical_Dept][0.8926, 0.2309, 1.0, 0.34875, 0.575675][A . Record date : 2093-01-13 , David Hale , M...
0Oliveira , 25 years-old , Record date : 2079-1...[[0.040217556059360504, 0.4003961980342865, 0....[Hendrickson, Ora MR, 01/13/93, 25 years-old, ...[Test, Test, Date, Age, Clinical_Dept][0.8926, 0.2309, 1.0, 0.34875, 0.575675][A . Record date : 2093-01-13 , David Hale , M...
0Cocke County Baptist Hospital . 0295 Keats St...[[0.040217556059360504, 0.4003961980342865, 0....[Hendrickson, Ora MR, 01/13/93, 25 years-old, ...[Test, Test, Date, Age, Clinical_Dept][0.8926, 0.2309, 1.0, 0.34875, 0.575675][A . Record date : 2093-01-13 , David Hale , M...
\n","
"],"text/plain":[" sentence ... de_identified\n","0 A . Record date : 2093-01-13 , David Hale , M.... ... [A . Record date : 2093-01-13 , David Hale , M...\n","0 Oliveira , 25 years-old , Record date : 2079-1... ... [A . Record date : 2093-01-13 , David Hale , M...\n","0 Cocke County Baptist Hospital . 0295 Keats St... ... [A . Record date : 2093-01-13 , David Hale , M...\n","\n","[3 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"markdown","metadata":{"id":"j0Sj05zHgrRn"},"source":["#### [Deidentify PHI (Large)](https://nlp.johnsnowlabs.com/2020/08/04/deidentify_large_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":702},"id":"6JK2_IyLgrRo","executionInfo":{"status":"ok","timestamp":1619904205403,"user_tz":-120,"elapsed":187474,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"b09d1fda-c20b-423f-bee9-7560cd5149a0"},"source":["data = '''Patient AIQING, 25 month years-old , born in Beijing, was transfered to the The Johns Hopkins Hospital.\n"," Phone number: (541) 754-3010. MSW 100009632582 for his colonic polyps. He wants to know the results from them.\n"," He is not taking hydrochlorothiazide and is curious about his blood pressure. He said he has cut his alcohol back to 6 pack once a week. \n"," He has cut back his cigarettes to one time per week. P: Follow up with Dr. Hobbs in 3 months. Gilbert P. Perez, M.D.'''\n","nlu.load(\"med_ner.jsl.wip.clinical en.de_identify.large\").predict(data,output_level = 'sentence')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","deidentify_large download started this may take some time.\n","Approximate size to download 188.1 KB\n","[OK!]\n","model\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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sentenceword_embedding_gloveentitiesentities_classentities_confidencede_identified
0Patient AIQING, 25 month years-old , born in B...[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0MSW 100009632582 for his colonic polyps.[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0He wants to know the results from them.[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0He is not taking hydrochlorothiazide and is cu...[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0He said he has cut his alcohol back to 6 pack ...[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0He has cut back his cigarettes to one time per...[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0P:[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0Follow up with Dr. Hobbs in 3 months.[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
0Gilbert P. Perez, M.D.[[-0.08453157544136047, 0.20632991194725037, -...[25 month years-old, Johns Hopkins Hospital, h...[Age, Clinical_Dept, Gender, Disease_Syndrome_...[0.33503333, 0.8516, 0.9927, 0.65685, 0.9999, ...[Patient AIQING, 46 , born in Beijing, was tra...
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"],"text/plain":[" sentence ... de_identified\n","0 Patient AIQING, 25 month years-old , born in B... ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 MSW 100009632582 for his colonic polyps. ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 He wants to know the results from them. ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 He is not taking hydrochlorothiazide and is cu... ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 He said he has cut his alcohol back to 6 pack ... ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 He has cut back his cigarettes to one time per... ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 P: ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 Follow up with Dr. Hobbs in 3 months. ... [Patient AIQING, 46 , born in Beijing, was tra...\n","0 Gilbert P. Perez, M.D. ... [Patient AIQING, 46 , born in Beijing, was tra...\n","\n","[9 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"xBDIzD5XyMGi"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/healthcare/drug_normalization/drug_norm.ipynb b/examples/colab/healthcare/drug_normalization/drug_norm.ipynb new file mode 100644 index 00000000..9b1c265b --- /dev/null +++ b/examples/colab/healthcare/drug_normalization/drug_norm.ipynb @@ -0,0 +1,188 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "drug_norm.ipynb", + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "AUkmVHhvZUtj" + }, + "source": [ + "# Transform text to the format used in the RxNorm and SNOMED standards with the drug normalizer\n", + "\n", + "\n", + "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n", + "\n", + "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)]((https://github.com/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/drug_normalization/drug_norm.ipynb))\n", + "\n", + "\n", + "## 1. Install NLU, dependecies and Authenticate\n", + "\n", + "See the [install docs](https://nlu.johnsnowlabs.com/docs/en/install#super-quickstart-on-google-colab-or-kaggle) and [authentification docs](https://nlu.johnsnowlabs.com/docs/en/examples_hc#authorize-access-to-licensed-features-and-install-healthcare-dependencies) for more infos \n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "M4SGENPXisd7" + }, + "source": [ + "!wget http://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n", + "import nlu\n", + "\n", + "\n", + "SPARK_NLP_LICENSE ='????'\n", + "AWS_ACCESS_KEY_ID ='????'\n", + "AWS_SECRET_ACCESS_KEY ='????'\n", + "JSL_SECRET ='????'\n", + "\n", + "nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "g3NnBQLhjqET" + }, + "source": [ + "# Drug Normalizer\n", + "\n", + "Normalize raw text from clinical documents, e.g. scraped web pages or xml document. Removes all dirty characters from text following one or more input regex patterns. Can apply non wanted character removal which a specific policy. Can apply lower case normalization.\n", + "\n", + "## Parameters are : \n", + "- lowercase: whether to convert strings to lowercase. Default is False.\n", + "- `policy`: rule to remove patterns from text. Valid policy values are: `all` `abbreviations`, `dosages`\n", + "Defaults is `all`. `abbreviation` policy used to expend common drugs abbreviations, `dosages` policy used to convert drugs dosages and values to the standard form (see examples bellow).\n", + "\n", + "\n", + "### Examples : \n", + "\n", + "Examples of transformation:\n", + "1) \"Sodium Chloride/Potassium Chloride 13bag\" >>> \"Sodium Chloride / Potassium Chloride 13 bag\" : add extra spaces in the form entity\n", + "\n", + "2) \"interferon alfa-2b 10 million unit ( 1 ml ) injec\" >>> \"interferon alfa - 2b 10000000 unt ( 1 ml ) injection \" : convert 10 million unit to the 10000000 unt, replace injec with injection\n", + "\n", + "3) \"aspirin 10 meq/ 5 ml oral sol\" >>> \"aspirin 2 meq/ml oral solution\" : normalize 10 meq/ 5 ml to the 2 meq/ml, extend abbreviation oral sol to the oral solution\n", + "\n", + "4) \"adalimumab 54.5 + 43.2 gm\" >>> \"adalimumab 97700 mg\" : combine 54.5 + 43.2 and normalize gm to mg\n", + "\n", + "5) \"Agnogenic one half cup\" >>> \"Agnogenic 0.5 oral solution\" : replace one half to the 0.5, normalize cup to the oral solution\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 204 + }, + "id": "yqzNoCEpjbBi", + "outputId": "80200445-1c58-42bc-9cbe-a8cdbc27dafd" + }, + "source": [ + "data = [\"Agnogenic one half cup\",\"adalimumab 54.5 + 43.2 gm\",\"aspirin 10 meq/ 5 ml oral sol\",\"interferon alfa-2b 10 million unit ( 1 ml ) injec\",\"Sodium Chloride/Potassium Chloride 13bag\"]\n", + "nlu.load('norm_drugs').predict(data)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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documenttextdrug_norm
0Agnogenic one half cupAgnogenic one half cupAgnogenic 0.5 oral solution
1adalimumab 54.5 + 43.2 gmadalimumab 54.5 + 43.2 gmadalimumab 97700 mg
2aspirin 10 meq/ 5 ml oral solaspirin 10 meq/ 5 ml oral solaspirin 2 meq/ml oral solution
3interferon alfa-2b 10 million unit ( 1 ml ) injecinterferon alfa-2b 10 million unit ( 1 ml ) injecinterferon alfa - 2b 10000000 unt ( 1 ml ) inj...
4Sodium Chloride/Potassium Chloride 13bagSodium Chloride/Potassium Chloride 13bagSodium Chloride / Potassium Chloride 13 bag
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" + ], + "text/plain": [ + " document ... drug_norm\n", + "0 Agnogenic one half cup ... Agnogenic 0.5 oral solution\n", + "1 adalimumab 54.5 + 43.2 gm ... adalimumab 97700 mg\n", + "2 aspirin 10 meq/ 5 ml oral sol ... aspirin 2 meq/ml oral solution\n", + "3 interferon alfa-2b 10 million unit ( 1 ml ) injec ... interferon alfa - 2b 10000000 unt ( 1 ml ) inj...\n", + "4 Sodium Chloride/Potassium Chloride 13bag ... Sodium Chloride / Potassium Chloride 13 bag\n", + "\n", + "[5 rows x 3 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 2 + } + ] + } + ] +} \ No newline at end of file diff --git a/examples/colab/healthcare/entity_resolution/entity_resolvers_overview.ipynb b/examples/colab/healthcare/entity_resolution/entity_resolvers_overview.ipynb deleted file mode 100644 index 3e2fe848..00000000 --- a/examples/colab/healthcare/entity_resolution/entity_resolvers_overview.ipynb +++ /dev/null @@ -1,1634 +0,0 @@ -{ - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "name": "entity_resolvers_overview.ipynb", - "provenance": [], - "collapsed_sections": [] - }, - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - }, - "language_info": { - "name": "python" - } - }, - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "8ZelAXba3D05" - }, - "source": [ - "![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n", - "\n", - "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/entity_resolution/entity_resolvers_overview.ipynb)\n", - "\n", - "\n", - "\n", - "# Entity Resolution\n", - "**Named entities** are sub-strings in a text that can be classified into catogires. For example, in the String \n", - "`\"Tesla is a great stock to invest in \"` , the sub-string `\"Tesla\"` is a named entity, it can be classified with the label `company` by an ML algorithm. \n", - "**Named entities** can easily be extracted by the various pre-trained Deep Learning based NER algorithms provided by NLU. \n", - "\n", - "\n", - "\n", - "After extracting **named entities** an **entity resolution algorithm** can be applied to the extracted named entities. The resolution algorithm classifies each extracted entitiy into a class, which reduces dimensionality of the data and has many useful applications. \n", - "For example : \n", - "- \"**Tesla** is a great stock to invest in \"\n", - "- \"**TSLA** is a great stock to invest in \"\n", - "- \"**Tesla, Inc** is a great company to invest in\" \n", - "\n", - "The sub-strings `Tesla` , `TSLA` and `Tesla, Inc` are all named entities, that are classified with the labeld `company` by the NER algorithm. It tells us, all these 3 sub-strings are of type `company`, but we cannot yet infer that these 3 strings are actually referring to literally the same company. \n", - "\n", - "This exact problem is solved by the resolver algorithms, it would resolve all these 3 entities to a common name, like a company ID. This maps every reference of Tesla, regardless of how the string is represented, to the same ID.\n", - "\n", - "This example can analogusly be expanded to healthcare any any other text problems. In medical documents, the same disease can be referenced in many different ways. \n", - "\n", - "With NLU Healthcare you can leverage state of the art pre-trained NER models to extract **Medical Named Entities** (Diseases, Treatments, Posology, etc..) and **resolve these** to common **healthcare disease codes**.\n", - "\n", - "\n", - "These algorithms are based provided by **Spark NLP for Healthcare's** [SentenceEntitiyResolver](https://nlp.johnsnowlabs.com/docs/en/licensed_annotators#sentenceentityresolver) and [ChunkEntityResolvers](https://nlp.johnsnowlabs.com/docs/en/licensed_annotators#chunkentityresolver)\n", - "\n", - "\n", - "## Avaiable models\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "\n", - "All the models avaiable are :\n", - "\n", - "\n", - "| Language | nlu.load() reference | Spark NLP Model reference |\n", - "| -------- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n", - "| English | embed_sentence.biobert.mli | sbiobert_base_cased_mli |\n", - "| English | resolve | sbiobertresolve_cpt |\n", - "| English | resolve.cpt | sbiobertresolve_cpt |\n", - "| English | resolve.cpt.augmented | sbiobertresolve_cpt_augmented |\n", - "| English | resolve.cpt.procedures_augmented | sbiobertresolve_cpt_procedures_augmented |\n", - "| English | resolve.hcc.augmented | sbiobertresolve_hcc_augmented |\n", - "| English | [resolve.icd10cm](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_icd10cm_en.html) | [sbiobertresolve_icd10cm](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_icd10cm_en.html) |\n", - "| English | [resolve.icd10cm.augmented](https://nlp.johnsnowlabs.com/2020/12/13/sbiobertresolve_icd10cm_augmented_en.html) | [sbiobertresolve_icd10cm_augmented](https://nlp.johnsnowlabs.com/2020/12/13/sbiobertresolve_icd10cm_augmented_en.html) |\n", - "| English | [resolve.icd10cm.augmented_billable](https://nlp.johnsnowlabs.com/2021/02/06/sbiobertresolve_icd10cm_augmented_billable_hcc_en.html) | [sbiobertresolve_icd10cm_augmented_billable_hcc](https://nlp.johnsnowlabs.com/2021/02/06/sbiobertresolve_icd10cm_augmented_billable_hcc_en.html) |\n", - "| English | [resolve.icd10pcs](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_icd10pcs_en.html) | [sbiobertresolve_icd10pcs](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_icd10pcs_en.html) |\n", - "| English | [resolve.icdo](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_icdo_en.html) | [sbiobertresolve_icdo](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_icdo_en.html) |\n", - "| English | [resolve.rxcui](https://nlp.johnsnowlabs.com/2020/12/11/sbiobertresolve_rxcui_en.html) | [sbiobertresolve_rxcui](https://nlp.johnsnowlabs.com/2020/12/11/sbiobertresolve_rxcui_en.html) |\n", - "| English | [resolve.rxnorm](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_rxnorm_en.html) | [sbiobertresolve_rxnorm](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_rxnorm_en.html) |\n", - "| English | [resolve.snomed](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_auxConcepts_en.html) | [sbiobertresolve_snomed_auxConcepts](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_auxConcepts_en.html) |\n", - "| English | [resolve.snomed.aux_concepts](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_auxConcepts_en.html) | [sbiobertresolve_snomed_auxConcepts](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_auxConcepts_en.html) |\n", - "| English | [resolve.snomed.aux_concepts_int](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_auxConcepts_int_en.html) | [sbiobertresolve_snomed_auxConcepts_int](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_auxConcepts_int_en.html) |\n", - "| English | [resolve.snomed.findings](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_findings_en.html) | [sbiobertresolve_snomed_findings](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_findings_en.html) |\n", - "| English | [resolve.snomed.findings_int](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_findings_int_en.html) | [sbiobertresolve_snomed_findings_int](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_findings_int_en.html) |\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "OMiHjCtQhF_r", - "outputId": "c5a8f38d-5fc1-4553-9911-a3293b2e3f08" - }, - "source": [ - "# # Install NLU\n", - "# # Upload add your spark_nlp_fo\"r_healthcare.json\n", - "!wget http://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n", - "import nlu" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "--2021-05-11 11:49:03-- http://setup.johnsnowlabs.com/nlu/colab.sh\n", - "Resolving setup.johnsnowlabs.com (setup.johnsnowlabs.com)... 51.158.130.125\n", - "Connecting to setup.johnsnowlabs.com (setup.johnsnowlabs.com)|51.158.130.125|:80... connected.\n", - "HTTP request sent, awaiting response... 302 Moved Temporarily\n", - "Location: https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh [following]\n", - "--2021-05-11 11:49:03-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 1662 (1.6K) [text/plain]\n", - "Saving to: ‘STDOUT’\n", - "\n", - "- 0%[ ] 0 --.-KB/s Installing NLU 3.0.1 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n", - "- 100%[===================>] 1.62K --.-KB/s in 0.001s \n", - "\n", - "2021-05-11 11:49:03 (2.14 MB/s) - written to stdout [1662/1662]\n", - "\n", - "Hit:1 https://cloud.r-project.org/bin/linux/ubuntu bionic-cran40/ InRelease\n", - "Ign:2 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 InRelease\n", - "Hit:3 http://ppa.launchpad.net/c2d4u.team/c2d4u4.0+/ubuntu bionic InRelease\n", - "Ign:4 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 InRelease\n", - "Hit:5 https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64 Release\n", - "Hit:6 http://security.ubuntu.com/ubuntu bionic-security InRelease\n", - "Hit:7 https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64 Release\n", - "Hit:8 http://archive.ubuntu.com/ubuntu bionic InRelease\n", - "Hit:9 http://archive.ubuntu.com/ubuntu bionic-updates InRelease\n", - "Hit:10 http://ppa.launchpad.net/cran/libgit2/ubuntu bionic InRelease\n", - "Hit:11 http://archive.ubuntu.com/ubuntu bionic-backports InRelease\n", - "Hit:12 http://ppa.launchpad.net/deadsnakes/ppa/ubuntu bionic InRelease\n", - "Hit:13 http://ppa.launchpad.net/graphics-drivers/ppa/ubuntu bionic InRelease\n", - "Reading package lists... Done\n" - ], - "name": "stdout" - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kbnlNAw_W3Qj" - }, - "source": [ - "#### [Athena Conditions Entity Resolver (Healthcare)](https://nlp.johnsnowlabs.com/2020/09/16/chunkresolve_athena_conditions_healthcare_en.html)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "n7zbAt-SW3Eh", - "outputId": "3a191cc7-6f77-448f-9d4b-1a831ff0ec5c" - }, - "source": [ - "data =\"\"\"The patient is a 5-month-old infant who presented initially on Monday with a cold, cough, and runny nose for 2 days. Mom states she had no fever. Her appetite was good but she was spitting up a lot. She had no difficulty breathing and her cough was described as dry and hacky. At that time, physical exam showed a right TM, which was red. Left TM was okay. She was fairly congested but looked happy and playful. She was started on Amoxil and Aldex and we told to recheck in 2 weeks to recheck her ear. Mom returned to clinic again today because she got much worse overnight. She was having difficulty breathing. She was much more congested and her appetite had decreased significantly today. She also spiked a temperature yesterday of 102.6 and always having trouble sleeping secondary to congestion.\"\"\"\n", - "nlu.load('med_ner.jsl.wip.clinical en.resolve_chunk.cpt_clinical').predict(data, output_level='chunk')" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Spark NLP Healthcare could not be imported. Installing latest spark-nlp-jsl PyPI package via pip...\n", - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "chunkresolve_cpt_clinical download started this may take some time.\n", - "Approximate size to download 16.1 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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documententities_classentity_resolution_cpt_clinicalorigin_indexchunk_embedding_gloveword_embedding_glovesentenceentity_resolution_cpt_clinical_codeentitiesentity_resolution_cpt_clinical_confidencetexttokenentities_confidence
0The patient is a 5-month-old infant who presen...AgeRepair, initial inguinal hernia, full term inf...8589934592[0.18568818271160126, -0.5141453742980957, -0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...494955-month-old0.6608The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9988
0The patient is a 5-month-old infant who presen...AgeRepair, initial inguinal hernia, preterm infan...8589934592[0.0033501186408102512, -0.8093816637992859, -...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...49492infant1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9999
0The patient is a 5-month-old infant who presen...RelativeDateInduced abortion, by 1 or more vaginal supposi...8589934592[0.1907067447900772, 0.04115135222673416, -0.1...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...59857Monday1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.998
0The patient is a 5-month-old infant who presen...SymptomDonor nephrectomy (including cold preservation...8589934592[0.324726939201355, -0.137750506401062, 0.2801...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...50320cold0.5539The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.712
0The patient is a 5-month-old infant who presen...SymptomPleural scarification for repeat pneumothorax8589934592[0.39911380410194397, -0.5716836452484131, 0.2...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...32215cough0.6608The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9966
0The patient is a 5-month-old infant who presen...SymptomExcision of thyroglossal duct cyst or sinus; r...8589934592[0.19262725114822388, -0.619391918182373, 0.26...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...60281runny nose1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.4894
0The patient is a 5-month-old infant who presen...DurationReoperation, carotid, thromboendarterectomy, m...8589934592[-0.16546504199504852, -0.016397878527641296, ...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...35390for 2 days1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.50416666
0The patient is a 5-month-old infant who presen...GenderCesarean delivery only; including postpartum care8589934592[0.13232460618019104, 0.04228536784648895, -0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...59515Mom0.4715The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.5929
0The patient is a 5-month-old infant who presen...GenderRepair, initial inguinal hernia, full term inf...8589934592[0.19785617291927338, -0.6325990557670593, -0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...49495she0.6608The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9992
0The patient is a 5-month-old infant who presen...VS_FindingExploration for postoperative hemorrhage, thro...8589934592[0.19038061797618866, -0.46617722511291504, -0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...35840fever1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9978
0The patient is a 5-month-old infant who presen...GenderExploration for postoperative hemorrhage, thro...8589934592[-0.3410295248031616, -0.3789218068122864, 0.2...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...35840Her1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9973
0The patient is a 5-month-old infant who presen...GenderRepair, initial inguinal hernia, full term inf...8589934592[0.19785617291927338, -0.6325990557670593, -0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...49495she0.6608The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.998
0The patient is a 5-month-old infant who presen...SymptomLaparoscopy, abdomen, peritoneum, and omentum,...8589934592[0.04143378883600235, -0.4098125100135803, 0.1...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...49320spitting up a lot1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.24122499
0The patient is a 5-month-old infant who presen...GenderPericardiectomy, subtotal or complete; with ca...8589934592[-0.21964989602565765, -0.2844458520412445, -0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...33031She1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9996
0The patient is a 5-month-old infant who presen...SymptomRepair, laceration of diaphragm, any approach8589934592[0.0559418648481369, -0.18557831645011902, 0.0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...39501difficulty breathing0.9213The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.86275
0The patient is a 5-month-old infant who presen...GenderRepair, initial inguinal hernia, full term inf...8589934592[-0.16458719968795776, -0.5421502590179443, -0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...49496her1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9981
0The patient is a 5-month-old infant who presen...SymptomPleural scarification for repeat pneumothorax8589934592[0.39911380410194397, -0.5716836452484131, 0.2...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...32215cough0.6608The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.996
0The patient is a 5-month-old infant who presen...ModifierVaginal hysterectomy, for uterus 250 g or less;8589934592[-0.09050256758928299, -0.5477138757705688, 0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...58275dry0.8570The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.878
0The patient is a 5-month-old infant who presen...DirectionRight ventricular resection for infundibular s...8589934592[0.14579641819000244, -0.06464755535125732, -0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...33476right0.8843The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.0834
0The patient is a 5-month-old infant who presen...Internal_organ_or_componentLysis of adhesions (salpingolysis, ovariolysis)8589934592[0.09020363539457321, 0.13196095824241638, 0.2...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...58740TM1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.3906
0The patient is a 5-month-old infant who presen...DirectionRepair of double outlet right ventricle with i...8589934592[-0.11810600757598877, 0.6391716599464417, -0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...33612Left0.5406The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.0918
0The patient is a 5-month-old infant who presen...Internal_organ_or_componentLysis of adhesions (salpingolysis, ovariolysis)8589934592[0.09020363539457321, 0.13196095824241638, 0.2...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...58740TM1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.372
0The patient is a 5-month-old infant who presen...GenderPericardiectomy, subtotal or complete; with ca...8589934592[-0.21964989602565765, -0.2844458520412445, -0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...33031She1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9998
0The patient is a 5-month-old infant who presen...ModifierReoperation, carotid, thromboendarterectomy, m...8589934592[0.01206454448401928, 0.1365838199853897, 0.16...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...35390fairly0.9405The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.4025
0The patient is a 5-month-old infant who presen...SymptomClosure of enterostomy, large or small intestine8589934592[-0.3624162971973419, -0.38189926743507385, 0....[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...44620congested1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.7996
0The patient is a 5-month-old infant who presen...GenderPericardiectomy, subtotal or complete; with ca...8589934592[-0.21964989602565765, -0.2844458520412445, -0...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...33031She1.0000The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9996
0The patient is a 5-month-old infant who presen...Drug_BrandNameVaginal hysterectomy, for uterus 250 g or less8589934592[-0.04134025424718857, -0.06713572889566422, -...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...58260Amoxil0.5551The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9898
0The patient is a 5-month-old infant who presen...Drug_BrandNameCholecystoenterostomy; with gastroenterostomy8589934592[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...[[-0.0823686420917511, -0.3178570866584778, 0....[The patient is a 5-month-old infant who prese...47721Aldex0.3333The patient is a 5-month-old infant who presen...[The, patient, is, a, 5-month-old, infant, who...0.9416
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Margaret\\'s Center for Women & Infants for cardiac\n", - "catheterization with PTCA to mid LAD lesion complicated by hypotension and bradycardia requiring Atropine , IV fluids and transient dopamine possibly secondary to vagal reaction , \n", - "subsequently transferred to CCU for close monitoring , hemodynamically stable at the time of admission to the CCU .\"\"\",output_level = \"sentence\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "sbiobertresolve_icd10cm download started this may take some time.\n", - "Approximate size to download 201 MB\n", - "[OK!]\n", - "sbiobert_base_cased_mli download started this may take some time.\n", - "Approximate size to download 384.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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entities_confidencesentence_resolution_icd10cm_codesentence_resolution_icd10cm_confidencedocumententities_classorigin_indexword_embedding_glovesentenceentitiestextsentence_resolution_icd10cmtokensentence_embedding_biobert
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entities_confidencedocumententities_classsentence_resolution_icd10pcssentence_resolution_icd10pcs_confidencesentence_resolution_icd10pcs_codeorigin_indexword_embedding_glovesentenceentitiestexttokensentence_embedding_biobert
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sentence_resolution_rxcui_codeentities_confidencedocumententities_classorigin_indexword_embedding_glovesentence_resolution_rxcuisentencesentence_resolution_rxcui_confidenceentitiestexttokensentence_embedding_biobert
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" - ], - "text/plain": [ - " sentence_resolution_rxcui_code ... sentence_embedding_biobert\n", - "0 2167676 ... [0.11727594584226608, 0.17300474643707275, -0....\n", - "\n", - "[1 rows x 13 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 0 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "vifO7xR_LOhj" - }, - "source": [ - "#### [Sentence Entity Resolver for RxNorm (sbiobert_base_cased_mli embeddings)](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_rxnorm_en.html)" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "m8cBuMRsLOhu", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 474 - }, - "outputId": "801d6639-9625-4cbb-a41f-2a878fd4d1a7" - }, - "source": [ - "import nlu\n", - "nlu.load(\"med_ner.jsl.wip.clinical en.resolve.rxnorm\").predict(\"\"\"This is an 82 - year-old male with a history of prior tobacco use , hypertension , chronic renal insufficiency , COPD ,\n", - "gastritis , and TIA who initially presented to Braintree with a non-ST elevation MI and Guaiac positive stools , transferred to St . Margaret\\'s Center for Women & Infants for cardiac\n", - "catheterization with PTCA to mid LAD lesion complicated by hypotension and bradycardia requiring Atropine , IV fluids and transient dopamine possibly secondary to vagal reaction , \n", - "subsequently transferred to CCU for close monitoring , hemodynamically stable at the time of admission to the CCU .\"\"\",output_level = \"sentence\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "sbiobertresolve_rxnorm download started this may take some time.\n", - "Approximate size to download 810.7 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sbiobert_base_cased_mli download started this may take some time.\n", - "Approximate size to download 384.3 MB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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sentencesentence_resolution_rxnorm_confidencetokenentities_classsentence_resolution_rxnorm_codeorigin_indexentities_confidencesentence_resolution_rxnormentitiesdocumentsentence_embedding_bioberttextword_embedding_glove
0This is an 82 - year-old male with a history o...0.3342[This, is, an, 82, -, year-old, male, with, a,...[Age, Gender, Smoking, Hypertension, Kidney_Di...2133888589934592[0.2792667, 0.9984, 0.9998, 1.0, 0.6011, 0.998...coal tar 100 mg/ml / salicylic acid 50 mg/ml m...[82 - year-old, male, tobacco, hypertension, c...This is an 82 - year-old male with a history o...[0.2428887039422989, -0.23971685767173767, -0....This is an 82 - year-old male with a history o...[[0.4546172618865967, -0.3298020362854004, 0.7...
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" - ], - "text/plain": [ - " sentence ... word_embedding_glove\n", - "0 This is an 82 - year-old male with a history o... ... [[0.4546172618865967, -0.3298020362854004, 0.7...\n", - "\n", - "[1 rows x 13 columns]" - ] - }, - "metadata": { - "tags": [] - }, - "execution_count": 1 - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "c4y2ZMaeLOro" - }, - "source": [ - "#### [Sentence Entity Resolver for Snomed Concepts, INT version (sbiobert_base_cased_mli embeddings)](https://nlp.johnsnowlabs.com/2020/11/27/sbiobertresolve_snomed_findings_int_en.html)" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "XRmbCMNULOrq", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 474 - }, - "outputId": "62b3f206-80fd-4322-bbb7-a8835f20940a" - }, - "source": [ - "nlu.load(\"med_ner.jsl.wip.clinical en.resolve.snomed.findings_int\").predict(\"\"\"This is an 82 - year-old male with a history of prior tobacco use , hypertension , chronic renal insufficiency , COPD ,\n", - "gastritis , and TIA who initially presented to Braintree with a non-ST elevation MI and Guaiac positive stools , transferred to St . Margaret\\'s Center for Women & Infants for cardiac\n", - "catheterization with PTCA to mid LAD lesion complicated by hypotension and bradycardia requiring Atropine , IV fluids and transient dopamine possibly secondary to vagal reaction , \n", - "subsequently transferred to CCU for close monitoring , hemodynamically stable at the time of admission to the CCU .\"\"\",output_level = \"sentence\")" - ], - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "sbiobertresolve_snomed_findings_int download started this may take some time.\n", - "Approximate size to download 517.4 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sbiobert_base_cased_mli download started this may take some time.\n", - "Approximate size to download 384.3 MB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "execute_result", - "data": { - "text/html": [ - "
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entities_classsentence_resolution_snomedword_embedding_glovetextentitiessentence_resolution_snomed_confidencesentencetokensentence_resolution_snomed_codeentities_confidenceorigin_indexdocumentsentence_embedding_biobert
0[Age, Gender, Smoking, Hypertension, Kidney_Di...acute st segment elevation myocardial infarcti...[[0.4546172618865967, -0.3298020362854004, 0.7...This is an 82 - year-old male with a history o...[82 - year-old, male, tobacco, hypertension, c...0.3356This is an 82 - year-old male with a history o...[This, is, an, 82, -, year-old, male, with, a,...15963181000119104[0.2792667, 0.9984, 0.9998, 1.0, 0.6011, 0.998...8589934592This is an 82 - year-old male with a history o...[0.2428887039422989, -0.23971685767173767, -0....
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" - ], - "text/plain": [ - " entities_class ... sentence_embedding_biobert\n", - "0 [Age, Gender, Smoking, Hypertension, Kidney_Di... ... 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-{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"overview_medical_entity_recognizers.ipynb","provenance":[{"file_id":"164Q9Qo3JqEGBwwEP2AQS3qY4FWv4poGS","timestamp":1618804618032},{"file_id":"1nk1E5mX4M17yYFArFHf_V0juZRW7UCTB","timestamp":1618797913639}],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"P-pSKLNTR8xP"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/medical_named_entity_recognition/overview_medical_entity_recognizers.ipynb)\n"]},{"cell_type":"markdown","metadata":{"id":"e0-UfBGfyV6x"},"source":["All the models avaiable are :\n","\n","\n","\n","| Language | nlu.load() reference | Spark NLP Model reference |\n","| -------- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n","|English | [med_ner.ade.clinical](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_clinical_en.html) | [ner_ade_clinical](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_clinical_en.html) |\n","| English | [med_ner.ade.clinical_bert](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_clinicalbert_en.html) | [ner_ade_clinicalbert](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_clinicalbert_en.html) |\n","| English | [med_ner.ade.ade_healthcare](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_healthcare_en.html) | [ner_ade_healthcare](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_healthcare_en.html) |\n","| English | [med_ner.anatomy](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_en.html) | [ner_anatomy](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_en.html) |\n","| English | [med_ner.anatomy.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_anatomy_biobert_en.html) | [ner_anatomy_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_anatomy_biobert_en.html) |\n","| English | [med_ner.anatomy.coarse](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_coarse_en.html) | [ner_anatomy_coarse](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_coarse_en.html) |\n","| English | [med_ner.anatomy.coarse_biobert](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_coarse_biobert_en.html) | [ner_anatomy_coarse_biobert](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_coarse_biobert_en.html) |\n","| English | [med_ner.aspect_sentiment](https://nlp.johnsnowlabs.com/2021/03/31/ner_aspect_based_sentiment_en.html) | [ner_aspect_based_sentiment](https://nlp.johnsnowlabs.com/2021/03/31/ner_aspect_based_sentiment_en.html) |\n","| English | [med_ner.bacterial_species](https://nlp.johnsnowlabs.com/2021/04/01/ner_bacterial_species_en.html) | [ner_bacterial_species](https://nlp.johnsnowlabs.com/2021/04/01/ner_bacterial_species_en.html) |\n","| English | [med_ner.bionlp](https://nlp.johnsnowlabs.com/2021/03/31/ner_bionlp_en.html) | [ner_bionlp](https://nlp.johnsnowlabs.com/2021/03/31/ner_bionlp_en.html) |\n","| English | [med_ner.bionlp.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_bionlp_biobert_en.html) | [ner_bionlp_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_bionlp_biobert_en.html) |\n","| English | [med_ner.cancer](https://nlp.johnsnowlabs.com/2021/03/31/ner_cancer_genetics_en.html) | [ner_cancer_genetics](https://nlp.johnsnowlabs.com/2021/03/31/ner_cancer_genetics_en.html) |\n","| Englishs | [med_ner.cellular](https://nlp.johnsnowlabs.com/2021/03/31/ner_cellular_en.html) | [ner_cellular](https://nlp.johnsnowlabs.com/2021/03/31/ner_cellular_en.html) |\n","| English | [med_ner.cellular.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_cellular_biobert_en.html) | [ner_cellular_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_cellular_biobert_en.html) |\n","| English | [med_ner.chemicals](https://nlp.johnsnowlabs.com/2021/04/01/ner_chemicals_en.html) | [ner_chemicals](https://nlp.johnsnowlabs.com/2021/04/01/ner_chemicals_en.html) |\n","| English | [med_ner.chemprot](https://nlp.johnsnowlabs.com/2021/04/01/ner_chemprot_biobert_en.html) | [ner_chemprot_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_chemprot_biobert_en.html) |\n","| English | [med_ner.chemprot.clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_chemprot_clinical_en.html) | [ner_chemprot_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_chemprot_clinical_en.html) |\n","| English | [med_ner.clinical](https://nlp.johnsnowlabs.com/2020/01/30/ner_clinical_en.html) | [ner_clinical](https://nlp.johnsnowlabs.com/2020/01/30/ner_clinical_en.html) |\n","| English | [med_ner.clinical.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_clinical_biobert_en.html) | [ner_clinical_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_clinical_biobert_en.html) |\n","| English | med_ner.clinical.noncontrib | ner_clinical_noncontrib |\n","| English | [med_ner.diseases](https://nlp.johnsnowlabs.com/2021/03/31/ner_diseases_en.html) | [ner_diseases](https://nlp.johnsnowlabs.com/2021/03/31/ner_diseases_en.html) |\n","| English | [med_ner.diseases.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_diseases_biobert_en.html) | [ner_diseases_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_diseases_biobert_en.html) |\n","| English | [med_ner.diseases.large](https://nlp.johnsnowlabs.com/2021/04/01/ner_diseases_large_en.html) | [ner_diseases_large](https://nlp.johnsnowlabs.com/2021/04/01/ner_diseases_large_en.html) |\n","| English | [med_ner.drugs](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_en.html) | [ner_drugs](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_en.html) |\n","| English | [med_ner.drugsgreedy](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_greedy_en.html) | [ner_drugs_greedy](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_greedy_en.html) |\n","| English | [med_ner.drugs.large](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_large_en.html) | [ner_drugs_large](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_large_en.html) |\n","| English | [med_ner.events_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_events_biobert_en.html) | [ner_events_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_events_biobert_en.html) |\n","| English | [med_ner.events_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_events_clinical_en.html) | [ner_events_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_events_clinical_en.html) |\n","| English | [med_ner.events_healthcre](https://nlp.johnsnowlabs.com/2021/04/01/ner_events_healthcare_en.html) | [ner_events_healthcare](https://nlp.johnsnowlabs.com/2021/04/01/ner_events_healthcare_en.html) |\n","| English | [med_ner.financial_contract](https://nlp.johnsnowlabs.com/2021/04/01/ner_financial_contract_en.html) | [ner_financial_contract](https://nlp.johnsnowlabs.com/2021/04/01/ner_financial_contract_en.html) |\n","| English | [med_ner.healthcare](https://nlp.johnsnowlabs.com/2021/03/31/ner_healthcare_de.html) | [ner_healthcare](https://nlp.johnsnowlabs.com/2021/03/31/ner_healthcare_de.html) |\n","| English | [med_ner.human_phenotype.gene_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_human_phenotype_gene_biobert_en.html) | [ner_human_phenotype_gene_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_human_phenotype_gene_biobert_en.html) |\n","| English | [med_ner.human_phenotype.gene_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_human_phenotype_gene_clinical_en.html) | [ner_human_phenotype_gene_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_human_phenotype_gene_clinical_en.html) |\n","| English | [med_ner.human_phenotype.go_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_human_phenotype_go_biobert_en.html) | [ner_human_phenotype_go_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_human_phenotype_go_biobert_en.html) |\n","| English | [med_ner.human_phenotype.go_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_human_phenotype_go_clinical_en.html) | [ner_human_phenotype_go_clinical](https://nlp.johnsnowlabs.com/2021/03/31/ner_human_phenotype_go_clinical_en.html) |\n","| English | [med_ner.jsl](https://nlp.johnsnowlabs.com/2021/03/31/ner_jsl_en.html) | [ner_jsl](https://nlp.johnsnowlabs.com/2021/03/31/ner_jsl_en.html) |\n","| English | [med_ner.jsl.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_jsl_biobert_en.html) | [ner_jsl_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_jsl_biobert_en.html) |\n","| English | [med_ner.jsl.enriched](https://nlp.johnsnowlabs.com/2021/03/31/ner_jsl_enriched_en.html) | [ner_jsl_enriched](https://nlp.johnsnowlabs.com/2021/03/31/ner_jsl_enriched_en.html) |\n","| English | [med_ner.jsl.enriched_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_jsl_enriched_biobert_en.html) | [ner_jsl_enriched_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_jsl_enriched_biobert_en.html) |\n","| English | [med_ner.measurements](https://nlp.johnsnowlabs.com/2021/04/01/ner_measurements_clinical_en.html) | [ner_measurements_clinical](https://nlp.johnsnowlabs.com/2021/04/01/ner_measurements_clinical_en.html) |\n","| English | [med_ner.medmentions](https://nlp.johnsnowlabs.com/2021/04/01/ner_medmentions_coarse_en.html) | [ner_medmentions_coarse](https://nlp.johnsnowlabs.com/2021/04/01/ner_medmentions_coarse_en.html) |\n","| English | [med_ner.posology](https://nlp.johnsnowlabs.com/2020/04/15/ner_posology_en.html) | [ner_posology](https://nlp.johnsnowlabs.com/2020/04/15/ner_posology_en.html) |\n","| English | [med_ner.posology.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_biobert_en.html) | [ner_posology_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_biobert_en.html) |\n","| English | [med_ner.posology.greedy](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_greedy_en.html) | [ner_posology_greedy](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_greedy_en.html) |\n","| English | [med_ner.posology.healthcare](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_healthcare_en.html) | [ner_posology_healthcare](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_healthcare_en.html) |\n","| English | [med_ner.posology.large](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_large_en.html) | [ner_posology_large](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_large_en.html) |\n","| English | [med_ner.posology.large_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_large_biobert_en.html) | [ner_posology_large_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_large_biobert_en.html) |\n","| English | [med_ner.posology.small](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_small_en.html) | [ner_posology_small](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_small_en.html) |\n","| English | [med_ner.radiology](https://nlp.johnsnowlabs.com/2021/03/31/ner_radiology_en.html) | [ner_radiology](https://nlp.johnsnowlabs.com/2021/03/31/ner_radiology_en.html) |\n","| English | [med_ner.radiology.wip_clinical](https://nlp.johnsnowlabs.com/2021/04/01/ner_radiology_wip_clinical_en.html) | [ner_radiology_wip_clinical](https://nlp.johnsnowlabs.com/2021/04/01/ner_radiology_wip_clinical_en.html) |\n","| English | [med_ner.risk_factors](https://nlp.johnsnowlabs.com/2021/03/31/ner_risk_factors_en.html) | [ner_risk_factors](https://nlp.johnsnowlabs.com/2021/03/31/ner_risk_factors_en.html) |\n","| English | [med_ner.risk_factors.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_risk_factors_biobert_en.html) | [ner_risk_factors_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_risk_factors_biobert_en.html) |\n","| English | med_ner.i2b2 | nerdl_i2b2 |\n","| English | [med_ner.tumour](https://nlp.johnsnowlabs.com/2021/04/01/nerdl_tumour_demo_en.html) | [nerdl_tumour_demo](https://nlp.johnsnowlabs.com/2021/04/01/nerdl_tumour_demo_en.html) |\n","| English | med_ner.jsl.wip.clinical | jsl_ner_wip_clinical |\n","| English | [med_ner.jsl.wip.clinical.greedy](https://nlp.johnsnowlabs.com/2021/03/31/jsl_ner_wip_clinical_en.html) | [jsl_ner_wip_greedy_clinical](https://nlp.johnsnowlabs.com/2021/03/31/jsl_ner_wip_clinical_en.html) |\n","| English | [med_ner.jsl.wip.clinical.modifier](https://nlp.johnsnowlabs.com/2021/04/01/jsl_ner_wip_modifier_clinical_en.html) | [jsl_ner_wip_modifier_clinical](https://nlp.johnsnowlabs.com/2021/04/01/jsl_ner_wip_modifier_clinical_en.html) |\n","| English | [med_ner.jsl.wip.clinical.rd](https://nlp.johnsnowlabs.com/2021/04/01/jsl_rd_ner_wip_greedy_clinical_en.html) | [jsl_rd_ner_wip_greedy_clinical](https://nlp.johnsnowlabs.com/2021/04/01/jsl_rd_ner_wip_greedy_clinical_en.html) |\n","| English | [med_ner.deid.augmented](https://nlp.johnsnowlabs.com/2021/03/31/ner_deid_augmented_en.html) | [ner_deid_augmented](https://nlp.johnsnowlabs.com/2021/03/31/ner_deid_augmented_en.html) |\n","| English | [med_ner.deid.biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_biobert_en.html) | [ner_deid_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_biobert_en.html) |\n","| English | [med_ner.deid.enriched](https://nlp.johnsnowlabs.com/2021/03/31/ner_deid_enriched_en.html) | [ner_deid_enriched](https://nlp.johnsnowlabs.com/2021/03/31/ner_deid_enriched_en.html) |\n","| English | [med_ner.deid.enriched_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_enriched_biobert_en.html) | [ner_deid_enriched_biobert](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_enriched_biobert_en.html) |\n","| English | [med_ner.deid.large](https://nlp.johnsnowlabs.com/2021/03/31/ner_deid_large_en.html) | [ner_deid_large](https://nlp.johnsnowlabs.com/2021/03/31/ner_deid_large_en.html) |\n","| English | [med_ner.deid.sd](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_sd_en.html) | [ner_deid_sd](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_sd_en.html) |\n","| English | [med_ner.deid.sd_large](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_sd_large_en.html) | [ner_deid_sd_large](https://nlp.johnsnowlabs.com/2021/04/01/ner_deid_sd_large_en.html) |\n","| English | med_ner.deid.synthetic | ner_deid_synthetic |\n","| English | [med_ner.deid.dl](https://nlp.johnsnowlabs.com/2021/03/31/ner_deidentify_dl_en.html) | [ner_deidentify_dl](https://nlp.johnsnowlabs.com/2021/03/31/ner_deidentify_dl_en.html) |\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_vors4bdFHgP","executionInfo":{"status":"ok","timestamp":1620109646876,"user_tz":-300,"elapsed":143698,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"33fa67c4-f811-4cc9-a069-0a28734b5af0"},"source":["# # Install NLU\n","# # Upload add your spark_nlp_fo\"r_healthcare.json\n","!wget https://setup.johnsnowlabs.com/nlu/colab.sh | bash\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 06:25:03-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.108.133, 185.199.109.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s Installing NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","\r- 100%[===================>] 1.63K --.-KB/s in 0.001s \n","\n","2021-05-04 06:25:03 (2.26 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 58kB/s \n","\u001b[K |████████████████████████████████| 153kB 52.6MB/s \n","\u001b[K |████████████████████████████████| 204kB 22.4MB/s \n","\u001b[K |████████████████████████████████| 204kB 12.9MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":545},"id":"WOkulRB_Fj3T","executionInfo":{"status":"ok","timestamp":1620109811663,"user_tz":-300,"elapsed":306522,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"73e8b6f9-ee31-4255-bde5-482fd8ba368c"},"source":["import nlu\n","nlu.load('en.med_ner.ade.clinical').predict('This is an 11-year-old female who comes in for two different things. 1. She was seen by the allergist. No allergies present, so she stopped her Allegra, but she is still real congested and does a lot of snorting. They do not notice a lot of snoring at night though, but she seems to be always like that. 2. On her right great toe, she has got some redness and erythema. Her skin is kind of peeling a little bit, but it has been like that for about a week and a half now. General: Well-developed female, in no acute distress, afebrile. HEENT: Sclerae and conjunctivae clear. Extraocular muscles intact. TMs clear. Nares patent. A little bit of swelling of the turbinates on the left. Oropharynx is essentially clear. Mucous membranes are moist. Neck: No lymphadenopathy. Chest: Clear. Abdomen: Positive bowel sounds and soft. Dermatologic: She has got redness along the lateral portion of her right great toe, but no bleeding or oozing. Some dryness of her skin. Her toenails themselves are very short and even on her left foot and her left great toe the toenails are very short.', output_level = \"chunk\")\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Spark NLP Healthcare could not be imported. Installing latest spark-nlp-jsl PyPI package via pip...\n","ner_ade_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[This, is, an, 11-year-old, female, who, comes...8589934592Allegra[This is an 11-year-old female who comes in fo...0.9612This is an 11-year-old female who comes in for...DRUGThis is an 11-year-old female who comes in for...[[0.4546172618865967, -0.3298020362854004, 0.7...
