diff --git a/.gitignore b/.gitignore
index dba6d2f..9fd168a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,6 +4,7 @@
image.jpg
esparto-doc.html
esparto-quick.html
+esparto-doc.pdf
docs/examples/*.html
# IDE files
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 13a0363..7f13e2c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -34,5 +34,5 @@ repos:
- id: version
name: Version
language: system
- entry: python -m tests.check_package_version
+ entry: poetry run python -m tests.check_package_version
types: [python]
diff --git a/README.md b/README.md
index 0184802..54dadfe 100644
--- a/README.md
+++ b/README.md
@@ -2,48 +2,117 @@ esparto
=======
[![image](https://img.shields.io/pypi/v/esparto.svg)](https://pypi.python.org/pypi/esparto)
+[![PyPI pyversions](https://img.shields.io/pypi/pyversions/esparto.svg)](https://pypi.python.org/pypi/esparto/)
[![Build Status](https://travis-ci.com/domvwt/esparto.svg?branch=main)](https://travis-ci.com/domvwt/esparto)
[![codecov](https://codecov.io/gh/domvwt/esparto/branch/main/graph/badge.svg?token=35J8NZCUYC)](https://codecov.io/gh/domvwt/esparto)
[![Quality Gate Status](https://sonarcloud.io/api/project_badges/measure?project=domvwt_esparto&metric=alert_status)](https://sonarcloud.io/dashboard?id=domvwt_esparto)
-Esparto is a simple HTML and PDF document generator for Python. Its primary use is for generating shareable single page reports
-with content from popular analytics and data science libraries.
+`esparto` is a simple HTML and PDF document generator for Python. The API has been designed to emphasise
+productivity and reliability over flexibility or complexity - although you should find that it serves many
+use cases more than adequately. `esparto` is suitable for tasks such as:
+* Designing simple web pages
+* Automated MI reporting
+* Collating and sharing data graphics
+* ML model performance and evaluation documents
+
+
+## Main Features
+* Lightweight API
+* Jupyter Notebook support
+* Output self-contained HTML and PDF files
+* Responsive layout from [Bootstrap](https://getbootstrap.com/)
+* No CSS or HTML required
+* Automatic conversion for:
+ * Markdown
+ * Images
+ * Pandas DataFrames
+ * Matplotlib
+ * Bokeh
+ * Plotly
+
+
+## Installation
+`esparto` is available from PyPI:
+```bash
+pip install esparto
+```
+
+If PDF output is required, `weasyprint` must also be installed:
+```bash
+pip install weasyprint
+```
+
+
+## Dependencies
+
+* [python](python.org) >= 3.6
+* [jinja2](https://palletsprojects.com/p/jinja/)
+* [markdown](https://python-markdown.github.io/)
+* [Pillow](https://python-pillow.org/)
+* [weasyprint](https://weasyprint.org/) _(optional - for PDF output)_
+
+
+## License
+[MIT](https://opensource.org/licenses/MIT)
+
+
+## Documentation
Full documentation and examples are available at [domvwt.github.io/esparto/](https://domvwt.github.io/esparto/).
-## Overview
-The library features a streamlined API that defines pages in terms of
-sections, rows, and columns; and an intelligent wrapping system that automatically
-converts Python objects into content.
-We use the grid system and components from [Bootstrap](https://getbootstrap.com/) to ensure
-documents adapt to the viewing device and appear immediately familiar and accessible.
-No knowledge of Bootstrap or web development is required to use the library, however, as these
-details are conveniently abstracted.
+## Basic Usage
+```python
+import esparto as es
-At publishing time, the completed document is passed to [Jinja2](https://palletsprojects.com/p/jinja/)
-and fed into an HTML template with all style details and dependencies captured inline.
+# Instantiating a Page
+page = es.Page(title="Research")
-Esparto supports content rendering within Jupyter Notebooks, allowing users to interactively
-and iteratively build documents without disrupting their workflow.
+# Page layout hierarchy:
+# Page -> Section -> Row -> Column -> Content
-PDF conversion is provided by [Weasyprint](https://weasyprint.org/).
+# Add or update content
+# Keys are used as titles
+page["Introduction"]["Part One"]["Item A"] = "lorem ipsum"
+page["Introduction"]["Part One"]["Item B"] = "./pictures/image1.jpg"
-### Features
-* Lightweight API
-* No CSS or HTML required
-* Device responsive display
-* Self contained / inline dependencies
-* Jupyter Notebook support
-* Printer friendly formatting
-* PDF output
-* MIT License
-
-### Supported Content
-* Markdown
-* Images
-* Pandas DataFrames
-* Plots from:
- * Matplotlib
- * Bokeh
- * Plotly
+# Add content without a title
+page["Introduction"]["Part One"][""] = "Hello, Wolrd!"
+
+# Replace child at index - useful if no title given
+page["Introduction"]["Part One"][-1] = "Hello, World!"
