main_pipeline/Round1Submission.ipynb

{
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   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://storage.googleapis.com/coronawhy-vt/PowerBIData/HeaderForKaggle.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Content\n",
    "1. [Preamble](#preamble)\n",
    "2. [Executive Summary](#exec_summary)\n",
    "3. [Executable Code](#code)\n",
    "4. [List of Contributors](#contrib)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Preamble <a id=\"preamble\"></a>\n",
    "This is a notebook created by a collaborative effort of the Task-VT sub-team within the CoronaWhy research consortium. For more information about CoronaWhy:\n",
    "- Visit our [website](https://www.coronawhy.org) to learn more.\n",
    "- Read our [story](https://medium.com/@arturkiulian/im-an-ai-researcher-and-here-s-how-i-fight-corona-1e0aa8f3e714).\n",
    "- Visit our [main notebook](https://www.kaggle.com/arturkiulian/coronawhy-org-global-collaboration-join-slack) for historical context on how this community started."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Executive Summary <a id=\"exec_summary\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**The primary deliverables from this work are the visualizations embedded in the notebook below.  For optimum viewing experience in full-screen, we recommend visiting these links:**\n",
    "\n",
    "[COVID-19 Drug Treatment Explorer](https://app.powerbi.com/view?r=eyJrIjoiMzRlZTliMTItZGE0OS00ZTNjLTllM2YtMTlmN2ZhMDRkYWRmIiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9)\n",
    "\n",
    "<a href=\"https://app.powerbi.com/view?r=eyJrIjoiMzRlZTliMTItZGE0OS00ZTNjLTllM2YtMTlmN2ZhMDRkYWRmIiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9\"> <img width=\"300\" src=\"https://storage.googleapis.com/coronawhy-vt/PowerBIData/Dashboard1.png\"> \n",
    "\n",
    "\n",
    "[COVID-19 Drug Treatment Matrix](https://app.powerbi.com/view?r=eyJrIjoiMjc4NDZkYzktZmUyZC00ZThkLTkyYjAtY2EzNzk2ZDliOTk2IiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9)\n",
    "\n",
    "<a href=\"https://app.powerbi.com/view?r=eyJrIjoiMjc4NDZkYzktZmUyZC00ZThkLTkyYjAtY2EzNzk2ZDliOTk2IiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9\"> <img width=\"300\"  src=\"https://storage.googleapis.com/coronawhy-vt/PowerBIData/Dashboard2.png\"> </a>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Methodology**\n",
    "\n",
    "This notebook is targetted at the Task: \"What do we know about vaccines and therapeutics?\", and in particular presents evidence for the sub-task concerning \"Effectiveness of drugs being developed and tried to treat COVID-19 patients\".  \n",
    "\n",
    "To address this question we sought to identify all papers in the dataset which indicated that a named drug had been used or considered as a treatment / therapy for COVID-19.  We consider every named drug that is prescribable in the United States, as catalogued in the publicly available RxNorm database, strip out problematic terms using word-lists, and combine with drug lists of interest from the WHO and Excelra. \n",
    "\n",
    "Sentences are extracted from each paper indicating what is stated about this drug as a treatment.  These statements are classified by relevance to COVID-19: whether they are mentioned in the same paragraph or paper as the drug, for example.  The statements can also be sorted by drug name and section of paper where it is mentioned (title/abstract/elsewhere).  \n",
    "\n",
    "We provide the user with the option to keep all sentences with drug-treat co-occurrences (Loose), remove false positive drug treatments using negation detection (Medium) or by using both negation detection and a pre-trained BERT sentence classifier (Tight).\n",
    "\n",
    "Two tools for data visualization have been developed. One that allows browsing of statements about drugs in a treatment context providing journal and citation information, dates, and links to articles. Paper titles and abstracts and contexts are browsable in connection with each sentence. A second visualization allows for cross-categorization between drug name and study type in the paper: clinical, pre-clinical, in-silico or in-vitro, assessed by word keyword search in the titles and abstracts.\n",
    "\n",
    "The code in later sections of this notebook generates the data that feeds the above visualizations. It uses only the raw CORD-19 data release and some cited publically available data tables, and has a run-time of a few hours.  The above GUI can be used without re-running this notebook to view the results. To facilitate speed of execution we include in this notebook some intermediate files, uploaded to the TextMatchVT Kaggle Dataset, so that the most interesting parts of the code can be executed with more rapid turnaround.\n",
    "\n",
    "We hope that this tool may prove to be a valuable resource for anyone who is trying to navigate the wide and rapidly evolving literature on treatments for COVID-19, collecting into one place all statements that have been made about a large array of drug candidates that could be of relevance.\n",
    "\n",
    "DISCLAIMER: We do NOT claim to be offering any medical advice with this tool. This dashboard is simply intended as a means of facilitating exploration of drug treatment mentions in CORD-19 literature. Proper due diligence, reading the full paper, and understanding the full context of these drug mentions will be required before considering any medical implications. We stress that this tool is meant for EXPLORATION.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"500\"\n",
       "            src=\"https://app.powerbi.com/view?r=eyJrIjoiMzRlZTliMTItZGE0OS00ZTNjLTllM2YtMTlmN2ZhMDRkYWRmIiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f936e042fd0>"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "IFrame('https://app.powerbi.com/view?r=eyJrIjoiMzRlZTliMTItZGE0OS00ZTNjLTllM2YtMTlmN2ZhMDRkYWRmIiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9', width=800, height=500)"
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  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"500\"\n",
       "            src=\"https://app.powerbi.com/view?r=eyJrIjoiMjc4NDZkYzktZmUyZC00ZThkLTkyYjAtY2EzNzk2ZDliOTk2IiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7f92c27ad0b8>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IFrame('https://app.powerbi.com/view?r=eyJrIjoiMjc4NDZkYzktZmUyZC00ZThkLTkyYjAtY2EzNzk2ZDliOTk2IiwidCI6ImRjNTQ3MWFjLWM4NmMtNGNiZS04YTVjLTI0MzUxZGRmMjRjOCIsImMiOjN9', width=800, height=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Executable Code <a id=\"code\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the following sections, the code that produces the visualizible output will be\n",
    "presented. Running the full notebook will produce the output files used above."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports and Installs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If True, use the SciSpacy package for tokenizing, with dictionary\n",
    "# en_core_sci_lg-0.2.4\n",
    "# otherwise, use Spacy, with en_core_web_lg\n",
    "UseSciSpacy=True\n",
    "\n",
    "#If True, enrich CORD-19 metadata with cleaned metadata\n",
    "# from CoronaWhy datasets\n",
    "InsertCiteData=True\n",
    "\n",
    "#If True, test for sentence negations\n",
    "CalculateNegations=True\n",
    "\n",
    "# If True, re-run the text matching code.\n",
    "# Warning, if it takes along time! Intermediate data \n",
    "# from this step is provided with the notebook.\n",
    "RunMatching=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
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      "Building wheels for collected packages: en-core-sci-lg\n",
      "  Building wheel for en-core-sci-lg (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for en-core-sci-lg: filename=en_core_sci_lg-0.2.4-py3-none-any.whl size=501343161 sha256=81859f4e4f6fb16fdc17c7861a996e69571695a5a2840bc81f5b0d55034392a7\n",
      "  Stored in directory: /root/.cache/pip/wheels/43/12/d5/dd85b5deab7738797c4d5358672df3616dda39acf570a3ef96\n",
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      "  Attempting uninstall: en-core-sci-lg\n",
      "    Found existing installation: en-core-sci-lg 0.2.4\n",
      "    Uninstalling en-core-sci-lg-0.2.4:\n",
      "      Successfully uninstalled en-core-sci-lg-0.2.4\n",
      "Successfully installed en-core-sci-lg-0.2.4\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pylab\n",
    "import pandas as pd\n",
    "import json\n",
    "import os\n",
    "import re\n",
    "import spacy\n",
    "import numpy as np  \n",
    "import pandas as pd \n",
    "import matplotlib\n",
    "import spacy\n",
    "import pickle\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import Dense, Input\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.callbacks import ModelCheckpoint\n",
    "from kaggle_datasets import KaggleDatasets\n",
    "import transformers\n",
    "from transformers import TFAutoModel, AutoTokenizer\n",
    "from tqdm.notebook import tqdm\n",
    "from tokenizers import Tokenizer, models, pre_tokenizers, decoders, processors\n",
    "\n",
    "if(UseSciSpacy):\n",
    "   #Instal SciSpacy\n",
    "    !pip install -U scispacy\n",
    "    !pip install -U https://s3-us-west-2.amazonaws.com/ai2-s2-scispacy/releases/v0.2.4/en_core_sci_lg-0.2.4.tar.gz\n",
    "    import scispacy\n",
    "    nlp=spacy.load(\"/opt/conda/lib/python3.6/site-packages/en_core_sci_lg/en_core_sci_lg-0.2.4/\", disable=[\"tagger\"])\n",
    "else:\n",
    "    !python -m spacy download en_core_web_lg\n",
    "    nlp = spacy.load('en_core_web_lg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "font = {'family' : 'normal',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 6}\n",
    "\n",
    "matplotlib.rc('font', **font)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drug Search Term List Construction \n",
    "\n",
    "This section uses publically source-able data to construct a list of drug terms to search.\n",
    "\n",
    "The starting point is the list of all prescribable drugs from the RxNorm database:\n",
    "   https://download.nlm.nih.gov/rxnorm/RxNorm_full_prescribe_03022020.zip\n",
    "\n",
    "From this list we then remove the following un-useful names:\n",
    "1. names of chemical elements, from this periodic table:\n",
    "  https://gist.github.com/GoodmanSciences/c2dd862cd38f21b0ad36b8f96b4bf1ee\n",
    "2. names of animals, from this list: \n",
    "  https://gist.github.com/atduskgreg/3cf8ef48cb0d29cf151bedad81553a54   \n",
    "3. names of fruits and vegetables, from this list: \n",
    "  https://alphabetizer.flap.tv/lists/list-of-fruits-and-vegetables.php\n",
    "4. Remove dosage terms by regular expression\n",
    "5. Remove delivery terms and source terms, using hand-curated lists\n",
    "\n",
    "We then remove terms with dosage or delivery information,\n",
    "or unusual punctuation within the drug name.\n",
    "\n",
    "We restrict to drug names of more than 5 characters and consisting of between 1 and 3 words.\n",
    "  \n",
    "For convenience these publically available files have been collected in the kaggle\n",
    " directory rxnorm_inputdata."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Open the RxNorm input file\n",
    "file=open(\"/kaggle/input/rxnorm-inputdata/RxNorm_full_prescribe_03022020/rrf/RXNCONSO.RRF\",'r').readlines()\n",
    "names=[]\n",
    "for line in file:\n",
    "    \n",
    "    names.append(line.split(\"|\")[14].lower())\n",
    "names=np.unique(names)\n",
    "\n",
    "# Load up elements\n",
    "Elements=pd.read_csv(\"/kaggle/input/rxnorm-inputdata/Elements.csv\")\n",
    "ElementNames = Elements.Element.str.lower()\n",
    "\n",
    "# Load up animals, \n",
    "AnimalsRaw=open(\"/kaggle/input/rxnorm-inputdata/animals.txt\",'r').readlines()\n",
    "AnimalNames=[]\n",
    "for a in AnimalsRaw:\n",
    "    if not \" \" in a:\n",
    "        AnimalNames.append(a[:-1].lower())\n",
    "\n",
    "# Load up fruit and veg\n",
    "FruitVegRaw=open(\"/kaggle/input/rxnorm-inputdata/FruitAndVeg.txt\",'r').readlines()\n",
    "FruitVegNames=[]\n",
    "for a in FruitVegRaw:\n",
    "    if not \" \" in a:\n",
    "        FruitVegNames.append(nlp(a[:-1].lower())[0].lemma_)\n",
    "\n",
    "# And a few hand-spotted bad ones        \n",
    "Fakes=['injection','glucose','perform','ethanol','methanol','paraffin','soybean','horseradish','ginger','mouthwash','oregano','formaldehyde','alcohol']\n",
    "\n",
    " \n",
    "# Apply the filter        \n",
    "filterednames=[]\n",
    "for name in names:\n",
    "    if (not name  in AnimalNames) and (not name  in FruitVegNames)  and (not name  in ElementNames.values) and (not name in Fakes):\n",
    "        filterednames.append(name)\n",
    "\n",
    "# Now begin more advanced list cleaning step:        \n",
    "        \n",
    "dnames = filterednames\n",
    "dnames = [ x.replace(\"\\n\",\"\") for x in dnames]\n",
    "\n",
    "dose_terms = open(\"/kaggle/input/rxnorm-inputdata/dosage terms.txt\").readlines()\n",
    "dose_terms = [ x.replace(\"\\n\",\"\") for x in dose_terms]\n",
    "\n",
    "delivery_terms = open(\"/kaggle/input/rxnorm-inputdata/delivery terms.txt\").readlines() \n",
    "delivery_terms = [ x.replace(\"\\n\",\"\") for x in delivery_terms]\n",
    "\n",
    "source_terms = open(\"/kaggle/input/rxnorm-inputdata/source terms.txt\").readlines()   \n",
    "source_terms = [ x.replace(\"\\n\",\"\") for x in source_terms]\n",
    "\n",
    "df = pd.DataFrame(dnames, columns=[\"dnames\"])\n",
    "\n",
    "#uses regex to search for nonwhitespace characters only. Search for unigrams, bigrams, trigrams\n",
    "df[\"unigram\"] = df[\"dnames\"].str.contains(\"^\\\\S*$\")\n",
    "df[\"bigram\"] = df[\"dnames\"].str.contains(\"^\\\\S* \\\\S*$\")\n",
    "df[\"trigram\"] = df[\"dnames\"].str.contains(\"^\\\\S* \\\\S* \\\\S*$\")\n",
    "\n",
    "# filter df for uni/bi/trigram\n",
    "df = df[df[\"unigram\"] | df[\"bigram\"] | df[\"trigram\"]] \n",
    "\n",
    "dose_regex = re.compile(\"\\\\b(\"+ (\"|\").join(dose_terms) + \")\\\\b\")\n",
    "delivery_regex = re.compile(\"\\\\b(\"+ (\"|\").join(delivery_terms) + \")\\\\b\")\n",
    "source_regex = re.compile(\"\\\\b(\"+ (\"|\").join(source_terms) + \")\\\\b\")\n",
    "\n",
    "df = df[df[\"dnames\"].str.contains(dose_regex) == False]\n",
    "df = df[df[\"dnames\"].str.contains(delivery_regex) == False]\n",
    "\n",
    "# remove chars / , % r numbers in a row. punct.\n",
    "df = df[df[\"dnames\"].str.find(\"/\") == -1]\n",
    "df = df[df[\"dnames\"].str.find(\",\") == -1]\n",
    "df = df[df[\"dnames\"].str.find(\"%\") == -1]\n",
    "df = df[~df[\"dnames\"].str.contains(\"\\d\\d\\d\\d\") ]\n",
    "df = df[~df[\"dnames\"].str.contains(\"^[[:punct:]]\") ]\n",
    "df = df[~df[\"dnames\"].str.contains(\"(\\\\[|\\\\(|\\\\)|\\\\])\") ]\n",
    "\n",
    "# The source word is replace with nothing; this can introdcue some duplicates which are removed next\n",
    "df.replace(source_regex, value = '', regex = True) \n",
    "df.replace('.', value = '', regex = True) \n",
    "\n",
    "df = df.drop_duplicates()\n",
    "\n",
    "# Recalculate and reinspect\n",
    "# By removing words some ngrams are now shorter\n",
    "df[\"unigram\"] = df[\"dnames\"].str.contains(\"^\\\\S*$\") #uses regex to search for nonwhitespace characters only\n",
    "df[\"bigram\"] = df[\"dnames\"].str.contains(\"^\\\\S* \\\\S*$\") #uses regex to search for nonwhitespace characters alternating with space\n",
    "df[\"trigram\"] = df[\"dnames\"].str.contains(\"^\\\\S* \\\\S* \\\\S*$\") #uses regex to search for nonwhitespace characters alternating with space\n",
    "\n",
    "# save unigrams and multi-word expressions\n",
    "\n",
    "unigrams = df[df[\"unigram\"] == True][\"dnames\"].tolist()\n",
    "mwes = df[df[\"unigram\"] == False][\"dnames\"].tolist()\n",
    "\n",
    "unigramsdf = pd.DataFrame(unigrams)\n",
    "unigramsdf.to_csv( \"unigrams.csv\", index=None, header=False)\n",
    "\n",
    "mwesdf = pd.DataFrame(mwes)\n",
    "mwesdf.to_csv( \"mwes.csv\", index=None, header=False)\n",
    "\n",
    "\n",
    "\n",
    "alldrugs=np.concatenate([unigramsdf.values,mwesdf.values])\n",
    "\n",
    "np.savetxt(\"/kaggle/working/DrugNames.txt\",alldrugs,fmt=\"%s\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add in additional curated drug terms\n",
    "\n",
    "We add curated drug terms WHO data copied from \"Landscape analysis of therapeutics as 21st March 2020\" located at https://www.who.int/blueprint/priority-diseases/key-action/Table_of_therapeutics_Appendix_17022020.pdf?ua=1 on April 11, 2020\n",
    "\n",
    "Excelra data copied from https://www.excelra.com/covid-19-drug-repurposing-database/data on April 11, 2020.\n",
    "\n",
    "Source descritpion:\n",
    "Excelra COVID-19 Drug Repurposing Database\n",
    "Excelra’s open-access COVID-19 Drug Repurposing database is a synoptic compilation of small molecules and biologics with known safety and efficacy profiles; which can rapidly enter either Phase 2 or 3 or may even be used directly in clinical settings against COVID-19.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "excelra_drugs=np.loadtxt(\"/kaggle/input/rxnorm-inputdata/excelra covid19 repurposing db.csv\",dtype='str',delimiter=',')\n",
    "who_drugs=np.loadtxt(\"/kaggle/input/rxnorm-inputdata/WHO landscape of therapeutics.csv\",dtype='str',delimiter=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "fulldrugs=np.concatenate([alldrugs[:,0],excelra_drugs[1:,0],who_drugs])\n",
    "fulldrugs=np.unique(sorted(fulldrugs[[(len(i)>5) for i in fulldrugs]]))\n",
    "ngram_drugs=[]\n",
    "for f in fulldrugs:\n",
    "    ngram_drugs.append(f.replace(\" \",\"_\"))\n",
    "np.savetxt(\"/kaggle/working/DrugNames.txt\",fulldrugs,fmt=\"%s\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Handling n-gram Search Terms\n",
    "\n",
    "Our text matching approach is to match on single words. However, some of the search terms are multi-word\n",
    "entities.  We handle this by replacing spaces in multi-word entities by underscores, and then making this\n",
    "same replacement on the text corpus, implemented via an ngram_map object. The function below constructs the relevant\n",
    "word lists and ngram_maps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This helper function to deal with multi-word search terms.\n",
    "# The basic approach is to switch spaces for underscores, and \n",
    "# apply this same filtering to the fulltext via the ngram_map\n",
    "# before matching.\n",
    "\n",
    "def MakeNGramMapAndList(filename):\n",
    "    ngram_map={}\n",
    "    names=[]\n",
    "    allnames=[]\n",
    "\n",
    "    file=open(filename).readlines()\n",
    "    for line in file:\n",
    "        allnames.append(line[:-1])\n",
    "\n",
    "    for name in allnames:\n",
    "        if(len(name)>5):\n",
    "            if \" \" in name:\n",
    "                if((len(name.split(\" \"))>1) and len(name.split(\" \"))<4):\n",
    "                    newname=name.replace(\" \",\"_\")\n",
    "                    ngram_map[name]=newname\n",
    "                    names.append(newname)\n",
    "            else:\n",
    "                names.append(name)\n",
    "    names=np.unique(names)\n",
    "    return names, ngram_map\n",
    "    \n",
    "drug_names,  drug_ngram_map          = MakeNGramMapAndList(\"/kaggle/working/DrugNames.txt\")\n",
    "study_names, study_ngram_map         = MakeNGramMapAndList(\"/kaggle/input/textmatchesvt/study_words.txt\")\n",
    "virus_names, virus_ngram_map         = MakeNGramMapAndList(\"/kaggle/input/textmatchesvt/virus_words.txt\")\n",
    "treatment_names, treatment_ngram_map = MakeNGramMapAndList(\"/kaggle/input/textmatchesvt/treatment_words.txt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Text matching in the CORD-19 dataset\n",
    "\n",
    "All content extraction in this notebook is based on string matching. We use two methods:\n",
    "1.  Lemmatized matching - useful for terms that may be used in different contexts like \"treatment / treats / treat\", etc. However, it's slower, especially for full-text search\n",
    "2.  Direct matching - match string directly when its a proper name, e.g. drug names or coronavirus synonyms\n",
    "\n",
    "These are implemented in the two functions below, and then applied to drug names, virus names, treatment words and study types \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0",
    "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a"
   },
   "outputs": [],
   "source": [
    "# These are helper functions for extracting word matches from the text\n",
    "# both lemmatized and non-lemmatized versions are possible.\n",
    "\n",
    "Paths=[\"/kaggle/input/CORD-19-research-challenge/noncomm_use_subset/noncomm_use_subset/pdf_json/\",\"/kaggle/input/CORD-19-research-challenge/comm_use_subset/comm_use_subset/pdf_json/\",\"/kaggle/input/CORD-19-research-challenge/biorxiv_medrxiv/biorxiv_medrxiv/pdf_json/\",\"/kaggle/input/CORD-19-research-challenge/custom_license/custom_license/pdf_json/\"]\n",
    "\n",
    "\n",
    "# These functions determine what blocks are pulled from the paper for matching\n",
    "def TitleBlocks(paper):\n",
    "    return([{'text':paper['metadata']['title']}])\n",
    "\n",
    "def AbstractBlocks(paper):\n",
    "    return(paper['abstract'])\n",
    "\n",
    "def BodyBlocks(paper):\n",
    "    return(paper['body_text'])\n",
    "\n",
    "\n",
    "\n",
    "# This function finds matching lemmas and notes positions of\n",
    "# occurence in the relevant json block. This function uses\n",
    "# the lemmatized text.\n",
    "def PullMentionsLemmatized(Paths, BlockSelector,SecName, Words,replace_dict=None):\n",
    "    Positions=[]\n",
    "    FoundWords=[]\n",
    "    Section=[]\n",
    "    BlockID=[]\n",
    "    BlockText=[]\n",
    "    PaperID=[]\n",
    "\n",
    "    tokenized_words=[]\n",
    "    for w in Words:\n",
    "        tokenized_words.append(nlp(w.lower())[0].lemma_)\n",
    "    for Path in Paths:\n",
    "        print(Path)\n",
    "\n",
    "        Files=os.listdir(Path)\n",
    "        for p in Files:\n",
    "\n",
    "            readfile=open(Path+p,'r')\n",
    "            paper=json.load(readfile)\n",
    "            Blocks=BlockSelector(paper)\n",
    "\n",
    "            for b in range(0,len(Blocks)):\n",
    "                text=Blocks[b]['text'].lower()\n",
    "                if(not replace_dict==None):\n",
    "                    text=RunReplace(text,replace_dict)\n",
    "                text=nlp(text)\n",
    "                for t in text:\n",
    "                    for w in tokenized_words:\n",
    "                        if(w == t.lemma_):\n",
    "                            Section.append(SecName)\n",
    "                            FoundWords.append(w)\n",
    "                            Positions.append(t.idx)\n",
    "                            BlockText.append(Blocks[b]['text'])\n",
    "                            BlockID.append(b)\n",
    "                            PaperID.append(p[:-5])\n",
    "    return {'sha':PaperID,'blockid':BlockID,'word':FoundWords,'sec':Section,'pos':Positions,'block':BlockText}\n",
    "\n",
    "\n",
    "# This function finds matching words and notes positions of\n",
    "# occurence in the relevant json block. This function uses\n",
    "# direct text matching (not lemmatized)\n",
    "def PullMentionsDirect(Paths, BlockSelector,SecName, Words, replace_dict=None):\n",
    "    Positions=[]\n",
    "    FoundWords=[]\n",
    "    Section=[]\n",
    "    BlockID=[]\n",
    "    BlockText=[]\n",
    "    PaperID=[]\n",
    "    for wi in range(0,len(Words)):\n",
    "        Words[wi]=Words[wi].lower()\n",
    "    for Path in Paths:\n",
    "        print(Path)\n",
    "\n",
    "        Files=os.listdir(Path)\n",
    "        for p in Files:\n",
    "\n",
    "            readfile=open(Path+p,'r')\n",
    "            paper=json.load(readfile)\n",
    "            Blocks=BlockSelector(paper)\n",
    "\n",
    "            for b in range(0,len(Blocks)):\n",
    "                text=Blocks[b]['text'].lower()\n",
    "                if(not replace_dict==None):\n",
    "                    text=RunReplace(text,replace_dict)\n",
    "                for w in Words:\n",
    "                    if(w in text):\n",
    "                        pos=text.find(w)\n",
    "                   \n",
    "                        #check we're not in the middle of another word\n",
    "                        if(text[pos-1]==\" \" and ( (pos+len(w))>=len(text) or not text[pos+len(w)].isalpha())):\n",
    "                            Section.append(SecName)\n",
    "                            FoundWords.append(w)\n",
    "                            Positions.append(text.find(w))\n",
    "                            BlockText.append(Blocks[b]['text'])\n",
    "                            BlockID.append(b)\n",
    "                            PaperID.append(p[:-5])\n",
    "    return {'sha':PaperID,'blockid':BlockID,'word':FoundWords,'sec':Section,'pos':Positions,'block':BlockText}\n",
    "\n",
    "\n",
    "# Replace routine for dealing with n-grams\n",
    "def RunReplace(Block, replace_dict):\n",
    "    for k in replace_dict.keys():\n",
    "        if(k in Block):\n",
    "            Block=Block.replace(k,replace_dict[k])\n",
    "    return Block\n",
    "\n",
    "\n",
    "# Run to get treatment words\n",
    "def ExtractToCSV(Words,Filename,Lemmatized=True, RunTitle=True, RunAbstract=True, RunBody=False,replace_dict=None):\n",
    "\n",
    "    if(Lemmatized):\n",
    "        PullMentions = PullMentionsLemmatized\n",
    "    else:\n",
    "        PullMentions = PullMentionsDirect\n",
    "    \n",
    "    DataDicts=[]\n",
    "    if(RunTitle): \n",
    "        DataDicts.append(PullMentions(Paths, TitleBlocks,    \"title\",    Words, replace_dict))\n",