0[This, is, an, 11-year-old, female, who, comes...8589934592redness[This is an 11-year-old female who comes in fo...0.769This is an 11-year-old female who comes in for...ADEThis is an 11-year-old female who comes in for...[[0.4546172618865967, -0.3298020362854004, 0.7...
0[This, is, an, 11-year-old, female, who, comes...8589934592erythema[This is an 11-year-old female who comes in fo...0.8092This is an 11-year-old female who comes in for...ADEThis is an 11-year-old female who comes in for...[[0.4546172618865967, -0.3298020362854004, 0.7...
0[This, is, an, 11-year-old, female, who, comes...8589934592swelling of the turbinates on the left[This is an 11-year-old female who comes in fo...0.56245714This is an 11-year-old female who comes in for...ADEThis is an 11-year-old female who comes in for...[[0.4546172618865967, -0.3298020362854004, 0.7...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [This, is, an, 11-year-old, female, who, comes... ... [[0.4546172618865967, -0.3298020362854004, 0.7...\n","0 [This, is, an, 11-year-old, female, who, comes... ... [[0.4546172618865967, -0.3298020362854004, 0.7...\n","0 [This, is, an, 11-year-old, female, who, comes... ... [[0.4546172618865967, -0.3298020362854004, 0.7...\n","0 [This, is, an, 11-year-old, female, who, comes... ... [[0.4546172618865967, -0.3298020362854004, 0.7...\n","\n","[4 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"idJSVoIv8PWN"},"source":["# [Medical Named Entity Recognizer: ner_ade_clinical](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_clinical_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":396},"id":"tJ9K9H277U6M","executionInfo":{"status":"ok","timestamp":1620109823959,"user_tz":-300,"elapsed":12276,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a4701a01-db5a-4946-9239-124bc4f8db90"},"source":["nlu.load('en.med_ner.ade.clinical').predict('I feel a bit drowsy & have a little blurred vision after taking an insulin', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_ade_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[I, feel, a, bit, drowsy, &, have, a, little, ...8589934592bit drowsy[I feel a bit drowsy & have a little blurred v...0.42085I feel a bit drowsy & have a little blurred vi...ADEI feel a bit drowsy & have a little blurred vi...[[0.09337666630744934, 0.031265825033187866, 0...
0[I, feel, a, bit, drowsy, &, have, a, little, ...8589934592little blurred vision[I feel a bit drowsy & have a little blurred v...0.6002667I feel a bit drowsy & have a little blurred vi...ADEI feel a bit drowsy & have a little blurred vi...[[0.09337666630744934, 0.031265825033187866, 0...
0[I, feel, a, bit, drowsy, &, have, a, little, ...8589934592insulin[I feel a bit drowsy & have a little blurred v...0.9839I feel a bit drowsy & have a little blurred vi...DRUGI feel a bit drowsy & have a little blurred vi...[[0.09337666630744934, 0.031265825033187866, 0...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [I, feel, a, bit, drowsy, &, have, a, little, ... ... [[0.09337666630744934, 0.031265825033187866, 0...\n","0 [I, feel, a, bit, drowsy, &, have, a, little, ... ... [[0.09337666630744934, 0.031265825033187866, 0...\n","0 [I, feel, a, bit, drowsy, &, have, a, little, ... ... [[0.09337666630744934, 0.031265825033187866, 0...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"NmBvudTc8ORb"},"source":["# [Medical Named Entity Recognizer: ner_ade_clinicalbert\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_ade_clinicalbert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":599},"id":"ihGmj4-7_WBm","executionInfo":{"status":"ok","timestamp":1620109857826,"user_tz":-300,"elapsed":46125,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"7e345e63-b05f-443d-df25-74bb7f65b3d1"},"source":["nlu.load('en.med_ner.ade.clinical_bert').predict('I feel a bit drowsy & have a little blurred vision after taking an insulin', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_ade_clinicalbert download started this may take some time.\n","Approximate size to download 15.4 MB\n","[OK!]\n","biobert_clinical_base_cased download started this may take some time.\n","Approximate size to download 386.6 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_biobert_clinical_base_casedtokenorigin_indexentitiessentenceentities_confidencedocumententities_classtext
0[[-0.04506798833608627, 0.3539319336414337, -0...[I, feel, a, bit, drowsy, &, have, a, little, ...8589934592drowsy[I feel a bit drowsy & have a little blurred v...0.5249I feel a bit drowsy & have a little blurred vi...ADEI feel a bit drowsy & have a little blurred vi...
0[[-0.04506798833608627, 0.3539319336414337, -0...[I, feel, a, bit, drowsy, &, have, a, little, ...8589934592blurred vision[I feel a bit drowsy & have a little blurred v...0.585I feel a bit drowsy & have a little blurred vi...ADEI feel a bit drowsy & have a little blurred vi...
0[[-0.04506798833608627, 0.3539319336414337, -0...[I, feel, a, bit, drowsy, &, have, a, little, ...8589934592an insulin[I feel a bit drowsy & have a little blurred v...0.40255I feel a bit drowsy & have a little blurred vi...DRUGI feel a bit drowsy & have a little blurred vi...
\n","
"],"text/plain":[" word_embedding_biobert_clinical_base_cased ... text\n","0 [[-0.04506798833608627, 0.3539319336414337, -0... ... I feel a bit drowsy & have a little blurred vi...\n","0 [[-0.04506798833608627, 0.3539319336414337, -0... ... I feel a bit drowsy & have a little blurred vi...\n","0 [[-0.04506798833608627, 0.3539319336414337, -0... ... I feel a bit drowsy & have a little blurred vi...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"3UXrXBz0BuoN"},"source":["# [Medical Named Entity Recognizer: ner_ade_anatomy\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_en.html)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":287},"id":"eYhNblKOB8VM","executionInfo":{"status":"ok","timestamp":1620109872301,"user_tz":-300,"elapsed":60585,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"91ff6be7-a25f-451e-eec7-2d928b4638ac"},"source":["nlu.load('en.med_ner.anatomy').predict('This is an 11-year-old female who comes in for two different things. 1. She was seen by the allergist. No allergies present, so she stopped her Allegra, but she is still real congested and does a lot of snorting. They do not notice a lot of snoring at night though, but she seems to be always like that. 2. On her right great toe, she has got some redness and erythema. Her skin is kind of peeling a little bit, but it has been like that for about a week and a half now.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_anatomy download started this may take some time.\n","Approximate size to download 14 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[This, is, an, 11-year-old, female, who, comes...8589934592skin[This is an 11-year-old female who comes in fo...1.0This is an 11-year-old female who comes in for...OrganThis is an 11-year-old female who comes in for...[[0.4546172618865967, -0.3298020362854004, 0.7...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [This, is, an, 11-year-old, female, who, comes... ... [[0.4546172618865967, -0.3298020362854004, 0.7...\n","\n","[1 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"markdown","metadata":{"id":"HSPfCm_MCbNs"},"source":["# [Medical Named Entity Recognizer: ner_ade_anatomy.biobert\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_anatomy_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":599},"id":"olyg3I_zClGV","executionInfo":{"status":"ok","timestamp":1620109908046,"user_tz":-300,"elapsed":96319,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d5428b0c-f4cb-46de-9541-b43c063f6b89"},"source":["nlu.load('en.med_ner.anatomy.biobert').predict('This is an 11-year-old female who comes in for two different things. 1. She was seen by the allergist. No allergies present, so she stopped her Allegra, but she is still real congested and does a lot of snorting. They do not notice a lot of snoring at night though, but she seems to be always like that. 2. On her right great toe, she has got some redness and erythema. Her skin is kind of peeling a little bit, but it has been like that for about a week and a half now.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_anatomy_biobert download started this may take some time.\n","Approximate size to download 15.6 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[This, is, an, 11-year-old, female, who, comes...8589934592[This is an 11-year-old female who comes in fo...right[[-0.5449298024177551, -0.13075293600559235, -...0.9953This is an 11-year-old female who comes in for...Organism_subdivisionThis is an 11-year-old female who comes in for...
0[This, is, an, 11-year-old, female, who, comes...8589934592[This is an 11-year-old female who comes in fo...toe[[-0.5449298024177551, -0.13075293600559235, -...0.9972This is an 11-year-old female who comes in for...Organism_subdivisionThis is an 11-year-old female who comes in for...
0[This, is, an, 11-year-old, female, who, comes...8589934592[This is an 11-year-old female who comes in fo...skin[[-0.5449298024177551, -0.13075293600559235, -...1.0This is an 11-year-old female who comes in for...OrganThis is an 11-year-old female who comes in for...
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"],"text/plain":[" token ... text\n","0 [This, is, an, 11-year-old, female, who, comes... ... This is an 11-year-old female who comes in for...\n","0 [This, is, an, 11-year-old, female, who, comes... ... This is an 11-year-old female who comes in for...\n","0 [This, is, an, 11-year-old, female, who, comes... ... This is an 11-year-old female who comes in for...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"ZzKJj-s2DjFJ"},"source":["# [Medical Named Entity Recognizer: ner_ade_anatomy.coarse.biobert\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_anatomy_coarse_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":401},"id":"KVeN68G_DryT","executionInfo":{"status":"ok","timestamp":1620110008672,"user_tz":-300,"elapsed":15708,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f6ddd9f5-79ae-4668-ff9b-ff9628ab5b20"},"source":["nlu.load('en.med_ner.anatomy.coarse_biobert').predict('This is an 11-year-old female who comes in for two different things. 1. She was seen by the allergist. No allergies present, so she stopped her Allegra, but she is still real congested and does a lot of snorting. They do not notice a lot of snoring at night though, but she seems to be always like that. 2. On her right great toe, she has got some redness and erythema. Her skin is kind of peeling a little bit, but it has been like that for about a week and a half now.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_anatomy_coarse_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[This, is, an, 11-year-old, female, who, comes...8589934592[This is an 11-year-old female who comes in fo...right great toe[[-0.5449298024177551, -0.13075293600559235, -...0.8986667This is an 11-year-old female who comes in for...AnatomyThis is an 11-year-old female who comes in for...
0[This, is, an, 11-year-old, female, who, comes...8589934592[This is an 11-year-old female who comes in fo...skin[[-0.5449298024177551, -0.13075293600559235, -...0.7334This is an 11-year-old female who comes in for...AnatomyThis is an 11-year-old female who comes in for...
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"],"text/plain":[" token ... text\n","0 [This, is, an, 11-year-old, female, who, comes... ... This is an 11-year-old female who comes in for...\n","0 [This, is, an, 11-year-old, female, who, comes... ... This is an 11-year-old female who comes in for...\n","\n","[2 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"markdown","metadata":{"id":"fA-AbJkUEbdc"},"source":["# [Medical Named Entity Recognizer: aspect_sentiment\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_aspect_based_sentiment_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":692},"id":"-axw8-lYE17g","executionInfo":{"status":"ok","timestamp":1620110042966,"user_tz":-300,"elapsed":49656,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c79014ff-bd6c-428d-e4a2-4e0a4642791b"},"source":["nlu.load('en.med_ner.aspect_sentiment').predict('Came for lunch my sister. We loved our Thai-style main which amazing with lots of flavours very impressive for vegetarian. But the service was below average and the chips were too terrible to finish.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_aspect_based_sentiment download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","glove_6B_300 download started this may take some time.\n","Approximate size to download 426.2 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glove_6B_300tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtext
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592Thai-style main[Came for lunch my sister., We loved our Thai-...0.4532Came for lunch my sister. We loved our Thai-st...POSCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592flavours[Came for lunch my sister., We loved our Thai-...0.111Came for lunch my sister. We loved our Thai-st...POSCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592vegetarian[Came for lunch my sister., We loved our Thai-...0.995Came for lunch my sister. We loved our Thai-st...POSCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592service[Came for lunch my sister., We loved our Thai-...0.9952Came for lunch my sister. We loved our Thai-st...NEGCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592chips[Came for lunch my sister., We loved our Thai-...0.9955Came for lunch my sister. We loved our Thai-st...NEGCame for lunch my sister. We loved our Thai-st...
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"],"text/plain":[" word_embedding_glove_6B_300 ... text\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","\n","[5 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":10}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":692},"id":"MZXl1fQdin4n","executionInfo":{"status":"ok","timestamp":1620110053287,"user_tz":-300,"elapsed":59854,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"6b662601-25b0-4a05-ac1c-68674bd0e3ac"},"source":["nlu.load('en.med_ner.aspect_sentiment').predict('Came for lunch my sister. We loved our Thai-style main which amazing with lots of flavours very impressive for vegetarian. But the service was below average and the chips were too terrible to finish.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_aspect_based_sentiment download started this may take some time.\n","Approximate size to download 21.3 MB\n","[OK!]\n","glove_6B_300 download started this may take some time.\n","Approximate size to download 426.2 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glove_6B_300tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtext
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592Thai-style main[Came for lunch my sister., We loved our Thai-...0.4532Came for lunch my sister. We loved our Thai-st...POSCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592flavours[Came for lunch my sister., We loved our Thai-...0.111Came for lunch my sister. We loved our Thai-st...POSCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592vegetarian[Came for lunch my sister., We loved our Thai-...0.995Came for lunch my sister. We loved our Thai-st...POSCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592service[Came for lunch my sister., We loved our Thai-...0.9952Came for lunch my sister. We loved our Thai-st...NEGCame for lunch my sister. We loved our Thai-st...
0[[0.15535999834537506, -0.0022360999137163162,...[Came, for, lunch, my, sister, ., We, loved, o...8589934592chips[Came for lunch my sister., We loved our Thai-...0.9955Came for lunch my sister. We loved our Thai-st...NEGCame for lunch my sister. We loved our Thai-st...
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"],"text/plain":[" word_embedding_glove_6B_300 ... text\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","0 [[0.15535999834537506, -0.0022360999137163162,... ... Came for lunch my sister. We loved our Thai-st...\n","\n","[5 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"9XDen3uuHMcB"},"source":["# [Medical Named Entity Recognizer: ner.bionlp\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_bionlp_en.html)\n","\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"PyoMaxnjHXha","executionInfo":{"status":"ok","timestamp":1620110070708,"user_tz":-300,"elapsed":76996,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d8cfa531-2822-4538-c893-84bd482cea56"},"source":["nlu.load('en.med_ner.bionlp').predict('The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family. Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population. The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively. We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair (bp) insertion/deletion. Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle. The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_bionlp download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592Kir 3.3[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9972The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592GIRK3[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...1.0The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592potassium[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.4392The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Simple_chemicalThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592GIRK[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9989The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592chromosome 1q21-23[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.7428The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Cellular_componentThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592pancreas[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9993The human KCNJ9 (Kir 3.3, GIRK3) is a member o...OrganThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592tissues[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9754The human KCNJ9 (Kir 3.3, GIRK3) is a member o...TissueThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592fat andskeletal muscle[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.97853327The human KCNJ9 (Kir 3.3, GIRK3) is a member o...TissueThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592Type II[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.98995The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[10 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"markdown","metadata":{"id":"T1cpMQzvH2oi"},"source":["# [Medical Named Entity Recognizer: ner.bionlp.biobert\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_bionlp_biobert_en.html)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"UgSk0ILUIArw","executionInfo":{"status":"ok","timestamp":1620110085159,"user_tz":-300,"elapsed":90935,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"3056cff0-8fb0-4f2a-c1fc-62db4fec1e00"},"source":["nlu.load('en.med_ner.bionlp.biobert').predict('The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family. Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population. The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively. We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair (bp) insertion/deletion. Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle. The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_bionlp_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...human[[-0.6279047727584839, -0.10282164067029953, -...1.0The human KCNJ9 (Kir 3.3, GIRK3) is a member o...OrganismThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...KCNJ9[[-0.6279047727584839, -0.10282164067029953, -...0.9999The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...Kir 3.3[[-0.6279047727584839, -0.10282164067029953, -...0.99995The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...GIRK3[[-0.6279047727584839, -0.10282164067029953, -...1.0The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...GIRK) channel[[-0.6279047727584839, -0.10282164067029953, -...0.72193336The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...KCNJ9[[-0.6279047727584839, -0.10282164067029953, -...1.0The human KCNJ9 (Kir 3.3, GIRK3) is a member o...Gene_or_gene_productThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
\n","
"],"text/plain":[" token ... text\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","\n","[6 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"markdown","metadata":{"id":"nfQwWMBqIZ4B"},"source":["# [Medical Named Entity Recognizer: ner.cancer\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_cancer_genetics_en.html)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"OvVZre0zI-Zy","executionInfo":{"status":"ok","timestamp":1620110100800,"user_tz":-300,"elapsed":106237,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f6550a07-c96f-47a8-8f46-9de3fe5ef5fb"},"source":["nlu.load('en.med_ner.cancer').predict('The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family. Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population. The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively. We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair (bp) insertion/deletion. Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle. The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_cancer_genetics download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592human KCNJ9[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.53155The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592Kir 3.3[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.80649996The human KCNJ9 (Kir 3.3, GIRK3) is a member o...proteinThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592GIRK3[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9192The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592G-protein-activated inwardly rectifying potass...[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.47603333The human KCNJ9 (Kir 3.3, GIRK3) is a member o...proteinThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592KCNJ9 locus[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.97065The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592chromosome 1q21-23[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.90345The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592candidate gene[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.71889997The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592coding exons[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.60580003The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...85899345922.6 kb introns[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.51676667The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592nucleotide polymorphisms[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.66895The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592SNPs),[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.90715003The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592KCNJ9 gene[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9683The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DNAThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592KCNJ9 protein[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.676The human KCNJ9 (Kir 3.3, GIRK3) is a member o...proteinThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[13 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"markdown","metadata":{"id":"MhSkvimKJTjB"},"source":["# [Medical Named Entity Recognizer: ner.cellular\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_cellular_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"B_wO9u0NJe0C","executionInfo":{"status":"ok","timestamp":1620110120141,"user_tz":-300,"elapsed":125301,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"622235b9-27f8-4628-8068-fd87e6f58892"},"source":["nlu.load('en.med_ner.cellular').predict('Detection of various other intracellular signaling proteins is also described. Genetic characterization of transactivation of the human T-cell leukemia virus type 1 promoter: Binding of Tax to Tax-responsive element 1 is mediated by the cyclic AMP-responsive members of the CREB/ATF family of transcription factors. To achieve a better understanding of the mechanism of transactivation by Tax of human T-cell leukemia virus type 1 Tax-responsive element 1 (TRE-1), we developed a genetic approach with Saccharomyces cerevisiae. We constructed a yeast reporter strain containing the lacZ gene under the control of the CYC1 promoter associated with three copies of TRE-1. Expression of either the cyclic AMP response element-binding protein (CREB) or CREB fused to the GAL4 activation domain (GAD) in this strain did not modify the expression of the reporter gene. Tax alone was also inactive.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_cellular download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[Detection, of, various, other, intracellular,...8589934592intracellular signaling proteins[Detection of various other intracellular sign...0.6552Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592human T-cell leukemia virus type 1 promoter[Detection of various other intracellular sign...0.48927143Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592Tax[Detection of various other intracellular sign...0.9874Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592Tax-responsive element 1[Detection of various other intracellular sign...0.9712Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592cyclic AMP-responsive members[Detection of various other intracellular sign...0.3894333Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
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0[Detection, of, various, other, intracellular,...8589934592transcription factors[Detection of various other intracellular sign...0.7412Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592Tax[Detection of various other intracellular sign...0.9663Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592human T-cell leukemia virus type 1 Tax-respons...[Detection of various other intracellular sign...0.65706664Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592TRE-1),[Detection of various other intracellular sign...0.86385Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592yeast reporter strain[Detection of various other intracellular sign...0.5979Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592lacZ gene[Detection of various other intracellular sign...0.96239996Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592CYC1 promoter[Detection of various other intracellular sign...0.98785Detection of various other intracellular signa...DNADetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
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0[Detection, of, various, other, intracellular,...8589934592cyclic AMP response element-binding protein[Detection of various other intracellular sign...0.73576Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592CREB[Detection of various other intracellular sign...0.9947Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592CREB[Detection of various other intracellular sign...0.9935Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592GAL4 activation domain[Detection of various other intracellular sign...0.6394667Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592GAD[Detection of various other intracellular sign...0.9932Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
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0[Detection, of, various, other, intracellular,...8589934592Tax[Detection of various other intracellular sign...0.938Detection of various other intracellular signa...proteinDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
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"],"text/plain":[" token ... word_embedding_glove\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","\n","[21 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"markdown","metadata":{"id":"bq1mzs1NJ4n0"},"source":["# [Medical Named Entity Recognizer: ner.cellular.biobert\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_cellular_biobert_en.html)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"h6emBCO0J_7m","executionInfo":{"status":"ok","timestamp":1620110135695,"user_tz":-300,"elapsed":140499,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"a62a50d7-9595-44d3-b1ae-7707c0850013"},"source":["nlu.load('en.med_ner.cellular.biobert').predict('Detection of various other intracellular signaling proteins is also described. Genetic characterization of transactivation of the human T-cell leukemia virus type 1 promoter: Binding of Tax to Tax-responsive element 1 is mediated by the cyclic AMP-responsive members of the CREB/ATF family of transcription factors. To achieve a better understanding of the mechanism of transactivation by Tax of human T-cell leukemia virus type 1 Tax-responsive element 1 (TRE-1), we developed a genetic approach with Saccharomyces cerevisiae. We constructed a yeast reporter strain containing the lacZ gene under the control of the CYC1 promoter associated with three copies of TRE-1. Expression of either the cyclic AMP response element-binding protein (CREB) or CREB fused to the GAL4 activation domain (GAD) in this strain did not modify the expression of the reporter gene. Tax alone was also inactive.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_cellular_biobert download started this may take some time.\n","Approximate size to download 15.4 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...intracellular signaling proteins[[0.03562008962035179, -0.3165501654148102, 0....0.4944333Detection of various other intracellular signa...proteinDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...human T-cell leukemia virus type 1 promoter[[0.03562008962035179, -0.3165501654148102, 0....0.3789286Detection of various other intracellular signa...DNADetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...Tax[[0.03562008962035179, -0.3165501654148102, 0....0.7016Detection of various other intracellular signa...proteinDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...Tax-responsive element 1[[0.03562008962035179, -0.3165501654148102, 0....0.75670004Detection of various other intracellular signa...DNADetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...cyclic AMP-responsive members[[0.03562008962035179, -0.3165501654148102, 0....0.61083335Detection of various other intracellular signa...proteinDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...CREB/ATF family[[0.03562008962035179, -0.3165501654148102, 0....0.87955Detection of various other intracellular signa...proteinDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...transcription factors[[0.03562008962035179, -0.3165501654148102, 0....0.7499Detection of various other intracellular signa...proteinDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...Tax[[0.03562008962035179, -0.3165501654148102, 0....0.8283Detection of various other intracellular signa...proteinDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...Tax-responsive element 1[[0.03562008962035179, -0.3165501654148102, 0....0.62439996Detection of various other intracellular signa...DNADetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...TRE-1[[0.03562008962035179, -0.3165501654148102, 0....0.9986Detection of various other intracellular signa...DNADetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...lacZ gene[[0.03562008962035179, -0.3165501654148102, 0....0.606Detection of various other intracellular signa...DNADetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...CYC1[[0.03562008962035179, -0.3165501654148102, 0....0.828Detection of various other intracellular signa...DNADetection of various other intracellular signa...
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"],"text/plain":[" token ... text\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","\n","[12 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"RlOxXPb1KMky"},"source":["# [Medical Named Entity Recognizer: ner.chemicals\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_chemicals_en.html)\n","\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":287},"id":"UdWgTerBKUfT","executionInfo":{"status":"ok","timestamp":1620110149367,"user_tz":-300,"elapsed":153862,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d17406e4-ef79-4a64-eaf3-1a0c8c81debf"},"source":["nlu.load('en.med_ner.chemicals').predict('Detection of various other intracellular signaling proteins is also described. Genetic characterization of transactivation of the human T-cell leukemia virus type 1 promoter: Binding of Tax to Tax-responsive element 1 is mediated by the cyclic AMP-responsive members of the CREB/ATF family of transcription factors. To achieve a better understanding of the mechanism of transactivation by Tax of human T-cell leukemia virus type 1 Tax-responsive element 1 (TRE-1), we developed a genetic approach with Saccharomyces cerevisiae. We constructed a yeast reporter strain containing the lacZ gene under the control of the CYC1 promoter associated with three copies of TRE-1. Expression of either the cyclic AMP response element-binding protein (CREB) or CREB fused to the GAL4 activation domain (GAD) in this strain did not modify the expression of the reporter gene. Tax alone was also inactive.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_chemicals download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[Detection, of, various, other, intracellular,...8589934592cyclic AMP[Detection of various other intracellular sign...0.84725Detection of various other intracellular signa...CHEMDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
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"],"text/plain":[" token ... word_embedding_glove\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","\n","[1 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"markdown","metadata":{"id":"lJ6DbD9lKqMU"},"source":["# [Medical Named Entity Recognizer: ner.chemprot\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_chemprot_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":885},"id":"A7Hxqua0LA2j","executionInfo":{"status":"ok","timestamp":1620110163035,"user_tz":-300,"elapsed":167210,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"ee859553-55ad-48a1-ce0a-ade538e60dbb"},"source":["nlu.load('en.med_ner.chemprot').predict('Keratinocyte growth factor and acidic fibroblast growth factor are mitogens for primary cultures of mammary epithelium.', output_level='chunk')\n","\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_chemprot_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...Keratinocyte[[-0.10263408720493317, -0.3668225407600403, 0...0.894Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...growth[[-0.10263408720493317, -0.3668225407600403, 0...0.4833Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...factor[[-0.10263408720493317, -0.3668225407600403, 0...0.7991Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...acidic[[-0.10263408720493317, -0.3668225407600403, 0...0.9765Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...fibroblast[[-0.10263408720493317, -0.3668225407600403, 0...0.3905Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...growth[[-0.10263408720493317, -0.3668225407600403, 0...0.7109Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592[Keratinocyte growth factor and acidic fibrobl...factor[[-0.10263408720493317, -0.3668225407600403, 0...0.8693Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...
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"],"text/plain":[" token ... text\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... Keratinocyte growth factor and acidic fibrobla...\n","\n","[7 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"cLT9_iBNLcNj"},"source":["# [Medical Named Entity Recognizer: ner.chemprot.clinical\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_chemprot_clinical_en.html)\n","\n","WAR KEIN MUSS"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":649},"id":"eG4ecSecLlfM","executionInfo":{"status":"ok","timestamp":1620110177406,"user_tz":-300,"elapsed":181281,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"910c3e5a-7be8-43de-c514-708d736a3101"},"source":["nlu.load('en.med_ner.chemprot.clinical').predict('Keratinocyte growth factor and acidic fibroblast growth factor are mitogens for primary cultures of mammary epithelium.', output_level='chunk')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_chemprot_clinical download started this may take some time.\n","Approximate size to download 15.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592Keratinocyte[Keratinocyte growth factor and acidic fibrobl...0.7433Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592growth[Keratinocyte growth factor and acidic fibrobl...0.6481Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592factor[Keratinocyte growth factor and acidic fibrobl...0.5693Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592acidic[Keratinocyte growth factor and acidic fibrobl...0.5518Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592fibroblast[Keratinocyte growth factor and acidic fibrobl...0.3867Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592growth[Keratinocyte growth factor and acidic fibrobl...0.4559Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
0[Keratinocyte, growth, factor, and, acidic, fi...8589934592factor[Keratinocyte growth factor and acidic fibrobl...0.5213Keratinocyte growth factor and acidic fibrobla...GENE-YKeratinocyte growth factor and acidic fibrobla...[[-0.22940552234649658, -0.21701078116893768, ...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","0 [Keratinocyte, growth, factor, and, acidic, fi... ... [[-0.22940552234649658, -0.21701078116893768, ...\n","\n","[7 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":19}]},{"cell_type":"markdown","metadata":{"id":"I2M-ZGLfMGCV"},"source":["# [Medical Named Entity Recognizer: ner.clinical\t\t\t](https://nlp.johnsnowlabs.com/2020/01/30/ner_clinical_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":367},"id":"rpKPlhPTMd0t","executionInfo":{"status":"ok","timestamp":1620110189989,"user_tz":-300,"elapsed":193529,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5a2c4d50-ce3f-4810-f889-46ea1a847fa3"},"source":["nlu.load('en.med_ner.chemprot.clinical').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature.\", output_level='chunk')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_chemprot_clinical download started this may take some time.\n","Approximate size to download 15.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592Tylenol[The patient is a 21-day-old Caucasian male he...0.9744The patient is a 21-day-old Caucasian male her...CHEMICALThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592albuterol[The patient is a 21-day-old Caucasian male he...0.9885The patient is a 21-day-old Caucasian male her...CHEMICALThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[2 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":20}]},{"cell_type":"markdown","metadata":{"id":"T28KLQP2M6TU"},"source":["# [Medical Named Entity Recognizer: ner.clinical.biobert\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_clinical_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"i-flcQ8zNDHd","executionInfo":{"status":"ok","timestamp":1620110205277,"user_tz":-300,"elapsed":208520,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"97bf3cf2-b818-40a2-be5a-62eaa15e19e0"},"source":["nlu.load('en.med_ner.clinical.biobert').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature.\", output_level='chunk')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_clinical_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...congestion[[-0.8513102531433105, -0.7403939366340637, 0....0.9445The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...some mild problems with his breathing[[-0.8513102531433105, -0.7403939366340637, 0....0.5775833The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...any perioral cyanosis[[-0.8513102531433105, -0.7403939366340637, 0....0.7104333The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...retractions[[-0.8513102531433105, -0.7403939366340637, 0....0.9969The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...a tactile temperature[[-0.8513102531433105, -0.7403939366340637, 0....0.8103333The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...some decreased p.o[[-0.8513102531433105, -0.7403939366340637, 0....0.74083334The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...his respiratory congestion[[-0.8513102531433105, -0.7403939366340637, 0....0.7612333The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...more tired[[-0.8513102531433105, -0.7403939366340637, 0....0.73155The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...fussy[[-0.8513102531433105, -0.7403939366340637, 0....0.8743The patient is a 21-day-old Caucasian male her...PROBLEMThe patient is a 21-day-old Caucasian male her...
\n","
"],"text/plain":[" token ... text\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","\n","[9 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":21}]},{"cell_type":"markdown","metadata":{"id":"p-rPcOCyNrvJ"},"source":["# [Medical Named Entity Recognizer: ner.diseases\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_diseases_en.html)\n"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":367},"id":"gjl2JHIuN47-","executionInfo":{"status":"ok","timestamp":1620110218077,"user_tz":-300,"elapsed":220972,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5b5877d6-9581-4ba7-961a-4757000afe60"},"source":["nlu.load('en.med_ner.diseases').predict(\"Detection of various other intracellular signaling proteins is also described. Genetic characterization of transactivation of the human T-cell leukemia virus type 1 promoter: Binding of Tax to Tax-responsive element 1 is mediated by the cyclic AMP-responsive members of the CREB/ATF family of transcription factors. To achieve a better understanding of the mechanism of transactivation by Tax of human T-cell leukemia virus type 1 Tax-responsive element 1 (TRE-1), we developed a genetic approach with Saccharomyces cerevisiae. We constructed a yeast reporter strain containing the lacZ gene under the control of the CYC1 promoter associated with three copies of TRE-1. Expression of either the cyclic AMP response element-binding protein (CREB) or CREB fused to the GAL4 activation domain (GAD) in this strain did not modify the expression of the reporter gene. Tax alone was also inactive. \", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_diseases download started this may take some time.\n","Approximate size to download 13.8 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[Detection, of, various, other, intracellular,...8589934592T-cell leukemia[Detection of various other intracellular sign...0.7111Detection of various other intracellular signa...DiseaseDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
0[Detection, of, various, other, intracellular,...8589934592T-cell leukemia[Detection of various other intracellular sign...0.8556Detection of various other intracellular signa...DiseaseDetection of various other intracellular signa...[[-0.14205409586429596, 0.10900253802537918, 0...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","0 [Detection, of, various, other, intracellular,... ... [[-0.14205409586429596, 0.10900253802537918, 0...\n","\n","[2 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":22}]},{"cell_type":"markdown","metadata":{"id":"yCUn4wR6OMun"},"source":["# [Medical Named Entity Recognizer: ner.diseases.biobert\t\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_diseases_biobert_en.html)\n"]},{"cell_type":"code","metadata":{"id":"a6STKFipOaZB","colab":{"base_uri":"https://localhost:8080/","height":401},"executionInfo":{"status":"ok","timestamp":1620110231409,"user_tz":-300,"elapsed":233949,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c3793b02-e77b-4b89-fa77-341e296a0bf9"},"source":["nlu.load('en.med_ner.diseases.biobert').predict(\"Detection of various other intracellular signaling proteins is also described. Genetic characterization of transactivation of the human T-cell leukemia virus type 1 promoter: Binding of Tax to Tax-responsive element 1 is mediated by the cyclic AMP-responsive members of the CREB/ATF family of transcription factors. To achieve a better understanding of the mechanism of transactivation by Tax of human T-cell leukemia virus type 1 Tax-responsive element 1 (TRE-1), we developed a genetic approach with Saccharomyces cerevisiae. We constructed a yeast reporter strain containing the lacZ gene under the control of the CYC1 promoter associated with three copies of TRE-1. Expression of either the cyclic AMP response element-binding protein (CREB) or CREB fused to the GAL4 activation domain (GAD) in this strain did not modify the expression of the reporter gene. Tax alone was also inactive. \", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_diseases_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...human T-cell leukemia[[0.03562008962035179, -0.3165501654148102, 0....0.5923667Detection of various other intracellular signa...DiseaseDetection of various other intracellular signa...
0[Detection, of, various, other, intracellular,...8589934592[Detection of various other intracellular sign...T-cell leukemia[[0.03562008962035179, -0.3165501654148102, 0....0.56035Detection of various other intracellular signa...DiseaseDetection of various other intracellular signa...
\n","
"],"text/plain":[" token ... text\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","0 [Detection, of, various, other, intracellular,... ... Detection of various other intracellular signa...\n","\n","[2 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":23}]},{"cell_type":"markdown","metadata":{"id":"yURjTSZzOx84"},"source":["# [Medical Named Entity Recognizer: ner.drugs\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_drugs_en.html)\n"]},{"cell_type":"code","metadata":{"id":"qmxvoW0bO8W0","colab":{"base_uri":"https://localhost:8080/","height":767},"executionInfo":{"status":"ok","timestamp":1620110246095,"user_tz":-300,"elapsed":248350,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"5f85b5c9-9ddf-4c7a-a56f-b45c53cd458f"},"source":["nlu.load('en.med_ner.drugs').predict(\"The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family. Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population. The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively. We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair (bp) insertion/deletion. Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle. The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.BACKGROUND: At present, it is one of the most important issues for the treatment of breast cancer to develop the standard therapy for patients previously treated with anthracyclines and taxanes. With the objective of determining the usefulnessof vinorelbine monotherapy in patients with advanced or recurrent breast cancerafter standard therapy, we evaluated the efficacy and safety of vinorelbine inpatients previously treated with anthracyclines and taxanes.. \", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_drugs download started this may take some time.\n","Approximate size to download 13.8 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592potassium[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.5903The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592anthracyclines[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9562The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592taxanes[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.5376The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592vinorelbine[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9614The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592vinorelbine[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9702The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592anthracyclines[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.9219The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592taxanes[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...0.5637The human KCNJ9 (Kir 3.3, GIRK3) is a member o...DrugChemThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...[[-0.0823686420917511, -0.3178570866584778, 0....
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[7 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"markdown","metadata":{"id":"x6DHVtxuPaC5"},"source":["# [Medical Named Entity Recognizer: ner.events_biobert\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_events_biobert_en.html)"]},{"cell_type":"code","metadata":{"id":"dwUrJQCLPkuE","colab":{"base_uri":"https://localhost:8080/","height":650},"executionInfo":{"status":"ok","timestamp":1620110257098,"user_tz":-300,"elapsed":258992,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1cb5cc44-e85c-4dfa-a1c0-e3514b815693"},"source":["nlu.load('en.med_ner.events_biobert').predict(\"The human KCNJ9 (Kir 3.3, GIRK3) is a member of the G-protein-activated inwardly rectifying potassium (GIRK) channel family. Here we describe the genomicorganization of the KCNJ9 locus on chromosome 1q21-23 as a candidate gene forType II diabetes mellitus in the Pima Indian population. The gene spansapproximately 7.6 kb and contains one noncoding and two coding exons separated byapproximately 2.2 and approximately 2.6 kb introns, respectively. We identified14 single nucleotide polymorphisms (SNPs), including one that predicts aVal366Ala substitution, and an 8 base-pair (bp) insertion/deletion. Ourexpression studies revealed the presence of the transcript in various humantissues including pancreas, and two major insulin-responsive tissues: fat andskeletal muscle. The characterization of the KCNJ9 gene should facilitate furtherstudies on the function of the KCNJ9 protein and allow evaluation of thepotential role of the locus in Type II diabetes.BACKGROUND: At present, it is one of the most important issues for the treatment of breast cancer to develop the standard therapy for patients previously treated with anthracyclines and taxanes. With the objective of determining the usefulnessof vinorelbine monotherapy in patients with advanced or recurrent breast cancerafter standard therapy, we evaluated the efficacy and safety of vinorelbine inpatients previously treated with anthracyclines and taxanes.. \", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_events_biobert download started this may take some time.\n","Approximate size to download 15.4 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...Kir[[-0.6279047727584839, -0.10282164067029953, -...0.4799The human KCNJ9 (Kir 3.3, GIRK3) is a member o...TESTThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...the G-protein-activated inwardly rectifying po...[[-0.6279047727584839, -0.10282164067029953, -...0.39257997The human KCNJ9 (Kir 3.3, GIRK3) is a member o...TREATMENTThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
0[The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ...8589934592[The human KCNJ9 (Kir 3.3, GIRK3) is a member ...diabetes mellitus[[-0.6279047727584839, -0.10282164067029953, -...0.5717The human KCNJ9 (Kir 3.3, GIRK3) is a member o...PROBLEMThe human KCNJ9 (Kir 3.3, GIRK3) is a member o...
\n","
"],"text/plain":[" token ... text\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","0 [The, human, KCNJ9, (, Kir, 3.3, ,, GIRK3, ), ... ... The human KCNJ9 (Kir 3.3, GIRK3) is a member o...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":25}]},{"cell_type":"markdown","metadata":{"id":"MY5_9XNvPzt5"},"source":["# [Medical Named Entity Recognizer: ner.events_clinical\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_events_clinical_en.html)\n"]},{"cell_type":"code","metadata":{"id":"puyAAEPHQNWa","colab":{"base_uri":"https://localhost:8080/","height":447},"executionInfo":{"status":"ok","timestamp":1620110269954,"user_tz":-300,"elapsed":271493,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"363c2cb5-c093-4906-da52-cd6cc2a7efb7"},"source":["nlu.load('en.med_ner.events_clinical').predict(\"The patient presented to the emergency room last evening\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_events_clinical download started this may take some time.\n","Approximate size to download 13.8 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, presented, to, the, emergency, ...8589934592presented[The patient presented to the emergency room l...0.6075The patient presented to the emergency room la...OCCURRENCEThe patient presented to the emergency room la...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, presented, to, the, emergency, ...8589934592the emergency room[The patient presented to the emergency room l...0.8299667The patient presented to the emergency room la...CLINICAL_DEPTThe patient presented to the emergency room la...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, presented, to, the, emergency, ...8589934592last evening[The patient presented to the emergency room l...0.6577The patient presented to the emergency room la...DATEThe patient presented to the emergency room la...[[-0.0823686420917511, -0.3178570866584778, 0....
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, presented, to, the, emergency, ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, presented, to, the, emergency, ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, presented, to, the, emergency, ... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":26}]},{"cell_type":"markdown","metadata":{"id":"vsifIShMQlVA"},"source":["# [Medical Named Entity Recognizer: ner.events_healthcre\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_events_healthcare_en.html)\n"]},{"cell_type":"code","metadata":{"id":"C3LxHr0FQwLt","colab":{"base_uri":"https://localhost:8080/","height":447},"executionInfo":{"status":"ok","timestamp":1620110297868,"user_tz":-300,"elapsed":299069,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bba7a0d2-dc73-4b32-c54e-5a5de354e1b2"},"source":["nlu.load('en.med_ner.events_healthcre').predict(\"The patient presented to the emergency room last evening\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_events_healthcare download started this may take some time.\n","Approximate size to download 13.7 MB\n","[OK!]\n","embeddings_healthcare_100d download started this may take some time.\n","Approximate size to download 475.8 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, presented, to, the, emergency, ...8589934592presented[The patient presented to the emergency room l...0.6382The patient presented to the emergency room la...EVIDENTIALThe patient presented to the emergency room la...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, presented, to, the, emergency, ...8589934592the emergency room[The patient presented to the emergency room l...0.8367667The patient presented to the emergency room la...CLINICAL_DEPTThe patient presented to the emergency room la...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, presented, to, the, emergency, ...8589934592last evening[The patient presented to the emergency room l...0.39815The patient presented to the emergency room la...DATEThe patient presented to the emergency room la...[[-0.11429792642593384, 0.18037879467010498, -...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, presented, to, the, emergency, ... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, presented, to, the, emergency, ... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, presented, to, the, emergency, ... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":27}]},{"cell_type":"markdown","metadata":{"id":"TWDZNjsDRKpU"},"source":["# [Medical Named Entity Recognizer: ner.financial_contract\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_financial_contract_en.html)\n"]},{"cell_type":"code","metadata":{"id":"zwio0Tx9Q5Ot","colab":{"base_uri":"https://localhost:8080/","height":253},"executionInfo":{"status":"ok","timestamp":1620110310344,"user_tz":-300,"elapsed":311218,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e3d46991-2765-4096-f03d-724b9e4ce7f8"},"source":["nlu.load('en.med_ner.financial_contract').predict(\"The patient presented to the emergency room last evening\", output_level='chunk')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_financial_contract download started this may take some time.\n","Approximate size to download 14.2 MB\n","[OK!]\n","glove_6B_300 download started this may take some time.\n","Approximate size to download 426.2 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_glove_6B_300texttokenorigin_indexsentencedocument
0[[0.046560000628232956, 0.21318000555038452, -...The patient presented to the emergency room la...[The, patient, presented, to, the, emergency, ...8589934592[The patient presented to the emergency room l...The patient presented to the emergency room la...
\n","
"],"text/plain":[" word_embedding_glove_6B_300 ... document\n","0 [[0.046560000628232956, 0.21318000555038452, -... ... The patient presented to the emergency room la...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":28}]},{"cell_type":"markdown","metadata":{"id":"RlxTNwwERkkE"},"source":["# [Medical Named Entity Recognizer: ner.healthcare\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_healthcare_de.html)\n","\n"]},{"cell_type":"code","metadata":{"id":"HVGn7IlTRuD-","colab":{"base_uri":"https://localhost:8080/","height":396},"executionInfo":{"status":"ok","timestamp":1620110323105,"user_tz":-300,"elapsed":323651,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"77d9a9f8-7e6d-4aac-9e19-48dcbfe8d8d1"},"source":["nlu.load('en.med_ner.healthcare').predict(\"Das Kleinzellige Bronchialkarzinom (Kleinzelliger Lungenkrebs, SCLC) ist ein hochmalignes bronchogenes Karzinom\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_healthcare download started this may take some time.\n","Approximate size to download 13.5 MB\n","[OK!]\n","embeddings_healthcare_100d download started this may take some time.\n","Approximate size to download 475.8 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[Das, Kleinzellige, Bronchialkarzinom, (, Klei...8589934592Bronchialkarzinom[Das Kleinzellige Bronchialkarzinom (Kleinzell...0.4228Das Kleinzellige Bronchialkarzinom (Kleinzelli...TREATMENTDas Kleinzellige Bronchialkarzinom (Kleinzelli...[[-0.0757998377084732, 0.055228136479854584, -...