+
+# Set content and return either content or layout
+# Useful in Jupyter Notebook as it will be displayed in cell output
+page["Methodology"]["Part One"]["Item A"] << "dolor sit amet"
+# >>> "dolor sit amet"
+page["Methodology"]["Part Two"]["Item B"] >> "foobar"
+# >>> {'Item A': ['Markdown']}
+
+# Show document structure
+page.tree()
+# >>> {'Research': [{'Introduction': [{'Part One': [{'Item A': ['Markdown']},
+# {'Item B': ['Image']}]}]},
+# {'Methodology': [{'Part One': [{'Item A': ['Markdown']}]},
+# {'Part Two': [{'Item A': ['Markdown']}]}]}]}
+
+# Remove content
+del page["Methodology"]["Part One"]["Item A"]
+del page.methodology.part_two.item_b
+
+# Access existing content as an attribute
+page.introduction.part_one.item_a = "./pictures/image2.jpg"
+page.introduction.part_one.tree()
+# >>> {'Part One': [{'Item A': ['Image']},
+# {'Item B': ['Image']},
+# {'Column 2': ['Markdown']}]}
+
+# Save the document
+page.save_html("my-page.html")
+page.save_pdf("my-page.pdf)
+```
+
+
+## Example Output
+
diff --git a/docs/examples/interactive-plots.ipynb b/docs/examples/interactive-plots.ipynb
index 4786f4b..92cd36b 100644
--- a/docs/examples/interactive-plots.ipynb
+++ b/docs/examples/interactive-plots.ipynb
@@ -12,13 +12,20 @@
"\n",
"We will look at:\n",
"* Interactive plotting with Bokeh and Plotly\n",
- "* Adding interactive content to the page"
+ "* Adding interactive content to the page\n",
+ "\n",
+ "In this example we use explicitly define the page structure with `Section`, `Row`, and `Column` classes. \n",
+ "The same result can be achieved using square brackets and attributes to get and set items."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:32.543241Z",
+ "start_time": "2021-05-31T10:48:30.529143Z"
+ },
"colab": {
"base_uri": "https://localhost:8080/"
},
@@ -38,6 +45,10 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:33.565593Z",
+ "start_time": "2021-05-31T10:48:32.546227Z"
+ },
"id": "0Pzi4t5EsUlq"
},
"outputs": [],
@@ -53,7 +64,12 @@
{
"cell_type": "code",
"execution_count": 3,
- "metadata": {},
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:33.584239Z",
+ "start_time": "2021-05-31T10:48:33.569419Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -297,7 +313,7 @@
" document.body.appendChild(element);\n",
" }\n",
"\n",
- " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js\": \"YF85VygJKMVnHE+lLv2AM93Vbstr0yo2TbIu5v8se5Rq3UQAUmcuh4aaJwNlpKwa\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js\": \"KKuas3gevv3PvrlkyCMzffFeaMq5we/a2QsP5AUoS3mJ0jmaCL7jirFJN3GoE/lM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js\": \"MK/uFc3YT18pkvvXRl66tTHjP0/dxoSH2e/eiNMFIguKlun2+WVqaPTWmUy/zvh4\"};\n",
+ " const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
"\n",
" for (let i = 0; i < js_urls.length; i++) {\n",
" const url = js_urls[i];\n",
@@ -322,7 +338,7 @@
" }\n",
"\n",
" \n",
- " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js\"];\n",
+ " var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
" var css_urls = [];\n",
" \n",
"\n",
@@ -368,7 +384,7 @@
" }\n",
"}(window));"
],
- "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"