    "    if(RunAbstract):\n",
    "        DataDicts.append(PullMentions(Paths, AbstractBlocks, \"abstract\", Words, replace_dict))\n",
    "    if(RunBody):\n",
    "        DataDicts.append(PullMentions(Paths, BodyBlocks,     \"body\",     Words, replace_dict))\n",
    "\n",
    "    SummedDictionary=DataDicts[0]\n",
    "    for k in DataDicts[0].keys():\n",
    "        for d in DataDicts:\n",
    "            SummedDictionary[k]=SummedDictionary[k]+d[k]\n",
    "\n",
    "    dat=pd.DataFrame(SummedDictionary)\n",
    "    dat.to_csv(Filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "#Switch this off to run over only title and abstract -\n",
    "#  go faster for debugging, but less complete info.\n",
    "IncludeBodyText=True\n",
    "\n",
    "# These lines of code will run the extraction\n",
    "\n",
    "if(RunMatching):\n",
    "    ExtractToCSV(virus_words,      \"/kaggle/working/Matches/TitleAbstractBodyMatches_virusnames.csv\", replace_dict=virus_ngram_map,     Lemmatized=False, RunBody=IncludeBodyText)\n",
    "    ExtractToCSV(drug_words,       \"/kaggle/working/Matches/TitleAbstractBodyMatches_drugs.csv\",      replace_dict=drug_ngram_map,      Lemmatized=False, RunBody=IncludeBodyText)\n",
    "    ExtractToCSV(treatment_words,  \"/kaggle/working/Matches/TitleAbstractBodyMatches_therapies.csv\",  replace_dict=treatment_ngram_map, Lemmatized=True,  RunBody=IncludeBodyText)\n",
    "    ExtractToCSV(study_words,      \"/kaggle/working/Matches/TitleAbstractBodyMatches_esptypes.csv\",   replace_dict=study_ngram_map,     Lemmatized=True,  RunBody=IncludeBodyText)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overlap Extraction\n",
    "\n",
    "Having found the search terms, we now seek co-occurences of pairs and triplets in the same sentence or paragraph.  Counts of co-occurences are plotted on 2D matrix plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "dat_therapies = pd.read_csv(\"/kaggle/input/textmatchesvt/Matches/TitleAbstractBodyMatches_therapies.csv\")\n",
    "dat_drugs     = pd.read_csv(\"/kaggle/input/textmatchesvt/Matches/TitleAbstractBodyMatches_drugs.csv\")\n",
    "dat_viruses   = pd.read_csv(\"/kaggle/input/textmatchesvt/Matches/TitleAbstractBodyMatches_virusnames.csv\")\n",
    "dat_exps      = pd.read_csv(\"/kaggle/input/textmatchesvt/Matches/TitleAbstractBodyMatches_studies.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop unnecessary columns\n",
    "dat_drugs     = dat_drugs.drop('Unnamed: 0',axis=1).set_index('block')\n",
    "dat_therapies = dat_therapies.drop('Unnamed: 0',axis=1).set_index('block')\n",
    "dat_viruses   = dat_viruses.drop('Unnamed: 0',axis=1).set_index('block')\n",
    "dat_exps      = dat_exps.drop('Unnamed: 0',axis=1).set_index('block')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We'll use this function later to see if two words are in the same sentence\n",
    "#  within the block\n",
    "\n",
    "def SameSentenceCheck(block,pos1,pos2):\n",
    "    if(pos1<pos2):\n",
    "        Interstring=block[int(pos1):int(pos2)]\n",
    "    else:\n",
    "        Interstring=block[int(pos2):int(pos1)]\n",
    "    SentenceEnders=[\".\",\";\",\"?\",\"!\"]\n",
    "    for s in SentenceEnders:\n",
    "        if s in Interstring:\n",
    "            return 0\n",
    "    return 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function makes the 2D quilt plot for showing co-occurences at block\n",
    "#   or sentence level of various classes of search terms\n",
    "#\n",
    "def Make2DPlot(dat_joined, factor1, factor2, single_sentence_plots=False):\n",
    "    if(single_sentence_plots):\n",
    "        grouped = dat_joined[dat_joined.same_sentence==True].groupby(['word_'+factor1,'word_'+factor2])\n",
    "    else:\n",
    "        grouped = dat_joined.groupby(['word_'+factor1,'word_'+factor2])\n",
    "\n",
    "    Values    = grouped.count().values[:,0]\n",
    "\n",
    "    Index=grouped.count().index\n",
    "    Index1=[]\n",
    "    Index2=[]\n",
    "    for i in Index:\n",
    "        Index1.append(i[0])\n",
    "        Index2.append(i[1])\n",
    "\n",
    "    Uniq1=np.unique(Index1)\n",
    "    Uniq2=np.unique(Index2)\n",
    "\n",
    "    for i in range(0,len(Index1)):\n",
    "        Index1[i]=np.where(Index1[i]==Uniq1)[0][0]\n",
    "        Index2[i]=np.where(Index2[i]==Uniq2)[0][0]\n",
    "\n",
    "    pylab.figure(figsize=(5,5),dpi=200)\n",
    "    hist=pylab.hist2d(Index1,Index2, (range(0,len(Uniq1)+1),range(0,len(Uniq2)+1)), weights=Values,cmap='Blues')\n",
    "    pylab.xticks(np.arange(0,len(Uniq1))+0.5, Uniq1,rotation=90)\n",
    "    pylab.yticks(np.arange(0,len(Uniq2))+0.5, Uniq2)\n",
    "    pylab.clim(0,np.max(hist[0])*1.5)\n",
    "    for i in range(0,len(Uniq1)):\n",
    "        for j in range(0,len(Uniq2)):\n",
    "            pylab.text(i+0.5,j+0.5,int(hist[0][i][j]),ha='center',va='center')\n",
    "\n",
    "    pylab.colorbar()\n",
    "    if(single_sentence_plots):\n",
    "        pylab.title(factor1+\" and \" +factor2+\" in One Sentence\")\n",
    "        pylab.tight_layout()\n",
    "        pylab.savefig(\"Overlap\"+factor1+\"_Vs_\"+factor2+\"_2D_sentence.png\",bbox_inches='tight',dpi=200)\n",
    "    else:\n",
    "        pylab.title(factor1+\" and \" +factor2+\" in One Block\")\n",
    "        pylab.tight_layout()\n",
    "        pylab.savefig(\"Overlap\"+factor1+\"_Vs_\"+factor2+\"_2D_block.png\",bbox_inches='tight',dpi=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Virus / Therapy co-occurrences **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prune and join, and extract overlap counts\n",
    "dat_joined_vt=dat_therapies.join(dat_viruses, rsuffix='_virus',lsuffix=\"_therapy\")\n",
    "dat_joined_vt=dat_joined_vt[dat_joined_vt.notna().word_therapy & dat_joined_vt.notna().word_virus]\n",
    "\n",
    "\n",
    "#Make single sentence index\n",
    "dat_joined_vt=dat_joined_vt.drop([\"sha_therapy\",\"blockid_therapy\",\"sec_therapy\"],axis=1).reset_index().rename(columns={\"sha_virus\":\"sha\",\"blockid_virus\":\"blockid\",\"sec_virus\":\"sec\"})\n",
    "SingleSentence=[]\n",
    "for i in dat_joined_vt.index:\n",
    "    SingleSentence.append(SameSentenceCheck(dat_joined_vt.block[i],dat_joined_vt.pos_virus[i],dat_joined_vt.pos_therapy[i]))\n",
    "dat_joined_vt.insert(len(dat_joined_vt.columns),'same_sentence',SingleSentence)\n",
    "dat_joined_vt.to_csv(\"Overlaps_Virus_Therapy.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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F5DPsuOHrsS2cO7Bd+P2ZhK1wl8N2V1+RyTgvGqeMiwOvAYtFZBF28i2DndDrZmxrci9jzPk+Gxts9+vq2G71D4vIb9hx5xHYiccaYXtwZPSM9wjs3/4dZx//YG9SlcX2BCiD/ey96HWuG0XkMezM7etF5DvsY7LyYz/PNwKHgFrnenLGmDgRWQbcKCJTnf2fAf7PGLPWGPOT85kbBWwRkfnOuRbBzk9wE/a6bHkeMXwvIiOA54FNIvIFdqKyS4EbsK3RnZ28FzwepZTKKbQyrZTKlYwxRkQ+5uwkOlnZxRtjzCkRuRV4HWiG/cG/DltpjiF1ZXomdiKr67AzZhcE9gCfAmOMMesyccy9TivZK9gfwC2AjdiK5Y9kQWXaOc5YEdmHrbh3xnaPXQAMIPDW/ZHYSvgd2Iqup7v9OVWmnfi6i8i32Arzbc7+Y7CV6tEEMAbZGHNGRNo6cbbGPhZoD7bSOxLYkM7mbwDzsJNZdQDisD0innNaXP0d74BTOWlH1k08luWca2A+tpfFLdjZoAGisHG/6TVT/vke65iI3ISd6fwB4B7sM6YPYG8Y9QZ+yMSufnK2b46t9DfEXhvHsJ+TN4Hxvi3pxpjpIrIG2yJ/s7N9PPZGymyyZj6Ch7HXSxvOTqS3H1jrxPCqiPyOvf5uwN6UO4q9Ft8nC3rVGGNeEJGlzjHaYJ8EcBA7UdvHPnkveDxKKZUTSBZNRKuUUkopkh/hNBS42RizKMBt8wBbgZJAWWccuFJKKaWyIR0zrZRSSmUf7YFKwBStSCullFLZm3bzVkoppVzmjEEtgZ2wLg541d2IlFJKKZURrUwrpZRS7huFnTV6A9DPGBPlcjxKKaWUyoCOmVZKKaWUUkoppQKkY6aVUkoppZRSSqkAaWVaKaWUUkoppZQKkFamlVJKKaWUUkqpAGllWimllFJKKaWUCpBWppVSSimllFJKqQBpZVoppZRSSimllAqQVqaVUkoppZRSSqkAaWVaKaWUUkoppZQKkFamlVJKKaWUUkqpAGllWimllFJKKaWUClA+twNQuZeIhAD1nbeHgDMuhqOUUkoppXKOvEAp599rjTEJbgaTFhHJB5RxO4507DfGJLodRE6llWnlpvrACreDUEoppZRSOVojYKXbQaShDLDb7SDSUQGIcjuInEq7eSullFJKKaWUUgHSlmnlpkOefyxY9AeXlinrZiy5TuEQ/fi74b6JS9wOIVf67KkmboeQK4m4HUHutDfmpNsh5EoR4QXdDiFX2bdvH02va+x5eyi9vNlFgRr3IvkKux0GJjGe05tnux1GUNBf08pNyWOkLy1Tlohy5d2MJdcpGqoffzeEXFLa7RBypfLl9fvFDVqZdkdS6Am3Q8iVypcs5HYIuVmOmHdH8hVGChRxOwyVhbSbt1Jp+Gvlctq3a03lsmFUKlOcu1rfxrIlv6fKl5CQwDvjxtC08ZVUuvQS6lQpR8e727B86R8uRB28jh8/znMDB9CmVXMqlC1FwfzCyBeHuR1Wtncm4QS7vn2Pfz7sx58j72TZoEiifpzsN2/8ns38M6kPK4a2ZOXw29k8/XlOxexNd/8nDuxg+ZBmLBsUSVzUxlTr/4s7wtbPR/HniLaseKEF6yd04+i/f2bJuQWzFSuW0/b2FpQOL0qpsCK0bHYzS/5I/f2jss6a1au5q+3tVK9SkbCiBYkoHc5NNzRh5ifT3Q4tR1ry2yIG9e5Cyxuu4soqpbjxqmp07dyedWtWpcj38aQJtL89kmvqVKTeZWFENqhJ7y6d2LJpQ6p9Hjywj4E9n6JJvcuoXymcO25pzOczpl6sUwpKv//2G+3uaE3ZUmGEFS1IvdrVGfXSCLfDCl6SJ/ssKktoSSrlx6o/V3Bny1s4dfIk49+fwvj3p3Dq1CnuvaMFK5al7Kbbp8f/GDn0OVq1acu0z77g1bFvcTj6EO1a3cpfK5e7dAbBJ+bwYT6a9D4JCQnc0bad2+HkGIknjnJw+deYM/8RVueGNPOdPLiTDR/0wpxJpPr9w6hyz7Ocit7NhonP8F9crN9tTNIZts15lXyFL/G7PinxNP9M6sOxrX9xWZse1Hj4JfIXDWPT5AEc27Y6S84vGK1cuYLmtzTl5MmTTJo8jUmTp3Hq1Clat7iVZUt1mMCFcvRoLOXLV+DFES/zxdfzmTT5Yy6rVInHOj/MKy+PdDu8HGfm1Ens2b2TR57sxvvT5zJ4xGhiog/RoU0kS35blJwv9kgMTW9pzktjxvPRzK/o0X8wG9atoX3rSLb9uzk53/FjR3ngzmYs+W0R/Z8fyYTJs6hb/0qG9O3G5PfecuEMc75PZ86g+a03UeySS5g0+WO++Ho+ffs9izHG7dCUyjEkN31gROQ6oDkwzhjj/9fhhY+hG3DCGDPFjeMHQkQigKeAL4wxWf7LV0TK48xuuHrj9mzVzbvDXbez7u81rFi7mUKFbLetuOPHaVS/BlWqVef/fvwVsK3SlS69hLvu68CED87eHT+wfx/1q1fkya5P89Jrb7hyDhnJad28Pd9VIkJ0dDQVypZi8PNDGfLCMHcDC1Dk679c1ON5l9t/8bH8NbId5W7tRPnbHk2Rb8uMYRzbtoor+s0gX6gdz5VwZD9rxjxEmevvo2Kr/6Xa975fP2Xf77OJaHo/O795m7rd36NI+VrJ6w8s+YIdX42jTpfxFL2sro3nTCJr33qCPAUKUq/7uxfqtFNZ2Pemi3as89W2TUv+XrOaDZu2JX//HD9+nLo1q1Cteg1+/iXntFAHQzfvptdfy759e9mybZfboWTarmj3u3kfjj5IiZIph7XEx8fRvEl9qteqw5TP/i/Nbbdu3kjrmxrQrfdAeg54HoD3336dMS8PZc53v1HviquS8z7esS1/rVjKL39tptglxS/MyWRSxRzUzXvPnj1cUbcmDz70CG++M8HtcM5JVFQU1StX8LytYIzJljNSe//eDan7aLbo5m1Ox5GwPrmXWrYtu5wgt7VMXwcMBdz8tu0GdHbx+IGIwJbXlW4HcrEtX/oH1994U/IPWYAiRYty7fU3smLZEg7s3wdAnjx5yJMnD8WKpWyZK1K0GHny5CEkJPSixh3MRAQJhl/mF1lmys2cSSR24xLC6zZNrkgDhISVoViVqziyfnGqbU5FRxH142Qq39mbvKH+f0DGbFhMaKkKyRVpAMmbjxJXNSM+6h9OH80R88VcdEv/+J2mTSNTfP8ULVqU629oytIlf7Bv3z4Xo8t9SpYsSb58OevmY3bgW5EGKFy4CFVr1GLf3j3pbhtWoiQAeb3K/a8VSylZqnSKijRAZLNWnDgRz+KFP2RB1LnHlI8mER8fT5/+z7odSu4i2LuMri9uF0TwyG2V6UwTEZ2SMRf77/RpChQokCo9JCQEgA3r1wGQP39+Hn2yC7NmTGP+119y/Ngxdu3cQd8eXSh2ySU81Pnxixq3UufiVMxekv5LoFCZqqnWFSpThVMxe0j6LyE5zRjDtrmjKV6rCWF1rk9zvycPbE9zn2DHW6vUTp8+nfxd482Ttn7d2osdUq6SlJREYmIihw4dYuK7E/jh+wX07acVjqxw/NhRNqxdQ/UatVOtO3PmDKcTEti6ZRND+nanRMlS3NPh4eT19v/l1J8LT9qmDesuXOBB6LfFvxIeHs7mTRu5psGVFAnNR8WI0vTo1oVjx465HZ5SOUauqUyLyDBgtPN2u4gYZ4kUkR0i8o2I3C0iq0TkFLZFFhEpIyITRSRKRE6LyHYRGSoi+Xz2P1RElolIjIgcE5G/RORx8WoSEpEdQF3gJq/j73DWRTrvHxCRV0Vkn4jEicjXInKpiBQVkfdFJNpZJotIEZ8YRES6ichqETkpIkdEZLaIVPHJt0hE1olIIxFZLCInRGSbiAwUsTMSiEgksMLZZLJXvMOy4u+R3dWoVZs/VywnKSkpOS0xMZE/nTHQR2IOJ6ePeGUMXZ7uxWMPtadquRI0rFed5Uv/YM4331OlarWLHrtSgUo8YX845StUNNW6vIWKgTEknoxLTjuwZB4n9m+j0h3PZLjffAVT7zNfwWIpjqtSqlW7DsuXLU31/bNixTLAzh+gLpyeT3ejaMH8VIwozYB+vRnzxls88VTqYQ4qcMMH9ebkiXi69ByQat2VVUtRv1I4rZtezdZ/NzFtzneU9Rr+VbVGLfbv28PeqN0ptvtzuZ3sM/ZIzIUNPsjs3buHEydO8GDH+7i3fQfmL/iRXn3788n0j2l3R2sdN61UJuWayjQwCXjb+ffdQBNn+ctJuxpb2X4LaAnMEZEywHKgBfAi0Ar4EBgEfOCz/0rARKC9s/+5zvGe98pzF7ANWOV1/Lt89vMyUBrbFbwvEAnMBOYAR4H7gdeAh5283iYC44AfgXbYLuV1gT9E5FKfvGWAT4DpQFvgW2AU8JCz/i/AM6hypFe8k8gkESmf3uLEkC098b/ubP13MwP7PsO+vXvYE7Wb/j27EbVrJ2C7d3u8MXoU7741lv7PvcC8+T/y8adzqVq9Bu3btmKtz6ylSmVr6XUHd1YlHNnP7gUfULFVF/IXDT+vfWqvff+6du/Bli2b6d3zafbs2UPU7t306N6FXTtTf/+orNd/4HP8tmQF8776Pzp1fozePZ/mjbGvux1Wjjfu1Rf5eu4sBg1/NVVXbYBPv/qJWd8sZPQ7H1K4cBEeubdVihm9Ozz0GPny56df98fYsmkDR2IO88nkicz/ag4Aop+LgCQlJXHq1Cn6D3yO/s8OoulNkfTp258XR45iyR+/s/Dnn9wOMTi5PYO3zuad5XLNICBjTJSIeGYPWWWM2eFZ5zQelwbqGGM2e6W/B4QBdY0xnm1/EpGTwOsiMtoYs8HZ/6Ne2+UBFmF/fvYUkRHGWuVse8wYszSNUP/22VctoBfwljGmv5P8g4g0AR4EnnHyXQs8CfQ1xoz12n4xsBnoA3j3UysBtDbGeKab/tFpjX4A+NgYc0xEPH2mtqYTb3p2Z5wle3rgkUeJjo7mjdEvM2XSRAAaNr6Wbs/04e03RlOmbAQAmzf+w6sjh/HCiFfo3rNP8va3Nm/JDY0u54VB/Zk3/0c3TkGpTMtXyGkpjk/dUnzmxDEQIV+o7Qiz48txFLq0MuH1mpJ48jgASacTnNeTJJ6KS86br1Axv63PiSdtWl6nhVql1KnzY0QfOsSro0bywUQ7Sds11zahV+9+jHn9VSLKlXM5wuBWsWJFKlasCEDLVq0BeGHwIB56uBOlSpVyM7Qc650xL/PuuFfpPXAYDz3WxW+eupfbCvaVDRpzS4vbad6kPmNHDePdKZ8BtmX6nQ9nMnTAM7SJbARA2YjyDBw6ihGD+3JpmYiLczJBIjy8BLCFZs1apEhv0bIV/fv2YtWqv7jl1tvcCU6pHERvS5z1t3dF2tEGWAjsFZF8ngXbiguQPD2siNwiIj+KyFHsg+P/w7Zml8BW1DPrG5/3/zivvtNe/gOEe3X1bgMYYLpPrPuBNdgWbm/7vSrSHn8DlwUQa1B7pk9/Nu7Yzy/LVvHn+n+Z/9NiYmOPUKhwYa64qgEA69f9jTGGqxo0TLFt/vz5qVvvcjZuWO9G6EoFJDQ8gjz5QzhxYFuqdSf2byM0vBx58ttxiScObCdu9wb+fPGO5GXHV+MA+OeD3qx+tUPytgUvrcKJ/an3edJJK1Sm8oU4naDQt/+z7N4XzYq/1rJxyw4W/voHR2KPULhwYa66uoHb4eUqDRs1JjExke3bUl/LKmPvjHmZt19/iR79BtOlZ/+MNwCKFClKlWo12bH13xTpN93agoUrN7Lg9zXM/+VPflq+geJhtodMo2vTnr9BpVa//uV+0z3du7UHjFKZk2tapjPB3/SolwJ3YCvG/pQEEJHGwPfY1ugngSjgNLar9WAgkMnMfAf9nM4gPRSIc2IV4EAa+/X9FeBv0F0CgcWakQoZrC/D2XHZ2VJISAi169QDIGr3Lr6c+zkPd36cggVtMZVx7oSvXL6M625omrxdQkICf69ZRVltQVI5gOTNR/Fa1xGzfjEVW3Uhb4idRToh9gDHtq2mzA33Juetdv8LmMTTKbaP3bycfb/MpFK7PhS6tFJyenjdG9nx5RvE7dpAkYp1ALewiIwAACAASURBVDtzePTqHyhcoTYFipW88CeXg4WEhFC3nv3+2b1rF3M+n8Wjjz+Z/P2jLo5fFi0kT548VK5SJePMKoXxY1/h7ddfomuvZ3m673OZ3i7mcDSbN67n6kbXplonIlSqYucjOX36NB9PmkDtepfTqMkNWRZ3btDu7nv4cNL7fL/gW6686my3++++nQ9A48apy15lAc9s2m7LDjEECa1Mn+VvpoVobGvt4DS22eu8dsRWuNsYY055VopIuyyNMH3R2HO4EVsp9uUv7YLK6Jl12fkxR/9sWMc3X87jyqsaUCAkhPVr/+btsa9RpWo1nh0yPDnfNdddz1UNGvL6qBc5efIETa6/kWNHj/LhxPHs2rGd8R9Mce8kgtCC774lPj6euOO2e/E//2xg7pzZgO2O6f0oIXVW7KZlnDl9kqSEkwCcPLiTw2sXAVC85rXkLRBK+ds6s258FzZNHUTETQ+QlHiaqB8+Il/hSyh7w9nW5qIV66baf8KR/QAULlcjxXOmSzVsxYGl89gyYxgVWj5F/iLFObD0S04d2k2tx8dcwDPO2davW8cX8+ZwdYOGhISEsPbvNYwZ/QpVq1XnhWEj3A4vaHXv8hRFixWjYaPGXHrppURHRzN3zufM/mwWvfv21y7eAfrovTd5a/QIbry5GZG3tWT1nyk7w13ZoDHHjx3l0Q530Oau9lSqUo2Q0FB2bP2XjydN4HRCAt37pKyAjxjcl8ZNbqR4eDi7d25n2ofvsn/vXqbP++5inlpQuK1Zc25vcwcvj3yRpKQkGl9zLX/+uZKXRwyn9e1tuP4GvTmhVGbktsq0p0KZ2dv63wCtsWOGj6STzwCJ2O7dQPKjtR72kzerW389vgEGAuWMMZ9l0T4DLa+gUSB/AX77ZSGT3n2H+Pg4ylWoSKfHn6JHnwEULnz2Obx58uTh8y+/Y/ybY/h63hzefWsshQoXoWat2syc8zW3Nm/p4lkEn2ee7po8CRPA3NmfM3f25wBs3LKdyypVcimy7G37F2M5HXu200rM2kXEOJXpKwfMJG+BshQsfRl1nhrHrm8nsuWToUievBSrehUVW3clf5Hi53TcPPkKUPvxsez6diI7v3qLM/+donDZatR89FWKVcl1j6/PtAIFCvDLop95d/xbxMXFUaFiRR5/sgv9BgxM8f2jstY11zbh46mT+WTaVGJjYylSpAj1L7+Cj6ZM4/4HH8p4ByqFhd/bEXGLF/7g9xnQm/bFExISSq069fls+mT27Y3idMIpSpa+lMZNbuTtSZ9QrWbKR2jt2xPFiCF9iY05TPGwcG68uRkTJn9GuQoVL8o5BZtpM2bx0ojhfDjpfV4aMZyyERH06Nmbwc8PdTs0pXIMyU1T3zsTbC3Ezno9FduavAlYC6wzxrTxyV8WWAKcxM7yvQnbrboStpLdxZnY7BbgJ2A28D52nHQ/oBhQHajsmfBMRKZgW7I7YbtenzLGrPWK7T5jzGyvGDoDk4FGxpiVXunDsI/vKmWMiXbSJmJn4x4P/ArEA2WBG4C1xph3nXyLgJLGmHo+5zsFiDTGVHLeF8K2eP8FDMF2J99rjNlLFnBm9N4NsHrjdiK8HoGhLryiobntXlr2EPn6L26HkCst7HtTxplUlsvGHZCC2q7oE26HkCtVLKm9oy6mqKgoqldOHlFYIaMekW7x/r0bcsVTSIHUj4y82Mzp4ySsed/zNtuWXU6Qq35NG2MWicgobEX2SewEbDenk3+fiDTEPt6qP1AeOA5sB74Djjj5fhaRx7CzZX8N7ME+Ousg9lFa3oZiK7gfAEWBndjKeVac3/9EZCnwP+xjsfJgu6L/jn3EV6D7O+Gc11DsmPD8wHBgWFbEq5RSSimllFI5Va5qmVbZi7ZMu0tbpt2hLdPu0JZpd2jLtDu0Zdod2jJ9cWnL9LnTlumso7+mlVJKKaWUUupC09m8g44+RE4ppZRSSimllAqQtkwrpZRSSiml1AWXByQ7tGVmhxiCg5akUkoppZRSSikVIK1MK6WUUkoppZRSAdJu3ipbKByST2eXVrmCzirtDp1rReUmOqu0UtmUkD3+Q8oGIQQLbZlWSimllFJKKaUCpJVppZRSSimllFIqQFqZVipAcXFx9OvTi8oVIyheJJRrGlzJZ7M+dTusoKfl7o4VK5bT9vYWlA4vSqmwIrRsdjNL/vjd7bCCnl7v7tByzx4mfziJgvmFksWLuB1KUNPr3QWSJ/ssKksERUmKyHUiMkxEirsdS0ZEpIOIrBeRkyJiROTKLN5/pLPfyKzcrzqr431388m0qQweMpQvv/mWBg0b0emh+/l05gy3QwtqWu4X38qVK2h+S1NOnjzJpMnTmDR5GqdOnaJ1i1tZtnSJ2+EFNb3e3aHl7r49e/Yw6Nl+lI2IcDuUoKfXu1LnT4wxbsdw3kSkHzAaqGyM2eFyOGkSkVLAHuA7YAyQAPxtjDmRhccoBtQBNhhjjmXVfi8EESkP7AbYsn035cuXdzmijH337Xzuans7U6bNoEPH+5PT27RqzoYN69mybRd58+Z1McLgFEzlnpO+ctu2acnfa1azYdM2ChWyExodP36cujWrUK16DX7+Jee0UGeH+V4yK5iu95xEyz17uKfdHYgIYWHhzJs7m+jYOLdDCkrBcL1HRUVRvXIFz9sKxpgoN+NJi/fv3ZCruyMhxVyOCEzCMRL+Gu95m23LLicIipbpQIhIQRcPXwPID0w3xvxijFmalRVpAGPMMWe/2boinVN99cU8ihQpwj333pci/eFOj7Jv716WL1vmUmTBTcvdHUv/+J2mTSOTK9IARYsW5fobmrJ0yR/s27fPxeiCl17v7tByd9/MT6az+NdfGPf2BLdDCXp6vbtEJPssKkvk+Mq0iAzDtkoDbHe6OBunu/MOEflGRO4WkVUicgoY6mzXXUR+FZGDIhIvImtFZICI5PfZ/yIRWScijURksYicEJFtIjJQ5OyAAxHJIyJDRGST04U7VkT+FpGezvopwG9O9llOjIu8jrHIz7lNEZEdPmldRWSNiMSJyHER2SgiL3ut99vNW0TaisgSJ/7jIvKDiDTxLUtn27oiMlNEjorIARH5SEQuyeSfJKitX7+OmrVqky9fysd41a9/OQAb1q9zI6ygp+XujtOnTxMSEpIq3ZO2ft3aix1SrqDXuzu03N118OBB+vftxYiXXskRPdVyOr3elcoawfBg30lAONADuBvwNJVscF6vBmoDI4HtQLyTXhWY4aSdBq4ABgO1gMd8jlEG+ATbNXs4cBcwCtgLfOzkGQAMc47zK7YFuhbgGcc9AlgOjAeeAxYCAbUei0hHYALwNtAPSAKqYbt1p7fdA0783wP3AyFOvItE5FZjzG8+m8wBZgEfAvWdc4XU5ZJRvBn9b1gmkP1lBzExh6lcuUqq9LDw8OT1KutpubujVu06LF+2lKSkJPLksfcOExMTWbHCtljEHNZyvxD0eneHlru7evboRvUaNXmqS1e3Q8kV9HpXKmvk+Mq0MSZKRHY5b1d5j5kW24WhNFDHGLPZZ7s+XvnyAIuBw8BkEelrjDnilb0E0NoYs9x5/6PT8vsAZyvT1wNrjTHDvLZb4HW8rSLiqeBvMcYsPYfTvR6INcY845X2U3obOOc2GlgLtDLGJDnp84GtwKvOfr19aIzxtPb/KCLVgMdE5HET2CD73QHkzTEkva4x2m3mgtFyv/i6du9B16cep3fPpxkwcDAmKYmXRg5n186dAMkVbJX19Hp3h5a7O+bNncP8b75m6YpV6f8NVJbS690F2WUm7ewQQ5DIDSX5t29FGkBErhKRr0TkMHAG+A9bMc6LHdvsbb9XRTp5v8BlXu+XA1eIyAQRaeFMBJbVlgPFnS7Yd4pIyUxsUxOIAKZ5KtIAxpg4bAv0tSJSyGebr3ze/w2EYm9M5Grh4SU47Kc17khMjF0fFn6xQ8oVtNzd0anzY4x46RVmfjKN6pXLU6NqRTb+s4FevfsBEFGunMsRBie93t2h5e6OuLg4ej/Tna7de1A2IoLY2FhiY2M5/d9pAGJjY4mPj89gLypQer0rlTVyQ2U61Qw5IlIR2xJdDugJ3Ag0Aro7WXwnKfPX1yXBJ98obNfra4FvgcMi8pOINDyv6L0YY6Zhu1pfhq0IHxSRZSLSLJ3NSjiv/mYK2ou9BsJ80n3PN8F5DXTytgoZLI0C3J/r6tWrz6aN/5CYmJgifZ0zdrRO3XpuhBX0tNzd07f/s+zeF82Kv9ayccsOFv76B0dij1C4cGGuurqB2+EFJb3e3aHl7o7D0dEcOHCAN98YQ9lSYcnLZ5/OJD4+nrKlwuj8yINuhxl09HpXKmvkhsq0v27J7YDCwN3GmOnGmN+MMSuxY6fP7SDGJBpjxhpjrsaO4b4fW2Fc4Kfl19cp7DhmX6lano0xk40x1wGXALcDAnwjIpf55nV4KsZl/ayLwI67PuJn3XkzxkSltwD7L8RxL6S27e4iLi6OeXPnpEj/ZNpUykZE0Piaa1yKLLhpubsrJCSEuvXqUfGyy9i9axdzPp/Fo48/ScGCbj4cIXjp9e4OLXd3XFqmDAt+XJhqada8BaGhoSz4cSHDho90O8ygo9e7S9yewVtn885yOX7MtCPQllNPBduzHWIHjjyZFcEYY2KB2SJSDhgHVOLshGj+7ADuE5EQY0yCE08J4DrSmKTMGBMPfCsiBYAvgLrATj9ZN2Gfbf2AiLzuGfMsIoWBe4AlWf14rmDWomUrbr2tGT2f7srxY8eoWq0an306k+8XfMdHU6dn+2cy5lRa7u5Yv24dX8ybw9UNGhISEsLav9cwZvQrVK1WnReGjXA7vKCl17s7tNzdERoaStObIlOlT5s6hbx58/pdp86fXu9KZY1gqUx7ns/SU0SmYsc/b0on/w/YVuiZIvIadjxwV1J3d840EfkaWAesBA5hu2L3wlZwt2Sw+TTgf8B0EfkA2zV7AD4VaWfdSeB3bLftMsAg4Ciwwt+OjTFJIjIAO5v3NyIyEdsK3h870/jAQM81t/v087kMfX4wI4a/QExMDDVr1mLq9Jm079DR7dCCmpb7xVegQAF+WfQz745/i7i4OCpUrMjjT3ah34CBFC5c2O3wgppe7+7Qcle5iV7vSp0/CWxy5uzLedZyJ2wFMw9wMzAFWGeMaeMnfxvsY6xqYrtCzwB+xo53vtkYs8jJtwgoaYyp57P9FCDSGFPJed8H29JbAyiG7cL8AzDCGLPTyROJfSTWfcaY2T77ewRbsa0MbMM+gqu1zzEeATpjH4UVBkRjn1090hiz1ucYyefgpN+JrXhfgZ1wbSnwgjHmD688w7DP4S5ljIn2Su8MTAYqe8+Wfr6cR2ftBtiyfbc+V1LlCkHylZvjaI82pZQKLlFRUVSvXMHztoIzhDDb8f69G9K4NxJyIeYoDoxJOEbC8jc8b7Nt2eUEQVOZVjmPVqZVbqRfue7QyrRSSgUXrUyfO61MZ53cMAGZUkoppZRSSimVpYJlzLRSSimllFJKZV8iINmgLVO7a2WZbPDXVEoppZRSSimlchatTCullFJKKaWUUgHSbt5KKaWUUkopdaGJQJ5s0MVau3lnGa1MK6XURaT/fymllFJKBQft5q2UUkoppZRSSgVIW6aVUkoppZRS6kKTPNlkNu9sEEOQ0JJU6jxN/nASBfMLJYsXcTuUoBYXF0e/Pr2oXDGC4kVCuabBlXw261O3wwp6Wu7u0HJ3h5a7O7Tc3aHlrtT505Zppc7Dnj17GPRsP8pGRHDs6FG3wwlqHe+7mz9XrmDES69QvUYNZs2cQaeH7icpKYmO9z/gdnhBS8vdHVru7tByd4eWuzu03F0gkj0mT8kOMQQJMca4HYPrROQ6oDkwzhgT63Y86RGRDsALQBUgFLjKGLPa3ajOjYiUB3YDbNm+m/Lly7scUeDuaXcHIkJYWDjz5s4mOjbO7ZCC0nffzueutrczZdoMOnS8Pzm9TavmbNiwni3bdpE3b14XIwxOWu7u0HJ3h5a7O7Tc3REM5R4VFUX1yhU8bysYY6LcjCct3r93Q64bgIRe4nJEYE4dJeGP1zxvs23Z5QTazdu6DhgKFHc7kPSISClgGrAVaAk0ATa7GlQuNvOT6Sz+9RfGvT3B7VCC3ldfzKNIkSLcc+99KdIf7vQo+/buZfmyZS5FFty03N2h5e4OLXd3aLm7Q8tdqayhlekAiUhBFw9fA8gPTDfG/GKMWWqMOeFiPLnWwYMH6d+3FyNeeiVHtqjnNOvXr6Nmrdrky5dyZEr9+pcDsGH9OjfCCnpa7u7QcneHlrs7tNzdoeXuEs8EZNlhUVki15ekiAwDRjtvt4uIcZZIEdkhIt+IyN0iskpETmFbsBGR7iLyq4gcFJF4EVkrIgNEJL/P/heJyDoRaSQii0XkhIhsE5GBImevZBHJIyJDRGSTiJwUkVgR+VtEejrrpwC/OdlnOTEu8jrGIj/nNkVEdvikdRWRNSISJyLHRWSjiLzsk6eMiEwUkSgROS0i20VkqIjoGHtHzx7dqF6jJk916ep2KLlCTMxhwsPDU6WHOWkxMYcvdki5gpa7O7Tc3aHl7g4td3douSuVNbRyBJOAcKAHcDewz0nf4LxeDdQGRgLbgXgnvSoww0k7DVwBDAZqAY/5HKMM8AkwBhgO3AWMAvYCHzt5BgDDnOP8im2BrsXZrucjgOXAeOA5YCFwLJATFZGOwATgbaAfkARUA+p45SnjHCcJeBHbpbwJMASoBDwawPEyarItk/nos495c+cw/5uvWbpiFaITOFw06Za1/h0uGC13d2i5u0PL3R1a7u7Qclfq/OX6yrQxJkpEdjlvVxljdnjWOV8ypYE6xpjNPtv18cqXB1gMHAYmi0hfY8wRr+wlgNbGmOXO+x9FJBJ4gLOV6euBtcaYYV7bLfA63lYR8VTwtxhjlp7D6V4PxBpjnvFK+8knzzAgDKhrjPGUy08ichJ4XURGG2M2kDm7zyHGbC0uLo7ez3Sna/celI2IIDbWzld3+r/TAMTGxpI/f34KFy7sZphBJzy8BIcPp75LfiQmxq4PS313XZ0/LXd3aLm7Q8vdHVru7tByd4nO5h10cn0370z427ciDSAiV4nIVyJyGDgD/IetGOfFjm32tt+rIp28X+Ayr/fLgStEZIKItBCRYll3CimOUVxEZorInSJS0k+eNthW770iks+zAN8662+6AHHlGIejozlw4ABvvjGGsqXCkpfPPp1JfHw8ZUuF0fmRB90OM+jUq1efTRv/ITExMUX6unVrAahTt54bYQU9LXd3aLm7Q8vdHVru7tByVypraGU6Y/t8E0SkIrYluhzQE7gRaAR0d7L4TlLmb+BJgk++Udiu19diK66HReQnEWl4XtF7McZMw3ZBvwyYAxwUkWUi0swr26XAHdibA97Leme9vwp4WipksDQ655NxyaVlyrDgx4WplmbNWxAaGsqCHxcybPhIt8MMOm3b3UVcXBzz5s5Jkf7JtKmUjYig8TXXuBRZcNNyd4eWuzu03N2h5e4OLXelskau7+adCf4exN0OKAzcbYzZ6UkUkSvP+SDGJAJjgbEiUhy4DXgZWCAiFTKYtfsU4O+hdakqvsaYydiu6IWBptgx3N+ISA3nXKKxreaD0zjW3gDOKd1n1uXE8cahoaE0vSkyVfq0qVPImzev33Xq/LVo2Ypbb2tGz6e7cvzYMapWq8Znn87k+wXf8dHU6dn+WZg5lZa7O7Tc3aHl7g4td3doubtEJHvMpJ0Df4NnV1qZthKc18w+9spTwfZsh9ia4ZNZEYwxJhaYLSLlgHHYib/SG6e8A7hPREKMMQlOPCWwz8/2O0mZMSYe+FZECgBfAHWBncA3QGtgq8+4b6Vc9enncxn6/GBGDH+BmJgYatasxdTpM2nfoaPboQU1LXd3aLm7Q8vdHVru7tByV+r8iTH+Gl5zF2cysIXARGAqtlvzJmAtsM4Y08Ynfy1gDfAH8BoQCnTFVnqrAzcbYxY5eRcBJY0x9Xz2MQWINMZUct5/DawDVgKHsF2xXwQEqG6M+c8rzvuMMbO99nU99rFZs4EPsBOeDcBOJIbXMT4ATgK/Y7uvlwEGAZWdYxwSkbLAEiffW045hDrn1hroklGLc2Y5s33vBtiyfbc+r1kppZRSSmVKVFQU1StX8LytkFW/T7Oa9+/dkBufQ0KLZ7DFhWdOxZKwOPnJuNm27HICbZkGjDGLRGQU0AnbupwHuDmd/BtF5B7sY6zmYsdEz8B20/42re0ysBC4B3gCKAbsB34ARhhj/ssg/t9FpBMwEPgS2Ibtvt0aiPTKuhjoDLTHVrSjsZXwR4wxh5x97XPGaT8P9AfKA8exjwD7DtDWaqWUUkoppQKls3kHHW2ZVq7RlmmllFJKKXUucmTLdNPB2adl+teXPG+zbdnlBNlgBLxSSimllFJKKZWzaDdvpZRSSimllLrQJE82mc07G8QQJLQklVJKKaWUUkqpAGllWimllFJKKaWUCpB281ZKKaWUUkqpC01n8w46WplW2cKZM4bEMzqz/MWUL69+kbph1+ETboeQK1UsUcjtEJS6aE4nJrkdQq5UIJ92+FQqt9FPvVJKKaWUUkopFSCtTCullFJKKaXUBZfn7Izebi4XsAooIkVF5DUR+V5EDomIEZFhGWwjIvKrk/edNPL0EJGNIpIgIttFZKiI5PeTr7SITBGRaBE5ISJLROTWLDq9VLQyrVQa/l6zmnvataF2tcsoVbwQFcuW4JabruPTGdOT85w5c4a33xzLXXe0ombVCpQOK0yDK+rwwpCBxMbGuhh98Dl+/DjPDRxAm1bNqVC2FAXzCyNfHOZ2WDnOkt8WMahXF1recBVXVi7FjVdWo2un9qxbsypFvo8nTaB960iuqVORehXDiGxQk97/68SWjRtS7bNmmcJ+l/fffv1inVZQ+v2332h3R2vKlgojrGhB6tWuzqiXRrgdVlCLi4ujX59eVK4YQfEioVzT4Eo+m/Wp22EFtamTJ3FJwbxElCyWIt0Yw3vj36bhFXUodUlBalQuR+9nunHkyBGXIg0ua1av5q62t1O9SkXCihYkonQ4N93QhJmfTM94Y6XSVwJ4CggBvsjkNt2BammtFJHBwJvAXKAFMAF4Dhjvky8E+Am4FegJ3AkcAL4TkZsCOotM0jHT50hErgOaA+OMMbFe6TuAdcaYNm7FprLG0dhYypcvz33tOxIRUY74E/F8NnMGTz72CLt27mDAoCGcPHmSUSOHc2/7jnR69HFKlCjJ6tV/MfqVl/j2/77h1z9WULBgQbdPJSjEHD7MR5Pep/7lV3BH23ZM/miS2yHlSDOnTCL2yGEeeaIb1WrUIuZwNJPfe4sOt0cy6dMvaXJDJACxMTE0vaU5terWp9glxdm9czvvvzOW9q0jmfP9b1SpViPFflu0uYvHuj6TIq1suQoX67SCzqczZ/B454e55772TJr8MUWKFGHb1q3s27fX7dCCWsf77ubPlSsY8dIrVK9Rg1kzZ9DpoftJSkqi4/0PuB1e0Nm7Zw/PDxpA2bIRHDt2NMW6IQP7M+GdN+nRqy+Rt9zKpn/+4eURQ/nrz5X8uOh38udP1SClAnD0aCzly1egfYf7iShXjvj4eD6d+QmPdX6YnTt3MPC5IW6HqHKunUCYMcaISEngifQyi0glYBTwCLay7Lu+BDAE+MAY85yTvMhplR4pIuOMMZ47/Y8D9YDrjDFLnO0XAmuA14BrzvPcUsdvjE76dC5EpB8wGqhsjNnhlb4DrUxnioiUB3YDbPx3F+XKl3c5osy5uWkT9u/dyz//7uTMmTPExsZSokSJFHm+mDubhx9ozwcffUzHBx5yKdL05bQJyDzfVSJCdHQ0FcqWYvDzQxnywjB3AwuQ2xOQHT50kBKlSqdIi4+Po/m19aleqw5TPv+/NLfdunkjrZs2oFvvgfR89vnk9JplCvPgo//jhVFjL1jc5ysnTUC2Z88erqhbkwcfeoQ335ngdji5xnffzueutrczZdoMOnS8Pzm9TavmbNiwni3bdpE3b14XI8y8nDIBWYd72iIihIWF8+W8OeyNPgbYSna9mpV54qmuvDb2zeT8s2fN5PHOD/Hm+Pfo/NiTboWdpmCYgKzp9deyb99etmzb5XYoGYqKiqJ65eSbthWMMVFuxpMW79+7ITcPRwoWdzkiMCdjSVg41PP2gpWdU5k+BAw3xgxLI8/3QJwx5m4RMcB4Y8zTXusfBKYDTYwxS73SywJ7gcHGmJedtB+c86nlc4xBwMtAeWPMnqw8x5z/qc+FRCSv041BuaBEiZLky2c7deTNmzdVRRqgQcPGAERF7b6osQUzEUH0UQ7nzbciDVC4cBGq1qjFvr3p//8SVqIkAHnzaaemC2nKR5OIj4+nT/9n3Q4lV/nqi3kUKVKEe+69L0X6w50eZd/evSxftsylyILTrJnT+X3xr4wZNz7VuhXLl3LmzBmat2yVIr1Fa9tO8dUXqRqvVBYpWfLsbxyVa5QRkfLpLRfqwCLyBNAYeDqdbPWc17XeicaYfUC013pP3r/97MOTVvfcIk2bVqbPgTOIfrTzdrszWN6ISKRXnpYi8peInHQGyz/mZz9lRGSiiESJyGmvwfT5vPJUcvY9QESGiMh2IAG4WURCRWSMiKwWkaMiEuMMsr/Tz7GMiLwjIv8Tkc3O4P0NItLR51iJzt0b3+2bOvu4z3ddsEtKSiIxMZFDhw7xwcQJ/PTDAnr3HZDuNr8s+hmA2nWy/DOrVJY7fuwoG9auoXrN2qnWnTlzhtMJCWzdsokhfbtTomQp7un4cKp838z7jMsrlaBexTDubn49c2Z+fDFCD0q/Lf6V8PBwNm/ayDUNrqRIaD4qRpSmR7cuHDt2zO3wgtb69euoWat2qopE/fqXA7Bh/To3wgpKD66WIgAAIABJREFUhw4eZGD/PgwdMcpvr7T/Tp8GoEBIynaD/PnzIyKsX7s21Tbq3Hj/xpn47gR++H4BffvpjbxcZgW25Ty9JcuJSDngdWCAMSa9MUwlgARjTLyfdTHOeu+8MWnkwydvltBbT+dmEhAO9ADuBvY56Z7++lcAY4BXsIPenwA+FJF/jTG/gq1IA8uBJOBFYCvQBDsmoBLwqM8xnwE2A/2AY8AW7MD+cOyFuAcoANwGzBWRR40xvr9m2wI3Ay8A8UA3YKaIJBpjZhtjdojIV0AXEXnNGHPGa9unsV0p5mW2kDJxJ6tMZvflpt7PdOOjSe8DUKBAAUaPfZPHnvxfmvn37tnD0OcHcXWDhrRqrb39VfY3fFBvTp6Ip0vP1DeJrqxSitMJCQBUqlqdaXO/o2y5lB/tNne3J/K2lpSNKM/h6EPMnjGV53p3ZfeuHfR69oWLcg7BZO/ePZw4cYIHO95H/2cHMfracaxcuYKRw4eyfv06flq0WHtpXAAxMYepXLnK/7N33+FRVOsDx78vAQ0YEJJQJRQFQTpSVVQUpQlcrIDiBesFAUFERGpoVkTEwlURQ+9gQeoFgtjwWvhd6UiPIJCEYBIhEDi/P2Y2bjYbUkgyu5v38zzzhD1zZvbdk2Gz754yGcrLhIam7Vd5Y/DAftSsWYsnn+7jdX+tG+oAsOW7b7nt9jvSyrd8/y3GGP1d5KGB/Z9h+kcfANZnnDffmsqTT2f+GUddJhF7NW0fiMN5/8aay/xRNupeal6y576c1L1smkzngjEmRkRck0l+8ZgzDRAO3GKMOWyXfYW1qtzDwFd21UigDFDXVQ9YLyJngEki8obbZHqAs0A7Y8x5j3DSkm4RCcJawa4MMAjwTKbDgWbGmON2/ZXANqxJ/0vsOlOBjUBn7BX4RKQScC8w3hiTmlX7uAmIMc5Dhg6n12NPcvLkCVZ9+QXPDxpAcnIyA58bkqFufHw893e9B2MMUbMXUKSID7xhKnUJU14bxxdLFzJq4pvUa9g4w/4FX6zn/PnzHD64n6gP3uWf93cgavGX1KxdJ63Om+9/ku6Ydp260ufRB/jonTf55xN9CQ0vm++vI5BcvHiRs2fPMnzUGF4YOgyA225vzRXFruCF5wexccN67mxzl8NRBqZLfknhGx8+/d5ny5eyeuUKNn//U6btXb9BQ25pdRtT35pEjZrXc0ebu9m9cwfPDXiGoKAg/duah14YNpzej1ufcVau+ILnBvYn+a9knhuc8TOOCljNgD8K8glF5AGgPdAKuNrjveAKESkNJNt5TxwQLCIljDGeC8+EAj+5PY7De+9zqP3TW6/1ZdF3o/yx1S1BxhhzFqtXuapbnU5YSetRESnq2oBV9n7P5ds/95JIIyIPisg3IpIEpALnsVayyzheE9a7Emk7rgvAQqCGqxfZGBON9S1RP7fj+mB9k/Nhlq88AEVUqcKNTZrSrn1HprwzjceeeIrIUcM5efJkunqnTp3iH/e05ejR3/n8y7VUvzZjD4dSvuTdSS8z7a3XeO6lSHo+4b2HqG6DxjRq0pwu93dn1rJVGGOY/Epklufucn93UlNT+fX/fs7jqANfaKj1OeDuu9ulK29nzx/95Rdt0/wQGhpGXFzGHs9T8dZnr9AyoRn2qZxJSkpiyHMDeLpvfypUrERCQgIJCQmcs4d1JyQkkJxsjeScOXchLW66md49u1O1Yhid2reh8z/upX7DRlSsdI2TLyOgVKlShSZNm9K+Q0emvjeNJ558mtEjXsrwGUflEafvL53uXtNp/jDGxFxqy4eWqIfVqfs9cMptA3jK/vc99mPXvI766ZrSGuUbjtUxiFvddPU8js3z+TqaTOcPb+OPUgD3eySVx+r9Pe+xbbf3h3scf8zjMSJyH7AIa4h3T6xh4s2AGUCwlxi8fevkKnP/Fmcq0EZEatnLzj8FLDHG5PRbq4gstmY5PJ9PaNK0OampqRw8sD+t7NSpU3TpeDeHDh7g8y/XUs+eY6eUr3p30su8M2kiA4aMoM/AF7J1TEhISa6tUYuD+3/Lsq6xR1JpD1LO1c/k/cO1or22af6oV68+u3ftJDU1/QCsbdusz3F16tbzdpjKgbi4WE4cP867b0+masWwtG3JogUkJydTtWIYT/W27oBRtlw5lnz6Jb8dOsY3P/zCb4f/YMTosezbu4dbWt3q8CsJXE2bWZ9xDuzfn3VlpXIvCmvqqecG1sjYO4Cv7cersUbo9vY4R2+szj73e1kvB2qLSNotsOzOyp7AlizmZueKDvN2TizWynIjMtnv+cv2Nsa/J3AA6Gbc7nF2iZW+vc1RdpW5fwEwD3gNq3f6e7tOxuU2s5DVN1n+Oudv86ZoihQpQjV7bp0rkT54YD+ffbmWho0yDpVVype8N/lV3pk0kb7PvUj/IcOzPsAWHxfLnl3bubFZyyzrfrZ4PsWKFaNuA/3/kFNd77ufj6d/yNo1q2jU+O/2W71qJQDNm2fd/irnunS9lxkff8TyZUt58KFuaeVzZ8+kYqVKNG+R57cnLXTKl6/AijXrM5S/Nek1vtn8FUs++5KwsPR9CWXLlaNsOesuBP9+7x2Sk5N5qk+/DOdQeWNT9EaKFCmio+vUZRGRDsBVQEm7qI49tBtgpT1F9qCX4wB+t0fKAmCMiReRCcB4EYkH1mJ1yEUC0z2mxc7Ayl8Wi8gw4ATWGlG1sNaVynOaTOdeiv2z+CVrZW4F0BHYZ4w5lVXlTBjgnEciXQHIsJq3rY2IlHebMx0EdLNjSEt8jTFnReRDrEXHbsYatv5NLmP0WwOeeZqSpUrRtGlzypUrT1xcLMuXLWHp4oUMHDyEsmXLcubMGe7t3J7/2/oLr016i9TUVH7YknYLPMLDy3Ltddc5+CoCy5rVq0hOTiYpMRGAnTt3sGypNd2/fYeOlCjhP/cSdsqMaW8z9fXx3HrH3bS+qz1bf/oh3f5GTZqT+OdpHnuoM53ue4hq1WtwZfFgDu77jVnT3+dcSgr9nv87AZ/+3lvs27OLlre2pkLFa4iLPcnS+TP5Ono9A4aMIDTMc5CNyspdd7flnk6deXnCOC5evEjzFi356acfeXn8WDre04lbWrVyOsSA1K59B9rcdTcD+/cl8c8/ua5GDRYtmM/aNauZMXOO39xj2pcFBwdz622tM5TPmz2ToKCgdPuiZlhrElW/9jpOJySwbu1qZkfNYPTYiTRqfGMBRRy4+vWxP+M0a0758uWJjY1l2dLFLFm0kOeef4GyZXWti3wh4hvrL+R/DNNIP731QXsDqI6XRPpSjDETRSQRK1EegjWy9lVgoke9FBFpA7wOvAOUALYCHYwxm3L+MrKmyXTuucbvDxSRmVhDtHfn4PjRwN3AtyIy1T42GGsl745An2zMUVgB3Cci72MtIBYBjMIaEl7TS/1YYIOIjOfv1bxrA9291H0fGAo0wVqNvNBp3uIm5syKYt6cWZxOSCAkJIR69Rvy0YxZdH/YGoZ24vhxfvrxvwAMfX5QhnM83LMXH0z/JEO5yp1n+/fl8KFDaY+XLVnMsiWLAdi19wBVq1VzKDL/sXGttSzD5o3r2LxxXYb9u/9I5sorg6ldtz6LZn/CsaMxnEs5S3i58jS/+VbemT6XGm630Lq2Zi02rF1J9H9W8+fpBK4MLs4N9Row+d9R3NO10N1JL8/MnreQiePH8vH0D5k4fiwVK1ViwMDnGDFqjNOhBbQFi5cxZtQIxo8dTXx8PLVq1WbmnPk81M3bn0mVn4wxTHt3KkcOH6JIkSI0aNiYuQuXck/nzPoLVE60aHkTs2Z+wtzZM0mwP+PUb9CQGVGz6fFIT6fDU37OGFMtl8dlmuUbY6ZiTUXN6hzHgV65ef7cELdOTZVDIvIy1i+rAtb88zuw5gBsM8Z08qgbDWCMae1WFo6V/HYGKgOJWMO2VwOvGGOSRaSaXfaCMWaSlxhexFogrCKwH5hsn2uM+wUpIgZrqPZ24HmgCtbtuMYbY+Zl8vo2Ag2AysaYM9ltl+yyFz07ArDrt8Ne7zWp8k/RIB/4ZrQQOhznuRClKghVwnTUgio8zqVedDqEQumKorqeQUGKiYmhZvUI18OIfFoo67K5f9698q6JSPEyDkcE5swpUv6TNtPUZ9vOH2jP9GUwxgwHPCccVsukbmsvZbHAQHvL7DkOApf6luY1rPnNniIzqT8Na+jFJYlIOaAl8E5+JNJKKaWUUkoVKhlX0nYuDpUnNJlW6djfnl0LvABcBN52NiKllFJKKaWU8j36tYTy9CQQDdQFHjHG/O5sOEoppZRSSinle7RnupC41IR+j3qRZDJEXCmllFJKKZVLhWc170JDe6aVUkoppZRSSqkc0mRaKaWUUkoppZTKIR3mrXyCMQa9TVtB0yE+TtBbpyil8tuZcxecDqFQ0vd3lSUR31hJW4d55xkf+G0qpZRSSimllFL+RZNppZRSSimllFIqhzSZViqbZn4ynVLFg6gYXipd+bT33uHO226mWuVyhF9dnDo1q9H70R7s3LHdoUgDU2JiIsOHDaVTh7ZEVCxL8WLChHGRTofll5ISE3klcjiPPtCJJrUiqB5enCmvTchQzxjD/Fkz6HznzdSvVo7GNa+hW+e72bB2Vbp6S+bPpnp48Uy3aW+/UVAvLSBEb9zAv558nIb1ahN29VVcW/UaHrzvH/z8009OhxbQvtoUTfFi4nXb8v33Tofnd5ISExk3ahjdunakzrWVqHD1FbzxyrgM9bZ89w2D+/+Ltre1oErZECpcfQWHDx30es4Tx//gpSEDad6gFtXKl6JJvRo81+9pYo4czudXE3j0fcYhrtW8fWFTeUKTaaWy4ejvvzPypaFUrFgpw774+Djubteed9//kE9XrGb4qDH87/+2cudtN7F3z24Hog1M8XFxzJj+ISkpKXTu0tXpcPxawql45s+awbmUFO7u0DnTem+9Op7hg/vR8MamvB81nzfe+ZArrrySJx6+j9UrPk2rd8fd7Vm2OjrD1qp1GwDadvxHvr+mQPLhB9M4dOgg/foP5NMvVjJp8tucOHGC21u1JHrjBqfDC3jjJrxM9Obv0m1169VzOiy/Ex8fx5yZH5NyLoUO93TJtN7mTRv4atMGromIoGmLmzKtl5KSQtcOd/LZssX0HfAcc5d8wcDBL/Kftavo3PZ2khIT8+NlBCx9n1Eqb/j1AmQicjPQFphijElwKz8IbDPGdHIqNl8jIh2B5vZ9pD33HQSijTG9CzgsvzHo2b7c3OpWypQJ5bPlS9PtGzEqMt3jVrfeTrPmLWnWuB4LF8xj5OixBRhp4KpStSrHTp5CRIiNjeWTGdOdDslvXRNRhf/bdwwRIT4uloVzPvFab/G8mTRteTMTJk1NK7u1dRua1anG0gVzad/J+lIjLLwsYeFl0x37V3Iyv/x3C01b3sx1Na/PvxcTgKZMfY9y5cqlK2vbrj31atfg9VdfpvUddzoUWeFwXY2atGjZ0ukw/F5ElarsPnQCESEuLpa5s2Z4rTd46AiGDBsFwPtTJ/Pt5k1e62359mv27/uNye98wMP/fAyAW269nZKlStL3iX/yVfR6OnbWL1qzS99nlMob/t4zfTMwBijtdCB+oCNWW3lzLzC+AGPxKwvmz+GbzV8xecp72T4m3E4sihb16++rfIqIIDosKU9kty2LFitGqZJXpyu7MjjY2q688pLHrvh0CcnJSXTv+dhlxVoYeX7ABQgJCaH2DXWIiTniQERK5Vx232eKFMneR9GixYoBULJU+qlWpa62PgJeGRycwwgLN32fcYYgaf83HN30ji55xt+TaceISJCIXPrTpJ8wxvxijNnndBy+6OSJEwx7YTCR41/hmsqVL1n3woULpKSksGf3Lvr3fYqy5crR89HeBROoUvngsaf7sWnDWhbOieJ0wilO/HGMCSOHkvjnaXo//cwlj100N4qSJUvRsct9BRNsgDt9+jRbf/mZG+rUdTqUgPfcs/0ICS5KudBSdO7Yjm++/trpkBTQvOXNNGh0I5NeHc8vP/1IclIS/9v6C6+MHUWDho25zZ5WonJP32eUyjm/TaZFJBJwrWpzQESMvbV2q9NeRH4WkTMisktEHvdyngoi8oGIxIjIORE5ICJjRKSoW51q9rmHishIETkApAB3iEiwiLwpIltF5LSIxIvIdyKSYZKgfY53ReRfIrJHRFJEZIeIdM9lXK09X7NHvL3tx1FAP7cYXFs1u+ygXcf9HKXt17XfjvOEiKwUkdqX+LUEnMED+1GzZi2efLpPlnUrhJWkbOkSNG1Ul927d7FyzQYqR0QUQJRK5Y/H+wxg3GtTGP3iIBrVqESLeteydOFcps9dStMWN2d63L69u/nph+/pfN9DFC9RogAjDlyDBvQjOTmZF4eNcDqUgFWq1NX0GzCQd97/gNX/2cikyW8TE3OEdne1Zt3aNU6HV+gVLVqUZSvWUbVadTrceTPXXRNK29tbUKp0aRZ+uopids+1yj19n1Eq5/x5DOp0IBQYANwHHLPLd9g/GwJvAq8Cx4EngY9F5DdjzFdgJazAD8BFYBywD7gJGAlUAzzHJz4L7AGGAH8Ce4Er7TgmAb8DVwB3ActE5DFjzCyPc3QB7gBGA8nAM8B8EUk1xizJZVxZGQ9cBTxgn8flmLfKIlIS+Np+rteALUAIcBtQEdiVnScVkUt35UKF7JzHKZ8tX8qqlSv4+vufsjVUbd3Grzl37hwH9u/j/Xff5p72bfhi5Tr9hlf5rcXzZjF2xBD++UQfWt/VjvPnzrFs4VyefvRBpkUt4PY77/Z63MI5UQB069m74IINYGPHjGLB/LlMnvIONzZp4nQ4AatR48Y0atw47XGrVrfSpeu9NG1cnxHDhnJ323YORqfOnz/P0489wu6d23lz6r+5rub1HD50gClvvEK3rh1Y8sVaSl19ddYnUl7p+0wB8ZEpa8YHYggUfptMG2NiRMR1L4RfjDEHXfvsizQcuMUYc9gu+wpoAzwMfGVXjQTKAHVd9YD1InIGmCQibxhjXMk5wFmgnTHmvEc4acmtiAQB6+3zDgI8k+lwoJkx5rhdfyWwDXgFWJLLuC7JGLNPRI7b/87O/T0GAXWBu40x/3ErX5bd57T57aSbpKQknn9uAP/q258KFSuRkGCtb3fu3DkAEhISKFasGFdddVXaMY0a3whA8xYt6dipC43qXc/YMSNYsPjTjE+glI87nXCK0S8OolvP3owY92paeeu72tG9S1tGDhnA5p8zfq92/vx5li2axw31GtCgsX4gu1wTx4/l1ZcnMHb8RPr26+90OIVO6dKl6dixEx99+G/OnDlD8eLFnQ6p0Jo36xM2rFvN6o3f0ehG672l5c2taNHyFlo0qs2H06amLWSmckbfZ5TKPb8d5p0NW90SUYwxZ7F6lau61ekEbASOikhR1wa4bqJ6u8c5P/eSSCMiD4rINyKSBKQC54EngBu8xLXelUjbcV0AFgI13HpycxpXXusA7PFIpAuVuLhYThw/zjtvT6ZKxbC0bcmiBSQnJ1OlYhhP9u6Z6fElS5bk+utr89vevQUYtVJ5Z/9vezh75gwNGzfNsK9+oxuJOXyI5KSkDPs2rF1J3MkT2iudByaOH8uEcZGMHB3J0GHDnQ6n0DLGAPhEb1Jhtv3X/yMoKIgGjRqnK69a/VpCQ8PYtWO7Q5H5N32fUery+G3PdDbEeSlLAdy/Vi4PdMZKfr0J93icYVi0iNwHLAIWY83h/gMroe4LZJijbe/PrCwMiMlFXHmtLHA4y1pZy2rCcAXgv3nwPHmufPkKfLlmfYbyyZNe45vNX7H0sy8JC8v81xAXG8v27b/S8qbM55Uq5cvKVagIwC8//sD93f/+4sgYw9affuDq0mUo4TYyw2XRnJlcGRxM1wcyLAWhcuCVieOZMC6SYcNHMmJUZjdiUPnt1KlTrFy5goYNGxGsq0U7qnzFily4cIGtP//IjU2bp5Xv+20P8fFxVLomq5llypO+zzhA7M1pvhBDgAjkZDo7YoH/AZmttHDU47HxUqcncADoZlxfXwOXWOnb2zxhV5nrC4DsxnXW/un5XJebbJ8ELvuvkjEm5lL7fflb/uDgYG69rXWG8rmzZxIUFJS27/Tp0/zjnnY82K0H19WoQfHixflt7x6mvfcO51JSGDZ8dMEGHuDWrF5FcnIySYmJAOzcuYNlS63ZEe07dKSELnaVbdH/WcNffyWn9S7v3bOTlZ9bMznuuKs911SuQvtO/2D+rI+54soraH1Xe86lpLB04Rx+3PIdg18ak+H/8PFjR9m0YS2duj7A1aXLFPhrChRT3nqTcZGjaduuPe073MOW79PPztF7IOePXo8+TEREFW5s0pTw8HB+27uXt6e8yYnjx/no4yinw/NL69et5q/kZJLs95k9u3byxadLAWjTtgMlSpQgNvYk331tzb7buWMbABvWrSEsPJyw8LLc3Oo2ALo/0osP35vKE492Y9CQl6w50wcP8Pabr1Hiqqv45+NPOfAK/Ze+zyiVN/w9mU6xf+Z2EtMKrPsv7zPGnMrlOQxwziORrgBkWM3b1kZEyrvNmQ4CutkxuJLP7MZ10P7ZAHBfarSLl7op9vMVN8acufRLYhUwTkTuNMZsyKJuoRYcHEz9Bg2ImvERv8cc4ezZs5QvX4FWt93OnPmLqX1DHadDDCjP9u/L4UOH0h4vW7KYZUsWA7Br7wGqVqvmUGT+Z+QLz/L7kb8HoKz8bBkrP7OS6c0/76JylapM+XcUM6dPY/ni+SyeO4uixYpR/boavDVtBv/w0vO8ZMEcLly4QDe9t/RlWbniCwDWrlnN2jWrM+w/c97b97rqctWr34ClixYy/cN/k5SURGhoKDfd0oqPP5lN02bNnA7PL704eAAxh/9+z/7i06VpyfQP/9tDlarV2L1zB0/16pHuuGHPDwDgpla3sfxLa8bZNZUjWL3xW958fSLvTpnEiePHCC9XnqbNWjD4xRHUqFmrgF5VYND3GaXyhrjlgH7HviXURuADYCbWsOjdwK/ANmNMJ4/60QDGmNb244rAd8AZYKp9bDDWKtYdgT72QmfVsHqfXzDGTPI452PADGAa1gJiEcAorJW4axpjxK2uwVqUKxFrhW3Xat7tge7GmIU5icuuuw5oAgwFDmEtsnYfUBN4zBgTZdfrDXwCjMVKli8A/zPGnBORg0C0Maa3Xbek/fxVsVZD/wHrC4vbgRXGmI3efyM5Y88RPwKwc++hLO/jrPJWsaKBvGSC7/rj9NmsK6k8V+FqHaKrCo/Tf2U2S0zlp6tL6O25ClJMTAw1q6fNKIzIakSkU9w/7xa/502KlAh1OCK4+Fc8Z7583vXQZ9vOH/h1z7QxJlpEXgF6AU9hLah2Rw6OPyYiTbGS3xewhjYnYiXOq4Ese6uNMZ+ISDmgD9Yc6f1YCWhlwNsElM+B7cAEoArWba8ecSXSuYjrUeAdrFtYBQFfAD2AHz2edx5wC1byPhprtkR1/u7ddn9NiSLSCmtV8aft13EKa37zh1m1iVJKKaWUUkoFOr/umfY3ds/0e8YYve8A2jPtNO2Zdob2TDtDe6ZVYaI9087QnumC5Y890yU6TfaZnum/Vgx2PfTZtvMH+mlaKaWUUkoppZTKIU2mlVJKKaWUUkqpHPLrOdP+xn0xMqWUUkoppVThISI+cWtYX4ghUGjPtFJKKaWUUkoplUOaTCullFJKKaWUUjmkw7yVTyhatIiuLq0KhbCQK5wOQSkV4HRVaaV8kw7zDjyavSillFJKKaWUUjmkybRSSimllFJKKZVDmkwrlUNJSUkMGTyI6lUqUTokmBZNGrFo4QKnwwp42u4Fa+aM6ZQKDqJiWKl05d998zX9+zzFbTc1I7xUcUoFB3Ho4EFnggxgiYmJDB82lE4d2hJRsSzFiwkTxkU6HVbA0/eZgvd/W7dyb5d7qHltFcqULE6lcqHc3uom5s+d43RoAU+vdweID20qT+ic6QAkIlFAa2NMNYdDCUjdH7yPn378L+MnvkrN669n4fx59OrZg4sXL9K9x8NOhxewtN0LztHff2fkS0OpWKkSf54+nW5f9MYNRG9YT4NGjShZshSbv4p2JsgAFx8Xx4zpH1K/QUM6d+nKJzOmOx1SoaDvMwXv9OkEKleO4KFuPah0zTUkJyezYP5cHu/9KIcOHWTY8JFOhxiw9HpX6vKJMcbpGFQeE5HrgFLGmF+cjuVSRKQycARg74EjVK5c2eGIsrZ61Uru7XIPUbPn0a17j7TyTh3asmPHdvbuP0xQUJCDEQamQGr38xcuOh1Clh66rwsiQpkyoXy2fCnH4v5M23fx4kWKFLEGNU19601GvjSUX3fto2q1ag5Fmz3FgvxrIJbrb7OIEBsbS0TFsowYNYaRoyOdDSyABdL7TCC47ZaWHDt2lL37DzsdSkAKhOs9JiaGmtUjXA8jjDExTsaTGffPuyH/mEKREqEORwQX/4on6bNBroc+23b+wL8+XfgZsRQv6Oc1xuzz9UTaX33+6XJCQkK4/4EH05U/2usxjh09yg9btjgUWWDTdi84C+bN4ZvNXzH57fe87ncl0ip/+cqKr4WJvs/4lvDwcIoW1QGU+UWvd2e43tt9YVN5w68+FYlIWRH5UESOiEiKiJwUkW9E5C57/0F7iLPncdEiEu32uLWIGBHpKSKTReQPETkjIptEpLHHsVEikiQidUVkvYgk28/7roiU8Khr7PI+IrITSAF62ftqisg8ETlhx75TRPp5HF9EREaKyG47ngQR+Z+IDMxuG7jFfNDj3MEi8oqIHBCRcyLyu4i8JyKlPeodFJEVItJeRH6249glIo9n89cU0LZv30at2jdk+ANfv34DAHZs3+ZEWAFP271gnDxxgmEvDCZywitc4wcjRZTKS/o+46yLFy+SmprKyZPtqu2TAAAgAElEQVQn+WDa+6xbu4bnh7zodFgBS693pfKGv33lNxu4ERgB7AFK24/Dcnm+l4GfgSeBq4FIIFpEGhtj9rvVKwasBD4AXgVuBkYCVYHOHufsCtwKjAP+AE6ISB3gW+Aw8Lxd3g6YKiLhxpix9rFD7RgmAF/Zz1vbfp25bgOxvn76FGgDvAJsBhoAY4GbROQmY0yK2yENgTft13rcbp+PReQ3Y8xXmT2Pl+fN6tN4heyey1fEx8dRvfq1GcrLhIam7Vd5T9u9YAwe2I+aNWvx5NN9nA5FqQKn7zPOGtj/GaZ/9AEAV1xxBW++NZUnn/6Xw1EFLr3elcob/pZM3wJMN8Z85Fb22WWc7yRwr7Enp4nI18Be4CXgKbd6VwBvGmOm2o/Xich5YKKI3GKM+catbghQ3xhzylUgIquBRKCVMeZPt3NcCQwTkal2/VuAX40xkW7nW+MRc27aoC1W8j7UGPOG2/MfARYC/wTczxcO3GKMOWzH/xVWIv4wVpKfXUdyUNdvXHJojA6byTfa7vnrs+VLWfXlCr7e8pMO/1KFlr7POOeFYcPp/fiTnDx5gpUrvuC5gf1J/iuZ5wYPcTq0gKXXe8ETyaLdCzAOlTf8apg38APQ2x4K3VJEil3m+eYZtxXYjDGHsHqQ7/BSd67nsfZPz7obPBLpYKxEdDnwl4gUdW1Yvd3BQEu7+g9AQxF5X0TaiUgpMspNG9xp/4zyKF8MJNvxudvqSqQBjDFnsXrBq2bjuQJaaGgYcXEZv609FR9v7S/j/KISgUjbPX8lJSXx/KAB/OuZ/lSoWImEhAQSEhI4d+4cAAkJCSQnJzscpVL5S99nnFWlShWaNG1K+w4dmfreNJ548mlGj3iJkydPOh1aQNLrXam84W/JdDdgJtaw4++AeBGZJSK5HS78RyZlnkOmU40xnu84rmM96x7zeByGNQJgAHDeY1tp1wm3f74CDMFKrlcBcfY87aZu58tNG4TZryHdXyT7iwRvr9fb2J4UIKeLqUVksTXL4fkcV69efXbv2klqamq68m3bfgWgTt16ToQV8LTd81dcbCwnjh/nnSmTqVIhLG1bsmgBycnJVKkQxpO9ezodplL5St9nfEvTZs1JTU3lwP79WVdWOabXu1J5w6+SaWNMrDFmkH3/5KpYw7Hv4+8e17PAlV4ODfdSBt7n7FYgYzJZVEQ8E07XsZ51Pe81dgq4YMfYLJNtJYAxJtUYM9kYcyMQCvTASjrXuBY7y0YbeBNnv4ay7oX2XOoKQOwljs01Y0zMpTa8f5nh07p0vZekpCSWL1uarnzu7JlUrFSJ5i1aOBRZYNN2z1/lK1TgyzXrM2xt7m5LcHAwX65Zz6jI8U6HqVS+0vcZ37IpeiNFihSh+rUZ5/Wqy6fXuzME51fxFhEEHeedV/xtznQaexjyuyLSBmseMcBBrIW10ojI9UAtvCeMPURkstuc6apYi4vN8lL3EWCq22PX3eyjs4jzLxHZCDQG/meMOXep+m7HJQBLROQaYApQDdjhUcdbG3izHmtxs57AW27l9wNX2ftVNrRr34E2d93NwP59SfzzT66rUYNFC+azds1qZsyc4/P3ZPRX2u75Kzg4mFtvb52hfO7smQQFBaXbF3vyJF9v3gTAdrsHY93aVYSHlyU8vCytbru9IEIuFNasXkVycjJJiYkA7Ny5g2VLlwDQvkNHSpQocanDVQ7p+4wz+vV5mpKlStG0WXPKly9PbGwsy5YuZsmihTz3/AuULVs265OoHNPrXam84TfJtIhcDWzEmqu8C2tBr2ZAe2CZXW02MEdE3geWYvXcDsVaaMybcsByEfkIazXvsVi926941DsHPC8iIcB/+Xs171XGmK+zEf5A4Gtgs4hMw0r6SwI1gM7GmDvt1/gFsA340Y65KjAIOATszWYbeLMOayGz1+x52N/w92rev2C1m8qmBYuXMWbUCMaPHU18fDy1atVm5pz5PNStu9OhBTRtd9+wc8d2/vlwt3Rlg5/tD0CrW29n5boNToQVkJ7t35fDhw6lPV62ZDHLliwGYNfeA1StVs2hyAKXvs8UvBYtb2LWzE+YO3smCQkJhISEUL9BQ2ZEzabHIzq9JD/p9a7U5RO39bd8mr3y9RSsRLYa1m2jDgMLgNftHmDBmnPcB6iElZgOBcYAGGNa2+dqjZWUPoqVjPYASmEt7vWcMeYnt+eNAh4AbsLqmW4BnMFaBfsFY0yyW10DvGeM6e8l/mrAKKxVtcsBCVgrh680xky06wzG6i2+3o7nD6xEeLwx5lB22sAt5tb2UHDX8wdj3Xaru902sVi3yxpu94K76h0EthljOnnEH+3ehnnBvnXWEYC9B45QWe9rqwqB8xcuOh1CoVQsyK9mNSmllMpCTEwMNatHuB5G2FMIfY77593S971Dkatye0ffvHMxOY6EZQNcD3227fyB3yTTecktmX7QGLMki7pRwAPGmJACCK1Q0WRaFUaaTDtDk2mllAosmkznnibTeUc/XSillFJKKaWUUjnkN3OmlVJKKaWUUspvib05zRdiCBCFMpk2xkSTzcvIGNMb6J2P4SillFJKKaWU8jM6zFsppZRSSimllMqhQtkzrZRSSimllFIFSgTr5kPOx6HyhibTSilVgEQnKiml8tnFQninFl9QRBMUpQodHeatlFJKKaWUUkrlkPZMK6WUUkoppVQ+Ex8Z5u0LMQQK7ZlWKgeiN27gX08+TsN6tQm7+iqurXoND973D37+6SenQwt4SUlJDBk8iOpVKlE6JJgWTRqxaOECp8MKGP/7v63c37UTN9SoStnSJahSMYw7b7+ZBfPmpKv37Tdf06/Pk9x6U1PCSgVTMrgIhw4edCboAKbXuzO03fNfYmIiI4YNpXPHdlStVI6rrijCxHGRGeq9/+5UWre6iSoVy1ImJJha11Wl1yM92LF9e8EHHaD0elfq8mnPtFI58OEH04iPi6Nf/4HcUKcOJ0+e5O233uT2Vi35YuUaWt9xp9MhBqzuD97HTz/+l/ETX6Xm9dezcP48evXswcWLF+ne42Gnw/N7pxMSqFy5Mg8+1J1Kla4h+a9kFs2fx1OP/5PDhw4y9KWRAGzauJ7oDetp0KgxJUuWYvNX0c4GHqD0eneGtnv+i4+L45OPP6J+g4Z06vIPomZ8nGm9tu3aU79BQ0qXKcOBA/uZ/PprtG7Vkq+//5Hra9Uq4MgDj17vBU97pgOPGF2kQjlERCoDRwD2HjhC5cqVHY4oaydOnKBcuXLpypKSkqhXuwZ16tZj5Zr/OBRZYFu9aiX3drmHqNnz6Na9R1p5pw5t2bFjO3v3HyYoKMjBCLMv9YJ/vefecdtN/HH0KDt/OwTAxYsXKVLEGtT09luTGPnSULbt2k/VatUcjDJrRYP854NDIF3v/iSQ2t2XFyBzfe4UEWJjY6laqRzDR45mxOjILI/dtXMnTRrWZdjwkYyKHJfPkeacPy1AFgjXe0xMDDWrR7geRhhjYpyMJzPun3dDH3qfoKvCHI4ILiTHEb/oGddDn207f6DDvJXKAc9EGiAkJITaN9QhJuaIAxEVDp9/upyQkBDuf+DBdOWP9nqMY0eP8sOWLQ5FFvjCwsIpWvTvQUyuRFrlH73enaHtXjAup2cuvGxZgHTvSSp39HpXKm/op6IAIJbiTsdRWJ0+fZqtv/zMDXXqOh1KwNq+fRu1at+Q4QNU/foNANixfZsTYQWkixcvkpqaysmTJ/nog/dZv24Nzz0/1OmwChW93p2h7e6bLly4QEpKCrt37aLfv56ibLlyPNrrMafD8nt6vTtEfGhTeUKTaS9EpKyIfCgiR0QkRUROisg3InKXvf+giER5OS5aRKLdHrcWESMiPUVksoj8ISJnRGSTiDT2ODZKRJJEpK6IrBeRZPt53xWREh51jV3eR0R2AilAL3tfTRGZJyIn7Nh3ikg/j+OLiMhIEdltx5MgIv8TkYHZbQP1t0ED+pGcnMyLw0Y4HUrAio+PIzQ0NEN5GbssPj6uoEMKWM89+wxlQq7g2ojyDHthMG9MfpvHn/qX02EVKnq9O0Pb3TeVLR1CaMni3NigDrt37WT1uo1UjojI+kB1SXq9K5U3dJyMd7OBG4ERwB6gtP04t5McXgZ+Bp4ErgYigWgRaWyM2e9WrxiwEvgAeBW4GRgJVAU6e5yzK3ArMA74AzghInWAb4HDwPN2eTtgqoiEG2PG2scOtWOYAHxlP29t+3XmWRvYc0QupUJ2z+Wrxo4ZxYL5c5k85R1ubNLE6XAC2iWHBfrRPDVfN2TocHo99iQnT55g1Zdf8PygASQnJzPwuSFOh1ao6PXuDG1337P+q284f+4c+/ft492pU+jQ9k6+XP0f6tTV0WCXS693pS6fJtPe3QJMN8Z85Fb22WWc7yRwr7FX3RCRr4G9wEvAU271rgDeNMZMtR+vE5HzwEQRucUY841b3RCgvjHmlKtARFYDiUArY8yfbue4EhgmIlPt+rcAvxpjIt3Ot8Yj5rxog4CeRDxx/FhefXkCY8dPpG+//k6HE9BCQ8OIi8v4Lfmp+Hhrf5mM366r3ImoUoWIKlUAaNe+IwCRo4bzcM9elLXnK6r8pde7M7TdfVPjxjcC0LxFS+7p3IX6N9QkctQIFi371OHI/Jte787Q1bwDjw7z9u4HoLc9FLqliBS7zPPNM27LphtjDmH1IN/hpe5cz2Ptn551N3gk0sFAG2A58JeIFHVtWL3dwUBLu/oPQEMReV9E2olIKS9x5HUbBJSJ48cyYVwkI0dHMnTYcKfDCXj16tVn966dpKampivftu1XAOrUredEWIVCk6bNSU1N5eCB/VlXVnlCr3dnaLv7vpIlS1KrVm1+27vH6VD8nl7vSuUNTaa96wbMxBqW/R0QLyKzRCS3w5L/yKTMc8h0qjHG82tC17GedY95PA7DGmkwADjvsa2064TbP18BhmAl16uAOHuedlO38+VFG0RksTXLwbl8xisTxzNhXCTDho9kxKgxTodTKHTpei9JSUksX7Y0Xfnc2TOpWKkSzVu0cCiywLd5UzRFihShWvVrnQ6l0NDr3Rna7r4vNjaW7dt+5drrajgdit/T612pvKHDvL0wxsQCg4BBIlIF6II1h7kc0B44C1zp5dBwINZLubcEtALgmTgXFZEwj4TadaxnXc+bSJ4CLmDNdX7Py/MBHAAwxqQCk4HJIlIauAtrXvcaEYkwxvyVjTbIUlb3rPPHISZT3nqTcZGjaduuPe073MOW779Pt79Fy5aZHKkuR7v2HWhz190M7N+XxD//5LoaNVi0YD5r16xmxsw5Pn8vTH8w4JmnKVmqFE2bNqdcufLExcWyfNkSli5eyMDBQ9KGeJ88eZJvNm8CYPs2a7XXdWtXER5elvDwsrS67XbHXkOg0OvdGdruBWfN6lX8lZxMYlIiYN0/evnSJQC069CR8+fP07lDWx7q3oMaNWoSXLw4v+3dw/vvTCUlJYXho0Y7GX5A0OvdGTrMO/CI2+hjdQkishy4xRhTzp6bHGGMqeu2/3pgO/CNMaa1XdYa2Aj8BDRzmzNdFWvO9CxjzJN2WRTWitwD3eZMIyLDgYnArcaYr+0yA7xnjEk3UVdE1gFlgebGmHM5fH0DgSlAXWPMjqzaICfnvsRzpt3Efu+BI1SunNV6Zc5r26Y1m7/alOn+M+f1/1N+SUpKYsyoESxbsoj4+Hhq1arNkBdf4qFu3Z0OLUdSL/jmNTJ75ifMmRXF7t07OZ2QQEhICPXqN6TXY0/Q/eGeafU2b4qmY7s7vZ6j1a23s2rdxoIKOUeKBvnXB4dAud79TaC0+0Uf/2x3Q83qHD50yOu+HXv2U6FiRQYP7M/3335LTMwRzp49S/kKFbj1ttYMGTqMG+rUKeCIs6eInyUo/n69x8TEULN62sruEVl14jjF/fNueI9/E3RVbtczzjsXkuOInd/H9dBn284faDLtQUSuxkqA5wG7sBb0agaMB5YZYx4RkUeAOcA0YCnWattDgVLAHi/J9BGs1bw/wlrNeyxQHmhsjNln140CemAN6/4A+C9/r+a9zhjT0S3GzJLpOoBrcbNpwEGgJFAD6GyMudOu9wWwDfgRa3G0qlirggtQEyiRVRvkpm09+WMyrdTl8tVkOtD5WzKt1OXw9WQ6UPlbMu3vNJnOPU2m844O887oLLAFeBSohnXbqMPAa8Drdp15QCWgD/AYVmLaF8hsAu1wrGT0E6yE+weguyuRdnMe6ARMxUqiz2Al4C9kJ3BjzA4RuREYhXXbq3JAAlZyvdKt6kbgfqz50KWwEvh1wHhjzHkRyU4bKKWUUkoppbJJ8JFh3jgfQ6DQZNqDMSYFKzG+VB0DvGFv7jIb33jWGDMQGJiN5/8V76t8u9fJ9H+AMeYg8EQWx0/GmjOd2f4s20AppZRSSimlCjNdzVsppZRSSimllMoh7ZlWSimllFJKqXymq3kHHk2m85ExJhqyNynBGNMb6J2P4SillFJKKaWUyiM6zFsppZRSSimllMoh7ZlWSimllFJKqfwmZHPMaj7zhRgChCbTSilVgPR+x0qp/Kb3O1ZKqYKhw7yVUkoppZRSSqkc0p5ppZRSSimllMpnIr6xkrYPhBAwtGdaqRxKSkpiyOBBVK9SidIhwbRo0ohFCxc4HVbA03Z3RmJiIsOHDaVTh7ZEVCxL8WLChHGRTocV8PR6d4a2uzO03Z2h7a7U5fPLnmkRaQ1sBB40xiwp4OceDuwwxnxakM+rfEf3B+/jpx//y/iJr1Lz+utZOH8evXr24OLFi3Tv8bDT4QUsbXdnxMfFMWP6h9Rv0JDOXbryyYzpTodUKOj17gxtd2douztD212pyyfGGKdjyDGHk+kkYIl9X2h1GUSkMnAEYO+BI1SuXNnhiLK2etVK7u1yD1Gz59Gte4+08k4d2rJjx3b27j9MUFCQgxEGJm1357j+RogIsbGxRFQsy4hRYxg5OtLZwAKYXu/O0HZ3hra7MwKh3WNiYqhZPcL1MMIYE+NkPJlx/7xb4dGPCAoJdzgiuJAUyx+zn3I99Nm28wc6zFupHPj80+WEhIRw/wMPpit/tNdjHDt6lB+2bHEossCm7e4cEfGJ+V2FiV7vztB2d4a2uzO03ZXKGwWaTItIWRH5UESOiEiKiJwUkW9E5C57/0ERifJyXLSIRHs5ZbCITBaRP0TkjIhsEpHGXo5vISJfiEiciJwVkX0iMsVtf5SIHPRyXKSIGLfHBrgK6CUixt6i3V7b+yKyQ0SSROSEiGwQkVs9zlnNPm6IiAwWkQN2/e9EpKWXGJqKyOciEm/H/ouIPOSlXj0R+UxETtn1topIL486ve3nruZR3toub+1W1lhEVtivI0VEjorIl/a3a4XW9u3bqFX7BooWTT9Don79BgDs2L7NibACnra7Kkz0eneGtrsztN2doe2u8ouIlBSR10VkrZ3rGRGJ9KgTZOdBq0UkRkT+EpGdIvKqiJTO5LwDRGSXnZccEJExIlLMS71ydm4Xa5/3OxFpk08vt8DnTM8GbgRGAHuA0vbjsFye72XgZ+BJ4GogEogWkcbGmP0AItIO+ALYCQwGDgPVgLa5eL6bgA1YQ8zH22V/2j9D7Z9jgT+AEOBeO542xphoj3P1A3YBg+zH44GVIlLdGHPajv0OYDWwBegDnAa6AwtFpIQxJsquVwv4FjgBPAvEAT2BKBEpb4x5PScvUkSuAtYBB+w4jwMVgDuAkjk4T1aJd4WcxOUL4uPjqF792gzlZUJD0/arvKftrgoTvd6doe3uDG13Z2i7O8RXRnvlbwxhwNPA/wGfYuVpnopj5W3zgelALFZOOBLoLCJNjTFn/g5XRmDlSq8Ca4FmwATgGvu5XPWuBNZj5ZgDsXKjfsBqEbnLGLMpL18oFHwyfQsw3RjzkVvZZ5dxvpPAvcae1CciXwN7gZcA10SA97AS6BbGmLNux36S0yczxnwvIheBk8aY7z327QaecT0WkSBgDVbi/iwQ7XG6RKCTMeaCXf8o8APQAXAtpfg+sB240xiTapetEZFw4GURmWWMuYh1MV4B3GGMOWLXW2l/szNGRD5wJejZVBvrP8ITxhj338+iHJwD7PkhgeaSb4K+8AYZoLTdVWGi17sztN2doe3uDG13lU8OAWWMMcbOWbwl02eA6sYY929tokXkMLAYuB+YAyAiYVhJ9kfGmOFudYsBE0RkijFmh13+BFAPuNkY8519/EasxP51oEVevlAo+DnTPwC9RWSkiLT01jWfQ/NciTSAMeYQVg/tHQAicj1wHfCxRyKdL0Skj4j8LCJngVTgPNAGuMFL9S9dibTtf/bPqva5amAltXPtx0VdG7ASqAjUso+5E1jvlki7RAElsHrUc+I34BTwmv2a6uTw+IAVGhpGXFzGb2tPxcdb+8uEZtinLp+2uypM9Hp3hra7M7TdnaHt7hDxoS2fGFsWdS54JNIuP9g/I9zK2gPBZOwI/QTrlXR1K7sX2O1KpO3nSsVKzJuLyDXZexXZV9DJdDdgJtY3FN8B8SIyS0RyO9z3j0zKXMPGy9o/832FOhEZDEzDGpJ9P9ASawjCaqyhDJ7SXUDGmBT7n6665e2fk7CScvftfXufaznAMOCYl+c46rY/2+xe7NuBrVhD6bfbc6bH5vALkIgstmY5icsX1KtXn927dpKampqufNu2XwGoU7eeE2EFPG13VZjo9e4MbXdnaLs7Q9tduakgIpUvtRVgLHfaP7e7lbkuxl/dKxpjjmEND6/nUfd/ZOQqq5sHMaZToMm0MSbWGDPIGFMNqwf2JeA+rB5UgLPAlV4OzWwNeW9JeAX+TlRP2j+zughy+rze9ASijTF9jTFfGmO2GGN+JAdzjD3E2j9fwUo6vW1b7TpxWD3Vnip5nMvVO+/5WjO8TmPMr8aY7liJeCNgITAaeD67L8AYE3OpDe9fhvi0Ll3vJSkpieXLlqYrnzt7JhUrVaJ5izwfPaLQdleFi17vztB2d4a2uzO03ZWb/2JNzbzUlu/sXuNXgR+BFW67woAUY0yyl8PiSd9pGGaXeasHuV+nK1MFPWc6jTHmMPCuvbraLXbxQaCBez17qHYt/k4I3fUQkcluc6arAjcDs+zn2CMi+4DH7XopXs7het5y9mJdx+1zXQG081I3Be89zcbe5x57A6wh1jm+CI0xu0VkL9DQbX5AZtYD94pIJWPMUbfyfwJ/Aa753Qftnw2A3W71ulwiDoM1z+A5EemNtThAodWufQfa3HU3A/v3JfHPP7muRg0WLZjP2jWrmTFzjs/fk9Ffabs7a83qVSQnJ5OUmAjAzp07WLZ0CQDtO3SkRIkSToYXcPR6d4a2uzO03Z2h7e4M8ZEFyHwhBnciEoo1jVWAbvaaUO4uNWzcc19O6l62AkumReRqrFWw52GtYp2I1bvaHlhmV5sNzBGR94GlWL3XQ/m7h9lTOWC5iHyEtZr3WKze11fc6vTDWs37exF5C2sxsipAO2PMI3adhcA4YIGIvIE1Lv9ZwNs7ya9AaxHpjDW0OtFefGwFMEpExgKbsL4AGI21InZu2/lfwCoRWYPVe/871qrhNwA3GmNcNwccC3QCNorIOKxvXx4B7gGGui0+9l+sJHqSPff6FNbcglbuTyoinbAWU/sU2I91Yd+HtTLeuly+loCxYPEyxowawfixo4mPj6dWrdrMnDOfh7p1dzq0gKbt7pxn+/fl8KFDaY+XLVnMsiWLAdi19wBVq1VzKLLApde7M7TdnaHt7gxtd2VrhoOjRUWkDFZ+cQ3Wosv7ParEYd0OuYQx5i+PfaHATx51vfU+uxYB8NZrfVkki/nhefdE1lLlU7B6jqsBxbAS2wXA68aYv8T6mmQI1m2gKgHbsJLpMQDGmNb2uVpjJeaPYl0APYBSWJPWnzPGuDcqYt2/ebT93MFYc6g/N8YMdqvTAWt+cC2sJHky1pzrMcYYcavXEGuF8MZYi3ttMsa0tnuyJ9qxhAE7sBL0e4HW9tB2xLrH8wHgBWPMJI84DTDWGBPpVtYA61ZirYEyWBfJDmCRMeYDt3r17Phvw+o53wlMcd0+y61eTeBdrDndKXb7rwa+xFoNPNq+1dYYoLn9eziHlYS/b4yZSR6x52AcAdh74AiVKxfqW1grpZRSSqlsiomJoWb1tHWqIuwphD7H/fNuxd4fUzQkJ7NI80dqUizHop5wPcy3trNX8z6JR37jtr8M8B+gOtDGGPOLlzoPYy3I3NIYs8WtvAJWzjbCGPOyXbYW6/Xc4HGOYVidrdd4jOK9bAWWTCvlSZNppZRSSimVG/6YTFd6bIbPJNNHP3nc9dCRZNotkb4WuNtea8rbOUKxRudGGWP6upUPw+pIrOe6NZaI9MVaqDkt8bZH424FkowxLfP2FTo4Z1oppZRSSimlVGCxR/xexd8LMdcRkQfsf6/Emru8Bmuk7yCgqD2S2OWkMWYfgDEmXkQmAONFJB5YizUyORKY7naPaYAZWFN8F9vJ9gmsqau1gLvy/IWiybRSSimllFJKqbwzDWvtK5cH7Q2sId3w9y1y3/Zy/Eygt+uBMWaiiCRiJcpDsOZ4v4o1xRa3ein24tavA+9gTcndCnQwxmy6jNeTKU2mlVJKKaWUUiqfCT6ymjf5G4Nrragsw8jZOacCU7NR7zjQKyfnvhwFep9ppZRSSimllFIqEGgyrZRSSimllFJK5ZAO81ZKqQKkN1Bwhg+MqlNKKVXIifjIMG8fiCFQaM+0UkoppZRSSimVQ5pMK6WUUkoppZRSOaTJtFI5lJiYyPBhQ+nUoS0RFctSvJgwYVyk02EFvKSkJIYMHkT1KpUoHRJMiyaNWLRwgdNhBYzExERGDBtK545tqVKpLCWu8H5df/vN1/T915Pc3KIJpUOupMQVwqGDBws83kCn17sztN2doX9XneQdXjQAACAASURBVKHXuwPEhzaVJzSZViqH4uPimDH9Q1JSUujcpavT4RQa3R+8j7mzZzJi5Bg+W7GKJk2b0atnDxbMn+d0aAEhPi6OGR9b13WnS1zXGzesZ+OG/xARUYWWN91cgBEWLnq9O0Pb3Rn6d9UZer0rdfl0ATKlcqhK1aocO3kKESE2NpZPZkx3OqSAt3rVStb/Zx1Rs+fRrXsPAG5vfQeHDx9i+LAXePChbgQFBTkcpX+rUrUqR0/8fV1HZXJdvzRiFCNGjQFgyuRJfLUpugCjLBz0eneGtrtz9O9qwdPrXam8oT3TSuWQr6zEWJh8/ulyQkJCuP+BB9OVP9rrMY4dPcoPW7Y4FFngyO51XaSI/tnIb3q9O0Pb3Tn6d7Xg6fXuDNe17gubyhv6qcgBIlLC6RiU8ifbt2+jVu0bKFo0/WCa+vUbALBj+zYnwlIqX+j17gxtd1WY6PWuVN7QZDqfiUikiBgRuVFElojIKWCfWJ4Rka0ickZETtn7r/U4vrGIrBCREyKSIiJHReRLEansVqeIiAxwO1eCiHwvIl3c6hgRifQS30ERifIoqyAiH4hIjIicE5EDIjJGRHRagHJEfHwcoaGhGcrL2GXx8XEFHZJS+Uavd2dou6vCRK93pfKGJkcFZxmwAPg3cBXwAdAbmAq8CIQCo4FvRaShMea4iFwFrAMOAP2A40AF4A6gpNu5o4CewMf2Oc4BNwLVchqkiFQAfgAuAuOAfcBNwEj7fI/l4FyVs6hSIafxqcLrkkOSdLiSCjB6vTtD210VJnq9FzxfGWLtCzEECk2mC85MY8wYABFpCTwFPG+MmeyqICKbgT3AYKwEuzYQBjxhjPnM7VyL3I65FXgUmGiMGelWZ3Uu44wEygB1jTGH7bL1InIGmCQibxhjdmTzXEdyGYNS6YSGhhEXl/Fb8lPx8db+Mhm/XVfKX+n17gxtd1WY6PWuVN7QYd4FZ6nbvzsBBpgjIkVdG/AH8H9Aa7veb8Ap4DUR6SMidbyct4P98708irMTsBE46hHbKnv/7Xn0PEplW7169dm9ayepqanpyrdt+xWAOnXrORGWUvlCr3dnaLurwkSvd6XyhibTBeeY27/LY90u/Thw3mNrCYQDGGNOYyWvW4GXge32nOmxIlLMPldZ4AJWIp4XygOdvcS13d4fnoNzRWSxNcubkFWg69L1XpKSkli+bGm68rmzZ1KxUiWat2jhUGRK5T293p2h7a4KE73enSHiO5vKGzrMu+AYt3//P3v3HR9F8T5w/PNQA0QkCQESCEVBkGIDBBugSBURURArWOlFKaK00Oz69avfn5VO6BBQkaZIEwWx00WlBRBIQiAJzcj8/tg9vBwJJHDJXnnevu6V7Ozs7nPDeLnZmZ1JtLdvA05lkfdsmjFmI9BJrIcbrsF6zno4cAJ4BTgMFMR6/vjAOWfKfM6iWaRHeGwnAr8CQ7I5z/7zXCMTY0zC+fb78/MaS5csJj09nbTUVAC2bt1C/Ly5ALRs1ZrixXXCdm9q0bIVTe9sRt9e3Uk9dowrq1Zl9swZLFu6hAmT43QtTC9ZumQxx9PTSU2z6vW2rVuYb9frFna9Pnz4MF+vXgXAZrsHY+nSxUSWjqR0ZCS3NdLBK5dK67sztNydpX9X85fWd6W8Q4wxF86lLpo9g/YIINIYk2in3QJ8DTxgjJl9nsOzO+cR4AtjTEf7menVwGhjzPDzHLMN+MMYc5db2h3AcqznubvYaR8DrYHaxpgjuY0tN+wJyvYC7Ni5lwoVLjRfme+oXrUye3bvznLfth07qVS5cv4GFATS0tIYMWwI8XNnk5ycTPXqNRjw/At0fKCT06Hlii9/5Naoln293vqbVa9Xr1pJy2a3Z5nntkaNWfrlyjyM8OL52727QKnv/kbL3Tn6dzX/+Xt9T0hIoFqVGNdmzIU6cZzi/n230jNTKHRZbgZ55o2M1ER2f/SYa9Nny84faGM6j2XVmLbTP8Sagfv/sBrD6UAUcCuw0Rjzvoi0AXoAC4A/sYaGtwe6Ac8YYz62zzXFPtfHwEKsXujrgePGmHftPEOA0cAYYBVQE+iFNax7gVtjOgr4Fqvn+x1gOxCCNZN3a6Cbt/6H8+fGtFIXSz9yneFvjWmllFLn54+N6cpdp1DoskiHI4KM1MPs+lAb096gw7wdYozpKiLrgK5YDeYCWEOo12ItTQWwA0gBBgHRWEtebQe6GGMmu52uC/Aj8KT9+wlgC9Zz1i6vAyXt/QPsa3QE3GcJxxhzQETqAcOAgUAFIBVrea4lWBOiKaWUUkoppVRQ055p5RjtmVbBSD9ynaE900opFVj8sme62xQK+0DP9N+ph9n1gfZMe4PO5q2UUkoppZRSSuWSNqaVUkoppZRSSqlc0memlVJKKaWUUiqPiYhPLA3rCzEECu2ZVkoppZRSSimlckkb00oppZRSSimlVC7pMG+llMpHGWfOOB1CUCpcUO8dq+ChqwY4Q0fOqgsRfKOe+EAIAUO/XSillFJKKaWUUrmkjWmllFJKKaWUUiqXtDGt1EVY+/XXtLu7NVGRYYRdVozaV1fj5bGjnQ4rqEwcP45ihYXSpUKdDiUg/PrLz9zfrg01q1amTKkSVIwqTdPGtzBzelymfMYYJo3/mEY31ad8ZCkqRUfS6s7bWbL4c4ciD0xpaWkMeK4fVSpGUyo0hAZ1r2P2rJlOhxXwtNyd8fNPP9HxvnZcUSmaiMuLc13tGrw0ZhTHjx93OrSApvU9/xUoID7zUt6hz0wrlUszZ0znyS6Pcl+HjoybOIXQ0FD+/OMPDhzY73RoQWPfvn288PwAoqKjOXb0qNPhBISjKSlUqBDD/R07ER1dnvTj6cyeMZ1nnujMnt27GfTCEADGjorltZfH8OTTXYkd/RKnTp3kg/f+R8d72xI3cw5t27V3+J0Ehk4d2vPD9xsYPfYVql11FbNmTKfzIw9y5swZOj34kNPhBSwt9/y3dcsW7mh8M9Wuqs7rb7xNROnSfL1mNS+PHcVPP/7AnPhPnA4xYGl9V+rSidFZKpRDRKQCsBdgx869VKhQweGILmzfvn1cW6s6Dz/yGP/933tOhxO07mt3NyJCWFg48+PnkpiS5nRIOfb3P/41AdkdjW7mr/372fL7LgBqXFmRSpWqsPSrVWfznDx5kmqVornltkbMnLvAoUjPz58mIFuyeBH3tr2LSVOn80CnB8+mt2nVnC1bNrPjzz0ULFjQwQgDUyCVuz99tYsdPpTXXhnLpq2/c8WVV55N79WjKxPGfcS+g8mEhYU5GGHO+cLEUjkVCPU9ISGBalViXJsxxpgEJ+PJjvv33ao94yhcMtLhiODvY4f5/f8ecW36bNn5A//5dpEHRKS40zF48sWY1L8mTRhHeno6zw183ulQgtaMaXGsWb2Kt9/Vmxn5ISIigkKF/h3EVLhQYUpeXjJTnpCQEIqGhBASEpLf4QWkTxfMJzQ0lPvu75Ap/dHOj3Ng/36+W7/eocgCm5a7MwoXLgxAycsvz5Re6vJSFChQgCJFijgRVsDT+u4MEd95Ke8Imsa0iMSKiBGRG0RkrogcAf4QSw8R+VlETojIEXv/FR7HrxSRTSJym4iss/PuE5HRIlLQLV8T+zpNPI6vbKd3cUubJCJpIlJHRJaJSCqwPDfXs/OGi8h79v7TIvKniIwVkaIe+TqIyHoROSoix+18EzzylBSRN0Rkp32ufSLytoiUuLR/gcDw9ZrVhIeH89v2bTSoex2hIYWoGF2G3j26cezYMafDC3iHDh1iYP9+jB77il+MZPBHZ86cISMjg8TDh/n4w/dZ/sUy+vUfeHZ/t159+HLZUqZMHM+RI0f468ABXhjUn2NHj9KtR28HIw8cmzdvonqNqzPdxACoU+caALZs3uREWAFPy90ZjzzamVKlStG3V3d2/vknqampLPp8IePHfUjX7j0pUUK/fuQFre9KeUcwPjMdD8wEPgBKAB8CXYB3gOeBcGA48I2IXGuMOeh2bDn72FfsPHcBQ4EwoNdFxlME+NSO4xUy/5tc8HoiEgKsAK4ERgC/ArcBLwDX2ccgIjcBs+xXLHASqATc4bqY3Su+CqgAvGSfqxYwCqgjIneaXDwXYA9rOZ9yOT2Xr9i/fx/Hjx/n4U4dGPj8C7ze8G2+/34DY0aOYPPmTSxfuQbR2315pm/vHlS7qjrPdOvudCgB67k+PZkw7iMAihQpwmtvvc0TT3c9u79n774UCwmhf7/e9Or+DABh4eHMmvcJDW++xZGYA01ychJVqlxxTnpYePjZ/cr7tNydUalyZVas/pZOHe6lVo1/h3n36NWH199828HIApvWd6W8Ixgb05ONMSMARKQh8DTQ3xjzliuDiKwBfgOew2pgu0QA9xhjPrW3l4lIMaC7iLxmjNlzEfEUBkYZYyZmsS8n1+sMXAN0NMbMsfN9ISJpwKsi0swY8wVwM9Ya7d2MMe4zNk1y+72Pfa4Gxpjv7bTlIrIPmAu0BBbn4r3tzUVev3DmzBlOnjzJi8NGMHDQYAAaNW5CkcJFGNi/Hyu+Ws4dTe90OMrAND9+HosWfsa6DT/pDYs81H/QCzz2+JMcPnyIJZ8vZEC/PhxPP06fZ/sDEDd5Is8PeJZnuvekWfOWnP77NDPipvJgh3uJmzWXO5u1cPgdBIbz1nGt/3lGyz3/7d61i/vb302ZMmWZPnMupSMj2fDdel59eQxpaWl88NF4p0MMWFrf85+I+MR3GF+IIVAEY2N6ntvvbQADxImIe1n8BfwCNPE4NtWtYesyHatB3giI4+LMyyY9J9e7A0jHauy6mwS8CjQFvgA22OmzRWQ8sNYYs8/jmDbAJuBnj/JYilVOTchdYzrghIdHADto5tFgaNGyFQP79+Onn37UxnQeSEtL49k+PeneszdR0dGkpKQAcPrv0wCkpKRQuHBhHQ7oBTEVKxJTsSIALVq2BiB22Is89MhjFCxUiP79evPY408y9pXXzx7TvEUrWje7g2d79WDj9j8ciTuQhIdHkJR0bq/QkeRka39YeH6HFBS03J0xbMhgUo8dY92Gn89+ht96WyMiSpem29NP8PAjj3Fbo8YORxl4tL4r5R1B88y0mwNuv5fF6q09CPzt8WoIlPY49iDn+sv+GXGR8Rw3xmT3sG1OrhcB/OU5/NoYcwjIcOUzxqwG2mHdQJkCJNjPZD/odlhZrJ5pz7JIxSonz/K4kJgLvOrn8nyOcz1L5MlV/AUKBOP/UnkvKTGRgwcP8t//vElUZNjZ1+yZM0hPTycqMowujz3sdJgBqW69+mRkZLBz55/s+G07J06c4Ia69c7Jd33duuzevYu0NP+ZWd1X1a5dh+3btpKRkZEpfdOmjQDUrFXbibACnpa7M3795WdqXF3znJuhdetaXxE267O7eULru1LeEYzf/N0bnYn29q1YDTvPVzuPY8tmcT7Xc7+u23sn7Z9FPfJl1xA93zPIObleElBWPMZriEgZrIZz4tkLGfOJMaYpcDlWL3MCMN1+nho770ayLov6wOjzxHoOY0zC+V78e2PAb7Rrfx8Ay5Zm7qBfsngRADfe2DDfYwoGZcuVY+mXK855NWvegpCQEJZ+uYLYkWOcDjMgrV61kgIFClClyhVERUUD8P13mWd5NcawYf16SoWF6egAL2jb7l7S0tKYH5950NK0qZOJio7mxgYNHIossGm5OyMqOpqtWzafcyNu/fpvAShfXiebzAta353h9AzeOpu39wXjMG93C4HBQHljzOwc5L9MRNp6DL1+CDgDrLa3d9k/r8EaHu3S9iLiy8n1lgMdsRr+893yPea2PxNjzClglYikAC2A64FvscrjRSDJGLPzIuINeHc2a85dbe7mpTGjOHPmDDc2aMgPP3zPS6NH0vquNtxy661OhxiQQkJCaNS4yTnpUydPomDBglnuU7nTp0dXLitZkrr16lOmTFmSkhKZHz+X+Dmz6fvcAEpHWutitm13LxPHf0yRokVp3qIVp0+fYnrcFNZ9u5ahI0bpc1he0KJlK5re2Yy+vbqTeuwYV1atyuyZM1i2dAkTJsf5/Nqv/krL3Rk9e/fjgfvb0aZVM3r3eZaI0qX5bv063njtZa6+uiYtWrZyOsSApPVdKe8I6sa0MWatiHwETBSRelgN1HQgCqu3eqMx5n23Q5KA90WkItYEZa2xnl9+3zX5mDHmLxH5EnjBXn5rN9Zzy+0vIsQLXg9ryHZPYLKIVMbqWb4Vq1G8yBjzJYCIjMKapXs5Vo90KaAv1jDuVfa53gbuA1aLyH+wZvMuAFQEmgNvGmOCfuHBqdNnMXb0SMaP+4ixo0cSFR1N777PMmTYCKdDU+qi3digIXFTJjM9bgpHU1IIDQ2ldp1r+WjCZDo99MjZfOMmxfHR+//HzOlxxE2eSKHChala7So+njiFjp0ecvAdBJaZc+IZMWwIo0cOJzk5merVazA5bgYdH+jkdGgBTcs9/7W5uy2Lli7nzddfYUD/vhw7epQKFWJ48umuDBj0gq4znYe0vit16SQXKx35NRGJxVo6KtIYk+ix73GgK1Abq/G4H1gLvGOM+cHOsxJrqHZP4A2gDpAMTARGGGMy3M5XDngXa3KwgsBnWA3V74HHjTGT7HyTgPuNMaFZxJub64UDY4F7gEhgH9ZEZSPtXmhE5C77XNfYeVLseF42xnztdq4SWL31HYAqwAlgD/Al8KrHUmGXxF46ay/Ajp17dd1gFRT+/ueM0yEEpcIFg/GpJhWsguSrnc/RgTn5KyEhgWpVYlybMfYjhD7H/ftujb7TKVwy0uGI4O9jh9n237M3wH227PxB0DSmL5WrcWuMyZcZGfL7ek7QxrQKRtqYdoY2plUw0a92ztDGdP7SxvTF08a09+i3C6WUUkoppZRSKpeC+plppZRSSimllMoXIr4xUacvxBAgtDGdQ8aYJoF8PaWUUkoppZRSOafDvJVSSimllFJKqVzSnmmllFJKKaWUymMivjHC2hdiCBTamFZKqXxUqIAOCFJK5S39oqyUUvlDG9NKKaWUUkoplccE35iATHA+hkChXSRKKaWUUkoppVQuaWNaqVxKS0tjwHP9qFIxmlKhITSoex2zZ810OqyAp+XujA0bvqPtXS0oE34ZkWGhtGx2O99+s9bpsAKe1ndnaLk7IzU1lRcHD6JNq+bEREVSrLAwZlSs02EFPK3vSl06bUwrlUudOrRn2tTJDBk6gk8WLqZuvfp0fuRBZs6Y7nRoAU3LPf99//0Gmt/RiBMnTjBu4lTGTZzKyZMnad2iKevXfet0eAFN67sztNydkZyUxIRxH3Hq1CnubtvO6XCChtb3/OeagMwXXso7xBjjdAzKISLSBFgB3G6MWenA9SsAewF27NxLhQoV8juEXFuyeBH3tr2LSVOn80CnB8+mt2nVnC1bNrPjzz0ULFjQwQgDUyCVuz995LZt05Jff/mZLdv/pHjx4oDVg1Sr+hVUrXYVX63ynx5qf/riEEj13Z9ouTvH9V1UREhMTCQmKpIhw0YwdHiss4EFsECo7wkJCVSrEuPajDHGJDgZT3bcv+/Wem4mRS6PdDgiOH30MJvf6uTa9Nmy8wfaM61ULny6YD6hoaHcd3+HTOmPdn6cA/v389369Q5FFti03J2x7pu1NGrU5GxDGuCyyy7jllsbse7bbzhw4ICD0QUure/O0HJ3johvTMoUTLS+K+Ud2pj2MhEpfuFcyl9t3ryJ6jWuplChzBPh16lzDQBbNm9yIqyAp+XujNOnT1O0aNFz0l1pmzdtzO+QgoLWd2douatgovXdGa4bR77wUt6hjelLICKxImJE5AYRmSsiR4A/xNJDRH4WkRMicsTef4XH8StFZJOI3CQi39h5d4nI4/b+u0TkRxE5LiIbRaRlFjFUE5HpInJIRE6JyFYR6ZlFvhoissQ+V6KIfABc5pFnmIhkiEhMFsdPEJEkEQm51HLzZ8nJSYSHh5+THmanJScn5XdIQUHL3Rk1rq7Jd+vXcebMmbNpGRkZbNhg9VgkJ2m55wWt787QclfBROu7Ut6hjWnviAd+BzoA3YAPgbeBL4F2QA+gFvCNiJT1OLYcMBEYB9wDbAQmiMhw4GXgNeA+IA1YICLRrgNFpCawAagN9AfaAJ8D74jICLd8ZYFVdr4ewKNAKPA/j1g+BDKAru6JIhIOdALGG2NO5rRQRKTC+V72e/c7572bp3f68oyWe/7r3rM3O3b8xrN9e7Fv3z4S9u6ld89u7Nm9G4ACBfRPSF7R+u4MLXcVTLS+K3XpCl04i8qBycaYEQAi0hB4GuhvjHnLlUFE1gC/Ac8Bz7sdGwG0MMb8YOf7HjgEDAaqGmP22+n7gZ+xGtbv2se+BaQCtxpjjtlpX4hIUWCwiLxjjDkCPAtEAtcbY36x8y0WkWVARVcgxphDIjITeFpERhljTtu7ngKKAu/lslz25jK/zwsPjyApi964I8nJ1v6wc+/yqkun5e6Mzl2eIPHwYV59eQwff/g+AA0a3kS/Zwfw5huvEl2+vMMRBiat787QclfBROu7M3xlJm1fiCFQaLeCd8xz+70NYIA4ESnkegF/Ab8ATTyOPeBqSAMYY5KxGtM/uxrStq32z0oA9nDrpsB84LjHtRYBIUBD+5jbgc1uDWmXrNY++C9QBquXHREpAHQHPjfG7DpvKQSB2rXrsH3bVjIyMjKlb7KfHa1Zq7YTYQU8LXfn9B/4PHsPJLLhx41s27GLFau/4UjKEUqUKMH1N9R1OryApPXdGVruKphofVfKO7Qx7R3uU9qWBQQ4CPzt8WoIlPY4NjmL8532THfrJXY9sxyBNbKgdxbXWWTnKe2W968srnNOmjHmJ2AN4Hruug1QmXOHhOdEzAVe9S/inI5q2+5e0tLSmB8/L1P6tKmTiYqO5sYGDRyKLLBpuTuraNGi1Kpdm4qVKrF3zx7mzZnF408+TbFixZwOLSBpfXeGlrsKJlrflfIOHebtHe4rxyba27cBp7LIm1XaxTgC/ANMBf4vmzw77Z9JZP18cnbPLL8DzBGRG4BeWMPTv8htgBdas84fZxJs0bIVTe9sRt9e3Uk9dowrq1Zl9swZLFu6hAmT43x+TUZ/peXujM2bNrFg/jxuqFuPokWLsvHXX3jz9Ve4smo1hseOdjq8gKX13Rla7s5aumQx6enppKWmArB16xbi580FoGWr1pmW6FOXTuu7M3xlJm1fiCFQaGPa+xZiPe9c3hgzO68uYow5LiIrgOuBX916rrOyAhgkItd6DPV+KJv884E9wJtAY+BZY4zJJm/QmTknnhHDhjB65HCSk5OpXr0Gk+Nm0PGBTk6HFtC03PNfkSJFWLXyK97/v3dIS0sjpmJFnny6GwMGDaZEiRJOhxfQtL47Q8vdOX16dT87uSFA/Nw5xM+dA8C2HTupVLmyQ5EFLq3vSl060TbSxRORWGAEEGmMSXRL/xB4BKvHeDWQDkQBtwIbjTHv2/lWAqWNMbU9zrsL2GSMaeORboD/M8b0srdrAl8DO4D3gV1Yy11VBe42xtxh5ysH/Io1fHwo1hD0h4FGWMOtbzfGrPS41iDgVTv28saYoxdVSOdhz+i9F2DHzr1UqFDB25dQyufoR64z9Ca8UkoFloSEBKpVObuaa8yFRkQ6xf377jUDZ1Pk8kiHI4LTRw/z6+sdXZs+W3b+QHum84AxpquIrMNaYqoH1rPp+4G1wHdevM4Weyj2MGAM1sRhKViN60Vu+f4SkcZYk4u9DxzH6n3uBXySzelnYTWmp+ZFQ1oppZRSSqlgorN5Bx5tTF8CY0wsEJvNvolY60ef7/gm2aRXzib9nKpvz7D95PmuY+fbCjTPYld2/zu1tX9ezMRjSimllFJKKRXQtDGtMhGR64EqwHDgE2PMZodDUkoppZRSSimfo41p5Wk+1izfa4BuDseilFJKKaVUQLCGeTs/xtoHQggY2phWmWQ3xFwppZRSSiml1L8KOB2AUkoppZRSSinlb7RnWimllFJKKaXymo/M5p3t9MMq17QxrXzCP/8YMv7RBXjzU6GC+knqhN8OpDodQlC6Kuoyp0MISj7xpTEInTj9j9MhBKViRQo6HYJSKp/pMG+llFJKKaWUUiqXtGdaKaWUUkoppfKYiPjIbN7OxxAotGdaqWz8+svP3NeuDVdXrURkqeJUjIrgjsY3M3N6XLbHGGNo0bQxl4UUoH+/XvkYbfCZOH4cxQoLpUuFOh2K39m2+Vd6dbmfljfVpMFVZWh0TUUea9eUz+NnZsr304ZvGTmoFw/e1Yj61UpzXaWS7Nu7O9vz7k/Yw4gBPWhW/yrqVytNsxur8+wzD+X12/FrqampDBk8iLtbN6didCTFiwhjRsWek++btV/TvetT3NygLqVCi1K8iLB71658jzfQpaWlMeC5flSpGE2p0BAa1L2O2bNmXvhAlSM9n3mC8BKFsn1t+G7defM1uL6Ww+8gsOnfVaVyT3um/YyIrAQwxjRxNpLAdzQlhQoVKtChYyeio8uTfjyd2TOm8/QTj7Fn9y4GvTD0nGM++uD/+PPP3x2INrjs27ePF54fQFR0NMeOHnU6HL+Teuwo5aIr0Krt/ZQpF82JE+ksWjCbIc8+w/6EPTzdZxAA69euZN3aldSodQ0lQi/j+3Vrsj3n79u38NQDrSlfsTLPDhlD2ajyJB76i29WLc+vt+WXkpOSmDD+I+pccy1t2rZj0oRxWeZb8dVyVnz1Jddeez0lS5Zk9aqV+RtokOjUoT0/fL+B0WNfodpVVzFrxnQ6P/IgZ86codODemPoUg0YPIQuTz1zTvpDHdpRpEhRbqhb/2xasWLFWLDoi0z5ioUUy/MYg5X+XVXq4ogxOumTPwmkxrSIVAD2Amz7fQ/lK1RwOKKcub3RTfy1fz9bf8/cQ7d71y4a1ruGD8dPHmHaswAAIABJREFU5uEH7uOZbj148+3/ORTlhfnzBGT3tbsbESEsLJz58XNJTElzOqQc277fdycge7TdHRw++BdLvt0CwJkzZyhQwBrANPnDd/jPS0P5/OuNlI+plOk4YwydWt8GwNQFyylStGj+Bp4DvjoBmetvsIiQmJhIxehIXhw6gqHDYzPlc/+3ePutN3hx8EC2/raTSpUr53PEueNPIwmXLF7EvW3vYtLU6TzQ6cGz6W1aNWfLls3s+HMPBQv6xwRT/jQB2do1q7i7ZVP6P/8iQ4aPAqye6U8XzGPvIf9q1PnzBGT++Hc1ISGBalViXJsxxpgEJ+PJjvv33RtemEPRUmUcjghOpRzix5c7uDZ9tuz8gQ7zzkciUtzpGNSli4goTaFC5w7q6NOzK7c3bUbbe+51IKrgMWNaHGtWr+Ltd99zOpSAUyosgoIF/63brsbbhfywfi3bt/zKw09298mGtC/L6fNzOf23UBfv0wXzCQ0N5b77O2RKf7Tz4xzYv5/v1q93KLLAFjd5IiLCI4897nQoQUv/rip18fSvcx4RkVgRMSJyg4jMFZEjwB9i6SEiP4vICRE5Yu+/wuN4EZFBIrJbRE6KyI8i0iqL63Sxr1PZI72Jnd7EI72liCwXkaMiclxEtorICx556onIpyKSbF/7JxHp6K2y8TdnzpwhIyODw4cP8/GH77H8i6U8239QpjyTJozjh++/483/vOtQlMHh0KFDDOzfj9FjX6GCn4xk8GWuup2clMisKR/z7erlPN69X67P8+P6tQCUKHEZPTvfx41XRXLT1VH0frwDO3//zdthK5UnNm/eRPUaV59zs7ROnWsA2LJ5kxNhBbRjR4/y6YJ5NGpyB5UqV8m078SJE9SoUp7SlxWhVrVKDHquD0eSkx2KNHDp39X85bqB6gsv5R36zHTeiwdmAh8AJYAPgS7AO8DzQDgwHPhGRK41xhy0jxthv8YDc4EY4GOgILD9YgIRkSftc6wCugGHgKuA2m55bgeWAOvtPEeBTsAsESlujJmUi+td6FO5XG7id8qzfXowYdxHABQpUoTX3/ovTzzd9ez+/fv2MfSFgYwa+ypR0dFOhRkU+vbuQbWrqvNMt+5OhxIQXhr6HHOnTQCgcJEiDIp9jfsffiLX5zl08AAAIwb2oFnrdrw7YQ6Jh/7if2+O4YkOLZi95Fsiy/rF/+4qiCUnJ1GlyhXnpIeFh5/dr7xr3pyZnDhxgkc6Z/7cqVXnGkbVeY2ra1oTjn3z9Wre/99/WbXyK5avXkdoqE6Q5S36d1WpS6ON6bw32RgzAkBEGgJPA/2NMW+5MojIGuA34DngeREphdXQnm+Mecot32ZgLRfRmBaRUOAt+/g7zL8Py3vODvQesNnOk2GnLRWR0sBLIjLFGHMmh5fdm9s4fdGAQS/S+fGnOHz4EIs//4z+/XqTnp5O32cHANC3d3dq17mWx5982uFIA9v8+HksWvgZ6zb8pHdUveTJnv25t9NjJCceZvXyJbwyfAAnjh+nc9c+uTrPmTPWR8I1N9RnxGv/zhNwZfWadGp9K7OmfESvgcO9GrtSeeG8ny36ueN1cZMnEh4RQZu27TKl9+ideYTM7U2bUefa6+nycEemTBx3zn51cfTvqlKXThvTeW+e2+9tAAPEiYh72f8F/AI0sbdvAkKAae4nMsZ8IyLZr0tzfjcDJYH3TDazzolIVaAGMMDedo9xkR1/dWDrRcbgl2IqViSmYkUAWrRsDUDssBd56JHOrF2zii+XLWHZV2s46jH75enTp0lJSaFEiRIULlw43+MOJGlpaTzbpyfde/YmKjqalJQUAE7/fRqAlJQUChcuTIkSJZwM0+9ElY8hqrw1ecttd7QA4N3XYrn7/ocIjyid4/OUCrN67m5q1DRTeo1a1xBZphxbN/3ipYiVyjvh4REkJZ3b++waWhxu13PlHZs3/spPP35P1x59KJqDuRbatG1HiRIl+H6DPrvuDfp31RkivnFfzhdiCBT6zHTeO+D2e1lAgIPA3x6vhoDr22uE/fOvLM6XVVpORNo/zzdbX1n75xtZxOealSLn37Ctoenne9XP/lDfVbfejWRkZLBr559s2byJjIwM7mh0EzHlws++wHqOOqZcOEsWf+5wxP4vKTGRgwcP8t//vElUZNjZ1+yZM0hPTycqMowujz3sdJh+r9a1dcnIyGDfnp25Oq5ajezXfjXG6ORZyi/Url2H7du2kpGRkSl906aNANSsVTurw9RFmjp5IgCPdsn5oyXGGAqIfp54g/5dVco7tGc677n3Aifa27cBp7LI60pz3RrP6iHDcsAut+2T9k/P27qejd7D9s/zPcecaP98GetZ76zkeIj5habZ99chRWtWraRAgQJUrnIFDz/ahdsaNTknT+sWd9CmbTt69OzD1foF7JKVLVeOpV+uOCf9jddeYc3qVXyycDERuehJVVn7/tvVFChQgPIVq1w4s5tbmjQjpFhx1q78gkef6nU2fevGn0k8fJBrrvfL+2YqyLRtdy8Txn/M/Ph5dOj4wNn0aVMnExUdzY0NGjgYXWA5deoUc2ZN44Z69XN8k+KT+fM4fvw49W7Ufwdv0L+rKq+IyGXAMOA64HqsNslIY0xsFnlvAF7D6lTMAL4CBhhj/swib2+gJ1AF2A9MAl4yxvztka+Mfc42QHGs0b9DjTGej7Z6hTam89dCYDBQ3hgz+zz51mE1kh/GbZi4iNwMVCJzY9r1+zVkbui29TjnN1iTiXUTkZlZDfU2xmwXkR3AtcaYF3PyhgJZ7x7PcFnJktSrdyNlypQlKSmR+fFzmTdnFn2fG0BkZCRERma7zmt0dDS3NW6SrzEHqpCQEBplUZZTJ0+iYMGCWe5T2Rs1uA+hoZdR67q6RJQuQ0pyEl8sms/Sz+Lp3LXv2SHeyUmJ/LDuawB2bN8MwNqVXxAWXpqwiNLUa3grACUvL0WP54bw1tghDOvfjVZt7yfx8EHee3MsUeVj6PjYU1kHogBYumQxx9PTSU2z1iDftnUL8+fNBaBFq9YUL16cw4cP8/XqVQBstntKly5dTGTpSEpHRnJbo8bOBB9AWrRsRdM7m9G3V3dSjx3jyqpVmT1zBsuWLmHC5Di/WWPaH3z+2SccSU5m+KiXztm3d89unn78Edrf/wBVrrgSEeGbr1fzwf+9Q42ra/FolycdiDjw6N9VZ/jKTNp5HEME8AxWI3YBkOWXABGpAawEfgY6Yj3iOgpYIyLXGWMOu+UdAowGXgGWYY1uHQOUt6/lylcUaz6oUkBfrMmWewJLROROY8wqb75R0MZ0vjLGrBWRj4CJIlIPWA2kA1HArcBGY8z7xpgjIvIGMFRExgFzsIZFx3LuMO8NWI3oN+xnnI8A99rnc792moj0B8YBX4rIx1jDzatiNZ5d3UldgcUishTrjs8+rBnHrwZuMMZkXoAzgN3Y4CbipkxietwUjqakEBoaSu061/LxhCl0eugRp8NT6qJdc8ONfDonjs/mTSf12FGKFQ/lqpq1Gfufj7irfaez+f74bSsDezyW6diXhj4HQN2GtzJ+1qKz6Y8905vQy0oyfeL7LPl0LiVKhHJz4zvpO3gkl5fSZ03Pp2/v7uzZ/e90GPHz5hA/bw4AW3/bSaXKldm6ZTMPP5j547df7x4A3NaoMUu/XJlv8QaymXPiGTFsCKNHDic5OZnq1WswOW4GHR/odOGDVY7FTZ5AiRIlaH//A+fsu+yykpQpU5b33n2bw4cO8s8//xBTsRLPdO/FcwNf0Gd4lfJ9u4EwY4yxJzDO7o76KKxRuW2MMccAROQHYAfW/E3P22kRwFDgY7fOvpUiUhgYIyJvG2O22OlPYq1SdLMx5lv7+BVYDfvXAK8PbZFs5qJSl0hEYrGWtoo0xiR67Hscq9FaG+u59f1Ys2y/Y4z5wc4jWJWoB9azzNuAIdiTgxljmridrxrwP6whEqewluJaAnwO3G6MWemWt5V93npYz2/vwppx/DW3PNfY12oChGENO98CzDbGfHhJBZO5HCpgz/i97fc9lNf1DfNVoYLO3xkNRtv3pzodQlC6Kuoyp0MISj7QAROUTpz+x+kQglKxIjp6IT8lJCRQrUqMazPmQo8XOsX9+279ofMoWqqMwxHBqZRDbBhzn2szz8rObkwfxmOYt90BeAyYYozp5nHMUqCKMeYqe/thIA64yRizzi1fFFYbaogx5iU77Qv7/dTwOOcLwEtABWPMPm++R+2ZziN2hYnNZt9EYOIFjjdYQxle8di1MIu8O4AWWZzmnK8xxpjFwOILXPtX4NzbxUoppZRSSqmL4qPDvMtdKKY8aGxfCRQDfs1i369AMxEJMcacxOp8BNjoEdMBEUl024/9+5pszglQC2vUrddoY1oppZRSSimlgtOGHOTx9h0A18pFyVnsS7avF4a1KlIEcMoYk55N3gi37YjznBOPvF6h6wsopZRSSimllMpv53ve2GTz+4XOkZu8l0x7ppVSSimllFIqj4n4xlwSHjHU59wJjvOaaxngrHqKw7EavSlueUNEpLgx5ngWeX/wOG9254Sse60viTamlVJKKaWUUio4/eXA5G1/ACeAOlnsqwP8bj8vDf8+K10HWO/KJCLlsNaw3uR27MbznBOPvF6hw7yVUkoppZRSSuULY0wG8BnQXkTOLrchIhWB24F4t+xLgJNAF4/TdMHqwV7gljYfqCEiZ5fAsmcOfwRYb4zZ7713YdGeaeUTChYUXapJBQVdoskZvjCsTqn8oks0KeWbfHQ277w4fyugBOD60lNTRO63f19kD9cegTX52UIReQUIwVp7OhF403UuY0yyiIwBRotIMrAMa2h6LDDObY1pgAlAT2COiAwGDmEtM1wduDMv3qs2ppVSSimllFJKecv7QCW37Q72C6AKsMsYs01EmgCvAnOBDOArYIAx5rD7yYwxY0UkFauhPADrGe9XgLEe+U6JSFPgNeBdoDjwM9DKGLPKq+/Qpo1ppZRSSimllFJeYYypnMN8P5DDHmNjzDvAOznIdxDonJNzeoM+M61ULqxc8RVdn3qCa2vXIOLyElxRqTwd2t/Djz/8cOGD1SVJS0tjwHP9qFIxmlKhITSoex2zZ810OqyAkZqaypDBg7i7dXMqRkdSvIgwZlRslnl/+ulH7mp5J5FhoURFlqJTh/bs/PPP/A04wGl9d4aWuzNSU1N5cfAg2rRqTkxUJMUKZ//5o7xH67sD5N8ZvZ18eX3V6CCmjWmlcuGjD99n9+5d9OzVlwWfLeKNt/7LoUOHaHxrQ1au+Mrp8AJapw7tmTZ1MkOGjuCThYupW68+nR95kJkzpjsdWkBITkpiwviPOHXqFG3atss23/Zt22h5ZxNOnz7N1Omzef+jCfy+4zfuvOM2Dh8+nO1xKne0vjtDy90ZyUlJTBhnff7cfZ7PH+VdWt+VunRijNfXrlY5ZD8nsAK43Riz8iKOfxHYYoxZ4JF+SefNLyJSAdgLsGPnXipUqOBwRBd26NAhypQpkyktLS2N2jWqUrNWbRYt/dKhyALbksWLuLftXUyaOp0HOj14Nr1Nq+Zs2bKZHX/uoWBB/5hwx1c/cl1/C0SExMREKkZH8uLQEQwdHpsp3yMPdmT1qhVs2vYHJUuWBGDP7t3UqVmN3n2eZczLr+Z36DniA/O95Fgg1Xd/ouXuHM/Pn5ioSIYMO/fzR3lPINT3hIQEqlWJcW3GOLC8U464f99tGDufkFJlLnBE3juZcoh1sfe6Nn227PyB9kw760fgJvvnxXgRyOoW7qWeV2XDsyENEBoaSo2ra5KQsNeBiILDpwvmExoayn33d8iU/mjnxzmwfz/frV+fzZEqp3Iyw2hGRgaLFy3knnvvO9uQBqhYqRKNm9zOp5/Mz+swg4LWd2douTvHV2Y4DiZa353hquu+8FLeEVSNaREp5nQMACJSWEQKGWOOGWPWGWOOefP8eXVelbWjR4/y808/cnXNWk6HErA2b95E9RpXU6hQ5jkT69S5BoAtmzc5EVbQ+fOPPzhx4gS17XJ3V7vONfzxx++cPHnSgcgCi9Z3Z2i5q2Ci9V0p7/C7xrSIxIqIEZHrRSReRI6JyFERiRORSLd8u0RkoYi0F5GfROQk1npmiEg5EflQRBJE5LSI7BSREfai3u7X6i4iv4hImoikisg2EXnJI095EflIRPba59ovInNFpKy9v4kd76Mi8qaI7ANOAVXd9jVxO98k+3q1RGS5iKSLyGER+Z+IFHfLZ7DWb+tsn8OIyEqPazZxCxURaSsi34rIcfv9fCEiN2VTvrVEZIZdtgdFZIKIXH7x/3KBq1/vnqSnp/P84CFOhxKwkpOTCA8PPyc9zE5LTk7K75CCkqucw8Oy+LcIC8cYw5EjR/I7rICj9d0ZWu4qmGh9V8o7/HlprPnAbOADoBYwGmtB8AbGmL/tPDcAVwNjgJ1AuoiUA74DzmAtDP4H1pDooUBl4HEAEekEvIe1RtkAO39VoKYrABEpj7XYeGHgJeBXIAJoAYQBB93ifRn4Fuhmn+sQUC6b91YYWAR8iLWG2s12fJWAu+08N2GtxbbCfu8A2fZEi8hDwDSshc4fBIoCg4CVItLUGPO1xyHzgFnAeKCOHT/AE9ldI4trXugh6Ozev98YOWIYM2dM46233+WGunWdDiegnXdIkg5Xylfn+7fQoWPeofXdGVruKphofc9/gm8UrQ+EEDD8uTEdb4wZZP++TEQOYjUWO9o/AcoANY0xv7kOEpEPsBq6tYwxe+zk5SJyAnhDRF43xmwBbgFSjDF93K653COGUUBp4FpjzFa39NlZxPuHMSbTgynn+RArArxpr6cG8IWI/A2MFZFbjDFrjTHrROQMcNgYsy67E9nXKQC8DmzEWrT8jJ2+COtmwqv2+3U33hjzuv37lyJSFXhCRJ40OZ+1LqAfIh47eiSvvDSGkaPH0r1nL6fDCWjh4REkJZ17l/xIcrK1P4ueUuV94eERACRl0WNx5EgyIkKpUqXyO6yAo/XdGVruKphofVfKO/xumLebaR7bs4EM4Ha3tF/dG9K2Nli9uftFpJDrBSy29ze2f34HlLKHOt8jIqWziKEVsMKjIZ2deTnI487z/bnWKbjdM2MOVAeigamuhjSAMSbNjquh+xBy26ce278CIVg3KILe2NEjGTMqlqHDYxk0+EWnwwl4tWvXYfu2rWRkZGRK37RpIwA1a9V2Iqygc8WVV1KsWDE22+XubtOmjVx5ZVVCQkIciCywaH13hpa7CiZa35XyDn9uTP/lvmGMyQCSsIZZuxzI4riyWEOl//Z4bbb3l7bPNxVrSHMlrAbnIRFZLyLN3M4VCeR0KvmsYslOhjHG83ah6/1GeGbOAdcxWcWwH6sehHmke17/lP0zN5O4xVzgVT8X5/IZL48dzZhRsQx+cShDho1wOpyg0LbdvaSlpTE/PvM9qWlTJxMVHc2NDRo4FFlwKVSoEK3vuptPF8STmpp6Nn3vnj2sXrmCe9q1dzC6wKH13Rla7iqYaH13RgERn3kp7/DnYd7lgH2uDbt3OYLMjcCshiMnYvWyZjdb1P6zBxszEZgoIiWARsBIYKGIXGWM2Q0cBnK6OHJuVpctJCIRHg1q1/PFFzMjhOuYqCz2RWM9w+31WYMutGadPz5b+fZ/3mRU7HCat2hJy1Z3sX5d5hH2DRo2dCiywNaiZSua3tmMvr26k3rsGFdWrcrsmTNYtnQJEybH+fxamP5i6ZLFHE9PJzXNaihv27qF+fPmAtCiVWuKFy/O0OEjue3m+tzXrg39Bw7m5MmTjBk5nIjSpenzbH8nww8YWt+doeXurKVLFpOenk6afaNu69YtxNufPy3tzx/lPVrflfIOf25MPwz84LbdEev9rLzAcQuB1ljPMOeoAWmMSQcWi0gRYAHWhGe7sYaGPyoi1Y0x23MX/gU9DLzjtv2Q/XOlW9opctZTvB3rxsNDIvKG65ln+ybBfcC3xpjjlxxxEFi08DMAli1dwrKlS87Zf+Lv3NwzUbkxc048I4YNYfTI4SQnJ1O9eg0mx82g4wOdnA4tYPTt3Z09u3ef3Y6fN4f4eXMA2PrbTipVrkz1GjVY8uVKhr34PA93up9ChQrRuMkdzHr1DSIjI7M7tcolre/O0HJ3Tp9eHp8/c+cQP9f6/Nm2w/r8Ud6l9T3/ifjIBGQ+EEOgkJzPJeUbRCQWa4mr3VjPSX/Bv7N5/wHcaIw5LSK7gE3GmDYex0dhzap9Aquxuh3rWeDKWI3sbsaYBBH52M6zFmt4dDngBaAKUM0Yc9htNu+CWLN5bwRKAS2Bt4wx2+zlqVYAHYwxcz1ice273Riz0k6bhDXb9l9Ys3lv4N/ZvL8wxrR2O34l1mzlT9kxphpjtmdzXtds3q5ZwosCA4FrgbOzebuVb6QxJtHtWl2AiUAVY8yurP5tcsue7XsvwI6de6lQIaed/Er5Lz/7yA0Y+sVBKaUCS0JCAtWqxLg2Yy40ItIp7t93bxv9CSFhzk8/dPLIIdYMu8e16bNl5w/8uWe6PRALdMcaQv0Z0M8Yc/p8BxljDohIPWAYVmOyApCKtXTWEv4d7rwG6ILV4x2GNTz8a+AxY8xh+1z7RORGrOHfg7GGmR+28yVfwnv7G2uitHewGtEngI/teN31Bf4PmAkUB1YBTbJ539NFJB3rhsAs4B9gHVaD+5tLiFUppZRSSimlgo4/90xn6jkNFHbP9P3GmFCnY8lr2jOtgpGffeQGDO2ZVkqpwOKPPdONxnzqMz3Tq4e2dW36bNn5A3+ezVsppZRSSimllHKENqaVUkoppZRSSqlc8rvGtDEm1hgjgTjEG8AY0yUYhngrpZRSSikVTAqI77yUd/hdY1oppZRSSimllHKaNqaVUkoppZRSSqlc8uelsZRSyu8YdDpvJwg6pk0ppZTDBMQXlpfwgRAChfZMK6WUUkoppZRSuaSNaaWUUkoppZRSKpe0Ma3UJZo4fhzFCgulS+kk7HkpLS2NAc/1o0rFaEqFhtCg7nXMnjXT6bACRmpqKkMGD+Lu1i2oFF2GEkUKMHZU7Dn5jDFMHP8xtzSoR7mIy4kpV5oWTZuwZNHn+R90ANP67gwt9/y3csVXdH3qCa6tXYOIy0twRaXydGh/Dz/+8IPToQU8re/5T8R3Xso7tDEdYESkiYgYEWniljZJRNIcDCtg7du3jxeeH0BUdLTToQS8Th3aM23qZIYMHcEnCxdTt159Oj/yIDNnTHc6tICQnJTExPEfc/rUKdq0vSfbfGNGjqBX967Uq1+fabPm8uG4iRQpWpT72t3NJ/Pj8zHiwKb13Rla7vnvow/fZ/fuXfTs1ZcFny3ijbf+y6FDh2h8a0NWrvjK6fACmtZ3pS6dGKOT4QQSESkJ1AS2GGOO2WmTgPt9bf1qEakA7AXYsXMvFSpUcDii3Luv3d2ICGFh4cyPn0tiit6zyAtLFi/i3rZ3MWnqdB7o9ODZ9DatmrNly2Z2/LmHggULOhhhzp3x0c9c198CESExMZFK0WV4cehwhgyPzZSvWpUYKleuwhcrVp9NO3nyJFfERHHrbY2ZHb8gP8POsQJ+dBs+kOq7P9Fyd8ahQ4coU6ZMprS0tDRq16hKzVq1WbT0S4ciC2yBUN8TEhKoViXGtRljjElwMp7suH/fvf3lTykWVtbhiODEkYOseKGta9Nny84faM/0JRKRYk7HACAihUWkkDHmmDFmnashrfLOjGlxrFm9irfffc/pUALepwvmExoayn33d8iU/mjnxzmwfz/frV/vUGSBQ0RyNMNo4cKFKXn55ZnSQkJCKBoSQkhISF6FF1S0vjtDy90Zng1pgNDQUGpcXZOEhL0ORBQctL47Q3zoP+Ud2pgGRCTWHhp9vYjEi8gxETkqInEiEumWb5eILBSR9iLyk4icBEbY+8qJyIcikiAip0Vkp4iMEJFCHtfqLiK/iEiaiKSKyDYReckjT3kR+UhE9trn2i8ic0WkrL3fNZT7URF5U0T2AaeAqlkN83Y7by0RWS4i6SJyWET+JyLFPfKIiPQQkZ9F5ISIHLGvfYW3yjsQHDp0iIH9+zF67Ct+2aPubzZv3kT1GldTqFDm1fzq1LkGgC2bNzkRVlDq0asPXyxdwuSJ4zly5AgHDhzg+YHPcezoUbr36u10eAFB67sztNx9x9GjR/n5px+5umYtp0MJWFrflfIOXWc6s/nAbOADoBYwGqgpIg2MMX/beW4ArgbGADuBdBEpB3wHnAFGAX8ANwFDgcrA4wAi0gl4D3gXGGDnr4o1LBs7T3lgA1AYeAn4FYgAWgBhwEG3eF8GvgW62ec6BJTL5r0VBhYBHwKvADfb8VUC7nbL9yHQBXgHeB4IB4YD34jItcYY9+uflz2s5Xyyi9Xn9e3dg2pXVeeZbt2dDiUoJCcnUaXKufdzwsLDz+5X+aNXn34UK1aMZ/v0okfXpwEIDw9nzvxPuenmWxyOLjBofXeGlrvv6Ne7J+np6Tw/eIjToQQsre9KeYc2pjOLN8YMsn9fJiIHgWlAR/snQBmgpjHmN9dBIvIBVkO3ljFmj528XEROAG+IyOvGmC3ALUCKMaaP2zWXe8QwCigNXGuM2eqWPjuLeP8wxmQan3OeYZpFgDeNMe/Y21+IyN/AWBG5xRizVkQaAk8D/Y0xb7mdcw3wG/AcVgM7pwJyfNb8+HksWvgZ6zb8lKNhsco7zlvW+u+Qb6ZMnsjA5/rRtUdPmrdoxenTp5keN5UH7mvH9NnzaNa8hdMhBgSt787QcnfeyBHDmDljGm+9/S431K3rdDgBTet7/isg1stpvhBDoNBh3plN89ieDWQAt7ul/erekLa1AVYA+0WkkOsFLLb3N7Z/fgeUEpEZInKPiJTOIoZWwAqPhnR25uUgjzvP9+eartH1/toABojzeB88kgEYAAAgAElEQVR/Ab8ATXJ5vYCTlpbGs3160r1nb6Kio0lJSSElJYXTf58GICUlhfT0dIejDDzh4REkJZ17l/xIcrK1Pyw8v0MKSkeOHOG5Pr3o8sSTvPzqG9x+R1NatGzF5Ljp1K1Xn769dKSGN2h9d4aWu/PGjh7JKy+NYeTosXTv2cvpcAKa1nelvEMb05n95b5hjMkAkrCGWbscyOK4slhDpf/2eG2295e2zzcVeAJraPU84JCIrBeRZm7nigRyOqNeVrFkJ8MY4/mp6Xq/rvdXFhCsoeSe76Wh633kQswFXvVzeT7HJSUmcvDgQf77nzeJigw7+5o9cwbp6elERYbR5bGHnQ4z4NSuXYft27aSkZGRKX3Tpo0A1KxV24mwgs6O37Zz4sQJbqh77v+619ety+5du0hL0xntL5XWd2douTtr7OiRjBkVy9DhsQwa/KLT4QQ8re9KeYc2pjPL9Ayv3SsbgdWgdslqXZtEYBlW4zCr1/izBxsz0RhzM3A5cBdW43WhiFSysxwGcjqjVW7W2CkkIhEeaa7363p/ifY5b83mfbTLxfUwxiSc74XHzQt/ULZcOZZ+ueKcV7PmLQgJCWHplyuIHTnG6TADTtt295KWlsb8+MyDMaZNnUxUdDQ3NmjgUGTBJSrKWk99w3frMqUbY9iwfj1hYWGUKFHCidACitZ3Z2i5O+flsaMZMyqWwS8OZciwEU6HExS0vjvDtXKGL7yUd+gz05k9DPzgtt0Rq4xWXuC4hUBrrGeYj+TkQsaYdGCxiBQBFmBNeLYba2j4oyJS3RizPXfhX9DDWBOLuTxk/1xp/1wIDAbKG2OyekY76IWEhNCocZNz0qdOnkTBggWz3KcuXYuWrWh6ZzP69upO6rFjXFm1KrNnzmDZ0iVMmBzn82th+oulSxZzPD2d1LRUALZt3cr8eXMBaNGqNTEVK3JPu/ZMGPcxRYoWpUXL1pw+dYppU6fw7TdrGR47Sv9Ae4HWd2douTvj7f+8yajY4TRv0ZKWre5i/brMN+saNGzoUGSBTeu7Ut6hjenM2otIBvAF/87m/QtZT/7lbjjQDGvG63eA7UAI1kzerYFuxpgEEfkYOAGsxRqiXQ54ATiKNYO361ytgNX2klkbgVJAS+AtY8y2i3xvp4H+IhJqX8s1m/diY8zXAPYkZB8BE0WkHrAaSAeisHqrNxpj3r/I6yt1SWbOiWfEsCGMHjmc5ORkqlevweS4GXR8oJPToQWMfr17sGf37rPb8fPmED9vDgBbfvuTSpUrM2FKHB+89z9mTItj6qSJFC5cmKrVrmL8pKk88OBD2Z1a5ZLWd2douee/RQs/A2DZ0iUsW7rknP0n/s7NIDyVG1rflbp0Yox+SIlILNZ60XWBWKwJuQxWT20/Y8whO98uYJMxpk0W5ygNDMN6droCkIq1dNYS4GVjTLqIPIa17FRNrNm/E4GvgTHGmI1u56oAjMRqiEdgDf3+GuhtjDlkryG9AuhgjJnrEYdr3+3GmJV22iTgfqzlut4BGmA16mcBA+1ecvdzPA50BWpjPQqwH+sGwDvGGPee+0tiv8+9ADt27tX1mlVQOKOfuY4ooD3mSikVUBISEqhWJca1GWM/Quhz3L/vNn91IcXCyzocEZxIPsiy5882Z3y27PyB9kxntscY0za7ncaYyufZlwj0tV/Z5ZkCTLlQEHaFfvI8+1diPWudo33GmC7/z96dx1dR3f8ff30AK2BcCEsFWRVkMbgj+q0/AUU2ERVFQLGC2ioVi1pFCrKDS6tWbavVWhZZFQRFZXNDW6u4V9kUK1sEBRIQwmrK5/fHTPDmEkICSebm5v3sYx5hzj1z5jMnp2POPWfOEHTiIffK5Acqfxww7mD5REREREREyiotQCYiIiIiIiJSSBqZFhERERERKWblzBLisaNEiCFZaGQacPfh7m7hVG0RERERERGRfGlkWkREREREpLgZJMSgcCLEkCQ0Mi0iIiIiIiJSSBqZFhEpQXpOSURERCQ5qDMtIiIiIiJSzMwMS4Av1RMhhmShad4iIiIiIiIihaTOtEgh/Oezz7iiyyU0OrEuVY6uRK0aqbQ6/zymTp4UdWhJLysri7vuvJ0GdWtxXEpFWp51Os8/Ny3qsJLawrfe5OabbuC0tCZUPfYoTqx3At26XsYnH38cdWhJT+09Gqr3kvfO2wupdITluS16//2ow0tqau8ih0/TvEUK4YcftlC7dh2u7t6TWiecwPbt25k2dTI39L6O1atXMXDQvVGHmLR6dOvKxx99yKgxD9Do5JN5buoUru/Vk71799Kj5zVRh5eUnn7qSTIzMri1X3+aNmvGxo0beexPD9Pq/HN5ec58Wre5MOoQk5baezRU79EZOfo+LmjVJlfaKWlpEUVTNqi9lzxLkNW8EyGGZGHuHnUMUkLMrD6wEujj7uPDtN7AOKCBu68q4XhqA2sBVqxcS+3atUvy9EXqgl+cy/r161jxzZqoQ0lK8+bO4YoulzB+4hS69+i5L71zx3YsXbqEFd+soXz58hFGmJw2bNhAjRo1cqVlZWWR1qQhzU5JY8781yOKLLmpvUdD9R6Nd95eSPu2bZg8bTpdr7wq6nDKjGRo7+np6TRqUCdnt467p0cZz4HE/r3b6eE5VE79ecQRwY7M75nzu045uwlbd6WBpnmLFIFq1apRoYImehSX2S/OIiUlhSuv6pYr/brr+7B+3To+WLQoosiSW3xHGiAlJYUmTZuRnr42gojKBrX3aKjepSxRexcpGupMl2JmVsm0HF8k9u7dS3Z2Nhs3buSpJ5/gtQXz+d1d90QdVtJasmQxjZs03e8Li+bNTwVg6ZLFUYRVJv3www989uknNG12StShJC2192io3qN1x29vJaViBWqkHsOlndrz7r/+FXVISU3tPRrlzBJmk6KhznSCMLPzzewNM9tmZjvM7N9mdknM573NzM2snZmNNbONwA7gSDNraGbjzGxFeOy3ZvaymTU/hDiGmFm2mdXJ47OxZpZhZhUP72pLv/79fsPRlY6gbq0aDLjrDh7+0+Pc9Oubow4raWVmZpCamrpfepUwLTMzo6RDKrNuv+1Wtm/fzj0DB0cdStJSe4+G6j0axxxzLLfe1p8/P/EU815/i4ceeYz09LW0b9ua1xbMjzq8pKX2LlI0NC81AZhZK+A14HPgRmA38BvgZTPr6e7PxWQfC7wKXAccBfwI1AIygIHARiAVuB5YZGZnuPuXhQjnKWAwcDOwbzUtM0sFegB/cfddBbyugz0EfXwh4koodw8cRO8bbmLjxg3MeeVl7ujfj+07tnPHnXdFHVrSyncShr5hLREjhg1h2tTJPPLonznzrLOiDiepqb1HQ/Ve8k4/4wxOP+OMffvnn///6HL5FZx9RnMGDxzAxe3aRxhdclN7Fzl86kwnhgeAzUBrd88CMLNXgM+Ah8zs+Zi8b7h7/BDoO+FGeGx5gg73EoJO8Z0FDcTdN5jZNOBXZjbS3feEH90EHAk8UYjrStqHKuvWrUvdunUB6NAxWMBh6ODf0+u666levXqUoSWl1NSqZGTs/y355szM4PMq+3+7LkVrzKgRPHDfaEaMGkPfW/tFHU5SU3uPhuo9cRx33HF06tSZvz/9N3bu3EmlSpWiDinpqL1Hw8ItaokQQ7LQNO+ImdlRQEtgRk5HGsDd/wdMBGoDjWMOeSGPMiqY2SAzW2pme4BsYA/QCGh6CGE9BtQAuoXllwP6Aq+W9IrfpcXZLc4hOzubld98E3UoSSktrTlfLl9GdnZ2rvTFi78AoNkpen1KcRozagSjRw7n3qHDGTBwUNThJD2192io3hNLzttmtDRM8VB7Fyka6kxHrwrBF0Tr8/hsXfizakxaXvkeAUYBLwKXEnTOWwD/AQr9da67fwr8E7g1TOoM1Af+Usii6hxka1HY2BLV2wvfoly5cjQ48cSoQ0lKXS6/gqysLGbNzP1d0uSJE6hZqxbntGwZUWTJ7/4xoxg9cjgDB93L4CHDog6nTFB7j4bqPXFs3ryZOXNe4bTTTqdixTK/TEuxUHsXKRqa5h29zcBeoGYen9UKf24iGGUGyOvF4L2AZ90915CRmVUDthxiXI8D083sTKAf8BXBc90FdrB31pXGb5tvveXXHH3MMZzd4hx+/vOfs2nTJma+MJ0Zzz/HHb+7W1O8i0n7Dh25qO3F9O/Xl21bt3JSw4Y8P20qC+bPY+yESQn/LszS6tE/PczI4UNp174DHTpewqL338/1ectzz40osuSm9h4N1Xs0rr/uGurUqcuZZ51NtWrV+HrFCh579GE2fP89f//H+KjDS1pq79Ews4T4+zcRYkgW6kxHzN23m9kioKuZ3eXuO2Hf1OpeQDpBR/a8/IohWLRsn3Al8BOArw8xtFnAGuBhoBVwh+fMuSrDWp57Hs9OGMfkiRPYsmULKSkpND/1NMaOn0jPa3tFHV5SmzZ9JsOGDGbUiKFkZmbSuHETJkyaytXde0QdWtKa88rLACyYP48F8+ft9/nOH8v8LaHYqL1HQ/Ve8tKan8oLzz/HM0//jaysLFJTUznvF+fzj3ETObtF0kxgS0hq7yKHz9Q/il7Mat6fAA8RPO/8G6Ad0NPdnzOz3sA4oIW7fxR3/ASgO8Fq3p8DZwF3E3Sw/+vurcN89YGVQB93Hx+m5ZTbIP55aDMbADwIbAdOcPcfivi6axMuUrZi5Vpq1z7Y4t8iIiIiIpCenk6jBvve5FrnYDMioxL7926XP82jcurPI44IdmR+z+w7OuTsJmzdlQYamU4A7v62mV0IjADGEzzL/h+gi7u/UoAi+hO8Iuv3QApBp7wrMPowQ3uOoDM9sag70iIiIiIiZUk5C7aoJUIMyUKd6QTh7v8CLsrn8/EEHe28PttC8OqqeK3j8q0ibjX8/MoFuoQ/C7vwmIiIiIiISFJTZ1r2Y2ZnAA2AocBL7r4k4pBEREREREQSijrTkpdZwPEEr8e6JeJYRERERERKPa3mnXzUmZb9uHv9qGMQERERERFJZOWiDkBERERERESktNHItIiIiIiISAnQDOvkopFpERERERERkUJSZ1pERERERESkkDTNW0REREREpJhpNe/ko5FpkULKysrirjtvp0HdWhyXUpGWZ53O889NizqspKd6j4bqPRqq92io3qOxbds2Bg0cQOeO7ahTszqVjjBGjxwedVhJT+1d5PBpZDoBmJkDI9x9eLjfGxgHNHD3VcVwvmbA1cD44ig/2fXo1pWPP/qQUWMeoNHJJ/Pc1Clc36sne/fupUfPa6IOL2mp3qOheo+G6j0aqvdoZGZkMPaZp2l+6mlc2uVyxo19JuqQygS195JXzoItaokQQ7Iwd486hjIvj850deAk4FN3310M57sKmA60cfeFRV1+IeKoDawFWLFyLbVr144qlAKbN3cOV3S5hPETp9C9R8996Z07tmPp0iWs+GYN5cuXjzDC5KR6j4bqPRqq92io3qOT87eombFp0ybq1KzO4CHDuHfo8GgDS2LJ0N7T09Np1KBOzm4dd0+PMp4Dif1796o/L+Coqj+POCLYnvE9M25rl7ObsHVXGmiadwJy943u/n5xdKTl8Mx+cRYpKSlceVW3XOnXXd+H9evW8cGiRRFFltxU79FQvUdD9R4N1Xt0EuU50rJE7V2kaKgzDZjZcDNzMzvVzKab2Q9mlmlmj5hZBTNrbGbzzGybma0yswFxxx9jZg+Z2Uoz22Nm35rZo2Z2VB75/m5mGWaWFZZ5ch7x9A7jqR+X3sHM3gjj22Fmy8zs9zGfn21m08IYd4Y/p5pZvdiyCUalAd4Kz+Nhek6etuF5tobnedfMLjr0Gk4eS5YspnGTplSokPsJiebNTwVg6ZLFUYSV9FTv0VC9R0P1Hg3Vu5Qlau/RMPvpy6Not6hrInmoM53b88B/gCuBvwN3AH8CXgReBa4A3gQeNLOuAGZWGXgbuB54HOgIPAj0BmZb+FVr+PNF4Drg4bCs94G5BQnMzG4E5hD8zm4BLg3PFzs3uj7wJXA70B64B6gJfGhm1cI8rwKDwn/fCpwXbq+G5+kFLAC2htd0NZAJzC9sh9rMaue3AccXprxEkJmZQWpq6n7pVcK0zMyMkg6pTFC9R0P1Hg3VezRU71KWqL2LFA0tQJbb0+7+SPjv182sHdAP6OruswDMbCHQGbgWmAn8FjgVaOnuH4XHvmFm3wIzgA4EHeb2QBugv7s/HuZ7zcz2AGPyC8rMUoBHgHeBC/2nB93fiM3n7jPCc+YcVx54BfgeuAZ43N03mtmKMMtSd38/Jn9l4DHgFXe/IiZ9DvAJcB/QMr9Y46wtRN5SI9+paPqqr9io3qOheo+G6j0aqncpS9TeRQ6fRqZzeyVufxngxIweu3s28DWQM3W6M7AY+CycEl7BzCoA88NjW4f52oQ/J8edY0oB4vo/4BjgCc9nxTgzSzGzB83sazPLBrKBLOAooGkBz5MKTIi7lnLAPKBF/NT1siY1tSoZGft/W7s5MzP4vMr+3/LK4VO9R0P1Hg3VezRU71KWqL1HwxJok6KhznRumXH7e4Ad7r4rj/SK4b9/TjAy/WPcto2greZMr64KZLt7/J3ruwLEVT38ebCV9qYQjKQ/QzASfg7QAtgIVCrAeXKWF5zB/tdzD8H1FObuWucgW4tClJUQ0tKa8+XyZWRnZ+dKX7z4CwCanZIWRVhJT/UeDdV7NFTv0VC9S1mi9i5SNNSZPnybgC8IOoZ5baPCfBlABTOrGnd8QZ4b3hj+POC7o8zsWIJR8j+4+wPu/oa7fxjGVtAO8Kbw520c+Hq+L2BZuHt6fhsF+yIhoXS5/AqysrKYNfOFXOmTJ06gZq1anNOyMLPgpaBU79FQvUdD9R4N1buUJWrvIkVDz0wfvlcIFvTKcPeV+eR7CxhA8Kz14zHp1xTgHP8GfgBuMbNpB5jq7QQjx/Gv07oJiH9RYE6e+NHqd4EtQDN3/0sB4ipz2nfoyEVtL6Z/v75s27qVkxo25PlpU1kwfx5jJ0xK+Hcyllaq92io3qOheo+G6j1a8+fNZfv27WRt2wbAsmVLmflCsAxMh46dqFy5cpThJR2192iUM6NcAjyPnggxJAt1pg/fowSrf79jZn8CPicY8a8LtAMedvdFBCtkvwP8IXzu+CPgFwSre+fL3bPM7HcE07dfN7O/E4wQNwROc/d+7r7VzN4B7jazTcAqoBVwI0EHOVbO+w5+bWbbgF3ASnfPMLPbCJ6ZTiWY7r2BYJr5aUB1d+9b+CpKLtOmz2TYkMGMGjGUzMxMGjduwoRJU7m6e4+oQ0tqqvdoqN6joXqPhuo9Or/t15c1q1fv2585YzozZwRv8ly+YiX16tePKLLkpfYucvgsn/WsygwzGw4MI+gsbopJHw9c5e4pcfkXAtXcPS3cPwoYCHQDGgA7gTXA68CD7v59mO9YglW5uwI/IxgJvg1YDoxw9+Fhvt7AOKCBu6+KOW9HgmeXzyYYhV4FTHD3P4Sfn0CwGveFBF+UvAvcRfDaq4Xu3jumrP5Af4JOf3mgj7uPDz+7gGAU/TzgaIIO9WfA+HDF8CIRvh5rLcCKlWupXfuAs9hFRERERPZJT0+nUYM6Obt1wkcIE07s37s9/voaR1WN/s2w2zO+Y9qtF+fsJmzdlQbqTEtk1JkWERERkUNRGjvTPZ9InM701N+oM10UtACZiIiIiIiIHDYzO8PMXjSzdWa2w8yWm9lQM6scl+9MM3vdzLLMbIuZzTSzEw9Q5m1hObvNbKWZDTOzI0rmivKnzrSIiIiIiIgcFjNrRrBwcn3gdoI3DU0DhgJTY/I1ARYSPPZ6NXADcDLwTzOrHlfmYILHWGcSvPr3CYLFn/9arBdTQFqATEREREREpLiZYYmwknbxxXANUBG40t3/G6a9aWY1CRY+ruLum4GRBG8X6uzuW4OQ7GNgBcF6T/eEaVWBe4G/u/ugsLyF4aj0aDN71N2XFtfFFIRGpkVERERERORw/Rj+/CEufQuwF9hjZhUIRqxfyOlIA7j7aoJXCV8Rc1wHgs75uLjyxhEsxnx50YV+aNSZFhERERERKZuON7Pa+W2FKGsCQcf5STM70cyONrPOwM3AX919O3ASUIngdcLxPgcamlnFcD8t/PlFbCZ3Xw9sivk8MprmLSJSgrbtzI46hDLp6Er6z52UHXpRSzQSYfauJDazxGgncTF8WJBDClKuu68ys/OAWcB/Yz56nOAZaoCq4c/MPIrIDM9VBVgf5t0ddsLzyls1j/QSpb8uRERERERE5LCYWX3gZeB74CpgI9CS4LnnFODGmOz5fe3nB/h3fvkioc60iIiIiIhI2dQC+K6IynoAOAY4PWY0+R0z2wSMNbNnY86V16hyKkEHeUu4nwFUNLPK7r4jj7wfF1Hch0zPTIscgnf/9S8uv7QTNatXocrRlUhr2oj7x4yKOqyklpWVxV133k6DurU4LqUiLc86neefmxZ1WKVS1rZtjBgykG6XdaRpg5rUOOYI/nDfyDzzfv7ZJ1zZpT31ax5HwzrV6H1tN1at/CZXnmmTJ1DjmCMOuD3+yB9K4rKSju4zJU/3mWh8+OEHdLmkPTVSj6Z6lRQ6XNyG9/79btRhJb1t27YxaOAAOndsR52a1al0hDF65PCow0pq5cwSZovxnbun57cV4hJPB5bmMS07Zyp5GsH0751A8zyObw587e67wv0vYtL3MbPjgWrA4kLEVizUmRYppGlTp9DuolYcc+yxPDPuWV58eQ6/u+seXA+pFase3boyeeIEBt87jJdemctZZ7fg+l49mTZ1StShlTqZmRlMHP8Me/bspmPnLgfMt+Kr5Vx+SVt+3LOHZ8ZP5dG//p1vvl5Blw5t2LRp4758bdt3Ys7r/9xva9WmLQCdLr2s2K8p2eg+Ew3dZ0reRx99SLsLL2Dnzp08M24iz4ybyK5du+jU/iIWvf9e1OEltcyMDMY+8zS7d+/m0i6RL4osyWEdcIqZpcSlnxf+THf3bIKp4F3N7OicDGZWF2hD8D7pHPOAXUDvuPJ6E4xgv1hkkR8i03+YJSrh6oBrAVasXEvt2oVZLDAa3377Laed0phre/2Sx/7yRNThlBnz5s7hii6XMH7iFLr36LkvvXPHdixduoQV36yhfPnyEUZYcImwAFnOfd/MyMjYRNMGNblr4BAGDBqaK99N1/fk3XcW8sF/vuToY44BYO2a1Zx7RlNuvrU/Q0fef8BzbN++nbRGtUlrfhovz19YbNdSUKVpATLdZ6KRTPeZ0vSnXZfOHfj8P5+x9MtvqFy5MhCMmJ7S+EQaNjqZN98uPSPUibCwVGHE/rdg06ZN1KlZncFDhnHv0OHRBlZA6enpNGpQJ2e3TiFHUEtM7N+7vZ56g5Sqx0ccEWRlfMekmy/K2S2yujOzLgQd3EXAnwhW3D4X+D2wBjjD3feYWROC0epPCKaGVyR493QqwRTxjTFlDgZGAfcDCwimpY8GnnX3XxdF3IdDI9MihTB+7DNs376dO+++J+pQypTZL84iJSWFK6/qliv9uuv7sH7dOj5YtCiiyEonM8MO8ldfdnY2r817lUsuu2JfRxqgTt16/OL/tWbOyy/le/xLM59ne1YW1/7yhiKJuSzRfSYaus9E4/1/v8sFF7Te15EGOProo/nF+Rfw/nv/Zv369RFGl9wK8t8CKVo5q3knwlYc3H02cBGwFXgMeAW4HngKuMDd94T5lgOtCd5LPQMYD3wd5tkYV+YYgpXAryLoTN9G0AG/tXiuonDUmRYphH/98x1SU1P56svltDzrdFIqVqBurRrc9ptb2Lp168ELkEOyZMliGjdpSoUKuUcXmzc/FYClSyJ/ZCbprFr5X3bu3EmzU/Z/pKlZWnNWfvM1u3btyuPIwORnx3H0McfQ5YqrijPMpKT7TDR0n4nGnj17OPLII/dLz0lbsviL/T4TkcTl7m+5e3t3r+nuld29sbvf5e4Zcfk+dve27n6Uux/r7le4+38PUObjYTlHuns9dx/u7j+WzBXlT53pQjCz4WbmZnaqmU03sx/MLNPMHjGzCmbW2Mzmmdk2M1tlZgNijq1oZg+b2Wcxx71nZvs9TBie4y9mdp2ZLTOzHWb2n/Cl57H5GprZODNbEeb51sxeNrP9/vo1s1PMbEGYb6OZ/dXMLgnP1Toub1sze8PMtob53zWzi+LLLIvWrfuWHTt2cG2Pblx1dXfmzH+d2393N5MnPcvll3bS84zFJDMzg9TU1P3Sq4RpmZkZ+30mhyenTqtUyaPeq6Ti7vywZXOex674ajkfLnqPK67qnmu0SQpG95lo6D4TjSZNm/HBovfZu3fvvrTs7Gw+/DCYCZCZoXoXkcRVeh4iSyzPA5MIpixcDAwAjgDaAk8ADwHXAA+a2dfuPhM4kuA5gIeAb4Gfhflnmlkfd3827hyXEDwTMBTICs8xy8wau3vOUrq1CJaMH0jwHrdUgqkUi8zsDHf/EsDMagJvA9uBvsAGoCfwl/gLM7NewLPAS2FZPwI3A/PNrL27v1HQSgqfEclP9A+NFNLevXvZtWsXg4YM4+4BAwG4oFVrfnbEz7j7d7fz1ptvcOFFbSOOMjnlOxVN09SKzaHU++RnxwHQS1O8D4nuM9HRfabk9b31Nvr++kbu6N+PAQMH43v3Mmb0CNasXg1AuXIa95HkYSTG1Hoj+hiShe5Qh+Zpdx/t7q+7+z3AZ0A/YJC7/9ndXwd+TdDBvRbA3X9w9z7uPsnd3wJeJ3gYfxzBcwDxKgFt3X26u88FehD8vq7OyeDu74TTJl5w93cIVsa7Gkgn6ADnuIOgo93R3Se4+1x3/yXwZewJzawy4fMN4VSLWe7+CnAZwdLz9xWyntYeZPvwwIcmptTU4JV4F1/cPld6+w4dAfj0009KPKayIDW1Khl5jNhOkTYAACAASURBVE5szswMPs9j9FQOT05bz2s0bvPmTMyMY489br/PfvzxR56fOolTmp/K6WeeXexxJiPdZ6Kh+0w0ru99A6PGPMDUyRNp1KA2J59Ul+XLlnL7HXcBUOuEEyKOUETkwNSZPjSvxO0vI1iefW5OQrjs+9dAvZw0M+sWTpnOArIJRn1vBJrmcY633H1bTHnfE4wox5ZXwcwGmdlSM9sTlrkHaBRXZitgsbsvjTvH1Lj9/yPodE8Iy65gZhUI2sk8oIWZHZVnjZQROc/OxcuZdqlv0ItHWlpzvly+jOzs3CthLw6fpWt2SloUYSW1+g1OolKlSixbuv9zosuWLKbBiQ2pWLHifp8tmPcqmzZu0Kj0YdB9Jhq6z0Tnd3ffw9r1m/jwky9YvmIVb73zbzZv2cxRRx3FGWeeFXV4IkWmXAJtUjRUl4cmM25/D7Aj5gXjsekVAcysK8H08G+BXgTvW2sBjM3JEyevh4R2E4xY53iEYKn4F4FLgZZhmf+Jy1cV+D6P8uLTfh7+nEHQ0Y/d7gGMoLNdUHUOsrUoRFkJ4fKuVwKwYP7cXOnz5s4B4Jxzzi3xmMqCLpdfQVZWFrNmvpArffLECdSsVYtzWraMKLLkVaFCBdp17Myrs18ka9u+7/VIX7uGd/+5kEsO8E7SKc+Oo2LFilx59TUlFWrS0X0mGrrPROvII4/klLQ06tarx9o1a3hh+nP0ufFXVKpU6eAHi4hERM9Ml5xewEqgu8esHmNm+y9hWbgyn3X3QbGJZlYN2BKTlMFPHeVY8c8sbwp/3ga8f4Bz5tUpz9PB3lmXCM+MFFbbi9txSedLuW/0SPbu3cs5Lc/l448/4r5RI+h0SWd+cf75UYeYlNp36MhFbS+mf7++bNu6lZMaNuT5aVNZMH8eYydMKjXvfk0kbyyYx44d28nKCjrKX325jJdfDDoRF7XrSOXKlRkwaCjtWp/HtVdfxm/vGMCu3bv4w5jhpFatRt/b7tivzO/Wr+PN1+dzWdduHFelSoleTzLRfSYaus9EY8nixbw46wXOPOtsjjzySL74/D88/McHOKlhI4YOHxV1eElv/ry5bN++fd+XpsuWLWXmCzMA6NCxkxaRFDkIdaZLjgN74jrSxxM8j3w4Ze6OTTCzS4ATCKaY53gbuMvMmsVN9e4RV967BJ3wZu6+3+JkEpg45TnGjBrBP555mjGjRlCzVi1u638Hg4cMizq0pDZt+kyGDRnMqBFDyczMpHHjJkyYNJWru8c3YymIAXf2Y+2a1fv2Z8+awexZwR9QH32xgrr16tPo5Ca8+OrrjBw2iBt/2Z3yFSpw/gVtGD/6QapVq75fmdMmP8v//vc/el1/Y4ldR7LSfSYaus+UvJ/97Ge8vfBNnvzr42RlZVGnbl1u/NUt3DVgIEcdVaafLCsRv+3Xd99ibwAzZ0xn5ozpACxfsZJ69etHFFlySpR3eydCDMnC9IqNgjOz4cAwoLq7b4pJHw9c5e4pcfkXAtXcPc3M+hBM6X6SYBp1HWAIsBdo5O4Wc5wDf3X3fnHlrQIWunvvcH8C0J1gNe/PgbOAuwk62P9199Zhvlrh59sJVgf/nmC18QsInsFuFS5glrOa9wRgehjnBqA6cFp43X0PoeryFK72vRZgxcq11K59sMW/RUq/bTuzD55JitzRlfTdsZQd+tMuGuqflKz09HQaNaiTs1vnYDMioxL7926fv79FSrXoX2aTtek7xv2qTc5uwtZdaaC/LkqIu48zsxrALcANwDfAA0Btgg76oehP8Dzz74EU4BOgKzA67tzrzKwV8CjwN2AHMIugYz2BmCnh7j7JzNYQvIrrKeBogg71Z8D4Q4xTREREREQkqagzXQjuPhwYnkd6b6B3Humt4/YfBB7Mo+jhcfny/G7T3evH7W8Bbsoja+v4BHdfQvBO7H3M7GmCd1gvj8v7DvBOXjGIiIiIiEjhmUG5BJjBoFkURUed6TLCzIYC6whGxFOAzgQd8dHuvifK2EREREREREobdabLjh8JnqeuTfB7XwHcCTwWZVAiIiIiIiKlkTrTZYS73w/cH3UcIiIiIiJlUbkEmeadCDEki3JRByAiIiIiIiJS2qgzLSIiIiIiIlJImuYtIlKC9L5jESluWqlXJDGZGZYA/wdNhBiShUamRURERERERApJnWkRERERERGRQlJnWqSQtm3bxqCBA+jcsR11alan0hHG6JHDow4r6WVlZXHXnbfToG4tjkupSMuzTuf556ZFHVbSU3uPhtp7NFTv0dB9Jhpq7yUvZzXvRNikaETWmTaz3mbmZla/kMfVMrPhZnZ68URWthzq76Esy8zIYOwzT7N7924u7XJ51OGUGT26dWXyxAkMvncYL70yl7PObsH1vXoybeqUqENLamrv0VB7j4bqPRq6z0RD7V3k8EW5Es6rwHnA+kIeVwsYBqwCPivimEQOqm69eqzfuBkzY9OmTYwb+0zUISW9eXPn8MbrrzF+4hS69+gJQKvWbVizZjWDBt5Nt6u7U758+YijTE5q7yVP7T0aqvfo6D5T8tTeRYpGZCPT7r7R3d93993FeR4zq1yc5UvZkygrMZYls1+cRUpKClde1S1X+nXX92H9unV8sGhRRJElP7X3kqf2Hg3Ve3R0nyl5au/RMEucTYpGwkzzNrOFZrbYzFqY2T/NbIeZfWNmA82sXJinNfBhWMS48Hg3s+Hh5+PNLMvMmpvZAjPbBrwRfnaxmb1kZulmtsvMvjazp8ysWkxMl4flXZRHvH3Dz06NSTvbzGabWWZY5qdmdvUBrrONmT1pZpvMLMPMZppZrbi85cxsgJktN7PdZrbBzJ41s9px+VaZ2fg8YlxoZgvjyrvXzL40s51mtsXMPjez/vn8XoaYWbaZ1cnjs7Fh7BUPdLxIcViyZDGNmzSlQoXck2maNw/+77h0yeIowhIpFmrv0VC9S1mi9i5SNBJtAbLjgcnAJKALMBe4H+gVfv4J0Cf892iCaeLnAbHzgX4GzAbeBC4jmBIOcBLwHtAXaAeMBFoC/zKzI8I8rwAbYs4Rqzfwibt/DmBmbYB3geOAW8JzfQY8Z2a98zj+GeBH4BpgANA6vM5YTwIPAq+F1z8E6AD8O7bTXwgDgOHAVOASoDvwjzDmA3kKyAZujk00s1SgB/APd99VkJObWe38NoLft8hBZWZmkJqaul96lTAtMzOjpEMSKTZq79FQvUtZovYuUjSifGY6L1WBTu7+Qbj/ejgafQ3wrLtvNbOcr8r+6+7v51HGEcBIdx8Xm+juf8v5twVzif4NLARWAx2B2e6ebWaTgL5mdqy7/xDmbwqcA9wWU+QTwBLgQnfPDtPmh53e+8zsWXffG5N/nrv/NiaGVOAPZna8u39nZk2AXwNPuPttMfk+BRYBdwCD86m7vPwC+MLdh8ekzc/vAHffYGbTgF+Z2Uh33xN+dBNwZHjdBbW2MMGK5CffKYCaryRJRu09Gqp3KUvU3kuemVEuAepWj1UUnUQbmf4upiOd43OgXiHLeSE+wcxqmNnfzGwtwcjrjwQdaYCmMVnHApUIRnFz9AF2A1PCshoCTQhG0TGzCjkbMAeoCTSOC2F2HtcFP11bm/Dn+NhMYX0sA/abel4AHwCnmdkTZtbezI4p4HGPATWAbhBMFycY0X/V3VcdQhwihyU1tSoZGft/S745MzP4vMr+366LlFZq79FQvUtZovYuUjQSrTOd15yS3QSd24La4e5bYxPCzuACoCvwB4KO6TnAuWGWfeW7+xKC57L7hMeWJ5hm/pK7Z4bZfh7+fIigUx675Yzcxk/Ljr+2nIXXcs5dNfyZ1+rm62I+L4z7gbsIrnMukGFmb5jZ2fkd5O6fAv8Ebg2TOgP1gb8U8vx1DrK1KGR5UkalpTXny+XLyM7OzpW+ePEXADQ7JS2KsESKhdp7NFTvUpaovYsUjUTrTBcFzyMtDTgNuNvd/+zuC939Q/LuvAOMA84Np3d3IBhpjp02vin8eT9BhzCvrbCv7cqJpWYen9WKOSfALoIp1/FydeDdPdvdH3H3M4FUoCdBJ3a+HXyV88eB88zsTKAf8BXBs9wF5u7p+W3Ad4UpT8quLpdfQVZWFrNm5p50MnniBGrWqsU5LVtGFJlI0VN7j4bqXcoStfdolEugTYpGoj0zXRDxI7oFkdPBjn8N183xGUNTgUcIFh07EfiWYGQ7KMz9SzNbAZzm7oMKEUd+3gx/9uKnFcsxsxYE09DHxORdBZwas4+ZnUwwtTy2072Pu28BZpjZCcCjBCPNS/OJZxawBngYaAXc4e55fVFRJs2fN5ft27eTtW0bAMuWLWXmCzMA6NCxE5Ur641sRal9h45c1PZi+vfry7atWzmpYUOenzaVBfPnMXbCJL0Ls5ipvZcstfdoqN6jpftMyVJ7FykapbEz/V9gJ3CtmS0DsoB17r4un2OWh8c9EC4+lglcClycV2Z332Jmswg608cBD8UtJgZBR3yumc0neM75W4LR36bAme7ejUIIO+hPA7eZ2V6Cadn1gVEEC3n9KSb7RGCSmT1B8Hx4PYKVuzfGlmlmLwOLgY/Cz+oBtxM8K77iIPH8z8z+SrC6+HbinuUu637bry9rVq/etz9zxnRmzpgOwPIVK6lXv35EkSWvadNnMmzIYEaNGEpmZiaNGzdhwqSpXN29R9ShJT2195Kn9h4N1Xt0dJ8peWrvIofPohpsDF8fNQ5o4O6rwvcjV3P3tLh844HW7l4/Jq0HwSuvTiJYvXuEuw8P817l7il5nK8pwcJa5xIsQPY68DuC0dcRcSteY2YX89No9Mnuvl/nM3zn9GCC11xVIZiqvRR43t2firvOFu7+UcyxrYG3gDbuvjBMK0fwjPONQAPgB2Ae8PtwWnTOsRbmu4VgCvhigs70MAB3bx3muxO4EjgZOIZgWvVrwCh3Xx0XX4P4xcXMrB7BKPjf3L1v/PUfrvD1WGsBVqxcS+3atQ9yhIiIiIgIpKen06hBnZzdOrF/KyeS2L93+z37NsdUi/7NsFs3fcdfftkqZzdh6640iKwzLYnPzG4jeHY6LVyYrajLV2daRERERApNnelDp8500SmN07ylmJnZGQQj40MJVjEv8o60iIiIiEhZUo7EeM90OaKPIVmoMy15mQUcT/B6rFsijkVERERERCThqDMt+4l9Pl1ERERERET2p860iIiIiIhIMTMLtqglQgzJQu/sFhERERERESkkjUyLiJQgvUAhGvoWXkRERIqaOtMiIiIiIiLFrJwFW9QSIYZkoWneIiIiIiIiIoWkzrRIIWVlZXHXnbfToG4tjkupSMuzTuf556ZFHVbSU70Xr23btjF44AAu7dSOurWqU/lnxuiRw3Pl+d///sfjjz5Cl84daNigNlWPrcwZzZsyZNBAtmzZEk3gSWrbtm0MGjiAzh3bUadmdSodsf/vQ4qe7jPRUHuPhtq7yOFTZ1qkkHp068rkiRMYfO8wXnplLmed3YLre/Vk2tQpUYeW1FTvxSszI4Ox/3ia3bt307nL5Xnm2blzJ2NGDadu3Xr88aFHmTV7Dn1u/BVj//E0F7X6BTt37izhqJNXZkYGY58Jfh+XHuD3IUVP95loqL1HQ+295JlBObPIN60jUnRK3TPTZtYbGAc0cPdVhTiuFvBr4EV3/6x4opNkN2/uHN54/TXGT5xC9x49AWjVug1r1qxm0MC76XZ1d8qXLx9xlMlH9V786tarx7oNmzEzNm3axPixz+yXp1KlSiz9aiVVq1bdl3ZBq9bUqVOXa3t248WZL9Dz2l4lGXbSqluvHus3/vT7GJfH70OKlu4z0VF7L3lq7yJFozSOTL8KnAesL+RxtYBhwOlFHpGUGbNfnEVKSgpXXtUtV/p11/dh/bp1fLBoUUSRJTfVe/EzM+wgX1WXL18+V0c6x9ktzgEgPX1tscRWFhXk9yFFS/eZ6Ki9lzy1d5GiUeo60+6+0d3fd/fdxXkeM6tcnOVL6bRkyWIaN2lKhQq5J3U0b34qAEuXLI4irKSnek9sCxe+CUDTZqdEHInIodN9RsoStfdomCXOJkWj1HWmzay3mbmZ1Q/3F5rZYjNrYWb/NLMdZvaNmQ00s3JhntbAh2ER48Lj3cyGh5+PN7MsM2tuZgvMbBvwRvjZxWb2kpmlm9kuM/vazJ4ys2oxMV0elndRHvH2DT87NSbtbDObbWaZYZmfmtnVB7jONmb2pJltMrMMM5sZTlmPzVvOzAaY2XIz221mG8zsWTOrHZdvlZmNzyPGhWa2MK68e83sSzPbaWZbzOxzM+t/0F9QksvMzCA1NXW/9CphWmZmRkmHVCao3hPXt99+y5DBAznzrLPpdEnnqMMROWS6z0hZovYuUjRK3TPTB3A8MBl4GBgBXAHcD6wDngU+AfoQPGs9mmCqOEB6TBk/A2YDTwEP8FPdnAS8BzwD/ADUB+4E/mVmzd39R+AVYEN4jjfiYusNfOLunwOYWRtgHrAIuCUsswfwnJlVdvfxccc/E8Z7DVAH+CMwCbgwJs+TBM+D/yWMpT4wCmhtZme6+6YD1lzeBgDDCerqHeAIoAlwXGEKie/M5+H4QsaVEPKdiqav+oqN6j3xZGZm0rVLJ3Bn4uTnKFeu1H0/K5KL7jNSlqi9ixy+ZOlMVwU6ufsH4f7r4Wj0NcCz7r7VzHLmq/zX3d/Po4wjgJHuPi420d3/lvNvC+46/wYWAquBjsBsd882s0lAXzM71t1/CPM3Bc4Bbosp8glgCXChu2eHafPDke77zOxZd98bk3+eu/82JoZU4A9mdry7f2dmTQg60k+4+20x+T4l6LDfAQzOp+7y8gvgC3cfHpM2v5BlACTdA5SpqVXJyNj/29rNmZnB51X2/5ZXDp/qPfFs3ryZzh0vZt26b5kz/00anHhi1CGJHBbdZ6QsUXuPRjkLtqglQgzJIlmGEb6L6Ujn+ByoV8hyXohPMLMaZvY3M1sLZAM/EnSkAZrGZB0LVAK6x6T1AXYDU8KyGhKM8E4O9yvkbMAcoCbQOC6E2XlcF/x0bW3Cn+NjM4X1sQzYb+p5AXwAnGZmT5hZezM75hDKSEppac35cvkysrOzc6UvXvwFAM1OSYsirKSnek8smzdv5pIObVm9aiUvz3mN5qeeevCDRBKc7jNSlqi9ixSNZOlM5/Vgx26Czm1B7XD3rbEJ4TPXC4CuwB8IOqbnAOeGWfaV7+5LCJ7L7hMeWx7oBbzk7plhtp+HPx8i6JTHbk+En+17FvsA15az8FrOuXOW1s1rdfN1MZ8Xxv3AXQTXORfIMLM3zOzsQpZT5yBbi0OILVJdLr+CrKwsZs3M/b3L5IkTqFmrFue0bBlRZMlN9Z44cjrSq1Z+w+w5Czj9jDOiDkmkSOg+I2WJ2rtI0UiWad5FwfNISwNOA3q7+4ScxHCEOS/jgCfC6d0nEow0x04bz3l2+X5g5gHK+LIwQfNTZ7smuZ8Bh+B1YLHPS+8CjsyjjGqx+cLp548Aj5jZcUBb4D6C6eh13H1HQQJz9/h4cimNr8Fo36EjF7W9mP79+rJt61ZOatiQ56dNZcH8eYydMEnvZCwmqveSMX/eXHZs3862rG0ALF+2lFkvzACgfcdOmBldLmnPfz77lD8+/Cj/y87mg0U/PTVTrVp1TjzppEhiT0bz581l+/btZG0Lfh/Lli1lZvj76NCxE5Ur66UTRUn3mWipvZcstfdoWPi/qCVCDMmiLHWm40d0CyKngx3/Gq6bD5B/KkEntDdBZ/pbgpHtoDD3L81sBXCauw8qRBz5eTP82YufVizHzFoQTEMfE5N3FZBrPqaZnUwwtTzPRcrcfQsww8xOAB4lWNxsadGEXjpNmz6TYUMGM2rEUDIzM2ncuAkTJk3l6u49og4tqanei1//2/qyZvXqffszX5jOzBemA7Dsq5UAfPxRcJu56879F/fvdd31PP2P8cUfaBnx235xv48Z05k5I/h9LF+xknr160cUWfLSfSY6au8lT+1d5PCZe14DsonLzHoTjPY2cPdV4Sudqrl7Wly+8UBrd68f7lcm6DB+AtwLZAHr3H1dmPcqd0+JK+MIgueOKwC/BzKBS4GLgZOBEXGLdGFmUwimgx8HPOTug+M+b0MwdfptguecvwVSCTq+Z7p7t7jrbOHuH8Uc3xp4C2jj7gvDtKeAXwGPhWXXJ1jNezdwhrtnhPmuJVgJ/EmC58PrEazcfQzwlbu3DvO9DCwGPgI2hvlGAgY0ClcwP2zhat9rAVasXEvt2gdb/Fuk9Ctlt9ykUQonwoiISD7S09Np1KBOzm6dg82IjErs37sDpv6TY6vXjDgi+GHjev7Q8//l7CZs3ZUGyfLM9EGFU5NvIHiGeAHBKO6vD3LMjwSd568IXpk1FahBMO35QMaFeX5G3KJgYZlvETx3vYVgpPd1gs5t2/Dfh6IvMBDoRPBqrDEE1/h/OR3p0BSCznP7MF/fcPsqrry3gAuAvwGvEbwi6w2gVVF1pEVEREREypKc1bwTYZOiUepGpiV5aGRayiLdcqOhkWkRkeRSGkemB05LnJHpB3poZLoolJmRaREREREREZGiUpYWIBMREREREYmEJcgUa83WKjoamRYREREREREpJHWmRURERERERApJ07xFRERERESKmZlhCTDHOhFiSBbqTIuIlCD990tEREQkOWiat4iIiIiIiEghaWRaRERERESkmJUjMVbz1mhq0VFdihRSVlYWd915Ow3q1uK4lIq0POt0nn9uWtRhJT3VezS2bdvGoIED6NyxHXVqVqfSEcbokcOjDivpqb1HQ/Ve8ha+9SY333QDp6U1oeqxR3FivRPo1vUyPvn446hDS3pq7yKHT53pgzCz3mbmZla/kMfVD4/rXUxxVTaz4WbWOo/PDilmKZge3boyeeIEBt87jJdemctZZ7fg+l49mTZ1StShJTXVezQyMzIY+8zT7N69m0u7XB51OGWG2ns0VO8l7+mnnmT16lXc2q8/L748h4ceeYwNGzbQ6vxzWfjWm1GHl9TU3kueWeJsUjTM3aOOIaGZWXXgJOBTd99diOOOBM4A/uvuG4shrmrARmCEuw+P++yQYi5pZlYbWAuwYuVaateuHXFEBzdv7hyu6HIJ4ydOoXuPnvvSO3dsx9KlS1jxzRrKly8fYYTJSfUenZz/RpgZmzZtok7N6gweMox7hw6PNrAkpvYeDdV7NDZs2ECNGjVypWVlZZHWpCHNTkljzvzXI4osuSVDe09PT6dRgzo5u3XcPT3KeA4k9u/dIdP/xXE1akYcEWzZsJ5R3c7P2U3YuisNNDJ9EO6+0d3fL2yn1N13h8cVeUe6AOc+pJjl4Ga/OIuUlBSuvKpbrvTrru/D+nXr+GDRoogiS26q9+gkyms8yhK192io3qMR35EGSElJoUnTZqSnr40gorJB7V2kaKgzfRDxU6bNbKGZLTazFmb2TzPbYWbfmNlAMysXc1ye07zNrJGZTTGzDWa228yWmdmteZz3ODN7OCx7d5h/jpk1CWPJ6aQPC8/jZjY+r5hjyrzBzP5jZrvMLNPMZplZ07g8480sy8wahufLMrO1YSxHHl5tln5LliymcZOmVKiQe+2+5s1PBWDpksVRhJX0VO9Slqi9R0P1njh++OEHPvv0E5o2OyXqUJKW2ns0ypklzCZFQ53pQ3M8MBmYBHQB5gL3A73yO8jMmgEfAmnA74DOwKvA42Y2LCbf0cC/gJuBccClwC3AV0BNYD3QIcz+D+C8cBuVz7l/H+ZdAnQF+gOnAu+ZWaO47EcAs4E3gMuAscAdwD35XV8e56yd30ZQj6VKZmYGqamp+6VXCdMyMzNKOqQyQfUuZYnaezRU74nj9ttuZfv27dwzcHDUoSQttXeRoqFXYx2aqkAnd/8g3H89XAjsGuDZfI57BNgGnO/uW8O018IR34Fm9ri7bwZuB04BLnb32IeFZub8w8xylrlMd/f38wvWzI4DhgBz3P2amPSFwApgOHBtzCE/A4a5+/Rw/w0zOzu8vpH5nStOUs7PynfKq77pKzaqdylL1N6joXqP3ohhQ5g2dTKPPPpnzjzrrKjDSWpq7yKHTyPTh+a7mI50js+Begc6wMwqAhcBs4AdZlYhZwPmABWBc8PsHYGv4jrSh+M8oBIwPjbR3dcCb4Zx5foIeDkuLd/rKytSU6uSkbH/t7WbMzODz6vs/y2vHD7Vu5Qlau/RUL1Hb8yoETxw32hGjBpD31v7RR1OUlN7j0Y5S5xNioY604cmr7kvuwk6rAdSlWAmwG3Aj3HbnDBPtfBndaAoV9WrGv5cn8dn62I+z7HD3XfFpe0m6PAXRp2DbC0KWV7k0tKa8+XyZWRnZ+dKX7z4CwCanZIWRVhJT/UuZYnaezRU79EaM2oEo0cO596hwxkwcFDU4SQ9tXeRoqHOdMnZDPyPYHS4xQG2nE71RqAo3xOV0/nPay3+WsCmIjzXPu6ent8GfFcc5y1OXS6/gqysLGbNfCFX+uSJE6hZqxbntGwZUWTJTfUuZYnaezRU79G5f8woRo8czsBB9zJ4yLCDHyCHTe1dpGjomekS4u47zOwtgndPf+7ue/LJPhcYaWYXuvubB8iT89qr/EbDc7wH7CRYIC3nOeic995dCMwoQBkCtO/QkYvaXkz/fn3ZtnUrJzVsyPPTprJg/jzGTpiU8O9kLK1U79GaP28u27dvJ2vbNgCWLVvKzBeC20aHjp2oXLlylOElHbX3aKjeo/Honx5m5PChtGvfgQ4dL2HR+7mXgWl57rkHOFIOh9p7RCxBHkdPhBiShDrTJas/wSrd/zSzJ4FVwNFAQ+BSd78wzPco0B14ycweAD4g6DS3Al5x97fcfZuZrQYuM7M3gExgk7uvij+pu28xs1HAfWb2LDCVYGr3MGAXMKK4LjgZTZs+k2FDBjNqaLX2KwAAIABJREFUxFAyMzNp3LgJEyZN5eruPaIOLamp3qPz2359WbN69b79mTOmM3NG8L3c8hUrqVe/fkSRJS+192io3kvenFeCJVoWzJ/Hgvnz9vt8549e0iGVGWrvIofP3HWTyk/4nuhxQAN3XxWugF3N3dPi8o0HWrt7/XC/PrAS6O3uE2Ly1SdYWbs9UAPYQrCi9hx3HxOT7ziCVbavIJievZngtVq/c/cvwzwXAX8EmgFHAhPcvXd8zDFl3gj8FmhCMFK9EBjk7kvjruMqd0+Ju77hBCt8F9l3WeHI+FqAFSvXUrt2Uc5sFxEREZFklZ6eTqMGdXJ264SPECac2L93R8x8lyo18nrqsmRt3rCeYV1/kbObsHVXGqgzXUzM7DTgM4IR51eijicRqTMtIiIiIoeiNHamR838d8J0pod0/b+c3YStu9JA07yLgZm1AW4C9gCfRByOiIiIiIiIFDF1povHawRTvPu4+7qogxEREREREZGipc50MXB31auIiIiIiOxjCbKadyLEkCz0nmkRERERERGRQlJnWkRERERERKSQNB1ZRERERESkmJWzYItaIsSQLDQyLSIiIiIiIkXCzM43szlmttnMdprZCjMbEpenrZm9Z2Y7zGyTmY03sxp5lHWEmQ0zs1VmttvMlpvZbSV3NflTZ1pEREREREQOm5ldA7wN/AD8EugEPAhYTJ5WwFzge+AyoD/QFnjDzI6MK/IJ4PfAX4H2wCzgMTMbVLxXUjCa5i0iIiIiIlLMyplRLgGW0i6uGMzsBOBp4Cl3/03MR2/FZf0j8BVwlbtnh8euBN4FbgCeDNNOAW4EBrv7H8NjF5pZVeBeM/ubu2cWy8UUkEamRQopKyuLu+68nQZ1a3FcSkVannU6zz83Leqwkp7qveS98/ZCKh1heW6L3n8/6vCSmtp7NFTvJW/hW29y8003cFpaE6oeexQn1juBbl0v45OPP446tKSn9i7F4CbgKIKR6DyFHe4WwMScjjSAu/+boIN9RUz2ywlGtMfFFTMOqAR0KJqwD51GphOAmfUmaBQN3H1VIY6rD6wE+rj7+GKIqzIwAFjo7guLuvzSqke3rnz80YeMGvMAjU4+meemTuH6Xj3Zu3cvPXpeE3V4SUv1Hp2Ro+/jglZtcqWdkpYWUTRlg9p7NFTvJe/pp54kMyODW/v1p2mzZmzcuJHH/vQwrc4/l5fnzKd1mwujDjFpqb1L6Hg7yEi1u6cXsKwLgEygiZm9BKSF+zOBAe6+NUwD+DyP4z8HfhGznwZsdPfv8siX83mkzN2jjqHMM7PqwEnAp+6+uxDHHQmcAfzX3TcWQ1zVgI3ACHcfXgzl1wbWAqxYuZbatWsX9SmK3Ly5c7iiyyWMnziF7j167kvv3LEdS5cuYcU3ayhfvnyEESYn1Xs03nl7Ie3btmHytOl0vfKqqMMpM9Teo6F6j8aGDRuoUSP3mkNZWVmkNWlIs1PSmDP/9YgiS27J0N7T09Np1KBOzm6dQnT4SlTs37sPzn6PKjVqRhwRbN6wnnu6nFfg/O5eoHnhZrYcqAf8CNwPvEcwCj0C+AT4f0BPYDJwnru/H3f8U0Bvdz8y3F8A1HX3Jnmcazcw3t1vLvCFFANN804A7r7R3d8vTEc6PG53eFyRd6Qlb7NfnEVKSgpXXtUtV/p11/dh/bp1fLBoUUSRJTfVu5Qlau/RUL1HI74jDZCSkkKTps1IT18bQURlg9q7FJNyQEXgPne/390Xhs86/55gxPmi/8/efcdXUaUNHP89gBoQEUIRIqGztAQLIlgp0tuCSnN1QdddCyiKiAgCoam7rsrqrmtBCFJFiijSEezgvnaqSA8gJaEkAUJ73j9mgpebLjeZm3ufr5/5XO+ZMzPPPZzMvWfOmTM+ebPq0fVPz67n1/NeYWtMBwER6Ssi6g7bRkRWichaEWksIp+5U8ZvFZEhIlLEZ7tq7nZ9/fZXW0Smi8h+dwr5DSLSL5PjlhaRF919p7n5F4pIXTeW9Eb6SPc4KiLx+VMKhcO6dWupU7cexYqdf4dEbGxDANavW+tFWCHPyt1bjz/aj5IRxagQWYrOHdryxeefex1SSLP67g0r9+Bx5MgRvv/uW+rVb+B1KCHL6rvx0RiIzmHJrUT3dYlf+iL39VqfPGUz2T4SZ1i47/4y5BORS4GL/fJ6wu6ZDl4VcYZAvIgzNKIbznCJPcA7WW0kIvWBL4GdwBPArzjTyL8iIuVUdZSb7zLgc6AaziQBa4CSOPc6VHL30Q5YDLwNTHAPketecHdYS06fsVBJSkqkevUaGdLLREaeW28Cz8rdG6VKXU6/RwZwa7PmRJYty9ZffuHll16gbavmzPvgI1q3aet1iCHJ6rs3rNyDx2OP9CM1NZWnhgzzOpSQZfXdG0JwzOYtnBfDrwEcIv8j0DTTQzrOAulXamKBhX75Yn3WA/wE9BKRin73Tce6r55f9bHGdPAqC3RQ1a/d98tFpDlwF9k0poGXgGTgZvcmf4Bl7v3VQ0TkFVU9BDwGNABaq6rvDUlz0/9HRNKn0kzwv6chl0JyfFa2kzQEwQkyVFm5F7yrr7mGq6+55tz7m2++hS5du3HdNbEMGzLYGtP5yOq7N6zcvTdq5HBmzpjGS+Nf5dpGjbwOJ6RZfTf5YA7wN6A98J1Pegf3dbWq7haRr4G7ReSfqnoGQESaAnWA8T7bzQfGAn04f4bwvsBxnE4/T1ljOnj96tOQTvcjcHVWG4hIBM69CP8FjomI77/vQqA/ztWiRTiV/Ge/hrTJQWRkWRITM16tPZTkjDKJLBNZ0CGFBSv34FG6dGk6dOjEW2++zvHjxylevLjXIYUcq+/esHL33rgxo3j+2bGMGjOOh/r19zqckGb13RsiwXGdIr9iUNWlIvIhMMK9NXU1cB0wEligqun3iT0FLAPeE5HXgArA8zg9zZN89rdORN4GRonIGeB/QBucBvszXj9jGuye6WCW2fiaNJxnqmWlLM4FkkdwZtHzXdKHUZRzX8sD+T3rYU73XzTO5+MHXExMLJs2buD06dPnpa9d+xMA9Rt4PkN/SLJyDy7pT4HI6VEa5vex+u4NK3dvjRszirGj43hmRByDhwz1OpyQZ/Xd5KOeOL3Lf8PpwHsIeBk491gQ95G7HXBuLf0QeBVYCdyWyYTMD+M0tB8Blrr7GaCqz+brp8gla0yHlkPAGSAep6Ga2ZLeqD4A5OuzqFQ1IbsF537uQqVL126kpKQwb+6c89KnTZlMpagorm/SxKPIQpuVe/A4dOgQCxcu4KqrriYiIsLrcEKS1XdvWLl757lxYxg7Oo4hQ59h2PCRXocTFqy+m/yiqsdVdYiqVlHVi1S1qqoO9W8kq+oyVb1BVYurallV7aOq+zPZ3ylVjXP3c4mq1lHVVwvuE2XPhnmHEFU9JiIrcZ49/aOqnswm+yJgtIi0VNWPs8iTXultHKerbbv23NaqNQP6P0Ty0aPUrFWLWTNnsHTJYiZOnhr0z2QsrKzcvdHnnruIjq7CtY2uo1y5cvyyeTP/Gv8i+/ft4623470OL2RZffeGlbs3xr/8IqPjRtCmbTvate/ImtXnT9HSpGlmcxmZC2X13RtFCI6ezGCIIVRYYzr0DMCZpfszEfkvsB24DKgFdFbVlm6+8TjDMOaLyPPA1ziN5mY49zSsVNVkEdkB/FFEVuBMP39QVbcX5AcKNjPfm8vI4cMYM2oESUlJ1KlTl8lTZ9CjZy+vQwtpVu4FLya2IXNmvcuEN18nJSWFyMhIbrjpZt6eNIXrGhe6uzQKFavv3rByL3gLF3wIwNIli1m6JONcQsdPef4Y2ZBl9d2YCyfp974Z77jPiZ4EVFfV7SKyCiinqjF++eKB5qpazX1fDdgG9FXVyT75qgHDcR6JVQE4DGwGFqrqOJ98pYE4nMduVcIZJv4/4AlV3eTmuQ14AagPXAJMVtW+AfrclXFn/N68bReVK+frqHNjjDHGGBMiEhISqF393COQowP4eKeA8v29++KHq4m8opLHEUHSvr080fncqI+gLbvCwHqmg4CqxuPc55z+vnkW+fr6JV3uvib65dsO/CUXxz2M84isx7LJswLnAevGGGOMMcaY30lEgmLyzmCIIVRYY7qQEpEWwP3ASeBbj8MxxhhjjDHGmLBijenCaxnOEO97VXWP18EYY4wxxhhjTDixxnQhpar2b2eMMcYYY0whIe7itWCIIVTYzOjGGGOMMcYYY0weWWPaGGOMMcYYY4zJIxsqbIwxBcieRugNm7jUGGOM14qIUCQIvpCCIYZQYT3TxhhjjDHGGGNMHllj2hhjjDHGGGOMySNrTBuTRykpKQwa+BjVq0RRumQETRpdzax3Z3odVsizcs9fycnJDBsymM4d2lAlqjwlLhbGjo7LkO/LLz7noQfu58YmjShd8hJKXCzs2L69wOMNdVbfvWHl7o3k5GSGDhlMp/ZtiK5UnuIXZX7+MYFl5e4NCYLFBI41po3Jo17db2falMkMe2Yk8xcsotF1jelzd29mzpjudWghzco9fyUlJjLx7TdJS0ujU5euWeZb+fEKVn68nOjoKjS94cYCjDC8WH33hpW7N5ISE5k4wTn/dM7m/GMCy8rdmAtnE5AVMBHpC0wCqqvq9jxs1xxYCXRX1dlexhLOFi9ayIrly4ifMp2evXoD0Kx5C3bu3MHQIU/SvUdPihYt6nGUocfKPf9VqVqVPfsPISIcPHiQ+IkTMs339LDhDBs+EoDxL/2TTz9ZVYBRhger796wcvdOlapV2Xvgt/PPpCzOPyawrNyNuXDWM13wPgJuAPZ6HYjJuw/en0fJkiW5487u56Xf0+de9u7Zw9dr1ngUWWizcs9/IoLkYnbPIkXsayO/WX33hpW7d3J7/jGBZeVe8ESCZzGBYb+KCpiqHlDV1aqa5nUsJu/WrVtLnbr1KFbs/EEdsbENAVi/bq0XYYU8K3cTTqy+e8PK3RhjTF5ZY7qAiUhfEVERqea+XyUia0WksYh8JiLHRGSriAwRkcz+fS4SkXEiskdEjorIchGp43eM1iIyX0QSROSEiPwiIm+ISLlcxthKRFa4+z8mIl+IyG0X/OFDQFJSIpGRkRnSy7hpSUmJBR1SWLByN+HE6rs3rNyNMcbkld0zHRwqAtOAF4FRQDfgOWAP8I5f3meBL4D7gVLA34EPRaSeqp5x89QEvgImAEeAasBA4HMRiVXVU1kFIiJ3u8ecD/QBTgEPAEtEpK2qrsjthxKRyjlkqZjbfQWTbIdE2biZfGPlbsKJ1XdvWLkbY/KTM8Ta+3NJEIQQMqwxHRzKAh1U9Wv3/XJ3wrG7yNiYXq+qd6e/EZEzwCygMbAaQFVf91kvwJfAKmAH0B74ILMgRKQE8C9ggap280lfCHyL05BvkofPtSsPeQuFyMiyJCZm7J04lJTkrC+TsVfDXDgrdxNOrL57w8rdGGNMXtkw7+Dwq09DOt2PQNVM8vo3hH90X8/lFZEKIvK6iOwCTuP0Lu9wV9fLJo4bgUhgsogUS19w6slioLGIXJqrTxSiYmJi2bRxA6dPnz4vfe3anwCo3yDGi7BCnpW7CSdW371h5W6MMSavrDEdHDK7ESsNKJ6LvOkTmRUHcO+zXgrcDvwDuA24Hmjqmy8LV7ivs3Ea4L7LUzjPec/LpfnoHJbGedhXUOjStRspKSnMmzvnvPRpUyZTKSqK65vkpePe5JaVuwknVt+9YeVujMlvRYJoMYFhw7xDTwxwFdBXVSenJ4pIrVxse9B9fQR3yHgm9uU2EFVNyG59MNwzkldt27XntlatGdD/IZKPHqVmrVrMmjmDpUsWM3HyVHsGaT6xci8YSxYv4lhqKskpyQBs3LCeeXOcx9q3bd+BEiVKcODAAT7/9BMA1rk9dkuWLKJ8ufKUK1+eW25t5k3wIcTquzes3L21ZPEiUlNTSUl2zj8bNqxnrnv+aeeef0zgWbkbc2FEVb2OIayISF9gElBdVbeLyCqgnKrG+OWLB5qrajX3fXNgJdBdVWf75KsGbAPuVdV4EYnFGfrdW1Vn+uR7ARgEjFLVuCxiKYlzn/MMVX04wB89A3eCsl0Am7ftonLlnOYrCw4pKSmMHD6MubNnkZSURJ06dRn01NP06NnL69BCWqiUezCfcuvWrsbOHTsyXbfh521UrVaNTz9ZRbvWLTLNc8utzViyfFU+Rvj7FbZrd6FS3wsbK3fv1KmV9fln42bn/GMCrzCXe0JCArWrR6e/jc6pE8crvr93/7Poa8peEeVxRJC4bw/92l+f/jZoy64wsMZ0ASuAxvRFwAacUQdPA0lAZ6A18AeyaUy7aXcDk4H3cIZ77wfK4/R2l1fVhwJYFoWyMW3MhbBTrjcKW2PaGGNM9gpjY/q1xf8Lmsb0w+3O3W0ZtGVXGNiQ+RDjPvaqM/Az8AYwA6gAtMrl9lOBFkBJd/vlODN8Xwvk+rFYxhhjjDHGGBPK7J7pAqaq8UC8z/vmWeTr6/d+Fc4EYP75tvunq+oGoE0mu/XPd14sPumfAp9mFpcxxhhjjDEm74RMfsx7IBhiCBXWM22MMcYYY4wxxuSRNaaNMcYYY4wxxpg8smHexhhjjDHGGJPPRCQoHg0bDDGECuuZNsYYY4wxxhhj8sh6po0xpgAp9mwsL4hNt2KMMcaYALPGtDHGGGOMMcbksyIEx7DgYIghVFhZGmOMMcYYY4wxeWSNaWOMMcYYY4wxJo+sMW1MHiUnJzN0yGA6tW9DdKXyFL9IGDs6zuuwQl5KSgqDBj5G9SpRlC4ZQZNGVzPr3ZlehxUykpOTGTZkMJ07tKVqVAUuvbgI4zKp16/9+xWa33wDVSqVp0zJCOrUrEqfP/Vm/bp1BR90CLP67g0rd2/Y96o3rL57wJ3N2+sFm807YMKuMS0ifUVERaRaHrdr7m53p9exuNveKCJxIlI6k3WrRGRVAEI0mUhKTGTihDdJS0ujc5euXocTNnp1v51pUyYz7JmRzF+wiEbXNabP3b2ZOWO616GFhKTERCa9/RYn09Lo1OWP2eZr07Yd/3n9LT5YuIRhI+L44fvvaH5zU37etKkAIw5tVt+9YeXuDfte9YbVd2MuXDhOQPYRcAOw1+tALtCNwEggHjjst+7hAo8mjFSpWpW9Bw4hIhw8eJBJEyd4HVLIW7xoISuWLyN+ynR69uoNQLPmLdi5cwdDhzxJ9x49KVq0qMdRFm5VqlZl9/6kc/U6fuLbmeZ7ZuSo897fcmszrr++KY2uasC7M6YxPG50QYQb0qy+e8PK3Tv2vVrwrL4bExhh1zOtqgdUdbWqpnkdS35R1fWqut7rOELVuSEypsB88P48SpYsyR13dj8v/Z4+97J3zx6+XrPGo8hCx4XU63LlywNQrFg4Xp8NPKvv3rBy9459rxY8q+/ekCBaTGCEXWPaf2i1OyR6rYg0FpHPROSYiGwVkSEikln5XCQi40Rkj4gcFZHlIlLH7xitRWS+iCSIyAkR+UVE3hCRcrmIL8dtRSQOeMF9u839PCoizX0+0yq//UaKyGsisltETrqfcZyIXOKXT0Xk3yJyj4hscMvjBxHplFPsxuSXdevWUqduvQyNtdjYhgCsX7fWi7DC2pkzZ0hLS2PTxo30e+CvlK9QgXv63Ot1WCHB6rs3rNxNOLH6bkxgWDeCoyIwDXgRGAV0A54D9gDv+OV9FvgCuB8oBfwd+FBE6qnqGTdPTeArYAJwBKgGDAQ+F5FYVT2VTSy52XYCEAk8AtzOb0PWM+2NFpEIYKW775HAj8AtwNPA1UBHv006Ao2BEUAKMBiYJyJ1VHVrNrH7H7dyDlkq5nZfJrwlJSVSvXqNDOllIiPPrTcFq3zpkqSlOQN8atf+A4uXraRydLTHUYUGq+/esHI34cTquzGBYY1pR1mgg6p+7b5f7vby3kXGxvR6Vb07/Y2InAFm4TQ+VwOo6us+6wX4ElgF7ADaAx9kFUhutlXVBBHZ6Wb7TlW35/D5+gANgR6q+p6btkxEUoC/i0hrVV3mk7840EpVk904vsW5sNADeD6HY/nalYe8xmQr2yGANjywwK349AtOnTzJ1i1b+Pcr42nfpiUfLV5O/QYNvA4tJFh994aVuwknVt8LnhAcRRsEIYSMsBvmnYVffRrS6X4EqmaS178h/KP7ei6viFQQkddFZBdwGjiF0xgGqJddIBeybTZaAqnAbL/0ePf1Nr/0lekNaQBV3QfsJ/PyMCbfRUaWJTEx41XyQ0lJzvoykQUdUti75pprub5JU3rd9ScWLfsYVSVu+DCvwwoJVt+9YeVuwonVd2MCwxrTjszGsqTh9NDmlDd9IrPiAO591ktxhl//A6ehej3Q1DdfZi5k2xyUxblgoL6Jqrofp8Fe1i9/XsojO9E5LI3zuD8TpmJiYtm0cQOnT58+L33t2p8AqN8gxouwjOuyyy6jTp26/LL5Z69DCQlW371h5W7CidV3YwLDGtOBFwNcBTypqq+q6ipV/R+ZN1ADuW12EoErxG88j4hUwBnqf/AC958pVU3IbgF+zY/jmtDTpWs3UlJSmDd3znnp06ZMplJUFNc3aeJRZAbg4MGDrFv7EzVq1vI6lJBg9d0bVu4mnFh990YRJGgWExh2z3Tgpff++j9664EAb3tej3gOVuDc79wVmOeT/mef9SYPlixeRGpqKinJzmj4DRvWM3eOM4q+XfsOlChRwsvwQk7bdu25rVVrBvR/iOSjR6lZqxazZs5g6ZLFTJw81Z6FGSBLFi/iWGoqySlOvd64YQPz3Hrdtn0HTp06Ref2bejRqze1atUmonhxftn8M6+9+gppaWkMHT7Cy/BDhtV3b1i5e8u+VwuW1XdjAsMa04G3EdgCPO/2BCcBnYHWAd72J/d1gIhMxrm3epPvvc4+3gH6AZPdR4L9BNwMDAUWqury3H00k+7R/g+xc8eOc+/nzn6PubOdud02bt5G1WrVPIosdM18by4jhw9jzKgRJCUlUadOXSZPnUGPnr28Di1kPPbIw+fX6znvMXeOU6/X/7yVipUqEduwIZMmvEVCwi5OnDjBFRUrcsutzZn27mzq1a/vVeghx+q7N6zcvWPfqwXP6rsxF078bqMNeSLSF5gEVFfV7e7zmMupaoxfvniguapWc983x3m8VHdVne2TrxqwDbhXVePdtHrAv3DudT4NLAeeAHYCo1Q1LrNY8rKtm/dZnJm6K+IM2W+hqueeMa2qzX3yRgLjgD8C5YHdwHR3n2k++RT4j6r29yuP7cAqVe2bVdnmlfvorF0Am7ftonLlnJ6kZUzhdzbMzrnBokgwTJ9qjDEmYBISEqhd/dwjGaPdWwiDju/v3UnLvqVcxSiPI4KDv+7h3tbXpr8N2rIrDMKuMW2ChzWmTTiyxrQ3rDFtjDGhxRrTv581pgPHJiAzxhhjjDHGGGPyyO6ZNsYYY4wxxph8Ju5/XguGGEKF9UwbY4wxxhhjjDF5ZI1pY4wxxhhjjDEmj2yYtzHGGGOMMcbkMxFn8VowxBAqrDFtjDEFyO5TMsYYY4wJDdaYNsYYY4wxxph8JghFguCiul3YDxy7Z9oYY4wxxhhjjMkja0wbk0fJyckMHTKYTu3bEF2pPMUvEsaOjvM6rJCXkpLCoIGPUb1KFKVLRtCk0dXMenem12GFjOTkZIYNGUznDm2oElWeEhdnXa+/++5bOrZrRfkyJalUvjS9ut/Otq1bCzbgEGf13RtW7t6w71VvWH035sJZY9qYPEpKTGTihDdJS0ujc5euXocTNnp1v51pUyYz7JmRzF+wiEbXNabP3b2ZOWO616GFhKTERCa+7dTrTtnU600bN9KuVXNOnjzJlOmz+O+bE/ll88+0ankLBw4cKMCIQ5vVd29YuXvDvle9YfW94KVPQBYMiwkMu2f6dxCRvsAkoLqqbs/jttcA44GrgVLA46o6PsDxKTBKVeMCuV/jqFK1KnsPHEJEOHjwIJMmTvA6pJC3eNFCVixfRvyU6fTs1RuAZs1bsHPnDoYOeZLuPXpStGhRj6Ms3KpUrcqe/b/V6/gs6vWYUSO45JJLmPP+AkqVKgXAtdc2IrZ+bf710j8Z+9zfCzLskGT13RtW7t6x79WCZ/XdmMCwnunf5yPgBmDv79h2IlAJ6OXuIz/G09wA2DdRPhERxC7pFagP3p9HyZIluePO7uel39PnXvbu2cPXa9Z4FFnoyE29Pn36NIsWLuCP3e4415AG54dws+Yt+GD+vPwOMyxYffeGlbt37Hu14Fl9NyYwrDH9O6jqAVVdrappv2PzGGC5qi5y9/FrPsS3WlUTAr1fY7yybt1a6tStR7Fi5w+miY1tCMD6dWu9CCvsbN2yhePHjxPjlruvmNiGbNnyCydOnPAgstBi9d0bVu4mnFh994bXQ7ttmHfgWWP6dxCRviKiIlLNfb9KRNaKSGMR+UxEjonIVhEZIiJFfLfBGVr/kLu9uuvi0v8/u+O4aS3d4yWKyHER2Skic0SkhE8eFZE4v33FiMh8ETkkIidE5HsR6eOXp7m7bW8RGScie0TkqIgsF5E6ASo+Y/IsKSmRyMjIDOll3LSkpMSCDikspZdzZJlM/i3KRKKqHDp0qKDDCjlW371h5W7CidV3YwLD7pkOnIrANOBFYBTQDXgO2AO8w29Dw78CZrv58sRtVH8EfAbcBxwGrgTaARcDx7LYrg7wJbAfeBRIBO4G4kXkClX9h98mzwJfAPfj3Nf9d+BDEamnqmfyEG/lHLJUzO2+jMl2CKBdYi1Q2f1b2FDNwLD67g0rdxNOrL4bc+GsMR04ZYEOqvq1+365iDQH7gLeUdUDwAH3xLVPVVf/jmM0AiKAJ1X1B5/0nKZdjMNpbLdQ1V1u2kIRKQ2MFJE3VPWIT/71qnp3+hsROQPMAhoDeYl7V85ZjMlZZGRZEhMzXiU/lJQ5PCn0AAAgAElEQVTkrM+kp9QEXmRkWQASM+mxOHQoCRGhdOnSBR1WyLH67g0rdxNOrL57Q9z/vBYMMYQKG+YdOL/6NKTT/QhUDeAxvgdOAm+KSB8RqZHL7VoCK3wa0unigRI4Pea+PvB7/6P7GsjPYkyuxcTEsmnjBk6fPn1e+tq1PwFQv0GMF2GFnRo1a1K8eHHWueXua+3an6hZsxYREREeRBZarL57w8rdhBOr78YEhjWmAyezm0vSgOKBOoCqbgFa4QzX/g+wRUS2iMiAHDYtS+Yzj+/xWe/L/7OkT7SW188SncPSOI/7M2GqS9dupKSkMG/unPPSp02ZTKWoKK5v0sSjyMJLsWLF6NCxMx+8P5fk5ORz6bt27uTTVSv5Y9fbPYwudFh994aVuwknVt+NCQwb5h0cTgCIyCV+M4SX88+oqp8Bn4lIUeA64BFgvIjsU9WsHrOViPM4Ln9R7uvB3x15NnKaUbww31u5ZPEiUlNTSXEbFBs2rGfunNkAtGvfgRIlSmS3ucmjtu3ac1ur1gzo/xDJR49Ss1YtZs2cwdIli5k4eao9CzNAlixexLHUVJJTnHq9ccN65rn1uq1br58ZMYpbbmzMHV078cSTQzhx4gRjR42gbLlyPPr4E16GHzKsvnvDyt1b9r1asKy+e6OIOIvXgiGGUCGqGSaRNjkQkb7AJKC6qm4XkVVAOVWN8csXDzRX1Wo+aQr8R1X7+6T1AmYA16vq/3zSPwFuTT9OFrFcjjMR2QuqOtjnGKNUNc59Px1nQrSaqrrHZ9sFQAsgSlWPuPd4rwS6q+psn3zVgG3Avaoan7tSypk7QdkugM3bdlG5ck7zlQWPOrWqsXPHjkzXbdy8jarVqhVsQGEgJSWFkcOHMXf2LJKSkqhTpy6DnnqaHj17eR1angTzKbdu7azr9Yaff6vX3377DcOHPsWa1V9RrFgxmjVvyXN//yc1atYswGjzprBduwuV+l7YWLl7x75XC15hr+8JCQnUrh6d/jY6WB8L6/t7d8bKHyhfMSqHLfLfgV/30LvFVelvg7bsCgNrTP8O+dCYLoXTWN0NjABOA32Ba4HqPsd5EOf+54+AnTiTkd0H3Am0VdWlPsfwbUzXAf6HM9R7NJAE/MldBqvqC26+5lhj2ph8ZadcbxS2xrQxxpjsWWP697PGdODYPdNBQFWP4jzeKhmYCrwOrAXG+WX9Hmdo/ihgETAFKA90SW9IZ7H/TcCNwCace63fB2JwGscvBPTDGGOMMcYYYzKQIPrPBIbdM/07uL2z8T7vm2eRr28maZnWXnd4902ZrHrbJ89qIMcZfjI7hqquBbrksN0qyPjX5Q4xt786Y4wxxhhjjHFZz7QxxhhjjDHGGJNH1jNtjDHGGGOMMflMJDjm8AiGGEKF9UwbY4wxxhhjjDF5ZI1pY4wxxhhjjDEmj2yYtwkKZ88qZ87aM4MKUtEiNsbHC4ePnfQ6hLBU5tKLvQ7BmAJz6sxZr0MISxcVtT4qkz2BoJhJ2/sIQof91RtjjDHGGGOMMXlkjWljjDHGGGOMMSaPbJi3McYYY4wxxuQzEQiGu+xsNu/AsZ5pY7KwauXHPPS3+7gmth4VypSkdvXK9LyjK999+02GvKdOneLV8S9x/bUNKXd5Ca6sUIbbmt3E6q++9CDy0JSSksKggY9RvUoUpUtG0KTR1cx6d6bXYRVKKcnJjBnxNL26dSCm5pVElb6Efz43JkO+Ca//m06tbqFBjSiqVbiM62Jq8eB9d7Npw/rz8r077R2iSl+S5fLqyy8U1EcLCatWfswD99/HVTF1KXv5pdSoeiXdb/8j336T8dxjAis5OZmhQwbTqX0boiuVp/hFwtjRcV6HFdImT5xAqYiiVCpbKsO677/7li7t21CpbCmir4jkTz3vYNvWrR5EGZrse9WYC2c903kgIn2BSUB1Vd3ubTQmv01483WSkhJ5uP+j1K1Xn4MHD/Dq+JdoccsNvL9gMc1btATgzJkz9O5+O199+TmPPfEkTZreyLHUVL777huOpaZ6/ClCR6/ut/PN//2PMeOep/Yf/sC7M6bT5+7enD17ll697/I6vELlUFIi0+Lfpn5MQ9p17ML0dyZmkS+JFq3a0i8mltKly7Bj+zb+Pf4FOra6mcWrvqJW7ToAtGrbng+XfZph+xeeHcWnK1fQvlOXfP08oebNN/5LUmIi/foPoF79+hw4cIB/vfwizW5uyocLl5w795jAS0pMZOKEN4lteBWdu3Rl0sQJXocU0vbs3s0zTw+mUlQUR48cOW/dz5s20rFNS2IbXk38tJmknTjBuNFxtGvVjC/WfEu58uU9ijp02PeqMRdOVG0G5dwSkfJATeA7VU3zOp7CTkQqA7sANm3ZyZWVK3sc0fn2799PhQoVzktLSUmhYf3a1K8fw4LFywD4zyvjefqpQSxf9TnXN2nqRai/S2GazXvxooV069KR+CnT6dmr97n0Tu3bsH79OjZv3UnRokU9jDD3DqV6P5t3+nlfREhMPEhszSsZ+NQzDHp6eI7bbt60gWZNruaxJ4cyeNjILPMdS03lqjpVaBB7Fe8v+jhgsf9ehWk276zOPTF1a1G/QQwLlyz3KLLQ5/u3cfDgQaIrlWfY8JE8MyLO28DyqLDM5t3j9i6ICGXKRDJ/3hz2Jh49t67Pn3ry6Ser+GH9ZkqVcnqtd+7YwTUxdej36GOMHve8V2FnqTDN5h0K36sJCQnUrh6d/jZaVRO8jCcrvr93Z3/yExUqXulxRLD/193c2Sw2/W2+lp2I3A+8BaSqakm/ddcC/wCaAqeBj4FBqpphCIqIPAL0A6oDe4B44FlVPZVfsedG4fmrDwKqekBVVwdLQ1pEinsdQyjz/zELULJkSerWq8/uhF3n0l779yvcdMuthaohXdh88P48SpYsyR13dj8v/Z4+97J3zx6+XrPGo8gKJxFBfucNU5HlnN6gYsWyH9g0f+57pKakcNc99/6u44Sz7M49CT7nHhN4F/K3YfJm5vSpfPHZp7z0r/9kWHf69GkWL/yIP3a9/VxDGqBK1arc0qw5H85/vyBDDUn2vWoKgohcCfwTp/Hrv64usAq4GOgB3Af8AfjM7cD0zTsM+BcwF2gLvAYMBTKeQAqYNabzQET6ioiKSDX3/SoRWSsiN4jIlyJyXES2i8i97vqOIvKtiBwTkZ9EpJ3f/uLc/V0jInNF5KiIHBGRqZlUou0iskBEbheR70TkBDDSXRcjIvNF5JCInBCR70Wkj8+25UXkpIhkuClSROq6MTzqk1ZRRN4QkQR3u20iMlJEwv62gCNHjvDDd99St34DABJ27WLHju00aBBD3PChVI+uyOUlLuK6q2OYNmWyx9GGjnXr1lKnbr0MDbjY2IYArF+31ouwwsaZM2dIS0tj888bGfTIg5QrX4Gef/pzttvMmBrPZaVK0anrHQUUZWg7cuQI33/3LfXcc48xhdmB/fsZ8uRA4sY+l+motG1bt3D8+HEauOd4XzGxDdm65RdOnDhREKGGLPte9YZI8CwF5HXgU2BZJutGA2lAJ1VdqKpzgY5AeWBQeiYRKQs8A7ylqkNVdZWqvgCMAu4Xkfr5/SGyE/aNowCoiHMf9T+ABOARYKKIRAN3As8CR4ARwPsiUkNV/a/OzANm4VS4BsAYoL6INPEbunAtUA8YC2wDUkWkDvAlsB94FEgE7gbiReQKVf2Hqh4QkQVAHxEZqaq+47/uBU4C08BpSANfA2dxKvkW4AacSlzNzZ8r7rCW7FTM7b6CxcAB/UlNTWXwkKEA7NmzG4DpU98h6srKvDj+VS4vdTmTJk7ggfvv5eTJk9z7l796GXJISEpKpHr1GhnSy0RGnltv8k+tqDKkpTkDcmrUqs2cBUu5snJ0lvk3/7yR/1vzFffcez8lSpQoqDBD2mOP9CM1NZWnhgzzOhRjLtjAAf2oXbsO9//twUzXJyU65/QyZcpkWFemTCSqyuFDh6hYqVK+xhnK7HvV5DcRuRtoBtTHabv4risGdALeUdVz93eo6g4RWQl0A55yk9sBETjtLV+TgHFAV2A9HrHG9IUrC7RV1W8AROT/cBq2Q4Ba6Q1nEdkDfA/cAbzqt4+5qjrY/f+lIrIPp3Hbw31NVwGor6o/pyeIyAyc4REtVDV9/N9CESkNjBSRN1T1CE6F6wbchnt1SESK4jS8P1TV9LNmHFAGaKCqO920FSJyHPiniLygqrmtsCE1HnF03HDenTGNf778Ctdc2wiAs2ed6xInTpxg7vyPqFK1KgAtW7Xmlhsa8/yzY6wxHSDZDr20YZn5av6STzh16iQ7tm3lzdde4c7ObZk1fzF16mV+MXjGlHgA7vrzfQUYZegaNXI4M2dM46Xxr3Jto0Zeh2PMBZk/bw6LPlrA52u+yXFIfXbrbTj+hbPvVeOqmNPfU17vqRaRCsB4YIiqJmSy/5pAceDHTDb/EWgtIhGqegKIcdN/8otpr4gc9FnvCRvmfeH2pjekAVQ1Cacx/b1fD/QG97VqJvuY5vd+Fs