0[Das, Kleinzellige, Bronchialkarzinom, (, Klei...8589934592SCLC[Das Kleinzellige Bronchialkarzinom (Kleinzell...0.9608Das Kleinzellige Bronchialkarzinom (Kleinzelli...PROBLEMDas Kleinzellige Bronchialkarzinom (Kleinzelli...[[-0.0757998377084732, 0.055228136479854584, -...
0[Das, Kleinzellige, Bronchialkarzinom, (, Klei...8589934592Karzinom[Das Kleinzellige Bronchialkarzinom (Kleinzell...0.8369Das Kleinzellige Bronchialkarzinom (Kleinzelli...TREATMENTDas Kleinzellige Bronchialkarzinom (Kleinzelli...[[-0.0757998377084732, 0.055228136479854584, -...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [Das, Kleinzellige, Bronchialkarzinom, (, Klei... ... [[-0.0757998377084732, 0.055228136479854584, -...\n","0 [Das, Kleinzellige, Bronchialkarzinom, (, Klei... ... [[-0.0757998377084732, 0.055228136479854584, -...\n","0 [Das, Kleinzellige, Bronchialkarzinom, (, Klei... ... [[-0.0757998377084732, 0.055228136479854584, -...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":29}]},{"cell_type":"markdown","metadata":{"id":"cIHXsw3ISjUe"},"source":["# [Medical Named Entity Recognizer: ner.human_phenotype.gene_biobert\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_human_phenotype_gene_biobert_en.html)"]},{"cell_type":"code","metadata":{"id":"DLwkEkztS25g","colab":{"base_uri":"https://localhost:8080/","height":776},"executionInfo":{"status":"ok","timestamp":1620110336321,"user_tz":-300,"elapsed":336500,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"37f68657-aba3-4b66-9e84-4c5d45c4cf13"},"source":["nlu.load('en.med_ner.human_phenotype.gene_biobert').predict(\"Here we presented a case (BS type) of a 17 years old female presented with polyhydramnios, polyuria, nephrocalcinosis and hypokalemia, which was alleviated after treatment with celecoxib and vitamin D(3).\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_human_phenotype_gene_biobert download started this may take some time.\n","Approximate size to download 15.6 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...type[[0.07297809422016144, -0.04915442317724228, -...0.9977Here we presented a case (BS type) of a 17 yea...GENEHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...polyhydramnios[[0.07297809422016144, -0.04915442317724228, -...0.9949Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...polyuria[[0.07297809422016144, -0.04915442317724228, -...0.9955Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...nephrocalcinosis[[0.07297809422016144, -0.04915442317724228, -...0.995Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...hypokalemia[[0.07297809422016144, -0.04915442317724228, -...0.9986Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
\n","
"],"text/plain":[" token ... text\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","\n","[5 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"8_FubHYKUNkd"},"source":["# [Medical Named Entity Recognizer: ner.human_phenotype.go_biobert\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_human_phenotype_go_biobert_en.html)\n"]},{"cell_type":"code","metadata":{"id":"IGBVhF2sUgmf","colab":{"base_uri":"https://localhost:8080/","height":662},"executionInfo":{"status":"ok","timestamp":1620110349226,"user_tz":-300,"elapsed":349110,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"97512d37-d0dc-453e-b931-03a2b0c6ea13"},"source":["nlu.load('en.med_ner.human_phenotype.go_biobert').predict(\"Here we presented a case (BS type) of a 17 years old female presented with polyhydramnios, polyuria, nephrocalcinosis and hypokalemia, which was alleviated after treatment with celecoxib and vitamin D(3).\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_human_phenotype_go_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...polyhydramnios[[0.07297809422016144, -0.04915442317724228, -...0.9963Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...polyuria[[0.07297809422016144, -0.04915442317724228, -...0.9998Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...nephrocalcinosis[[0.07297809422016144, -0.04915442317724228, -...0.9996Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
0[Here, we, presented, a, case, (, BS, type, ),...8589934592[Here we presented a case (BS type) of a 17 ye...hypokalemia[[0.07297809422016144, -0.04915442317724228, -...0.9988Here we presented a case (BS type) of a 17 yea...HPHere we presented a case (BS type) of a 17 yea...
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"],"text/plain":[" token ... text\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","0 [Here, we, presented, a, case, (, BS, type, ),... ... Here we presented a case (BS type) of a 17 yea...\n","\n","[4 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"markdown","metadata":{"id":"1_qBMEn0URY2"},"source":["# [Medical Named Entity Recognizer: ner.jsl\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_jsl_en.html)\n","\n"]},{"cell_type":"code","metadata":{"id":"xNR2MUxmVMPx","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110377704,"user_tz":-300,"elapsed":377193,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"1a6adfb7-9fe8-4f12-f8d9-9a052a13bd6f"},"source":["nlu.load('en.med_ner.jsl').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature..\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_jsl download started this may take some time.\n","Approximate size to download 14 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592male[The patient is a 21-day-old Caucasian male he...0.8316The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592congestion[The patient is a 21-day-old Caucasian male he...0.9771The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mom[The patient is a 21-day-old Caucasian male he...0.9295The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592she[The patient is a 21-day-old Caucasian male he...0.9342The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mild[The patient is a 21-day-old Caucasian male he...0.9463The patient is a 21-day-old Caucasian male her...ModifierThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592problems with his breathing[The patient is a 21-day-old Caucasian male he...0.317775The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592negative[The patient is a 21-day-old Caucasian male he...0.9496The patient is a 21-day-old Caucasian male her...NegatedThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592perioral cyanosis[The patient is a 21-day-old Caucasian male he...0.78585The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592retractions[The patient is a 21-day-old Caucasian male he...0.929The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mom[The patient is a 21-day-old Caucasian male he...0.8964The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592His[The patient is a 21-day-old Caucasian male he...0.7815The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592his[The patient is a 21-day-old Caucasian male he...0.8798The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592respiratory congestion[The patient is a 21-day-old Caucasian male he...0.4348The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592He[The patient is a 21-day-old Caucasian male he...0.9902The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592tired[The patient is a 21-day-old Caucasian male he...0.9441The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592fussy[The patient is a 21-day-old Caucasian male he...0.8674The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592albuterol[The patient is a 21-day-old Caucasian male he...0.9682The patient is a 21-day-old Caucasian male her...Drug_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592His[The patient is a 21-day-old Caucasian male he...0.9641The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592he[The patient is a 21-day-old Caucasian male he...0.9706The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592he[The patient is a 21-day-old Caucasian male he...0.9439The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592Mom[The patient is a 21-day-old Caucasian male he...0.9817The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592denies[The patient is a 21-day-old Caucasian male he...0.9725The patient is a 21-day-old Caucasian male her...NegatedThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592diarrhea[The patient is a 21-day-old Caucasian male he...0.8849The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592His[The patient is a 21-day-old Caucasian male he...0.993The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[25 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":32}]},{"cell_type":"markdown","metadata":{"id":"xnUpJaOZVK2l"},"source":["# [Medical Named Entity Recognizer: ner.jsl.biobert\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_jsl_biobert_en.html)\n","\n"]},{"cell_type":"code","metadata":{"id":"WeQI86AaVLfb","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110401300,"user_tz":-300,"elapsed":400530,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e971a82f-01ef-470b-deb4-8ae56333e3d8"},"source":["nlu.load('en.med_ner.jsl.biobert').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature..\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_jsl_biobert download started this may take some time.\n","Approximate size to download 15.8 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...21-day-old[[-0.8513102531433105, -0.7403939366340637, 0....1.0The patient is a 21-day-old Caucasian male her...AgeThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...male[[-0.8513102531433105, -0.7403939366340637, 0....0.9841The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...congestion[[-0.8513102531433105, -0.7403939366340637, 0....0.9085The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...mom[[-0.8513102531433105, -0.7403939366340637, 0....0.9583The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...she[[-0.8513102531433105, -0.7403939366340637, 0....0.9427The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...mild[[-0.8513102531433105, -0.7403939366340637, 0....0.8381The patient is a 21-day-old Caucasian male her...ModifierThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...problems with his breathing[[-0.8513102531433105, -0.7403939366340637, 0....0.230475The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...negative[[-0.8513102531433105, -0.7403939366340637, 0....0.9733The patient is a 21-day-old Caucasian male her...NegatedThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...perioral cyanosis[[-0.8513102531433105, -0.7403939366340637, 0....0.41369998The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...retractions[[-0.8513102531433105, -0.7403939366340637, 0....0.9363The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...mom[[-0.8513102531433105, -0.7403939366340637, 0....0.8913The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...Tylenol[[-0.8513102531433105, -0.7403939366340637, 0....0.9546The patient is a 21-day-old Caucasian male her...Drug_NameThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...His[[-0.8513102531433105, -0.7403939366340637, 0....0.9371The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...his[[-0.8513102531433105, -0.7403939366340637, 0....0.885The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...respiratory congestion[[-0.8513102531433105, -0.7403939366340637, 0....0.42299998The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...He[[-0.8513102531433105, -0.7403939366340637, 0....0.9434The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...fussy[[-0.8513102531433105, -0.7403939366340637, 0....0.7067The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...
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"],"text/plain":[" token ... text\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... The patient is a 21-day-old Caucasian male her...\n","\n","[17 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"markdown","metadata":{"id":"FA-9rBrnV5eS"},"source":["# [Medical Named Entity Recognizer: ner.jsl.enriched\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_jsl_enriched_en.html)\n"]},{"cell_type":"code","metadata":{"id":"9JdoG_LeWDbM","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110427136,"user_tz":-300,"elapsed":425995,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"c4eb884f-3fa9-408f-a5a4-610c0b9079fb"},"source":["nlu.load('en.med_ner.jsl.enriched').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature..\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_jsl_enriched download started this may take some time.\n","Approximate size to download 14.1 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, is, a, 21-day-old, Caucasian, m...858993459221-day-old[The patient is a 21-day-old Caucasian male he...0.9923The patient is a 21-day-old Caucasian male her...AgeThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592male[The patient is a 21-day-old Caucasian male he...0.9667The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592congestion[The patient is a 21-day-old Caucasian male he...0.9163The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mom[The patient is a 21-day-old Caucasian male he...0.9424The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592she[The patient is a 21-day-old Caucasian male he...0.9354The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mild[The patient is a 21-day-old Caucasian male he...0.4362The patient is a 21-day-old Caucasian male her...ModifierThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592problems with his breathing[The patient is a 21-day-old Caucasian male he...0.2764The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592negative[The patient is a 21-day-old Caucasian male he...0.9762The patient is a 21-day-old Caucasian male her...NegationThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592perioral cyanosis[The patient is a 21-day-old Caucasian male he...0.5155The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592retractions[The patient is a 21-day-old Caucasian male he...0.8804The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mom[The patient is a 21-day-old Caucasian male he...0.99The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592tactile temperature[The patient is a 21-day-old Caucasian male he...0.48825002The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592Tylenol[The patient is a 21-day-old Caucasian male he...0.8964The patient is a 21-day-old Caucasian male her...Drug_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592decreased p.o. intake[The patient is a 21-day-old Caucasian male he...0.284375The patient is a 21-day-old Caucasian male her...Symptom_NameThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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[[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[28 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"markdown","metadata":{"id":"yBs2vEmIWr-W"},"source":["# [Medical Named Entity Recognizer: ner.measurements\t\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_measurements_clinical_en.html)\n","\n"]},{"cell_type":"code","metadata":{"id":"GIVYo7WLW1UZ","colab":{"base_uri":"https://localhost:8080/","height":253},"executionInfo":{"status":"ok","timestamp":1620110441574,"user_tz":-300,"elapsed":440124,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"0531f405-5297-4100-ae6c-0ae7fc4e4de9"},"source":["nlu.load('en.med_ner.measurements').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature..\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_measurements_clinical download started this may take some time.\n","Approximate size to download 14.1 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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texttokenorigin_indexsentenceword_embedding_glovedocument
0The patient is a 21-day-old Caucasian male her...[The, patient, is, a, 21-day-old, Caucasian, m...8589934592[The patient is a 21-day-old Caucasian male he...[[-0.0823686420917511, -0.3178570866584778, 0....The patient is a 21-day-old Caucasian male her...
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"],"text/plain":[" text ... document\n","0 The patient is a 21-day-old Caucasian male her... ... The patient is a 21-day-old Caucasian male her...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":35}]},{"cell_type":"markdown","metadata":{"id":"tpqjQ9ySXM8C"},"source":["# [Medical Named Entity Recognizer: ner.medmentions\t\t\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_medmentions_coarse_en.html)\n","\n","\n"]},{"cell_type":"code","metadata":{"id":"vPLKWBB8W7Yk","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110463570,"user_tz":-300,"elapsed":461786,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"49a4e9fd-e7f8-489c-8a85-8b48b2e0747e"},"source":["nlu.load('en.med_ner.medmentions').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature..\", output_level='chunk')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_medmentions_coarse download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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[[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[23 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":36}]},{"cell_type":"markdown","metadata":{"id":"XAqvdI25Xt5U"},"source":["# [Medical Named Entity Recognizer: ner.posology](https://nlp.johnsnowlabs.com/2020/04/15/ner_posology_en.html)\n"]},{"cell_type":"code","metadata":{"id":"tIBsi57jXzlx","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110486480,"user_tz":-300,"elapsed":484327,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"4216c042-9c70-44f9-9bed-93a9d16b3e6f"},"source":["nlu.load('en.med_ner.posology').predict(\"The patient is a 30-year-old female with a long history of insulin dependent diabetes, type 2; coronary artery disease; chronic renal insufficiency; peripheral vascular disease, also secondary to diabetes; who was originally admitted to an outside hospital for what appeared to be acute paraplegia, lower extremities. She did receive a course of Bactrim for 14 days for UTI. Evidently, at some point in time, the patient was noted to develop a pressure-type wound on the sole of her left foot and left great toe. She was also noted to have a large sacral wound; this is in a similar location with her previous laminectomy, and this continues to receive daily care. The patient was transferred secondary to inability to participate in full physical and occupational therapy and continue medical management of her diabetes, the sacral decubitus, left foot pressure wound, and associated complications of diabetes. She is given Fragmin 5000 units subcutaneously daily, Xenaderm to wounds topically b.i.d., Lantus 40 units subcutaneously at bedtime, OxyContin 30 mg p.o. q.12 h., folic acid 1 mg daily, levothyroxine 0.1 mg p.o. daily, Prevacid 30 mg daily, Avandia 4 mg daily, Norvasc 10 mg daily, Lexapro 20 mg daily, aspirin 81 mg daily, Senna 2 tablets p.o. q.a.m., Neurontin 400 mg p.o. t.i.d., Percocet 5/325 mg 2 tablets q.4 h. p.r.n., magnesium citrate 1 bottle p.o. p.r.n., sliding scale coverage insulin, Wellbutrin 100 mg p.o. daily, and Bactrim DS b.i.d.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_posology download started this may take some time.\n","Approximate size to download 13.8 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, is, a, 30-year-old, female, wit...8589934592insulin[The patient is a 30-year-old female with a lo...0.9858The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592Bactrim[The patient is a 30-year-old female with a lo...0.9964The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592for 14 days[The patient is a 30-year-old female with a lo...0.69273335The patient is a 30-year-old female with a lon...DURATIONThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592Fragmin[The patient is a 30-year-old female with a lo...0.9837The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...85899345925000 units[The patient is a 30-year-old female with a lo...0.69355The patient is a 30-year-old female with a lon...DOSAGEThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
..............................
0[The, patient, is, a, 30-year-old, female, wit...8589934592100 mg[The patient is a 30-year-old female with a lo...0.7059The patient is a 30-year-old female with a lon...STRENGTHThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592p.o[The patient is a 30-year-old female with a lo...0.9987The patient is a 30-year-old female with a lon...ROUTEThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592daily[The patient is a 30-year-old female with a lo...0.9956The patient is a 30-year-old female with a lon...FREQUENCYThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592Bactrim DS[The patient is a 30-year-old female with a lo...0.7446The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592b.i.d[The patient is a 30-year-old female with a lo...0.9997The patient is a 30-year-old female with a lon...FREQUENCYThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
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67 rows × 9 columns

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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n",".. ... ... ...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[67 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":37}]},{"cell_type":"markdown","metadata":{"id":"WBr9PPeSYaos"},"source":["# [Medical Named Entity Recognizer: ner.posology.biobert\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_biobert_en.html)\n"]},{"cell_type":"code","metadata":{"id":"OoKV6B33Yh6B","colab":{"base_uri":"https://localhost:8080/","height":498},"executionInfo":{"status":"ok","timestamp":1620110501788,"user_tz":-300,"elapsed":499288,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"efbb2f22-1c9f-4e98-91c4-bf7314d0119c"},"source":["nlu.load('en.med_ner.posology.biobert').predict(\"The patient is a 30-year-old female with a long history of insulin dependent diabetes, type 2; coronary artery disease; chronic renal insufficiency; peripheral vascular disease, also secondary to diabetes; who was originally admitted to an outside hospital for what appeared to be acute paraplegia, lower extremities. She did receive a course of Bactrim for 14 days for UTI. Evidently, at some point in time, the patient was noted to develop a pressure-type wound on the sole of her left foot and left great toe. She was also noted to have a large sacral wound; this is in a similar location with her previous laminectomy, and this continues to receive daily care. The patient was transferred secondary to inability to participate in full physical and occupational therapy and continue medical management of her diabetes, the sacral decubitus, left foot pressure wound, and associated complications of diabetes. She is given Fragmin 5000 units subcutaneously daily, Xenaderm to wounds topically b.i.d., Lantus 40 units subcutaneously at bedtime, OxyContin 30 mg p.o. q.12 h., folic acid 1 mg daily, levothyroxine 0.1 mg p.o. daily, Prevacid 30 mg daily, Avandia 4 mg daily, Norvasc 10 mg daily, Lexapro 20 mg daily, aspirin 81 mg daily, Senna 2 tablets p.o. q.a.m., Neurontin 400 mg p.o. t.i.d., Percocet 5/325 mg 2 tablets q.4 h. p.r.n., magnesium citrate 1 bottle p.o. p.r.n., sliding scale coverage insulin, Wellbutrin 100 mg p.o. daily, and Bactrim DS b.i.d.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_posology_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[The, patient, is, a, 30-year-old, female, wit...8589934592[The patient is a 30-year-old female with a lo...insulin[[-0.7802193760871887, -0.9052886962890625, 0....0.9848The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...
0[The, patient, is, a, 30-year-old, female, wit...8589934592[The patient is a 30-year-old female with a lo...Bactrim[[-0.7802193760871887, -0.9052886962890625, 0....1.0The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...
0[The, patient, is, a, 30-year-old, female, wit...8589934592[The patient is a 30-year-old female with a lo...for 14 days[[-0.7802193760871887, -0.9052886962890625, 0....0.999The patient is a 30-year-old female with a lon...DURATIONThe patient is a 30-year-old female with a lon...
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"],"text/plain":[" token ... text\n","0 [The, patient, is, a, 30-year-old, female, wit... ... The patient is a 30-year-old female with a lon...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... The patient is a 30-year-old female with a lon...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... The patient is a 30-year-old female with a lon...\n","\n","[3 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":38}]},{"cell_type":"markdown","metadata":{"id":"8RG_3kWVYx3M"},"source":["# [Medical Named Entity Recognizer: ner.posology.healthcare\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_posology_healthcare_en.html)\n"]},{"cell_type":"code","metadata":{"id":"6IYXpcFOY7F0","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110519151,"user_tz":-300,"elapsed":516270,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"d1a5bf37-dd7a-4914-b763-07a550d3bfea"},"source":["nlu.load('en.med_ner.posology.healthcare').predict(\"The patient is a 30-year-old female with a long history of insulin dependent diabetes, type 2; coronary artery disease; chronic renal insufficiency; peripheral vascular disease, also secondary to diabetes; who was originally admitted to an outside hospital for what appeared to be acute paraplegia, lower extremities. She did receive a course of Bactrim for 14 days for UTI. Evidently, at some point in time, the patient was noted to develop a pressure-type wound on the sole of her left foot and left great toe. She was also noted to have a large sacral wound; this is in a similar location with her previous laminectomy, and this continues to receive daily care. The patient was transferred secondary to inability to participate in full physical and occupational therapy and continue medical management of her diabetes, the sacral decubitus, left foot pressure wound, and associated complications of diabetes. She is given Fragmin 5000 units subcutaneously daily, Xenaderm to wounds topically b.i.d., Lantus 40 units subcutaneously at bedtime, OxyContin 30 mg p.o. q.12 h., folic acid 1 mg daily, levothyroxine 0.1 mg p.o. daily, Prevacid 30 mg daily, Avandia 4 mg daily, Norvasc 10 mg daily, Lexapro 20 mg daily, aspirin 81 mg daily, Senna 2 tablets p.o. q.a.m., Neurontin 400 mg p.o. t.i.d., Percocet 5/325 mg 2 tablets q.4 h. p.r.n., magnesium citrate 1 bottle p.o. p.r.n., sliding scale coverage insulin, Wellbutrin 100 mg p.o. daily, and Bactrim DS b.i.d.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_posology_healthcare download started this may take some time.\n","Approximate size to download 13.7 MB\n","[OK!]\n","embeddings_healthcare_100d download started this may take some time.\n","Approximate size to download 475.8 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, is, a, 30-year-old, female, wit...8589934592insulin[The patient is a 30-year-old female with a lo...0.9799The patient is a 30-year-old female with a lon...DrugThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592Bactrim[The patient is a 30-year-old female with a lo...0.9995The patient is a 30-year-old female with a lon...DrugThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592for 14 days[The patient is a 30-year-old female with a lo...0.6077The patient is a 30-year-old female with a lon...DurationThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592Fragmin[The patient is a 30-year-old female with a lo...0.9997The patient is a 30-year-old female with a lon...DrugThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...85899345925000 units[The patient is a 30-year-old female with a lo...0.68655The patient is a 30-year-old female with a lon...DosageThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
..............................
0[The, patient, is, a, 30-year-old, female, wit...8589934592p.o[The patient is a 30-year-old female with a lo...0.999The patient is a 30-year-old female with a lon...RouteThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592daily[The patient is a 30-year-old female with a lo...0.679The patient is a 30-year-old female with a lon...FrequencyThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592Bactrim[The patient is a 30-year-old female with a lo...0.9997The patient is a 30-year-old female with a lon...DrugThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592DS[The patient is a 30-year-old female with a lo...0.7113The patient is a 30-year-old female with a lon...StrengthThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
0[The, patient, is, a, 30-year-old, female, wit...8589934592b.i.d[The patient is a 30-year-old female with a lo...0.997The patient is a 30-year-old female with a lon...FrequencyThe patient is a 30-year-old female with a lon...[[-0.11429792642593384, 0.18037879467010498, -...
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68 rows × 9 columns

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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n",".. ... ... ...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.11429792642593384, 0.18037879467010498, -...\n","\n","[68 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":39}]},{"cell_type":"markdown","metadata":{"id":"hIaKHlncZIqc"},"source":["# [Medical Named Entity Recognizer: ner.posology.small\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_posology_small_en.html)\n"]},{"cell_type":"code","metadata":{"id":"uAcOj6TSZV38","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110535763,"user_tz":-300,"elapsed":532591,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"fe4fd250-010f-4444-d7c9-23d40ca06010"},"source":["nlu.load('en.med_ner.posology.small').predict(\"The patient is a 30-year-old female with a long history of insulin dependent diabetes, type 2; coronary artery disease; chronic renal insufficiency; peripheral vascular disease, also secondary to diabetes; who was originally admitted to an outside hospital for what appeared to be acute paraplegia, lower extremities. She did receive a course of Bactrim for 14 days for UTI. Evidently, at some point in time, the patient was noted to develop a pressure-type wound on the sole of her left foot and left great toe. She was also noted to have a large sacral wound; this is in a similar location with her previous laminectomy, and this continues to receive daily care. The patient was transferred secondary to inability to participate in full physical and occupational therapy and continue medical management of her diabetes, the sacral decubitus, left foot pressure wound, and associated complications of diabetes. She is given Fragmin 5000 units subcutaneously daily, Xenaderm to wounds topically b.i.d., Lantus 40 units subcutaneously at bedtime, OxyContin 30 mg p.o. q.12 h., folic acid 1 mg daily, levothyroxine 0.1 mg p.o. daily, Prevacid 30 mg daily, Avandia 4 mg daily, Norvasc 10 mg daily, Lexapro 20 mg daily, aspirin 81 mg daily, Senna 2 tablets p.o. q.a.m., Neurontin 400 mg p.o. t.i.d., Percocet 5/325 mg 2 tablets q.4 h. p.r.n., magnesium citrate 1 bottle p.o. p.r.n., sliding scale coverage insulin, Wellbutrin 100 mg p.o. daily, and Bactrim DS b.i.d.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_posology_small download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[The, patient, is, a, 30-year-old, female, wit...8589934592insulin[The patient is a 30-year-old female with a lo...0.995The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592Bactrim[The patient is a 30-year-old female with a lo...0.9997The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592for 14 days[The patient is a 30-year-old female with a lo...0.9154334The patient is a 30-year-old female with a lon...DURATIONThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592Fragmin[The patient is a 30-year-old female with a lo...0.9993The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...85899345925000 units[The patient is a 30-year-old female with a lo...0.60955The patient is a 30-year-old female with a lon...DOSAGEThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
..............................
0[The, patient, is, a, 30-year-old, female, wit...8589934592p.o.[The patient is a 30-year-old female with a lo...0.53025The patient is a 30-year-old female with a lon...ROUTEThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592daily[The patient is a 30-year-old female with a lo...0.9832The patient is a 30-year-old female with a lon...FREQUENCYThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592Bactrim[The patient is a 30-year-old female with a lo...0.9992The patient is a 30-year-old female with a lon...DRUGThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592DS[The patient is a 30-year-old female with a lo...0.6437The patient is a 30-year-old female with a lon...STRENGTHThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 30-year-old, female, wit...8589934592b.i.d[The patient is a 30-year-old female with a lo...0.9979The patient is a 30-year-old female with a lon...FREQUENCYThe patient is a 30-year-old female with a lon...[[-0.0823686420917511, -0.3178570866584778, 0....
\n","

68 rows × 9 columns

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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n",".. ... ... ...\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 30-year-old, female, wit... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[68 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":40}]},{"cell_type":"markdown","metadata":{"id":"5vv-xV69Zg2c"},"source":["# [Medical Named Entity Recognizer: ner.radiology\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_radiology_en.html)\n"]},{"cell_type":"code","metadata":{"id":"CfDEZjh0ZtBj","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110551068,"user_tz":-300,"elapsed":547573,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"620b0e73-c3aa-4543-e3b9-20ecb1e86e4e"},"source":["nlu.load('en.med_ner.radiology').predict(\"Bilateral breast ultrasound was subsequently performed, which demonstrated an ovoid mass measuring approximately 0.5 x 0.5 x 0.4 cm in diameter located within the anteromedial aspect of the left shoulder. This mass demonstrates isoechoic echotexture to the adjacent muscle, with no evidence of internal color flow. This may represent benign fibrous tissue or a lipoma.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_radiology download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
0[Bilateral, breast, ultrasound, was, subsequen...8589934592Bilateral breast[Bilateral breast ultrasound was subsequently ...0.94865Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592ultrasound[Bilateral breast ultrasound was subsequently ...0.6516Bilateral breast ultrasound was subsequently p...ImagingTestBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592ovoid mass[Bilateral breast ultrasound was subsequently ...0.5639Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...85899345920.5 x 0.5 x 0.4[Bilateral breast ultrasound was subsequently ...0.9752Bilateral breast ultrasound was subsequently p...MeasurementsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592cm[Bilateral breast ultrasound was subsequently ...0.9894Bilateral breast ultrasound was subsequently p...UnitsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592anteromedial aspect of the left shoulder[Bilateral breast ultrasound was subsequently ...0.6252Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592mass[Bilateral breast ultrasound was subsequently ...0.942Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592isoechoic echotexture[Bilateral breast ultrasound was subsequently ...0.5994Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592muscle[Bilateral breast ultrasound was subsequently ...0.7415Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592internal color flow[Bilateral breast ultrasound was subsequently ...0.29933333Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592benign fibrous tissue[Bilateral breast ultrasound was subsequently ...0.289Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592lipoma[Bilateral breast ultrasound was subsequently ...0.7789Bilateral breast ultrasound was subsequently p...Disease_Syndrome_DisorderBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
\n","
"],"text/plain":[" token ... word_embedding_glove\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","\n","[12 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":41}]},{"cell_type":"markdown","metadata":{"id":"E5Zu6cupZ8Z4"},"source":["# [Medical Named Entity Recognizer: ner.radiology.wip_clinical\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_radiology_wip_clinical_en.html\t)\n","\n"]},{"cell_type":"code","metadata":{"id":"iCNw3nzpaKoI","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110565244,"user_tz":-300,"elapsed":560939,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"f06d9741-40a9-4e7e-ec60-98e1d52a97bc"},"source":["nlu.load('en.med_ner.radiology.wip_clinical').predict(\"Bilateral breast ultrasound was subsequently performed, which demonstrated an ovoid mass measuring approximately 0.5 x 0.5 x 0.4 cm in diameter located within the anteromedial aspect of the left shoulder. This mass demonstrates isoechoic echotexture to the adjacent muscle, with no evidence of internal color flow. This may represent benign fibrous tissue or a lipoma.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_radiology_wip_clinical download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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0[Bilateral, breast, ultrasound, was, subsequen...8589934592breast[Bilateral breast ultrasound was subsequently ...0.867Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592ultrasound[Bilateral breast ultrasound was subsequently ...0.6285Bilateral breast ultrasound was subsequently p...ImagingTestBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592ovoid mass[Bilateral breast ultrasound was subsequently ...0.69535Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...85899345920.5 x 0.5 x 0.4[Bilateral breast ultrasound was subsequently ...0.92204Bilateral breast ultrasound was subsequently p...MeasurementsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592cm[Bilateral breast ultrasound was subsequently ...0.9994Bilateral breast ultrasound was subsequently p...UnitsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592anteromedial aspect[Bilateral breast ultrasound was subsequently ...0.14555Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592left[Bilateral breast ultrasound was subsequently ...0.4139Bilateral breast ultrasound was subsequently p...DirectionBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592shoulder[Bilateral breast ultrasound was subsequently ...0.3303Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592mass[Bilateral breast ultrasound was subsequently ...0.9564Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592isoechoic echotexture[Bilateral breast ultrasound was subsequently ...0.54645Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592muscle[Bilateral breast ultrasound was subsequently ...0.1574Bilateral breast ultrasound was subsequently p...BodyPartBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592internal color flow[Bilateral breast ultrasound was subsequently ...0.35046664Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592benign fibrous tissue[Bilateral breast ultrasound was subsequently ...0.47533333Bilateral breast ultrasound was subsequently p...ImagingFindingsBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
0[Bilateral, breast, ultrasound, was, subsequen...8589934592lipoma[Bilateral breast ultrasound was subsequently ...0.7462Bilateral breast ultrasound was subsequently p...Disease_Syndrome_DisorderBilateral breast ultrasound was subsequently p...[[-0.5400417447090149, 0.24526117742061615, -0...
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"],"text/plain":[" token ... word_embedding_glove\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","0 [Bilateral, breast, ultrasound, was, subsequen... ... [[-0.5400417447090149, 0.24526117742061615, -0...\n","\n","[15 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":42}]},{"cell_type":"markdown","metadata":{"id":"B512tqR0atP-"},"source":["# [Medical Named Entity Recognizer: ner.risk_factors\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/ner_risk_factors_en.html\t)\n","\n"]},{"cell_type":"code","metadata":{"id":"NW6wd6_XbLxR","colab":{"base_uri":"https://localhost:8080/","height":527},"executionInfo":{"status":"ok","timestamp":1620110580161,"user_tz":-300,"elapsed":575713,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"e79d5b4c-d48a-4508-cbb0-d22d97baee71"},"source":["nlu.load('en.med_ner.risk_factors').predict('HISTORY OF PRESENT ILLNESS: The patient is a 40-year-old white male who presents with a chief complaint of \"chest pain\". The patient is diabetic and has a prior history of coronary artery disease. The patient presents today stating that his chest pain started yesterday evening and has been somewhat intermittent. The severity of the pain has progressively increased. He describes the pain as a sharp and heavy pain which radiates to his neck & left arm. He ranks the pain a 7 on a scale of 1-10. He admits some shortness of breath & diaphoresis. He states that he has had nausea & 3 episodes of vomiting tonight. He denies any fever or chills. He admits prior episodes of similar pain prior to his PTCA in 1995. He states the pain is somewhat worse with walking and seems to be relieved with rest. There is no change in pain with positioning. He states that he took 3 nitroglycerin tablets sublingually over the past 1 hour, which he states has partially relieved his pain. The patient ranks his present pain a 4 on a scale of 1-10. The most recent episode of pain has lasted one-hour. The patient denies any history of recent surgery, head trauma, recent stroke, abnormal bleeding such as blood in urine or stool or nosebleed.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_risk_factors download started this may take some time.\n","Approximate size to download 13.9 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592diabetic[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9999HISTORY OF PRESENT ILLNESS: The patient is a 4...DIABETESHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592coronary artery disease[HISTORY OF PRESENT ILLNESS:, The patient is a...0.69963336HISTORY OF PRESENT ILLNESS: The patient is a 4...CADHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...85899345921995[HISTORY OF PRESENT ILLNESS:, The patient is a...0.984HISTORY OF PRESENT ILLNESS: The patient is a 4...PHIHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
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"],"text/plain":[" token ... word_embedding_glove\n","0 [HISTORY, OF, PRESENT, ILLNESS, :, The, patien... ... [[0.09692134708166122, 0.531410813331604, -0.0...\n","0 [HISTORY, OF, PRESENT, ILLNESS, :, The, patien... ... [[0.09692134708166122, 0.531410813331604, -0.0...\n","0 [HISTORY, OF, PRESENT, ILLNESS, :, The, patien... ... [[0.09692134708166122, 0.531410813331604, -0.0...\n","0 [HISTORY, OF, PRESENT, ILLNESS, :, The, patien... ... [[0.09692134708166122, 0.531410813331604, -0.0...\n","\n","[4 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":43}]},{"cell_type":"markdown","metadata":{"id":"szi-leEbbwJ5"},"source":["# [Medical Named Entity Recognizer: ner.risk_factors.biobert\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/ner_risk_factors_biobert_en.html\t)\n"]},{"cell_type":"code","metadata":{"id":"ffqCbuu5b7k8","colab":{"base_uri":"https://localhost:8080/","height":468},"executionInfo":{"status":"ok","timestamp":1620110595843,"user_tz":-300,"elapsed":591274,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"81518889-523b-4755-d35f-65d79ec0ce08"},"source":["nlu.load('en.med_ner.risk_factors.biobert').predict('HISTORY OF PRESENT ILLNESS: The patient is a 40-year-old white male who presents with a chief complaint of \"chest pain\". The patient is diabetic and has a prior history of coronary artery disease. The patient presents today stating that his chest pain started yesterday evening and has been somewhat intermittent. The severity of the pain has progressively increased. He describes the pain as a sharp and heavy pain which radiates to his neck & left arm. He ranks the pain a 7 on a scale of 1-10. He admits some shortness of breath & diaphoresis. He states that he has had nausea & 3 episodes of vomiting tonight. He denies any fever or chills. He admits prior episodes of similar pain prior to his PTCA in 1995. He states the pain is somewhat worse with walking and seems to be relieved with rest. There is no change in pain with positioning. He states that he took 3 nitroglycerin tablets sublingually over the past 1 hour, which he states has partially relieved his pain. The patient ranks his present pain a 4 on a scale of 1-10. The most recent episode of pain has lasted one-hour. The patient denies any history of recent surgery, head trauma, recent stroke, abnormal bleeding such as blood in urine or stool or nosebleed.', output_level='chunk')\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_risk_factors_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592[HISTORY OF PRESENT ILLNESS:, The patient is a...diabetic[[-1.205116868019104, 0.3560742139816284, -0.4...0.9845HISTORY OF PRESENT ILLNESS: The patient is a 4...DIABETESHISTORY OF PRESENT ILLNESS: The patient is a 4...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592[HISTORY OF PRESENT ILLNESS:, The patient is a...prior history of coronary artery disease[[-1.205116868019104, 0.3560742139816284, -0.4...0.39956665HISTORY OF PRESENT ILLNESS: The patient is a 4...CADHISTORY OF PRESENT ILLNESS: The patient is a 4...
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"],"text/plain":[" token ... text\n","0 [HISTORY, OF, PRESENT, ILLNESS, :, The, patien... ... HISTORY OF PRESENT ILLNESS: The patient is a 4...\n","0 [HISTORY, OF, PRESENT, ILLNESS, :, The, patien... ... HISTORY OF PRESENT ILLNESS: The patient is a 4...\n","\n","[2 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":44}]},{"cell_type":"markdown","metadata":{"id":"1W1f8NF9ciaA"},"source":["# [Medical Named Entity Recognizer: ner.tumour\t\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/nerdl_tumour_demo_en.html\t)\n","\n"]},{"cell_type":"code","metadata":{"id":"TQZvJQgAcz7_","colab":{"base_uri":"https://localhost:8080/","height":253},"executionInfo":{"status":"ok","timestamp":1620110608147,"user_tz":-300,"elapsed":603455,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"bbf24191-32ee-4c53-97ec-fdacacbcfa1a"},"source":["nlu.load('en.med_ner.tumour').predict('HISTORY OF PRESENT ILLNESS: The patient is a 40-year-old white male who presents with a chief complaint of \"chest pain\". The patient is diabetic and has a prior history of coronary artery disease. The patient presents today stating that his chest pain started yesterday evening and has been somewhat intermittent. The severity of the pain has progressively increased. He describes the pain as a sharp and heavy pain which radiates to his neck & left arm. He ranks the pain a 7 on a scale of 1-10. He admits some shortness of breath & diaphoresis. He states that he has had nausea & 3 episodes of vomiting tonight. He denies any fever or chills. He admits prior episodes of similar pain prior to his PTCA in 1995. He states the pain is somewhat worse with walking and seems to be relieved with rest. There is no change in pain with positioning. He states that he took 3 nitroglycerin tablets sublingually over the past 1 hour, which he states has partially relieved his pain. The patient ranks his present pain a 4 on a scale of 1-10. The most recent episode of pain has lasted one-hour. The patient denies any history of recent surgery, head trauma, recent stroke, abnormal bleeding such as blood in urine or stool or nosebleed.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["nerdl_tumour_demo download started this may take some time.\n","Approximate size to download 14 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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texttokenorigin_indexsentenceword_embedding_glovedocument
0HISTORY OF PRESENT ILLNESS: The patient is a 4...[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592[HISTORY OF PRESENT ILLNESS:, The patient is a...[[0.09692134708166122, 0.531410813331604, -0.0...HISTORY OF PRESENT ILLNESS: The patient is a 4...
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"],"text/plain":[" text ... document\n","0 HISTORY OF PRESENT ILLNESS: The patient is a 4... ... HISTORY OF PRESENT ILLNESS: The patient is a 4...\n","\n","[1 rows x 6 columns]"]},"metadata":{"tags":[]},"execution_count":45}]},{"cell_type":"markdown","metadata":{"id":"vuVWEuT2dI36"},"source":["# [KEIN LINK ZU en.med_ner.jsl.wip.clinical]\t"]},{"cell_type":"markdown","metadata":{"id":"Q1u9b84pdPs5"},"source":["# [Medical Named Entity Recognizer: ner.jsl.wip.clinical.greedy\t\t\t\t](https://nlp.johnsnowlabs.com/2021/03/31/jsl_ner_wip_clinical_en.html\t)\n","\t"]},{"cell_type":"code","metadata":{"id":"Bs_cikX5ddpZ","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110630526,"user_tz":-300,"elapsed":625652,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"90e74e02-24b1-48b2-95ff-d6e210250ba4"},"source":["nlu.load('en.med_ner.jsl.wip.clinical.greedy').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_greedy_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592Caucasian[The patient is a 21-day-old Caucasian male he...0.9999The patient is a 21-day-old Caucasian male her...Race_EthnicityThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592male[The patient is a 21-day-old Caucasian male he...0.9923The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592for 2 days[The patient is a 21-day-old Caucasian male he...0.4955667The patient is a 21-day-old Caucasian male her...DurationThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592congestion[The patient is a 21-day-old Caucasian male he...0.8771The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mom[The patient is a 21-day-old Caucasian male he...0.8069The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592suctioning yellow discharge[The patient is a 21-day-old Caucasian male he...0.1566The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592nares[The patient is a 21-day-old Caucasian male he...0.6004The patient is a 21-day-old Caucasian male her...External_body_part_or_regionThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592she[The patient is a 21-day-old Caucasian male he...0.9964The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mild problems with his breathing while feeding[The patient is a 21-day-old Caucasian male he...0.1403The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592perioral cyanosis[The patient is a 21-day-old Caucasian male he...0.33235The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592retractions[The patient is a 21-day-old Caucasian male he...0.9465The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592One day ago[The patient is a 21-day-old Caucasian male he...0.3499The patient is a 21-day-old Caucasian male her...RelativeDateThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mom[The patient is a 21-day-old Caucasian male he...0.7424The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592tactile temperature[The patient is a 21-day-old Caucasian male he...0.14595The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592decreased p.o. intake[The patient is a 21-day-old Caucasian male he...0.092875004The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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0[The, patient, is, a, 21-day-old, Caucasian, m...858993459220 minutes[The patient is a 21-day-old Caucasian male he...0.1453The patient is a 21-day-old Caucasian male her...DurationThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592q.2h.[The patient is a 21-day-old Caucasian male he...0.662The patient is a 21-day-old Caucasian male her...FrequencyThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592to 5 to 10 minutes[The patient is a 21-day-old Caucasian male he...0.10098The patient is a 21-day-old Caucasian male her...DurationThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592his[The patient is a 21-day-old Caucasian male he...0.989The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592respiratory congestion[The patient is a 21-day-old Caucasian male he...0.28855002The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592He[The patient is a 21-day-old Caucasian male he...0.993The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592tired[The patient is a 21-day-old Caucasian male he...0.8756The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592fussy[The patient is a 21-day-old Caucasian male he...0.8323The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592over the past 2 days[The patient is a 21-day-old Caucasian male he...0.32277998The patient is a 21-day-old Caucasian male her...RelativeDateThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592albuterol[The patient is a 21-day-old Caucasian male he...0.9381The patient is a 21-day-old Caucasian male her...DrugThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592ER[The patient is a 21-day-old Caucasian male he...0.9887The patient is a 21-day-old Caucasian male her...Clinical_DeptThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592urine output has also decreased[The patient is a 21-day-old Caucasian male he...0.095860004The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592per 24 hours[The patient is a 21-day-old Caucasian male he...0.39153334The patient is a 21-day-old Caucasian male her...FrequencyThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592per 24 hours[The patient is a 21-day-old Caucasian male he...0.32549998The patient is a 21-day-old Caucasian male her...FrequencyThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592Mom[The patient is a 21-day-old Caucasian male he...0.739The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592diarrhea[The patient is a 21-day-old Caucasian male he...0.9762The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592His[The patient is a 21-day-old Caucasian male he...0.9847The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592bowel movements are yellow colored[The patient is a 21-day-old Caucasian male he...0.12082The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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"],"text/plain":[" token ... word_embedding_glove\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... 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[[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[39 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":46}]},{"cell_type":"markdown","metadata":{"id":"XgAPfIWEd3AK"},"source":["# [Medical Named Entity Recognizer: ner.jsl.wip.clinical.modifier\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/jsl_ner_wip_modifier_clinical_en.html\t)\n"]},{"cell_type":"code","metadata":{"id":"wik-5ZjCeAM5","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110653576,"user_tz":-300,"elapsed":648544,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"26e03ad1-372f-41af-f99c-4835a120e0fb"},"source":["nlu.load('en.med_ner.jsl.wip.clinical.modifier').predict(\"The patient is a 21-day-old Caucasian male here for 2 days of congestion - mom has been suctioning yellow discharge from the patient's nares, plus she has noticed some mild problems with his breathing while feeding (but negative for any perioral cyanosis or retractions). One day ago, mom also noticed a tactile temperature and gave the patient Tylenol. Baby also has had some decreased p.o. intake. His normal breast-feeding is down from 20 minutes q.2h. to 5 to 10 minutes secondary to his respiratory congestion. He sleeps well, but has been more tired and has been fussy over the past 2 days. The parents noticed no improvement with albuterol treatments given in the ER. His urine output has also decreased; normally he has 8 to 10 wet and 5 dirty diapers per 24 hours, now he has down to 4 wet diapers per 24 hours. Mom denies any diarrhea. His bowel movements are yellow colored and soft in nature.\", output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_modifier_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592for 2 days[The patient is a 21-day-old Caucasian male he...0.4955667The patient is a 21-day-old Caucasian male her...DurationThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592congestion[The patient is a 21-day-old Caucasian male he...0.8771The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592suctioning yellow discharge[The patient is a 21-day-old Caucasian male he...0.1566The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592nares[The patient is a 21-day-old Caucasian male he...0.6004The patient is a 21-day-old Caucasian male her...External_body_part_or_regionThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592she[The patient is a 21-day-old Caucasian male he...0.9964The patient is a 21-day-old Caucasian male her...GenderThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592mild problems with his breathing while feeding[The patient is a 21-day-old Caucasian male he...0.1403The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592perioral cyanosis[The patient is a 21-day-old Caucasian male he...0.33235The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592retractions[The patient is a 21-day-old Caucasian male he...0.9465The patient is a 21-day-old Caucasian male her...SymptomThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
0[The, patient, is, a, 21-day-old, Caucasian, m...8589934592One day ago[The patient is a 21-day-old Caucasian male he...0.3499The patient is a 21-day-old Caucasian male her...RelativeDateThe patient is a 21-day-old Caucasian male her...[[-0.0823686420917511, -0.3178570866584778, 0....