\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js\": \"YF85VygJKMVnHE+lLv2AM93Vbstr0yo2TbIu5v8se5Rq3UQAUmcuh4aaJwNlpKwa\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js\": \"KKuas3gevv3PvrlkyCMzffFeaMq5we/a2QsP5AUoS3mJ0jmaCL7jirFJN3GoE/lM\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js\": \"MK/uFc3YT18pkvvXRl66tTHjP0/dxoSH2e/eiNMFIguKlun2+WVqaPTWmUy/zvh4\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
+ "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n \n\n \n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n var NB_LOAD_WARNING = {'data': {'text/html':\n \"\\n\"+\n \"
\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"
\\n\"+\n \"re-rerun `output_notebook()` to attempt to load from CDN again, or \\n\"+\n \"use INLINE resources instead, as so: \\n\"+\n \" \\n\"+\n \"
\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"
\"}};\n\n function display_loaded() {\n var el = document.getElementById(\"1002\");\n if (el != null) {\n el.textContent = \"BokehJS is loading...\";\n }\n if (root.Bokeh !== undefined) {\n if (el != null) {\n el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n }\n } else if (Date.now() < root._bokeh_timeout) {\n setTimeout(display_loaded, 100)\n }\n }\n\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls == null || js_urls.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error(url) {\n console.error(\"failed to load \" + url);\n }\n\n for (let i = 0; i < css_urls.length; i++) {\n const url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n\n for (let i = 0; i < js_urls.length; i++) {\n const url = js_urls[i];\n const element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error.bind(null, url);\n element.async = false;\n element.src = url;\n if (url in hashes) {\n element.crossOrigin = \"anonymous\";\n element.integrity = \"sha384-\" + hashes[url];\n }\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n \n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n var css_urls = [];\n \n\n var inline_js = [\n function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\n function(Bokeh) {\n \n \n }\n ];\n\n function run_inline_js() {\n \n if (root.Bokeh !== undefined || force === true) {\n \n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }\n if (force === true) {\n display_loaded();\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n } else if (force !== true) {\n var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n cell.output_area.append_execute_result(NB_LOAD_WARNING)\n }\n\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));"
},
"metadata": {},
"output_type": "display_data"
@@ -381,7 +397,12 @@
{
"cell_type": "code",
"execution_count": 4,
- "metadata": {},
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:33.625700Z",
+ "start_time": "2021-05-31T10:48:33.587138Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -476,7 +497,12 @@
{
"cell_type": "code",
"execution_count": 5,
- "metadata": {},
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:33.818283Z",
+ "start_time": "2021-05-31T10:48:33.628662Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -487,7 +513,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -499,8 +525,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"/ZUUXmhB4D8QZKPyjtbWv6REJq8KodI/3meWOGi5/T9wE56wVw62v9JhX0LGPdS/OhyvGLfs0b8IPUXNt4+7PwTZ3qe84vY/p51TsICk8z/UvAFiDFb7P0zRxT1rXAJA/IzraLA69D8MYFdKz+0AQMaDkwpHNwRAqOYFs1YtAkCTvnXU7UoCQOAZY4Zug84/W0CpbxnQ/D/YcGQ4Z/DHvxxJIIr6Abo/Nv3w2D8tub9lauwIUKL0P9/KPzGmpvE/zJ6u+EwRAkAYDFrDJFTvP/wuR8NYdem/Lt/sE1Kr9r/7v3bOmVT2v+xWEYh5Zfy/Gj+byKYoEcBNJecwcaQRwHQRpecVyxjAqnPkllGhF8ALU/sayqwYwM0OaEudpxbAWp+Q5ViVGsDX3XHaCU0cwEAiNg8iux3ADc+Tz1A4GcAuD4ov3a8bwNaOVVEM1h/ANYTKwkz7H8CWHlvb5GQhwGwIvtCmCiTApjpV4VwPJMCCmJrt+wcjwHS7kmMGlSTAprdDxYbSIcA2VXM2bUMgwPAeV/zPyh/AUW7f/wLfFsAaTrmqDo4SwDgpRmBsNRbAAsra1jG0EsCqh/tJkW0RwEslYl4U3RHA2WFgigvwCsBOrCM7PG8AwAYiey78a/i/44SkcFfc6b/9O9BitZ0AwDCK+hRzzgjAlEfj28lkEMCw7Tx6n8kRwCcJCnXt3AvA94XN+ZNWBcCERtN4i/IOwNqQdS3G6xPABv8t2GVdEMCSbOi6TN8MwDBq3NKAnAzABZqOla9EB8CWNx1IWNoDwEhx/FEgMAHAtj4mRGFoBMDXtIg/0iQMwK7tMSMXEBPAwH79siJ3EsANHu6jSEcQwMIDqVAvhgjAx4mQwdIIB8BpcQDEaJMEwFX3DWIj3AHAu0rt2GXXAMBK8D8YknQDwLL9jZQD0gnAXARrcmig+L/EODOvbMwGwHsEw3K3zwvA9kzanLoqC8CCZmLDSVILwDoZVi2qJwfArg9djSQW9L9zBOxt4fDnv55QRbEvRQfAOGfB6KUSDcB419osni0TwOWDL5MpqQDAVvJvPP/i9r+G9Xb2m7P7v/jbHZIrQAHANp6O6jN1B8Dig4bWaGkUwICBmfrkngfADBGY0qVsAcAA0NqabraEv8eMQdMmUvW/fINX8GzGAcCSwGrrgd7sv1qEXO8jZdm/vTYUitzv4j9kE6ENcjD3P0BDNDMxJfc/rhI4QQpe+T+OiHKw8c3nP0w2r8/mQgZAbXQZ1gnU+z+I5r+8UZEFQJ4to2D1phFAZOYstzbgFEBlLXqU0BsWQK/Rw1uYQg9A+SiE35lKFEAdehIqS+EbQDrEHS+OyxpAXVB25slXGUBSb5hhb5kYQNBB/dTq7RZA0Akmq1ttD0A1duTQN+sSQELgRqpbzxRACYJ3s+eQGUBAWIUFAksaQKck+nSkOCBAE+ZtVsvyIEDa89FvR/ggQOEuwOfl1RtAjO4FWPSOGkBQTZ8NK40gQF/UpDqMbSFAGm0g6KUeHUAy4pDZ+oMUQE5EBlasJA5AYi8hLlXTDkBnnr9LRPwPQFWDtXwFzxNAyGiXKlcGC0Dga7Jqoyj7P/C9TWJRGQhAi8nuBjSEAkAMmvokJ5UPQDgfIBwirwZAnAedaDOq+j+pRJxJcyf+P2koQLmQfu4/4t+Q12Yh6j9wIJvEWvz1PwzYp1P5DOQ/mGpgssM5zD+hq0AXCGnnv+A2hsGjoJC/2pUAvkjp8b9Y4X0Dzhn5vwBN4lVoqMS/nDNVtYuG8T+0qINoYvn8PyzEx83t6vk/+yBtqwYJDkBkxHb/tRYBQCZMQY3xRg5AsTtLbJOPBUBaa/8b2cAQQIQFqK7HzA1A2M7cqGI9BUCFU4Pp0ycFQFyehO9NqhBAQHRsGOJ5EkAXKvmSF8wQQAGepuMeohFAO39NcNUqFEBDktjF2eIOQDKaLAWpZRNAVIZCfaryEkBburRhVCcQQPX6QberVA1AVs0rp2lrDkAuU88liroGQN5cP5hP2AFAvJUi2ISqAUDHKj97j6z+P1STfyVSgd8/ytqywMH40L/iGXTG5l++v6amSX1WO/m/v6K7GjaZ5788hB0n1/fWv6w+ZHNDSOI//GBmfgq71j9o7pceRujxP77fEmb3GvM/noD28iXg3z882YtRRR34P24TEz2S/vA/DEq6aZ3nA0AKDiCwPg/6P3MjSjOixe8/Mhmfw4Sl8D/Zll0ya+P5PyrfEJW7MQRASqVOs+v+BUCmnpnGShoKQIz+dmjQkQ1A0JNAEKQBDUAuj2+2994KQND48iQT1BRAK+8/yO/2EEAAQayFdKELQPdvshDF5QhAiLfOdARKCEAsQhBMb20OQL1DIJdrLhVAoVNwFMQPFUBAd3s1ECIKQNjFUkSFnhFA1Dctx+r0D0D0QmzU4Y8TQO6wrAgIJxhAhsr5PT9MFEDNblO4amUTQJqwHlwqbRdATm2Dl/KkH0BHoreQgTkjQFd+h4J2zCBASqfzT93uH0CXx050ByMXQMUcRoVuzxhAN2PwdPLtHUDa5VVqOHgZQHgC+vpJ7BlA1jNZX4bHEUAVGcCBrCESQBZBODocKw5ACni13OmEF0BTlQkiL8cXQGJZXQeBfBxAyI/2X4c0GEBwYBusa3sWQJKLGj01sRRAZdm1vR5IF0BMW3XrQH0VQKvojGalEhRAvHS1twwkGEBy2A1FUmoZQH+9cJGzSBdAJ7a+Q+UwDUAO80dDxBgLQPJrsZrslA1Apo4r3v82FUBpi0/GJaUaQErrHSKNERdArbDZxJYdF0CyVo0++6EWQDIzdqS6xxRA2VvepVnDFEAILdgCsmwYQNJ3tukgfBRAruYfuBOSGkAMI07+HaEZQIBAj9hhmxRAcUcIkKSLGEDHYsN5jfcXQM4dCcijAhlA6HQMnnacF0D+lzBOsKIYQK6OrMGKURpAA9Ai2hBjHUBEDPNw+AscQKc5O6KEphxAFRx07KWWFEAfC6I6j1cRQFEtM6J1sBBA+jJ2vSpgGkD5nY7RVYIcQOXjaOlRrx9AIs1OEycAIUAtVbmhRvQiQAXhz6itYCFA3exs8ko3JUAKDW0EUOEjQOzQWRwbkCNAEay/QsgUJkBiIdgUUEYmQPrEpHN4YShAzD4GUxJuJkDgrcsA5uYmQAErRWJnBidAk1ZsQeCFJUC+hS9K9BYkQD32XxUwBSFAZzXpV3tdI0BRigontMEjQFLjG9FKlSVAbZoAAw3yJUCJmeLOx4cnQARQtxzqjyhALENw148EKUD8iRfu/EQnQP5DcaUV9SxAW2gzksHeKkAS6+BqM0ctQJMnLBqlhixAy5WRPNwgL0D5SVgAI60sQDXF/tJ72C9A/njsTCdtMUB7YYBzqLYyQHhyc1vrBzNADcg2vKh9MUC6xKXQTPkuQFjDPoddyjBAOEY4KhFoL0BRL9zbHvcvQB0V/VR5IjFATiCyBWLtMkBNR0PlqlMyQN6AS+126DJAHaVShVGbM0BHTMRwyJAxQDVJzUQpADBAV72OHakGLkABOu7xbZswQG8PRPVdZy5ANfy2lDQhMEB7d8ShoxIuQPGs9RcsJi1Aavg0b9cyLED3cjYnMJIsQA/VTMS+PShAAIsGNtl2KECZSx3EktMlQEM638d0oiZAKLw3GMGbJ0CJ4pA8/rUkQKsv+Z2voiRAEMw+N08fJEDy6Eyx29ojQDquJhTvAyJATJUE2/sLIUAFO0xNFyEgQKki1AVjqCNAgN4PQ2FsJUBOR2Qjne4mQOP4DTBgDClAjgSG/5r8KECf10ZTPNAnQEqXo73WMSdA7rq34bu/J0BRgk4B5+gnQDFp63bTcylAHGT+yLhJJEBXw9Ma/3ckQJqUSdy2oiRA0IQo62fnI0A4xU0iJkQmQKD+H5lddCZAqieQSF1rJUBUqDVX3XIpQFr7ty43ky1AjB5NCojVLEDMM82paBUrQMJEmK5GYS9An76ELABLMECDEHcZVLEvQD/AXzQziTBAgUayAO3hL0Dej7mpsCQxQFIJBRTXTzBAFuhzumKzL0DQTVWDsHguQKLGc94qsC9AC7maM+T/LkCKSk3tUQAsQBOBoTBqLilA+rf3/qiBK0DRhpbEQDQrQL6ck5sZBy5AeFjVaaBZMECY7YMgaXgwQGhT19HjeTBAy/IEx2CWLECKC8iWGuwsQOtB4ma7GS1AjHVZgapGKUBRcXf4jYkqQAp+fi5TNChAmdU5FihEKUBDwRw3PJwqQMsDguCo1C1AbCD6EOy1K0CU3kVSGCkuQPdePPnHKC5ADVphSplRLkDLEb5vbcEwQFlBGWizcy5AyC7UkxSBLkAPnIEE3UAvQH7IdjTOxCxA4UNSZuJALkC3MAzKAt4tQMxU9EhRoS1Ai4TpemRvK0AC/BEoQy8rQLtMHU6sAypAwbm2pfiPKEBoPLf+34QqQMDbmy+McilAUm4QUqJ5LEBVB7PC3O4qQHwORhemkCxAhuBf9npwK0BQLZsX4IUpQHhz5MS9OylAUYNMrGAzKkAoV12BG3UsQFx4ruB/Vi5A8fUdHkd4L0AIXcbsUxYuQBaaXB8EcCxAJoHkMoyALUB4NZ7i2A4xQDPnE3/BQDFAqe6FsGq/MkCuc+qABVsyQHDOew5vrDJAPGPGe9lXM0DhVIGthXIzQBMsQfB+iTVARPZ9wHj8NEBVKLYhomszQGU6serCGDRAxbVSk3PcM0CsYBaVn/k0QIs8wpGGwjNAljC2DEMFNEAfD0SuUUM0QPzIXeOOBzRAwDyMbQ8gM0DZw7M5TskzQAmWsxstFTRAO39dobOpNECPAC1lzhQ0QBpXqb6mKDVAKPQzKZ8oNED95y4MSM80QN3+k4La8TdAB+tIYMeGOED91Mr3cPY4QPE7hDGImjhAnPlFC8g1N0BcViWh8og3QAilO6pNJDdA7MSxdiGCNUDUXYYvWzU2QNhZCME6mDZAz00hBXvZN0BkfNT+L5o4QCVmMJSWcDhABEyCbSD8N0DbA6cs6Po2QHaO07jRgzZAvxJpedxbNUBQFYU+SYMzQL0GnWryZzNAF9lDNFjCM0DubfuVjhkzQKu0bp0GrTJAExEdOTLFMkAmpcEYdf4wQL2hBKvdJDBAX14gFc/zL0B8EYUm1aYuQDedoSVVVi9AKmsMwalfLkA4HsoZ4xExQL9fj7aaYDFAyv9CHl4wMECI19jIBQcwQBDrcWun/i5AN3O7hOdRLEA5U0DvBPErQM+iajdVzi1Az/wxvQ34L0BgaTNzGxYvQDq9ZLwHyytAxH19wQaeKkCSdocXsuorQIcQbb9SSS1AmVz4XFSuKUCNnTaQhOEmQDhhbTxz2ihAKEn3eJw8KkCyJkXBFC8tQObGeJQl9CtAXH8GLjXsLUDS8B4pktcwQNd8daYROzFAKQU1RkX+MUDjOUnTqbwwQHATEw3eBjFAtGvpACgWMUADTWPWe0YxQJ0mlHx/ZDFAl1Jj45NrMUCoXc96Hf8wQCjYUFNshjBASDBhPQYYMUCgscb/tHgyQK+TR+VPuDNA43KwM2QZNEA3HsfOFzs0QI5FD60XDjRAjJS6ypdPNUAVVBQrHKA1QL5Q1TQn2TRAh0XK/H4rNEC6kKGST2wzQJaZ49Ko3jNAV0/A5jUDNEDqVpxCPdkzQEqKs9XX+jRA53w9cNDANEAl4rBj3/UzQGlGkDHytDNAhWTpQt2bM0BDy9Z0RBQzQE5/sPvJdDRAqsbgenVBNEDYUnfLNmIxQFh8taRXbTNAPp7B6tKMNEANgLGLcD00QJRb4VOrUDVALwk1tbW9NECg/zW0VbM0QDZ3xzv4DTVA2f/RH/ldNUCh41fiSi41QBFGVmVP9jVAX87xmNZRNkCIZtcfCq40QL9vNqN9fTRAvXEvgLB/NEA9NAlC5Kw1QBtF0OBRnTZA05ZweGBsNkCz0zjQohQ3QMoBjkzv1DdA0JCn70B2OUBxSz2FCqI4QDYmJnzkljZAz7CtHoK+NECOtu2Y9lgzQIqw3CRrBTRAvQvDWg/NNEAJWGFl5KQ2QFRTcl03DTdAa9kHPQqBNkBAqeaCtIU3QICupJUmFDdAvC2cePOjOEB0RAVc7Bk5QIj+3zSTajdAiUjEv/94N0C9kLf3Z7Y3QI6kwJCbCjlA9/HQVQT4OEB67vQuZwA5QBPOo5HZMzhAxV9RekneOUBCcyyXj3c4QLkIkLHOkzlAToL9xHFuOkDT+MhoxYQ8QAfWV0krIj1AQSYCHwLfO0DaXcy6wKQ7QFsg5qGv8DtA+T27JvDhOkA6rHq2gmI6QCYmwyTALjpAw3ZhA9FhOUDuv98P6Gw5QG/7asv7QTpA8b8IZaxPO0A+0LocuXg6QFD0+TfqETpAFhyvj9GwOkDOEwQUK6U5QMo2+NTFDzlAIMyq9pvqN0DIRVlBd883QFRkFaz8ATdAI73HXTkmNkDgBPW993E2QPY8YwYWqjRAEEU/uOfNNkB2weESk6M3QC0ZYlyzbDhAZrx6TFXcN0ArFt2iLYs3QKygE0bNlDdA2hB9EYyjN0ChyRV3gHA2QPJPCQvMTzZASrUDlII4NkCsC8zxTbs1QIwHE5nB9jVAQnXs6pT/NUAS8OudVBE1QDhifCp3MDRAdtFo5ow2NEAKaRPh8j80QOIM4ycZKjNAF5hqDNpUM0B4pEINW1ozQOdzqfPZCjNAb68Pndw8MUD993TSkbkxQD9kZ/bN5zFASiZAoH6nMEDbiZzfaEQwQCGTYNg64zBASla/xYjzL0CzUEwsqggwQJjOZbiEbjBAqFYMJLOyMkDEHUZsTT8yQKfOidszXDJAmk2YQyPlMkB8ymWCbYAzQO1sb9y/izNAtek7fcuxMUBoiObK+z4wQMnLJhKlsDBAexiDBoMNL0CQ/UgVV9IwQPwQ3IL8UTBA+bvZam17L0CAQEGW0E0tQA38URmlZTBAGINVth+