5N+C380n/0bUi7WgIrfBrS6eKBEji9ygCLgF85v2e5LRAF+E7l2wlYCewRkWLpi7s9OFeYws6zY0fxj+fGMXL0WB58uP+59MjIsgD8oU7dcw1pcL6gWrVuw+6EBPbv31/g8YaayMiyJCZmvEp+KCnJWV8msqBDCisNr76GRo2bcHuP3sz+cCmqynOjM5+s7NSpU8yeOY36MQ256hpr+F2ocWNG8fyzYxk1ZhwP9euf8wbGBLGUlBSeeOwRHni4PxUrRXH48GEOHz7MyZPOxIyHDx8mNTWVyLLOd2uSe473dehQEiLC5aVLF2jsoca+V70hQbT4+B9OB1h2S169BmwC/pvF+rLua8Y/cidNcDr30vOmqWpmj8hJ8tmXJ6wxfeEyqwQn/dNVNX0K34hM8v/ql/c0znBt/8qxN5Nty2aRvsdnffo+pwDd3F5rgL7utkt8trsC6Ayc8lvWuevLZXKsrETnsDTOw7488+zYUTw7ZhRDh4/kyaeGnreuRs2aWQ5jTZ8VtkgR+zO7UDExsWzauIHTp0+fl752rXORsn4DTy9KhpWSl11Grdp12Lplc6brly9eyMED+7nrzzbx2IUaN2YUY0fH8cyIuHO3lhhTmCUePMj+fft4dfxLVKlY9twye9ZMUlNTqVKxLPf3vZvqNWpSvHhx1q/9KcM+1q39iRo1axERkdnPKZNb9r1q8ouI3IHTlvir5vzYqOzWaxb/n5d95Dv7lR8czrt32O0JLovToPaVWWVJBDK7aSjKfT3okzYJpzHfS0TKAF1w7lU445PnILAUp6Gb2fJ2Lj6PE6xqQnYLfhcRgtHzz47h2TGjGPz0MIY+k/ExQMWKFaNj5z+yaeMGdmzffi5dVVm2dAk1atSkXLm8XH8wmenStRspKSnMmzvnvPRpUyZTKSqK65s08Siy8JOYeJCN69dSrXrNTNfPmDqJiIgIbu/RO9P1JneeGzeGsaPjGDL0GYYNz/oRZMYUJldUrMhHS1ZkWG5r3YaIiAg+WrKC4XFjKFasGO07duKD+fNITk4+t/2unTv57JNVdOnazcNPERrse9X4aEzOHWC5IiIlcWbYfhVnlGtptxPvYnd9aRG5lN/aOJn1KkfitHkOu+8TgQgRyaz3KpLMOzYLjN0zHRz+BHzj874Hzr/NqlxsuwKntznKb1j5n4FjwOr0BFXdICJrcIZ6FwUuIePN/AuADsAWVT2Ux88RUl55+UXGjhpJ6zbtaNe+I1+vWX3e+vRHYQ0fOZplSxbRtXN7hg4fSanLShE/6W1++vEH3pn+rhehh5y27dpzW6vWDOj/EMlHj1KzVi1mzZzB0iWLmTh5atA/CzMYfbxsMceOHSPF/aG6edMGFsyfC0DL1u04feoUvbp1oNudPalesxYREcXZumUzE17/N2kn03hiyDMZ9vnr3j2sXL6ULrd3p3TpjBMHmdwZ//KLjI4bQZu2zrlnzerzzz1Nmtpj+PLTksWLSE1NPfe3sWHDeubOmQ1Au/YdbFK9CxAREcEtzZpnSJ82ZTJFixY9b93Q4XE0v6kJPbp14fEnB5N24gTjRsdRtlw5HhkwsOCCDlH2veqNIghFguB+9CLnD/T+NYDPmS6HM8r1CXfxdwiYjzNJ83EgNpM8scAv7v3S8Nu90rHAuWe2uZMmlwM8nXreGtPB4XYROY0zMVj6bN4/4Nw7nZNRuPc5i8honKszf8KZWn6wO/mYr4nAGzg911+q6ia/9SOA1sCXIvIKzv0OETgzeXcAHszPB7sHk4ULFwCwbOlili1dnGF9Spoz+ViNmjVZ8vGnjBz2NI8+/ACnTp2i4VVXM2vOfNp37FSgMYeyme/NZeTwYYwZNYKkpCTq1KnL5Kkz6NGzl9ehFUpDBj5Kwq4d595/+P4cPnzf6aFY88MmKlSsRP2Yhkyd/DZ7dieQduIE5a+oyI033cqEd97lD3XrZdjnrOlTOHPmjD1b+gItXPAhAEuXLGbpkoznnuOnPB3RFvIe7f8QO3f89rcxd/Z7zJ39HgAbN2+jarVqHkUWXv5Qpy4fLf2YkcOe5s+9e1CsWDFubd6Csc/NpVz58jnvwOTIvldNPviVjHM+gTMxczOgPXBQVU+LyIc4baDBqpoMICJV3O1f9tl2MXAC5/ZU3weg98Xpwfb0wfOS81B2k05E+uL05FZX1e0isgoop6oxfvm2A2tVtZNfugL/UdX+7vs4nGdFN8KZRbsFTqVYADymqvtz2qe7LgbnEVy34syMtwEYr6rxmeQthVPRi+PcyzAhkzzlgOE49ztUBpJxHsW1GHguiwkA8sx9dNYugE1bdmb6rEmTf4oW8f7KaDg6lHoy50wm4MpcerHXIRhTYE6dOZtzJhNwFxW1uycLUkJCArWrnxuBHB2snT2+v3ff/3QtFSpd6XFEsH/vbrreeq75ku9lJyLxwJ2qWtInrS7O5GffAs/jdN6Nxhm6fbWqHvDJOwyns/E5frsddSzO7ap/y8/Yc2I903ngNk7jfd43zyJftSzSs2q97FTVLjkcO9N9uuvW4tz/nCP3WW7ZjlFT1YPAAHcxxhhjjDHGXKBMZtL2RDDEoKobRaQ58HdgNs6TjD4GBvk2pN2840QkGegHDMLpGHwe5znTnrLGtDHGGGOMMcaYfKGqfXGGZfunfwO0yuU+XgFeCWhgAWDjUYwxxhhjjDHGmDyyxrSHVDVOVcUdVm2MMcYYY4wJVRJEiwkIa0wbY4wxxhhjjDF5ZI1pY4wxxhhjjDEmj2wCMhMUihQRe1STCQv2iCZjTH6zRzQZE5zE/c9rwRBDqLCzrTHGGGOMMcYYk0fWmDbGGGOMMcYYY/LIGtPG5FFKSgqDBj5G9SpRlC4ZQZNGVzPr3ZlehxXyrNwL3g/ff0+3Lh2pXaMKZS4rTlSFSJrdfAMzpk31OrSQZ/XdG1buBe/TT1ZR/CLJdFmzerXX4YU0q+8eEJAgWGyUd+DYPdPG5FGv7rfzzf/9jzHjnqf2H/7AuzOm0+fu3pw9e5Zeve/yOryQZeVe8I4cOUzlytH06NmbqCuvJDU1lZkzpnFf33vYsWM7Q4Y+43WIIcvquzes3L0zeuyz3NqsxXlpDWJiPIomPFh9N+bCiap6HUPIE5E4YKSq2nUgHyJSGdgFsHnbLipXruxxRDlbvGgh3bp0JH7KdHr26n0uvVP7Nqxfv47NW3dStGhRDyMMTVbuweXWm5qyd+8eNm/d6XUoIcnquzes3L3x6SeraNuqBdNmvsftd9zpdThhIxTqe0JCArWrR6e/jVbVBC/jyYrv790PPl/HFZWu9Dgi2Ld3N11ubpD+NmjLrjCwYd7G5MEH78+jZMmS3HFn9/PS7+lzL3v37OHrNWs8iiy0WbkHl3LlylGsmA1syi9W371h5W7CidV3b0gQLSYwrDFtTB6sW7eWOnXrZWhIxMY2BGD9urVehBXyrNy9dfbsWU6fPs2BAwd447+vsWzpEp4Y9JTXYYUsq+/esHL31uOP9qNkRDEqRJaic4e2fPH5516HFNKsvhsTGNaYDjAR6Sgi34tImohsE5FBmeSJEJHn3PUnRWS3iPxHREr75WspIqtEJFFEjovIThGZIyIlfPKMFJE1IpIkIkdF5FsR+YuIiN++LhGRF0XkVxE5JiKfikgjEdkuIvF+eSuKyBsikuDGt809Tth3RSUlJRIZGZkhvYyblpSUWNAhhQUrd28N6P8wlxW/iCpRFRg86HFefPkV7v/bA16HFbKsvnvDyt0bpUpdTr9HBvDqa2+wePlK/vnSv0hI2EXbVs1ZtnSJ1+GFLKvvxgRG2DeOAklEbgPmA18BvYCiwGDgCp88ArwP3AY8B3wGNARGATeIyA2qmiYi1YCP3PX3AYeBK4F2wMXAMXeX1YA3gPSbF5sCr7p5R/uENwnoCfwD+BioD8wDSvl9horA18BZd/stwA3AM+6x7s1DeeR0E3TF3O4rmPhdp/BfWXCBhBkrd+88OWQofe+7nwMH9rNwwYc8PqA/qcdSeXxghmuFJkCsvnvDyr3gXX3NNVx9zTXn3t988y106dqN666JZdiQwbRu09bD6EKb1XcPBMsY62CIIURYYzqwxgH7gNaqegJARJYA233ytAHaAoNV9QU3bZmI7ALeBf4MvAU0AiKAJ1X1B5/tp/seUFXPNW5FpAiwCudPZICIjFFVFZH6QG/g76r6tM8x9wEz/D5DHFAGaKCq6Q30FSJyHPiniLygqutzWR67cpmv0IiMLEtiYsartYeSkpz1ZTJe5TUXzsrdW1WqVKFKlSoAtGvfAYARw57m7nv6UL58eS9DC0lW371h5R48SpcuTYcOnXjrzdc5fvw4xYsX9zqkkGP13ZjAsGHeASIilwKNgbnpDWkAVU0GPvTJ2tJ9jffbxXtAKk6PNcD3wEngTRHpIyI1sjhuSxFZLiJHgDPAKZwe5bJABTdbM/d1lt/ms4HTfmmdgJXAHhEplr4Ai/z2FZZiYmLZtHEDp0+fX2xr1/4EQP0G9hiP/GDlHlyua3w9p0+fZtvWrV6HEpKsvnvDyj24pD9tJtveU/O7WX03JjCsMR04ZXDK89dM1vmmlQVOq+oB3wzqfGv86q5HVbcArYD9wH+ALSKyRUQGpG8jItcDS923fwVuwmnQj3PT0i/llnVf9/kd8zTgf1nyCqAzTqPcd1nnri+XyefLSnQOS+M87CsodOnajZSUFObNnXNe+rQpk6kUFcX1TZp4FFlos3IPLp+sWkmRIkWoXiPTa3zmAll994aVe/A4dOgQCxcu4KqrriYiIsLrcEKS1XdvSBD9ZwLDhnkHziFAyfw+YN+0RKCYiJT3bVC791JXBP6XnqaqnwGfiUhR4DrgEWC8iOxT1Zk492WfAjr59oaLSFe/46c3mK8AdvvkK8ZvDe10B4EfgWFZfM49WaRnkNMz6wrj1ea27dpzW6vWDOj/EMlHj1KzVi1mzZzB0iWLmTh5atA/k7GwsnL3Rr8H/8ZlpUpxXePrueKKKzh48CBz57zH7Fnv8vgTT9oQ73xi9d0bVu7e6HPPXURHV+HaRtdRrlw5ftm8mX+Nf5H9+/bx1tvxXocXsqy+GxMY1pgOEFVNFZGvgdtF5Emfe6Yvw+npTbcCZ1Kyu4GXfdLvAC511/vv+wywRkQ2An8CrgVm4jTeT+MM78Y9XnHgHr9dfOq+9gS+9Um/k4x1YAHQAdiiqody+NhhaeZ7cxk5fBhjRo0gKSmJOnXqMnnqDHr07OV1aCHNyr3gNWl6A+9MnsS0KZM5fPgwJUuWJLbhVUyMn0LvP93tdXghzeq7N6zcC15MbEPmzHqXCW++TkpKCpGRkdxw0828PWkK1zUudAPYChWr7wVPJDjmdguGGEKFpN+TYi6ciLQGFgNfAi/izOb9FE6Pc7QzF5gIzv3HLXGGY3/Bb7N5bwbSZ/N+0M3zEc5M3RE4s3rfCbRV1aUi0hKn8T0beBOnl3kQzgzdtYHqqrrdjW060IPfZvNuADzh5p2rqve5+SrhzEZ+HHgF2OQeuxpOI/vBnHqc81BelXEnKdu8bReVK+c0+bcxxhhjjDGQkJBA7erR6W+jA/X7NNB8f+9+9OV6rqh0pccRwb69u+l4Y/30t0FbdoWB9UwHkKouc4dYj8WZmftX4DWce5dHunnUzROH85ipYThDq6cAQ1U1zd3d9zgzf4/CaYynAGuBLqq61N3XxyJyH06D/UOcIdxv4dxn/bZfePcCe4G/AI+7+++B0/g/7PMZ9orIdcBw4EmgMpAMbHPzWm+1McYYY4wxJuxZz3QYE5EbcXrG/6Sq03PKnw/Ht55pY4wxxhiTZ4WxZ3phEPVMd7Ce6YCwnukw4Q5BvwH4BmcI91XAEJyh5XM9DM0YY4wxxhhjCh1rTIePozjDxh8DLsMZWr4IeNp3JnBjjDHGGGOMMTmzxnSYUNU1wM1ex2GMMcYYY0xYEnfxWjDEECKKeB2AMcYYY4wxxhhT2FjPtAkKqspZmwyvQBWxhwx64tSZs16HEJYuKmrXjk34SDtl5xkvXHKRnWeMCTfWmDbGGGOMMcaYfCbuf14LhhhChV1CM8YYY4wxxhhj8sga08YYY4wxxhhjTB5ZY9qYLCQnJzNsyGA6d2hL1agKXHpxEcaNjsuQT1WZ9PZb3NTkOiqWvZzoiuVoe1tzFi/8qOCDDmEpKSkMGvgY1atEUbpkBE0aXc2sd2d6HVbImjxxAqUiilKpbKnz0r/64nP6P/hXbr2hMeVKFadURFF2bN/uTZAhzOq7N5KTkxk6ZDCd2rchulJ5il8kjM3kvG8uzFdffk73rh2pGlWWipGXcm1sHf7x3Njz8qz6eDmtm99EpbIlqRFdgYf+di8H9u/3KOLQZOeZgicSPIsJDGtMe0xE4kVku1+aikhcLrbt6wLhkWsAACAASURBVOat9juO2yE3xwhnSYmJTHr7LU6mpdGpyx+zzDd21Ej6P/QA1zVuzLR3Z/PGhElcfMkl3NG1M/PnzS3AiENbr+63M23KZIY9M5L5CxbR6LrG9Lm7NzNnTPc6tJCzZ/dunnl6MJWiojKsW7XyY1Z9vILK0dE0aXqjB9GFB6vv3khKTGTihDdJS0ujc5euXocTkt57dzod27Sg1OWX8/pb8cyat4DHBj6J+kxC+vlnn3Bn146Ur1CB6bPm8fwLL/PJxyv4Y8fWpKWleRh9aLHzjDEXTtRmUPaUiMQDzVW1mk9aUyBBVRNy2LYvMAmorqrb83jcfwP9VNWza1MiUhnYBfDz1p1cWbmyV6FkKv1vQ0Q4ePAgVaMqMPSZEQwbEXdevtrVo6lWrTrLVn56Lu3EiRPUiK7Ezbc0Y9bc9wsy7FwrTLN5L160kG5dOhI/ZTo9e/U+l96pfRvWr1/H5q07KVq0qIcR5l5hmM27x+1dEBHKlIlk/rw57E08em7d2bNnKVLEuQ77yssv8szTg/lp4xaqVqvmUbS5U5hm8w6l+l7Y+J/3oyuVZ9jwkTzjd94PdsE6m/ee3btpfHU9et11Dy/+6z9Z5mt5S1OOHUvl8zXfUayYM1fumtVf0rblLbw4/t/85W8PFVTIeVKYZvMOhfNMQkICtatHp7+Nzul3s1d8f+8uXr2BKypd6XFEsG/vbto1rZf+NmjLrjAoPH/1YURVV1ul9p6IILlocF500UWUuvzy89IiIiK4JCKCiIiI/AovrHzw/jxKlizJHXd2Py/9nj73snfPHr5es8ajyELPzOlT+eKzT3kpix+66Q1pk3+svnsnt+d98/u8E/82qampDHhicJZ59uzezbff/I+eve8+15AGaNL0RmrV/gMLPgzOC9SFjZ1nvCFBtJjACNtfRSJSV0RmiMg+EUkTkZ0i8o6IXCIi5UXkNRFZLyIpIrJfRD4WkVv89lHNHWY9SEQGisg2N/9Xbu+y/zH7isgm93gbROTPWcSWYZi3iDQVkS9E5ISI7BGR54CLMtm2p4gsFZG9InLcPc7zInKpT554oJ/PsdKXam6aiMjDIvK9u49DIjJbRGrktZzDwcP9H2XZksVMnvQ2hw4dYu/evTz15ECOHjnCQ/0f8Tq8kLBu3Vrq1K133g8rgNjYhgCsX7fWi7BCzoH9+xny5EDixj4XdCNFwonVdxOqvvziM8pERrJ500ZubnItZS+7mFpVK/L4Iw9x9KgzAmbDeqd+N4iJzbB9g5hYNqxbV6Axhyo7zxgTGGH5nGkRuQr4HDgIjAA2A5WALsDFQKSbdRTwK1AS6AasEpHbVHWV3y77ARuBx9z3Y4CFIlJdVY+4x+yLMyR7PvAEcDkQB1wCZDseS0TqAyuA7UBf4BjwMHBXJtlrAwuB8UAqUBd4CrgeaOkT36XAncANPtvudV/fcI/zirttJE45fSkiV6nqvuzi9Yk7p1/jFXOzn2DX/9HHKF68OI8/2p+HH/grAJGRkbw37wNuuPEmj6MLDUlJiVSvnvFaTpnIyHPrzYUbOKAftWvX4f6/Peh1KGHN6rsJVXv37Ob4sWP0vbsnjw8aQuMmL/HdN//Hc2Pj2LB+HYuWf3KufqfXd19lykRa/Q8QO88YExhh2ZgGXgJOA9er6gGf9Gnu6yacxioAIlIUWAJUAx4FVvntLxnopKpn3Px7gK+B9sBMESkCjAO+Bbqpe1OWiHyO05Dfk0O8I3BGZLRMb8iKyEdAhsuGqnpuOkxxxqp9AWwAPhGRhqr6o6puEZF9bv7Vvtu7Pep/BZ5Q1Zd80j8DfgYG4jSwc2NXLvMVau9MnsSTAx/jgYf70aZte06ePMn0qVPoeUdXps+aQ+s2bb0OMSRkO/TShmVesPnz5rDoowV8vuYbG+YaBKy+m1B09uxZTpw4wVNDR/D4IOenxC23Nueiiy/m6Scf55OVK87llSwGotr5KXDsPOOBYBljHQwxhIiwG+YtIiWAZsAsv4a0f74HReRbETmB0/A+BdwG1Msk+0fpDWnXj+5rVfe1DhAFTFefGd9UdQfwZS7CbgGs8O0Rdo/3biZx1xCR6SLyK3DGjfsTd3VmsfvrBCgwVUSKpS84PfQ/AM1zsY+wcejQIQY+2p++9/2F5/7+T1q0vI227dozeep0Gl3XmAH9g3OSlMImMrIsiYkZr5IfSkpy1pfJ2INhci8lJYUnHnuEBx7uT8VKURw+fJjDhw9z8uRJAA4fPkxqaqrHUYYPq+8mVEVG/j979x0fRZ0+cPzzhICUiBKKEEgITWpApKoIKL0KKlLEH2A5DhQRBIRQpXh6p5zdU1roghQR6aJgB5VDpYr0AEpIAJNQQ76/P2bCbTabkMAms9k8b1/7Ivud78w8Mxkn++y3THEA7m/ZOlV5q9ZtAfh5+3+v1vHUMnr6dBzF9Pr3Cr3PKOUdeS6ZBooB+YB0J/gSkaHAe8AW4CGgMdAAWAsU8rBKqruRMSbluQ0pdYvb//7hYV1PZe6KZ2ZdEQkCvgIaAWOwEt8GwINu8WTkNqzvq/7ESsRdX42BEpnYRorQa7waZGFbPmnfb3s5f/48d9ZLeyh169Xj8KFDJCQkOBCZf6lVK4K9e3aTlJSUqnzHjl8BqFGzlhNh+Y3YU6c4+eefvPX6VMJKF7/6WrL4QxITEwkrXZwn+/Z2Osw8Q6935a88jYOG/82iHhAQQPUa1vXtaczurp07qF6zZvYFmIfofUYp78iLyXQcVottRuN5ewObjDEDjDGrjDFbjDE/Ajdf5z5Tkm1PY4QzM244NpPr3o/VAv64MWa6MeZLO+74TEdqjSM3QBOsZNf9lekHbxpjojN6kbkvEnxamTLWc3h/2JqqtzzGGH7YsoVixYpRpEgRT6uqLOjcpSsJCQksX7Y0Vfn8ubMpExJCw0aNHIrMP9xWujSr1m1M82rRqjUFCxZk1bqNjJ0wyekw8wy93pW/6tzF+m7/s/VrU5WvX7cGgPoNGxFStiz16jdk8YfzuXLlf53+ftj6Pft+20unzl1zLmA/pvcZZ4gP/ae8I8+NmTbGnBeRzUA3ERltjDnlqRpw0bVARGpjTdZ1PeOA92JN7tVTRKa6jJkuD9zNtcdMfwF0FpHbXMZM5wO6e4gb99iB/h62edHeTiFjzHmX8k+BkUBZY8zia8Tl99atXcO5xETiE6zvI/bs3s3ypUsAaNOuPaFhYTzQ5UFmTp9GgZtuok3b9ly6eJH5c+fw3bffMG7CRB3f5QVt2rajRctWDH5mAPF//UWlypVZ/OFC1q9by8zZ83z+WZi+rmDBgtzbrHma8vlzZ5MvX75Uy07FxPD1V9bIkZ12C8aG9WsoUaIkJUqUpEnTZjkRsl/T691Z69auITExkYR4676/e/cultn3/bbt2lO4cGEnw8vV7m/ZmrbtO/LPf0wiOTmZBg0b8d9tP/HKSxNp064Dd93dBIAJk/9B145t6PPoIzz5twHExJzkxbGR1KhZi0f/r5/DR+Ef9D6jlHeIyxDePMNlNu+TwMvA71jdmztjJZ7DgLFYs15vxhrzPA5rduxAY0y4vZ1w4CAw3Bjzqts+DPCiMWaC/f4JYDrWbN7TgFtxmc07ZZvprFsLa0Kzg8BErNm8nwZqYHWXrmCMOSQixbEmNDuCNRP5ZeBRoB7WLN/9jDFR9jb7Ys0u/iKwBqu1/hdjzCUReR+rdf4d4Ev7uMtgtVb/aox5LwunO12uD7H/7cARn3wUT/UqFThy+LDHZbt+O0D58HAuXLjAf959m4Xz53H40EHy589P5Sq303/A03Tv2ctnk+kAH40rPQkJCYwfO5plSxYTFxdH1arVGPbCKB7p3sPp0LLk8pUMJ+/3KX9/sh8rli/lROxfV8u+2ryJDm1aeKzf5N5mrN7weU6FlyX58+Wujlj+cr3nRlUrh6d739+z7yDlw8NzNqDrcPGy795nzp8/zysvTWTJooX88ccJSpcJ4ZHuvXhh9Dhuuummq/W+2LiBlyZN4NdftlOocGHatOvApCn/pGSpUg5Gn7Gb8ut9JidFR0dTpUJoyttQu9ejz3H9vLt+yx5uK1PW4YjgzxPHaN2oWspbnz13uUGeTKYBRKQ6ViJ5P1b37T+Az4G/Y7XwTgF6Yo1X3oWVxHYFml9PMm2XPYE1E3Z5rMdcvYw1GVrzjJJpu+xu4DWgLnAamIuVOH+AnUzb9e6y69XBSoJXAO9izSTumkwXwEqWH8AaBy1u2+mH9cVCLazhAMexZgZ/0xjzUyZO8TXlhmTan+W2ZNpf5KZk2p/ktmRaqRvhy8m0P8ttyXRulyuT6a17KO0DyfQfJ47RuqEm096QZ5Np5TxNpp2lybQzNJl2hibTKi/RZNoZmkznLE2mr58m096j/9crpZRSSimllFJZlOcmIFNKKaWUUkqpnCb2y2m+EIO/0JZppZRSSimllFIqi7RlWimllFJKKaVygjYL+xVtmVZKKaWUUkoppbJIW6aVUioH/XU+yekQ8qTiQQWcDkGpHBOgTSVKKZUjNJlWSimllFJKqWwm9n9O84UY/IV+d6mUUkoppZRSSmWRJtNKpSM+Pp7RI0fQqX0byoeUokiBAKZMnOCx7uXLl3nz9ak0qFub4kULE1KyGPc3vYfvv/s2Z4P2YwkJCQwb+hwVwkK4NaggjerdweJFHzodVq6UEB/P5HGj6PVge2pXLku5Yjfx2suT0tQbMvBJyhW7Kc2rWcOINHX/OXk8fbp3oV6NCpQrdhNDBj6ZE4fit+Lj44kcOYKO7VoTWqYkhfILk9O5/yjv2PTF5/R/8nHq1KpG8VuKULF8Wbo9+ADbfvrJ6dD8xi8/b+fhLh2pUTmcUrcWIaxMCVo0u4cPF8xLVc8Yw3vvvEW92jUoUbQQVcLLMmTQQE6fPu1Q5P5J/64qdeO0m7dS6YiLjWXWjGlE1K5Dx84PEDVzhsd6V65coUe3B/num68Z8vxwGt11N+cSE/nvtp9ITEzM4aj9V49uD/LTjz8wacrLVLn9dhYtXECf3j1JTk6mR89eToeXq5w+HcuC2TOoXqs2bTp0ZuGcmenWLVioEItWrEtVVqhgoTT1pr33JtVrRtC6bQcWzZ/t9ZjzmrjYWGZO/4CI2nXo1LkLs2ZOdzokv/fB++8RFxvL088MpnqNGsTExPDGv1+jWZPGrFy9jub33e90iLne2TNnKFculIcf6UFISFkSzyWyeOEC/vZ4H44cPsyIUaMBGD1yOO++9QbPDnme5ve1YM+e3bw0cTzbfvqRzzZ/Q/78+R0+Ev+gf1dznoj1cpovxOAvNJnO40TkELDJGNPX4VB8Tlj58hw7GYeIcOrUqXST6ffeeYv1a9ewcfPXNGzU+Gp52/YdcipUv7d2zWo2fraBqLkL6N6jJwDNmt/HkSOHiRw5nG6PdCdfvnwOR5l7lAstz85DfyIixMWeyjCZDggIoF6DRtfc5t6jsQTYsx4tXbzAa7HmVWHly3Mi5vTV+48m09nv9TffoVSpUqnKWrdpS61qlfnnyy9pMu0F9zZrzr3Nmqcqa9e+I4cPHyJqxjRGjBrN8WPHeO/tN3nq7wOZOOVlAO5v2YqSJUvyRJ/ezJ8TRd8nnnIgev+if1eV8g7t5q1UOkQEycRXd+++/SZN7m2aKpFW3vXJx8sJCgrioYe7pSp/rE8/Thw/ztYtWxyKLHfK7LWdFQE6fbBXZcfvSGXMPZEGCAoKolr1GkRHH3UgoryjePHiBAZa7Ts/bP2eK1eu0Lptu1R12rbvCMCKj5fleHz+SP+uKuUd+ulHqRsQffQohw8domatWowfE0l4udIULZSf+nVqMW+OdnX1lp07d1C1WvWrH7ZSRETUBmDXzh1OhJUnXDh/nrpVwwgrXoj6NSsyevhgTp+OczospXLE2bNn2f7fbVSvUdPpUPxKcnIySUlJnIqJYdr777Fxw3qee344AJcuXQLgpgI3pVonf/78iAg7d/ya4/H6I/276gzxoZfyDk2mHSYilUVklojsE5FzInJMRFaKSIRbveYiYkSkt4hMFZE/ROS8iGwWkbpudaNEJEFEaorIRhFJFJEYEXlbRApnEEuQiJwRkfc9LAsXkSsiMtx7R5/7HT9+DID5c+ewauUnTH39LZZ9sopq1WvQ/8l+zJoxzeEI/UNcXCzBwcFpyovZZXFxsTkdUp5Qo1YEYye9zBv/mcm8JSt5pOdjLF4wh65tm5OYkOB0eEplu+cGPU1iYiIvjBztdCh+ZeizTxMcdBMVQ0szavhQ/jn1dR5/qj8A1arXAEgzgeeW777FGENcrN7vvUH/rirlHTpm2nkhQCwwEogBgoE+wBYRqWuM2etW/yVgG/AkcAswAdhk1z3gUi8/sBp4H3gZuBsYA5QHOnkKxBiTICIzgb+JyAhjzFmXxQOBS0D6gyvdiEi5a1Qpndlt+ark5GQALly4wLJPVhFWvjwALVq2oknjBvxjyiT66dgur8iwy6t2h80WTw0cnOp90/taUrP2HfTv04MFc2akWa6UP3lx/Fg+XDifqa+/xZ316jkdjl95fsQo/q/fE8TEnGTtqk8Z9tyznEs8x7NDnieidh3uadKUN//9KlVuv537WrRi7+5dPDdoIPny5dMhJV6kf1eVunGaTDvMGPMl8GXKexHJB6wCdgL9gaFuq8QAXY0xxq7/NbAPGAW4Zm0FgNeMMW/a7zeIyGVgiojcY4z5Jp2Q3gYGA/2A1+19FAQeBxYaY7LyVaXfDzILDi4OwO1Vq11NpMH6A9WyVWte/efLnDx50uNYPJV5wcHFifXQGnE6zupuHFws7bfrKnu06/gAhYsUYduPW50ORalsM2XSi7z80mRenDSFAU8/43Q4fic0LIzQsDAA2rRtD8CEsZH06v1/lChZkjkLFvH3p/rR59EeABQoUICnn32OTZ9v5MyZM47F7U/076pDfKWPtS/E4Cf06z2HiUigiESKyC4RuQQkYbUAVwGqe1hlQUoiDWCMOQx8C9znoe5893Xtfz3VTdneAeBTYKD87yvLXkBxrERbuahYqRKFC3vuOZ/ya9Jv0W9crVoR7N2zm6SkpFTlO+yxczVq1nIirDzLGEOA6HWt/NOUSS8yeeIExoybwIiRkU6HkyfUq9+ApKQkDh60OtiVLFWKpStWsf/ICb794b/sP/oHo8e9yO/7fuOeJvc6HK1/0L+rSnmHfhpy3lRgEvAxVvfrRkAD4Gcg7cNc4Y90yoq7lSV5aEVOWde9rrs3sJL5Vvb7p4HvjDHbrrGeu9BrvBpkcXs+JzAwkA6dHmDvnt0cPnToarkxhg3r11GxUiVKlCjhXIB+onOXriQkJLB82dJU5fPnzqZMSAgNG1370U3KO1atWMb5c+eo26Ch06Eo5XX/mDKJyRMnMDJyDKPHjnc6nDzjy82bCAgIoEKFiqnKS5YqRa2I2txyyy3MmPY+iYmJ/G3A0w5F6V/076pS3qHdvJ3XG5hjjEn19beIlAA89WXyNM64NNa4a1eBIlLcLaFOWTfDrtrGmM9FZAfwjIgkAHfacWaJMSY6o+W54bEv69au4VxiIvEJ8QDs2b2b5UuXANCmXXsKFy7MuAkT2bBuDV06tiNy7HhuLlqU2TNn8OsvPzN3wSInw/cbbdq2o0XLVgx+ZgDxf/1FpcqVWfzhQtavW8vM2fP0WZjX4fMNazl37hyJ9rW9b+9uPl1hPXKmRau2xJ6K4Zmn+tD5oW6EV6iEiPD9N18x/T9vUbVaDXo99niq7X33zZfEnjoFwJUrV4g+euTq9u66516KlyiZg0fnH9atXUNiYiIJ8dbvaPfuXSyz7z9t7fuP8p7X//0aEyeMo3WbtrRt14Et33+fanmjxvr4wxv17MD+3Fy0KPXqN6BUqduIjT3F8mVLWPbRYgYPHUaJktZ9IsqevLNCxUqcPXuGDevWMidqJuMnTuGOunc6eQh+Q/+uOkPs/5zmCzH4C3HpMawcICKxwEfGmL+7lHXA6mq92RjT3C5rDnwB/AQ0cBkzXR5rzPQcY8yTdlkU1iRmg13GTCMikcAU4F5jzNd22SFgkzGmr1tcTwH/Ab4GqgJhxphLXj72ctjjqn87cISy5a41X1nOq16lAkcOH/a4bNdvBygfHg7Azh07GDdmFN989SWXL1+mdp07GDEyknYdOuZgtFkTkAu+zHCVkJDA+LGjWbZkMXFxcVStWo1hL4zike49nA4tS2ITvPq/0XVrXPt2oo96vra/+3kvNxe9hWGD+rPzl+3ExJwk+coVyoaG0bbDAwwa+gJFb7kl1ToPd2zF99986XF7i1eu5+4mzbx+DFlRPKiAo/u/HlUrh6d7/9mz7+DV+4/yjtYtmvPVl5vTXX7+cu75vHT5SrLTIXg0b/Ys5s2Zzd69uzl75gxBQUHUiqjD//V7nB69/ved/azpH/Du229y9MhhAgICqF2nLoOeG0KHTg84GP215c+Xuzp85va/q9HR0VSpEJryNvRajThOcf28+8WPv1E6pKzDEcEfx49xX/3bU9767LnLDTSZdpiIzAa6Y83m/QtQDxgOXAT2e0imj2LN5j0NazbvF4HbgLrGmP123SigJ1a37veBH/jfbN4bjDHtXfZ/CM/JdCF7X8WBycaYsV4+9FyRTPuz3JZM+wtfSabzmtyYTCt1vXw1mfZ3uS2Zzu00mb5+mkx7j3bzdt5g4DLWbNxBWInyg8DkdOpHYo01ngUUBbYCPVISaReXgY7Am1hJ9HmsBDxTz4k2xpwXkZVY3bv/k4XjUUoppZRSSrkR8Y2njvlCDP5Ck2mHGWPOYD0z2l3zdFa5YIwZjJWEX2vbv5LBzN12nXBP5SJSAGgDLDfGHLvWvpRSSimllFIqL9FkWqUiIiWxxkj3w+o+/rKzESmllFJKKaWU79FkWrnrgNWF/AQw8Doeh6WUUkoppZRyI/bLab4Qg7/QZDqXMMZsIpPXvj2ZWN/r3E8UEHU96yqllFJKKaVUXqHTDiqllFJKKaWUUlmkLdNKKZWDCgTqd5hKqeyljz5UykdpP2+/o5/qlFJKKaWUUkqpLNJkWimllFJKKaWUyiLt5q2UUkoppZRS2czq5e18H2vnI/Af2jKtVDri4+MZPXIEndq3oXxIKYoUCGDKxAke616+fJk3X59Kg7q1KV60MCEli3F/03v4/rtvczZoP5aQkMCwoc9RISyEW4MK0qjeHSxe9KHTYeVKCfHxvDhmJN0eaEf18DKUujk//3xpose6v2zfxkOd2hBe+lYqlytB317dOHTwQJp677/zBn17daN+rSqUujk/Xdq1yO7D8Gvx8fFEjhxBx3atCS1TkkL5hcnp3H+U9+h5z16//Lydhx7oSLXK5SlxS2FCSxfn/qZ38+GCeWnqbv/vNjq2bcVtwTdTtlQxej7yEAcPpL33qOun17tSN06TaS8RkUMiEuXyPlxEjIj0zab9FRaRCSLS3MOyvva+w7Nj33lFXGwss2ZM49LFi3Ts/EC69a5cuUKPbg/y8pRJPNK9B8tXrmbm7Hm0at2GxMTEHIzYv/Xo9iDz585m9JjxrPh0DfXqN6BP7558uHCB06HlOnFxscyNms6lixdp17FzuvX27d1Dl/YtuXzpEtNnL+T1d6Zx4Pd9dG5zH6diYlLVnT1jGtFHD9OkaXNKlCiZ3Yfg9+JiY5k5/QMuXrxIp85dnA4nz9Dznr3OnDlD2XLlmDBxCktXrOKDGbMJKx/Ok/3+j1f+Mflqvb179tCu1X1cunyJOfMX8e4HM/h932+0btGUGLd7j7p+er07QEB84KVN096j3byzzwngLmB/Nm2/MDDe/nmT27JV9r5PZNO+84Sw8uU5djIOEeHUqVNEzZzhsd5777zF+rVr2Lj5axo2any1vG37DjkVqt9bu2Y1Gz/bQNTcBXTv0ROAZs3v48iRw0SOHE63R7qTL18+h6PMPULDyrPvaAwiQuypU8ybPdNjvVemvMhNBW5i/kcruLloUQDq1L2TxndU5903pzJu0j+u1v36x18ICLC+n23a8I7sPwg/F1a+PCdiTl+9/8yaOd3pkPIEPe/Zq2mz5jRt1jxVWbsOHTl86CCzZkzjhVFjAJg8cTwFbrqJJctXUtS+99StW486NW/nzX+/yqSXXsnp0P2SXu9K3Thtmc4mxpiLxpjvjTE5/hWqMSbG3vfFnN63PxERJBOPF3n37Tdpcm/TVIm08q5PPl5OUFAQDz3cLVX5Y336ceL4cbZu2eJQZLlTZq7tpKQkNqxdRYcHul5NpMFKxO9p2pzVK1ekqp+SSCvvyOz9R3mXnndnFC9egsB8VvtOUlISa1d/ygNdHryaSIOV+DVtdh8rV3zsVJh+R693pW6c33z6EZHKIjJLRPaJyDkROSYiK0Ukwq1ec7sLdG8RmSoif4jIeRHZLCJ13epGiUiCiNQUkY0ikigiMSLytogUvkY8Hrt5i0g1EVkoIn+KyEUROSIic0TkJnt5SRF5V0R22fs+KSKfi8i9rtsGUpL08fZ+TEo38/S6eYvI4yLys4hcEJE4EVkuItXTOebKIrLa/vmoiLyWEqP6n+ijRzl86BA1a9Vi/JhIwsuVpmih/NSvU4t5c2Y7HZ7f2LlzB1WrVScwMHVnmoiI2gDs2rnDibD82qED+zl//jw1akWkWVajZgQHD/zOhQsXHIhMKZXbJScnk5SURExMDB/8510+27COIcNGAHBgv3XvqWXf313Viohg/36996jcS3zopbzDn7p5hwCxwEisRDMY6ANsEZG6xpi9bvVfArYBTwK3ABOATXZd1xku8gOrgfeBl4G7gTFAeaBTVgIUkTrA18ApYBywDygDdAYKABftuAFeBP4AgoCudmwtjDGbsLpvtwXWAjOAlH456baCi8go+5gXAqOA4vYxfyciDYwx+9yO+RN7268BTYGxwFnA8yxFB71G4AAAIABJREFUnvdZ7hpVSmd2W77q+PFjAMyfO4eyZcsx9fW3KHrLLUTNmE7/J/tx+fIl+j3xlMNR5n5xcbFUqFAxTXmx4OCry5V3pZzTYsWC0ywrViwYYwxnz5ymYOkyOR2aUiqXe27QQGZO/wCAAgUK8K+pb/DEU/0Bl3tPsId7T7B17zlz+jSly+i9RynlPL9Jpo0xXwJfprwXkXxYY4d3Av2BoW6rxABdjTHGrv81VnI7CnDNfgoArxlj3rTfbxCRy8AUEbnHGPNNFsKcCiQBDd26f893OY69wEC341gHhAPPApuMMRdF5Ce7SrQx5vuMdioit2Ilw6uNMb1cyjdhHfME4FGXVQoA440xH9nvN4pIfaAXWUimgaNZqJsrJScnA3DhwgWWfbKKsPLlAWjRshVNGjfgH1MmaTLtJRl2RdNuatlGz7tSytuGvxBJ38efJObkSVavWsnzzw3iXGIig4cOu1ono3uPdk1WSvkKf+rmHSgikXb36EtYSesloApQ3cMqC1ISaQBjzGHgW+A+D3Xnu71PmT7YU9304isMNAMWX2sctYj8XUS2icgFrOO4DLTA83Fkxl1AISDKtdAYcxT43N52qkXASreyX7Ba45WL4ODiANxetdrVRBqsP/QtW7XmWHQ0J0+edCo8vxEcXJzY2LStz6fj4qzlHlpP1Y1JubY9tfqfPm1NzHfLLbfmdFhKKT8QGhbGnfXq06Zde954+z36PfEU48dGEhMT8797Tzr3fBHhllv13qNyKaf7dmdzP28RuV9EZorIHnt47DERWSEi9TzUvVNEPrOHlJ4RkWUikrYbolV3kL3NiyJyUETGi0j+7DmKrPGbZBqr1XcS8DFW9+tGQAPgZ6xE0t0f6ZQVdytLMsa439FT1nWvm5FiQD4gOqNKIjIUeA/YAjwENMY6jrV4Po7MSInT0+zex0l7HOeMMe4Dki4CBbO439BrvBpkcXs+p2KlShQu7Hn4fMp3NTox042rVSuCvXt2k5SUlKp8x45fAahRs5YTYfm18IqVKFSoELs9jEffvWsHFSpWpmDBrN4SlFIqrfoNGpKUlMShgweoWMm69+y07++udu7YQaVKeu9RyocNwOpN+wbQHhgMlAK+F5H7UyqJSDWspxEVAB4BHgduB74SkVTP1xSR0fb2lgFtgHeBSOCd7D2UzPGnT/m9gTnGmEhjzDpjzFZjzI9AiXTqexqvWxpr3LWrQBFxTzZT1s3KQM044ApwrXHEvbG6cg8wxqwyxmyxj+PmLOzLXUqcngYYhWCN4fY6Y0x0Ri88f6GRqwQGBtKh0wPs3bObw4cOXS03xrBh/ToqVqpEiRLpXYIqszp36UpCQgLLly1NVT5/7mzKhITQsFEjhyLzX4GBgbRu15FVn3xMQnz81fLoo0f45stNdNBnkiqlvOTLzZsICAggvEJFAgMDadehE5+sWE68y73n6JEjfLn5Czp36epgpEqpa3jaGHO/MeY9Y8xmY8wSoBVWLhLpUm8iVkNdR2PMamPMMqADUBK4Ot7DzsHGANPsHG+TMeZfWHNLPSkiNXLouNLlN2Omsbomp3oUlIh0AMoCv3uo31NEprqMmS6PNbnYHA91HwXedHmfMu54U6aDM+a8iGwGuonIaGNMegmsp+OojdVV23UMckqdzLRWfwecx0rUU8ZBp0wQdj+wJFMHkQetW7uGc4mJxCdYf9D37N7N8qXW6WrTrj2FCxdm3ISJbFi3hi4d2xE5djw3Fy3K7Jkz+PWXn5m7YJGT4fuNNm3b0aJlKwY/M4D4v/6iUuXKLP5wIevXrWXm7Hn6jOnrsHH9Ws6dS7yaKP+2ZzcrP7a+rGjRuh2FCxdmROQ4Wje/i0e7PcCzQ0dw4cIF/jllAsHFSzBg0JBU29u+7UeOHjkMQHz8Xxhjrm7vjjvrExqmo0Syat3aNSQm/u93tHv3LpbZ95+29v1HeZ+e9+zzzIC/UbRoUeo1aEipUrcRG3uK5UuXsPSjRTw3dBglS1oNUqPHTqDZPQ15uGsnnh/2AhcuXmDyi+MpXqIEg5573uGj8C96vecssf9zWnbFYIxJM7bRGJMgIruweqUiIoFAR6xG0L9c6h0WkS+wJl5+wS5ui9UzdpbbZmcBU4AuwC5vH0dWiMuw4VxNRGYD3bFm8/4FqAcMx0o69xtjmtv1mgNfYCWm24BpWLN5vwjcBtQ1xuy360YBPbFaUN8HfuB/s3lvMMa0d9n/IawW5b72+3DgINDPGBNll6XM5n0Sa2bw3+19dgb6G2PiReRFrMnCJgGbgapYM38nAoHGmHC3fV7AmpgsDjhljDlkP45rFlDBGHPIrpsym/dcrBm9iwPjsb4Bujqbt33MDxtjgtzO7wSsScm89n+fncwfBfjtwBHKlrtWo33Oq16lAkcOH/a4bNdvBygfHg5YXc/GjRnFN199yeXLl6ld5w5GjIykXYeOORht1gTksglcEhISGD92NMuWLCYuLo6qVasx7IVRPNK9h9OhZUn8haRrV8oB9WpWvpr8uvtxxz7CyocD8PN/f2LiuEh+2vo9+QIDadL0PiZMeYUKFSulWmdQ/8dZtGCux+29+d50evTu49X4s+rmgrnvu+OqlcPTvf/s2Xfw6v1HeZc/nPcryb752W7u7FnMnRPF3j27OXvmDEFBQdSqXYe+/Z6gR6/eqer+d9tPjI0cydYt3xEYGEjT5vfz0sv/omKlSuls3Xn5AnLX31XI3dd7dHQ0VSqEprwNtXs9+hzXz7tfb99HmRDnP++eOB5NkzuqpLxtwDV6i97IuRWRW4DDwOfGmAdFpCqwB6sV+123uv8CngcKG2MuiMg/sHK7IGNMolvdGKx8rBcO8qdk+lbgVazx0kFYifIoYDKAh2T6MayLpydQFNgKDDHG/OSyzSjgYaxW4TexxmGfBxYBw11/qZlJpu3y6liJ+/1YXbf/wJoE7O/2LN0FsL5p6YmV8O7C6grRFWjulky3AP4F1ABuAmYbY/p6Sqbt+k9gJd7V7OPYBEQaY3a51IlCk+k8Ibcl0/7CV5LpvCY3JtNKXS9fTab9XW5MpnMzTaavn1syfU038vlfROZhNXg2Nsb8JCJ3A98APY0xH7rVTWn8CzHGnBCRD4D/M8akmShBRPYCh4wxba43Nm/wm08XxpgzWM+Mdtc8nVUuGGMGYw2Mv9a2f+UaM3e7Jrn2+0N4mCvPGLMba6B9etu5hNWiPtxt0QoPdTcCd3ooj8Jt5m67fAbWs6PTZX8Z0NdD+QSsR2gppZRSSimlskjEN54qmVMxiMgkrOGyg1wbLG0Zfetn0vk5o3qO8JtkWimllFJKKaVUllyzm/f1EJHxWENjRxtj3nZZlDIxsqenIgVjJchnXOoWFJHCxphzHuq6J+g5TpNppZRSSimllMqb/vB2F3k7kZ4ATDDGvOS2eD/WcNMID6tGAL+7PKL3V5fyLS7bL431xKa0z+/MYf70aKxMsadUF3uq9mvV7es+dlgppZRSSimlskp86JVtxygyFiuRnmyMedF9uTEmCVgJPCgiN7usF4Y1rHaZS/W1WJMt93XbTF+sFuyPvRj6ddGWaaWUUkoppZRSN0REnseaOHktsEpEGrsuN8Z8b/84HuspSZ+KyMtYj7+aCJwCXnOpHycik4FJIhIHrMfqlj4BmO46ibJTNJlWSimllFJKKXWjOtn/trVf7gTAGLPHfsLSK8ASIAnr6UbDjDExrisYY6aISDzwNDAMa3z3y1hPP3KcJtPKJ4iIPqpJ5QlFbsrndAhKKT+nj2hSykdldx/rzMqmGFIeRZzJuj8BLTNZ902sxxT7nDw3ZloppZRSSimllLpRmkwrpZRSSimllFJZpMm0Ulnw8/btdO3cgSoVwyh2cyFCSgXTrMldLJw/z+nQ/F5CQgLDhj5HhbAQbg0qSKN6d7B40YdOh+U34uPjGT1yBJ3at6F8SCmKFAhgysQJGa5jjKH1/c0oUiCAoYOfyZlA8wi93p2h590Z8fHxRI4cQcd2rQktU5JC+YXJ17j/qBun13vOEx/6T3mHJtNKZcHZs2coVy6UiZNe4uOVq5k+aw7lw8N5vO9jvPzSZKfD82s9uj3I/LmzGT1mPCs+XUO9+g3o07snHy5c4HRofiEuNpZZM6Zx6eJFOnZ+IFPrvP/eO+zf/3s2R5Y36fXuDD3vzoiLjWXm9A+4ePEinTp3cTqcPEOvd6VunBhjnI4h1xORcOAg0M8YE2WX9QVmARWMMYeyab8TgPHGmCx/vSQi7YGGxpgJ3o4rCzGUA44C7Dt4lHLlyjkVyg1rek9jTpw4zr4DR5wOxS+tXbOarp07EDV3Ad179Lxa3rFda3bt2sm+A0fIly93TOyV7KP33JS/BSLCqVOnKB9Sisgx4xg9boLH+ocPHaLhnbWZNnM2PR95iP4DBjL1jbdzMOKsyU0THPrT9Z6b6Hl3jvv9J7RMSUaPHc+YdO4/6sb5w/UeHR1NlQqhKW9DjTHRTsaTHtfPu9/98jtlQpz/vHvieDR31a6c8tZnz11uoC3Tudt04K7rXLc91jPelBeUKFGCwECdHD+7fPLxcoKCgnjo4W6pyh/r048Tx4+zdcsWhyLzHyKCZCHhfGZgf+5v0YrOXbpmY1R5k17vztDz7pys3n/UjdPr3RkCiPjAy+kT4Uc0mc7FjDHRLg8/VzkoOTmZpKQkYmJieP+9d9mwfh3PD3vB6bD81s6dO6harXqaLywiImoDsGvnDifCyrOiZk7npx+2MvWNt5wOxS/p9e4MPe8qL9HrXSnv0GQ6AyJSWURmicg+ETknIsdEZKWIRNzANluKyEYR+cve5jci0sJleRcRMa5lLssG2Mtq2+8niIhxq9NdRNaLyAkROS8iu0XkZREp4lInCuvB59jbS3mF22UiIgNFZLu9jdMiskREKl7vcfubwc8M5OZC+QkLKcWIYUN47d9v8uTf+jsdlt+Ki4slODg4TXkxuywuLjanQ8qzjh87RuQLw5n8j1coExLidDh+Sa93Z+h5V3mJXu9KeYf2S81YCBALjARigGCgD7BFROoaY/ZmZWMi0huYA6ywt3MZ6A+sE5E2xpiNwKfASaAfsNFtE32BbcaYXzLYTRVgNfA6kAhUA14AGgL323UmAUWAh0ndTfyE/e/79r7etNcNBsYB34pIHWPMn5k83msNCimdme34ouEjI+n7+JPExJxk9acrGTL4GRLPJTJk6DCnQ/NbGXYB1O6BOebZpwcQUbsO/Z54yulQ/Jpe787Q867yEr3ec57gG12sfSEGf6HJdAaMMV8CX6a8F5F8wCpgJ1YSPDSz2xKRwsAbwKfGmK4u5auBbcBLQCNjTJKIzAMGiMgtxpizdr3qWAnxoGvEfHVKabHukt8Au4HNIlLbGPOLMWa/iPxp10/VTVxEGgNPAc8bY6a6lH8F/GYfc2b7Mx/NZL1cJywsjLCwMADatmsPwLjRo+j9WB9KlizpZGh+KTi4OLGxab8lPx0XZy0vlvbbdeV9y5cuYcP6tXy26SvOnj2batmlS5c4c+YMRYoUIX/+/A5F6B/0eneGnneVl+j1rpR3aDfvDIhIoIhEisguEbkEJAGXsFp/q2dxc3djtfDOtrcbKCKBWL+DtUADl67YM4FCQHeX9fsBF4EMn1cgIhVFZIGI/AFcwWr93mwvzkzMHQEDzHOL8w/gZ6B5JraR59Rv0JCkpCQOHjjgdCh+qVatCPbu2U1SUlKq8h07fgWgRs1aToSV5+zauYOkpCSaN7mLsqWCr74AZs2YTtlSwaxdvcrhKHM/vd6doedd5SV6vTvD8YnHXF7KOzSZzthUrC7RHwOdgEZAA6ykslAWt3Wb/e8SrATX9fUCVo+LYABjzE7gB6wEOqVFvDewwhgTl94ORCQI+MqOcwxW4tsAeNCukpmYb7Nj+dNDnI2BEpnYRorQa7waZGFbPm3zpi8ICAigQkUdVp4dOnfpSkJCAsuXLU1VPn/ubMqEhNCwUSOHIstbev9fX9Zs+DzNC6BT5y6s2fA5d93TxOEocz+93p2h513lJXq9K+Ud2s07Y72BOcaYSNdCESkBnMnitk7Z/w4C0puB23Us8izgXbt7d0WgjF2Wkfuxxnk3N8aktEYjIrdmMU4D3IvVEu7OU5lH13pmXW58DMbTf/8bNxctSv0GDbnttts4deoUy5Z+xJLFixjy/HDt4p1N2rRtR4uWrRj8zADi//qLSpUrs/jDhaxft5aZs+f5/LMwc4t1a9dwLjGR+IR4APbs3s3ypUsAaNOuPeXDwykfHu5x3ZCyITRt1jyHIvVver07Q8+7s9atXUNiYiIJ8db9Z/fuXSyz7z9t27WncOHCTobnd/R6V8o7NJnOmMEteRSRDkBZ4PcsbusbrAS8hjHm7UzUX4jVMt4XK5k+BqzPRLyQNuH1NM30RQARKWSMOe9S/inWhGtljTGLMxFnntKo8V3MmT2L+XNnc+bMGYKCgoioXYeZUXPp+Whvp8Pzax9+tIzxY0cz6cVxxMXFUbVqNWbPW8gj3Xs4HZrfeG7QQI4cPnz1/bKlH7Fs6UcA7PrtQLqJtPI+vd6doefdOc8+MyD1/WfJRyxbYt1/9uw7qPefbKDXuxN0CjJ/I8aYa9fKo0RkNta45ZHAL0A9YDhWIrrfGNPcrhcOHAT6GWOi7LK+WC3JFYwxh+yy3sBs4COs7t4ngZJAHaCkMWaA2/4XAC2AW4FXjTGj3ZZPAMYbY8R+XxzYBxwBXsTqmv2oHXeVdOJ7EViDNb76F2PMJRF5H6tV/h2sCdgSsVrGmwC/GmPey/LJ9MCe7fsowL6DRylX7lqTfyuV+yXrPdcRAbmwJ4xSSqn0RUdHU6VCaMrb0Gv1iHSK6+fdrb/up0xZ5z/vnjgWTcOISilvffbc5QbaMp2xwVgJ6SggCGvW7QeByRmtlB5jzDwROQKMwHr81M1YCfV2IMrDKrOAnvbPnpa7bz/Wbjl/DZiHlQSvwPpCYJtb9QXAPcBArMdeCVABOGSM6S8i32O1aA/EGlt/HKt1fWvmjlYppZRSSiml/Je2TCvHaMu0you0ZdoZ2jKtlFL+JVe2TO/YT4gPtEwfPxZNw1raMu0NOpu3UkoppZRSSimVRZpMK6WUUkoppZRSWaRjppVSSimllFIqm+lc3v5HW6aVUkoppZRSSqks0pZppZTKQToRllJKKaWUf9BkWimllFJKKaWymYj1cpovxOAvtJu3UkoppZRSSimVRZpMK6WUUkoppZRSWaTJtFJZlJCQwLChz1EhLIRbgwrSqN4dLF70odNh+T097znv5+3b6dq5A1UqhlHs5kKElAqmWZO7WDh/ntOh+T293p2h5z3n6X3GOfHx8USOHEHHdq0JLVOSQvmFyRMnOB2WXxMf+k95h46Z9hMi0heYBVQwxhyyy6KA5saYcMcC80M9uj3ITz/+wKQpL1Pl9ttZtHABfXr3JDk5mR49ezkdnt/S857zzp49Q7lyoTzSvSchZcuSmJjIhwvn83jfxzh8+BAjI8c4HaLf0uvdGXrec57eZ5wTFxvLzOkfEFG7Dp06d2HWzOlOh6RUriPGGKdjUF6QTjJdCShqjPmvg6GlS0TKAUcB9h08Srly5RyO6NrWrllN184diJq7gO49el4t79iuNbt27WTfgSPky5fPwQj9k55339L0nsacOHGcfQeOOB2KX9Lr3Rl63n2L3meyX0oOICKcOnWK0DIlGT12PGPGTXA2sEyKjo6mSoXQlLehxphoJ+NJj+vn3Z92HiCkrPOfd48fi6ZezYopb3323OUG2s3bi8RSyOk4Uhhj9vtqIp1bffLxcoKCgnjo4W6pyh/r048Tx4+zdcsWhyLzb3refUuJEiUIDNSOTdlFr3dn6Hn3LXqfyX4igui0zjlLfOilvCLPJNMiUllEZonIPhE5JyLHRGSliER4qFtURF4VkYMicsmu+7qIFHGrZ0TkbRH5u4jsBi4CfexlTURko4jE2/v7VkQ6uK1f2GU/F0QkTkR+FJGebvU6i8h39nbiRWSDiNyViWOOEpFDLu8n2DF7ekW51CsgImNEZI+IXBSRGPvclczc2fZfO3fuoGq16mn+wEdE1AZg184dToTl9/S8Oys5OZmkpCRiYmJ4/7132bB+Hc8Pe8HpsPyWXu/O0PPuLL3PKKVyo7z0lV8IEAuMBGKAYKzEd4uI1DXG7AUrwQU2A+WAl4BfgJrARCBCRFqa1H3juwD32sv/AE6KSDNgg73uE1hJ9kBgpYj0NMYsstedCjwGjAH+CxQBagHFUzYuIr2A+cB6oCdwEzAC2CQiLYwxX2fhHEwH1rqVPQgMB3ba+wsAVtjH9E/gW6A88KK9z/rGmPOZ2ZndrSUjpTMfum+Ii4ulQoWKacqLBQdfXa68T8+7swY/M5Dp094HoECBArz27zd58m/9HY7Kf+n17gw9787S+4xSKjfKM8m0MeZL4MuU9yKSD1iFlUT2B4bai54FagONjDE/2mUbReQYsARoC6xx2XQQEGGMOe2y7e+A01iTfyXYZZ8C24FXRWSxnZDfA6w3xvzbZXurXLYTAPwL+BVoZ4xJtstXA/uBV+xtZPYcRANXx0SISBNgEFay/qpd/Ih9jA8ZY5a51P0Z+AHoC7yXyV0ezWxsuUmGXaK0u1S20fPunOEjI+n7+JPExJxk9acrGTL4GRLPJTJk6DCnQ/Nber07Q8+7c/Q+o/ICX+lh7Qsx+Is8k0yLSCBWi25voDKQ32VxdZefOwI7gO32OinWAQZoTupk+nO3RLoI0Ah4LyWRBjDGXBGRuVgJcFVgD7AVeFREXsZqMd7i1upbFatF/fWURNreVoKILAX6