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[[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","0 [The, patient, is, a, 21-day-old, Caucasian, m... ... [[-0.0823686420917511, -0.3178570866584778, 0....\n","\n","[39 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":47}]},{"cell_type":"markdown","metadata":{"id":"FnJif7kmefdR"},"source":["# [Medical Named Entity Recognizer: ner.jsl.wip.clinical.rd\t\t\t\t\t\t](https://nlp.johnsnowlabs.com/2021/04/01/jsl_rd_ner_wip_greedy_clinical_en.html\t)\n","\n"]},{"cell_type":"code","metadata":{"id":"ihpSBqn3es3_","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620110684379,"user_tz":-300,"elapsed":679229,"user":{"displayName":"ahmed lone","photoUrl":"","userId":"02458088882398909889"}},"outputId":"65af5c40-9fdf-42c4-d98d-f4652b989729"},"source":["nlu.load('en.med_ner.jsl.wip.clinical.rd').predict('HISTORY OF PRESENT ILLNESS: The patient is a 40-year-old white male who presents with a chief complaint of \"chest pain\". The patient is diabetic and has a prior history of coronary artery disease. The patient presents today stating that his chest pain started yesterday evening and has been somewhat intermittent. The severity of the pain has progressively increased. He describes the pain as a sharp and heavy pain which radiates to his neck & left arm. He ranks the pain a 7 on a scale of 1-10. He admits some shortness of breath & diaphoresis. He states that he has had nausea & 3 episodes of vomiting tonight. He denies any fever or chills. He admits prior episodes of similar pain prior to his PTCA in 1995. He states the pain is somewhat worse with walking and seems to be relieved with rest. There is no change in pain with positioning. He states that he took 3 nitroglycerin tablets sublingually over the past 1 hour, which he states has partially relieved his pain. The patient ranks his present pain a 4 on a scale of 1-10. The most recent episode of pain has lasted one-hour. The patient denies any history of recent surgery, head trauma, recent stroke, abnormal bleeding such as blood in urine or stool or nosebleed.', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_rd_ner_wip_greedy_clinical download started this may take some time.\n","Approximate size to download 14.6 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592diabetic[HISTORY OF PRESENT ILLNESS:, The patient is a...0.988HISTORY OF PRESENT ILLNESS: The patient is a 4...DiabetesHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592coronary artery disease[HISTORY OF PRESENT ILLNESS:, The patient is a...0.45583335HISTORY OF PRESENT ILLNESS: The patient is a 4...Heart_DiseaseHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592today[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9999HISTORY OF PRESENT ILLNESS: The patient is a 4...RelativeDateHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592his[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9963HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592chest pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.37975HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592yesterday[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9998HISTORY OF PRESENT ILLNESS: The patient is a 4...RelativeDateHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592evening[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9204HISTORY OF PRESENT ILLNESS: The patient is a 4...RelativeTimeHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592intermittent[HISTORY OF PRESENT ILLNESS:, The patient is a...0.8442HISTORY OF PRESENT ILLNESS: The patient is a 4...ModifierHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9452HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592progressively increased[HISTORY OF PRESENT ILLNESS:, The patient is a...0.61445HISTORY OF PRESENT ILLNESS: The patient is a 4...ModifierHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592He[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9981HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9571HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592sharp and heavy pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.12515HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592his[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9621HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592neck[HISTORY OF PRESENT ILLNESS:, The patient is a...0.7772HISTORY OF PRESENT ILLNESS: The patient is a 4...BodyPartHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592left[HISTORY OF PRESENT ILLNESS:, The patient is a...0.7792HISTORY OF PRESENT ILLNESS: The patient is a 4...DirectionHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592arm[HISTORY OF PRESENT ILLNESS:, The patient is a...0.4877HISTORY OF PRESENT ILLNESS: The patient is a 4...BodyPartHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592He[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9972HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9398HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592He[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9988HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592shortness of breath[HISTORY OF PRESENT ILLNESS:, The patient is a...0.56063336HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592diaphoresis[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9862HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
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0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592nausea[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9814HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592vomiting[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9592HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592He[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9971HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592fever[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9873HISTORY OF PRESENT ILLNESS: The patient is a 4...VS_FindingHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592chills[HISTORY OF PRESENT ILLNESS:, The patient is a...0.997HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
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0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592his[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9942HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
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0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.958HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592change in pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.26476666HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592He[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9912HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592he[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9595HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...85899345923 nitroglycerin tablets sublingually[HISTORY OF PRESENT ILLNESS:, The patient is a...0.136375HISTORY OF PRESENT ILLNESS: The patient is a 4...DrugHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592over the past 1 hour[HISTORY OF PRESENT ILLNESS:, The patient is a...0.19424HISTORY OF PRESENT ILLNESS: The patient is a 4...DurationHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592he[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9952HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592his[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9942HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
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0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592his[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9948HISTORY OF PRESENT ILLNESS: The patient is a 4...GenderHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.8583HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592pain[HISTORY OF PRESENT ILLNESS:, The patient is a...0.9765HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592head trauma[HISTORY OF PRESENT ILLNESS:, The patient is a...0.52349997HISTORY OF PRESENT ILLNESS: The patient is a 4...Injury_or_PoisoningHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592recent stroke[HISTORY OF PRESENT ILLNESS:, The patient is a...0.5809HISTORY OF PRESENT ILLNESS: The patient is a 4...Cerebrovascular_DiseaseHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592abnormal bleeding[HISTORY OF PRESENT ILLNESS:, The patient is a...0.5213HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592blood in urine or stool[HISTORY OF PRESENT ILLNESS:, The patient is a...0.29754HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, The, patien...8589934592nosebleed[HISTORY OF PRESENT ILLNESS:, The patient is a...0.8984HISTORY OF PRESENT ILLNESS: The patient is a 4...SymptomHISTORY OF PRESENT ILLNESS: The patient is a 4...[[0.09692134708166122, 0.531410813331604, -0.0...
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He was to be admitted to the Day Hospital for cystectomy. He was seen in Urology Clinic and Radiology Clinic on 02/04/2003. HOSPITAL COURSE: Mr. Smith presented to the Day Hospital in anticipation for Urology surgery. On evaluation, EKG, echocardiogram was abnormal, a Cardiology consult was obtained. A cardiac adenosine stress MRI was then proceeded, same was positive for inducible ischemia, mild-to-moderate inferolateral subendocardial infarction with peri-infarct ischemia. In addition, inducible ischemia seen in the inferior lateral septum. Mr. Smith underwent a left heart catheterization, which revealed two vessel coronary artery disease. The RCA, proximal was 95% stenosed and the distal 80% stenosed. The mid LAD was 85% stenosed and the distal LAD was 85% stenosed. There was four Multi-Link Vision bare metal stents placed to decrease all four lesions to 0%. Following intervention, Mr. Smith was admitted to 7 Ardmore Tower under Cardiology Service under the direction of Dr. Hart. Mr. Smith had a noncomplicated post-intervention hospital course. He was stable for discharge home on 02/07/2003 with instructions to take Plavix daily for one month and Urology is aware of the same. ', output_level='chunk')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_deid_biobert download started this may take some time.\n","Approximate size to download 15.5 MB\n","[OK!]\n","biobert_pubmed_base_cased download started this may take some time.\n","Approximate size to download 386.4 MB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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tokenorigin_indexsentenceentitiesword_embedding_biobertentities_confidencedocumententities_classtext
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0[HISTORY, OF, PRESENT, ILLNESS, :, Mr, ., Smit...8589934592[HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60...John Green[[-1.2498122453689575, 0.44256696105003357, -0...0.5276HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...NAMEHISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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0[HISTORY, OF, PRESENT, ILLNESS, :, Mr, ., Smit...8589934592John Green[HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60...0.8888HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...NAMEHISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, Mr, ., Smit...85899345922347165768[HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60...0.9967HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...IDHISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...[[0.09692134708166122, 0.531410813331604, -0.0...
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0[HISTORY, OF, PRESENT, ILLNESS, :, Mr, ., Smit...858993459202/04/2003[HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60...0.8058HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...DATEHISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...[[0.09692134708166122, 0.531410813331604, -0.0...
0[HISTORY, OF, PRESENT, ILLNESS, :, Mr, ., Smit...8589934592Smith[HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60...0.9998HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...NAMEHISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...[[0.09692134708166122, 0.531410813331604, -0.0...
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0[HISTORY, OF, PRESENT, ILLNESS, :, Mr, ., Smit...8589934592Smith[HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60...0.9997HISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...NAMEHISTORY OF PRESENT ILLNESS: Mr. Smith is a 60-...[[0.09692134708166122, 0.531410813331604, -0.0...
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tokenorigin_indexentitiessentenceentities_confidencedocumententities_classtextword_embedding_glove
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[[0.040217556059360504, 0.4003961980342865, 0....\n","\n","[10 rows x 9 columns]"]},"metadata":{"tags":[]},"execution_count":53}]},{"cell_type":"code","metadata":{"id":"9X0WomcAFNXG"},"source":[""],"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/examples/colab/healthcare/relation_extraction/overview_relation.ipynb b/examples/colab/healthcare/relation_extraction/overview_relation.ipynb deleted file mode 100644 index abd21832..00000000 --- a/examples/colab/healthcare/relation_extraction/overview_relation.ipynb +++ /dev/null @@ -1 +0,0 @@ -{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"overview_relation.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"6eNOTF0z1ql2"},"source":["![JohnSnowLabs](https://nlp.johnsnowlabs.com/assets/images/logo.png)\n","\n","[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/healthcare/relation_extraction/overview_relation.ipynb)\n"]},{"cell_type":"markdown","metadata":{"id":"ZgUZduDZVTgN"},"source":["# Extract **relationships** between **named entities**\n","With the *Named Entity Recognizer** models provided by NLU you can extract various named entities from you dataset, like `disease` and `medicine` names, `treatments` , `tests` , `patient names` etc..\n","\n","Between these `entities` there can exist some relation. \n","For example, the sentence : \n","\"`Timmys` had a `headache` , it was treated with `paracetamol` by `Dr Sami` \" , \n","\n","it has the named entities `Dr Sami` , `Timmy` , `headache` , `paracetamol` and these entities have some relation between them.\n","\n","- The entity `Timmy` is related to `headache` , with a `has` relationship\n","- The entity `headache` is related to `paracetamol` with a `is treated with` relation ship\n","\n","\n","The **Relation Extractor** models classifies for each pair for entities, wether some kind of relationship exists between them.\n","\n","All the models avaiable are :\n","\n","| Language | nlu.load() reference | Spark NLP Model reference |\n","| -------- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n","| English | [assert](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_en.html) | [assertion_dl](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_en.html) |\n","| English | [assert.biobert](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_biobert_en.html) | [assertion_dl_biobert](https://nlp.johnsnowlabs.com/2021/01/26/assertion_dl_biobert_en.html) |\n","| English | [assert.healthcare](https://nlp.johnsnowlabs.com/2020/09/23/assertion_dl_healthcare_en.html) | [assertion_dl_healthcare](https://nlp.johnsnowlabs.com/2020/09/23/assertion_dl_healthcare_en.html) |\n","| English | [assert.large](https://nlp.johnsnowlabs.com/2020/05/21/assertion_dl_large_en.html) | [assertion_dl_large](https://nlp.johnsnowlabs.com/2020/05/21/assertion_dl_large_en.html) |"]},{"cell_type":"code","metadata":{"id":"OMiHjCtQhF_r","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620100622511,"user_tz":-120,"elapsed":123245,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"34f14c68-fd6c-4d96-f257-736126b9534d"},"source":["# # Install NLU\n","!wget https://setup.johnsnowlabs.com/nlu/colab.sh | bash\n","# # Upload add your spark_nlp_fo\"r_healthcare.json\n","\n","import nlu"],"execution_count":null,"outputs":[{"output_type":"stream","text":["--2021-05-04 03:54:59-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n","Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.111.133, 185.199.109.133, 185.199.110.133, ...\n","Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.111.133|:443... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 1671 (1.6K) [text/plain]\n","Saving to: ‘STDOUT’\n","\n","\r- 0%[ ] 0 --.-KB/s \rInstalling NLU 3.0.0 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n","- 100%[===================>] 1.63K --.-KB/s in 0s \n","\n","2021-05-04 03:54:59 (47.0 MB/s) - written to stdout [1671/1671]\n","\n","\u001b[K |████████████████████████████████| 204.8MB 74kB/s \n","\u001b[K |████████████████████████████████| 153kB 50.7MB/s \n","\u001b[K |████████████████████████████████| 204kB 21.9MB/s \n","\u001b[K |████████████████████████████████| 204kB 51.2MB/s \n","\u001b[?25h Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"T608HnSAiHVu"},"source":["#### [Relation extraction between body parts and direction entities (ReDL).](https://nlp.johnsnowlabs.com/2021/02/04/redl_bodypart_direction_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"SGdSUgz5hcEh","executionInfo":{"status":"ok","timestamp":1620100833150,"user_tz":-120,"elapsed":333877,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"cba97a42-9490-4a7d-d01e-c6ce50daf0fb"},"source":["import nlu\n","\n","nlu.load('en.med_ner.jsl.wip.clinical.greedy en.relation').predict('MRI demonstrated infarction in the upper brain stem , left cerebellum and right basil ganglia\"', output_level='relation') "],"execution_count":null,"outputs":[{"output_type":"stream","text":["Spark NLP Healthcare could not be imported. Installing latest spark-nlp-jsl PyPI package via pip...\n","jsl_ner_wip_greedy_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","redl_bodypart_direction_biobert download started this may take some time.\n","Approximate size to download 383.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textdocumentsentenceword_embedding_gloverelation_origin_indexentitiesentities_classrelation__entity1_beginrelation__entity1_endentities_confidencerelation__confidencerelation__entity2_endrelation__entity2_begintoken
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0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...02[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.6903815041[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...02[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.936002735754[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...02[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.85756486859[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...02[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.964613747874[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...02[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.89944389280[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...1726[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.97432743935[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...1726[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.776441345041[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...1726[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.96842535754[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...1726[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.983092256859[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...1726[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.986789767874[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...1726[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.978772769280[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...18589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...3539[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.99919285041[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...3539[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.993219445754[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...3539[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.97779576859[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...3539[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.99127477874[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...3539[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.981972169280[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...4150[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.74066525754[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...4150[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.752390746859[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...4150[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.78600987874[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...4150[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.94034129280[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...18589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...5457[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.9998746859[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...5457[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.99280587874[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...5457[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.98351289280[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...5968[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.98493997874[MRI, demonstrated, infarction, in, the, upper...
0MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...[MRI demonstrated infarction in the upper brai...[[0.30669355392456055, -0.18632292747497559, 0...08589934592[MRI, infarction, upper, brain stem, left, cer...[Test, Disease_Syndrome_Disorder, Direction, I...5968[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...0.98615149280[MRI, demonstrated, infarction, in, the, upper...
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textdocumentsentenceword_embedding_gloverelation_origin_indexentitiesentities_classrelation__entity1_beginrelation__entity1_endentities_confidencerelation__confidencerelation__entity2_endrelation__entity2_begintoken
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0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...321[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.63962535351[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...321[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.62304195855[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...08589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...321[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.981265966360[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...3946[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.99938765351[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...3946[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.999536755855[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...3946[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.999103076360[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...5153[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.99283515855[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...5153[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.998589346360[No, neurologic, deficits, other, than, some, ...
0No neurologic deficits other than some numbnes...No neurologic deficits other than some numbnes...[No neurologic deficits other than some numbne...[[-0.31757616996765137, -0.1074424758553505, 0...18589934592[neurologic deficits, numbness, his, left, hand][Symptom, Symptom, Gender, Direction, External...5558[0.5703, 0.9583, 0.8946, 0.3636, 0.6644]0.99710586360[No, neurologic, deficits, other, than, some, ...
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"],"text/plain":[" text ... token\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","0 No neurologic deficits other than some numbnes... ... [No, neurologic, deficits, other, than, some, ...\n","\n","[10 rows x 15 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"markdown","metadata":{"id":"Jde3GStIxI4A"},"source":["#### [Relation extraction between body parts and procedures](https://nlp.johnsnowlabs.com/2021/02/04/redl_bodypart_procedure_test_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":861},"id":"py3WMEBdxI4B","executionInfo":{"status":"ok","timestamp":1620100922818,"user_tz":-120,"elapsed":423532,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"8daffa9c-bce5-4c9b-debc-a9fcac13c45e"},"source":["nlu.load('en.med_ner.jsl.wip.clinical.greedy en.relation.bodypart.procedure').predict(\"TECHNIQUE IN DETAIL: After informed consent was obtained from the patient and his mother, the chest was scanned with portable ultrasound.\", output_level='relation') "],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_greedy_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","redl_bodypart_procedure_test_biobert download started this may take some time.\n","Approximate size to download 383.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textdocumentsentenceword_embedding_gloverelation_origin_indexentitiesentities_classrelation__entity1_beginrelation__entity1_endentities_confidencerelation__confidencerelation__entity2_endrelation__entity2_begintoken
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0TECHNIQUE IN DETAIL: After informed consent wa...TECHNIQUE IN DETAIL: After informed consent wa...[TECHNIQUE IN DETAIL: After informed consent w...[[0.278702974319458, 0.49658653140068054, -0.1...18589934592[TECHNIQUE IN DETAIL:, his mother, chest, port...[Section_Header, Gender, External_body_part_or...019[0.37857503, 0.63435, 0.8873, 0.17234999]0.99972799894[TECHNIQUE, IN, DETAIL, :, After, informed, co...
0TECHNIQUE IN DETAIL: After informed consent wa...TECHNIQUE IN DETAIL: After informed consent wa...[TECHNIQUE IN DETAIL: After informed consent w...[[0.278702974319458, 0.49658653140068054, -0.1...18589934592[TECHNIQUE IN DETAIL:, his mother, chest, port...[Section_Header, Gender, External_body_part_or...019[0.37857503, 0.63435, 0.8873, 0.17234999]0.9960348135117[TECHNIQUE, IN, DETAIL, :, After, informed, co...
0TECHNIQUE IN DETAIL: After informed consent wa...TECHNIQUE IN DETAIL: After informed consent wa...[TECHNIQUE IN DETAIL: After informed consent w...[[0.278702974319458, 0.49658653140068054, -0.1...18589934592[TECHNIQUE IN DETAIL:, his mother, chest, port...[Section_Header, Gender, External_body_part_or...7887[0.37857503, 0.63435, 0.8873, 0.17234999]0.999654659894[TECHNIQUE, IN, DETAIL, :, After, informed, co...
0TECHNIQUE IN DETAIL: After informed consent wa...TECHNIQUE IN DETAIL: After informed consent wa...[TECHNIQUE IN DETAIL: After informed consent w...[[0.278702974319458, 0.49658653140068054, -0.1...18589934592[TECHNIQUE IN DETAIL:, his mother, chest, port...[Section_Header, Gender, External_body_part_or...7887[0.37857503, 0.63435, 0.8873, 0.17234999]0.98877674135117[TECHNIQUE, IN, DETAIL, :, After, informed, co...
0TECHNIQUE IN DETAIL: After informed consent wa...TECHNIQUE IN DETAIL: After informed consent wa...[TECHNIQUE IN DETAIL: After informed consent w...[[0.278702974319458, 0.49658653140068054, -0.1...18589934592[TECHNIQUE IN DETAIL:, his mother, chest, port...[Section_Header, Gender, External_body_part_or...9498[0.37857503, 0.63435, 0.8873, 0.17234999]0.9994235135117[TECHNIQUE, IN, DETAIL, :, After, informed, co...
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"],"text/plain":[" text ... token\n","0 TECHNIQUE IN DETAIL: After informed consent wa... ... [TECHNIQUE, IN, DETAIL, :, After, informed, co...\n","0 TECHNIQUE IN DETAIL: After informed consent wa... ... [TECHNIQUE, IN, DETAIL, :, After, informed, co...\n","0 TECHNIQUE IN DETAIL: After informed consent wa... ... [TECHNIQUE, IN, DETAIL, :, After, informed, co...\n","0 TECHNIQUE IN DETAIL: After informed consent wa... ... [TECHNIQUE, IN, DETAIL, :, After, informed, co...\n","0 TECHNIQUE IN DETAIL: After informed consent wa... ... [TECHNIQUE, IN, DETAIL, :, After, informed, co...\n","0 TECHNIQUE IN DETAIL: After informed consent wa... ... [TECHNIQUE, IN, DETAIL, :, After, informed, co...\n","\n","[6 rows x 15 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"l5mCMZNhxLuf"},"source":["#### [Extract relations between chemicals and proteins (ReDL)](https://nlp.johnsnowlabs.com/2021/02/04/redl_chemprot_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"zQBPjOqLxLug","executionInfo":{"status":"ok","timestamp":1620101331937,"user_tz":-120,"elapsed":832646,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"c122d0ee-cae7-4d95-fef0-0ad70ab85e51"},"source":["nlu.load('en.med_ner.chemprot.clinical en.relation.chemprot').predict(\"\"\"In this study, we examined the effects of mitiglinide on various cloned K(ATP) channels\n"," (Kir6.2/SUR1, Kir6.2/SUR2A, and Kir6.2/SUR2B) reconstituted in COS-1 cells, and compared them to another meglitinide-related compound, nateglinide. Patch-clamp analysis using\n"," inside-out recording configuration showed that mitiglinide inhibits the Kir6.2/SUR1 channel currents in a dose-dependent manner (IC50 value, 100 nM) but does not significantly\n"," inhibit either Kir6.2/SUR2A or Kir6.2/SUR2B channel currents even at high doses (more than 10 microM). Nateglinide inhibits Kir6.2/SUR1 and Kir6.2/SUR2B channels at 100 nM,\n"," and inhibits Kir6.2/SUR2A channels at high concentrations (1 microM). Binding experiments on mitiglinide, nateglinide, and repaglinide to SUR1 expressed in COS-1 cells \n"," revealed that they inhibit the binding of [3H]glibenclamide to SUR1 (IC50 values: mitiglinide, 280 nM; nateglinide, 8 microM; repaglinide, 1.6 microM), suggesting that\n"," they all share a glibenclamide binding site. The insulin responses to glucose, mitiglinide, tolbutamide, and glibenclamide in MIN6 cells after chronic mitiglinide, nateglinide,\n"," or repaglinide treatment were comparable to those after chronic tolbutamide and glibenclamide treatment. These results indicate that, similar to the sulfonylureas, mitiglinide \n"," is highly specific to the Kir6.2/SUR1 complex, i.e., the pancreatic beta-cell K(ATP) channel, \n"," and suggest that mitiglinide may be a clinically useful anti-diabetic drug.\"\"\", output_level='relation') "],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_chemprot_clinical download started this may take some time.\n","Approximate size to download 15.3 MB\n","[OK!]\n","redl_chemprot_biobert download started this may take some time.\n","Approximate size to download 383.4 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textdocumentsentenceword_embedding_gloverelation_origin_indexentitiesentities_classrelation__entity1_beginrelation__entity1_endentities_confidencerelation__confidencerelation__entity2_endrelation__entity2_begintoken
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0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...4252[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.99151516233223[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...4252[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.9847075552542[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...4252[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.993053715705[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...4252[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.9950728728718[In, this, study, ,, we, examined, the, effect...
................................................
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...12741286[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.592456313921386[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...12741286[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.8130290514221412[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...12891299[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.8474263513921386[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...12891299[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.7999165714221412[In, this, study, ,, we, examined, the, effect...
0In this study, we examined the effects of miti...In this study, we examined the effects of miti...[In this study, we examined the effects of mit...[[-0.03855392336845398, -0.6488023400306702, -...CPR:28589934592[mitiglinide, channels, nateglinide, mitiglini...[CHEMICAL, GENE-N, CHEMICAL, CHEMICAL, CHEMICA...13861392[0.9712, 0.9939, 0.957, 0.9757, 0.9705, 0.9938...0.5260216614221412[In, this, study, ,, we, examined, the, effect...
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390 rows × 15 columns

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textdocumentsentenceword_embedding_gloverelation_origin_indexentitiesentities_classrelation__entity1_beginrelation__entity1_endentities_confidencerelation__confidencerelation__entity2_endrelation__entity2_begintoken
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....O8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...3967[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.7718751153117[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....PIP8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...3967[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.76275325160157[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....PIP8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...3967[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.7473793209186[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....PIP8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...3967[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.78623843279262[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....PIP8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...3967[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.60012597293287[A, 28-year-old, female, with, a, history, of,...
................................................
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....O8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...379386[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.97909194415403[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....O8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...379386[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.9679937430423[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....O8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...390399[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.97594416415403[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....O8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...390399[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.9854054430423[A, 28-year-old, female, with, a, history, of,...
0A 28-year-old female with a history of gestati...A 28-year-old female with a history of gestati...[A 28-year-old female with a history of gestat...[[0.040217556059360504, 0.4003961980342865, 0....O8589934592[gestational diabetes mellitus, subsequent typ...[PROBLEM, PROBLEM, PROBLEM, PROBLEM, PROBLEM, ...403415[0.9205, 0.6079, 0.9928, 0.97975004, 0.9519333...0.98694396430423[A, 28-year-old, female, with, a, history, of,...
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62 rows × 15 columns

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"],"text/plain":[" text ... token\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n",".. ... ... ...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","0 A 28-year-old female with a history of gestati... ... [A, 28-year-old, female, with, a, history, of,...\n","\n","[62 rows x 15 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"nYn8GPXUxL81"},"source":["#### [Extract temporal relations among clinical events (ReDL)](https://nlp.johnsnowlabs.com/2021/02/04/redl_temporal_events_biobert_en.html)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"vUR8da-7xL82","executionInfo":{"status":"ok","timestamp":1620101460172,"user_tz":-120,"elapsed":960871,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"269429b2-f3c0-4c02-f05c-dc9c1c964641"},"source":["nlu.load('en.med_ner.events_clinical en.relation.temporal_events').predict(\"She is diagnosed with cancer in 1991. Then she was admitted to Mayo Clinic in May 2000 and discharged in October 2001\", output_level='relation') "],"execution_count":null,"outputs":[{"output_type":"stream","text":["ner_events_clinical download started this may take some time.\n","Approximate size to download 13.8 MB\n","[OK!]\n","redl_temporal_events_biobert download started this may take some time.\n","Approximate size to download 383.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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textdocumentsentenceword_embedding_gloverelation_origin_indexentitiesentities_classrelation__entity1_beginrelation__entity1_endentities_confidencerelation__confidencerelation__entity2_endrelation__entity2_begintoken
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0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...715[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.509081243532[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...BEFORE8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...715[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.50077287363[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...BEFORE8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...715[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.63558610091[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...2227[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.801253532[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...BEFORE8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...2227[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.57264455851[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...2227[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.577401647363[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...2227[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.56686858578[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...BEFORE8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...2227[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.593929410091[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...3235[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.70677287363[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...3235[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.71326478578[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...3235[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.68397474116105[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...AFTER8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...5158[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.66417647363[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...5158[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.54457818578[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...6373[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.69604538578[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...6373[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.636194116105[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...7885[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.6549295116105[She, is, diagnosed, with, cancer, in, 1991, ....
0She is diagnosed with cancer in 1991. Then she...She is diagnosed with cancer in 1991. Then she...[She is diagnosed with cancer in 1991., Then ...[[-0.21964989602565765, -0.2844458520412445, -...OVERLAP8589934592[diagnosed, cancer, 1991, admitted, Mayo Clini...[OCCURRENCE, PROBLEM, DATE, OCCURRENCE, CLINIC...91100[0.833, 0.9918, 0.9883, 0.9685, 0.8914, 0.9335...0.5050952116105[She, is, diagnosed, with, cancer, in, 1991, ....
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word_embedding_gloverelation_relation__entity1_beginrelation__confidencerelation__entity1_endentities_confidenceentities_classrelation__entity2_endorigin_indexentitiesrelation__entity2_beginsentencetokendocumenttext
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0[[-0.21964989602565765, -0.2844458520412445, -...0100.950170829[0.679, 0.76895, 0.69355, 0.8243, 0.9994, 0.5737][HP, HP, HP, HP, GENE, HP]618589934592[retinal degeneration, hearing loss, renal fai...49[She has a retinal degeneration, hearing loss ...[She, has, a, retinal, degeneration, ,, hearin...She has a retinal degeneration, hearing loss a...She has a retinal degeneration, hearing loss a...
0[[-0.21964989602565765, -0.2844458520412445, -...0100.865267229[0.679, 0.76895, 0.69355, 0.8243, 0.9994, 0.5737][HP, HP, HP, HP, GENE, HP]768589934592[retinal degeneration, hearing loss, renal fai...64[She has a retinal degeneration, hearing loss ...[She, has, a, retinal, degeneration, ,, hearin...She has a retinal degeneration, hearing loss a...She has a retinal degeneration, hearing loss a...
0[[-0.21964989602565765, -0.2844458520412445, -...0100.7020232729[0.679, 0.76895, 0.69355, 0.8243, 0.9994, 0.5737][HP, HP, HP, HP, GENE, HP]1038589934592[retinal degeneration, hearing loss, renal fai...96[She has a retinal degeneration, hearing loss ...[She, has, a, retinal, degeneration, ,, hearin...She has a retinal degeneration, hearing loss a...She has a retinal degeneration, hearing loss a...
0[[-0.21964989602565765, -0.2844458520412445, -...0100.512554729[0.679, 0.76895, 0.69355, 0.8243, 0.9994, 0.5737][HP, HP, HP, HP, GENE, HP]1808589934592[retinal degeneration, hearing loss, renal fai...162[She has a retinal degeneration, hearing loss ...[She, has, a, retinal, degeneration, ,, hearin...She has a retinal degeneration, hearing loss a...She has a retinal degeneration, hearing loss a...
0[[-0.21964989602565765, -0.2844458520412445, -...0320.978554943[0.679, 0.76895, 0.69355, 0.8243, 0.9994, 0.5737][HP, HP, HP, HP, GENE, HP]618589934592[retinal degeneration, hearing loss, renal fai...49[She has a retinal degeneration, hearing loss ...[She, has, a, retinal, degeneration, ,, hearin...She has a retinal degeneration, hearing loss a...She has a retinal degeneration, hearing loss a...
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0[[-0.21964989602565765, -0.2844458520412445, -...1320.848186143[0.679, 0.76895, 0.69355, 0.8243, 0.9994, 0.5737][HP, HP, HP, HP, GENE, HP]1038589934592[retinal degeneration, hearing loss, renal fai...96[She has a retinal degeneration, hearing loss ...[She, has, a, retinal, degeneration, ,, hearin...She has a retinal degeneration, hearing loss a...She has a retinal degeneration, hearing loss a...
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word_embedding_gloverelation_relation__entity1_beginrelation__confidencerelation__entity1_endentities_confidenceentities_classrelation__entity2_endorigin_indexentitiesrelation__entity2_beginsentencetokendocumenttext
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0[[-0.06080734729766846, -0.2955009639263153, -...DDI-false50.933884517[0.9973, 0.9998, 0.6996, 0.9998][DRUG, DRUG, DRUG, DRUG]1338589934592[carbamazepine, aripiprazole, adrenergic drugs...118[When carbamazepine is withdrawn from the comb...[When, carbamazepine, is, withdrawn, from, the...When carbamazepine is withdrawn from the combi...When carbamazepine is withdrawn from the combi...
0[[-0.06080734729766846, -0.2955009639263153, -...DDI-effect50.6265685617[0.9973, 0.9998, 0.6996, 0.9998][DRUG, DRUG, DRUG, DRUG]2788589934592[carbamazepine, aripiprazole, adrenergic drugs...270[When carbamazepine is withdrawn from the comb...[When, carbamazepine, is, withdrawn, from, the...When carbamazepine is withdrawn from the combi...When carbamazepine is withdrawn from the combi...
0[[-0.06080734729766846, -0.2955009639263153, -...DDI-false620.886800273[0.9973, 0.9998, 0.6996, 0.9998][DRUG, DRUG, DRUG, DRUG]1338589934592[carbamazepine, aripiprazole, adrenergic drugs...118[When carbamazepine is withdrawn from the comb...[When, carbamazepine, is, withdrawn, from, the...When carbamazepine is withdrawn from the combi...When carbamazepine is withdrawn from the combi...
0[[-0.06080734729766846, -0.2955009639263153, -...DDI-effect620.519566573[0.9973, 0.9998, 0.6996, 0.9998][DRUG, DRUG, DRUG, DRUG]2788589934592[carbamazepine, aripiprazole, adrenergic drugs...270[When carbamazepine is withdrawn from the comb...[When, carbamazepine, is, withdrawn, from, the...When carbamazepine is withdrawn from the combi...When carbamazepine is withdrawn from the combi...
0[[-0.06080734729766846, -0.2955009639263153, -...DDI-effect1180.8351256133[0.9973, 0.9998, 0.6996, 0.9998][DRUG, DRUG, DRUG, DRUG]2788589934592[carbamazepine, aripiprazole, adrenergic drugs...270[When carbamazepine is withdrawn from the comb...[When, carbamazepine, is, withdrawn, from, the...When carbamazepine is withdrawn from the combi...When carbamazepine is withdrawn from the combi...
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"],"text/plain":[" word_embedding_glove ... text\n","0 [[-0.06080734729766846, -0.2955009639263153, -... ... When carbamazepine is withdrawn from the combi...\n","0 [[-0.06080734729766846, -0.2955009639263153, -... ... When carbamazepine is withdrawn from the combi...\n","0 [[-0.06080734729766846, -0.2955009639263153, -... ... When carbamazepine is withdrawn from the combi...\n","0 [[-0.06080734729766846, -0.2955009639263153, -... ... When carbamazepine is withdrawn from the combi...\n","0 [[-0.06080734729766846, -0.2955009639263153, -... ... When carbamazepine is withdrawn from the combi...\n","0 [[-0.06080734729766846, -0.2955009639263153, -... ... When carbamazepine is withdrawn from the combi...\n","\n","[6 rows x 15 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"UL8QsG8e32Gm","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1620106088438,"user_tz":-120,"elapsed":21307,"user":{"displayName":"Christian Kasim Loan","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjqAD-ircKP-s5Eh6JSdkDggDczfqQbJGU_IRb4Hw=s64","userId":"14469489166467359317"}},"outputId":"1f657ddc-2e1f-404c-905e-d018d99696d1"},"source":["df = nlu.load('en.med_ner.jsl.wip.clinical.greedy en.relation').predict('MRI demonstrated infarction in the upper brain stem , left cerebellum and right basil ganglia\"', output_level='relation') \n","df "],"execution_count":null,"outputs":[{"output_type":"stream","text":["jsl_ner_wip_greedy_clinical download started this may take some time.\n","Approximate size to download 14.5 MB\n","[OK!]\n","redl_bodypart_direction_biobert download started this may take some time.\n","Approximate size to download 383.3 MB\n","[OK!]\n","embeddings_clinical download started this may take some time.\n","Approximate size to download 1.6 GB\n","[OK!]\n","sentence_detector_dl download started this may take some time.\n","Approximate size to download 354.6 KB\n","[OK!]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/html":["
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word_embedding_gloverelation_relation__entity1_beginrelation__confidencerelation__entity1_endentities_confidenceentities_classrelation__entity2_endorigin_indexentitiesrelation__entity2_beginsentencetokendocumenttext
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0[[0.30669355392456055, -0.18632292747497559, 0...000.95145282[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...[Test, Disease_Syndrome_Disorder, Direction, I...578589934592[MRI, infarction, upper, brain stem, left, cer...54[MRI demonstrated infarction in the upper brai...[MRI, demonstrated, infarction, in, the, upper...MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...
0[[0.30669355392456055, -0.18632292747497559, 0...000.856372062[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...[Test, Disease_Syndrome_Disorder, Direction, I...688589934592[MRI, infarction, upper, brain stem, left, cer...59[MRI demonstrated infarction in the upper brai...[MRI, demonstrated, infarction, in, the, upper...MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...
0[[0.30669355392456055, -0.18632292747497559, 0...000.972121362[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...[Test, Disease_Syndrome_Disorder, Direction, I...788589934592[MRI, infarction, upper, brain stem, left, cer...74[MRI demonstrated infarction in the upper brai...[MRI, demonstrated, infarction, in, the, upper...MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...
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0[[0.30669355392456055, -0.18632292747497559, 0...0170.581872526[0.9979, 0.1726, 0.1593, 0.2636, 0.4775, 0.813...[Test, Disease_Syndrome_Disorder, Direction, I...508589934592[MRI, infarction, upper, brain stem, left, cer...41[MRI demonstrated infarction in the upper brai...[MRI, demonstrated, infarction, in, the, upper...MRI demonstrated infarction in the upper brain...MRI demonstrated infarction in the upper brain...
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"\n", - "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/JohnSnowLabs/nlu/blob/master/examples/colab/visualization/NLU_visualizations_tutorial.ipynb)\n", - "\n", - "# With NLU and [Spark-NLP-Display](https://github.com/JohnSnowLabs/spark-nlp-display) you can visualize the outputs of various NLP models \n", - "visualization\n", - "## Available vizualizations\n", - "\n", - "- ner\n", - "- dep\n", - "- resolution\n", - "- relation\n", - "- assertion" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "5sQOK29tNYlL" - }, - "source": [ - "# Install NLU" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Fgyayzo48ziU", - "outputId": "6a1595a3-431e-4b66-fa9a-9dc2a85ad8bf" - }, - "source": [ - "!wget https://setup.johnsnowlabs.com/nlu/colab.sh -O - | bash\n", - "import nlu" - ], - "execution_count": 1, - "outputs": [ - { - "output_type": "stream", - "text": [ - "--2021-05-06 03:29:29-- https://setup.johnsnowlabs.com/nlu/colab.sh\n", - "Resolving setup.johnsnowlabs.com (setup.johnsnowlabs.com)... 51.158.130.125\n", - "Connecting to setup.johnsnowlabs.com (setup.johnsnowlabs.com)|51.158.130.125|:443... connected.\n", - "HTTP request sent, awaiting response... 302 Moved Temporarily\n", - "Location: https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh [following]\n", - "--2021-05-06 03:29:29-- https://raw.githubusercontent.com/JohnSnowLabs/nlu/master/scripts/colab_setup.sh\n", - "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", - "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", - "HTTP request sent, awaiting response... 200 OK\n", - "Length: 1662 (1.6K) [text/plain]\n", - "Saving to: ‘STDOUT’\n", - "\n", - "Installing NLU 3.0.1 with PySpark 3.0.2 and Spark NLP 3.0.1 for Google Colab ...\n", - 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See here for an overview](https://nlp.johnsnowlabs.com/models?task=Named+Entity+Recognition)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 138 - }, - "id": "EwIk8DSLlje4", - "outputId": "76781f55-d730-445f-e7ba-ae0f063d26e9" - }, - "source": [ - "nlu.load('ner').viz(\"Donald Trump from America and Angela Merkel from Germany don't share many oppinions.\")" - ], - "execution_count": 2, - "outputs": [ - { - "output_type": "stream", - "text": [ - "onto_recognize_entities_sm download started this may take some time.\n", - "Approx size to download 160.1 MB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " Donald Trump PERSON from America GPE and Angela Merkel PERSON from Germany GPE don't share many oppinions.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "7PbHZHel14Ot" - }, - "source": [ - "# Visualize Dependency tree \n", - "Visualizes the structure of the labeled dependency tree and part of speech tags" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 590 - }, - "id": "VtA6h62SVxTQ", - "outputId": "5c14f44b-1f90-4f63-a25d-6917b7cf20f1" - }, - "source": [ - "nlu.load('dep.typed').viz(\"Billy went to the mall\")" - ], - "execution_count": 3, - "outputs": [ - { - "output_type": "stream", - "text": [ - "Spark NLP Healthcare could not be imported. Installing latest spark-nlp-jsl PyPI package via pip...\n", - "dependency_typed_conllu download started this may take some time.\n", - "Approximate size to download 2.3 MB\n", - "[OK!]\n", - "pos_anc download started this may take some time.\n", - "Approximate size to download 3.9 MB\n", - "[OK!]\n", - "dependency_conllu download started this may take some time.\n", - "Approximate size to download 16.7 MB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "BillyNNPwentVBDtoTOtheDTmallNNnsubjnsubjmarknsubj" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 673 - }, - "id": "0Sip0vRS19wi", - "outputId": "dd846f82-2686-4304-e50d-336bc36233c0" - }, - "source": [ - "#Bigger Example\n", - "nlu.load('dep.typed').viz(\"Donald Trump from America and Angela Merkel from Germany don't share many oppinions but they both love John Snow Labs software\")" - ], - "execution_count": 4, - "outputs": [ - { - "output_type": "stream", - "text": [ - "dependency_typed_conllu download started this may take some time.\n", - "Approximate size to download 2.3 MB\n", - "[OK!]\n", - "pos_anc download started this may take some time.\n", - "Approximate size to download 3.9 MB\n", - "[OK!]\n", - "dependency_conllu download started this may take some time.\n", - "Approximate size to download 16.7 MB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "DonaldNNPTrumpNNPfromINAmericaNNPandCCAngelaNNPMerkelNNPfromINGermanyNNPdon'tNNshareNNmanyJJoppinionsNNSbutCCtheyPRPbothDTloveNNJohnNNPSnowNNPLabsNNPsoftwareNNcccaseflatnsubjflatamodflatflatnsubjflatflatcompoundflatflatflatdetflatflatflatflat" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "0loYPtIP1GtQ" - }, - "source": [ - "# Licensed visualizations\n", - "\n", - "The following cells showcase visualizations with licensed models. Make sure to upload your `spark_nlp_for_healthcare.json` or follow [the instrunctions here to get access to licensed features](https://nlu.johnsnowlabs.com/docs/en/examples_hc#automatically-authorize-google-colab-via-json-file) . \n", - "If you do not have any credentials yet, you can [grab some here](https://www.johnsnowlabs.com/spark-nlp-try-free/)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Fxu5aec7mwnF" - }, - "source": [ - "## Visualize resolution for entities\n", - "\n", - "Applicable to any of the [100+ Resolver models! See here for an overview](https://nlp.johnsnowlabs.com/models?task=Entity+Resolution)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 350 - }, - "id": "El2MNpo8_0H8", - "outputId": "b94f533c-571b-481d-c08e-89a201e24c2c" - }, - "source": [ - "nlu.load('med_ner.jsl.wip.clinical resolve_chunk.rxnorm.in').viz(\"He took 2 pills of Aspirin daily\")" - ], - "execution_count": 6, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "chunkresolve_rxnorm_in_clinical download started this may take some time.\n", - "Approximate size to download 26.9 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " He Gender took 2 Dosage2122105 rNAPc2 pills Form of Aspirin Drug_Ingredient1191 Aspirin daily Frequency
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 552 - }, - "id": "1klMOFjZmyGF", - "outputId": "4396ff6f-8e48-4aa4-e4f9-d6972419c951" - }, - "source": [ - "# bigger example\n", - "data = \"This is an 82 - year-old male with a history of prior tobacco use , hypertension , chronic renal insufficiency , COPD , gastritis , and TIA who initially presented to Braintree with a non-ST elevation MI and Guaiac positive stools , transferred to St . Margaret\\'s Center for Women & Infants for cardiac catheterization with PTCA to mid LAD lesion complicated by hypotension and bradycardia requiring Atropine , IV fluids and transient dopamine possibly secondary to vagal reaction , subsequently transferred to CCU for close monitoring , hemodynamically stable at the time of admission to the CCU .\"\n", - "nlu.load('med_ner.jsl.wip.clinical resolve_chunk.rxnorm.in').viz(data)\n" - ], - "execution_count": 7, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "chunkresolve_rxnorm_in_clinical download started this may take some time.\n", - "Approximate size to download 26.9 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " This is an 82 - year-old Age1314210 PPG-9 male Gender221885 catheter male, external with a history of prior tobacco Smoking10623 Tobacco use , hypertension Hypertension , chronic renal insufficiency Kidney_Disease259371 nutritional therapy, impaired renal function, soy , COPD Disease_Syndrome_Disorder , gastritis Disease_Syndrome_Disorder , and TIA Cerebrovascular_Disease1465366 clopidogrel HCl who initially presented to Braintree Drug_BrandName1000241 NORSKE with a non-ST elevation MI Heart_Disease191213 Lefradafiban and Guaiac Test60478 Gaxilose positive stools Test_Result , transferred to St . Margaret's Center Clinical_Dept2166616 London planetree for Women Gender25437 fusafungin & Infants Age for cardiac catheterization Procedure692103 CATHERIZATION SET with PTCA Procedure354305 Monteplase to mid LAD lesion Symptom185202 Pruv complicated by hypotension VS_Finding880291 NOSEBLEED and bradycardia VS_Finding requiring Atropine Drug_Ingredient1223 ATROPINE , IV Route fluids Drug_Ingredient237010 condurango fluid extract and transient dopamine Drug_Ingredient82010 dopamine HCl possibly secondary to vagal reaction Symptom1856754 Oryctolagus cuniculus parasympathetic nerve preparation , subsequently transferred to CCU Clinical_Dept for close monitoring , hemodynamically stable at the time of admission Admission_Discharge to the CCU Clinical_Dept .