LMkBCIttQb+ExQEK1GVdABjNAfiW98pvzMkCjACtR+e0yQEczSJ2V+zNAdSakMn4aM0BquZnVp5MzQOSHIdWHvDJAgC2BiQ4FMUDM+CfGPkwxQBFlRzdMojBAAGt2Ugh3MUDubYl2NlAvQPqFbrn3CDBAYAvcvL6tMECkuFjv21MvQAFpzUV79i9Av6SpDDD+LUD31qDVx5MuQM5vfoyTRy5AaykIPR1vLECbwh2zM0MtQAsvajMfCi5ANFHAC0jALUDhSfVrnvoqQE0HzknDoylADQxkBfA/KkDrxvYSziEqQCdOzHTFYCtA7Fr0PGybLEB22qB6iT8tQE0+6j4mby5AH6KI/ZnFLEDvmkiP77YtQAK//JtL9itAgAAEDCkYLkD4k1vV/EcuQBtDVX1zXTBAfdtli9yWMEDIUeGeMCMxQM41qK4XvTBAjR6TmXaUMEDhjHrLynUwQMOEImiQti9AkJMbwTCQL0ChVn7CARwwQDUblKVTOS5ALD18eNJELkARXMdOhDQwQH0HyN2jBi9AFCwxmohAMEAxAumGDRIuQKGq0SfJ/y5A9zjzqpe6LUBgcTZVtyAwQK2FS9pH6jJAoARu1PosM0AbZf4SwxE0QLW3FXLTszNAuDOkg1GNMkBG0nylw/EzQH9UmLk9ZDRA2dUdG8b5MUCZnHFp86EwQLADkbDYVzJASOxgv+cIM0ApHZMc+fQwQH5b2Fo/6DBARwHW49CBLkBPGXps+i8tQJ2Gb1/3Jy9AB8lEPt+7L0DzvPrxTXYwQEKi+sgObCxAeuWmybsWLkDWiNj5Lh4wQOD20I1sIytAilubS/A7K0CtxBzc4yEnQNyijSRwkSdAVsb/WjDPJ0Dq36uYqoIpQDO9iwj/xCdAwYJ35NqVJkC5htILe2AnQO9x2yyn6ilAUtVQp3n/J0DXlT7OQPAmQBnKXv1JuSVAoTiUKzBgJkA5cR7xnb0pQCNU1nkDyypAKusELc4RKUBYPJWRzsEnQJFuRx+R+yVARKt7nWo5IkDD1YXydKIgQJJQ5PMq5CFAVyB+TeWDIkDprNPcSHciQFwjnUjtASNAgqgyRnbhHUBCdvOGpnEiQDZjgLLSjyFAqdXra1OkHUDVma1Mnv0ZQHgL+G4AsSBAYM86Q5bmI0AFA9A0p6IkQG4r76z+fSdA2EX6h98nKEDrgJgXa10oQNrxCnuCeypA4XBlKqrjK0BEr2o3q34sQJSPEFN8SC5AKYWxxD1WLEB6iJ+gP+ovQCKwUst80i1ASB+DIhJZLkC3oFxmubosQHDiYWlbvitAaRHJwHtgLkBTMNEfS+AsQH0V8PCY0y5ApqqwPd3SLkA4yBU1evErQFhHWZUyYSxA/pqwl9viKUCG30jDDQ4oQHuF6PCGfSZAzymESHXnJED9vOLaAtUiQPMcPL2NZyRAz037B+1SJEATT6DCAb8kQHLEUIZXNSdAvkNW4Df7JkBtAMC60RspQN6tYxciBSZAL5sMNoFKJECcSgyRltooQBVn7aoF2ilA1nWMtidoKUCPrK/+upstQGu2q+nJ+itAlsA88XRoLUAix0GjJ2wrQPEOJaOwxipAXnywGUMMLEAPAhCB10MrQNTLeYX60C9AfHki1oInL0CMTlTQauMvQE72SrZQWjBA+5sN6cg4MkCIVHB5kx0xQDpDRIcqRjBAhlOtR1XGMEBzaiMnaq8yQHTz8uxiqDNA1Cc+lhBgNEBAgM3NcjkyQIszwghgpjFAXCE7xnHRMUDZ7OWMC2cyQGQ26e354jJAU0TeXDihM0DuolZrFSo0QNhMx4ZaSjRAb78/2NPDNEBgqWDlb+s0QB36p/VV/TVA6O/VPrfiN0AYl/nId/A2QMqtKQXPozhAsZ5MH+EsN0DfI4FOf4U2QIDncRiQHjZAN2Cf2PqnNkAT4rZD8IU1QO2pzUWK7DRAr5PCDf2aNUCK9L71EIo1QCE5Uf49yDdArTQBLv1HNkCV4zxygpA2QI5Gv5ZcPDZAm0qKSpJlNUBGdsZTh9wzQPiDUvPbZDNAShB05wyAM0Dti85Xah80QI0LcuejZDNAmniM90q1M0BPA35/krUyQHxV48J7zjFALtvLKBLKM0D+sp5XPoA0QICVhKGEezRAkNh3V/y2NEAc2+v6c+w0QJ2GqurPKTNAUpQ1PmAsM0BHDydvK4YzQNeKsZotdDNA1h3ZXgn0NEBZRcTz20A1QKHbnKFEyTNA4btAY6zNM0BturFjOBE1QMStlhr+ATVAmz+Vap1KNEBuojMDBuY0QDIwW9LDBDNA0mP8IXr5M0CXjEOW8V4zQId8DtkEeDJAFbkJZC0lMUDkkaeA190xQLlxeapaBjNAYx45Gv2lMkCExNuQRHQzQNqRQnlrsDRAxyzll2HgNEBrHcyWXok0QIERg2oVijNAPZH7X2gHNECDgwlWyEU1QMoXYQIiqzZA/XssUDfaN0Cb1daLCEs4QJxRFKnlTzhAISmdfDLDOED9228r1Qs5QLd6o94SxzdAFJ3bV4kBOEDxTmfUeQQ3QBngaUG7DDdAYe5jUSsMN0CevMtHpxM3QPPout2Y9DVAclJUVglbNkBkNyrIoTI2QHTGFASAGDVAwXndmGTLNUCz74AXn7A1QCfqAmI9LzRAmVyhiaXTNEDEwLdRAlI1QCNZSMAqOTVAFG3GniIjNUDAEVC80HY2QJI8qX/ZDzVAZSy2FYY4NUA0zHNgIGM1QPx48JhP5zNAQkctP6l+NECz8KnawFQ0QKTj7ega9TRADRxpa1X1NUAW518npSc1QOZAH3YTTDRABE+kAEZRM0AROeLB+94yQBggO+a67zJAzidz/614MkDeAMpoal0yQJQQpfqJmjRAEg3UZtGFNUCsGNl2hRU2QF2hdOsmdDVA3KS5toBkNEATIey+oOE0QEgvEmSa9zVA7LyaBw/vNUAJOnfnNpw2QKEryReREjdAVCztM999N0DOkoCE1No3QCPETLyF8TdA7pfVBxYhN0Aw3vBK2Cg4QA6GeRE6rzlAjtaJrKmrOkBExgoBYjY7QJgVkcSLrjpAa9qCleS2PEBl+gNh88A9QN9/vBSu7jxAffrcMo8zO0DBIAMQ4ng5QCZiwuHZZDhAbTnlURDPOEBb+WxUGcc3QCNt64VB1DdAJqD0EE5BOEBdN1LgQHQ4QJtlP8chrzhAyoArzT0dOEByeUoGRx45QMeHAI/7zTlAynG+P6CCOUAnizeCqf45QGZyKrEw9DpA5zRoNOAqOkDUiqfMEk86QO0n/4Q8uzpAQjTPnlLJOkDBLFSRRZE6QBW6Dr8IKztADhAPhvuSPECs+