i0hhY8y5LJ0MK87qwCdYLc+Pu7S2dwTOYLWiux7/dqyW9+ZkPpn2O8HBxYmNTds6cTouzlpeLDinQ8oT9Lw7KywsjLCwMADatmsPwLjRo+j9WB9Klszzoz+8Tq93Z+h5d5beZ5RSuVGeGTON1aV6EvAx0Akr4W0A/Ay4Thp2G1bL9GW3VzzWFzkl3LZ7wu19MbueeznAcfvflG7cz2Il112AL4A4EflYRKq41UtvWwH2/rJEREKwkvdo4EFjzCWXxbcBtwKXSHsOSpP2+DMSeo1Xg6zG7rRatSLYu2c3SUlJqcp37PgVgBo1azkRlt/T8+5b6jdoSFJSEgcPHHA6FL+k17sz9Lz7Fr3PKKVyg7yUTPcG5hhjIo0x64wxW+1u3O7J4SmsbtUN0nlNcqvv/myx00AyUMZDDCEu+8AYk2iMGW+MqYaVqA4AGgMr7XopX5Gnt61ke3+ZJiJFgdVYv/v2xpizblVO2ftN7/gHZnZfxpjojF5YLd25SucuXUlISGD5sqWpyufPnU2ZkBAaNmrkUGT+Tc+7b9m86QsCAgKoUDHt+FJ14/R6d4aed9+i9xnlj0R856W8I89088ZKei+6Ftiza5cFfncp/hSIBGKNMQezvBNjEkVkC/CgiAxL6bZtj3/ujdUa/JuH9f4EokSkDvCcPRHaXuAY0EtEXk3pim13JX8I+C4rXbxFpACwHAgHmqTzTLlPgR5APmOMPgfETZu27WjRshWDnxlA/F9/UalyZRZ/uJD169Yyc/Y8fQZpNtHz7oyn//43bi5alPoNGnLbbbdx6tQpli39iCWLFzHk+eHa9TKb6PXuDD3vztD7jLPWrV1DYmIiCfHxAOzevYtlS5cAVnf7woULOxmeUj5PUk9M7b9EZDbQHWs271+AelizWF8E9htjmtv1igBfASWBf9t1A4AwoDXwWkqSKSIGeMcY84zbvlJm896GNbHXJawW3dbA1dm87aT7U3sfp7HGbk8BfjPG3G3XSZnNezXwPtZs3sOBOsDV2bxFpC8wC6hgjDlkl0VhTYIWbr9/x44jEqtbuasYY8x+e2K2lVjd4N/AGtd9GWt28/uAFcaY5Zk76xlzfYj9voNHKVfO+YfYZ0ZCQgLjx45m2ZLFxMXFUbVqNYa9MIpHuvdwOjS/puc9582JmsWc2bPYu2c3Z86cISgoiIjadej3+JP0fLS30+H5Nb3enaHnPefpfcZZVSuHc+TwYY/L9uw7SPnw8JwNKAuio6OpUiE05W1oOo1EjnP9vPvf3QcIKev8593jx6KpW/1qrw+fPXe5QV5Kpm/FSmw7Yc3AvQ0YBUwGSEmm7bpFsJLubkAF4DxwBPgMeMVuRU43mbaXNcF6nFQjrGT8Z2CKMeZTlzr/AFoClYDCWK3QK+x6sS71HrBjrQNcAb4HxhljvnWp05drJ9ObgGbpnKLZxpi+dr1AYDDWY7uqAklYLeqbgVeNMb+ns40sya3JtFJKKaWUclZuTKa37z7oM8n0HdUrpLz12XOXG+SZZFr5Hk2mlVJKKaXU9dBk+vppMu09eWnMtFJKKaWUUko5Qx807Xfy0mzeSimllFJKKaWUV2gyrZRSSimllFJKZZF281ZKKaWUUkqpbKa9vP2PtkwrpZRSSimllFJZpC3TSimVg5Ku6BMUnBCYT7+HV3lHsj6pxREBovcZpfIaTaaVUkoppZRSKpuJWC+n+UIM/kK7eSullFJKKaWUUlmkybRSWfDl5k0Uyi8eX1u+/97p8PxaQkICw4Y+R4WwEG4NKkijeneweNGHToflN375eTsPdelI9crlKXlrYcLKFOf+Znfz4YJ56a5jjKFNi2bcXDCA5597Jgej9X96vTtDz3v2i4+PZ/TIEXRq34byIaUoUiCAKRMnpKn3tyf6UaRAQJpX3VrVcz5oP6XXu1I3Trt5K3UdJk5+iabN7ktVVrNWLYeiyRt6dHuQn378gUlTXqbK7bezaOEC+vTuSXJyMj169nI6vFzv7JkzlCtXjm6P9CAkpCyJ5xJZvHABTz3+fxw5fIgRo8akWeeD/7zDgQO/OxCt/9Pr3Rl63rNfXGwss2ZMI6J2HTrkTgthAAAgAElEQVR2foComTPSrVuoUCFWr9+YqqxgwULZHWKeode7EwTxibm0fSEG/+CTybSINAe+AO4zxmzy0jb7ArOACsaYQ1lcNxw4CPQzxkRlYb1eQCljzOtZ2V8Wth8J7DLGfOxW3hwvnz+VWqXKVWjUuLHTYeQZa9esZuNnG4iau4DuPXoC0Kz5fRw5cpjIkcPp9kh38uXL53CUudu9zZpzb7Pmqcrate/IocMHmTVjWppk+vChQ0wYG8n7M2bzaPeHcjBS/6fXuzP0vOeMsPLlOXYyDhHh1KlTGSbTAQEBNGykf2uzg17vSnlHXurmvQq4CzhxHeuesNddlcX1egHPXcf+MisS6OKhfBtWvNuycd9K5ZhPPl5OUFAQDz3cLVX5Y336ceL4cbZu2eJQZP6vePESBAam/d712af7c1+LVnR+oKsDUfk3vd6doec9Z4gIorMfOU6vd6W8I88k08aYGGPM98aYi9ex7kV73ZjsiA1ARPKJyE3e2JYx5i873r+8sT2V1pBnnyaoYCClgovSqX0bvvn6a6dD8ms7d+6garXqaZK6iIjaAOzaucOJsPxScnIySUlJxMTEMO39d9m4YR1Dnh+Rqk7UzOn89ONWXvv3Ww5F6d/0eneGnnffc/78eSqEluHmgoFUqRDK0MHPEBcX53RYfkGvd2ekzObtCy/lHdmSTItIZRGZJSL7ROSciBwTkZUiEuGhbjURWWvXOyUi/wFu9lBvk4jsEJG7RORbETkvIodEpJ+9vIOIbLO386uItHVbv6+IGLvLtvs2G4jIV/a6B0RkpIgEuNQLt9ft61JWUkQ+EJGjInJRRGJE5BsRaZmybaADUN5e14iIcdveCBEZIyIHgYvAfSJSUEReE5HtInJWROJE5DsRecDteAxQBOjjsv1N9rLm9vvmbut0trd1TkTiRWSDiNzlVmeCvW5NEVlox/CniMwUkVvS+ZXnGUWL3sLTgwbz1rvvs/azL3h16htERx+lTcvmbFi/zunw/FZcXCzBwcFpyovZZXFxsTkdkt8a8uxAigUVoGLobYwcPpR/TX2Dx5/qf3X58WPHGDNqOBOnvEKZkBAHI/Vfer07Q8+7b4moXZuXXvkX02fN4eNP19D7sT7MnR1Fy2ZNSEhIcDq8XE+vd6W8I7vGTIcAscBIIAYIBvoAW0SkrjFmL4CI3AZsBi4DA4E/gUeBt9PZbmmscc//BKKBQcBMEQkFHgZeAs4C44CPRaSiMeb4NWItDcwHXgNeBLoC/wCOA3MyWG8ucCcwGvgNuNV+X9xePhD4AKhkb9OTZ+11hwF/AfuAm7DO16vAMaAA0BJYJiL9jDEpMd0FfI41NnqSXZZuS7Q9fns+sB7oae9nBLBJRFoYY9ybVpcCi4AZQATWOQF4PL19eNhnuWtUKZ3ZbfmKO+rW5Y66da++b9LkXjp36Ur9uhGMHjmCVq3bOBidf8uwW6B+xeo1w0ZE0qffk8TEnGTNqpU8/9wgEhMTGTxkGACDBw2gVkQd+j3xlMOR+je93p2h5913DBo8JNX7Fi1bUeeOujzaoxuzZkxLs1xlnV7vSt24bEmmjTFfAl+mvBeRfFjjjXcC/YGh9qIhQEmgrjHmZ7tsjYisB8I8bLo40MYY85O93R+Bk1hJe+WUxFlEjgPbgYeAa/VDLA60N8Zstd9/Zrfo9iLjZPoeYLoxZppL2YqUH4wxu0TkDHDRGJPeM5Mu2Mdz2a28X8oP9rnbCBTDGn89x97+9yKSDMRksP2UbQQA/wJ+BdoZY5Lt8tXAfuAV+3hczTDG/Mv++TMRqQw8LiJPGGNMRvtzcTST9XK1W2+9lfbtOzLtg/9w/vx5ChXSmUa9LTi4OLGxab8lP2139wsulvbbdXV9QsPCCA2zbr9t2rYHYMLYSHr17sM3X23ms/VrWf/5V5w9ezbVepcuXeLMmTMUKVKE/Pnz53jc/kSvd2foefd9nbt0pUiRIvyg43lvmF7vSnlHdnXzDhSRSBHZJSKXgCTgElAFcH1A4H3ATpdEOsWCdDZ9IiWRBjDGxGEl09vdWqB32/+Wz0S4f7gk0il+ycS6W4G+djftxiJyPZ8eP/GQSCMi3ewu4wlY5+4y8ASpz11WVMXqLTA3JZEGMMYkYLVANxaRwu6xub3/BSgIlLrOGPxayvcLOqlK9qhVK4K9e3aTlJSUqnzHjl8BqFFTH0uWXerVb0hSUhKHDh5g184dJCUlcX/TuwgtHXz1BdY46tDSwaxdk9V5GpU7vd6doec9dzDGIAF5ZsqfbKPXu1LekV13o6lYXY8/BjoBjYAGwM+Aa7NdceAPD+t7KgPwNOvEJfdyY8wl+8eCmYjV06CQi6SO05PuwGzgSeA7IE5E5ohIVroup5lZXEQeBBZjdfHujdWduwEwk8wdjycpXc89zWR+HOs6KOZW7n5eUiZuy0qza+g1Xg2ysC2fdfr0aVav/pQ6de6gYMHr/RWpjHTu0pWEhASWL1uaqnz+3NmUCQmhYaNGDkXm/77avImAgADCK1Tk0cf6snrd52leAB07d2H1us+56+4mDkec++n17gw9775v+dIlnDt3Tn8XXqDXu1LekV1jpnsDc4wxka6FIlICOONSFIvncbM+P5bWGHMKq9v1cyISBnQGXsZquW2b0bqum/FQ1hvrmdbdXbtT3+BM3ymJcRkPy0KAZOD0DWzfI2NMdEbLc2Mrbp/HehEaGsad9epTokQJft+3jzdef42Tf/7JtBlRTofnt9q0bUeLlq0Y/MwA4v/6i0qVK7P4w4WsX7eWmbPn6bMwvWDQwL9xc9Gi1K/fkFKlbiM29hTLly1h6UeLGDx02P+zd99xUlX3G8c/D2DvKIoFwd5NjAVLVLDEbuzdxJaYGBOT/CzEhqhRE42pppiIPWqMqNGIJRY0sfeKHRCxoFgARVS+vz/OXR2WXXYXZufM3nnevva1O/feHR4u48w995zzPfTq1Qt69aJvv34t/v5SSy01wzrVNmv8es/D5712brl5OB9NnszESRMBGPncc1x7zT8B2Ga77Xln/HgO/tb+7LHX3iy/wopI4r93j+C83/+W1VZfg4MOOSxn/FLw6z0PUR/T0esgQml0VmM6+LInE0jVtoGlgZcqNt8JHCvpK82Geu/XSbk6RUSMAf4gaUumn3vcnh7uGZ4OmNqsId0b+GYLx7b3+Z8n9XTvJ+mcpueWNB9pXvl9EfFRB3M2pDXXWptr/nEVfzv/z0yaNImePXuy0SZf54ILL2W99UvR0V63rrx6GINPOoHThpzMhAkTWGWVVbn4sivYa+99ckcrhQ36b8Rll1zE3y+7hA/ef5/555+fNdf6Cn8degn77HdA7ngNx6/3PHzea+PHPzyCMaNHf/F42DVXM+yaqwF49oVXWHChhVh88SX4/W9/zdtvvcXnn3/Ossv25fs/+CHHDDqe+eabL1f0UvHr3Wz2qf21pDrwpNLFpGHQg0hzbdcFjiE1/l6OiAHFcb2L/VOBE/mymvdmpGHAAyPiruLYu4DFImK6SRySRgFPR8SOzbYHcF5EHFk8PohUCXy5iBjVxnNeBAyIiH7F436k3uKDI+KiYomoO0lzu0cCE0lDlk8DhkXE/sXvnQIMJlX2fgSYFhEPVzzfMRFxTrM/+2DSkO4/Af8szsNJpN7jlSJCFcfeRZpHfRhpCPfEiHi+KKB2Z7Pz11TN+ybgL6Rq3scAXwG+qOZdkblX0fve9GfNcP5mV1Ht+zWAF199jWWWaav4t1nX99nn1X/Ptbb16O778NY4pnXCtZ21rVs9dDk2kLFjx7LScn2aHvZpa0RkLpXXu0+/MIql6+B69/WxY1lz5X5ND+v23HUFndUzfRSpaNbPgPmBR4HdgNMrD4qINyVtDvyW1Hj8CLgWOJKKyth1aArwAHAg0A+YAxhDqor9y4rjfgusQVqyayGK0R0ze+KIuFDS4sD3SMtQvUIaPr4MqZFb6SjgPOBKYF7SMmMDWnnev0uaTPo3uQr4HLif1OC+t+2/spmZmZmZzSoV/+VWDxnKolN6ps3awz3T1ojcM52He6atkbhnOg/3TNdWV+yZfuaF0XXTM73Gyl8sXFS3564r8NoCZmZmZmZmZh3UWcO8zczMzMzMrCDVSTXvOshQFu6ZNjMzMzMzM+sgN6bNzMzMzMzMOsjDvK0uRKQvqx0P8cmjm8+7mXUyF8Iyq09tLutTI/WQoSzcM21mZmZmZmbWQe6ZNjMzMzMz62zumi4d90ybmZmZmZmZdZAb02atmDhxIicMOpadtv8Gyy7Vi3nnFKefesoMx937v//y/cMPY+P+67Lw/HMx75xi9KhRNc9bdpMmTeLon/6Y5ZZdioXnn5v+636Vf1x1Ze5YpXHXnXfwve8ewjprrUavReZnxeWWYa/dd+GxRx+Z4djHHnuUHbbdmsV7LsBSiy/CvnvtzquvvJIhdXn59Z6Hz3seEydO5PhBx7Ljdt+gz5K9mGeOlj9vrbp83s1mnxvTLZA0QFJIGlDF5zyoeM5+s/C7/YrfPaiDv7efpB939M+zZMK77zL0gvP55JNP2HHnXVo97s47bufOO/5Dnz7LsuFGG9cwYWPZZ8/duPzSiznhxMFcf+Nw1l1vfb59wL5cecXfc0crhb+d/2dGjx7NEUf+iGHX/5uzf/Ubxo9/mwGbbsRdd97xxXHPjxzJdlsP5NNPp3LJ5Vfxp/Mv4MUXX2DrLTdj/PjxGf8G5eLXex4+73lMePddhv4tfd7uNJPPW6sun/faUx39Z9WhcAnlGRSN6DuBgRFxV5WesxewAvBYRHzSwd+dC1gHeDki2n21KulGYM2I6NeRP69WJC0DvAbwwiuvscwyy2RONL2m/zck8c4777DsUr04/sTBnHjyKdMdN23aNLp1S/elfnPuORw/6Biee+FV+vbrV+PEHdOVir3ePPwmdt15By669O/svc++X2zfcbtv8Oyzz/DiK2Po3r17xoTtN21afb7nvv322yy++OLTbZs0aRJrrb4Sq6++Jv+++TYADtxvb+4ecSdPPfcSCy64IABjRo9m7TVW5sgf/ZjTz/hFzbO3R7cuVEa9TK/3rsTnPZ/mn7d9luzFCSfN+Hlr1dXVz/vYsWNZabk+TQ/7RMTYnHlaU3m9O/KlMSxdB9e7r48dy6orLtv0sG7PXVfgnukaiYjxEXF/RxvSxe9+UvxuXXT7SJond4ZakITa0eJsakhb5/nXddcy//zzs/see063/cBvH8wb48bx4AMPZEpWHs0b0gDzzz8/q662Oq+PfQ2Azz77jOE33cg3d9nti4Y0wLJ9+7LZ5gO54frrapa3zPx6z8PnPZ/2ft5adfm8m82+UrYCJK0o6UJJL0r6SNLrkm6QtFYLx64q6ebiuHck/RlYoIXj7pL0tKSNJN0r6WNJoyQdXOzfQdKjxfM8JWnbZr8/wzDviudcX9I9xe++ImmQpG4Vx80wzFtSL0nnS3pN0ieSxkv6n6Stmp4b2AHoW/xuSIqK359T0omSRlb8/oVFD3pl7lGSbpS0m6THJE0BBnfsX8Rs9jzzzNOssupq9Ogx/QIEa621NgDPPvN0jlil98EHH/DEY4+y2uprAPDKyy/z8ccfs2Zx3iutudZavPzyS0yZMqXWMUvHr/c8fN7NrLNJ9fNl1VHWpbGWAt4FBgHjgZ7At4EHJK0TEc8DSFoCGAF8ChwBvAXsD/yhleftDVwI/BIYC/wQGCqpD7AHcAbwAXAycJ2k5SNiXBtZewOXA78ChgC7AmcC44BLZvJ7lwJfA04AXgAWLh4vWuw/AjifNLR818pfLBrq1wObFn+Xe4G+xZ9/l6T1IuLjil/5GrAacDrwKjC5jb9T05/T1jiW3u15HrMJE95lueWWn2H7Ij17frHfqu8nRx3J5MmTOXbQ8cCX57npvFdapGdPIoL33nuPJZdcsqY5y8av9zx83s3MrKNK2ZiOiLuBu5seS+oO/Bt4Bjgc+Gmx6ydAL2CdiHii2DZc0q3AssxoUWCbiHikeN6HgbdJjfYVmxrOksYBjwO7A79vI+6iwPYR8WDx+D/FnO39mHljehPgbxHx14pt1zf9EBHPSnof+CQi7m/2u3sB2wK7R8Swpo2SngAeAg4C/lRx/OLA6hHxQht/l+Ze6+DxZq2a6VA032KtulNPOYmrrricX/36d6zztXWn2zezfwsPGawOv97z8Hk3M7OOKOsw7x6Sjpf0rKSpwGfAVGAlUg9rk4HAMxUN6Satle18o6khDRARE0iN6ceb9UA/V3zv2464b1Y0pJs82Y7ffRA4qBiqvaGkOdrxZzXZEXgfuKE4Vz0k9SDdAHgTGNA8zyw0pM2qpmfPRXn33Rl7hd6bMCHtX2TGnlKbdWecPoRfnPlzTjn1dL53xJFfbO/ZMw18mdDKv4UkFl544ZrlLCu/3vPweTezzqY6+rLqKGVjGjgXOA24DtgJ6A+sDzwBVBbPWpTUeGyupW0AE1rYNrX59oiYWvw4dzuytjRu7BOmz9mSvYGLgcOA+4AJki6R1J6h00uQhoVPJQ1xr/zqDSzW7Pg32vGcLenTxtf6s/i81mDWXHMtnh/5HJ999tl0259++ikAVl9jzRyxSumM04fw89OGcMJJgznmuOOn27f8Ciswzzzz8Exx3is98/TTrLDCisw9d3ve9mxm/HrPw+fdzMw6qqyN6QOASyLi+Ii4JSIejIiHmbGR+C4tz9ut+7m8EfFORPy4WPaqL/AzYDfgonb8+jukv/v6rXwd0fyPm8WMY2f2Res3Lcyms/MuuzJp0iSuHXbNdNsvv/RillxqKTbo3z9TsnI564zT+PlpQzjuZydw/Ikz1hns0aMH2++wE9dffy0TJ078YvtrY8Zw94g72XmXXWf4Hes4v97z8Hk3M7OOKuWcaVLjb7olqCTtACwNvFSx+U7gWElfaTbUe7/Oj1g9ETEG+IOkLUlzqZu01sN9I7AP0D0ivNbHTNxy83A+mjyZiZNSw2Hkc89y7TX/BGCb7bZn3nnnZfz48fz37hEAX/TY3XLLcHot1ovFevVi0802zxO+RLbZdju23Gprjjry+0z88ENWWHFF/nHlFdx6y80Mvfgyr/1aBb/99a84bchgtv7Gtmy73Q48+MD0pRY26L8hACecdAq3bLIBe+y6Ez89+jg++WQKpw0ZzKKLLcaPfvx/OaKXjl/vefi853XLzcOZPHkyk4obdc899yzDis/bbYvPW6s+n/caq5cx1vWQoSTUtGB7mUi6mDQMehBp/vG6wDGkxuXLETGgOK53sX8qcCJfVvPejDQMeWBE3FUcexewWERMN85L0ijg6YjYsdn2AM6LiCOLxweRKoEvFxGj2njOi4ABRa8zxXJarwIHR8RFkhYi3Qj4OzASmEjqUT4NGBYR+xe/dwppGasjgEeAaRHxcFGQ7QbS8PffkuZffwosQ5pHfn1EXDuzv181VC5i/8Irr7FMHSxi39yqK/VjzOjRLe577oVX6duvH3ePuItttx7Y4jGbbrY5t/znrk5MOOu6Wi2dSZMmMfikExj2z38wYcIEVlllVY4+7mfstfc+uaN1yLRp9fmeu+3WA7mnuCnUksmfTPvi58cefYQTjx/Egw/cR48ePdh8wBaccdbZLL/CCrWIOku6detaL/iyvN67Gp/3fFZZsfXP25Evps9bq76ufN7Hjh3LSsv1aXrYpxj1WHemv94dw9J1cL37+tixrLz8F7WW6/bcdQVlbUwvDJxDmi89P/AoaRj06QBNjeni2NVIDcpNgY+Aa4F/kSpj12tjei7gN8DGQD9gDmAMcCXwy4j4qPi9RUjLY20FLET691axrwdwFHAgsAqpSNtY0lJh50TESzP7+1VDV2hMl1lXa0yXRb02psuuqzWmzcxs5tyYnnWd2ZiWND+pzbUXaXnikcBZEXFltf6MelLKxrR1DW5M5+XGdB5uTOfhxrSZWbl0zcZ0fVzvjh07lpWX75xzVywxvD5phPALpOmzhwH7R0RrKyZ1WWWdM21mZmZmZmY1Iml7YGtgv4i4oth8p6S+wNmSroqIz/MlrL6yVvM2MzMzMzOz2tkVmARc3Wz7hcBSpHpNpeKeacvpi9Kob74xq0tZ26zyMO88wsO8s5CHeZuZlcob0187doly+2+9+UZdXH+99eZ056632gjVgWHgawLPRcRnzbY/WbH/3nY+V5fgxrTl1Kvph8022SBnDjMzMzPrunoBLZclryObblyX17sPteOY9t4CWBR4pYXtEyr2l4qHeZuZmZmZmVk1zGwIXumG57ln2nJ6ilTtD2A80JUKEvTmyzt56wNvZszSSHze8/B5z8PnPQ+f9zx83vPoyue9O1+OcnwqZ5A2vAn0afOoPHpT3Wvwd2m597ln8X1CC/u6NDemLZuI+AR4OHeOWdFsbsmb9bocQ9n4vOfh856Hz3sePu95+LznUYLzXvdDu4v5w/V6Xqud6ylgX0k9ms2bXqv4/nSV/7zsPMzbzMzMzMzMZte1wPzA7s22fxsYBzxQ80SdzD3TZmZmZmZmNlsiYrik24A/SVoQeAnYF9gWOKBsa0yDG9NmZmZmZmZWHbsBPwdOJc2VHgnsGxFXZk3VSdyYNjMzMzMzs9kWEZOAo4qv0vOcaTMzMzMzM7MOcmPazMzMzMzMrIPcmDYzMzMzMzPrIEVE7gxmZmZmZmZmXYp7ps3MzMzMzMw6yI1pMzMzMzMzsw5yY9rMzMzMzMysg9yYNjMzMzMzM+sgN6bNzMzMzMzMOsiNaTMzMzMzM7MOcmPazMzMzMzMrIPcmDYzMzMzMzPrIDemzczMzMzMzDrIjWkzMzMzMzOzDnJj2szMzMzMzKyDeuQOYGZm9UfSBsDawKLANOB14J6IeC1rsAYgaQlgLaY/949ExCdZg5mZmdl0FBG5M5h1GZKOBC6PiPdyZyk7Sd2Bg4DdmbFRNwL4Q0Q8kS1gSUnaFfg10Kf5LtL5vw44MiLerHW2spPUHzgH2LiF3ZOB84GTI+KjmgZrYMW/yTrAiIh4LneespG0Mem95pmIeLqF/UsDh0bEqTUPV1KSVgN+QjrvTwO/iYjXmx3zVWBYRCyfIaJZl+LGtFkHSJoGfAL8CxgK3Br+n6jqJC0M3AqsV2wKUmPuc+BxYGVgXuD4iDg7S8gSkrQTqbE8EhhOeq1vCmwEnEiaGvQd4DNgw4iYkClq6RSNituBicDdpHPfH+gLnE26mbQX8DwwMCI+zhS1tCT9DegREQcVj/cBLie990wlnff78iUsD0lzATcAW5LObwDDgO9ExPsVx/UH7o2I7lmCloykFYFHgbmAsaT3l4nAgRFxY8VxPu9m7eQ502YdsxrwO2AT4CbgNUk/l7RS3lilcwapwbwfsCCp4bwV8ApwG7AY8H/AmZJ2zBWyhE4A/g2sFRFHR8QJEbEZcBZwQEScSeql6wGclDFnGZ1OushdPiL2iIj9gVWAi4HNIuJw4CvA8sBx+WKW2kDgjorHJwC3AF8F7gWOzxGqpI4Cvg4cC2wOnAZsD9wracmcwUruFOA1oF9ErED6nH0cGCZp35zBzLoq90ybzQJJ3YBtScOQdwLmJF1sDY2ICzNGKwVJ44AzI+L3zbY39d71iohJkv4KrBQRAzLELB1Jk4E9ImJ4s+1LAONI5/oVSd8Hjo2I5XLkLCNJE0k3LK5vtr0PMAroGxFjJf0f8N2IWCVDzFIrXv/bR8QISUuReu42j4h7JH0T+HNEuKFXBZKeBK6OiNMqtq0N3EgalTGweL27h7SKJL0KnBARf6/Y1p000m4/0pD6S3zezdrPPdNmsyAipkXETRGxF7Ak8EPScKm/5k1WGj2BZ1vY/gxpeFq/4vFNpJ5Sq45PgPla2D4vaSjmHMXj50ive6ueIM1Jb+5z0rlfsHj8OLBsrUI1mE+BuYufNwGmAPcXj98DFs4RqqSWA+6p3BARTwKbkUa+jJDUN0ewkluC1DP9hYj4PCK+DVwCDJV0SJZkZl2UG9Nms0HSgqR5jAcCy5Auvmz2vUqaS9fc1qRGR1Pxq/fx+1g13QmcLKl30wZJ85KKYr0DvFhsXoB07q167gN+WswlrXQCaU5j07mfC5hUy2ANZCRwoKQFgEOB/0XEp8W+ZYDx2ZKVzyRg/uYbI2IUMID0vn4XaVqDVc/rtHJOI+JQ0rSS84HDahnKrCvz0lhms0DSlsDBwK7APMADwOHAlTlzlcifgHMlzcOXhbA2AY4BhkfEO8VxKwCj80QspUGknriXJT1BOu9rAwsBB0dEU8/pJqQeUquek0hV6l+VdBfp3G9ImtM4qKJRtx5phIZV369I7+FNc0d3qdi3JfBkzROV10jSXOkbm++IiNGSBpAa0xfUNlbpPUR6XV/c0s6IOFRSkG4meR6oWTt4zrRZB0gaAnybtKTEW8ClwIURMTJrsBKS9CvgR3zZ8yxSleM9mhrTkg4jvY95eH2VFEMrf0ZanmlO0nD7P0TEHRXH9AI+8xJx1SVpfVIhpspz//vKOgyS1gCmRsSLLT+LzQ5JG5LO/0MRcU/F9iHAAxFxU7ZwJSLpBNL7e7/WKtNLWpY0Wqaf5+5WR7H04XHAjhU3pVs67vfFMa6LYdYGN6bNOkDSJ6Q76ReSekg/zxyp1IoiQBtSNCyKOXVmZtaFFUPplwVemdkyb8WNu9UjYkTNwpmZdYAb02YdIGmxmd3NNTOzrk3SNqR5u4sBp0XEmGLUwKiI8LxpKwVJa0bE07lzmHV1Ltxj1gEVw4sXkPQNSftK2rq4y241JmnuYiig1ZCkdSUNzZ2jEUlaTdLJuXOUkaR5Jd1GqtNwLHAIqUENcDRe37vTKRnq9/WaeFLSg5K+L8mV6s1mkRvTZh0k6WjSmrvDgcuBm4Fxkn6aNVhj2oFU+dtqqx+pdoDV3urA4NwhSurnpAJvu5OK7qli363AVnYgazQAACAASURBVDlCNZhupPeWxdo60GbbD0jL8Z1Huob5u6StM2cy63LcmDbrAEnfAn5JKoS1D7Bp8X0EcLakAzPGMzOzWbcncFJEXAs0n8c7Bq/vXStq+xCbXRHxp4jYEFgD+AOpuvotksZIOlXSCnkTmnUNnjNt1gGSHgOeiYgDWth3GalQytdqn6xcOjCMdXVgT1d6rQ5JHSqo5/NePZJeaeeh8wK9fO6rrygwuW1E3CmpO/ApsF5EPFosh3hjRMyTN2W5NT/vufM0EkndgO1IIwN2BnpEhJfQNWuD/ycx65hVScsGteQy4NoaZimzU0hrXLanh8J3BKvnc+AJ0lrTM7MCsE3nx2kofYGXgefbOK430Kvz4zSk14G1SMsxNbc2nlJSC0Ea6TUxd5BGExHTJL0EvAK8j99nzNrFjWmzjvkY6NnKvp7MODTQZs07pBsTx7dx3M7A3zo/TsMYCbwUET+c2UGSdseN6Wp7kbSO8UznokvaA7iqNpEazjDgBEn3AE3L8EWx9vpPSEsiWpVVVpWOiGnAwMyRGkpRQHVv4GDSUpSfkD5//Xo3awc3ps065h7gFEl3RcS4po2SegMnk+ZS2+x7DFg5It6d2UGSPqxRnkbxGNC/ncd6XmN1PQZ8tR3HeSRG5xkCbAk8CDxNOtcXkkZiPA+clS9aqT0p6WHSub4iIt7PHagRSBpIakDvRpo+8hCpKNkVEfFBzmxmXYkLkJl1zPHAEsBLkm6QdL6kG0jDM3vTdk+qtc8TwFfacdxkUmEgq45/AP9tx3EPkS7CrHpuAt5qx3HPAqd2cpaGFBETgY2Bk4BJpPf1j4Azgc0iwiOPOoerSudxO/AN4M/AmhHRPyL+7Ia0Wce4AJlZB0lamdSDMRBYFHiX9KE0JCJeyJmtLCTNDywaEaNzZzEzs84naTXSTbr9gSWBscBFwMUR8XLGaKUk6ZukonodKjxpZtNzY9rMzMysBZL6A+sAIyLiudx5GoGrSteepLmBRYD3ImJK7jxmXYmHeZt1gKQ5JM3Xyr75JM1R60xmnU3JUEleZ9dKS9LfJF1U8Xgf4D7gj8BjkjbKla2RFEXIKqtKuz5DJ5G0cVFwbyJpJMBESSP8WjdrP/dMm3VAcaE1V0Ts28K+y4GPI+KwmgcrKUnbALsCa5KG1AcwgVQc6JqIuC1jvIZRrP06FVjfa792Dkmv0oHiYhGxfCfGaUiSXiZN17mkePwU8BowCPgNMDkidsoYsdRmVlU6Iv6TM1sZSdoQuIt0w+IaYBywNKkg2ULAgIh4IFtAsy7CjWmzDpA0GhgUEVe0sG8f4MyIWK72ycql6P2/hlQcZRJpyaYJxe6epPW+5wNuBXaPiI9y5GwURWP6U2A9N6Y7R3GjrvIDeQtSUcN7gTeLnzcG3gDuiIhDap2x7CRNBraPiBGSliL11G0eEfcU80v/HBFL5k1ZPq1UlW6q7O1iWJ1E0q3AwsDAiJhcsX0+0lrr70WEl0A0a4PnoJh1zBKki9mWNF3w2uw7nbRE0/7A1RHxWeXOonG3J2n45enAT2ue0KyKIuKgpp8lHQhsAqwUEWMqtvcFbgNG1DxgY/gUmLv4eRNgCnB/8fg9UsPDqu924G1SVemhEfFs5jyNYkPgkMqGNEBETJZ0NnBBnlhmXYvnTJt1zPvAiq3sW5E078hm317AsRFxRfOGNEBEfB4RVwLHkYYFWucKUgPOr+/aGAQMrmxIAxTV7YcU+636RgIHFsONDwX+FxGfFvuWAcZnS1ZuuwJLR8TRbkjXVHfSUPqWTCn2m1kb3Jg265g7gZ9J6lm5sXg8CLgjS6ry6Qm0Z5mxF4pjrRNFxLSIGBgRL+bO0iBWAFob3voe0K92URrKr4B9STdNtwZ+V7FvS+DJHKHKLiKub1qeSdLckpYsqktb53oC+H4r+w4v9ptZGzzM26xjTiHN53pR0lXA66Qeiz2BOYDB+aKVykjSRW1bw1n3LY41K5NRpJ7Rm1rY9x3A6693goi4WtJrpLnpD0XEPRW7x5LqOFgnkLQx8AvS0ONuwDRJ95JqlNyXNVx5nQVcJ+kx4DLSFLYlgf2ArwK7ZMxm1mW4AJlZB0n6CnAusBlpGNTnpEbfTyPCPRdVUBRz+ztwM6kQzVOkAmRBquq9FnAQsC2wX0RclSdpubiidH2QdBAwFHgYuIIv6zHsC6wLHBYRF2YLaFZFriqdj6T9gF8CS1Vsfp1imlWeVGZdixvTZrNI0jzAIsCEiJiSO0/ZSNqf9CG/JDM28ES6i35sRFxe62xl5YrS9aNoUJ/O9Be5bwAnRcTQLKHMOoGrSuclScAqpBvV7wLPhxsHZu3mxrSZ1S1J3UjD/prWmYb0Yf8U8EBETMuVreyKitInAVu1UlH65xFxca58jcAXubUlaRptjMyICBdlqjJJH5KqSv+zhX17AhdExIK1T2Zm1jbPmTbrIEn9SNWm+wLzNNsdEXForTOVVdFYvrf4stpqtaK0pCHAiYAb052oaDi7JkDtnMqMjelepPXuuwOX1DxRY3BV6QwkHQcsExE/bGHf74HREXFO7ZOZdS1uTJt1gKQdgGGkD/e3mfECwL1GVhauKF1DkjYDHo2IScXPMxURd9cgVkOJiFNa2i5pTuAW0nu+VV9TVekbWtjnqtKd59vAb1vZ9wRwFODGtFkbPMzbrAMkPU4qhLVPRPjCqhNJ6kWqXNwHeBq4MCI+anbMasB5EbFFhoilJmkk8ExE7N7CvmuB1SJi1donK6diiPGGEfFgG8ONReq0dm9dDUnaDfhFRKyUO0vZSNoZuI7UgGuxqnREtNTQttkgaTKwY0Tc2cK+AcANEbFAzYOZdTHumTbrmJWA3dyQ7lySepMqGS9FqpbeHTha0p4R8XDFoQsCm2eI2AjOAoZKepBWKkpnzFZGA4FnK362+vIxqYFnVRYR/5J0AKng5NkVu14HDnBDutN8Cizeyr4l8Eg7s3Zxz7RZB0h6llRN1+uNdiJJfwR2BHaNiEeKu+R/JPVS7xQRdxXH9QfudS9d53BFabMvRslcBSwUEevmzlNWLrhXW5L+AxARW7Wyr5tHfZm1zY1psw4o7p7/ANiy+ZBjqx5JL5KGVP6tYtv8wLWkpZm+GRH/cWO68/kCt/YkHQlcHhHv5c7SSFpZZ30uUu/dNGDniLil5sHMOoGkbYF/A/eQbla/DiwDfA/YDNjer3eztrkxbdYBkn4H7ECq4n0nqXFRKSLiqJoHKxlJHwHbRMQ9zbbPRZpbtzmwG6kQlhvTVirFnOlPgH8BQ4FbfQOj87WwzjqkatKjgKsiYlSNIzUEV5XOR9KhwK9IU6aCVJPhA+D/PPrIrH3cmDbrgOIid2ZcGKgKih6in0XElS3smxO4HhhAml93gs95dbiidH2QtApwCLA/aZ7uG6RlyC6KiBdzZiuz4r3lM69fX1vF9KnfRsRfWth3GHBURKxV+2SNQdJ8pBFfvYDxpBvUk/OmMus63Jg2s7pTVIueGBHfamX/nKQe6m3xDYyqcUXp+iKpG+k1fhCwEzAnac31oRFxYcZopSNpbmAysEdEXJs7TyNxVWkz68pczdvM6tG/gVMkLRYR7zTfGRFTJe0CXEMadm/V4YrSdaToIb0JuEnSwqSlggYBfwXcmK6iiJgi6V1Sg9pqy1WlMytu3L1EKvD5TO48Zl2Je6bNZlFRmOkC4JSIGJM7j5mVk6QFgX2Ag4H+wEcRMX/eVOUj6QJgakR8P3eWRuKq0vlJ6k66qbFeRDyaO49ZV9ItdwCzLqwb8G1gsdxBLJHUTdIrktbInaWrk3SkpEVy52hkkraUdBlpzvSfi82H4/WOO8uVwA6ShkraUdK6kr5W+ZU7YEmdAwyUdJekvSRtImlvSXeSRsj8InM+M7NWuWfabBb5Tm798b9J9biidD6ShpBu1PUB3gIuBS6MiJFZg5VcswKTzV/rrhPQiVxVOi9/dprNOs+ZNjOzlqzGlxWl9wDekOSK0rUxCLgROBIYHhGfZ87TKA7OHaBRRcQFkq7EVaVzmQYMAcblDmLW1bhn2mwWFQU7bge+68ZFffDd9epzRenaa63wnpmZmdUXN6bNrDTcmO5czSpKLxURHt3UiSQtAGwELAq8A9wfERPzpjLrPK4qXTuS1gYWjoi7i8fzAWcDXwNuBQZ7ao9Z23whZNYBRQXvFUgXt9OA1yPCw6Ks9IqK0nsBBwLLAB/lTVRuko4GBgPzUszXBT6SNDgizs0arkQknQz8LSLGFT/PTETEabXI1cAE9APmypyjEZwLPArcXTw+A/gO8BTwM9JQ+9/niWbWdbhn2qwdJC0HnArsQrq4rfQq8BvgPN/Fzcs909UnaUvSXNJdgXmAB0gFya50L2nnkPQt4CJgePF9HLAUqSjZdsBBEXFprnxlUhQd2zAiHmxWgKwlLkDWyfweXjuS3gS+FxHXFR0F44FzI+IMSacDO0TEOnlTmtU/N6bN2iBpdeAeYD7gaVKF4zVJDYuLgL7AFsBNwG4uFpSPL8SqxxWl85H0GPBMRBzQwr7LgNUjwss0Wen4Pbx2JE0BtoqI/0r6KvAIsEpEvCRpIHBdRCyUN6VZ/fM602ZtOwt4G1g5ItaLiE2AZYFbgN4RsQ3QH9gS+GG+mEYaCjsCcI/p7BtEurj6JtAnIo5zQ7pmVgUua2XfZaRK62Zl5KrStfMu6WYppPW834qIl4rHc5KG3JtZGzxn2qxtmwGHR8SYpg0R8YGknwDPS1o8Ih6V9EvScNjf5ApaRpLmBuaMiA8rtu1FKpJyW0Tc3rQ9IqaRLgps9i3titLZfAz0bGVfz2K/VZmkf5KmMNxcvJdYjRVTpYbkztEg7gFOkbQY8BPg3xX7VgJey5LKrItxz7RZ2+YEPmhh+wekO7e9iscPkD6ArLouBX7X9EDSj4ArgWOBWyVtnytYmTU1pCUtIOkbkvaVtHVRYdo6V9NF7lKVGyX1Bk7my4JBVl0bATcAYyWdKWnV3IEagaS1JW1W8Xg+SX+UdL+kU4v5vFZ9PyON5votafraqRX79gTuzxHKrKtxY9qsbY8Ch7Ww/XDSB9CrxeMoHlt1bQDcXPH4R6ShrgsDw4Cjc4RqBEVF6XGkQliXk/4dxkn6adZg5Xc80Bt4SdINks6XdAPwcrH9+KzpyqsPsCPpZsaPgWck3SvpUN9E6lTnks57k6aq0nOSGnxH5ghVdhHxakSsCiwWEStFRGVP9JGkqT5m1gY3ps3adhqwq6RHJZ0habCkW0lD0c6LiKYlgtYGPKe0+noBr8MXVdWXB35fDPu+gFQMzqqsqCj9S1Iv6D7ApsX3EcDZkg7MGK/UivV11weuL74fXHy/DtggIp7NGK+0ImJaRAyPiL2BJUk1MOYA/gq8IenirAHLa03gXvhi+cn9SWscfw34BXBIxmylJGkeSa9L2ikiJjTfHxFPRcT4HNnMuhpX8zZrB0nfJH2or1xsmgCcB5zaVL1b0ubA1Ii4L0/KcpL0DmkpoBuLBt4fgIUiIiQNAG6KiObLldlsckXpfCTNQaoTMLmFffOR3mc+rX2yxiTp68DfSXUEvDRWlbmqdB6SJgB7RMQdubOYdWUuQGbWDhFxPXC9pJ6koWdvNV9TOiJGZAlXfk8BP5A0GjgCuLPi3C8LvJktWbmtShpi2ZLLgGtrmKXR/BWYC9i3hX3nkwqQtTT1xKpI0takUQG7AHNT9J5a1bmqdB63A1sBbkybzQY3ps06oKXhUNbpTgNuBB4HppI+/JvsQJrTbtXnitL5DKT1+Yo3AGfWMEtDkbQCcBBpjfWlgTdIBZqGRsSLGaOVmatK53EGcE0xMmAY6bXevJPA1zxmbfAwb7MqkbQsMCAiLsmdpWwk9QXWBR6PiFcqth9ebHsgW7iSknQ9aT3jARExrmJ7b+AuYGRE7JIpXqkVF7fbRsRdLewbAAyPiHlqnavsJI0Avg58SrppMRS4xctkda6iFsZw0jSql4EtmophFf8mL0XEoRkjlpKkytd1i40BT2swa5t7ps2qZ33gQsCN6SqLiNHA6Ba2/yVDnEZxPHAfqaL07aReiyWBLUiNjd0yZiu794EVSTctmlsRmFjTNI1jAVIV78vdI1c7EfEqsKqkni2c9yPxVJ7OciqtNKLNrP3cM21WJZJ2B/7hO7nVVfT4z1REjKlFlkYjaRXgFNKw40VJcxtvB4ZExAsZo5WapCtIS8KtX9m4KGo2PAg8HBH75MpnVi2S5gFeAr4XETfkzmNm1lFuTJu1QVJ7i3P0IlU4dmO6ioqhaDN9o/I5rz5XlM6nuInxEGkEwFWkpeGWAfYkLdW0QUQ8ny+hWfW4qrSZdWUe5m3WtgHAeODtNo5bsPOjNKRDmLExvRiwM6mBcXrNEzUGV5TOJCKel7QpcC7wHaA78Dlpje+fuiHdeSQdQBrqvRqpgvd0fOOuU7iqdCaSugPbkV7vzeswREScVvtUZl2Le6bN2iDpFeD2iPhOG8ftAVzli63akXQ18FREnJo7S9kUS5ENiogrWti3D3BmRCxX+2SNpRgGuwgwISKm5M5TZpJ2Bq4BLgIOJRUgm5t0424ccEVEDMkWsKQkrcOX591VpWtE0qKkSuqrks530xJkX5x7X8+Yta1b7gBmXcBjwFfbcZzvTNXeRbh3tLMsQbqobcmbQO8aZmlYEfFxRIxzQ7omBpFGA3yvePzHiDiAVGW6O16iqbM8AvQj1Wd4gjQKbHyzL6u+nwNTgL6khnR/0lJk5wIvAG3WKzEzD/M2a497gMPbcdwoXMm71noAC+cOUVKuKG2NZhVgMF/eGO0BEBFvSjodOIbUW23V5arSeWwJDCGNugCYFhEvA8dImhs4h5an+ZhZBTemzdoQEb8BftOO4x4BDu78RFYUx1qbdCHwROY4ZXUn8DNJw1qoKD0Iz2+08ulOKqw3TdJkph99MQZYPk+scouIU3JnaFDLAKMi4vOi0Od8FftuAP6eJ5ZZ1+LGtJnVtTaqeb8HbFPDOI3kFFJF6RcltVRRenC+aGad4lVgqeLnJ0i9cv8qHu9B69MezLqid4CFip/HAWsCdxePe+I2glm7+H8Usw6SNCepIFAA70fE1MyRyq6lIYBTSMPqb4oIDzfuBK4obQ2oqar0FcBvgaskrQ9MJQ0BH5QxW6m5qnQWjwBrAP8GbgJOlvQh6fV+BnB/xmxmXYareZu1Q1H18mhgV9J80cqqly+RKpGeGxHv5klYTsUF1grA2xHxfu48jcoVpa0RSJoLmCsiPiwe7wbsT3qfvzEiLsoYr7RcVToPSVsBK0TEXyT1Am4jTZ8CeBnY0TdNzdrmxrRZGyQtR/qg70WaR/ok0DSHtCewFjCQVIF084h4NUfOMpLUg9QLvVNEDM+dx8zMqkvSn4ENgG8Co0lVpSeQqqrvCGwVEa/nS9gYJIk01DuAkRHxWeZIZl2Ch3mbte0c0tzcjSNiTEsHSFoWuBE4mzS3zqogIj6T9CZexs/MrKxcVToDSVsAi0bE1cWmXsAvgK8Bt0r6rkcimbXNF6hmbdsCOKm1hjRAsW8w6aLAqutK4Fu5Q5hZ+Uk6QNJNkp6R9Eqzr5dz5yupL6pKAy1Vld46S6ryOxVYveLx2cCmwL2kToFjcoQy62rcM23Wth7Ax+047mP8/1RneBzYW9IdwDBSRd3p5qdExLAcwcysPCQdB5wJPEuq5v1J3kQNw1Wl81iZ1BPdNKVqV+C4iPijpKOBQwAXfjNrg+dMm7VB0n9IlYx3jIjJrRwzH6ki5tSI+EYt85VdsTTWzISL05jZ7Cp6nm+KiB/mztJIJF0H3BsRvyzmT+9CKvg5FTgLeCEits2ZsYwkTQG2joh7JPUn9Uj3jYixkjYj/b8wf96UZvXPd/vM2nYsqfDYK5L+CTxFKo4SwKKkAmS7AfMCAzJlLLOBuQOYWUPoDVybO0QD+gNp1QaAk4ANgUuKxy8DR+UI1QDeBlYiFVjdChgdEWOLfQsAn+YKZtaVuDFt1oaIeFTSBqThTgcx4xqYH5PmdQ32MhLVFxEjcmcws4bwCKlRd0fuII0kIv4D/Kf4ebykdXBV6Vq4GThD0hqka5uLK/atCozKkMmsy/Ewb7MOqFj3eNFi07vAy0XhFDMz66IkrQdcBuwfEY/kztMomleVlrQ4cBFFVWnAVaU7gaTFSK/3jYEHgb0iYkKx7xHg/oj4QcaIZl2CG9NmVnckDQVOi4hXi59nJiLi0FrkMrPykvQUaah3T+BN0s3SShERX6l5sJKT9F/gtogYUjy+mDR16jZgW+DMiHAhrBqStCAwJSKm5s5iVu/cmDZrB0kDgOOBPsDTwM8j4vFmx/QnFVFxMazZJOlVYJeIeELSKJpV724mImL52iQzs7KSdBczf68hIlzDocokvQ0cGhE3FFWlJwCDKqtKR8TqM38WM7M8PGfarA2SmoaavUtaMmUrYGdJP46IP2UNV1IRsVzFz/0yRjGzBhERA3JnaFALAu8XP69LWmf6X8XjB4FTMmQyM2uXbrkDmHUBJwMPAytGxJZAX+Bq4A/FuqRmZmY2a5qqSoOrSptZF+OeabO2rQf8qGmN6Yj4EDigGIp8hqQ5IuL0rAlLTNLDwFDgioh4L3ceMysvST2BnwBbkgpNvkOqNP0bv/90GleVNrMuyz3TZm1bGBjffGNEnAScCpwq6ZRah2ogn5PWIR0n6QpJ35Ck3KHMrFwkLQ08CpwALASMIb3/nwQ8KmmpjPHK7HjgceA7wGNA5c3p/YB7c4QyM2sPFyAza4Ok50i9En9pZf9gYDAwHNjWBciqT9IqwCHAAaRqu+NIS6dcHBEvZYxmZiVRVJHeFtgxIh6q2L4+cANwc0QclCleQ3JVaTOrd25Mm7VB0gVA34jYaibHnAQMIVWWdmO6k0jqRrrYPRjYEZgT+G9EbJ41mJl1eZLeAk6MiL+2sO+7pOX6lqh9MjMzq1ce5m3WtsuACZIWa+2AYg3MY4C7a5aqAUXEtIi4KSL2JBWqeR34euZYZlYOC9H6/NxXi/1mZmZfcM+0mXUZkhYA9iH1TPcHpgDXRsQBWYOZWZdXTOm5JSJ+3MK+c4HtImK12iczM7N65WreZlb3JG1BakDvBsxDWnv0CFKF7w9zZjOz0rgQOKuYTnIx8AawJKlWww+BQRmzmZlZHXLPtJnVNUmjgD6ktUgvA4ZGxHNZQ5lZ6RSrBPyZVFW68uJIwPkR8b0swczMrG65MW1mdU3StaR1pm+KiM9z5zGzcpI0J/AZsBIwkLTO9LvAHRHxQs5sZmZWn9yYNjMzs4YmaW5gMrBHRFybO4+ZmXUNnjNtZl2GpF6kOdPTiYgxGeKYWUlExBRJ75Ia1GZmZu3inmkzq3uSTgR+RBp2OQOv7W1ms0vSBcDUiPh+7ixmZtY1uGfazOqapENIVXTPAk4Ffk4qCHQg8DHwi3zpzKxErgQukDQUGEaq5j1dj0NEPJojmJmZ1Sf3TJtZXZP0CHANqdH8KbBeRDwqaR7gbuAfEXF2zoxm1vVJmlbxsPnFkYDwKBgzM6vknmkzq3crAvcDTRe6cwJExMeSfgWcBrgxbWaz6+DcAczMrGtxY9rM6t1nkLqEJH0ILFOx7x1g6SypzKxUIuLi3BnMzKxr6ZY7gJlZG14E+hQ/PwR8R9IckroD3wVG5QpmZuUkaWVJG0laKXcWMzOrX25Mm1m9uwnYrPj5TGAL4H1gArA7LkBmZlUiaU9Jo4HngP8CIyWNlrRH5mhmZlaHXIDMzLoUSesD+5AKBP07Iu7MHMnMSkDS9sANwDPApcA40jSSA4DVgZ0iYni+hGZmVm/cmDYzM7OGJ+l/wIfADhExrWK7gOHAAhGxSa58ZmZWfzzM28zMzAy+CvyxsiENqfgh8EfgK1lSmZlZ3XJj2szqWlFs7ERJz0qaLOnzZl+f5c5oZqXwOcXSey2Ygy+X5zMzMwM8zNvM6pykc4CfkIZZPgl80vyYiBhS61xmVi6SbgfmBwZExMcV2+cC7gImRcTWmeKZmVkdcmPazOqapDHABW4wm1lnkvR14HbSSgFXA28CSwK7AYsCW0TEvfkSmplZvXFj2szqmqSJwM6u2m1mnU3S5sBZwAaASEO7HwB+FhF358xmZmb1x41pM6trkv4N/Ccifp07i5k1BknzAosA70XER7nzmJlZfXJj2szqmqQVgOuBk4EbI2Jq5khmZmZmZm5Mm1l9K4Z5z1F8BdC8lygiYqGaBzOzUpF0LrBEROzfwr7LgDci4pjaJzMzs3rVI3cAM7M2XENqRJuZdaadgdNa2XcrcCLgxrSZmX3BjWkzq2sRcVDuDGbWEJYGRrWybzSwTO2imJlZV9AtdwAzMzOzOjAZ6NPKvmWBKTXMYmZmXYAb02ZW9yStIOlSSeMkfSLpdUkXF8XJzMyq4T7g/yTNUbmxePwTwGtMm5nZdFyAzMzqmqRVSRe5cwN3AOOApYAtSMXINomIkfkSmlkZSOoP3E0a6n0B8DppaPchQF9gs4h4MFtAMzOrO25Mm1ldkzQMWBsYEBFjK7YvQ2pcPxURu+fKZ2blIWkb4Dxg+YrNLwM/iIhb86QyM7N65ca0mdU1Se8CP4qIy1vYdwDwu4joWftkZlZWklYCegHjI+LF3HnMzKw+uZq3mdW7eYF3W9n3DjBPDbOYWQMoGtCtNqIldQemAutHxKM1C2ZmZnXFBcjMrN49D+zfyr59Ac+XNrMclDuAmZnl5Z5pM6t3vwP+Jmkh4GLgDWBJ4ABgZ+CwjNnMzMzMrEG5MW1mdS0ihkpaAjgR2KHYLOBj4ISIuDBbODMzMzNrWC5AZmZ1q5iXuALwNhDARsCipDnU90XEBxnjmVmDKt6bPgXW85xpM7PG5Z5pM6tnAp4FdoqI4cDNmfOYmZmZmQEuQGZmdSwiPgPexO9VZmZmZlZnfIFqZvXuSuBb8saQuwAABj9JREFUuUOYmZmZmVXyMG8zq3ePA3tLugMYRqrmPV2xh4gYliOYmTWsaaTVBd7JHcTMzPJxATIzq2uSprVxSERE95qEMTMzMzMruGfazOrdwNwBzKycJL1Ks5EuMxERsUJn5jEzs67FjWkzq2sRMSJ3BjMrrRG0vzFtZmY2HQ/zNrMuQdICfLnO9DvA/RExMW8qMzMzM2tUbkybWd2TdDQwGJiXtPY0wGRgcEScmy2YmZmZmTUsL41lZnVN0reAXwJ3A/sAmwJ7k4Znni3pwIzxzKxEJPWSdKak+yS9KGmNYvvhktbJnc/MzOqLe6bNrK5Jegx4JiIOaGHfZcDqEfG12iczszKRtBzwP2Ah4AmgP7B+RDwq6Txg3og4OGdGMzOrL+6ZNrN6typwWSv7LgNWq2EWMyuvXwLvAysBm/HllBKA/wKb5AhlZmb1y9W8zazefQz0bGVfz2K/mdns2hL4fkSMk9R87fo3gKUyZDIzszrmnmkzq3f3AKdImu5CVlJv4GTSXGozs9k1NzChlX3zAdNqmMXMzLoA90ybWb07HrgPeEnS7aQeoiWBLYBPgd0yZjOz8nge2Aq4rYV9mwFP1zaOmZnVO/dMm1ldi4hngPWB64vvBxffrwM2iIhnM8Yzs/L4K3CUpKOARYptc0raAzgC+Eu2ZGZmVpdczdvM6pqkOYA5I2JyC/vmA6ZGxKe1T2ZmZSPpfOAw0pDubsV3AX+NiO/lzGZmZvXHjWkzq2uSLgLmioh9W9h3OfBxRBxW82BmVkqSNgR2AJYA3gFujIh786YyM7N65Ma0mdU1SaOBQRFxRQv79gHOjIjlap/MzMzMzBqZ50ybWb1bglR0rCVvAr1rmMXMSkrSw5KOkLRI20ebmZm5MW1m9e99YMVW9q0ITKxhFjMrr8+BPwDjJF0h6RuSlDuUmZnVLw/zNrO6JukKYANg/YiYULG9J/Ag8HBE7JMrn5mVh6RVgEOAA0ijXsYBFwEXR8RLGaOZmVkdcmPazOpacXH7EGlN6auA14FlgD2BOUjLYz2fL6GZlY2kbsC2pKX4dgTmBP4bEZtnDWZmZnXFjWkzq3uSvgKcC2wGdCcNxxwB/DQinsyZzczKTdImwBXA0hHRPXceMzOrH25Mm1mXIWkeYBFgQkRMyZ3HzMpJ0gLAPqSe6f7AFODaiDggazAzM6srbkybmZmZAZK2IDWgdwPmIdVluBC4IiI+zJnNzMzqjxvTZmZm1vAkjQL6AG8DlwFDI+K5rKHMzKyu9cgdwMzMzKwOPAb8ELgpIj7PHcbMzOqfe6bNzMzMzMzMOsg902ZmZmaApDng/9u7f1W7ijCMw7/RQkUOgjFgYSv2tmpjQEs7RREvImVKMVhp9AIsBBvBRgRBNJdgod6BqKQwNsHCPzgW5yAxeIRp9lqH/TzVZs0q3nK/fGtmeqO6Ul2qfq6+qj6ac/6xZTYA9sdkGgA4emOMR6qb1dPVr9Wt6vHq4err6opDyAC4231bBwAA2IHr1VPVK3POkznnk3POk+rls+fXN00HwO6YTAMAR2+M8UP1zpzzxn+sXa2uzjmfOHwyAPbKZBoAoC5X356z9k312AGzAHABKNMAAPVj9ew5a89UPx0wCwAXgNO8AQDq4+raGONO9eGc8/YY41L1enWtenfTdADsjj3TAMDRG2M8UH1avVDN6s9Ohw6j+qJ6ac75+3YJAdgbZRoA4MwY48Xq+erR6nZ1c8755bapANgjZRoA4C5jjMvVQ/c+n3N+v0EcAHbKnmkA4OiNMU6qG9Wr1YPnvHb/4RIBsHfKNABAvVe9Vn3Q6RVZv20bB4C985k3AHD0xhi3qrfnnO9vnQWAi8E90wAAp592f7d1CAAuDmUaAKA+r57bOgQAF4c90wAA9Vb1yRjjTvVZp9di/cuc85eDpwJgt+yZBgCO3hjjr7Of5/4xmnM6zRuAf5hMAwDUm/1PkQaAe5lMAwAAwCIHkAEAAMAiZRoAAAAWKdMAAACwSJkGAACARco0AAAALFKmAQAAYJEyDQAAAIuUaQAAAFikTAMAAMAiZRoAAAAWKdMAAACwSJkGAACARco0AAAALFKmAQAAYJEyDQAAAIuUaQAAAFikTAMAAMAiZRoAAAAW/Q1Kr8xDQW3nCQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Make2DPlot(dat_joined_vt,\"virus\",\"therapy\")\n",