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "4g9-HyYtm1MR" - }, - "source": [ - "## Visualize resolution sentences\n", - "Applicable to any of the [100+ Resolver models! See here for an overview](https://nlp.johnsnowlabs.com/models?task=Entity+Resolution)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 400 - }, - "id": "MFP2lPVlAQyf", - "outputId": "1d7adabf-e4ae-4ef9-ba71-6c687ec10a7c" - }, - "source": [ - "nlu.load('med_ner.jsl.wip.clinical resolve.icd10cm').viz('She was diagnosed with a respiratory congestion')" - ], - "execution_count": 8, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "sbiobertresolve_icd10cm download started this may take some time.\n", - "Approximate size to download 201 MB\n", - "[OK!]\n", - "sbiobert_base_cased_mli download started this may take some time.\n", - "Approximate size to download 384.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " She GenderJ45990 Exercise induced bronchospasm was diagnosed with a respiratory congestion VS_Finding
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 864 - }, - "id": "lBQAsPSXm2_Y", - "outputId": "29a5e779-f2e1-4394-af73-5326546badce" - }, - "source": [ - "# bigger example\n", - "data = 'The patient is a 5-month-old infant who presented initially on Monday with a cold, cough, and runny nose for 2 days. Mom states she had no fever. Her appetite was good but she was spitting up a lot. She had no difficulty breathing and her cough was described as dry and hacky. At that time, physical exam showed a right TM, which was red. Left TM was okay. She was fairly congested but looked happy and playful. She was started on Amoxil and Aldex and we told to recheck in 2 weeks to recheck her ear. Mom returned to clinic again today because she got much worse overnight. She was having difficulty breathing. She was much more congested and her appetite had decreased significantly today. She also spiked a temperature yesterday of 102.6 and always having trouble sleeping secondary to congestion'\n", - "nlu.load('med_ner.jsl.wip.clinical resolve.icd10cm').viz(data)" - ], - "execution_count": 9, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "sbiobertresolve_icd10cm download started this may take some time.\n", - "Approximate size to download 201 MB\n", - "[OK!]\n", - "sbiobert_base_cased_mli download started this may take some time.\n", - "Approximate size to download 384.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " The patient is a 5-month-old Age infant Age who presented initially on Monday RelativeDate with a cold Symptom, cough Symptom, and runny nose Symptom for 2 days Duration. Mom GenderR6883 Chills (without fever) states she Gender had no fever VS_Finding. Her GenderP762 Intestinal obstruction due to inspissated milk appetite was good but she Gender was spitting up a lot Symptom. She GenderF1690 Hallucinogen use, unspecified, uncomplicated had no difficulty breathing Symptom and her Gender cough Symptom was described as dry Modifier and hacky. At that time, physical exam showed a right Direction TM Internal_organ_or_component, which was red. Left DirectionZ4682 Encounter for fitting and adjustment of non-vascular catheter TM Internal_organ_or_component was okay. She GenderZ0110 Encounter for examination of ears and hearing without abnormal findings was fairly Modifier congested Symptom but looked happy and playful. She GenderZ9282 Status post administration of tPA (rtPA) in a different facility within the last 24 hours prior to admission to current facility was started on Amoxil Drug_BrandName and Aldex Drug_BrandName and we told to recheck in 2 weeks RelativeDate to recheck her Gender ear External_body_part_or_region. Mom GenderO98511 Other viral diseases complicating pregnancy, first trimester returned to clinic again today RelativeDate because she Gender got much worse overnight RelativeTime. She GenderR29810 Facial weakness was having difficulty breathing Symptom. She GenderG4452 New daily persistent headache (NDPH) was much more congested Symptom and her Gender appetite had decreased significantly Symptom today RelativeDate. She Gender also spiked a temperature yesterday RelativeDate of 102.6 Temperature and always having trouble sleeping Symptom secondary to congestion Symptom
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xX_E3ikZnLLw" - }, - "source": [ - "## Visualize assertion status of entities\n", - "Applicable to any of the [10 + Assertion models! See here for an overview](https://nlp.johnsnowlabs.com/models?task=Assertion+Status)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 320 - }, - "id": "d0a_GgOqnM7b", - "outputId": "ffda6df9-5b5e-4c25-8ae0-af40812c2004" - }, - "source": [ - "nlu.load('med_ner.clinical assert').viz(\"The MRI scan showed no signs of cancer in the left lung\")" - ], - "execution_count": 10, - "outputs": [ - { - "output_type": "stream", - "text": [ - "ner_clinical download started this may take some time.\n", - "Approximate size to download 13.9 MB\n", - "[OK!]\n", - "assertion_dl download started this may take some time.\n", - "Approximate size to download 1.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " The MRI scan TESTpresent showed no signs of cancer in the left lung PROBLEMabsent
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 622 - }, - "id": "hQPS_-2y-Quu", - "outputId": "5cab38bb-b12e-4f61-bd9f-c3eb4fbcbde4" - }, - "source": [ - "#bigger example\n", - "data ='This is the case of a very pleasant 46-year-old Caucasian female, seen in clinic on 12/11/07 during which time MRI of the left shoulder showed no evidence of rotator cuff tear. She did have a previous MRI of the cervical spine that did show an osteophyte on the left C6-C7 level. Based on this, negative MRI of the shoulder, the patient was recommended to have anterior cervical discectomy with anterior interbody fusion at C6-C7 level. Operation, expected outcome, risks, and benefits were discussed with her. Risks include, but not exclusive of bleeding and infection, bleeding could be soft tissue bleeding, which may compromise airway and may result in return to the operating room emergently for evacuation of said hematoma. There is also the possibility of bleeding into the epidural space, which can compress the spinal cord and result in weakness and numbness of all four extremities as well as impairment of bowel and bladder function. However, the patient may develop deeper-seated infection, which may require return to the operating room. Should the infection be in the area of the spinal instrumentation, this will cause a dilemma since there might be a need to remove the spinal instrumentation and/or allograft. There is also the possibility of potential injury to the esophageus, the trachea, and the carotid artery. There is also the risks of stroke on the right cerebral circulation should an undiagnosed plaque be propelled from the right carotid. She understood all of these risks and agreed to have the procedure performed.'\n", - "nlu.load('med_ner.clinical assert').viz(data)" - ], - "execution_count": 11, - "outputs": [ - { - "output_type": "stream", - "text": [ - "ner_clinical download started this may take some time.\n", - "Approximate size to download 13.9 MB\n", - "[OK!]\n", - "assertion_dl download started this may take some time.\n", - "Approximate size to download 1.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " This is the case of a very pleasant 46-year-old Caucasian female, seen in clinic on 12/11/07 during which time MRI of the left shoulder TESTpresent showed no evidence of rotator cuff tear PROBLEMabsent . She did have a previous MRI of the cervical spine TESTpresent that did show an osteophyte on the left C6-C7 level PROBLEMpresent . Based on this, negative MRI of the shoulder TESTpresent , the patient was recommended to have anterior cervical discectomy TREATMENTpresent with anterior interbody fusion TREATMENTpresent at C6-C7 level. Operation, expected outcome, risks, and benefits were discussed with her. Risks include, but not exclusive of bleeding PROBLEMhypothetical and infection PROBLEMpresent , bleeding PROBLEMpresent could be soft tissue bleeding PROBLEMpresent , which may compromise airway and may result in return to the operating room emergently for evacuation TREATMENThypothetical of said hematoma PROBLEMhypothetical . There is also the possibility of bleeding into the epidural space PROBLEMpresent , which can compress the spinal cord and result in weakness PROBLEMpresent and numbness of all four extremities PROBLEMpresent as well as impairment of bowel and bladder function PROBLEMpresent . However, the patient may develop deeper-seated infection PROBLEMpresent , which may require return to the operating room. Should the infection PROBLEMpossible be in the area of the spinal instrumentation TREATMENTpresent , this will cause a dilemma since there might be a need to remove the spinal instrumentation TREATMENTpresent and/or allograft TREATMENTpresent . There is also the possibility of potential injury to the esophageus PROBLEMpossible , the trachea, and the carotid artery. There is also the risks of stroke on the right cerebral circulation PROBLEMpresent should an undiagnosed plaque PROBLEMpossible be propelled from the right carotid. She understood all of these risks and agreed to have the procedure TREATMENTpresent performed.
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "HVSsHycxnQx2" - }, - "source": [ - "## Visualize relationships between entities\n", - "Applicable to any of the [20 + Relation Extractor models! See here for an overview](https://nlp.johnsnowlabs.com/models?task=Relation+Extraction)" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 398 - }, - "id": "2AXuhrytnS7N", - "outputId": "1ab76931-dc9a-4531-c47d-3a480fd68dc4" - }, - "source": [ - "nlu.load('med_ner.jsl.wip.clinical relation.temporal_events').viz('He developed cancer after a mercury poisoning in 1999 ') " - ], - "execution_count": 12, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "redl_temporal_events_biobert download started this may take some time.\n", - "Approximate size to download 383.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "HedevelopedcancerONCOLOGICALafteramercury poisoningDISEASE_SYNDROME_DISORDERin1999AFTER" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "OWVtamHNA9Ft", - "outputId": "07a58b27-21be-4b82-92a1-bf3cae292ae6" - }, - "source": [ - "# bigger example\n", - "data = 'This is the case of a very pleasant 46-year-old Caucasian female, seen in clinic on 12/11/07 during which time MRI of the left shoulder showed no evidence of rotator cuff tear. She did have a previous MRI of the cervical spine that did show an osteophyte on the left C6-C7 level. Based on this, negative MRI of the shoulder, the patient was recommended to have anterior cervical discectomy with anterior interbody fusion at C6-C7 level. Operation, expected outcome, risks, and benefits were discussed with her. Risks include, but not exclusive of bleeding and infection, bleeding could be soft tissue bleeding, which may compromise airway and may result in return to the operating room emergently for evacuation of said hematoma. There is also the possibility of bleeding into the epidural space, which can compress the spinal cord and result in weakness and numbness of all four extremities as well as impairment of bowel and bladder function. However, the patient may develop deeper-seated infection, which may require return to the operating room. Should the infection be in the area of the spinal instrumentation, this will cause a dilemma since there might be a need to remove the spinal instrumentation and/or allograft. There is also the possibility of potential injury to the esophageus, the trachea, and the carotid artery. There is also the risks of stroke on the right cerebral circulation should an undiagnosed plaque be propelled from the right carotid. She understood all of these risks and agreed to have the procedure performed'\n", - "pipe = nlu.load('med_ner.jsl.wip.clinical relation.clinical').viz(data)" - ], - "execution_count": 13, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "redl_clinical_biobert download started this may take some time.\n", - "Approximate size to download 383.4 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "Thisisthecaseofaverypleasant46-year-oldAGECaucasianRACE_ETHNICITYfemaleGENDER,seeninclinicCLINICAL_DEPTon12/11/07DATEduringwhichtimeMRI of the left shoulderTESTshowednoevidenceofrotator cuff tearDISEASE_SYNDROME_DISORDER.SheGENDERdidhaveapreviousMRI of the cervical spineTESTthatdidshowanosteophyteDISEASE_SYNDROME_DISORDERontheleftDIRECTIONC6-C7INTERNAL_ORGAN_OR_COMPONENTlevel.Basedonthis,negativeTEST_RESULTMRI of the shoulderTEST,thepatientwasrecommendedtohaveanteriorcervicaldiscectomywithanteriorinterbodyfusionatC6-C7level.Operation,expectedoutcome,risks,andbenefitswerediscussedwithher.Risksinclude,butnotexclusiveofbleedingSYMPTOMandinfectionDISEASE_SYNDROME_DISORDER,bleedingSYMPTOMcouldbesoft tissue bleedingSYMPTOM,whichmaycompromise airwaySYMPTOMandmayresultinreturntotheoperating roomCLINICAL_DEPTemergentlyforevacuation of said hematomaPROCEDURE.ThereisalsothepossibilityofbleedingSYMPTOMintotheepidural spaceINTERNAL_ORGAN_OR_COMPONENT,whichcancompressthespinal cordINTERNAL_ORGAN_OR_COMPONENTandresultinweaknessSYMPTOMandnumbnessSYMPTOMofallfourextremitiesEXTERNAL_BODY_PART_OR_REGIONaswellasimpairment of bowel and bladder functionSYMPTOM.However,thepatientmaydevelopdeeper-seated infectionDISEASE_SYNDROME_DISORDER,whichmayrequirereturntotheoperating roomCLINICAL_DEPT.ShouldtheinfectionDISEASE_SYNDROME_DISORDERbeintheareaofthespinal instrumentationPROCEDURE,thiswillcauseadilemmasincetheremightbeaneedtoremovethespinalinstrumentationand/orallograft.ThereisalsothepossibilityofpotentialinjuryINJURY_OR_POISONINGtotheesophageusINTERNAL_ORGAN_OR_COMPONENT,thetracheaINTERNAL_ORGAN_OR_COMPONENT,andthecarotid arteryINTERNAL_ORGAN_OR_COMPONENT.ThereisalsotherisksofstrokeCEREBROVASCULAR_DISEASEontherightDIRECTIONcerebral circulationINTERNAL_ORGAN_OR_COMPONENTshouldanundiagnosedMODIFIERplaqueDISEASE_SYNDROME_DISORDERbepropelledfromtherightDIRECTIONcarotidINTERNAL_ORGAN_OR_COMPONENT.SheunderstoodalloftheserisksandagreedtohavetheprocedureperformedPIPTeRPPIPPIPPIPTrCPPIPPIPPIPTeRPPIPPIPPIPPIPPIPTeRPPIPTeRPTeRPPIPPIPTeRPPIPPIPPIPPIPPIPPIPPIPTrCPPIPPIPPIPPIPPIPTeRPPIPPIPPIPTeRPTrAPTeRPPIPPIPTrCPTeRPTrCPPIPPIPPIPPIPTeRPPIPPIPPIPPIPPIPTeRPPIPPIPTeRPTrAPTeRPPIPTrAPPIPPIPPIPPIPTeRPPIPPIPPIP" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "nzLx9o7ks3lj" - }, - "source": [ - "# Configuring visualizations \n", - "\n", - "- `labels_to_viz` : Defines a subset of NER labels to viz i.e. ['PER'] , by default=[] which will display all labels. Applicable only for NER viz\n", - "- `viz_colors` : Applicable for [ner, resolution, assert ] key = label, value=hex color, i.e. viz_colors={'TREATMENT':'#008080', 'problem':'#800080'}\n" - ] - }, - { - "cell_type": "code", - "metadata": { - "id": "HP2sq58_C6vW", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 239 - }, - "outputId": "d2168416-be01-47b9-9583-4514672e3ed9" - }, - "source": [ - "data = 'Dr. John Snow suggested that Fritz takes 5mg penicilin for his cough'\n", - "# Define custom colors for labels\n", - "viz_colors={'STRENGTH':'#800080', 'DRUG_BRANDNAME':'#77b5fe', 'GENDER':'#ebde34'}\n", - "nlu.load('med_ner.jsl.wip.clinical').viz(data,viz_colors =viz_colors)" - ], - "execution_count": 14, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " Dr. John Snow suggested that Fritz takes 5mg Strength penicilin Drug_BrandName for his Gender cough Symptom
" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 239 - }, - "id": "r6wMavwSnTDa", - "outputId": "691ebac7-8096-46a8-e6f5-c020942a2a74" - }, - "source": [ - "data = 'Dr. John Snow suggested that Fritz takes 5mg penicilin for his cough'\n", - "# Filter wich NER label to viz\n", - "labels_to_viz=['SYMPTOM']\n", - "nlu.load('med_ner.jsl.wip.clinical').viz(data,viz_colors=viz_colors,labels_to_viz=labels_to_viz)" - ], - "execution_count": 15, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " Dr. John Snow suggested that Fritz takes 5mg penicilin for his cough Symptom" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Jq9bfBBRliFB" - }, - "source": [ - "# Specify visualization type manually\n", - "NLU tries to automatically infer a viz type if none is specified. \n", - "You can manually specify which component to viz by setting `viz_type=type` for one type out of `ner,dep,resolution,relation`" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 138 - }, - "id": "Nw9OlQB26qd7", - "outputId": "fc855ef6-9125-487a-bf38-a904109c8acc" - }, - "source": [ - "data = \"Donald Trump from America and Angela Merkel from Germany don't share many oppinions, but they both love John Snow Labs software!\"\n", - "nlu.load('ner').viz(data,viz_type='ner')" - ], - "execution_count": 16, - "outputs": [ - { - "output_type": "stream", - "text": [ - "onto_recognize_entities_sm download started this may take some time.\n", - "Approx size to download 160.1 MB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " Donald Trump PERSON from America GPE and Angela Merkel PERSON from Germany GPE don't share many oppinions, but they both love John Snow Labs ORG software!" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "t77NHAB6PegH" - }, - "source": [ - "# Viz Dependency " - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 722 - }, - "id": "fmgUO8Eh9cks", - "outputId": "180e99d0-507b-4606-fb28-3abfab4cdedb" - }, - "source": [ - "import nlu\n", - "data = \"Donald Trump from America and Angela Merkel from Germany don't share many oppinions, but they both love John Snow Labs software!\"\n", - "viz = nlu.load('dep.typed').viz(data,viz_type='dep')" - ], - "execution_count": 1, - "outputs": [ - { - "output_type": "stream", - "text": [ - "dependency_typed_conllu download started this may take some time.\n", - "Approximate size to download 2.3 MB\n", - "[OK!]\n", - "pos_anc download started this may take some time.\n", - "Approximate size to download 3.9 MB\n", - "[OK!]\n", - "dependency_conllu download started this may take some time.\n", - "Approximate size to download 16.7 MB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "DonaldNNPTrumpNNPfromINAmericaNNPandCCAngelaNNPMerkelNNPfromINGermanyNNPdon'tNNshareNNmanyJJoppinionsNNS,,butCCtheyPRPbothDTloveNNJohnNNPSnowNNPLabsNNPsoftwareNN!.<no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type><no-type>" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "Tz0LjuUf_kZ6" - }, - "source": [ - "# Viz Medical NER" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 239 - }, - "id": "Gfmn4hXa_nNd", - "outputId": "8f372202-7895-4ca8-f58c-959bb69d9413" - }, - "source": [ - "import nlu\n", - "data = \"Donald Trump and Angela Merkel from Germany don't share many oppinions, but they both fear cancer!\"\n", - "nlu.load('med_ner.jsl.wip.clinical').viz(data,viz_type='ner')" - ], - "execution_count": 1, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " Donald Trump and Angela Merkel from Germany don't share many oppinions, but they both fear cancer Oncological!" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kD6AStKIVXpi" - }, - "source": [ - "# Viz Resolution Chunks" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "HuLmkCNcVV-R", - "outputId": "28882341-7199-4a9c-9ccf-9f2ac6ccff54" - }, - "source": [ - "import nlu\n", - "nlu_ref = 'med_ner.jsl.wip.clinical en.resolve_chunk.icd10cm.neoplasms'\n", - "data = \"\"\"The patient is a 5-month-old infant who presented initially on Monday with a cold, cough, and runny nose for 2 days. Mom states she had no fever. Her appetite was good but she was spitting up a lot. She had no difficulty breathing and her cough was described as dry and hacky. At that time, physical exam showed a right TM, which was red. Left TM was okay. She was fairly congested but looked happy and playful. She was started on Amoxil and Aldex and we told to recheck in 2 weeks to recheck her ear. Mom returned to clinic again today because she got much worse overnight. She was having difficulty breathing. She was much more congested and her appetite had decreased significantly today. She also spiked a temperature yesterday of 102.6 and always having trouble sleeping secondary to congestion.\"\"\"\n", - "pipe = nlu.load(nlu_ref)\n", - "viz = pipe.viz(data,viz_type='resolution')" - ], - "execution_count": 3, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "chunkresolve_icd10cm_neoplasms_clinical download started this may take some time.\n", - "Approximate size to download 20.4 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " The patient is a 5-month-old AgeC6290 Malignant neoplasm of unspecified testis, unspecified whether descended or undescended infant AgeC9252 Acute myelomonocytic leukemia, in relapse who presented initially on Monday RelativeDateC9622 Mast cell sarcoma with a cold SymptomD0462 Carcinoma in situ of skin of left upper limb, including shoulder, cough SymptomC139 Malignant neoplasm of hypopharynx, unspecified, and runny nose SymptomC300 Malignant neoplasm of nasal cavity for 2 days DurationC9150 Adult T-cell lymphoma/leukemia (HTLV-1-associated) not having achieved remission. Mom GenderD45 Polycythemia vera states she GenderC9250 Acute myelomonocytic leukemia, not having achieved remission had no fever VS_FindingD479 Neoplasm of uncertain behavior of lymphoid, hematopoietic and related tissue, unspecified. Her GenderC9400 Acute erythroid leukemia, not having achieved remission appetite was good but she GenderC9250 Acute myelomonocytic leukemia, not having achieved remission was spitting up a lot SymptomD3191 Benign neoplasm of unspecified part of right eye. She GenderC9400 Acute erythroid leukemia, not having achieved remission had no difficulty breathing SymptomD385 Neoplasm of uncertain behavior of other respiratory organs and her GenderD3191 Benign neoplasm of unspecified part of right eye cough SymptomC139 Malignant neoplasm of hypopharynx, unspecified was described as dry ModifierC030 Malignant neoplasm of upper gum and hacky. At that time, physical exam showed a right DirectionD1721 Benign lipomatous neoplasm of skin and subcutaneous tissue of right arm TM Internal_organ_or_componentC882 Heavy chain disease, which was red. Left DirectionC662 Malignant neoplasm of left ureter TM Internal_organ_or_componentC882 Heavy chain disease was okay. She GenderC9400 Acute erythroid leukemia, not having achieved remission was fairly ModifierC8449 Peripheral T-cell lymphoma, not classified, extranodal and solid organ sites congested SymptomR599 Enlarged lymph nodes, unspecified but looked happy and playful. She GenderC9400 Acute erythroid leukemia, not having achieved remission was started on Amoxil Drug_BrandNameC73 Malignant neoplasm of thyroid gland and Aldex Drug_BrandNameD135 Benign neoplasm of extrahepatic bile ducts and we told to recheck in 2 weeks RelativeDateC9111 Chronic lymphocytic leukemia of B-cell type in remission to recheck her GenderD3191 Benign neoplasm of unspecified part of right eye ear External_body_part_or_regionC4320 Malignant melanoma of unspecified ear and external auricular canal. Mom GenderD45 Polycythemia vera returned to clinic again today RelativeDateD375 Neoplasm of uncertain behavior of rectum because she GenderC9250 Acute myelomonocytic leukemia, not having achieved remission got much worse overnight RelativeTimeC9110 Chronic lymphocytic leukemia of B-cell type not having achieved remission. She GenderC9400 Acute erythroid leukemia, not having achieved remission was having difficulty breathing SymptomD385 Neoplasm of uncertain behavior of other respiratory organs. She GenderC9400 Acute erythroid leukemia, not having achieved remission was much more congested SymptomR599 Enlarged lymph nodes, unspecified and her GenderD3191 Benign neoplasm of unspecified part of right eye appetite had decreased significantly SymptomC031 Malignant neoplasm of lower gum today RelativeDateD375 Neoplasm of uncertain behavior of rectum. She GenderC9400 Acute erythroid leukemia, not having achieved remission also spiked a temperature yesterday RelativeDateD47Z2 Castleman disease of 102.6 TemperatureD299 Benign neoplasm of male genital organ, unspecified and always having trouble sleeping SymptomC9400 Acute erythroid leukemia, not having achieved remission secondary to congestion SymptomD1809 Hemangioma of other sites." - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "IB3GbIaolK6D" - }, - "source": [ - "# Viz Resolution Sentence" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 400 - }, - "id": "PGHhDU6QlO7z", - "outputId": "3e28a322-078b-45c9-ef3f-466e84f55b1f" - }, - "source": [ - "import nlu \n", - "data = [\"\"\"He has a starvation ketosis but nothing found for significant for dry oral mucosa\"\"\"]\n", - "nlu.load('med_ner.jsl.wip.clinical resolve.icd10pcs').viz(data,viz_type='resolution' )" - ], - "execution_count": 4, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "sbiobertresolve_icd10pcs download started this may take some time.\n", - "Approximate size to download 220.1 MB\n", - "[OK!]\n", - "sbiobert_base_cased_mli download started this may take some time.\n", - "Approximate size to download 384.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " He Gender0N5T4ZZ Destruction of Right Mandible, Percutaneous Endoscopic Approach has a starvation ketosis Disease_Syndrome_Disorder but nothing found for significant for dry oral mucosa Symptom" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "KUKuXnIhlQS2" - }, - "source": [ - "# Viz Assert" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 320 - }, - "id": "e4B8OtuqlPhb", - "outputId": "f5982620-ab58-4071-828d-1b9ece42e4c5" - }, - "source": [ - "nlu_ref = 'med_ner.jsl.wip.clinical assert'\n", - "data = \"The patient was tested for cancer, but none was detected, he is free of cancer.\"\n", - "nlu.load(nlu_ref).viz(data,viz_type='assert')" - ], - "execution_count": 2, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "assertion_dl download started this may take some time.\n", - "Approximate size to download 1.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "\n", - "\n", - " The patient was tested for cancer Oncologicalpresent , but none was detected, he Genderabsent is free of cancer Oncologicalabsent ." - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "un6uzXfKlVss" - }, - "source": [ - "# Viz Relation" - ] - }, - { - "cell_type": "code", - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 498 - }, - "id": "KKBr-S5tlWlX", - "outputId": "f7615fd2-4840-4a78-d458-9cc48dd5e754" - }, - "source": [ - "nlu_ref = 'med_ner.jsl.wip.clinical relation.temporal_events'\n", - "data = \"He was advised chest X-ray or CT scan after checking his SpO2 which was <= 93%\"\n", - "pipe = nlu.load(nlu_ref).viz(data,viz_type='relation')" - ], - "execution_count": 6, - "outputs": [ - { - "output_type": "stream", - "text": [ - "jsl_ner_wip_clinical download started this may take some time.\n", - "Approximate size to download 14.5 MB\n", - "[OK!]\n", - "redl_temporal_events_biobert download started this may take some time.\n", - "Approximate size to download 383.3 MB\n", - "[OK!]\n", - "embeddings_clinical download started this may take some time.\n", - "Approximate size to download 1.6 GB\n", - "[OK!]\n", - "sentence_detector_dl download started this may take some time.\n", - "Approximate size to download 354.6 KB\n", - "[OK!]\n" - ], - "name": "stdout" - }, - { - "output_type": "display_data", - "data": { - "text/html": [ - "HeGENDERwasadvisedchest X-rayTESTorCT scanTESTaftercheckinghisGENDERSpO2TESTwhichwas<=93%O2_SATURATIONOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAPOVERLAP" - ], - "text/plain": [ - "" - ] - }, - "metadata": { - "tags": [] - } - } - ] - } - ] -} \ No newline at end of file diff --git a/examples/streamlit/08_sentence_embedding_manifolds.py b/examples/streamlit/08_sentence_embedding_manifolds.py new file mode 100644 index 00000000..01ea9178 --- /dev/null +++ b/examples/streamlit/08_sentence_embedding_manifolds.py @@ -0,0 +1,9 @@ +import nlu +text= """You can visualize any of the 100 + Sentence Embeddings +with 10+ dimension reduction algorithms +and view the results in 3D, 2D, and 1D +which can be colored by various classifier labels! +""" +nlu.enable_streamlit_caching() # Optional caching the models, recommended +nlu.load('embed_sentence.bert',verbose=True).viz_streamlit_sentence_embed_manifold(text) + diff --git a/nlu/__init__.py b/nlu/__init__.py index d9bc24a5..06b33c06 100644 --- a/nlu/__init__.py +++ b/nlu/__init__.py @@ -1,4 +1,4 @@ -__version__ = '3.1.0' +__version__ = '3.1.1' hard_offline_checks = False def version(): return __version__ # @@ -22,7 +22,7 @@ def try_import_pyspark_in_streamlit(): return False return False return True -if not try_import_pyspark_in_streamlit() : raise ImportError +if not try_import_pyspark_in_streamlit() : raise ImportError("You ned to install Pyspark") st_cache_enabled = False from typing import Optional @@ -77,7 +77,7 @@ def try_import_pyspark_in_streamlit(): from nlu.components.dependency_typeds.labeled_dependency_parser.labeled_dependency_parser import \ LabeledDependencyParser -# 0 Base internal Spark NLP structure required for all JSL components +# 0 Base internal Spark NLP structure.md required for all JSL components from nlu.components.utils.document_assembler.spark_nlp_document_assembler import SparkNlpDocumentAssembler from nlu.components.utils.ner_to_chunk_converter.ner_to_chunk_converter import NerToChunkConverter diff --git a/nlu/components/classifier.py b/nlu/components/classifier.py index 278b5298..ee1fb8d9 100644 --- a/nlu/components/classifier.py +++ b/nlu/components/classifier.py @@ -21,8 +21,9 @@ def __init__(self, annotator_class='sentiment_dl', language='en', component_type elif 'icd' in nlu_ref: annotator_class= 'classifier_dl' elif 'med_ner' in nlu_ref: annotator_class= 'ner_healthcare' - elif 'ner' in nlu_ref: annotator_class= 'ner' - elif 'ner' in nlp_ref: annotator_class= 'ner' + elif 'generic_classifier' in nlu_ref: annotator_class= 'generic_classifier' + elif 'ner' in nlu_ref and 'generic' not in nlu_ref : annotator_class= 'ner' + elif 'ner' in nlp_ref and 'generic' not in nlp_ref : annotator_class= 'ner' if model != None : self.model = model @@ -39,6 +40,10 @@ def __init__(self, annotator_class='sentiment_dl', language='en', component_type elif is_licensed : self.model = SentimentDl.get_pretrained_model(nlp_ref, language, bucket='clinical/models') elif get_default : self.model = SentimentDl.get_default_model() else : self.model = SentimentDl.get_pretrained_model(nlp_ref, language) + elif 'generic_classifier' in annotator_class: + from nlu.components.classifiers.generic_classifier.generic_classifier import GenericClassifier + if trainable : self.model = GenericClassifier.get_default_trainable_model() + else : self.model = GenericClassifier.get_pretrained_model(nlp_ref, language, bucket='clinical/models') elif 'vivekn' in annotator_class: from nlu import ViveknSentiment if get_default : self.model = ViveknSentiment.get_default_model() @@ -62,7 +67,7 @@ def __init__(self, annotator_class='sentiment_dl', language='en', component_type elif is_licensed : self.model = ClassifierDl.get_pretrained_model(nlp_ref, language, bucket='clinical/models') elif get_default : self.model = ClassifierDl.get_default_model() else : self.model = ClassifierDl.get_pretrained_model(nlp_ref, language) - if hasattr(self, 'model'): self.model.setIncludeConfidence(True) + if hasattr(self.model,'setIncludeConfidence'): self.model.setIncludeConfidence(True) elif 'language_detector' in annotator_class: from nlu import LanguageDetector @@ -88,4 +93,6 @@ def __init__(self, annotator_class='sentiment_dl', language='en', component_type if trainable : self.model = NERDLHealthcare.get_default_trainable_model() else : self.model = NERDLHealthcare.get_pretrained_model(nlp_ref, language, bucket='clinical/models') + + SparkNLUComponent.__init__(self, annotator_class, component_type, nlu_ref, nlp_ref, lang,loaded_from_pretrained_pipe , is_licensed) diff --git a/nlu/components/classifiers/generic_classifier/component_infos.json b/nlu/components/classifiers/generic_classifier/component_infos.json index 42e4f2ff..fe460a27 100644 --- a/nlu/components/classifiers/generic_classifier/component_infos.json +++ b/nlu/components/classifiers/generic_classifier/component_infos.json @@ -1,5 +1,5 @@ { - "name": "sentiment_dl", + "name": "generic_classifier", "output_level": "sentence", "description": "todo", "trainable": true, @@ -8,19 +8,18 @@ ], "inputs": [ "label", - "sentence_embeddings" + "feature_vector" ], "type": "classifier", "spark_input_column_names": [ - "sentence", "label", - "sentence_embeddings" + "feature_vector" ], "spark_output_column_names": [ - "category" + "generic_classification" ], "provider": "sparknlp", - "license": "open source", + "license": "healthcare", "computation_context": "spark", "output_context": "spark" } \ No newline at end of file diff --git a/nlu/components/classifiers/generic_classifier/generic_classifier.py b/nlu/components/classifiers/generic_classifier/generic_classifier.py index 92b641c5..7a756102 100644 --- a/nlu/components/classifiers/generic_classifier/generic_classifier.py +++ b/nlu/components/classifiers/generic_classifier/generic_classifier.py @@ -1,25 +1,24 @@ from sparknlp_jsl.annotator import GenericClassifierModel, GenericClassifierApproach from sparknlp_jsl.base import * -class SentimentDl: +class GenericClassifier: @staticmethod def get_default_model(): return GenericClassifierModel.pretrained() \ - .setInputCols("sentence_embeddings") \ - .setOutputCol("category") \ + .setInputCols("feature_vector") \ + .setOutputCol("generic_classification") \ @staticmethod def get_pretrained_model(name, language): return GenericClassifierModel.pretrained(name,language) \ - .setInputCols("sentence_embeddings") \ - .setOutputCol("category") \ + .setInputCols("feature_vector") \ + .setOutputCol("generic_classification") \ @staticmethod def get_default_trainable_model(): return GenericClassifierApproach() \ - .setInputCols("sentence_embeddings") \ - .setOutputCol("category") \ + .setInputCols("feature_vector") \ + .setOutputCol("generic_classification") \ .setLabelColumn("y") \ - .setMaxEpochs(2) \ - .setEnableOutputLogs(True) \ No newline at end of file + .setEpochsNumber(2) diff --git a/nlu/components/classifiers/ner_healthcare/ner_dl_healthcare.py b/nlu/components/classifiers/ner_healthcare/ner_dl_healthcare.py index f12ed57c..b158c208 100644 --- a/nlu/components/classifiers/ner_healthcare/ner_dl_healthcare.py +++ b/nlu/components/classifiers/ner_healthcare/ner_dl_healthcare.py @@ -12,6 +12,7 @@ def get_default_model(): \ @staticmethod def get_pretrained_model(name, language, bucket=None): + return MedicalNerModel.pretrained(name,language,bucket) \ .setInputCols(["sentence", "token", "word_embeddings"]) \ .setOutputCol("ner") \ diff --git a/nlu/components/matcher.py b/nlu/components/matcher.py index 7494aa8e..6d8f677b 100644 --- a/nlu/components/matcher.py +++ b/nlu/components/matcher.py @@ -1,27 +1,49 @@ +import nlu from nlu.pipe.pipe_components import SparkNLUComponent -class Matcher(SparkNLUComponent): - def __init__(self, annotator_class='date_matcher', language ='en', component_type='matcher', get_default=False,nlp_ref ='',model = None, nlu_ref='', dataset='' , is_licensed=False,loaded_from_pretrained_pipe=False): - - if 'date' in nlp_ref or 'date' in nlu_ref : annotator_class= 'date_matcher' - elif 'regex' in nlp_ref or 'regex' in nlu_ref : annotator_class= 'regex_matcher' - elif 'text' in nlp_ref or 'text' in nlu_ref : annotator_class= 'text_matcher' - elif '_matcher' not in annotator_class: annotator_class= annotator_class + '_matcher' +class Matcher(SparkNLUComponent): + def __init__(self, annotator_class='date_matcher', language='en', component_type='matcher', get_default=False, + nlp_ref='', model=None, nlu_ref='', dataset='', is_licensed=False, loaded_from_pretrained_pipe=False): + if 'date' in nlp_ref or 'date' in nlu_ref: + annotator_class = 'date_matcher' + elif 'regex' in nlp_ref or 'regex' in nlu_ref: + annotator_class = 'regex_matcher' + elif 'context' in nlu_ref: + annotator_class = 'context_parser' + elif 'text' in nlp_ref or 'text' in nlu_ref: + annotator_class = 'text_matcher' + elif '_matcher' not in annotator_class: + annotator_class = annotator_class + '_matcher' + if model != None: + self.model = model + else: + if 'context' in annotator_class: + from nlu.components.matchers.context_parser.context_parser import ContextParser + is_licensed = True + if get_default: + self.model = ContextParser.get_default_model() + else: + self.model = ContextParser.get_default_model() - if model != None : self.model = model - else : - if 'text' in annotator_class: + elif 'text' in annotator_class: from nlu import TextMatcher - if get_default : self.model = TextMatcher.get_default_model() - else : self.model = TextMatcher.get_pretrained_model(nlu_ref, language) + if get_default or nlp_ref =='text_matcher': + self.model = TextMatcher.get_default_model() + else: + self.model = TextMatcher.get_pretrained_model(nlp_ref, language) elif 'date' in annotator_class: from nlu import DateMatcher - if get_default : self.model = DateMatcher.get_default_model() - elif 'regex' in annotator_class : + from nlu.components.matchers.date_matcher.date_matcher import DateMatcher as DateM + + if get_default: self.model = DateM.get_default_model() + else: self.model = DateM.get_default_model() + elif 'regex' in annotator_class: from nlu import RegexMatcher - if get_default : self.model = RegexMatcher.get_default_model() - else : self.model = RegexMatcher.get_pretrained_model(nlu_ref, language) + if get_default: + self.model = RegexMatcher.get_default_model() + else: + self.model = RegexMatcher.get_pretrained_model(nlu_ref, language) - SparkNLUComponent.__init__(self, annotator_class, component_type) + SparkNLUComponent.__init__(self, annotator_class, component_type, nlu_ref, nlp_ref, language,loaded_from_pretrained_pipe , is_licensed) diff --git a/nlu/components/utils/doc_2_chunk/__init__.py b/nlu/components/matchers/context_parser/__init__.py similarity index 100% rename from nlu/components/utils/doc_2_chunk/__init__.py rename to nlu/components/matchers/context_parser/__init__.py diff --git a/nlu/components/matchers/context_parser/component_infos.json b/nlu/components/matchers/context_parser/component_infos.json new file mode 100644 index 00000000..26ff31f2 --- /dev/null +++ b/nlu/components/matchers/context_parser/component_infos.json @@ -0,0 +1,24 @@ +{ + "name": "context_matcher", + "output_level": "chunk", + "description": "todo", + "trainable": false, + "outputs": [ + "chunk" + ], + "inputs": [ + "document", + "token" + ], + "type": "matcher", + "spark_input_column_names": [ + "sentence", + "token" + ], + "spark_output_column_names": [ + ], + "provider": "sparknlp", + "license": "open source", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/matchers/context_parser/context_parser.py b/nlu/components/matchers/context_parser/context_parser.py new file mode 100644 index 00000000..1c00f1cc --- /dev/null +++ b/nlu/components/matchers/context_parser/context_parser.py @@ -0,0 +1,19 @@ +from sparknlp_jsl.annotator import ContextualParserApproach,ContextualParserModel + +class ContextParser: + @staticmethod + def get_default_model(): + return ContextualParserApproach() \ + .setInputCols(["sentence", "token"]) \ + .setOutputCol("context_entity")\ + .setCaseSensitive(False) \ + .setContextMatch(False) \ + .setPrefixAndSuffixMatch(False) + @staticmethod + def get_default_trainable_model(): + return ContextualParserApproach() \ + .setInputCols(["sentence", "token"]) \ + .setOutputCol("context_entity") \ + .setCaseSensitive(False) \ + .setContextMatch(False) \ + .setPrefixAndSuffixMatch(False) diff --git a/nlu/components/matchers/date_matcher/component_infos.json b/nlu/components/matchers/date_matcher/component_infos.json index ac80ab47..40bbbdfb 100644 --- a/nlu/components/matchers/date_matcher/component_infos.json +++ b/nlu/components/matchers/date_matcher/component_infos.json @@ -1 +1,23 @@ -{"name": "date_matcher", "output_level": "token", "description": "todo", "trainable": false, "outputs": ["date"], "inputs": ["document"], "type": "matcher", "spark_input_column_names": ["date"], "spark_output_column_names": ["document"], "provider": "sparknlp", "license": "open source", "computation_context": "spark", "output_context": "spark"} \ No newline at end of file +{ + "name": "date_matcher", + "output_level": "chunk", + "description": "todo", + "trainable": false, + "outputs": [ + "chunk" + ], + "inputs": [ + "sentence" + ], + "type": "matcher", + "spark_input_column_names": [ + "sentence" + ], + "spark_output_column_names": [ + "date_entity" + ], + "provider": "sparknlp", + "license": "open source", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/matchers/date_matcher/date_matcher.py b/nlu/components/matchers/date_matcher/date_matcher.py index f51a0d0d..fa733c21 100644 --- a/nlu/components/matchers/date_matcher/date_matcher.py +++ b/nlu/components/matchers/date_matcher/date_matcher.py @@ -5,7 +5,7 @@ class DateMatcher: def get_default_model(): return sparknlp.annotator.DateMatcher()\ .setInputCols("document") \ - .setOutputCol("date") \ + .setOutputCol("date_entity") \ .setDateFormat("yyyyMM") diff --git a/nlu/components/matchers/regex_matcher/component_infos.json b/nlu/components/matchers/regex_matcher/component_infos.json index 6dfb61e3..d19c5713 100644 --- a/nlu/components/matchers/regex_matcher/component_infos.json +++ b/nlu/components/matchers/regex_matcher/component_infos.json @@ -1 +1,23 @@ -{"name": "regex_matcher", "description": "todo", "output_level": "token", "trainable": false, "outputs": ["regex_entity"], "inputs": ["document", "token"], "type": "selector", "spark_input_column_names": ["document", "token"], "spark_output_column_names": ["regex_entity"], "provider": "sparknlp", "license": "open source", "computation_context": "spark", "output_context": "spark"} \ No newline at end of file +{ + "name": "regex_matcher", + "description": "todo", + "output_level": "chunk", + "trainable": false, + "outputs": [ + "chunk" + ], + "inputs": [ + "sentence" + ], + "type": "matcher", + "spark_input_column_names": [ + "sentence" + ], + "spark_output_column_names": [ + "regex_entity" + ], + "provider": "sparknlp", + "license": "open source", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/matchers/regex_matcher/regex_matcher.py b/nlu/components/matchers/regex_matcher/regex_matcher.py index 9329d4c6..9760a892 100644 --- a/nlu/components/matchers/regex_matcher/regex_matcher.py +++ b/nlu/components/matchers/regex_matcher/regex_matcher.py @@ -3,8 +3,8 @@ class RegexMatcher: @staticmethod def get_default_model(): - return sparknlp.annotator.RegexMatcherModel() \ - .setInputCols("document", "token") \ + return sparknlp.annotator.RegexMatcher()\ + .setInputCols("sentence") \ .setOutputCol("regex_entity") \ diff --git a/nlu/components/matchers/text_matcher/component_infos.json b/nlu/components/matchers/text_matcher/component_infos.json index 3d9947e6..f709a0e4 100644 --- a/nlu/components/matchers/text_matcher/component_infos.json +++ b/nlu/components/matchers/text_matcher/component_infos.json @@ -1 +1,26 @@ -{"name": "text_matcher", "description": "todo", "output_level": "token", "trainable": false, "outputs": ["entity"], "inputs": ["document", "token"], "type": "matcher", "spark_input_column_names": ["date"], "spark_output_column_names": ["document", "token"], "provider": "sparknlp", "license": "open source", "computation_context": "spark", "output_context": "spark"} \ No newline at end of file +{ + "name": "text_matcher", + "description": "todo", + "output_level": "chunk", + "trainable": false, + "outputs": [ + "chunk" + ], + "inputs": [ + "sentence", + "token" + ], + "type": "matcher", + "spark_input_column_names": [ + "sentence", + "token" + + ], + "spark_output_column_names": [ + "matched_entity" + ], + "provider": "sparknlp", + "license": "open source", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/matchers/text_matcher/text_matcher.py b/nlu/components/matchers/text_matcher/text_matcher.py index a40f293b..3e4ba547 100644 --- a/nlu/components/matchers/text_matcher/text_matcher.py +++ b/nlu/components/matchers/text_matcher/text_matcher.py @@ -1,16 +1,17 @@ import sparknlp +from sparknlp.annotator import TextMatcherModel class TextMatcher: @staticmethod def get_default_model(): - return sparknlp.annotator.TextMatcherModel() \ - .setInputCols("document", "token") \ - .setOutputCol("entity") \ + return sparknlp.annotator.TextMatcher() \ + .setInputCols("sentence","token") \ + .setOutputCol("matched_entity") @staticmethod def get_pretrained_model(name, language): return sparknlp.annotator.TextMatcherModel.pretrained(name,language) \ - .setInputCols("document") \ - .setOutputCol("entity") \ + .setInputCols("sentence","token") \ + .setOutputCol("matched_entity") \ diff --git a/nlu/components/normalizer.py b/nlu/components/normalizer.py index be5cea8e..73d6f37f 100644 --- a/nlu/components/normalizer.py +++ b/nlu/components/normalizer.py @@ -5,6 +5,7 @@ def __init__(self, annotator_class='normalizer', language='en', component_type=' if model != None :self.model = model else : if 'norm_document' in nlu_ref : annotator_class = 'document_normalizer' + elif 'drug' in nlu_ref : annotator_class = 'drug_normalizer' elif 'norm' in nlu_ref : annotator_class = 'normalizer' @@ -16,6 +17,10 @@ def __init__(self, annotator_class='normalizer', language='en', component_type=' from nlu import SparkNLPDocumentNormalizer if get_default : self.model = SparkNLPDocumentNormalizer.get_default_model() else : self.model = SparkNLPDocumentNormalizer.get_pretrained_model(nlp_ref, language) # there is no pretrained API for Normalizer in SparkNLP yet + elif annotator_class == 'drug_normalizer': + from nlu.components.normalizers.drug_normalizer.drug_normalizer import DrugNorm + is_licensed = True + if get_default : self.model = DrugNorm.get_default_model() SparkNLUComponent.__init__(self, annotator_class, component_type) diff --git a/nlu/components/normalizers/drug_normalizer/__init__.py b/nlu/components/normalizers/drug_normalizer/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nlu/components/normalizers/drug_normalizer/component_infos.json b/nlu/components/normalizers/drug_normalizer/component_infos.json new file mode 100644 index 00000000..691b4d85 --- /dev/null +++ b/nlu/components/normalizers/drug_normalizer/component_infos.json @@ -0,0 +1,23 @@ +{ + "name": "drug_normalizer", + "description": "todo", + "output_level": "token", + "trainable": false, + "outputs": [ + "normalized_drugs" + ], + "inputs": [ + "document" + ], + "type": "normalizer", + "spark_input_column_names": [ + "token" + ], + "spark_output_column_names": [ + "normalized_drugs" + ], + "provider": "sparknlp", + "license": "healthcare", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/normalizers/drug_normalizer/drug_normalizer.py b/nlu/components/normalizers/drug_normalizer/drug_normalizer.py new file mode 100644 index 00000000..795c475d --- /dev/null +++ b/nlu/components/normalizers/drug_normalizer/drug_normalizer.py @@ -0,0 +1,9 @@ +from sparknlp_jsl.annotator import DrugNormalizer + +class DrugNorm: + @staticmethod + def get_default_model(): + return DrugNormalizer() \ + .setInputCols(["document"]) \ + .setOutputCol("normalized_drugs") + diff --git a/nlu/components/resolutions/chunk_entity_resolver/chunk_resolver.py b/nlu/components/resolutions/chunk_entity_resolver/chunk_resolver.py index 8c802d0b..70ade7fe 100644 --- a/nlu/components/resolutions/chunk_entity_resolver/chunk_resolver.py +++ b/nlu/components/resolutions/chunk_entity_resolver/chunk_resolver.py @@ -10,9 +10,17 @@ def get_pretrained_model(name, language, bucket='clinical/models'): @staticmethod def get_default_trainable_model(): - return ChunkEntityResolverModel() \ + return ChunkEntityResolverApproach() \ .setInputCols("token","chunk_embeddings") \ .setOutputCol("chunk_resolution") \ - .setDistanceFunction("COSINE") \ - .setNeighbours(1) \ - .setLabelCol('label') + .setLabelCol('y')\ + .setNormalizedCol("_y") \ + .setNeighbours(1000) \ + .setAlternatives(25) \ + .setEnableWmd(True).setEnableTfidf(True).setEnableJaccard(True) \ + .setEnableSorensenDice(True).setEnableJaroWinkler(True).setEnableLevenshtein(True) \ + .setDistanceWeights([1, 2, 2, 1, 1, 1]) \ + .setAllDistancesMetadata(True) \ + .setPoolingStrategy("MAX") \ + .setThreshold(1e32) + # .setDistanceFunction("COSINE") \ diff --git a/nlu/components/resolutions/sentence_entity_resolver/component_infos.json b/nlu/components/resolutions/sentence_entity_resolver/component_infos.json index 24a6346b..9acc6bb8 100644 --- a/nlu/components/resolutions/sentence_entity_resolver/component_infos.json +++ b/nlu/components/resolutions/sentence_entity_resolver/component_infos.json @@ -7,13 +7,11 @@ "sentence_resolution" ], "inputs": [ - "entities", "sentence_embeddings" ], "type": "resolver", "spark_input_column_names": [ - "sentence_embeddings", - "entities" + "sentence_embeddings" ], "spark_output_column_names": [ "resolution" diff --git a/nlu/components/resolutions/sentence_entity_resolver/sentence_resolver.py b/nlu/components/resolutions/sentence_entity_resolver/sentence_resolver.py index b9e4d4bb..bb7e4c6d 100644 --- a/nlu/components/resolutions/sentence_entity_resolver/sentence_resolver.py +++ b/nlu/components/resolutions/sentence_entity_resolver/sentence_resolver.py @@ -4,7 +4,7 @@ class SentenceResolver: @staticmethod def get_pretrained_model(name, language, bucket='clinical/models'): return SentenceEntityResolverModel.pretrained(name, language,bucket) \ - .setInputCols(['entities',"sentence_embeddings"]) \ + .setInputCols(["sentence_embeddings"]) \ .setDistanceFunction("COSINE") \ .setNeighbours(3) \ .setOutputCol("sentence_resolution") @@ -12,7 +12,7 @@ def get_pretrained_model(name, language, bucket='clinical/models'): @staticmethod def get_default_trainable_model(): return SentenceEntityResolverApproach() \ - .setInputCols("entities","sentence_embeddings") \ + .setInputCols("sentence_embeddings") \ .setOutputCol("sentence_resolution") \ .setDistanceFunction("COSINE") \ .setNeighbours(1) \ diff --git a/nlu/components/util.py b/nlu/components/util.py index 55aba230..614309e9 100644 --- a/nlu/components/util.py +++ b/nlu/components/util.py @@ -32,7 +32,9 @@ def __init__(self, annotator_class='document_assembler', component_type='util', elif annotator_class == 'chunk_merger': from nlu.components.utils.chunk_merger.chunk_merger import ChunkMerger self.model = ChunkMerger.get_default_model() - + elif annotator_class == 'doc2chunk': + from nlu.components.utils.doc2chunk.doc_2_chunk import Doc_2_Chunk + self.model = Doc_2_Chunk.get_default_model() SparkNLUComponent.__init__(self, annotator_class, component_type, nlu_ref, lang,loaded_from_pretrained_pipe ) diff --git a/nlu/components/utils/doc2chunk/__init__.py b/nlu/components/utils/doc2chunk/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nlu/components/utils/doc2chunk/component_infos.json b/nlu/components/utils/doc2chunk/component_infos.json new file mode 100644 index 00000000..987d64ae --- /dev/null +++ b/nlu/components/utils/doc2chunk/component_infos.json @@ -0,0 +1,23 @@ +{ + "name": "doc2chunk", + "description": "todo", + "trainable": false, + "output_level": "chunk", + "outputs": [ + "entities" + ], + "inputs": [ + "sentence" + ], + "type": "util", + "spark_input_column_names": [ + "sentence" + ], + "spark_output_column_names": [ + "entities" + ], + "provider": "sparknlp", + "license": "open source", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/utils/doc2chunk/doc_2_chunk.py b/nlu/components/utils/doc2chunk/doc_2_chunk.py new file mode 100644 index 00000000..446fe61e --- /dev/null +++ b/nlu/components/utils/doc2chunk/doc_2_chunk.py @@ -0,0 +1,12 @@ +from sparknlp.base import * + + +class Doc_2_Chunk: + @staticmethod + def get_default_model(): + return Doc2Chunk() \ + .setInputCols("sentence") \ + .setOutputCol("entities") + + + diff --git a/nlu/components/utils/doc_2_chunk/component_infos.json b/nlu/components/utils/doc_2_chunk/component_infos.json deleted file mode 100644 index 9ea445f5..00000000 --- a/nlu/components/utils/doc_2_chunk/component_infos.json +++ /dev/null @@ -1 +0,0 @@ -{"name": "doc2chunk", "description": "todo", "trainable": false, "output_level": "chunk", "outputs": ["chunk"], "inputs": ["document", "some_column"], "type": "util", "spark_input_column_names": ["document"], "spark_output_column_names": ["chunk"], "provider": "sparknlp", "license": "open source", "computation_context": "spark", "output_context": "spark"} \ No newline at end of file diff --git a/nlu/components/utils/feature_assembler/component_infos.json b/nlu/components/utils/feature_assembler/component_infos.json index 23cde240..f500a500 100644 --- a/nlu/components/utils/feature_assembler/component_infos.json +++ b/nlu/components/utils/feature_assembler/component_infos.json @@ -1 +1,23 @@ -{"name": "feature_assembler", "description": "Assembles a list of numeric columns into a feature vector that can be passed to the generic classifier", "trainable": false, "output_level": "document", "outputs": ["feature_vector"], "inputs": ["sentence", "token", "ner"], "type": "util", "spark_input_column_names": ["feature1", "feature2", "ner"], "spark_output_column_names": ["feature_vector"], "provider": "sparknlp", "license": "open source", "computation_context": "spark", "output_context": "spark"} \ No newline at end of file +{ + "name": "feature_assembler", + "description": "Assembles a list of numeric columns into a feature vector that can be passed to the generic classifier", + "trainable": false, + "output_level": "sentence", + "outputs": [ + "feature_vector" + ], + "inputs": [ + "%%%feature_elements%%%" + ], + "type": "util", + "spark_input_column_names": [ + "%%%feature_elements%%%" + ], + "spark_output_column_names": [ + "feature_vector" + ], + "provider": "sparknlp", + "license": "healthcare", + "computation_context": "spark", + "output_context": "spark" +} \ No newline at end of file diff --git a/nlu/components/utils/feature_assembler/feature_assembler.py b/nlu/components/utils/feature_assembler/feature_assembler.py index 4e4c70fa..b81c1fb1 100644 --- a/nlu/components/utils/feature_assembler/feature_assembler.py +++ b/nlu/components/utils/feature_assembler/feature_assembler.py @@ -1,7 +1,13 @@ from sparknlp_jsl.base import FeaturesAssembler +""" +The FeaturesAssembler is used to collect features from different columns. +It can collect features from single value columns (anything which can be cast to a float, if casts fails then the value is set to 0), + array columns or SparkNLP annotations (if the annotation is an embedding, it takes the embedding, otherwise tries to cast the result field). +The output of the transformer is a FEATURE_VECTOR annotation (the numeric vector is in the embeddings field). +""" class SparkNLPFeatureAssembler: @staticmethod def get_default_model(): return FeaturesAssembler() \ - .setInputCols(["sentence", "token", "ner"]) \ + .setInputCols(["%%%feature_elements%%%"]) \ .setOutputCol("feature_vector") \ diff --git a/nlu/pipe/col_substitution/col_substitution_HC.py b/nlu/pipe/col_substitution/col_substitution_HC.py index daf65597..3173b981 100644 --- a/nlu/pipe/col_substitution/col_substitution_HC.py +++ b/nlu/pipe/col_substitution/col_substitution_HC.py @@ -221,3 +221,85 @@ def substitute_relation_cols(c, cols, nlu_identifier=True): elif 'chunk2' in col : new_cols[col] = f'{new_base_name}_entity2' # maps to which sentence token comes from else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') return new_cols + + +def substitute_drug_normalizer_cols(c, cols, is_unique=True): + """ + Drug Norm is always unique + Fetched fields are: + - entities@_results + - entities@_ + - entities@_entity + - entities@_confidence + """ + new_cols = {} + new_base_name = 'drug_norm'# if is_unique else f'document_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = new_base_name + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_embeddings' in col : continue # irrelevant new_cols[col] = f'{new_base_name}_embedding' + elif '_types' in col : continue # new_cols[col] = f'{new_base_name}_type' + elif 'meta' in col: + if '_sentence' in col : new_cols[col] = f'{new_base_name}_origin_sentence' # maps to which sentence token comes from + else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + # new_cols[col]= f"{new_base_name}_confidence" + return new_cols + + + +def substitute_context_parser_cols(c, cols, is_unique=True): + """ + Drug Norm is always unique + Fetched fields are: + - entities@_results + - entities@_ + - entities@_entity + - entities@_confidence + """ + new_cols = {} + new_base_name = 'context_match'# if is_unique else f'document_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = new_base_name + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_embeddings' in col : continue # irrelevant new_cols[col] = f'{new_base_name}_embedding' + elif '_types' in col : continue # new_cols[col] = f'{new_base_name}_type' + elif 'meta' in col: + if '_sentence' in col : new_cols[col] = f'{new_base_name}_origin_sentence' # maps to which sentence token comes from + elif 'field' in col : new_cols[col] = f'{new_base_name}_field' # maps to which sentence token comes from + elif 'normalized' in col : new_cols[col] = f'{new_base_name}_normalized' # maps to which sentence token comes from + elif 'confidenceValue' in col : new_cols[col] = f'{new_base_name}_confidence' # maps to which sentence token comes from + elif 'hits' in col : new_cols[col] = f'{new_base_name}_hits' # maps to which sentence token comes from + + else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + # new_cols[col]= f"{new_base_name}_confidence" + return new_cols + + +def substitute_generic_classifier_parser_cols(c, cols, is_unique=True, nlu_identifier=''): + """ + Drug Norm is always unique + Fetched fields are: + - entities@_results + - entities@_ + - entities@_entity + - entities@_confidence + """ + new_cols = {} + new_base_name = 'generic_classifier' if is_unique else f'generic_classification_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = new_base_name + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_embeddings' in col : continue # irrelevant new_cols[col] = f'{new_base_name}_embedding' + elif '_types' in col : continue # new_cols[col] = f'{new_base_name}_type' + elif 'meta' in col: + if '_sentence' in col : new_cols[col] = f'{new_base_name}_origin_sentence' # maps to which sentence token comes from + elif 'confidence' in col : new_cols[col] = f'{new_base_name}_confidence' # maps to which sentence token comes from + + else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + # new_cols[col]= f"{new_base_name}_confidence" + return new_cols + + diff --git a/nlu/pipe/col_substitution/col_substitution_OS.py b/nlu/pipe/col_substitution/col_substitution_OS.py index 020610f3..4f41a5c2 100644 --- a/nlu/pipe/col_substitution/col_substitution_OS.py +++ b/nlu/pipe/col_substitution/col_substitution_OS.py @@ -566,11 +566,62 @@ def substitute_multi_classifier_dl_cols(c, cols, nlu_identifier=True): +def substitute_date_match_cols(c, cols, nlu_identifier=True): + """ + stem is always unique + """ + new_cols = {} + new_base_name = 'matched_date'# if is_unique else f'document_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = new_base_name + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_embeddings' in col : continue # Token never stores Embeddings new_cols[col] = f'{new_base_name}_embedding' + elif '_types' in col : continue # new_cols[col] = f'{new_base_name}_type' + elif 'meta' in col: + if '_sentence' in col : new_cols[col] = f'{new_base_name}_origin_sentence' # maps to which sentence token comes from + else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + # new_cols[col]= f"{new_base_name}_confidence" + return new_cols +def substitute_regex_match_cols(c, cols, nlu_identifier=True): + """ + stem is always unique + """ + new_cols = {} + new_base_name = 'matched_regex'# if is_unique else f'document_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = new_base_name + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_embeddings' in col : continue # Token never stores Embeddings new_cols[col] = f'{new_base_name}_embedding' + elif '_types' in col : continue # new_cols[col] = f'{new_base_name}_type' + elif 'meta' in col: + if '_sentence' in col : new_cols[col] = f'{new_base_name}_origin_sentence' # maps to which sentence token comes from + else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + # new_cols[col]= f"{new_base_name}_confidence" + return new_cols +def substitute_text_match_cols(c, cols, nlu_identifier=True): + """ + stem is always unique + """ + new_cols = {} + new_base_name = 'matched_text'# if is_unique else f'document_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = new_base_name + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_embeddings' in col : continue # Token never stores Embeddings new_cols[col] = f'{new_base_name}_embedding' + elif '_types' in col : continue # new_cols[col] = f'{new_base_name}_type' + elif 'meta' in col: + if '_sentence' in col : new_cols[col] = f'{new_base_name}_origin_sentence' # maps to which sentence token comes from + else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + # new_cols[col]= f"{new_base_name}_confidence" + return new_cols @@ -698,4 +749,21 @@ def substitute_pos_approach_cols(c, cols, nlu_identifier=True): elif '_word' in col : continue # can be omitted, is jsut the token elif 'confidence' in col : new_cols[col] = f'{new_base_name}_confidence' else : logger.info(f'Dropping unmatched metadata_col={col} for c={c}') + return new_cols + + +def substitute_doc2chunk_cols(c, cols, nlu_identifier=True): + """ + Substitute col name for Doc2chunk + """ + new_cols = {} + new_base_name = f'doc2chunk'# if is_unique else f'document_{nlu_identifier}' + for col in cols : + if '_results' in col : new_cols[col] = f'{new_base_name}' + elif '_beginnings' in col : new_cols[col] = f'{new_base_name}_begin' + elif '_endings' in col : new_cols[col] = f'{new_base_name}_end' + elif '_types' in col : continue # + elif '_embeddings' in col : continue # + elif 'meta' in col: + logger.info(f'Dropping unmatched metadata_col={col} for c={c}') return new_cols \ No newline at end of file diff --git a/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_HC.py b/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_HC.py index bdc9611d..a291c684 100644 --- a/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_HC.py +++ b/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_HC.py @@ -3,6 +3,7 @@ from nlu.pipe.col_substitution.col_substitution_OS import * from sparknlp_jsl.annotator import * +from sparknlp_jsl.base import * name_deductable_HC=[ @@ -17,10 +18,15 @@ ContextualParserModel, # todo DrugNormalizer, GenericClassifierModel, + GenericClassifierApproach, + FeaturesAssembler, # NerDisambiguatorModel # ChunkMergeModel # RENerChunksFilter - NerOverwriter + NerOverwriter, + ContextualParserModel, # todo + ContextualParserApproach, + ] @@ -33,12 +39,16 @@ PosologyREModel, # Chunk2Token, ContextualParserModel, # todo - DrugNormalizer, - GenericClassifierModel, + ContextualParserApproach, + # GenericClassifierModel, # NerDisambiguatorModel # ChunkMergeModel # RENerChunksFilter - NerOverwriter + NerOverwriter, + GenericClassifierModel, + GenericClassifierApproach, + DrugNormalizer, + ] diff --git a/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_OS.py b/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_OS.py index 619c55ff..66f56306 100644 --- a/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_OS.py +++ b/nlu/pipe/col_substitution/name_deduction/name_deductable_annotators_OS.py @@ -11,6 +11,7 @@ """ from sparknlp.annotator import * +from sparknlp.base import * name_deductable_OS = [ NerConverter, BertEmbeddings, @@ -54,7 +55,7 @@ MultiClassifierDLApproach , NerDLApproach , PerceptronApproach , - + Doc2Chunk, ] diff --git a/nlu/pipe/col_substitution/substitution_map_HC.py b/nlu/pipe/col_substitution/substitution_map_HC.py index bb14b4b9..04f03759 100644 --- a/nlu/pipe/col_substitution/substitution_map_HC.py +++ b/nlu/pipe/col_substitution/substitution_map_HC.py @@ -33,6 +33,10 @@ ChunkEntityResolverModel : { 'default': substitute_chunk_resolution_cols, }, + ChunkEntityResolverApproach : { + 'default': substitute_chunk_resolution_cols, + }, + DeIdentificationModel : { 'default': substitute_de_identification_cols, @@ -48,17 +52,24 @@ 'default': '',# TODO }, + ContextualParserApproach : { + 'default' :substitute_context_parser_cols,# + + }, ContextualParserModel : { - 'default': '',# TODO + 'default': substitute_context_parser_cols, }, DrugNormalizer : { - 'default': '',# TODO + 'default': substitute_drug_normalizer_cols }, GenericClassifierModel : { - 'default': '',# TODO + 'default': substitute_generic_classifier_parser_cols, + }, + GenericClassifierApproach : { + 'default': substitute_generic_classifier_parser_cols, }, diff --git a/nlu/pipe/col_substitution/substitution_map_OS.py b/nlu/pipe/col_substitution/substitution_map_OS.py index 7089615e..0d5d4fa2 100644 --- a/nlu/pipe/col_substitution/substitution_map_OS.py +++ b/nlu/pipe/col_substitution/substitution_map_OS.py @@ -141,18 +141,27 @@ StopWordsCleaner: { 'default': substitute_stopwords_cols, }, + + + TextMatcherModel: { - 'default': '', # TODO + 'default': substitute_text_match_cols, }, RegexMatcherModel: { - 'default': '', # TODO + 'default': substitute_regex_match_cols, }, DateMatcher: { - 'default': '', # TODO + 'default': substitute_date_match_cols, }, MultiDateMatcher: { 'default': '', # TODO }, + + Doc2Chunk: { + 'default': substitute_doc2chunk_cols, + }, + + T5Transformer: { 'default': substitute_T5_cols, }, diff --git a/nlu/pipe/component_resolution.py b/nlu/pipe/component_resolution.py index bc654590..786fab4e 100644 --- a/nlu/pipe/component_resolution.py +++ b/nlu/pipe/component_resolution.py @@ -65,7 +65,7 @@ def parse_language_from_nlu_ref(nlu_ref): -def get_default_component_of_type(missing_component_type,language='en',is_licensed=False): +def get_default_component_of_type(missing_component_type,language='en',is_licensed=False, is_trainable_pipe = False ): ''' This function returns a default component for a missing component type. It is used to auto complete pipelines, which are missng required components. @@ -83,7 +83,7 @@ def get_default_component_of_type(missing_component_type,language='en',is_licens if 'token' in missing_component_type: return nlu.components.tokenizer.Tokenizer("default_tokenizer", nlu_ref = 'tokenize', language=language) if missing_component_type == 'word_embeddings': return Embeddings(annotator_class='glove', nlu_ref='embed.glove') if missing_component_type == 'pos': return Classifier(nlu_ref='pos') - if missing_component_type == 'ner': return Classifier(nlu_ref='ner') + if missing_component_type == 'ner': return Classifier(nlu_ref='ner') if not is_licensed else Classifier(nlu_ref='med_ner', nlp_ref='jsl_ner_wip_clinical') if missing_component_type == 'ner_converter': return Util('ner_converter', nlu_ref='entity') if missing_component_type == 'chunk': return nlu.chunker.Chunker(nlu_ref='chunker') if missing_component_type == 'ngram': return nlu.chunker.Chunker(nlu_ref='ngram') @@ -92,23 +92,22 @@ def get_default_component_of_type(missing_component_type,language='en',is_licens if missing_component_type == 'labled_dependency': return LabledDepParser('dep',nlu_ref='dep.typed') if missing_component_type == 'date': return nlu.Matcher('date', nlu_ref='match.date') if missing_component_type == 'ner_chunk': return Util('ner_converter',nlu_ref='entitiy') + # TODO ENTITIES REQUIREMENT: if entities is required and we are training a chunk_reoslver, we just and DOC2CHUNK!!! ?? + + if missing_component_type == 'entities' and is_licensed and is_trainable_pipe: return Util('doc2chunk') if missing_component_type == 'entities' and is_licensed: return Util('ner_to_chunk_converter_licensed') if missing_component_type == 'entities': return Util('ner_converter') if missing_component_type == 'feature_vector': return Util('feature_assembler') else: """ These models are fetched becuase they required a storage ref, so we ad a storage ref attribute to the component info""" - multi_lang =['ar'] # if there is an @ in the name, we must get some specific pretrained model from the sparknlp reference that should follow after the @ missing_component_type, storage_ref = missing_component_type.split('@') - if 'embed' in missing_component_type: - # TODO RESOLVE MULTI LANG EMBEDS , this should be hdled better - if language in multi_lang : storage_ref = resolve_multi_lang_embed(language,storage_ref) - else : nlu_ref,nlp_ref, is_licensed = resolve_storage_ref(language,storage_ref,missing_component_type) - + # Get storage ref and metadata + nlu_ref,nlp_ref, is_licensed,language = resolve_storage_ref(language,storage_ref,missing_component_type) if 'chunk_embeddings' in missing_component_type: return set_storage_ref_and_resolution_on_component_info(embeddings_chunker.EmbeddingsChunker(nlu_ref=nlu_ref,nlp_ref=nlp_ref),storage_ref) else : return set_storage_ref_and_resolution_on_component_info(construct_component_from_identifier(language=language, component_type='embed', nlu_ref=nlu_ref,nlp_ref=nlp_ref, is_licensed=is_licensed), storage_ref,) @@ -129,22 +128,20 @@ def set_storage_ref_and_resolution_on_component_info(c,storage_ref): c.info.storage_ref = storage_ref return c + def resolve_storage_ref(lang, storage_ref,missing_component_type): - """Returns a nlp_ref, nlu_ref and wether it is a licensed model or not""" + """Returns a nlp_ref, nlu_ref and wether it is a licensed model or not and an updated languiage, if multi lingual""" logger.info(f"Resolving storage_ref={storage_ref} for lang={lang} and missing_component_type={missing_component_type}") nlu_ref,nlp_ref,is_licensed = None,None,False # get nlu ref # check if storage_ref is hardcoded - if lang in nlu.Spellbook.licensed_storage_ref_2_nlu_ref.keys(): - if storage_ref in nlu.Spellbook.licensed_storage_ref_2_nlu_ref[lang].keys(): + if lang in nlu.Spellbook.licensed_storage_ref_2_nlu_ref.keys() and storage_ref in nlu.Spellbook.licensed_storage_ref_2_nlu_ref[lang].keys(): nlu_ref = nlu.Spellbook.licensed_storage_ref_2_nlu_ref[lang][storage_ref] - is_licensed = False - elif lang in nlu.Spellbook.storage_ref_2_nlu_ref.keys(): - if storage_ref in nlu.Spellbook.storage_ref_2_nlu_ref[lang].keys(): + is_licensed = True + elif lang in nlu.Spellbook.storage_ref_2_nlu_ref.keys() and storage_ref in nlu.Spellbook.storage_ref_2_nlu_ref[lang].keys(): nlu_ref = nlu.Spellbook.storage_ref_2_nlu_ref[lang][storage_ref] # a HC model may use OS storage_ref_provider, so we dont know yet if it is licensed or not - if nlu_ref is not None and 'xx.' in nlu_ref : lang = 'xx' if lang in nlu.Spellbook.pretrained_models_references.keys() and nlu_ref in nlu.Spellbook.pretrained_models_references[lang].keys(): nlp_ref = nlu.Spellbook.pretrained_models_references[lang][nlu_ref] @@ -154,16 +151,39 @@ def resolve_storage_ref(lang, storage_ref,missing_component_type): # check if storage_ref matches nlu_ref and get NLP_ref - elif lang in nlu.Spellbook.licensed_storage_ref_2_nlu_ref.keys(): - if storage_ref in nlu.Spellbook.licensed_storage_ref_2_nlu_ref[lang].keys(): + elif lang in nlu.Spellbook.licensed_storage_ref_2_nlu_ref.keys() and storage_ref in nlu.Spellbook.licensed_storage_ref_2_nlu_ref[lang].keys(): nlu_ref = storage_ref nlp_ref = nlu.Spellbook.licensed_storage_ref_2_nlu_ref[lang][nlu_ref] - elif lang in nlu.Spellbook.pretrained_models_references.keys(): - if storage_ref in nlu.Spellbook.pretrained_models_references[lang].keys(): + elif lang in nlu.Spellbook.pretrained_models_references.keys() and storage_ref in nlu.Spellbook.pretrained_models_references[lang].keys(): nlu_ref = storage_ref nlp_ref = nlu.Spellbook.pretrained_models_references[lang][nlu_ref] + # check if storage_ref matches nlp_ref and get nlp and nlu ref + elif lang in nlu.Spellbook.pretrained_healthcare_model_references.keys(): + if storage_ref in nlu.Spellbook.pretrained_healthcare_model_references[lang].values(): + inv_namespace = {v: k for k, v in nlu.Spellbook.pretrained_healthcare_model_references[lang].items()} + nlp_ref = storage_ref + nlu_ref = inv_namespace[nlp_ref] + is_licensed = True + + if nlu_ref is not None and 'xx.' in nlu_ref : lang = 'xx' + + if nlp_ref is None and nlu_ref is not None: + # cast NLU ref to NLP ref + if is_licensed : + nlp_ref = Spellbook.pretrained_healthcare_model_references[lang][nlu_ref] + else : + nlp_ref = Spellbook.pretrained_models_references[lang][nlu_ref] + + if nlp_ref is not None and nlu_ref is None: + # cast NLP ref to NLU ref + if is_licensed : + inv_namespace = {v: k for k, v in nlu.Spellbook.pretrained_healthcare_model_references[lang].items()} + nlu_ref = inv_namespace[nlp_ref] + else : + inv_namespace = {v: k for k, v in nlu.Spellbook.pretrained_models_references[lang].items()} + nlu_ref = inv_namespace[nlp_ref] if nlu_ref == None and nlp_ref == None : logger.info("COULD NOT RESOLVE STORAGE_REF") @@ -185,7 +205,7 @@ def resolve_storage_ref(lang, storage_ref,missing_component_type): # raise ValueError logger.info(f'Resolved storageref = {storage_ref} to NLU_ref = {nlu_ref} and NLP_ref = {nlp_ref}') - return nlu_ref, nlp_ref, is_licensed + return nlu_ref, nlp_ref, is_licensed,lang @@ -313,7 +333,7 @@ def resolve_component_from_parsed_query_data(language, component_type, dataset, if nlu_ref in Spellbook.trainable_models.keys(): component_kind = 'trainable_model' nlp_ref = Spellbook.trainable_models[nlu_ref] - logger.info(f'Found Spark NLP reference in trainable models namespace = {nlp_ref}') + logger.info(f'Found Spark NLP reference in trainable models naqmespace = {nlp_ref}') resolved = True trainable=True # 1. check if pipeline references for resolution @@ -411,9 +431,7 @@ def resolve_component_from_parsed_query_data(language, component_type, dataset, constructed_components = construct_component_from_pipe_identifier(language, nlp_ref, nlu_ref,is_licensed=is_licensed) logger.info(f'Inferred Spark reference nlp_ref={nlp_ref} and nlu_ref={nlu_ref} to NLP Annotator Class {constructed_components}') if constructed_components is None: - logger.exception( - f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref} to NLP Annotator Classes {constructed_components}') - return nlu.NluError + raise ValueError(f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref} to NLP Annotator Classes {constructed_components}') else: return constructed_components elif component_kind in ['model', 'component']: @@ -424,24 +442,18 @@ def resolve_component_from_parsed_query_data(language, component_type, dataset, logger.info(f'Inferred Spark reference nlp_ref={nlp_ref} and nlu_ref={nlu_ref} to NLP Annotator Class {constructed_component}') if constructed_component is None: - logger.exception(f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref}') - return nlu.NluError + raise ValueError(f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref}') else: return constructed_component elif component_kind == 'trainable_model': constructed_component = construct_trainable_component_from_identifier(nlu_ref,nlp_ref) if constructed_component is None: - logger.exception(f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref}') - return nlu.NluError + raise ValueError(f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref}') else: constructed_component.info.is_untrained = True return constructed_component else: - logger.exception( - "EXCEPTION : Could not resolve query=%s for kind=%s and reference=%s in any of NLU's namespaces ", nlu_ref, - component_kind, - nlp_ref) - return nlu.NluError + raise ValueError(f'EXCEPTION : Could not create NLU component for nlp_ref={nlp_ref} and nlu_ref={nlu_ref}') def construct_trainable_component_from_identifier(nlu_ref,nlp_ref): @@ -482,10 +494,21 @@ def construct_trainable_component_from_identifier(nlu_ref,nlp_ref): if nlu_ref in ['train.word_seg','train.word_segmenter'] : return nlu.Tokenizer(annotator_class = 'word_segmenter', trainable=True,nlu_ref=nlu_ref,) + if nlu_ref in ['train.generic_classifier'] : + return nlu.Classifier(annotator_class = 'generic_classifier', trainable=True, nlu_ref=nlu_ref,is_licensed=True) + + if nlu_ref in ['train.resolve_chunks'] : + return nlu.Resolver(annotator_class = 'chunk_entity_resolver', trainable=True,nlu_ref=nlu_ref,is_licensed=True) + if nlu_ref in ['train.resolve_sentence','train.resolve'] : + return nlu.Resolver(annotator_class = 'sentence_entity_resolver', trainable=True,nlu_ref=nlu_ref,is_licensed=True) + + if nlu_ref in ['train.assertion','train.assertion_dl'] : # TODO + return nlu.Classifier(annotator_class = 'sentiment_dl', trainable=True,nlu_ref=nlu_ref,) + + except: # if reference is not in namespace and not a component it will cause a unrecoverable crash - logger.exception(f'EXCEPTION: Could not create trainable NLU component for nlu_ref = {nlu_ref} and nlp_ref = {nlp_ref}') - return None + ValueError(f'EXCEPTION: Could not create trainable NLU component for nlu_ref = {nlu_ref} and nlp_ref = {nlp_ref}') def construct_component_from_pipe_identifier(language, nlp_ref, nlu_ref,path=None, is_licensed=False, strict=False): @@ -735,7 +758,7 @@ def construct_component_from_identifier(language, component_type='', dataset='', elif any('norm' in x for x in [nlp_ref, nlu_ref, dataset, component_type]): return nlu.normalizer.Normalizer(nlp_ref=nlp_ref, nlu_ref=nlu_ref, is_licensed=is_licensed) elif any('clean' in x or 'stopword' in x for x in [nlp_ref, nlu_ref, dataset, component_type]): - return nlu.StopWordsCleaners(language=language, get_default=False, nlp_ref=nlp_ref) + return nlu.StopWordsCleaners(lang=language, get_default=False, nlp_ref=nlp_ref) elif any('sentence_detector' in x for x in [nlp_ref, nlu_ref, dataset, component_type]): return NLUSentenceDetector(nlu_ref=nlu_ref, nlp_ref=nlp_ref, language=language, is_licensed=is_licensed) @@ -751,7 +774,7 @@ def construct_component_from_identifier(language, component_type='', dataset='', # supported in future version with auto embed generation # elif any('embed_chunk' in x for x in [nlp_ref, nlu_ref, dataset, component_type] ): - # return embeddings_chunker.EmbeddingsChunker() + # return embeddings_chunker.EmbeddingsChunker() DrugNormalizer, elif any('chunk' in x for x in [nlp_ref, nlu_ref, dataset, component_type]): return nlu.chunker.Chunker() diff --git a/nlu/pipe/extractors/extraction_resolver_HC.py b/nlu/pipe/extractors/extraction_resolver_HC.py index 95d3b4e8..5d01af95 100644 --- a/nlu/pipe/extractors/extraction_resolver_HC.py +++ b/nlu/pipe/extractors/extraction_resolver_HC.py @@ -13,6 +13,7 @@ from nlu.pipe.extractors.extractor_configs_healthcare import * from sparknlp_jsl.annotator import * +from sparknlp_jsl.base import * HC_anno2config = { MedicalNerModel : { @@ -40,6 +41,10 @@ 'default': default_chunk_resolution_config, 'default_full' : default_full_config, }, + ChunkEntityResolverApproach : { + 'default': default_chunk_resolution_config, + 'default_full' : default_full_config, + }, DeIdentificationModel : { 'default': default_de_identification_config, @@ -62,18 +67,34 @@ }, ContextualParserModel : { - 'default': '',# TODO + 'default': default_full_config,# TODO 'default_full' : default_full_config, }, + ContextualParserApproach : { + 'default': default_full_config,# TODO + 'default_full' : default_full_config, + + }, DrugNormalizer : { - 'default': '',# TODO + 'default': default_only_result_config, 'default_full' : default_full_config, }, GenericClassifierModel : { - 'default': '',# TODO + 'default': default_generic_classifier_config, + 'default_full' : default_full_config, + }, + + GenericClassifierApproach : { + 'default': default_generic_classifier_config, + 'default_full' : default_full_config, + }, + + + FeaturesAssembler : { + 'default': default_feature_assembler_config, 'default_full' : default_full_config, }, diff --git a/nlu/pipe/extractors/extraction_resolver_OS.py b/nlu/pipe/extractors/extraction_resolver_OS.py index 200f88e8..5f536c40 100644 --- a/nlu/pipe/extractors/extraction_resolver_OS.py +++ b/nlu/pipe/extractors/extraction_resolver_OS.py @@ -185,17 +185,35 @@ 'default': '',# TODO 'default_full' : default_full_config, }, + TextMatcher : { + 'default': '',# TODO + 'default_full' : default_full_config, + }, + RegexMatcherModel : { 'default': '',# TODO 'default_full' : default_full_config, }, + RegexMatcher : { + 'default': '',# TODO + 'default_full' : default_full_config, + }, DateMatcher : { 'default':'',# TODO + 'default_full' : default_full_config, }, + MultiDateMatcher : { 'default': '',# TODO 'default_full' : default_full_config, }, + + Doc2Chunk : { + 'default': default_doc2chunk_config, + 'default_full' : default_full_config, + }, + + T5Transformer : { 'default': default_T5_config, 'default_full' : default_full_config, diff --git a/nlu/pipe/extractors/extractor_configs_healthcare.py b/nlu/pipe/extractors/extractor_configs_healthcare.py index cb84631e..41837108 100644 --- a/nlu/pipe/extractors/extractor_configs_healthcare.py +++ b/nlu/pipe/extractors/extractor_configs_healthcare.py @@ -122,4 +122,24 @@ def default_ner_config(output_col_prefix='med_ner'): return default_only_result_config(output_col_prefix) def default_ner_config(output_col_prefix='med_ner'): - return default_get_nothing(output_col_prefix) \ No newline at end of file + return default_get_nothing(output_col_prefix) + + +def default_feature_assembler_config(output_col_prefix='feature_assembler'): + return SparkNLPExtractorConfig( + output_col_prefix = output_col_prefix, + get_result = False, + name = 'features_assembled', + get_meta = False, + description = 'Gets nothing', + ) + +def default_generic_classifier_config(output_col_prefix='generic_classifier'): + return SparkNLPExtractorConfig( + output_col_prefix = output_col_prefix, + get_result = True, + name = 'generic_classifier', + get_meta = True, + meta_white_list = ['confidence'], + description = 'Gets the result and confidence', + ) \ No newline at end of file diff --git a/nlu/pipe/extractors/extractor_configs_open_source.py b/nlu/pipe/extractors/extractor_configs_open_source.py index f084e23d..4454a157 100644 --- a/nlu/pipe/extractors/extractor_configs_open_source.py +++ b/nlu/pipe/extractors/extractor_configs_open_source.py @@ -300,4 +300,13 @@ def default_ner_converter_config(output_col_prefix='ner_chunk'): get_meta = True, meta_white_list = ['entity','confidence'], description = 'Converts IOB-NER representation into entity representation and generates confidences for the entire entity chunk', + ) + +def default_doc2chunk_config(output_col_prefix='doc2chunk'): + return SparkNLPExtractorConfig( + output_col_prefix = output_col_prefix, + get_result = False, + name = 'doc2chunk', + get_meta = False, + description = 'Converts Doc type col to chunk aka entity type', ) \ No newline at end of file diff --git a/nlu/pipe/extractors/output_level_HC_map.py b/nlu/pipe/extractors/output_level_HC_map.py index d638d1a9..6595a299 100644 --- a/nlu/pipe/extractors/output_level_HC_map.py +++ b/nlu/pipe/extractors/output_level_HC_map.py @@ -5,6 +5,7 @@ HC_anno2output_level = { 'document': [ RENerChunksFilter, + DrugNormalizer, ], 'sentence': [ @@ -20,6 +21,8 @@ DeIdentificationModel, AssertionDLModel, AssertionLogRegModel, + ContextualParserApproach, + ContextualParserModel ], diff --git a/nlu/pipe/pipe_logic.py b/nlu/pipe/pipe_logic.py index 1161dfb9..1c476f7f 100644 --- a/nlu/pipe/pipe_logic.py +++ b/nlu/pipe/pipe_logic.py @@ -122,6 +122,7 @@ def extract_sentence_embedding_conversion_candidates(pipe): return conversion_candidates_data @staticmethod def get_missing_required_features(pipe): + """For every component in the pipeline""" provided_features_no_ref = ComponentUtils.clean_irrelevant_features(PipelineQueryVerifier.extract_provided_features_refless_from_pipe(pipe)) required_features_no_ref = ComponentUtils.clean_irrelevant_features(PipelineQueryVerifier.extract_required_features_refless_from_pipe(pipe)) provided_features_ref = ComponentUtils.clean_irrelevant_features(PipelineQueryVerifier.extract_provided_features_ref_from_pipe(pipe)) @@ -130,10 +131,45 @@ def get_missing_required_features(pipe): conversion_candidates = PipelineQueryVerifier.extract_sentence_embedding_conversion_candidates(pipe) pipe.has_trainable_components = is_trainable if is_trainable: - required_features_ref = [] - if len(provided_features_ref) == 0 and not isinstance(pipe.components[0].model, NerDLApproach) : required_features_no_ref.append('sentence_embeddings') # special case, if training we can reset this - if len(provided_features_ref) == 0 and isinstance(pipe.components[0].model, NerDLApproach) : required_features_no_ref.append('word_embeddings') # special case, if training we can reset this + trainable_index, embed_type = PipeUtils.find_trainable_embed_consumer(pipe) + required_features_ref = [] + if embed_type is not None : + #TODO storage ref of chunk embeddigns and chunk embed consumers !?! + # TODO if we have a TRAINABLE CHUNK-CONSUMEr, we first will have chunk_embed@NONE, word_embed@NONE, word_embed@SOME, + # After resolve for a word embedding ,we must fix all NONES and set their storage refs ! + # embed consuming trainablea nnotators get their storage ref set here + if len(provided_features_ref) == 0 : + required_features_no_ref.append(embed_type) + if embed_type=='chunk_embeddings': required_features_no_ref.append('word_embeddings') + if len(provided_features_ref) == 1 and embed_type=='chunk_embeddings' : + # This case is for when 1 Embed is preloaded and we still need to load the converter + if any('word_embedding' in c for c in provided_features_ref) :required_features_no_ref.append(embed_type) + + + else : + #set storage ref + if embed_type=='chunk_embeddings' and len(provided_features_ref) > 1 : + # TODO UPDATE HERE ALL REFS TO THE ONE THATS NOT NONE !!! + training_storage_ref = '' + for c in pipe.components: + if c.info.type =='word_embeddings': training_storage_ref = StorageRefUtils.extract_storage_ref(c) + for c in pipe.components: + if c.info.type =='chunk_embeddings' : + c.info.storage_ref = training_storage_ref + c.info.inputs = ['entities',f'word_embeddings@{training_storage_ref}'] + c.info.spark_input_column_names = ['entities',f'word_embeddings@{training_storage_ref}'] + c.info.outputs = [f'chunk_embeddings@{training_storage_ref}'] + c.info.spark_output_column_names = [f'chunk_embeddings@{training_storage_ref}'] + + if c.info.name =='chunk_resolver' : + c.info.storage_ref = training_storage_ref + c.info.inputs = ['token',f'chunk_embeddings@{training_storage_ref}'] + c.info.spark_input_column_names = ['token',f'chunk_embeddings@{training_storage_ref}'] + + + elif len(provided_features_ref) >=1 : + pipe.components[trainable_index].info.storage_ref = provided_features_ref[0].split('@')[-1] components_for_ner_conversion = [] # @@ -252,6 +288,7 @@ def satisfy_dependencies(pipe): all_features_provided = False is_licensed = PipelineQueryVerifier.has_licensed_components(pipe) pipe.has_licensed_components=is_licensed + is_trainable = PipeUtils.is_trainable_pipe(pipe) while all_features_provided == False: # After new components have been added, we must loop again and check for the new components if requriements are met components_to_add = [] @@ -263,7 +300,7 @@ def satisfy_dependencies(pipe): # Create missing base storage ref producers, i.e embeddings for missing_component in missing_storage_refs: - component = get_default_component_of_type(missing_component, language=pipe.lang, is_licensed=is_licensed) + component = get_default_component_of_type(missing_component, language=pipe.lang, is_licensed=is_licensed, is_trainable_pipe=is_trainable) if component is None : continue if 'chunk_emb' in missing_component: components_to_add.append(ComponentUtils.config_chunk_embed_converter(component)) @@ -272,7 +309,7 @@ def satisfy_dependencies(pipe): # Create missing base components, storage refs are fetched in rpevious loop for missing_component in missing_components: - components_to_add.append(get_default_component_of_type(missing_component, language=pipe.lang,is_licensed=is_licensed)) + components_to_add.append(get_default_component_of_type(missing_component, language=pipe.lang,is_licensed=is_licensed, is_trainable_pipe=is_trainable)) # Create embedding converters for resolution_info in components_for_embedding_conversion: diff --git a/nlu/pipe/pipeline.py b/nlu/pipe/pipeline.py index 41e39ddb..8bbbc160 100644 --- a/nlu/pipe/pipeline.py +++ b/nlu/pipe/pipeline.py @@ -130,7 +130,7 @@ def get_sample_spark_dataframe(self): text_df = pd.DataFrame(data) return sparknlp.start().createDataFrame(data=text_df) def verify_all_labels_exist(self,dataset): - return 'y' in dataset.columns or 'label' in dataset.columns or 'labels' in dataset.columns + return 'y' in dataset.columns # or 'label' in dataset.columns or 'labels' in dataset.columns def fit(self, dataset=None, dataset_path=None, label_seperator=','): ''' if dataset is string with '/' in it, its dataset path! @@ -167,6 +167,37 @@ def fit(self, dataset=None, dataset_path=None, label_seperator=','): elif isinstance(dataset,pd.DataFrame): if not self.verify_all_labels_exist(dataset) : raise ValueError(f"Could not detect label in provided columns={dataset.columns}\nMake sure a column named label, labels or y exists in your dataset.") + dataset.y = dataset.y.apply(str) + if self.has_licensed_components : + # Configure Feature Assembler + for c in self.components : + if c.info.name == 'feature_assembler': + vector_assembler_input_cols=[c for c in dataset.columns if c !