    "Make2DPlot(dat_joined_vt,\"virus\",\"therapy\",single_sentence_plots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Virus / Drug co-occurrences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prune and join, and extract overlap counts\n",
    "dat_joined_vd=dat_drugs.join(dat_viruses, rsuffix='_virus',lsuffix=\"_drug\")\n",
    "dat_joined_vd=dat_joined_vd[dat_joined_vd.notna().word_drug & dat_joined_vd.notna().word_virus]\n",
    "\n",
    "dat_joined_vd=dat_joined_vd.drop([\"sha_drug\",\"blockid_drug\",\"sec_drug\"],axis=1).reset_index().rename(columns={\"sha_virus\":\"sha\",\"blockid_virus\":\"blockid\",\"sec_virus\":\"sec\"})\n",
    "SingleSentence=[]\n",
    "for i in dat_joined_vd.index:\n",
    "    SingleSentence.append(SameSentenceCheck(dat_joined_vd.block[i],dat_joined_vd.pos_drug[i],dat_joined_vd.pos_drug[i]))\n",
    "dat_joined_vd.insert(len(dat_joined_vd.columns),'same_sentence',SingleSentence)\n",
    "dat_joined_vd.to_csv(\"Overlaps_Virus_Drug.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drugsubset=[\"naproxen\",\"clarithromycin\",\"chloroquine\",\"kaletra\",\"Favipiravir\",\"Avigan\",'hydroxychloroquine','baricitinib']\n",
    "Make2DPlot(dat_joined_vd[dat_joined_vd.word_drug.isin(drugsubset)],\"virus\",\"drug\")\n",
    "Make2DPlot(dat_joined_vd[dat_joined_vd.word_drug.isin(drugsubset)],\"virus\",\"drug\",single_sentence_plots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drug / Therapy co-occurrences\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prune and join, and extract overlap counts\n",
    "dat_joined_dt=dat_drugs.join(dat_therapies, rsuffix='_therapy',lsuffix=\"_drug\")\n",
    "dat_joined_dt=dat_joined_dt[dat_joined_dt.notna().word_drug & dat_joined_dt.notna().word_therapy]\n",
    "\n",
    "dat_joined_dt=dat_joined_dt.drop([\"sha_drug\",\"blockid_drug\",\"sec_drug\"],axis=1).reset_index().rename(columns={\"sha_therapy\":\"sha\",\"blockid_therapy\":\"blockid\",\"sec_therapy\":\"sec\"})\n",
    "SingleSentence=[]\n",
    "for i in dat_joined_dt.index:\n",
    "    SingleSentence.append(SameSentenceCheck(dat_joined_dt.block[i],dat_joined_dt.pos_drug[i],dat_joined_dt.pos_therapy[i]))\n",
    "dat_joined_dt.insert(len(dat_joined_dt.columns),'same_sentence',SingleSentence)\n",
    "dat_joined_dt.to_csv(\"Overlaps_Drug_Therapy.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Make2DPlot(dat_joined_dt[dat_joined_dt.word_drug.isin(drugsubset)],\"drug\",\"therapy\")\n",
    "Make2DPlot(dat_joined_dt[dat_joined_dt.word_drug.isin(drugsubset)],\"drug\",\"therapy\",single_sentence_plots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Study type / drug co-occurrences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prune and join, and extract overlap counts\n",
    "dat_joined_de=dat_drugs.join(dat_exps, rsuffix='_exp',lsuffix=\"_drug\")\n",
    "dat_joined_de=dat_joined_de[dat_joined_de.notna().word_drug & dat_joined_de.notna().word_exp]\n",
    "\n",
    "dat_joined_de=dat_joined_de.drop([\"sha_drug\",\"blockid_drug\",\"sec_drug\"],axis=1).reset_index().rename(columns={\"sha_exp\":\"sha\",\"blockid_exp\":\"blockid\",\"sec_exp\":\"sec\"})\n",
    "SingleSentence=[]\n",
    "for i in dat_joined_de.index:\n",
    "    SingleSentence.append(SameSentenceCheck(dat_joined_de.block[i],dat_joined_de.pos_drug[i],dat_joined_de.pos_exp[i]))\n",
    "dat_joined_de.insert(len(dat_joined_de.columns),'same_sentence',SingleSentence)\n",
    "dat_joined_de.to_csv(\"Overlaps_Drug_Experiment.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Make2DPlot(dat_joined_de[dat_joined_de.word_drug.isin(drugsubset)],\"drug\",\"exp\")\n",
    "Make2DPlot(dat_joined_de[dat_joined_de.word_drug.isin(drugsubset)],\"drug\",\"exp\",single_sentence_plots=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tripartite co-occurrences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "word_therapy  word_virus  word           \n",
       "administer    2019-ncov   arbidol             1\n",
       "                          cefepime            3\n",
       "                          chloroquine         4\n",
       "                          corticosteroids     1\n",
       "                          eidd-2801           1\n",
       "                                             ..\n",
       "treatment     sars-cov2   lopinavir           6\n",
       "                          remdesivir          4\n",
       "                          ribavirin           6\n",
       "                          sarilumab           2\n",
       "                          tocilizumab        20\n",
       "Name: sha_therapy, Length: 3174, dtype: int64"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat_joined_vtd=dat_therapies.join(dat_viruses, rsuffix='_virus',lsuffix=\"_therapy\").join(dat_drugs)\n",
    "dat_joined_vtd=dat_joined_vtd[dat_joined_vtd.notna().word_therapy & dat_joined_vtd.notna().word_virus & dat_joined_vtd.notna().word]\n",
    "grouped_vtd=dat_joined_vtd.groupby(['word_therapy','word_virus','word'])\n",
    "grouped_vtd.count().sha_therapy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "dat_joined_vtd=dat_joined_vtd.reset_index().drop(['sha_therapy','blockid_therapy','sec_therapy','sha_virus','blockid_virus','sec_virus'],axis=1).rename(columns={'word':'word_drug','pos':'pos_drug'}).set_index('sha')\n",
    "dat_joined_vtd=dat_joined_vtd[[\"block\",\"sec\",\"blockid\",\"word_therapy\",\"pos_therapy\",\"word_virus\", \"pos_virus\",\"word_drug\",\"pos_drug\"]]\n",
    "dat_joined_vtd.to_csv(\"Overlaps_Drug_Therapy_Virus.csv\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preparation for Visualization\n",
    "This section implements some data manipulation and cleaning to prepare for visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "covid-19               17878\n",
       "sars-cov-2              7927\n",
       "2019-ncov               2950\n",
       "covid19                  240\n",
       "novel_coronaviruses      217\n",
       "sars-cov2                210\n",
       "coronavirus_2019         108\n",
       "sarscov2                  10\n",
       "sars-cov_2                 1\n",
       "Name: word, dtype: int64"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dat_viruses.word.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "OverlapsVirus=pd.read_csv(\"./Overlaps_Virus_Drug.csv\")\n",
    "OverlapsTherapy=pd.read_csv(\"./Overlaps_Drug_Therapy.csv\")\n",
    "\n",
    "VirusWords=['novel_coronavirus','covid-19','2019-ncov','sars-cov-2','sars-cov_2']\n",
    "\n",
    "PapersWithVirusDrugOverlap=OverlapsVirus[OverlapsVirus.word_virus.isin(VirusWords)].sha.unique()\n",
    "PapersWithVirusMention=dat_viruses[dat_viruses.word.isin(VirusWords)].sha.unique()\n",
    "OverlapsTherapy=OverlapsTherapy[OverlapsTherapy.same_sentence==1]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This two helper function does its best to extract the year from the \n",
    "#  inconsistently formatted metadata\n",
    "\n",
    "def ConvertDateToYear(datestring):\n",
    "    import dateutil.parser as parser\n",
    "\n",
    "    if(pd.notna(datestring)):\n",
    "        try:\n",
    "            date=parser.parse(str(datestring),fuzzy=True)\n",
    "            return date.year\n",
    "        except ValueError:\n",
    "            return 0\n",
    "    else:\n",
    "        return 0\n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Take the elements we need out of the paper metadata\n",
    "meta=pd.read_csv(\"/kaggle/input/CORD-19-research-challenge/metadata.csv\")\n",
    "years=meta.publish_time.apply(ConvertDateToYear)\n",
    "meta.insert(len(meta.columns),'year',years)\n",
    "meta_to_use=meta.set_index('sha')[['doi','title','year','abstract','journal','cord_uid']]\n",
    "\n",
    "# And mix it in\n",
    "OverlapsTherapy=OverlapsTherapy.set_index('sha').join(meta_to_use).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [],
   "source": [
    "if(InsertCiteData):\n",
    "    citefile=pd.read_csv(\"/kaggle/input/coronawhy/cord19_MicrosoftAcademic_citation_metadata.csv\").set_index('cord_uid')['CitationCount']\n",
    "    OverlapsTherapy=OverlapsTherapy.set_index('cord_uid').join(citefile).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract the relevant sentences where matches were found\n",
    "SentenceEnders=\"\\. |; \\! \\? \"\n",
    "ExtractedSentences=[]\n",
    "for i in OverlapsTherapy.index:\n",
    "    sentences = re.split(SentenceEnders,OverlapsTherapy.block.loc[i])\n",
    "    RunningCount=0\n",
    "    ExtractedSentences.append(np.NaN)\n",
    "\n",
    "    for s in range(0,len(sentences)):\n",
    "        RunningCount=RunningCount+len(sentences[s])\n",
    "        if(OverlapsTherapy.pos_drug.loc[i]<RunningCount):\n",
    "            ExtractedSentences[-1]=sentences[s]\n",
    "            break\n",
    "            \n",
    "OverlapsTherapy.insert(len(OverlapsTherapy.columns),'sentence',ExtractedSentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check for coincidences in block and paper\n",
    "CoronaInPaper=OverlapsTherapy.sha.isin(PapersWithVirusMention)\n",
    "CoronaInBlock=OverlapsTherapy.sha.isin(PapersWithVirusDrugOverlap)\n",
    "OverlapsTherapy.insert(len(OverlapsTherapy.columns),'corona_paper',CoronaInPaper)\n",
    "OverlapsTherapy.insert(len(OverlapsTherapy.columns),'corona_block',CoronaInBlock)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Tidy and trim\n",
    "OverlapsTherapy=OverlapsTherapy.rename(columns={'word_drug':'drug','sec':'section','block':'paragraph'}).drop(['blockid','pos_drug','pos_therapy','Unnamed: 0','same_sentence'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This is the final file that is used as input to the visualization stage\n",
    "OverlapsTherapy=OverlapsTherapy.drop_duplicates()\n",
    "OverlapsTherapy.to_csv(\"DrugVisData.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Negation Detection\n",
    "\n",
    "A trigger term list (citation1) is used to identify negation for each extracted drug-treatment co-occurence.\n",
    "\n",
    "Pros:\n",
    "\n",
    "* Quick and easy approach\n",
    "\n",
    "Cons:\n",
    "\n",
    "* Sentence hierarchical structure is not accounted for. Contrastive conjunctions (but, however, etc.) and long sentences with each part talking about different drugs could cause false positives.\n",
    "\n",
    "We follow the methods of \"Clinical Text Summarization with Syntax-Based Negation and Semantic Concept Identification\", Weng, Wei-Hung et al, 2020, arXiv arXiv:2003.00353."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "if(CalculateNegations):\n",
    "\n",
    "    data = OverlapsTherapy\n",
    "    output_data = data\n",
    "    out_dir = './'\n",
    "\n",
    "\n",
    "    # negated term list (use the human annotated version)\n",
    "    neg_list = pd.read_csv('/kaggle/input/negation-words/neg_list_complete.txt', sep='\\t', header=0)\n",
    "    neg = neg_list['ITEM'].values\n",
    "    neg_term = [' ' + item + ' ' for item in neg]\n",
    "    neg_term.extend(item + ' ' for item in neg)\n",
    "\n",
    "\n",
    "    for i in data.index:\n",
    "        if pd.isnull(data.loc[i,'sentence']):\n",
    "            output_data.loc[i,'match_quality'] = 2\n",
    "        else:\n",
    "            # tag negated or affirmed based on string matching --- negation term list\n",
    "            # add one space to prevent loss of 'no ', 'not ', ... etc.\n",
    "            if any(substring in ' ' + data.loc[i,'sentence'].lower() for substring in neg_term):\n",
    "                output_data.loc[i,'match_quality'] = 1\n",
    "            else:\n",
    "                output_data.loc[i,'match_quality'] = 2\n",
    "\n",
    "    # save results in a output file\n",
    "    output_data.to_csv('DrugVisData.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the most negated and most asserted drugs based on number of mentions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 20 most negated drugs:\n",
      "\n",
      "drug\n",
      "corticosteroids       2582\n",
      "ribavirin             2262\n",
      "oseltamivir           1391\n",
      "methylprednisolone     768\n",
      "zanamivir              677\n",
      "amoxicillin            617\n",
      "pegylated              570\n",
      "dexamethasone          565\n",
      "prednisolone           564\n",
      "azithromycin           525\n",
      "acyclovir              519\n",
      "nitric_oxide           502\n",
      "doxycycline            497\n",
      "cholesterol            466\n",
      "ganciclovir            463\n",
      "metronidazole          450\n",
      "prednisone             442\n",
      "trypsin                409\n",
      "influenza_a_virus      401\n",
      "vancomycin             397\n",
      "Name: drug, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "if(CalculateNegations):\n",
    "    negated_drug_mentions = output_data.loc[output_data.match_quality==2,'drug']\\\n",
    "                                        .groupby(output_data['drug'])\\\n",
    "                                        .value_counts()\\\n",
    "                                        .droplevel(level=0)\n",
    "    print('Top 20 most negated drugs:\\n')\n",
    "    print(negated_drug_mentions.nlargest(20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's look at the distribution of percentage negated mentions for drugs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if(CalculateNegations):\n",
    "    drug_mentions = output_data.groupby([output_data['drug'],output_data.match_quality])\\\n",
    "                                .size().to_frame(name = 'size').reset_index()\\\n",
    "                                .pivot(index='drug',columns='match_quality',values='size').fillna(0).reset_index()\n",
    "\n",
    "    drug_mentions['Percentage Negations'] = (drug_mentions[1]*100)/(drug_mentions[2]+drug_mentions[1])\n",
    "\n",
    "    drug_mentions.hist(column='Percentage Negations')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if(CalculateNegations):\n",
    "    # Drugs with 100% negation\n",
    "    drug_mentions.nlargest(n=1,columns='Percentage Negations',keep='all').plot.bar('drug',[1.0,2.0],figsize=(15,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relation Extraction Model "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The below is a basic relation classification model trained at the following link https://github.com/CoronaWhy/task-vt/pull/16/files and inspired by https://www.kaggle.com/xhlulu/jigsaw-tpu-xlm-roberta. The goal of this model is given a sentence with a drug and a treatment classify if the treatment is actually related to the drug."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import Dense, Input\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.models import Model\n",
    "from tensorflow.keras.callbacks import ModelCheckpoint\n",
    "from kaggle_datasets import KaggleDatasets\n",
    "import transformers\n",
    "from transformers import TFAutoModel, AutoTokenizer\n",
    "from tqdm.notebook import tqdm\n",
    "from tokenizers import Tokenizer, models, pre_tokenizers, decoders, processors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: cannot create directory ‘model_dir’: File exists\n",
      "Copying gs://coronaviruspublicdata/re_snapshot/4_13_2020/config.json...\n",
      "/ [1 files][  1.2 KiB/  1.2 KiB]                                                \n",
      "Operation completed over 1 objects/1.2 KiB.                                      \n",
      "Copying gs://coronaviruspublicdata/re_snapshot/4_13_2020/sigmoid.pickle...\n",
      "/ [1 files][  3.2 KiB/  3.2 KiB]                                                \n",
      "Operation completed over 1 objects/3.2 KiB.                                      \n",
      "Copying gs://coronaviruspublicdata/re_snapshot/4_13_2020/tf_model.h5...\n",
      "/ [1 files][475.7 MiB/475.7 MiB]                                                \n",
      "Operation completed over 1 objects/475.7 MiB.                                    \n"
     ]
    }
   ],
   "source": [
    "!mkdir model_dir\n",
    "#!gsutil cp gs://coronaviruspublicdata/re_final_best/new/config.json model_dir/config.json\n",
    "#!gsutil cp gs://coronaviruspublicdata/re_final_best/new/sigmoid.pickle model_dir/sigmoid.pickle\n",
    "#!gsutil cp gs://coronaviruspublicdata/re_final_best/new/tf_model.h5 model_dir/tf_model.h5\n",
    "# Snapshot weights below uncomment if you want to use\n",
    "!gsutil cp gs://coronaviruspublicdata/re_snapshot/4_13_2020/config.json model_dir/config.json\n",
    "!gsutil cp gs://coronaviruspublicdata/re_snapshot/4_13_2020/sigmoid.pickle model_dir/sigmoid.pickle\n",
    "!gsutil cp gs://coronaviruspublicdata/re_snapshot/4_13_2020/tf_model.h5 model_dir/tf_model.h5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_model(transformer, max_len=256):\n",
    "    \"\"\"\n",
    "    https://www.kaggle.com/xhlulu/jigsaw-tpu-distilbert-with-huggingface-and-keras\n",
    "    \"\"\"\n",
    "    input_ids = Input(shape=(max_len, ), dtype=tf.int32)\n",
    "\n",
    "    x = transformer(input_ids)[0]\n",
    "    x = x[:, 0, :]\n",
    "    x = Dense(1, activation='sigmoid', name='sigmoid')(x)\n",
    "\n",
    "    # BUILD AND COMPILE MODEL\n",
    "    model = Model(inputs=input_ids, outputs=x)\n",
    "    model.compile(\n",
    "        loss='binary_crossentropy', \n",
    "        metrics=['accuracy'], \n",
    "        optimizer=Adam(lr=1e-5)\n",
    "    )\n",
    "    return model\n",
    "\n",
    "def save_model(model, transformer_dir='transformer'):\n",
    "    \"\"\"\n",
    "    Special function to load a keras model that uses a transformer layer\n",
    "    \"\"\"\n",
    "    transformer = model.layers[1]\n",
    "    touch_dir(transformer_dir)\n",
    "    transformer.save_pretrained(transformer_dir)\n",
    "    sigmoid = model.get_layer('sigmoid').get_weights()\n",
    "    pickle.dump(sigmoid, open('sigmoid.pickle', 'wb'))\n",
    "\n",
    "def load_model(pickle_path, transformer_dir='transformer', max_len=512):\n",
    "    \"\"\"\n",
    "    Special function to load a keras model that uses a transformer layer\n",
    "    \"\"\"\n",
    "    transformer = TFAutoModel.from_pretrained(transformer_dir)\n",
    "    model = build_model(transformer, max_len=max_len)\n",
    "    sigmoid = pickle.load(open(pickle_path, 'rb'))\n",
    "    model.get_layer('sigmoid').set_weights(sigmoid)\n",
    "    \n",
    "    return model\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = load_model(\"model_dir/sigmoid.pickle\", \"model_dir\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "def regular_encode(texts, tokenizer, maxlen=512):\n",
    "    enc_di = tokenizer.batch_encode_plus(\n",
    "        texts, \n",
    "        return_attention_masks=False, \n",
    "        return_token_type_ids=False,\n",
    "        pad_to_max_length=True,\n",
    "        max_length=maxlen\n",
    "    )\n",
    "    \n",
    "    return np.array(enc_di['input_ids'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = AutoTokenizer.from_pretrained(\"allenai/biomed_roberta_base\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "def MagicClassifierFunction(sentence, tokenizer):\n",
    "    encode_text = regular_encode(sentence, tokenizer)\n",
    "    preds = model.predict(encode_text)\n",
    "    BooleanDecision = (preds >= .4) \n",
    "    return BooleanDecision "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Due to runtime constraints on kaggle we can only apply the ML classifier to a subset.\n",
    "# Given less restriction on submission we could apply to all...\n",
    "#SelectionToML=(output_data.corona_paper==True) & (output_data.section.isin(['title','abstract'])&output_data.notna().sentence)\n",
    "SelectionToML=(output_data.corona_paper==True) & (output_data.notna().sentence)\n",
    "SentencesForML=output_data[SelectionToML].sentence.unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2h 17min 47s, sys: 16min 35s, total: 2h 34min 23s\n",
      "Wall time: 41min 39s\n"
     ]
    }
   ],
   "source": [
    "# Run the classifier\n",
    "%time preds=MagicClassifierFunction(SentencesForML,tokenizer)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "for i in SentencesForML[preds[:,0]]:\n",
    "    output_data.match_quality[i == output_data.sentence]=3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "#Do not allow claim as covid-19 papers any from before 2019\n",
    "output_data.corona_paper[output_data.year<2019]=False\n",
    "output_data.corona_block[output_data.year<2019]=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_data=output_data.reset_index()\n",
    "output_data=output_data.set_index(\"cord_uid\")\n",
    "output_data.to_csv(\"DrugVisData.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Making the matrix for the study-types plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [],
   "source": [
    "TitleAndAbstractMentions=dat_exps[(dat_exps.sec=='title') | (dat_exps.sec=='abstract')].set_index('sha')\n",
    "\n",
    "IndicatorMatrix=pd.read_csv(\"/kaggle/working/DrugVisData.csv\")\n",
    "IndicatorMatrix=IndicatorMatrix.set_index('sha').join(TitleAndAbstractMentions)\n",
    "IndicatorMatrix=IndicatorMatrix[IndicatorMatrix.notna().word].rename({\"word\":\"study_word\"},axis=1)\n",
    "\n",
    "# Load data we need to make the categorization of study words into \n",
    "#  paper category indications\n",
    "catfile=np.loadtxt(\"/kaggle/input/textmatchesvt/study_classes.csv\",dtype='str', delimiter=',')\n",
    "categories=np.unique([i.lower() for i in catfile[:,1]])\n",
    "for cat in categories:\n",
    "    IndicatorMatrix[cat]=False\n",
    "for c in catfile:\n",
    "    word=c[0].lower().replace(\" \", \"_\")\n",
    "    category=c[1].lower().replace(\" \", \"_\")\n",
    "    IndicatorMatrix.loc[(IndicatorMatrix.study_word==word),category]=True\n",
    "\n",
    "# Build up new data structure with categorization judgements\n",
    "IndicatorMatrix=IndicatorMatrix.reset_index()\n",
    "gb=IndicatorMatrix.groupby(by=['sha','drug'])\n",
    "cat_scores={}\n",
    "for c in categories:\n",
    "    cat_scores[c]=[]\n",
    "shas=[]\n",
    "drugs=[]\n",
    "clinical_score=[]\n",
    "gb_groups = gb.groups\n",
    "for g in gb_groups.keys():\n",
    "    records=IndicatorMatrix.iloc[gb_groups[g]]\n",
    "    shas.append(g[0])\n",
    "    drugs.append(g[1])\n",
    "    for c in categories:\n",
    "        cat_scores[c].append(sum(records[c]))\n",
    "data=[shas,drugs]\n",
    "colnames=['sha','drugs']\n",
    "for c in categories:\n",
    "    data.append(cat_scores[c])\n",
    "    colnames.append(c)\n",
    "studydata=pd.DataFrame(np.array(data).T,columns=colnames)\n",
    "for c in categories:\n",
    "    studydata[c]=studydata[c].apply(pd.to_numeric)\n",
    "studydata.insert(len(studydata.columns),'category',np.NaN)\n",
    "   \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Paper classifications by 'popular vote'\n",
      "=======================================\n",
      "No Category: 146\n",
      "clinical: 2784\n",
      "in-silico: 204\n",
      "in-vitro: 26\n",
      "pre-clinical: 1260\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# Papers are categorized by \"popular vote\" by search term.\n",
    "\n",
    "print(\"Paper classifications by 'popular vote'\" )\n",
    "print(\"=======================================\")\n",
    "print(\"No Category: \" + str(len(studydata[studydata[categories].max(axis=1)==0].sha.unique())))\n",
    "for cat in categories:\n",
    "    print(cat + \": \"+  str(len(studydata[(studydata[categories].max(axis=1)==studydata[cat]) & (studydata[categories].max(axis=1)>0)].sha.unique())))\n",
    "    studydata.category[(studydata[categories].max(axis=1)==studydata[cat]) & (studydata[categories].max(axis=1)>0)]=cat\n",
    "    \n",
    "IndicatorMatrix.drop('study_word',axis=1).drop_duplicates()\n",
    "studydata=studydata[['sha','category']].drop_duplicates().set_index('sha')\n",
    "IndicatorMatrix=IndicatorMatrix=IndicatorMatrix.set_index('sha').join(studydata).reset_index().rename({\"category\":\"word\"},axis=1)    \n",
    "#IndicatorFields=['sha','paragraph','drug','section','doi','title','year','abstract','sentence','corona_paper','corona_block','word','sec','match_quality']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [],
   "source": [
    "ForGeoMatch=IndicatorMatrix[(IndicatorMatrix.word=='clinical')&(IndicatorMatrix.corona_paper==True)][['sha','cord_uid','drug','year','doi']]\n",
    "ForGeoMatch=ForGeoMatch.drop_duplicates()\n",
    "ForGeoMatch.to_csv(\"ClinicalPapers_ForGeo.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [],
   "source": [
    "IndicatorMatrix=IndicatorMatrix.drop(['blockid', 'study_word', 'pos', 'clinical', 'in-silico', 'in-vitro','pre-clinical'],axis=1).drop_duplicates()\n",
    "IndicatorMatrix.to_csv(\"IndicatorMatrix.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# List of Contributors (alphabetical) <a id=\"contrib\"></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook was produced by the Task-VT subgroup of the CoronaWhy research consortium.  We acknowledge significant scientific or technical contributions to this notebook from the following: \n",
    "\n",
    "\n",
    "**Hillary Adragna**: Pharmacology consultant\n",
    "\n",
    "**Mahmoud Bahaa**: NLP/ML Developer\n",
    "\n",
    "**Sam Brewer**: Lead Visualization Developer\n",
    "\n",
    "**Aradhana Chaturvedi**: NLP/ML Developer\n",
    "\n",
    "**Isaac Godfried**: NLP/ML Developer \n",
    "\n",
    "**Mike Honey**: Visualization Consultant\n",
    "\n",
    "**Ben Jones**: Lead Data Analysis Developer\n",
    "\n",
    "**Andrea Kropp**: NLP / Search Term Enrichment\n",
    "\n",
    "**Siddharta Mitra**: Development support and annotation\n",
    "\n",
    "**Dan Sosa**: Task-VT Team Coordinator\n",
    "\n",
    "**Malakiva Suresh**: NLP/ML Developer\n",
    "\n"
   ]
  }
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