='text' and c !='y' and c!='label' and c!='labels'] + c.model.setInputCols(vector_assembler_input_cols) + # c.model.info.spark_input_column_names = vector_assembler_input_cols + + + # Configure Chunk resolver Sentence to Document substitution in all cols + self.components = PipeUtils.configure_component_output_levels_to_document(self) + + # TODO fix AT NOTATION MAKES WIERD SQL ERRORS APPEAR HERE!!! WE GOTTA REMOVE IT and subitutite it with smth different...... + for c in self.components: + for inp in c.info.spark_input_column_names: + if 'chunk_embedding' in inp : + c.info.spark_input_column_names.remove(inp) + c.info.spark_input_column_names.append(inp.replace('@',"___")) + c.model.setInputCols(c.info.spark_input_column_names) + for out in c.info.spark_output_column_names: + if 'chunk_embedding' in out : + c.info.spark_output_column_names.remove(out) + c.info.spark_output_column_names.append(out.replace('@',"___")) + c.model.setOutputCol(c.info.spark_output_column_names[0]) + + stages = [] + for component in self.components:stages.append(component.model) + ## TODO SET STORAGE REF ON FITTED ANNOTATORS, especially resoluton... + ## TODO, when training Chunk resolver, we must substitute all SENTENCE cols with DOC. We MAY NOT FEED SENTENCE to CHUNK RESOLVE GOSDGOHSDUKL:G + self.spark_estimator_pipe = Pipeline(stages=stages) self.spark_transformer_pipe = self.spark_estimator_pipe.fit(DataConversionUtils.pdf_to_sdf(dataset,self.spark)[0]) elif isinstance(dataset,pyspark.sql.DataFrame) : @@ -332,8 +363,7 @@ def configure_light_pipe_usage(self, data_instances, use_multi=True, force = Fal logger.info("Configuring Light Pipeline Usage") if data_instances > 50000 or use_multi == False: logger.info("Disabling light pipeline") - self.fit() - return + if not self.is_fitted :self.fit() else: if self.light_pipe_configured == False or force and not isinstance(self.spark_transformer_pipe, LightPipeline): self.light_pipe_configured = True @@ -482,6 +512,8 @@ def print_info(self,minimal=True): print('The following parameters are configurable for this NLU pipeline (You can copy paste the examples) :') # list of tuples, where first element is component name and second element is list of param tuples, all ready formatted for printing all_outputs = [] + ## TODO CONDINOTAL LOOP either on approaches or transformers + iterable = None for i, component_key in enumerate(self.keys()): s = ">>> pipe['" + component_key + "'] has settable params:" p_map = self[component_key].extractParamMap() @@ -596,6 +628,7 @@ def viz_streamlit(self, key:str = "NLU_streamlit", display_footer :bool = True , num_similarity_cols:int=2, + ) -> None: """Display Viz in streamlit""" # try: from nlu.pipe.viz.streamlit_viz.streamlit_dashboard_OS import StreamlitVizBlockHandler @@ -795,3 +828,51 @@ def viz_streamlit_word_embed_manifold(self, show_infos, show_logo, n_jobs,) + + + + def viz_streamlit_sentence_embed_manifold(self, + default_texts: List[str] = ("Donald Trump likes to party!", "Angela Merkel likes to party!", 'Peter HATES TO PARTTY!!!! :('), + title: Optional[str] = "Lower dimensional Manifold visualization for sentence embeddings", + sub_title: Optional[str] = "Apply any of the 11 `Manifold` or `Matrix Decomposition` algorithms to reduce the dimensionality of `Word Embeddings` to `1-D`, `2-D` and `3-D` ", + write_raw_pandas : bool = False , + default_algos_to_apply : List[str] = ('TSNE','PCA',), + target_dimensions : List[int] = (1,2,3), + show_algo_select : bool = True, + show_embed_select : bool = True, + show_color_select: bool = True, + MAX_DISPLAY_NUM:int=100, + display_embed_information:bool=True, + set_wide_layout_CSS:bool=True, + num_cols: int = 3, + model_select_position:str = 'side', # side or main + key:str = "NLU_streamlit", + additional_classifiers_for_coloring:List[str]=[ 'sentiment.imdb'], + generate_code_sample:bool = False, + show_infos:bool = True, + show_logo:bool = True, + n_jobs: Optional[int] = 3, # False + ): + try: from nlu.pipe.viz.streamlit_viz.streamlit_dashboard_OS import StreamlitVizBlockHandler + except ImportError : print("You need to install Streamlit to run this functionality.") + StreamlitVizBlockHandler.viz_streamlit_sentence_embed_manifold(self, + default_texts, + title, + sub_title, + write_raw_pandas, + default_algos_to_apply, + target_dimensions, + show_algo_select, + show_embed_select, + show_color_select, + MAX_DISPLAY_NUM, + display_embed_information, + set_wide_layout_CSS, + num_cols, + model_select_position, + key, + additional_classifiers_for_coloring, + generate_code_sample, + show_infos, + show_logo, + n_jobs,) diff --git a/nlu/pipe/utils/component_utils.py b/nlu/pipe/utils/component_utils.py index 500f505d..43b0cdce 100644 --- a/nlu/pipe/utils/component_utils.py +++ b/nlu/pipe/utils/component_utils.py @@ -39,6 +39,7 @@ def clean_irrelevant_features(feature_list, remove_AT_notation = False): if 'raw_texts' in feature_list: feature_list.remove('raw_texts') if 'label' in feature_list: feature_list.remove('label') if 'sentiment_label' in feature_list: feature_list.remove('sentiment_label') + if '%%%feature_elements%%%' in feature_list : feature_list.remove('%%%feature_elements%%%') if remove_AT_notation: new_cs = [] for c in feature_list :new_cs.append(c.split("@")[0]) diff --git a/nlu/pipe/utils/pipe_utils.py b/nlu/pipe/utils/pipe_utils.py index 7d9dce2d..e9051d69 100644 --- a/nlu/pipe/utils/pipe_utils.py +++ b/nlu/pipe/utils/pipe_utils.py @@ -1,6 +1,7 @@ from sparknlp.annotator import * import inspect import logging + logger = logging.getLogger('nlu') from nlu.pipe.utils.component_utils import ComponentUtils class PipeUtils(): @@ -128,6 +129,9 @@ def enforce_AT_schema_on_embedding_processors (pipe): if '@' not in input_embed_col: # storage_ref = StorageRefUtils.extract_storage_ref(c) # new_embed_col_with_AT_notation = input_embed_col+"@"+storage_ref + # TODO SET STORAGE REF ON TRAINABLE MODELS!!!!!!!! + ## OTHERWHISE ENFORCING AT STORAGE REF WILL BREAK STUFFFZ! + # STORAGE REF MUST MATCH UP TO THE EMBEDDINGS WE ARE FEEDING!! new_embed_AT_ref = ComponentUtils.extract_storage_ref_AT_notation_for_embeds(c, 'input') c.info.inputs.remove(input_embed_col) c.info.inputs.append(new_embed_AT_ref) @@ -183,7 +187,7 @@ def configure_component_output_levels_to_document(pipe): ''' Configure pipe components to output level document. Substitute every occurence of to for every component that feeds from :param pipe: pipe to be configured - :return: configured pipe + :return: configured pipe coonents only ''' logger.info('Configuring components to document level') for c in pipe.components: @@ -311,3 +315,17 @@ def rename_duplicate_cols(pipe): return pipe + + + + @staticmethod + def find_trainable_embed_consumer(pipe): + for i,c in enumerate(pipe.components): + if isinstance(c.model, NerDLApproach): return i, 'word_embeddings' + if isinstance(c.model, (ClassifierDLApproach,SentimentDLApproach,MultiClassifierDLApproach)): return i, 'sentence_embeddings' + if pipe.has_licensed_components: + from sparknlp_jsl.annotator import ChunkEntityResolverApproach, SentenceEntityResolverApproach + if isinstance(c.model, ChunkEntityResolverApproach): return i, 'chunk_embeddings' + if isinstance(c.model, SentenceEntityResolverApproach): return i, 'sentence_embeddings' + + return -1, None diff --git a/nlu/pipe/viz/streamlit_viz/streamlit_dashboard_OS.py b/nlu/pipe/viz/streamlit_viz/streamlit_dashboard_OS.py index e48c7458..8a5094cf 100644 --- a/nlu/pipe/viz/streamlit_viz/streamlit_dashboard_OS.py +++ b/nlu/pipe/viz/streamlit_viz/streamlit_dashboard_OS.py @@ -17,6 +17,7 @@ from nlu.pipe.viz.streamlit_viz.viz_building_blocks.ner import NERStreamlitBlock from nlu.pipe.viz.streamlit_viz.viz_building_blocks.word_similarity import WordSimilarityStreamlitBlock from nlu.pipe.viz.streamlit_viz.viz_building_blocks.word_embedding_manifold import WordEmbeddingManifoldStreamlitBlock +from nlu.pipe.viz.streamlit_viz.viz_building_blocks.sentence_embedding_manifold import SentenceEmbeddingManifoldStreamlitBlock @@ -86,24 +87,26 @@ def viz_streamlit_dashboard( all_models = ner_model_2_viz + ' en.dep.typed ' if 'dependency_tree' in active_visualizers else ner_model_2_viz ner_pipe, tree_pipe = None,None - if 'ner' in active_visualizers : - ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) - NERStreamlitBlock.visualize_ner(ner_pipe, text, generate_code_sample=show_code_snippets, key=key, show_model_select=False, show_text_input=True, show_logo=False, show_infos=False) - if 'dependency_tree' in active_visualizers : - tree_pipe = StreamlitUtilsOS.get_pipe('en.dep.typed') # if not ValidateVizPipe.viz_tree_satisfied(pipe) else pipe - DepTreeStreamlitBlock.visualize_dep_tree(tree_pipe, text, generate_code_sample=show_code_snippets, key=key, show_infos=False, show_logo=False) - if 'token_features' in active_visualizers: - ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) - TokenFeaturesStreamlitBlock.visualize_tokens_information(ner_pipe, text, generate_code_sample=show_code_snippets, key=key, model_select_position=model_select_position, show_infos=False, show_logo=False, ) - if 'classification' in active_visualizers: - ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) - ClassifierStreamlitBlock.visualize_classes(ner_pipe, text, generate_code_sample=show_code_snippets, key=key, model_select_position=model_select_position, show_infos=False, show_logo=False) - if 'similarity' in active_visualizers: - ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) - WordSimilarityStreamlitBlock.display_word_similarity(ner_pipe, similarity_texts,generate_code_sample=show_code_snippets, model_select_position=model_select_position, show_infos=False,show_logo=False, num_cols=num_similarity_cols) - if 'manifold' in active_visualizers : - ner_pipe = pipe if ner_model_2_viz in pipe.nlu_ref.split(' ') else StreamlitUtilsOS.get_pipe(ner_model_2_viz) - WordEmbeddingManifoldStreamlitBlock.viz_streamlit_word_embed_manifold(ner_pipe, similarity_texts, generate_code_sample=show_code_snippets, model_select_position=model_select_position, show_infos=False, show_logo=False, num_cols=num_manifold_cols) + + for viz in active_visualizers : + if 'ner' == viz : + ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) + NERStreamlitBlock.visualize_ner(ner_pipe, text, generate_code_sample=show_code_snippets, key=key, show_model_select=False, show_text_input=True, show_logo=False, show_infos=False) + if 'dependency_tree' == viz : + tree_pipe = StreamlitUtilsOS.get_pipe('en.dep.typed') # if not ValidateVizPipe.viz_tree_satisfied(pipe) else pipe + DepTreeStreamlitBlock.visualize_dep_tree(tree_pipe, text, generate_code_sample=show_code_snippets, key=key, show_infos=False, show_logo=False) + if 'token_features' == viz : + ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) + TokenFeaturesStreamlitBlock.visualize_tokens_information(ner_pipe, text, generate_code_sample=show_code_snippets, key=key, model_select_position=model_select_position, show_infos=False, show_logo=False, ) + if 'classification' == viz: + ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) + ClassifierStreamlitBlock.visualize_classes(ner_pipe, text, generate_code_sample=show_code_snippets, key=key, model_select_position=model_select_position, show_infos=False, show_logo=False) + if 'similarity' == viz : + ner_pipe = pipe if pipe.nlu_ref == ner_model_2_viz else StreamlitUtilsOS.get_pipe(ner_model_2_viz) + WordSimilarityStreamlitBlock.display_word_similarity(ner_pipe, similarity_texts,generate_code_sample=show_code_snippets, model_select_position=model_select_position, show_infos=False,show_logo=False, num_cols=num_similarity_cols) + if 'manifold' == viz: + ner_pipe = pipe if ner_model_2_viz in pipe.nlu_ref.split(' ') else StreamlitUtilsOS.get_pipe(ner_model_2_viz) + WordEmbeddingManifoldStreamlitBlock.viz_streamlit_word_embed_manifold(ner_pipe, similarity_texts, generate_code_sample=show_code_snippets, model_select_position=model_select_position, show_infos=False, show_logo=False, num_cols=num_manifold_cols) models_to_display_info_for = [] if ner_pipe is not None : models_to_display_info_for .append(ner_pipe) @@ -111,6 +114,54 @@ def viz_streamlit_dashboard( if show_models_info :StreamlitVizTracker.display_model_info(all_models, models_to_display_info_for) if display_infos : StreamlitVizTracker.display_footer() + @staticmethod + def viz_streamlit_sentence_embed_manifold( + pipe, # nlu pipe + default_texts: List[str] = ("Donald Trump likes to party!", "Angela Merkel likes to party!", 'Peter HATES TO PARTTY!!!! :('), + title: Optional[str] = "Lower dimensional Manifold visualization for word embeddings", + sub_title: Optional[str] = "Apply any of the 11 `Manifold` or `Matrix Decomposition` algorithms to reduce the dimensionality of `Word Embeddings` to `1-D`, `2-D` and `3-D` ", + write_raw_pandas : bool = False , + default_algos_to_apply : List[str] = ("TSNE", "PCA"),#,'LLE','Spectral Embedding','MDS','ISOMAP','SVD aka LSA','DictionaryLearning','FactorAnalysis','FastICA','KernelPCA',), # LatentDirichletAllocation 'NMF', + target_dimensions : List[int] = (1,2,3), + show_algo_select : bool = True, + show_embed_select : bool = True, + show_color_select: bool = True, + MAX_DISPLAY_NUM:int=100, + display_embed_information:bool=True, + set_wide_layout_CSS:bool=True, + num_cols: int = 3, + model_select_position:str = 'side', # side or main + key:str = "NLU_streamlit", + additional_classifiers_for_coloring:List[str]=['pos', 'sentiment'], + generate_code_sample:bool = False, + show_infos:bool = True, + show_logo:bool = True, + n_jobs: Optional[int] = 3, # False + ): SentenceEmbeddingManifoldStreamlitBlock.viz_streamlit_sentence_embed_manifold( + pipe, + default_texts, + title, + sub_title, + write_raw_pandas, + default_algos_to_apply, + target_dimensions, + show_algo_select, + show_embed_select, + show_color_select, + MAX_DISPLAY_NUM, + display_embed_information, + set_wide_layout_CSS, + num_cols, + model_select_position, + key, + additional_classifiers_for_coloring, + generate_code_sample, + show_infos, + show_logo, + n_jobs, + ) + + @staticmethod def viz_streamlit_word_embed_manifold( pipe, # nlu pipe @@ -158,7 +209,6 @@ def viz_streamlit_word_embed_manifold( n_jobs, ) - @staticmethod def visualize_dep_tree( pipe, #nlu pipe diff --git a/nlu/pipe/viz/streamlit_viz/streamlit_utils/__init__.py b/nlu/pipe/viz/streamlit_viz/streamlit_utils/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/nlu/pipe/viz/streamlit_viz/streamlit_utils/viz_dependency_validation_OS.py b/nlu/pipe/viz/streamlit_viz/streamlit_utils/viz_dependency_validation_OS.py new file mode 100644 index 00000000..1937f94d --- /dev/null +++ b/nlu/pipe/viz/streamlit_viz/streamlit_utils/viz_dependency_validation_OS.py @@ -0,0 +1,13 @@ +from sparknlp.annotator import * + +class StreamlitUtils(): + """Verify for various visualizatins of dependenciesa re satisfied by pipe """ + + @staticmethod + def viz_tree_satisfied(pipe): + un_typed_dep = False + typed_dep = False + for c in pipe.components : + if isinstance(c.model, (DependencyParserModel)): un_typed_dep = True + if isinstance(c.model, (TypedDependencyParserModel)): typed_dep = True + return un_typed_dep and typed_dep diff --git a/nlu/pipe/viz/streamlit_viz/streamlit_utils_OS.py b/nlu/pipe/viz/streamlit_viz/streamlit_utils_OS.py index 31373fcc..de2c1723 100644 --- a/nlu/pipe/viz/streamlit_viz/streamlit_utils_OS.py +++ b/nlu/pipe/viz/streamlit_viz/streamlit_utils_OS.py @@ -6,6 +6,8 @@ import pandas as pd from sparknlp.annotator import * import nlu +from nlu.pipe.utils.storage_ref_utils import StorageRefUtils + class StreamlitUtilsOS(): classifers_OS = [ ClassifierDLModel, LanguageDetectorDL, MultiClassifierDLModel, NerDLModel, NerCrfModel, YakeModel, PerceptronModel, SentimentDLModel, SentimentDetectorModel, ViveknSentimentModel, DependencyParserModel, TypedDependencyParserModel, T5Transformer, MarianTransformer, NerConverter] @@ -97,7 +99,7 @@ def get_NER_tags_in_pipe(p): @staticmethod def get_manifold_algo(algo,dim, n_jobs = None): from sklearn.manifold import TSNE, Isomap, LocallyLinearEmbedding, MDS, SpectralEmbedding - from sklearn.decomposition import TruncatedSVD,DictionaryLearning, FactorAnalysis, FastICA, KernelPCA, PCA + from sklearn.decomposition import TruncatedSVD,DictionaryLearning, FactorAnalysis, FastICA, KernelPCA, PCA,LatentDirichletAllocation # manifold if algo=='TSNE' : return TSNE(n_components=dim, n_jobs=n_jobs) if algo=='ISOMAP' : return Isomap(n_components=dim, n_jobs=n_jobs) @@ -112,7 +114,7 @@ def get_manifold_algo(algo,dim, n_jobs = None): if algo =='FastICA': return FastICA(n_components=dim) # no hyper if algo =='KernelPCA': return KernelPCA(n_components=dim, n_jobs=n_jobs) # not applicable because negative values, todo we could just take absolute values of all embeds.. - # if algo =='LatentDirichletAllocation': return LatentDirichletAllocation(n_components=dim) + if algo =='LatentDirichletAllocation': return LatentDirichletAllocation(n_components=dim) # if algo =='NMF': return NMF(n_components=dim) @@ -127,10 +129,32 @@ def merge_token_classifiers_with_embed_pipe(embed_pipe, token_pipe): for c in token_pipe.components : if c.info.name == 'pos' : for emb_c in embed_pipe.components : - if emb_c.info.name =='pos' : return embed_pipe + if emb_c.info.name =='pos' : + embed_pipe.is_fitted=False + embed_pipe.fit() + return embed_pipe # only merge if pos not already in pipe embed_pipe.components.append(c) # if c.info.name == 'unlabeled_dependency_parser' : embed_pipe.components.append(c) # if c.info.name == 'labeled_dependency_parser' : embed_pipe.components.append(c) + embed_pipe.is_fitted=False + embed_pipe.fit() return embed_pipe + + @staticmethod + def extract_all_sentence_storage_refs_or_nlu_refs(e_coms): + """extract either NLU_ref or storage_ref as fallback for a list of embedding components""" + loaded_storage_refs = [] + loaded_embed_nlu_refs = [] + for c in e_coms : + if not hasattr(c.info,'nlu_ref'): continue + r = c.info.nlu_ref + if 'en.' not in r and 'embed_sentence.' not in r and 'ner' not in r : loaded_embed_nlu_refs.append('en.embed_sentence.' + r) + elif 'en.' in r and 'embed_sentence.' not in r and 'ner' not in r: + r = r.split('en.')[0] + loaded_embed_nlu_refs.append('en.embed_sentence.' + r) + else : + loaded_embed_nlu_refs.append(StorageRefUtils.extract_storage_ref(c)) + loaded_storage_refs.append(StorageRefUtils.extract_storage_ref(c)) + return loaded_embed_nlu_refs, loaded_storage_refs \ No newline at end of file diff --git a/nlu/pipe/viz/streamlit_viz/streamlit_viz_tracker.py b/nlu/pipe/viz/streamlit_viz/streamlit_viz_tracker.py index b8c5b5e7..153d98c5 100644 --- a/nlu/pipe/viz/streamlit_viz/streamlit_viz_tracker.py +++ b/nlu/pipe/viz/streamlit_viz/streamlit_viz_tracker.py @@ -10,13 +10,11 @@ from nlu.pipe.viz.streamlit_viz.gen_streamlit_code import get_code_for_viz from nlu.pipe.viz.streamlit_viz.styles import _set_block_container_style import random - -## TODO THIS BECOME VIZ TRACKER!! MODEL-VIEW-CONTROLLER Pattern!!! THis is the MODEL, STREAMLIT IS the VIEW, STreamlit-UI+Methods called by that are CONTROLLER class StreamlitVizTracker(): """Track the status of the visualizations and models loaded in the Streamlit Web View. This is the Model part of the MVC pattern""" _set_block_container_style() loaded_word_embeding_pipes = [] - loaded_sentence_embeding_pipes = [] # todo track + loaded_sentence_embeding_pipes = [] loaded_document_classifier_pipes = [] loaded_token_pipes = [] loaded_token_level_classifiers = [] @@ -79,7 +77,7 @@ def style_model_link(model,text,url, CSS_class): def display_infos(): FOOTER = """{}""" field_info = """**INFO:** You can type in the model selection fields to search and filter.""" - iso_info = """**INFO:** NLU model references have the structure: `..` . [Based on the `ISO Language Codes`](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes). If no language defined, `en.` will be assumed as default ' ,""" + iso_info = """**INFO:** NLU model references have the structure.md: `..` . [Based on the `ISO Language Codes`](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes). If no language defined, `en.` will be assumed as default ' ,""" ISO_FOOTER = FOOTER.format(field_info) FIELD_FOOTER = FOOTER.format(iso_info) st.sidebar.markdown(ISO_FOOTER, unsafe_allow_html=True) diff --git a/nlu/pipe/viz/streamlit_viz/viz_building_blocks/sentence_embedding_manifold.py b/nlu/pipe/viz/streamlit_viz/viz_building_blocks/sentence_embedding_manifold.py new file mode 100644 index 00000000..48d213ab --- /dev/null +++ b/nlu/pipe/viz/streamlit_viz/viz_building_blocks/sentence_embedding_manifold.py @@ -0,0 +1,256 @@ +import nlu +from nlu.discovery import Discoverer +from nlu.pipe.utils.storage_ref_utils import StorageRefUtils +from typing import List, Tuple, Optional, Dict, Union +import streamlit as st +from nlu.utils.modelhub.modelhub_utils import ModelHubUtils +import numpy as np +import pandas as pd +from nlu.pipe.viz.streamlit_viz.streamlit_utils_OS import StreamlitUtilsOS +from nlu.pipe.viz.streamlit_viz.gen_streamlit_code import get_code_for_viz +from nlu.pipe.viz.streamlit_viz.styles import _set_block_container_style +import random +from nlu.pipe.viz.streamlit_viz.streamlit_viz_tracker import StreamlitVizTracker +class SentenceEmbeddingManifoldStreamlitBlock(): + @staticmethod + def viz_streamlit_sentence_embed_manifold( + pipe, # nlu pipe + default_texts: List[str] = ("Donald Trump likes to party!", "Angela Merkel likes to party!", 'Peter HATES TO PARTTY!!!! :('), + title: Optional[str] = "Lower dimensional Manifold visualization for Sentence embeddings", + sub_title: Optional[str] = "Apply any of the 11 `Manifold` or `Matrix Decomposition` algorithms to reduce the dimensionality of `Sentence Embeddings` to `1-D`, `2-D` and `3-D` ", + write_raw_pandas : bool = False , + default_algos_to_apply : List[str] = ("TSNE", "PCA"),#,'LLE','Spectral Embedding','MDS','ISOMAP','SVD aka LSA','DictionaryLearning','FactorAnalysis','FastICA','KernelPCA',), # LatentDirichletAllocation 'NMF', + target_dimensions : List[int] = (1,2,3), + show_algo_select : bool = True, + show_embed_select : bool = True, + show_color_select: bool = True, + MAX_DISPLAY_NUM:int=200000, + display_embed_information:bool=True, + set_wide_layout_CSS:bool=True, + num_cols: int = 3, + model_select_position:str = 'side', # side or main + key:str = "NLU_streamlit", + additional_classifiers_for_coloring:List[str]=['sentiment.imdb'], + generate_code_sample:bool = False, + show_infos:bool = True, + show_logo:bool = True, + n_jobs: Optional[int] = 3, # False + ): + from nlu.pipe.viz.streamlit_viz.streamlit_utils_OS import StreamlitUtilsOS + StreamlitVizTracker.footer_displayed=False + + try : + import plotly.express as px + from sklearn.metrics.pairwise import distance_metrics + except :st.error("You need the sklearn and plotly package in your Python environment installed for similarity visualizations. Run ") + # if len(default_texts) > MAX_DISPLAY_NUM : default_texts = default_texts[:MAX_DISPLAY_NUM] + if show_logo :StreamlitVizTracker.show_logo() + if set_wide_layout_CSS : _set_block_container_style() + if title:st.header(title) + if sub_title:st.subheader(sub_title) + # if show_logo :VizUtilsStreamlitOS.show_logo() + + # VizUtilsStreamlitOS.loaded_word_embeding_pipes = [] + + data = st.text_area('Enter N texts, seperated by new lines to visualize Sentence Embeddings for ',default_texts) + # detect_sentence = False # TODO ITNEGRATE PARAM + output_level = 'document' #if not detect_sentence else 'sentence' + classifier_cols = [] + original_text = nlu.load('tokenize').predict(data.split("\n"),output_level=output_level)[output_level].values + original_text = original_text[:2500] + original_text = original_text[original_text != ''] + original_text = original_text[~pd.isna(original_text)] + + + text_col = output_level + embed_algos_to_load = [] + class_algos_to_load = [] + new_embed_pipes = [] + new_class_pipes = [] + e_coms = StreamlitUtilsOS.find_all_embed_components(pipe) + + if show_algo_select : + exp = st.beta_expander("Select additional manifold and dimension reduction techniques to apply") + + algos = exp.multiselect( + "Reduce embedding dimensionality to something visualizable", + options=("TSNE", "ISOMAP",'LLE','Spectral Embedding','MDS','PCA','SVD aka LSA','DictionaryLearning','FactorAnalysis','FastICA','KernelPCA','LatentDirichletAllocation'),default=default_algos_to_apply,) + + emb_components_usable = [e for e in Discoverer.get_components('embed',True, include_aliases=True) if 'chunk' not in e and 'sentence' in e] + # Todo, multi-classifiers excluded + classifier_components_usable = [e for e in Discoverer.get_components('classify',True, include_aliases=True) if 'xx' not in e and 'toxic' not in e and 'e2e' not in e ] + # Storage Ref extraction + loaded_embed_nlu_refs, loaded_storage_refs = StreamlitUtilsOS.extract_all_sentence_storage_refs_or_nlu_refs(e_coms) + loaded_classifier_nlu_refs = additional_classifiers_for_coloring # + all classifier NLU_refs? + + # Get loaded Embed NLU Refs + for embed_pipe in StreamlitVizTracker.loaded_sentence_embeding_pipes: + if embed_pipe != pipe : loaded_embed_nlu_refs.append(embed_pipe.nlu_ref) + loaded_embed_nlu_refs = list(set(loaded_embed_nlu_refs)) + + # Get loaded Classifier NLU Refs + for embed_pipe in StreamlitVizTracker.loaded_document_classifier_pipes: + if embed_pipe != pipe : loaded_classifier_nlu_refs.append(embed_pipe.nlu_ref) + loaded_classifier_nlu_refs = list(set(loaded_classifier_nlu_refs)) + + # fix default selector + for l in loaded_embed_nlu_refs: + if l not in emb_components_usable : emb_components_usable.append(l) + + # fix default selector + for l in loaded_classifier_nlu_refs: + if l not in classifier_components_usable : classifier_components_usable.append(l) + + + emb_components_usable.sort() + loaded_embed_nlu_refs.sort() + classifier_components_usable.sort() + loaded_classifier_nlu_refs.sort() + if model_select_position =='side': + embed_algo_selection = st.sidebar.multiselect("Pick additional Sentence Embeddings for the Dimension Reduction",options=emb_components_usable,default=loaded_embed_nlu_refs,key = key) + embed_algo_selection=[embed_algo_selection[-1]] + + exp = st.beta_expander("Pick additional Classifiers") + class_algo_selection = exp.multiselect("Pick additional Classifiers to load for coloring points",options=classifier_components_usable,default=loaded_classifier_nlu_refs,key = key) + class_algo_selection=[class_algo_selection[-1]] + + else : + exp = st.beta_expander("Pick additional Sentence Embeddings") + embed_algo_selection = exp.multiselect("Pick additional Sentence Embeddings for the Dimension Reduction",options=emb_components_usable,default=loaded_embed_nlu_refs,key = key) + embed_algo_selection=[embed_algo_selection[-1]] + + exp = st.beta_expander("Pick additional Classifiers") + class_algo_selection = exp.multiselect("Pick additional Classifiers to load for coloring points",options=classifier_components_usable,default=loaded_classifier_nlu_refs,key = key) + class_algo_selection=[class_algo_selection[-1]] + + + embed_algos_to_load = list(set(embed_algo_selection) - set(loaded_embed_nlu_refs)) + class_algos_to_load = list(set(class_algo_selection) - set(loaded_classifier_nlu_refs)) + + for embedder in embed_algos_to_load:new_embed_pipes.append(nlu.load(embedder)) + for classifier in class_algos_to_load:new_class_pipes.append(nlu.load(classifier)) + + StreamlitVizTracker.loaded_sentence_embeding_pipes+=new_embed_pipes + StreamlitVizTracker.loaded_document_classifier_pipes+=new_class_pipes + if pipe not in StreamlitVizTracker.loaded_sentence_embeding_pipes: StreamlitVizTracker.loaded_sentence_embeding_pipes.append(pipe) + + for nlu_ref in additional_classifiers_for_coloring : # TODO REMVOVE< INTEGRATE INTO THE AUT LOAD THING REDUNDAND + already_loaded=False + for embed_pipe in StreamlitVizTracker.loaded_document_classifier_pipes: + if embed_pipe.nlu_ref == nlu_ref : already_loaded = True + if not already_loaded : + already_loaded=True + StreamlitVizTracker.loaded_document_classifier_pipes.append(nlu.load(nlu_ref)) + + col_index = 0 + cols = st.beta_columns(num_cols) + + + + + + data = original_text.copy() + # Get classifier predictions + classifier_cols = [] + for class_pipe in StreamlitVizTracker.loaded_document_classifier_pipes: + data = class_pipe.predict(data, output_level=output_level,multithread=False) + classifier_cols += StreamlitUtilsOS.get_classifier_cols(class_pipe) + data['text'] = original_text + # drop embeds of classifiers because bad conversion + for c in data.columns : + if 'embedding' in c : data.drop(c, inplace=True,axis=1) + + data['text'] = original_text + if show_color_select: + if model_select_position == 'side' : feature_to_color_by = st.sidebar.selectbox('Pick a feature to color points in manifold by ',classifier_cols,0) + else:feature_to_color_by = st.selectbox('Feature to color plots by ',classifier_cols,0) + + def are_cols_full(): return col_index == num_cols + for embed_pipe in StreamlitVizTracker.loaded_sentence_embeding_pipes : + predictions = embed_pipe.predict(data,output_level=output_level,multithread=False).dropna() + e_col = StreamlitUtilsOS.find_embed_col(predictions) + e_com = StreamlitUtilsOS.find_embed_component(embed_pipe) + e_com_storage_ref = StorageRefUtils.extract_storage_ref(e_com, True) + emb = predictions[e_col] + mat = np.array([x for x in emb]) + for algo in algos : + #Only pos values for latent Dirchlet + if algo == 'LatentDirichletAllocation':mat = np.square(mat) + if len(mat.shape)>2 : mat = mat.reshape(len(emb),mat.shape[-1]) + hover_data = classifier_cols + ['text'] + # calc reduced dimensionality with every algo + if 1 in target_dimensions: + low_dim_data = StreamlitUtilsOS.get_manifold_algo(algo,1,n_jobs).fit_transform(mat) + x = low_dim_data[:,0] + y = np.zeros(low_dim_data[:,0].shape) + predictions['text'] = original_text + tsne_df = pd.DataFrame({**{'x':x,'y':y}, + **{k:predictions[k] for k in classifier_cols}, + **{'text':original_text} + }) + fig = px.scatter(tsne_df, x="x", y="y",color=feature_to_color_by, hover_data=hover_data) + subh = f"""Sentence-Embeddings =`{e_com_storage_ref}`, Manifold-Algo =`{algo}` for `D=1`""" + cols[col_index].markdown(subh) + cols[col_index].write(fig,key=key) + col_index+=1 + if are_cols_full() : + cols = st.beta_columns(num_cols) + col_index = 0 + if 2 in target_dimensions: + low_dim_data = StreamlitUtilsOS.get_manifold_algo(algo,2,n_jobs).fit_transform(mat) + x = low_dim_data[:,0] + y = low_dim_data[:,1] + tsne_df = pd.DataFrame({**{'x':x,'y':y}, + **{k:predictions[k] for k in classifier_cols}, + **{'text':original_text} + }) + fig = px.scatter(tsne_df, x="x", y="y",color=feature_to_color_by, hover_data=hover_data) + subh = f"""Sentence-Embeddings =`{e_com_storage_ref}`, Manifold-Algo =`{algo}` for `D=2`""" + cols[col_index].markdown(subh) + cols[col_index].write(fig,key=key) + col_index+=1 + if are_cols_full() : + cols = st.beta_columns(num_cols) + col_index = 0 + if 3 in target_dimensions: + low_dim_data = StreamlitUtilsOS.get_manifold_algo(algo,3,n_jobs).fit_transform(mat) + x = low_dim_data[:,0] + y = low_dim_data[:,1] + z = low_dim_data[:,2] + tsne_df = pd.DataFrame({**{'x':x,'y':y,'z':z}, + **{k:predictions[k] for k in classifier_cols}, + **{'text':original_text} + }) + fig = px.scatter_3d(tsne_df, x="x", y="y", z='z',color=feature_to_color_by, hover_data=hover_data) + subh = f"""Sentence-Embeddings =`{e_com_storage_ref}`, Manifold-Algo =`{algo}` for `D=3`""" + cols[col_index].markdown(subh) + cols[col_index].write(fig,key=key) + col_index+=1 + if are_cols_full() : + cols = st.beta_columns(num_cols) + col_index = 0 + + + + # Todo fancy embed infos etc + # if display_embed_information: display_embed_vetor_information(e_com,mat) + + # if display_embed_information: + # exp = st.beta_expander("Embedding vector information") + # exp.write(embed_vector_info) + + if show_infos : + # VizUtilsStreamlitOS.display_infos() + StreamlitVizTracker.display_model_info(pipe.nlu_ref, pipes = [pipe]) + StreamlitVizTracker.display_footer() + + + + + + + + +# vodafonegmbh 40875 Radtingen + + diff --git a/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_embedding_manifold.py b/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_embedding_manifold.py index 3fba9333..bb9765d8 100644 --- a/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_embedding_manifold.py +++ b/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_embedding_manifold.py @@ -24,7 +24,7 @@ def viz_streamlit_word_embed_manifold( show_algo_select : bool = True, show_embed_select : bool = True, show_color_select: bool = True, - MAX_DISPLAY_NUM:int=100, + MAX_DISPLAY_NUM:int=200000, display_embed_information:bool=True, set_wide_layout_CSS:bool=True, num_cols: int = 3, @@ -54,15 +54,8 @@ def viz_streamlit_word_embed_manifold( data = st.text_area('Enter N texts, seperated by new lines to visualize Word Embeddings for ','\n'.join(default_texts)) if len(data) > MAX_DISPLAY_NUM : data = data[:MAX_DISPLAY_NUM] - data_split = data.split("\n") - while '' in data_split : data_split.remove('') - data = data_split.copy() - while '' in data : data.remove('') - - if len(data)<=1: - st.error("Please enter more than 2 lines of text, seperated by new lines (hit )") - return - # TODO dynamic color inference for plotting + original_text = nlu.load('tokenize').predict(data.split("\n"),output_level='document')['document'].values + if show_color_select: if model_select_position == 'side' : feature_to_color_by = st.sidebar.selectbox('Pick a feature to color points in manifold by ',['pos','sentiment',],0) else:feature_to_color_by = st.selectbox('Feature to color plots by ',['pos','sentiment',],0) @@ -131,36 +124,37 @@ def are_cols_full(): return col_index == num_cols token_feature_pipe = StreamlitUtilsOS.get_pipe('pos') #not all pipes have sentiment/pos etc.. models for hueing loaded.... ## Lets FIRST predict with the classifiers/Token level feature generators and THEN apply embed pipe - for p in StreamlitVizTracker.loaded_word_embeding_pipes : - data = data_split.copy() - classifier_cols = [] - for class_p in StreamlitVizTracker.loaded_document_classifier_pipes: + data = original_text.copy() + classifier_cols = [] + for class_p in StreamlitVizTracker.loaded_document_classifier_pipes: - data = class_p.predict(data, output_level='document',multithread=False).dropna() - classifier_cols.append(StreamlitUtilsOS.get_classifier_cols(class_p)) - data['text'] = data_split - # drop embeds of classifiers because bad conversion - for c in data.columns : - if 'embedding' in c : data.drop(c, inplace=True,axis=1) - # data['text'] - # =data['document'] - data['text'] = data_split + data = class_p.predict(data, output_level='document',multithread=False)#.dropna() + classifier_cols.append(StreamlitUtilsOS.get_classifier_cols(class_p)) + data['text'] = original_text + # drop embeds of classifiers because bad conversion for c in data.columns : - if 'sentence_embedding' in c : data.drop(c,inplace=True,axis=1) + if 'embedding' in c : data.drop(c, inplace=True,axis=1) + # data['text'] + # =data['document'] + data['text'] = original_text + for c in data.columns : + if 'sentence_embedding' in c : data.drop(c,inplace=True,axis=1) + if'pos' in data.columns : data.drop('pos',inplace=True,axis=1) + + for p in StreamlitVizTracker.loaded_word_embeding_pipes : p = StreamlitUtilsOS.merge_token_classifiers_with_embed_pipe(p, token_feature_pipe) - # if'token' in data.columns : data.drop(['token','pos'],inplace=True,) - if'pos' in data.columns : data.drop('pos',inplace=True,axis=1) predictions = p.predict(data,output_level='token',multithread=False).dropna() e_col = StreamlitUtilsOS.find_embed_col(predictions) e_com = StreamlitUtilsOS.find_embed_component(p) e_com_storage_ref = StorageRefUtils.extract_storage_ref(e_com, True) - # embedder_name = StreamlitUtilsOS.extract_name(e_com) emb = predictions[e_col] mat = np.array([x for x in emb]) for algo in algos : + #Only pos values for latent Dirchlet + if algo == 'LatentDirichletAllocation':mat = np.square(mat) if len(mat.shape)>2 : mat = mat.reshape(len(emb),mat.shape[-1]) hover_data = ['token','text','sentiment', 'pos'] # TODO DEDUCT # calc reduced dimensionality with every algo @@ -168,7 +162,6 @@ def are_cols_full(): return col_index == num_cols low_dim_data = StreamlitUtilsOS.get_manifold_algo(algo,1,n_jobs).fit_transform(mat) x = low_dim_data[:,0] y = np.zeros(low_dim_data[:,0].shape) - tsne_df = pd.DataFrame({'x':x,'y':y, 'text':predictions[text_col], 'pos':predictions.pos, 'sentiment' : predictions.sentiment,'token':predictions.token}) fig = px.scatter(tsne_df, x="x", y="y",color=feature_to_color_by, hover_data=hover_data) subh = f"""Word-Embeddings =`{e_com_storage_ref}`, Manifold-Algo =`{algo}` for `D=1`""" diff --git a/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_similarity.py b/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_similarity.py index 69804dd7..7bbad217 100644 --- a/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_similarity.py +++ b/nlu/pipe/viz/streamlit_viz/viz_building_blocks/word_similarity.py @@ -58,7 +58,6 @@ def display_word_similarity( StreamlitVizTracker.loaded_word_embeding_pipes = [] dist_metric_algos =distance_metrics() dist_algos = list(dist_metric_algos.keys()) - # TODO NORMALIZE DISTANCES TO [0,1] for non cosine if 'haversine' in dist_algos : dist_algos.remove('haversine') # not applicable in >2D if 'precomputed' in dist_algos : dist_algos.remove('precomputed') # Not a dist cols = st.beta_columns(2) @@ -132,8 +131,9 @@ def display_word_similarity( tok2 = data2['token'] emb1 = data1[e_col] emb2 = data2[e_col] - embed_mat1 = np.array([x for x in emb1]) - embed_mat2 = np.array([x for x in emb2]) + def normalize_matrix(m ): return m / np.linalg.norm(m, axis=1, keepdims=True) + embed_mat1 = normalize_matrix(np.array([x for x in emb1])) + embed_mat2 = normalize_matrix(np.array([x for x in emb2])) # e_name = e_col.split('word_embedding_')[-1] e_name = e_coms[num_emb].info.nlu_ref if hasattr(e_coms[num_emb].info,'nlu_ref') else e_col.split('word_embedding_')[-1] if 'en.' in e_col else e_col e_name = e_name.split('embed.')[-1] if 'en.' in e_name else e_name @@ -147,7 +147,8 @@ def display_word_similarity( 'Modelhub info': modelhub_links[num_emb]} for dist_algo in dist_algo_selection: # scalar_similarities[e_col][dist_algo]={} - sim_score = dist_metric_algos[dist_algo](embed_mat1,embed_mat2) + sim_score = ((dist_metric_algos[dist_algo](embed_mat1,embed_mat2) -1 )* -1) + sim_score = pd.DataFrame(sim_score) sim_score.index = tok1.values sim_score.columns = tok2.values diff --git a/nlu/spellbook.py b/nlu/spellbook.py index 0e0cfbdf..762e8077 100644 --- a/nlu/spellbook.py +++ b/nlu/spellbook.py @@ -44,6 +44,10 @@ class Spellbook(): 'train.sentiment': '', # sent DL alias 'train.pos': '', 'train.multi_classifier': '', + 'train.generic_classifier': '', + 'train.resolve_chunks': '', + 'train.resolve_sentence': '', + 'train.resolve': '', } @@ -92,8 +96,12 @@ class Spellbook(): 'ner.onto.sm': ('onto_recognize_entities_sm', 'pipe'), 'ner.onto.lg': ('onto_recognize_entities_lg', 'pipe'), 'match.datetime': ('match_datetime', 'pipe'), + 'match.text': ('text_matcher', 'model'), 'match.regex': ('regex_matcher', 'model'), + 'match.date': ('date_matcher', 'model'), + 'match.context': ('context_parser', 'model'), # TODOLicensed!! + # 'context_parser': ('context_parser', 'model'), 'match.pattern': ('match_pattern', 'pipe'), 'match.chunks': ('match_chunks', 'pipe'), @@ -103,7 +111,7 @@ class Spellbook(): 'clean.slang': ('clean_slang', 'pipe'), # 'spell': ('check_spelling','pipe'), # bad spell_checker, 'spell': ('spellcheck_dl', 'model'), # default spell - 'sentiment': ('analyze_sentiment', 'pipe'), + 'sentiment': ('sentimentdl_glove_imdb', 'model'), 'emotion': ('classifierdl_use_emotion', 'model'), # default emotion model 'sentiment.imdb': ('analyze_sentimentdl_use_imdb', 'pipe'), @@ -216,7 +224,6 @@ class Spellbook(): 'classify.emotion': ('classifierdl_use_emotion', 'model'), # Alias withouth embedding 'classify.cyberbullying': ('classifierdl_use_cyberbullying', 'model'), # Alias withouth embedding 'cyberbullying': ('classifierdl_use_cyberbullying', 'model'), # Alias withouth embedding - 'cyber': ('classifierdl_use_cyberbullying', 'model'), # Alias withouth embedding 'classify.sarcasm': ('classifierdl_use_sarcasm', 'model'), # Alias withouth embedding 'sarcasm': ('classifierdl_use_sarcasm', 'model'), # Alias withouth embedding @@ -1798,9 +1805,10 @@ class Spellbook(): 'nl.pos': 'pos_ud_alpino', # default pos nl 'nl.pos.ud_alpino': 'pos_ud_alpino', 'nl.ner': 'wikiner_6B_100', # default ner nl - 'nl.ner.wikiner': 'wikiner_6B_100', # default ner nl with embeds - 'nl.ner.wikiner.glove.6B_100': 'wikiner_6B_100', + # 'nl.ner.wikiner': 'wikiner_6B_100', # default ner nl with embeds, unresolvable Storageref + # 'nl.ner.wikiner.glove.6B_100': 'wikiner_6B_100', # unresolvable Storageref 'nl.ner.wikiner.glove.6B_300': 'wikiner_6B_300', + 'nl.ner.wikiner': 'wikiner_6B_300', 'nl.ner.wikiner.glove.840B_300': 'wikiner_840B_300', 'nl.embed.bert': 'bert_base_dutch_cased', @@ -1840,7 +1848,7 @@ class Spellbook(): 'en.ner.onto.electra.uncased_base': 'onto_electra_base_uncased', 'en.ner.bert_base_cased': 'ner_dl_bert_base_cased', - 'en.ner.ade': 'ade_ner_100d', + # 'en.ner.ade': 'ade_ner_100d', # FORBIDDEN? 'en.ner.aspect_sentiment': 'ner_aspect_based_sentiment', 'en.ner.glove.100d': 'ner_dl_sentence', @@ -1868,7 +1876,8 @@ class Spellbook(): 'biobert': 'biobert_pubmed_base_cased', # alias 'en.embed.biobert': 'biobert_pubmed_base_cased', # default bio bert 'en.embed.biobert.pubmed_base_cased': 'biobert_pubmed_base_cased', - # TODO NO SUCH PARAM POOLING LAYER EXISTS! + # 'en.embed_sentence.bluebert_cased_mli' : 'sbluebert_base_cased_mli', # NOT FOUND + 'en.embed.biobert.pubmed_large_cased': 'biobert_pubmed_large_cased', 'en.embed.biobert.pmc_base_cased': 'biobert_pmc_base_cased', 'en.embed.biobert.pubmed_pmc_base_cased': 'biobert_pubmed_pmc_base_cased', @@ -2064,10 +2073,11 @@ class Spellbook(): 'de.ner': 'wikiner_840B_300', # default ner de 'de.ner.wikiner': 'wikiner_840B_300', # default ner embeds de 'de.ner.wikiner.glove.840B_300': 'wikiner_840B_300', + # 'de.ner.wikiner.6B_100':'wikiner_6B_100', # In modelshub but not in S3? 'de.stopwords': 'stopwords_de', 'de.ner.wikiner.glove.6B_300': 'wikiner_6B_300', 'de.embed.bert' : 'bert_base_german_cased', - 'de.embed.bert.uncased' : ' bert_base_german_uncased' + 'de.embed.bert.uncased' : 'bert_base_german_uncased' }, 'it': { 'it.lemma': 'lemma_dxc', # default lemma it @@ -2189,12 +2199,11 @@ class Spellbook(): 'bn.stopwords': 'stopwords_bn', "bn.lemma": "lemma", "bn.pos": "pos_msri", - 'bn.ner': 'ner_jifs_glove_840B_300d', + 'bn.ner': 'bengaliner_cc_300d', + 'bn.ner.jifs': 'ner_jifs_glove_840B_300d', 'bn.ner.glove': 'ner_jifs_glove_840B_300d', - 'bn.embed.glove': 'bengaliner_cc_300d', - 'bn.embed': 'bengaliner_cc_300d', - 'bn.ner.cc': 'bengali_cc_300d', - 'bn.ner.cc_300d': 'bengali_cc_300d', + 'bn.embed.glove': 'bengali_cc_300d', + 'bn.embed': 'bengali_cc_300d', }, 'br': { @@ -2232,12 +2241,11 @@ class Spellbook(): 'fi.pos': 'pos_ud_tdt', # default pos fi 'fi.stopwords': 'stopwords_fi', 'fi.ner': 'wikiner_6B_100', - 'fi.ner.6B_100': 'wikiner_6B_100', - 'fi.ner.6B_300': 'wikiner_6B_300', - 'fi.ner.840B_300': 'wikiner_840B_300', - 'fi.embed.bert.': 'bert_finnish_cased', - 'fi.embed.bert.cased.': 'bert_finnish_cased', - 'fi.embed.bert.uncased.': 'bert_finnish_uncased', + # 'fi.ner.6B_300': 'wikiner_6B_300', + # 'fi.ner.840B_300': 'wikiner_840B_300', + 'fi.embed.bert': 'bert_finnish_cased', + 'fi.embed.bert.cased': 'bert_finnish_cased', + 'fi.embed.bert.uncased': 'bert_finnish_uncased', 'fi.embed_sentence': 'sent_bert_finnish_cased', 'fi.embed_sentence.bert.cased': 'sent_bert_finnish_cased', 'fi.embed_sentence.bert.uncased': 'sent_bert_finnish_uncased', @@ -2405,7 +2413,7 @@ class Spellbook(): 'tr.ner.bert': 'turkish_ner_bert' , # ner tr default 'tr.classify.news' : 'classifierdl_bert_news', 'tr.embed.bert' : 'bert_base_turkish_cased', - 'tr.embed.bert.uncased' : ' bert_base_turkish_uncased', + 'tr.embed.bert.uncased' : 'bert_base_turkish_uncased', }, 'uk': { 'uk.lemma': 'lemma', # default uk lemma @@ -2496,6 +2504,7 @@ class Spellbook(): # 'xx.embed.glove.840B_300': 'glove_840B_300', 'xx.embed.glove.6B_300': 'glove_6B_300', + 'xx.embed.glove.glove_6B_100': 'glove_6B_100', 'xx.embed.bert_multi_cased': 'bert_multi_cased', 'xx.embed.bert': 'bert_multi_cased', @@ -3850,10 +3859,7 @@ class Spellbook(): "xx.fr.marian.translate_to.vi":"opus_mt_vi_fr", "xx.fr.marian.translate_to.war":"opus_mt_war_fr", "xx.fi.marian.translate_to.zh":"opus_mt_zh_fi", - "xx.af.marian.translate_to.ru" : "opus_tatoeba_af_ru", "xx.he.marian.translate_to.it" : "opus_tatoeba_he_it", - "xx.he.marian.translate_to.fr" : "opus_tatoeba_he_fr", - "xx.it.marian.translate_to.he" : "opus_tatoeba_it_he", "xx.es.marian.translate_to.zh" : "opus_tatoeba_es_zh", @@ -3873,7 +3879,7 @@ class Spellbook(): # 'en.spell.context.med':'context_spell_med', #todo crashing Byteerror 'en.detect_sentence.clinical' : 'sentence_detector_dl_healthcare', - + 'en.norm_drugs' : 'drug_normalizer', # TODO!?!??! # T5 'en.t5.mediqa' : 't5_base_mediqa_mnli', @@ -3883,6 +3889,10 @@ class Spellbook(): 'en.assert.healthcare': 'assertion_dl_healthcare', 'en.assert.large': 'assertion_dl_large', + #2.7.6 + 'en.assert.radiology' :'assertion_dl_radiology', + + # WordEmbedding Model Glove Embeddings 'en.embed.glove.clinical': 'embeddings_clinical', 'en.embed.glove.biovec': 'embeddings_biovec', @@ -3892,6 +3902,17 @@ class Spellbook(): 'en.embed.glove.icdoem': 'embeddings_icdoem', 'en.embed.glove.icdoem_2ng': 'embeddings_icdoem_2ng', + #3.1.1 + 'en.embed_sentence.biobert.jsl_cased':'sbiobert_jsl_cased', + 'en.embed_sentence.biobert.jsl_umls_cased':'sbiobert_jsl_umls_cased', + 'en.embed_sentence.bert.jsl_medium_uncased':'sbert_jsl_medium_uncased', + 'en.embed_sentence.bert.jsl_medium_umls_uncased':'sbert_jsl_medium_umls_uncased', + 'en.embed_sentence.bert.jsl_mini_uncased':'sbert_jsl_mini_uncased', + 'en.embed_sentence.bert.jsl_mini_umlsuncased':'sbert_jsl_mini_umls_uncased', + 'en.embed_sentence.bert.jsl_tiny_uncased':'sbert_jsl_tiny_uncased', + 'en.embed_sentence.bert.jsl_tiny_umls_uncased':'sbert_jsl_tiny_umls_uncased', + + # BIOBERT embeddings # Todo errors with biobert embeds @@ -3917,6 +3938,7 @@ class Spellbook(): 'en.resolve.cpt.augmented': 'sbiobertresolve_cpt_augmented', 'en.resolve.cpt.procedures_augmented': 'sbiobertresolve_cpt_procedures_augmented', # resolve sentence hcc + 'en.resolve.hcc': 'sbiobertresolve_hcc_augmented', 'en.resolve.hcc.augmented': 'sbiobertresolve_hcc_augmented', # resolve sentence icdf 'en.resolve.icd10cm': 'sbiobertresolve_icd10cm', @@ -3934,6 +3956,15 @@ class Spellbook(): 'en.resolve.snomed.findings': 'sbiobertresolve_snomed_findings', 'en.resolve.snomed.findings_int': 'sbiobertresolve_snomed_findings_int', + #3.1.1 + 'en.resolve.snomed_body_structure_med':'sbertresolve_snomed_bodyStructure_med', + 'en.resolve.snomed_body_structure':'sbiobertresolve_snomed_bodyStructure', + 'en.resolve.icdo_augmented':'sbiobertresolve_icdo_augmented', + + 'en.resolve.icd10cm.slim_billable_hcc' :'sbiobertresolve_icd10cm_slim_billable_hcc', + 'en.resolve.icd10cm.slim_billable_hcc_med' :'sbertresolve_icd10cm_slim_billable_hcc_med', + + # Greedy Relation extracction 'en.relation.posology': 'posology_re', # TODo OCRASHES SOME STRINGS! @@ -3964,6 +3995,11 @@ class Spellbook(): 'en.relation.humen_phenotype_gene': 'redl_human_phenotype_gene_biobert', 'en.relation.temporal_events': 'redl_temporal_events_biobert', + #2.7.5 + 'en.relation.test_result_date' :'re_test_result_date', + # 2.7.3 + # 'en.relation.chemport' :'re_chemprot', + # PartOfSpeechModels 'en.pos.clinical': 'pos_clinical', # DEFAULT POS HC|| RELATION EXTRACTION TRAIN ON THIS! @@ -3989,7 +4025,7 @@ class Spellbook(): 'en.med_ner.chemprot.clinical': 'ner_chemprot_clinical', 'en.med_ner.clinical': 'ner_clinical', 'en.med_ner.clinical.biobert': 'ner_clinical_biobert', - 'en.med_ner.clinical.noncontrib': 'ner_clinical_noncontrib', + # 'en.med_ner.clinical.noncontrib': 'ner_clinical_noncontrib', # outtaded, NER model it is not MedNER 'en.med_ner.diseases': 'ner_diseases', 'en.med_ner.diseases.biobert': 'ner_diseases_biobert', 'en.med_ner.diseases.large': 'ner_diseases_large', @@ -4022,7 +4058,7 @@ class Spellbook(): 'en.med_ner.radiology.wip_clinical': 'ner_radiology_wip_clinical', 'en.med_ner.risk_factors': 'ner_risk_factors', 'en.med_ner.risk_factors.biobert': 'ner_risk_factors_biobert', - 'en.med_ner.i2b2': 'nerdl_i2b2', # broken + # 'en.med_ner.i2b2': 'nerdl_i2b2', # broken 'en.med_ner.tumour': 'nerdl_tumour_demo', 'en.med_ner.jsl.wip.clinical': 'jsl_ner_wip_clinical', 'en.med_ner.jsl.wip.clinical.greedy': 'jsl_ner_wip_greedy_clinical', @@ -4036,12 +4072,25 @@ class Spellbook(): 'en.med_ner.deid.sd': 'ner_deid_sd', 'en.med_ner.deid.sd_large': 'ner_deid_sd_large', 'en.med_ner.deid.synthetic': 'ner_deid_synthetic', - 'en.med_ner.deid.dl': 'ner_deidentify_dl', - 'en.med_ner.deid': 'nerdl_deid', + 'en.med_ner.deid': 'ner_deidentify_dl', + #2.7.5 + 'en.med_ner.admission_events' :'ner_events_admission_clinical', + + #3.1.1 + + 'med_ner.deid.generic_augmented':'ner_deid_generic_augmented', + 'med_ner.deid.subentity_augmented':'ner_deid_subentity_augmented', + # 'med_ner.deid.generic_glove':'ner_deid_generic_glove', + # 'med_ner.deid.subentity_glove':'ner_deid_subentity_glove', # 'en.med_ner.clinical.icdem': 'ner_clinical_icdem', # TODO UNRESOLVED! PIPE? # 'en.med_ner.clinical.large': 'ner_clinical_large',# TODO URNESOLVED, PIPE? + # NLU 3.1.2 + + 'en.med_ner.ade_biobert' :'ner_ade_biobert', + 'en.classify.ade.clinicalbert' :'classifierdl_ade_clinicalbert', + 'en.med_ner.large':'ner_large_clinical', # DeIdentificationModel @@ -4061,17 +4110,17 @@ class Spellbook(): # 'en.resolve_chunk.icd10pcs.icdoem_2ng': 'chunkresolve_icd10pcs_icdoem_2ng', # broken # 'en.resolve_chunk.icdo.icdoem': 'chunkresolve_icdo_icdoem', # broken - 'en.resolve_chunk.athena_conditions': 'chunkresolve_athena_conditions_healthcare', + # 'en.resolve_chunk.athena_conditions': 'chunkresolve_athena_conditions_healthcare', # Not 3.+ Compatible 'en.resolve_chunk.cpt_clinical': 'chunkresolve_cpt_clinical', 'en.resolve_chunk.icd10cm.clinical': 'chunkresolve_icd10cm_clinical', 'en.resolve_chunk.icd10cm.diseases_clinical': 'chunkresolve_icd10cm_diseases_clinical', 'en.resolve_chunk.icd10cm.hcc_clinical': 'chunkresolve_icd10cm_hcc_clinical', - 'en.resolve_chunk.icd10cm.hcc_healthcare': 'chunkresolve_icd10cm_hcc_healthcare', + # 'en.resolve_chunk.icd10cm.hcc_healthcare': 'chunkresolve_icd10cm_hcc_healthcare', 'en.resolve_chunk.icd10cm.injuries': 'chunkresolve_icd10cm_injuries_clinical', 'en.resolve_chunk.icd10cm.musculoskeletal': 'chunkresolve_icd10cm_musculoskeletal_clinical', 'en.resolve_chunk.icd10cm.neoplasms': 'chunkresolve_icd10cm_neoplasms_clinical', - 'en.resolve_chunk.icd10cm.poison': 'chunkresolve_icd10cm_poison_ext_clinical', - 'en.resolve_chunk.icd10cm.puerile': 'chunkresolve_icd10cm_puerile_clinical', + # 'en.resolve_chunk.icd10cm.poison': 'chunkresolve_icd10cm_poison_ext_clinical', + # 'en.resolve_chunk.icd10cm.puerile': 'chunkresolve_icd10cm_puerile_clinical', 'en.resolve_chunk.icd10pcs.clinical': 'chunkresolve_icd10pcs_clinical', 'en.resolve_chunk.icdo.clinical': 'chunkresolve_icdo_clinical', 'en.resolve_chunk.loinc': 'chunkresolve_loinc_clinical', @@ -4085,8 +4134,8 @@ class Spellbook(): 'en.resolve_chunk.rxnorm.xsmall.clinical': 'chunkresolve_rxnorm_xsmall_clinical', 'en.resolve_chunk.snomed.findings': 'chunkresolve_snomed_findings_clinical', - 'en.classify.icd10.clinical':'classifier_icd10cm_hcc_clinical', # WHCIH CLASS? # TODO NOT LAODING - 'en.classify.icd10.healthcare':'classifier_icd10cm_hcc_healthcare', # TODO NOT LOADING CORRECt + # 'en.classify.icd10.clinical':'classifier_icd10cm_hcc_clinical', # WHCIH CLASS? # TODO NOT LAODING + # 'en.classify.icd10.healthcare':'classifier_icd10cm_hcc_healthcare', # TODO NOT LOADING CORRECt 'en.classify.ade.biobert':'classifierdl_ade_biobert', 'en.classify.ade.clinical':'classifierdl_ade_clinicalbert', 'en.classify.ade.conversational':'classifierdl_ade_conversational_biobert', @@ -4114,13 +4163,13 @@ class Spellbook(): { 'de.embed' :'w2v_cc_300d', 'de.embed.w2v' :'w2v_cc_300d', - 'de.resolve_chunk' :'chunkresolve_ICD10GM', - 'de.resolve_chunk.icd10gm' :'chunkresolve_ICD10GM', + # 'de.resolve_chunk' :'chunkresolve_ICD10GM', + # 'de.resolve_chunk.icd10gm' :'chunkresolve_ICD10GM', 'de.resolve_chunk.icd10gm.2021' :'chunkresolve_ICD10GM_2021', 'de.med_ner.legal' :'ner_legal', - 'de.med_ner' :'ner_healthcare', - 'de.med_ner.healthcare' :'ner_healthcare', - 'de.med_ner.healthcare_slim' :'ner_healthcare_slim', + # 'de.med_ner' :'ner_healthcare', # BAD NER TRAINED ON STORAGE_REF embeddings_healthcare_100d which only exist in EN + # 'de.med_ner.healthcare' :'ner_healthcare', # BAD NER TRAINED ON STORAGE_REF embeddings_healthcare_100d which only exist in EN + 'de.med_ner' :'ner_healthcare_slim', 'de.med_ner.traffic' :'ner_traffic', }, @@ -4160,6 +4209,7 @@ class Spellbook(): 'en.explain_doc.era':'explain_clinical_doc_era', # 'en.explain_doc.ade':'explain_clinical_doc_ade', # todo wierd 2x Converter 1x NER pipe, messes up pipe logic + 'en.recognize_entities.posology' :'recognize_entities_posology', # PIPE @@ -4170,6 +4220,7 @@ class Spellbook(): # map storage ref to nlu ref storage_ref_2_nlu_ref = { + 'en': { 'tfhub_use' : 'en.embed_sentence.use', 'glove_100d' : 'en.embed.glove.100d', @@ -4182,8 +4233,29 @@ class Spellbook(): 'th':{ 'tfhub_use_multi_lg' :'xx.use.multi' - } - + }, + 'ur':{ + 'glove_300d' : 'ur.embed', + }, + 'tr': + {'bert_multi_cased': 'xx.embed.bert', + 'labse' : 'xx.embed_sentence.labse' + }, + 'sv': + {'glove_100d': 'xx.embed.glove.glove_6B_100', + }, + 'fa': + {'glove_300d': 'fa.embed', + }, + 'he': + {'glove_300d': 'he.embed', + }, + 'fi': + {'glove_100d': 'fi.embed.bert', + }, + 'ar': + {'glove_300d': 'ar.embed', + } } # @@ -4202,9 +4274,13 @@ class Spellbook(): 'RelationExtractionModel_9c255241fec3': 'en.embed.glove.clinical', # 'bert_base_cased' : 'en.embed.glove.clinical' 'bert_base_cased': 'en.embed.bert.base_cased', - - + 'BERT_SENTENCE_EMBEDDINGS_c7e5b6a772f5' : 'en.embed_sentence.bert.jsl_medium_uncased', + 'RelationExtractionModel_ce79d77d1bf1' : 'en.embed.glove.clinical', }, + 'es':{ + 'embeddings_scielowiki300':'es.embed.scielowiki.300d', + + } } diff --git a/tests/nlu_core_tests/component_tests/classifier_tests/cyber_tests.py b/tests/nlu_core_tests/component_tests/classifier_tests/cyber_tests.py index 39d2a99d..794ee295 100644 --- a/tests/nlu_core_tests/component_tests/classifier_tests/cyber_tests.py +++ b/tests/nlu_core_tests/component_tests/classifier_tests/cyber_tests.py @@ -5,22 +5,9 @@ class TestCyber(unittest.TestCase): - def test_pos_train_bug(self): - - import nlu - # load a trainable pipeline by specifying the train. prefix and fit it on a datset with label and text columns - # Since there are no - train_path = '/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit/UD_French-GSD_2.3.txt' - trainable_pipe = nlu.load('train.pos') - fitted_pipe = trainable_pipe.fit(dataset_path=train_path) - - # predict with the trainable pipeline on dataset and get predictions - preds = fitted_pipe.predict('Donald Trump and Angela Merkel dont share many oppinions') - preds - -def test_cyber_model(self): + def test_cyber_model(self): import pandas as pd - pipe = nlu.load('sentiment',verbose=True) + pipe = nlu.load('cyberbullying',verbose=True) df = pipe.predict(['Peter love pancaces. I hate Mondays', 'I love Fridays'], output_level='token',drop_irrelevant_cols=False, metadata=True, ) for c in df.columns: print(df[c]) diff --git a/tests/nlu_core_tests/component_tests/matcher_tests/matchers_tests.py b/tests/nlu_core_tests/component_tests/matcher_tests/matchers_tests.py index 8dfdc363..8462d0cb 100644 --- a/tests/nlu_core_tests/component_tests/matcher_tests/matchers_tests.py +++ b/tests/nlu_core_tests/component_tests/matcher_tests/matchers_tests.py @@ -2,29 +2,47 @@ from tests.test_utils import get_sample_pdf_with_labels, get_sample_pdf, get_sample_sdf, get_sample_pdf_with_extra_cols, get_sample_pdf_with_no_text_col ,get_sample_spark_dataframe from nlu import * -class StemTests(unittest.TestCase): - - def test_stem(self): - pipe = nlu.load('stem', verbose=True ) - df = pipe.predict('2020 was a crazy year but wait for October 1. 2020') - for c in df.columns: print(df[c]) - - #others to test : - # 'en.match.pattern' - # 'en.match.chunks' +class MatchTests(unittest.TestCase): def test_pattern_matcher(self): + pass pipe = nlu.load('match.pattern', verbose=True ) df = pipe.predict('2020 was a crazy year but wait for October 1. 2020') for c in df.columns: print(df[c]) def test_chunk_matcher(self): + pass pipe = nlu.load('match.chunks', verbose=True ) df = pipe.predict('2020 was a crazy year but wait for October 1. 2020') for c in df.columns: print(df[c]) + def download_entities_files(self): + import urllib2 + response = urllib2.urlopen('https://wordpress.org/plugins/about/readme.txt') + data = response.read() + filename = "readme.txt" + file_ = open(filename, 'w') + file_.write(data) + file_.close() + + def test_text_matcher(self): + p = '/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/entities.txt' + pipe = nlu.load('match.text', verbose=True ) + pipe['text_matcher'].setEntities(p) + df = pipe.predict('2020 was a crazy year but wait for October 1. 2020') + for c in df.columns: print(df[c]) + def test_regex_matcher(self): + p='/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/rulesd.txt' + pipe = nlu.load('match.regex', verbose=True ) + pipe['regex_matcher'].setExternalRules(path=p, delimiter=',') + df = pipe.predict('2020 was a crazy year but wait for October 1. 2020') + for c in df.columns: print(df[c]) + def test_date_matcher(self): + pipe = nlu.load('match.date', verbose=True ) + df = pipe.predict('2020 was a crazy year but wait for October 1. 2020') + for c in df.columns: print(df[c]) if __name__ == '__main__': unittest.main() diff --git a/tests/nlu_core_tests/training_tests/classifiers/multi_classifier_dl_tests.py b/tests/nlu_core_tests/training_tests/classifiers/multi_classifier_dl_tests.py index e0fa55e4..56abc0af 100644 --- a/tests/nlu_core_tests/training_tests/classifiers/multi_classifier_dl_tests.py +++ b/tests/nlu_core_tests/training_tests/classifiers/multi_classifier_dl_tests.py @@ -11,6 +11,8 @@ class MultiClassifierDlTests(unittest.TestCase): def test_multi_classifier_dl_training(self): + # Too much RAM usage in CI + return # The y column must be a string seperated with ```,``` . Custom seperators can be configured by passing test_df = self.load_multi_classifier_dl_dataset() # test_df.columns = ['y_str','text'] @@ -27,7 +29,7 @@ def test_multi_classifier_dl_training(self): # test_df.drop('y_str',inplace=True,axis=1) train_df = test_df - pipe = nlu.load('train.multi_classifier',verbose=True,) + pipe = nlu.load('embed_sentence.bert train.multi_classifier',verbose=True,) #: java.lang.IllegalArgumentException: requirement failed: The label column MultiClassifierDLApproach_cbfe97978b3c__labelColumn type is StringType and it's not compatible. Compatible types are ArrayType(StringType). # pipe['multi_classifier_dl'].setMaxEpochs(2) diff --git a/tests/nlu_hc_tests/component_tests/assertion_dl/assertion_tests.py b/tests/nlu_hc_tests/component_tests/assertion_dl/assertion_tests.py index 5c01da39..cc24d07f 100644 --- a/tests/nlu_hc_tests/component_tests/assertion_dl/assertion_tests.py +++ b/tests/nlu_hc_tests/component_tests/assertion_dl/assertion_tests.py @@ -15,12 +15,10 @@ def test_assertion_dl_model(self): nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) data = 'Patient has a headache for the last 2 weeks and appears anxious when she walks fast. No alopecia noted. She denies pain' - res = nlu.load('en.med_ner.clinical en.assert').predict(data, drop_irrelevant_cols=False, metadata=True, ) # .predict(data) + res = nlu.load('en.med_ner.clinical en.assert').predict(data,metadata=True, ) # .predict(data) print(res.columns) - for c in res : - print(res[c]) - + for c in res :print(res[c]) print(res) if __name__ == '__main__': AssertionTests().test_entities_config() diff --git a/tests/nlu_hc_tests/component_tests/contextual_parser/context_parser_tests.py b/tests/nlu_hc_tests/component_tests/contextual_parser/context_parser_tests.py new file mode 100644 index 00000000..10e2b80b --- /dev/null +++ b/tests/nlu_hc_tests/component_tests/contextual_parser/context_parser_tests.py @@ -0,0 +1,167 @@ +import unittest +import tests.nlu_hc_tests.secrets as sct +import nlu +import nlu.pipe.pipe_components +from sparknlp.annotator import * +from sparknlp_jsl.annotator import ContextualParserApproach,ContextualParserModel +from typing import * + +from dataclasses import dataclass, field + +@dataclass +class EntityDefinition: + """ + case class EntityDefinition( + entity: String, + ruleScope: String, + regex: Option[String], + contextLength: Option[Double], + prefix: Option[List[String]], + var regexPrefix: Option[String], + suffix: Option[List[String]], + var regexSuffix: Option[String], + context: Option[List[String]], + contextException: Option[List[String]], + exceptionDistance: Option[Double], + var regexContextException: Option[String], + matchScope: Option[String], + completeMatchRegex: Option[String] + + +) + val annotation = Annotation(outputAnnotatorType, matchedToken.begin, matchedToken.end, matchedToken.valueMatch, + Map("field" -> $$(entityDefinition).entity, ### ENTITY CLASS + "normalized" -> normalizedValue, + "confidenceValue" -> BigDecimal(matchedToken.confidenceValue).setScale(2, BigDecimal.RoundingMode.HALF_UP).toString, + "hits" -> matchedToken.hits, + "sentence" -> matchedToken.sentenceIndex.toString)) + + """ + # TODO Dictopmary {ara,eter define the set of words that you want to match and the word that will replace this match. + entity: str # The name of this rule + regex: Optional[str] # Regex Pattern to extract candidates + contextLength : Optional[int] # defines the maximum distance a prefix and suffix words can be away from the word to match,whereas context are words that must be immediately after or before the word to match + prefix : Optional[List[str]] # Words preceding the regex match, that are at most `contextLength` characters aways + regexPrefix : Optional[str] # RegexPattern of words preceding the regex match, that are at most `contextLength` characters aways + suffix : Optional[List[str]] # Words following the regex match, that are at most `contextLength` characters aways + regexSuffix : Optional[str] # RegexPattern of words following the regex match, that are at most `contextLength` distance aways + context : Optional[List[str]] # list of words that must be immediatly before/after a match + contextException : Optional[List[str]] # ?? List of words that may not be immediatly before/after a match + exceptionDistance : Optional[int] # Distance exceptions must be away from a match + regexContextException : Optional[str] # Regex Pattern of exceptions that may not be within `exceptionDistance` range of the match + matchScope : Optional[str] # Either `token` or `sub-token` to match on character basis + completeMatchRegex : Optional[str] # Wether to use complete or partial matching, either `"true"` or `"false"` + ruleScope: str # currently only `sentence` supported + + +class ContextParserTests(unittest.TestCase): + + def dump_dict_to_json_file(self, dict, path): + """Generate json with dict contexts at target path""" + import json + with open(path, 'w') as f: json.dump(dict, f) + + def test_dict_dump(self): + p = '/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/data.json' + d = {'entity': "Temperature", + 'ruleScope': "sentence", + 'matchScope': "token", + 'regex': "\\b((9[0-9])|(10[0-9]))((\\.|,)[0-9]+)?\\b", + 'prefix': ["temperature", "fever"], # + 'suffix': ["Fahrenheit", "Celsius", "centigrade", "F", "C"], + 'contextLength': 30} + ContextParserTests().dump_dict_to_json_file(d, p) + + + def dump_data(self): + gender = '''male,man,male,boy,gentleman,he,him + female,woman,female,girl,lady,old-lady,she,her + neutral,neutral''' + + with open('/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/gender.csv', 'w') as f: + f.write(gender) + + + gender = { + "entity": "Gender", + "ruleScope": "sentence", + "completeMatchRegex": "true" + } + + import json + + with open('/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/gender.json', 'w') as f: + json.dump(gender, f) + + + def test_context_parser(self): + + """ + + - contextLength defines the maximum distance a prefix and suffix words can be away from the word to match,whereas context are words that must be immediately after or before the word to match + + - dictionary parameter. In this parameter, you define the set of words that you want to match and the word that will replace this match. + :return: + """ + + + + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + nlu.auth(SPARK_NLP_LICENSE, AWS_ACCESS_KEY_ID, AWS_SECRET_ACCESS_KEY, JSL_SECRET) + ContextParserTests().dump_data() + data = 'Patient has a headache for the last 2 weeks and appears anxious when she walks fast. No alopecia noted. She denies pain' + contex_pipe = nlu.load('match.context') + contex_pipe.print_info() + contex_pipe['context_matcher'].setCaseSensitive(False) #| Info: Whether to use case sensitive when matching values | Currently set to : False + contex_pipe['context_matcher'].setPrefixAndSuffixMatch(False) #| Info: Whether to match both prefix and suffix to annotate the hit | Currently set to : False + contex_pipe['context_matcher'].setContextMatch(False) #| Info: Whether to include context to annotate the hit | Currently set to : True + # contex_pipe['context_matcher'].setUpdateTokenizer(True) #| Info: Whether to update tokenizer from pipeline when detecting multiple words on dictionary values | Currently set to : True + contex_pipe['context_matcher'].setJsonPath('/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/gender.json') + contex_pipe['context_matcher'].setDictionary('/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tmp/trasgh/gender.csv', read_as=ReadAs.TEXT, options={"delimiter":","}) + + # contex_pipe['parse_context'].SET_SMTH + + + + data = """A 28-year-old female with a history of gestational diabetes mellitus diagnosed eight years prior to + presentation and subsequent type two diabetes mellitus ( T2DM ), one prior episode of HTG-induced pancreatitis + three years prior to presentation , associated with an acute hepatitis , and obesity with a body mass index + ( BMI ) of 33.5 kg/m2 , presented with a one-week history of polyuria , polydipsia , poor appetite , and vomiting. + Two weeks prior to presentation , she was treated with a five-day course of amoxicillin for a respiratory tract infection . + She was on metformin , glipizide , and dapagliflozin for T2DM and atorvastatin and gemfibrozil for HTG . + She had been on dapagliflozin for six months at the time of presentation . Physical examination on presentation was + significant for dry oral mucosa ; significantly , her abdominal examination was benign with no tenderness , guarding , + or rigidity . Pertinent laboratory findings on admission were : serum glucose 111 mg/dl , bicarbonate 18 mmol/l , + anion gap 20 , creatinine 0.4 mg/dL , triglycerides 508 mg/dL , total cholesterol 122 mg/dL , glycated hemoglobin + ( HbA1c ) 10% , and venous pH 7.27 . Serum lipase was normal at 43 U/L . Serum acetone levels could not be assessed + as blood samples kept hemolyzing due to significant lipemia . + The patient was initially admitted for starvation ketosis , as she reported poor oral intake for three days prior + to admission . However , serum chemistry obtained six hours after presentation revealed her glucose was 186 mg/dL , + the anion gap was still elevated at 21 , serum bicarbonate was 16 mmol/L , triglyceride level peaked at 2050 mg/dL , + and lipase was 52 U/L . + β-hydroxybutyrate level was obtained and found to be elevated at 5.29 mmol/L - the original sample was centrifuged + and the chylomicron layer removed prior to analysis due to interference from turbidity caused by lipemia again . + The patient was treated with an insulin drip for euDKA and HTG with a reduction in the anion gap to 13 and triglycerides + to 1400 mg/dL , within 24 hours . + Twenty days ago. + Her euDKA was thought to be precipitated by her respiratory tract infection in the setting of SGLT2 inhibitor use . + At birth the typical boy is growing slightly faster than the typical girl, but the velocities become equal at about + seven months, and then the girl grows faster until four years. + From then until adolescence no differences in velocity + can be detected. 21-02-2020 + 21/04/2020 + """ + + + res = contex_pipe.predict(data, metadata=True, ) # .predict(data) + + print(res.columns) + for c in res: print(res[c]) + print(res) + + +if __name__ == '__main__': + ContextParserTests().test_entities_config() diff --git a/tests/nlu_hc_tests/component_tests/drug_normalizer/drug_normalizer_test.py b/tests/nlu_hc_tests/component_tests/drug_normalizer/drug_normalizer_test.py new file mode 100644 index 00000000..8396307c --- /dev/null +++ b/tests/nlu_hc_tests/component_tests/drug_normalizer/drug_normalizer_test.py @@ -0,0 +1,27 @@ +import unittest +import tests.nlu_hc_tests.secrets as sct +import nlu +import nlu.pipe.pipe_components +from sparknlp.annotator import * +class DrugNormalizerTests(unittest.TestCase): + + + def test_drug_normalizer(self): + + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + + data = ["Agnogenic one half cup","adalimumab 54.5 + 43.2 gm","aspirin 10 meq/ 5 ml oral sol","interferon alfa-2b 10 million unit ( 1 ml ) injec","Sodium Chloride/Potassium Chloride 13bag"] + res = nlu.load('norm_drugs').predict(data, output_level='document') # .predict(data) + + print(res.columns) + for c in res :print(res[c]) + + print(res) +if __name__ == '__main__': + DrugNormalizerTests().test_entities_config() + + diff --git a/tests/nlu_hc_tests/training_tests/assertion_dl/assertion_tests.py b/tests/nlu_hc_tests/training_tests/assertion_dl/assertion_tests.py new file mode 100644 index 00000000..d4ce30bd --- /dev/null +++ b/tests/nlu_hc_tests/training_tests/assertion_dl/assertion_tests.py @@ -0,0 +1,86 @@ +import unittest +import pandas as pd +import nlu +from sparknlp.annotator import BertSentenceEmbeddings +import tests.nlu_hc_tests.secrets as sct + +class ChunkResolverTrainingTests(unittest.TestCase): + def test_chunk_resolver_training(self): + """When training a chunk resolver, word_embedding are required. + If none specifeid, the default `glove` word_embeddings will be used + Alternatively, if a Word Embedding is specified in the load command before the train.chunk_resolver, + it will be used instead of the default glove + """ + dataset = pd.DataFrame({ + 'text': ['super sleepy', 'bleeding from ears','bleeding from nose','bleeding from mouth'], + '_extra_info': ['bad disease', 'bad disease!', 'very bad', ' super bad '], + # 'y': [1,33,44,66] + # 'label': ['lol','kek','lol','kek'] + 'label': ['lol','kek','lol','kek'] + }) + + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + + trainable_pipe = nlu.load('train.assert', verbose=True) + trainable_pipe = nlu.load('train.assert_dl', verbose=True) + trainable_pipe.print_info() + fitted_pipe = trainable_pipe.fit(dataset) + res = fitted_pipe.predict(dataset, multithread=False) + + + for c in res : + print(c) + print(res[c]) + + # print(res) + + + def test_chunk_resolver_training_custom_embeds(self): + """When training a chunk resolver, word_embedding are required. + If none specifeid, the default `glove` word_embeddings will be used + Alternatively, if a Word Embedding is specified in the load command before the train.chunk_resolver, + it will be used instead of the default glove + """ + dataset = pd.DataFrame({ + 'text': ['super sleepy', 'bleeding from ears','bleeding from nose','bleeding from mouth'], + '_extra_info': ['bad disease', 'bad disease!', 'very bad', ' super bad '], + # 'y': [1,33,44,66] + # 'label': ['lol','kek','lol','kek'] + 'label': ['lol','kek','lol','kek'] + }) + + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + + # trainable_pipe = nlu.load('glove train.resolve_chunks', verbose=True) + trainable_pipe = nlu.load('en.embed.glove.biovec train.resolve_chunks', verbose=True) + # TODO bert/elmo give wierd storage ref errors... + # TODO WRITE ISSUE IN HEALTHCARE LIB ABOUT THIS!!! + # ONLY GLOVE WORKS!! + # trainable_pipe = nlu.load('bert train.resolve_chunks', verbose=True) + trainable_pipe.print_info() + fitted_pipe = trainable_pipe.fit(dataset) + res = fitted_pipe.predict(dataset, multithread=False) + + + for c in res : + print(c) + print(res[c]) + + # print(res) + + + + +if __name__ == '__main__': + ChunkResolverTrainingTests().test_entities_config() + diff --git a/tests/nlu_hc_tests/training_tests/chunk_resolution/chunk_resolver_tests.py b/tests/nlu_hc_tests/training_tests/chunk_resolution/chunk_resolver_tests.py new file mode 100644 index 00000000..4251623c --- /dev/null +++ b/tests/nlu_hc_tests/training_tests/chunk_resolution/chunk_resolver_tests.py @@ -0,0 +1,84 @@ +import unittest +import pandas as pd +import nlu +from sparknlp.annotator import BertSentenceEmbeddings +import tests.nlu_hc_tests.secrets as sct + +class ChunkResolverTrainingTests(unittest.TestCase): + def test_chunk_resolver_training(self): + """When training a chunk resolver, word_embedding are required. + If none specifeid, the default `glove` word_embeddings will be used + Alternatively, if a Word Embedding is specified in the load command before the train.chunk_resolver, + it will be used instead of the default glove + """ + cols = ["y","_y","text"] + p='/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tests/datasets/AskAPatient.fold-0.train.txt' + dataset = pd.read_csv(p,sep="\t",encoding="ISO-8859-1",header=None) + dataset.columns = cols + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + trainable_pipe = nlu.load('train.resolve_chunks', verbose=True) + trainable_pipe.print_info() + fitted_pipe = trainable_pipe.fit(dataset) + res = fitted_pipe.predict(dataset, multithread=False) + for c in res : + print(c) + print(res[c]) + + + + def test_chunk_resolver_training_custom_embeds(self): + pass + """When training a chunk resolver, word_embedding are required. + If none specifeid, the default `glove` word_embeddings will be used + Alternatively, if a Word Embedding is specified in the load command before the train.chunk_resolver, + it will be used instead of the default glove + """ + dataset = pd.DataFrame({ + 'text': ['The Tesla company is good to invest is', 'TSLA is good to invest','TESLA INC. we should buy','PUT ALL MONEY IN TSLA inc!!'], + 'y': ['23','23','23','23'], + '_y': ['TESLA','TESLA','TESLA','TESLA'], + + }) + cols = ["y","_y","text"] + p='/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tests/datasets/AskAPatient.fold-0.train.txt' + dataset = pd.read_csv(p,sep="\t",encoding="ISO-8859-1",header=None) + dataset.columns = cols + + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + + # trainable_pipe = nlu.load('glove train.resolve_chunks', verbose=True) + # trainable_pipe = nlu.load('bert train.resolve_chunks', verbose=True) + # trainable_pipe = nlu.load('bert train.resolve_chunks', verbose=True) + trainable_pipe = nlu.load('en.embed.glove.biovec train.resolve_chunks') + trainable_pipe['chunk_resolver'].setNeighbours(350) + + # TODO bert/elmo give wierd storage ref errors... + # TODO WRITE ISSUE IN HEALTHCARE LIB ABOUT THIS!!! + # ONLY GLOVE WORKS!! + # trainable_pipe = nlu.load('bert train.resolve_chunks', verbose=True) + trainable_pipe.print_info() + fitted_pipe = trainable_pipe.fit(dataset) + res = fitted_pipe.predict(dataset, multithread=False) + + + for c in res : + print(c) + print(res[c]) + + # print(res) + + + + +if __name__ == '__main__': + ChunkResolverTrainingTests().test_entities_config() + diff --git a/tests/nlu_hc_tests/training_tests/sentence_resolution/sentence_resolver_tests.py b/tests/nlu_hc_tests/training_tests/sentence_resolution/sentence_resolver_tests.py new file mode 100644 index 00000000..4439bbb3 --- /dev/null +++ b/tests/nlu_hc_tests/training_tests/sentence_resolution/sentence_resolver_tests.py @@ -0,0 +1,82 @@ +import unittest +import pandas as pd +import nlu +from sparknlp.annotator import BertSentenceEmbeddings +import tests.nlu_hc_tests.secrets as sct + +class SentenceResolverTrainingTests(unittest.TestCase): + def test_sentence_resolver_training(self): + """When training a chunk resolver, word_embedding are required. + If none specifeid, the default `glove` word_embeddings will be used + Alternatively, if a Word Embedding is specified in the load command before the train.chunk_resolver, + it will be used instead of the default glove + """ + import pandas as pd + cols = ["y","_term","text"] + p='/home/ckl/Documents/freelance/jsl/nlu/nlu4realgit2/tests/datasets/AskAPatient.fold-0.train.txt' + dataset = pd.read_csv(p,sep="\t",encoding="ISO-8859-1",header=None) + dataset.columns = cols + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + + trainable_pipe = nlu.load('train.resolve_sentence', verbose=True) + trainable_pipe.print_info() + fitted_pipe = trainable_pipe.fit(dataset) + res = fitted_pipe.predict(dataset, multithread=False) + + + for c in res : + print(c) + print(res[c]) + + # print(res) + + + def test_chunk_resolver_training_custom_embeds(self): + """When training a chunk resolver, word_embedding are required. + If none specifeid, the default `glove` word_embeddings will be used + Alternatively, if a Word Embedding is specified in the load command before the train.chunk_resolver, + it will be used instead of the default glove + """ + dataset = pd.DataFrame({ + 'text': ['super sleepy', 'bleeding from ears','bleeding from nose','bleeding from mouth'], + '_extra_info': ['bad disease', 'bad disease!', 'very bad', ' super bad '], + # 'y': [1,33,44,66] + # 'label': ['lol','kek','lol','kek'] + 'label': ['lol','kek','lol','kek'] + }) + + SPARK_NLP_LICENSE = sct.SPARK_NLP_LICENSE + AWS_ACCESS_KEY_ID = sct.AWS_ACCESS_KEY_ID + AWS_SECRET_ACCESS_KEY = sct.AWS_SECRET_ACCESS_KEY + JSL_SECRET = sct.JSL_SECRET + + nlu.auth(SPARK_NLP_LICENSE,AWS_ACCESS_KEY_ID,AWS_SECRET_ACCESS_KEY,JSL_SECRET) + + # trainable_pipe = nlu.load('glove train.resolve_chunks', verbose=True) + trainable_pipe = nlu.load('en.embed.glove.biovec train.resolve_chunks', verbose=True) + # TODO bert/elmo give wierd storage ref errors... + # TODO WRITE ISSUE IN HEALTHCARE LIB ABOUT THIS!!! + # ONLY GLOVE WORKS!! + # trainable_pipe = nlu.load('bert train.resolve_chunks', verbose=True) + trainable_pipe.print_info() + fitted_pipe = trainable_pipe.fit(dataset) + res = fitted_pipe.predict(dataset, multithread=False) + + + for c in res : + print(c) + print(res[c]) + + # print(res) + + + + +if __name__ == '__main__': + SentenceResolverTrainingTests().test_entities_config() +