lGXITs9QFeYVoym+D5Ai/k0Q+s5P0BNhCTzo5JAQH0/hToFU0BApGYeE0FWQEBmJhuaVk5AQMrJ+CvWGUBA8kcMWFQPQECNXEGyMq0/QPqHOjSyTj9ACUXdDY02P0Bc2ob/6RpAQCVljfxHskBAunZgWuFRQUCzhm2EqiRCQOt/Axl2r0FANY6l8JtqQUD8Q8LC9fFAQOKF9mYU5kBA3G3DgObcQEDTdBbJIHQ/QLpdOk77IUBAOCuJGEbVP0CHGK90s48/QDNwakFLvz9AUhVXnkApQEBp3AcVEAU/QPU6MwUuAT1ASdmevJS3PUDVDMwQWMc9QNGM2CMbtD5A45Aa1zRzPkA9D2cT1uc9QNRYVJGDfT5AgCUw1T6TP0A=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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rQgAAAD9ezmtCAACACgPPa0IAAADWp89rQgAAgKFM0GtCAAAAbfHQa0IAAIA4ltFrQgAAAAQ70mtCAACAz9/Sa0IAAACbhNNrQgAAgGYp1GtCAAAAMs7Ua0IAAID9ctVrQgAAAMkX1mtCAACAlLzWa0IAAABgYddrQgAAgCsG2GtCAAAA96rYa0IAAIDCT9lrQgAAAI702WtCAACAWZnaa0IAAAAlPttrQgAAgPDi22tCAAAAvIfca0IAAICHLN1rQgAAAFPR3WtCAACAHnbea0IAAADqGt9rQgAAgLW/32tCAAAAgWTga0IAAIBMCeFrQgAAABiu4WtCAACA41Lia0IAAACv9+JrQgAAgHqc42tCAAAARkHka0IAAIAR5uRrQgAAAN2K5WtCAACAqC/ma0IAAAB01OZrQgAAgD9552tCAAAACx7oa0IAAIDWwuhrQgAAAKJn6WtCAACAbQzqa0IAAAA5seprQgAAgARW62tCAAAA0Prra0IAAICbn+xrQgAAAGdE7WtCAACAMunta0IAAAD+je5rQgAAgMky72tCAAAAldfva0IAAIBgfPBrQgAAACwh8WtCAACA98Xxa0IAAADDavJrQgAAgI4P82tCAAAAWrTza0IAAIAlWfRrQgAAAPH99GtCAACAvKL1a0IAAACIR/ZrQgAAgFPs9mtCAAAAH5H3a0IAAIDqNfhrQgAAALba+GtCAACAgX/5a0IAAABNJPprQgAAgBjJ+mtCAAAA5G37a0IAAICvEvxrQgAAAHu3/GtCAACARlz9a0IAAAASAf5rQgAAgN2l/mtCAAAAqUr/a0IAAIB07/9rQgAAAECUAGxCAACACzkBbEIAAADX3QFsQgAAgKKCAmxCAAAAbicDbEIAAIA5zANsQgAAAAVxBGxCAACA0BUFbEIAAACcugVsQgAAgGdfBmxCAAAAMwQHbEIAAID+qAdsQgAAAMpNCGxCAACAlfIIbEIAAABhlwlsQgAAgCw8CmxCAAAA+OAKbEIAAIDDhQtsQgAAAI8qDGxCAACAWs8MbEIAAAAmdA1sQgAAgPEYDmxCAAAAvb0ObEIAAICIYg9sQgAAAFQHEGxCAACAH6wQbEIAAADrUBFsQgAAgLb1EWxCAAAAgpoSbEIAAIBNPxNsQgAAABnkE2xCAACA5IgUbEIAAACwLRVsQgAAgHvSFWxCAAAAR3cWbEIAAIASHBdsQgAAAN7AF2xCAACAqWUYbEIAAAB1ChlsQgAAgECvGWxCAAAADFQabEIAAIDX+BpsQgAAAKOdG2xCAACAbkIcbEIAAAA65xxsQgAAgAWMHWxCAAAA0TAebEIAAICc1R5sQgAAAGh6H2xCAACAMx8gbEIAAAD/wyBsQgAAgMpoIWxCAAAAlg0ibEIAAIBhsiJsQgAAAC1XI2xCAACA+PsjbEIAAADEoCRsQgAAgI9FJWxCAAAAW+olbEIAAIAmjyZsQgAAAPIzJ2xCAACAvdgnbEIAAACJfShsQgAAgFQiKWxCAAAAIMcpbEIAAIDraypsQgAAALcQK2xCAACAgrUrbEIAAABOWixsQgAAgBn/LGxCAAAA5aMtbEIAAICwSC5sQgAAAHztLmxCAACAR5IvbEIAAAATNzBsQgAAgN7bMGxCAAAAqoAxbEIAAIB1JTJsQgAAAEHKMmxCAACADG8zbEIAAADYEzRsQgAAgKO4NGxCAAAAb101bEIAAIA6AjZsQgAAAAanNmxCAACA0Us3bEIAAACd8DdsQgAAgGiVOGxCAAAANDo5bEIAAID/3jlsQgAAAMuDOmxCAACAlig7bEIAAABizTtsQgAAgC1yPGxCAAAA+RY9bEIAAIDEuz1sQgAAAJBgPmxCAACAWwU/bEIAAAAnqj9sQgAAgPJOQGxCAAAAvvNAbEIAAICJmEFsQgAAAFU9QmxCAACAIOJCbEIAAADshkNsQgAAgLcrRGxCAAAAg9BEbEIAAIBOdUVsQgAAABoaRmxCAACA5b5GbEIAAACxY0dsQgAAgHwISGxCAAAASK1IbEIAAIATUklsQgAAAN/2SWxCAACAqptKbEIAAAB2QEtsQgAAgEHlS2xCAAAADYpMbEIAAIDYLk1sQgAAAKTTTWxCAACAb3hObEIAAAA7HU9sQgAAgAbCT2xCAAAA0mZQbEIAAICdC1FsQgAAAGmwUWxCAACANFVSbEIAAAAA+lJsQgAAgMueU2xCAAAAl0NUbEIAAIBi6FRsQgAAAC6NVWxCAACA+TFWbEIAAADF1lZsQgAAgJB7V2xCAAAAXCBYbEIAAIAnxVhsQgAAAPNpWWxCAACAvg5abEIAAACKs1psQgAAgFVYW2xCAAAAIf1bbEIAAIDsoVxsQgAAALhGXWxCAACAg+tdbEIAAABPkF5sQgAAgBo1X2xCAAAA5tlfbEIAAICxfmBsQgAAAH0jYWxCAACASMhhbEIAAAAUbWJsQgAAgN8RY2xCAAAAq7ZjbEIAAIB2W2RsQgAAAEIAZWxCAACADaVlbEIAAADZSWZsQgAAgKTuZmxCAAAAcJNnbEIAAIA7OGhsQgAAAAfdaGxCAACA0oFpbEIAAACeJmpsQgAAgGnLamxCAAAANXBrbEIAAIAAFWxsQgAAAMy5bGxCAACAl15tbEIAAABjA25sQgAAgC6obmxCAAAA+kxvbEIAAIDF8W9sQgAAAJGWcGxCAACAXDtxbEIAAAAo4HFsQgAAgPOEcmxCAAAAvylzbEIAAICKznNsQgAAAFZzdGxCAACAIRh1bEIAAADtvHVsQgAAgLhhdmxCAAAAhAZ3bEIAAIBPq3dsQgAAABtQeGxCAACA5vR4bEIAAACymXlsQgAAgH0+emxCAAAASeN6bEIAAIAUiHtsQgAAAOAsfGxCAACAq9F8bEIAAAB3dn1sQgAAgEIbfmxCAAAADsB+bEIAAIDZZH9sQgAAAKUJgGxCAACAcK6AbEIAAAA8U4FsQgAAgAf4gWxCAAAA05yCbEIAAICeQYNsQgAAAGrmg2xCAACANYuEbEIAAAABMIVsQgAAgMzUhWxCAAAAmHmGbEIAAIBjHodsQgAAAC/Dh2xCAACA+meIbEIAAADGDIlsQgAAgJGxiWxCAAAAXVaKbEIAAIAo+4psQgAAAPSfi2xCAACAv0SMbEIAAACL6YxsQgAAgFaOjWxCAAAAIjOObEIAAIDt145sQgAAALl8j2xCAACAhCGQbEIAAABQxpBsQgAAgBtrkWxCAAAA5w+SbEIAAICytJJsQgAAAH5Zk2xCAACASf6TbEIAAAAVo5RsQgAAgOBHlWxCAAAArOyVbEIAAIB3kZZsQgAAAEM2l2xCAACADtuXbEIAAADaf5hsQgAAgKUkmWxCAAAAccmZbEIAAIA8bppsQgAAAAgTm2xCAACA07ebbEIAAACfXJxsQgAAgGoBnWxCAAAANqadbEIAAIABS55sQgAAAM3vnmxCAACAmJSfbEIAAABkOaBsQgAAgC/eoGxCAAAA+4KhbEIAAIDGJ6JsQgAAAJLMomxCAACAXXGjbEIAAAApFqRsQgAAgPS6pGxCAAAAwF+lbEIAAICLBKZsQgAAAFeppmxCAACAIk6nbEIAAADu8qdsQgAAgLmXqGxCAAAAhTypbEIAAIBQ4alsQgAAAByGqmxCAACA5yqrbEIAAACzz6tsQgAAgH50rGxCAAAAShmtbEIAAIAVvq1sQgAAAOFirmxCAACArAevbEIAAAB4rK9sQgAAgENRsGxCAAAAD/awbEIAAIDamrFsQgAAAKY/smxCAACAceSybEIAAAA9ibNsQgAAgAgutGxCAAAA1NK0bEIAAICfd7VsQgAAAGsctmxCAACANsG2bEIAAAACZrdsQgAAgM0KuGxCAAAAma+4bEIAAIBkVLlsQgAAADD5uWxCAACA+526bEIAAADHQrtsQgAAgJLnu2xCAAAAXoy8bEIAAIApMb1sQgAAAPXVvWxCAACAwHq+bEIAAACMH79sQgAAgFfEv2xCAAAAI2nAbEIAAIDuDcFsQgAAALqywWxCAACAhVfCbEIAAABR/MJsQgAAgByhw2xCAAAA6EXEbEIAAICz6sRsQgAAAH+PxWxCAACASjTGbEIAAAAW2cZsQgAAgOF9x2xCAAAArSLIbEIAAIB4x8hsQgAAAERsyWxCAACADxHKbEIAAADbtcpsQgAAgKZay2xCAAAAcv/LbEIAAIA9pMxsQgAAAAlJzWxCAACA1O3NbEIAAACgks5sQgAAgGs3z2xCAAAAN9zPbEIAAIACgdBsQgAAAM4l0WxCAACAmcrRbEIAAABlb9JsQgAAgDAU02xCAAAA/LjTbEIAAIDHXdRsQgAAAJMC1WxCAACAXqfVbEIAAAAqTNZsQgAAgPXw1mxCAAAAwZXXbEIAAICMOthsQgAAAFjf2GxCAACAI4TZbEIAAADvKNpsQgAAgLrN2mxCAAAAhnLbbEIAAIBRF9xsQgAAAB283GxCAACA6GDdbEIAAAC0Bd5sQgAAgH+q3mxCAAAAS0/fbEIAAIAW9N9sQgAAAOKY4GxCAACArT3hbEIAAAB54uFsQgAAgESH4mxCAAAAECzjbEIAAIDb0ONsQgAAAKd15GxCAACAchrlbEIAAAA+v+VsQgAAgAlk5mxCAAAA1QjnbEIAAICgredsQgAAAGxS6GxCAACAN/fobEIAAAADnOlsQgAAgM5A6mxCAAAAmuXqbEIAAIBliutsQgAAADEv7GxCAACA/NPsbEIAAADIeO1sQgAAgJMd7mxCAAAAX8LubEIAAIAqZ+9sQgAAAPYL8GxCAACAwbDwbEIAAACNVfFsQgAAgFj68WxCAAAAJJ/ybEIAAIDvQ/NsQgAAALvo82xCAACAho30bEIAAABSMvVsQgAAgB3X9WxCAAAA6Xv2bEIAAIC0IPdsQgAAAIDF92xCAACAS2r4bEIAAAAXD/lsQgAAgOKz+WxCAAAArlj6bEIAAIB5/fpsQgAAAEW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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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CAACAX90HbUIAAAArgghtQgAAgPYmCW1CAAAAwssJbUIAAICNcAptQgAAAFkVC21CAACAJLoLbUIAAADwXgxtQgAAgLsDDW1CAAAAh6gNbUIAAIBSTQ5tQgAAAB7yDm1CAACA6ZYPbUIAAAC1OxBtQgAAgIDgEG1CAAAATIURbUIAAIAXKhJtQgAAAOPOEm1CAACArnMTbUIAAAB6GBRtQgAAgEW9FG1CAAAAEWIVbUIAAIDcBhZtQgAAAKirFm1CAACAc1AXbUIAAAA/9RdtQgAAgAqaGG1CAAAA1j4ZbUIAAICh4xltQgAAAG2IGm1CAACAOC0bbUIAAAAE0httQgAAgM92HG1CAAAAmxsdbUIAAIBmwB1tQgAAADJlHm1CAACA/QkfbUIAAADJrh9tQgAAgJRTIG1CAAAAYPggbUIAAIArnSFtQgAAAPdBIm1CAACAwuYibUIAAACOiyNtQgAAgFkwJG1CAAAAJdUkbUIAAIDweSVtQgAAALweJm1CAACAh8MmbUIAAABTaCdtQgAAgB4NKG1CAAAA6rEobUIAAIC1ViltQgAAAIH7KW1CAACATKAqbUIAAAAYRSttQgAAgOPpK21CAAAAr44sbUIAAIB6My1tQgAAAEbYLW1CAACAEX0ubUIAAADdIS9tQgAAgKjGL21CAAAAdGswbUIAAIA/EDFtQgAAAAu1MW1CAACA1lkybUIAAACi/jJtQgAAgG2jM21CAAAAOUg0bUIAAIAE7TRtQgAAANCRNW1CAACAmzY2bUIAAABn2zZtQgAAgDKAN21CAAAA/iQ4bUIAAIDJyThtQgAAAJVuOW1CAACAYBM6bUIAAAAsuDptQgAAgPdcO21CAAAAwwE8bUIAAICOpjxtQgAAAFpLPW1CAACAJfA9bUIAAADxlD5tQgAAgLw5P21CAAAAiN4/bUIAAIBTg0BtQgAAAB8oQW1CAACA6sxBbUIAAAC2cUJtQgAAgIEWQ21CAAAATbtDbUIAAIAYYERtQgAAAOQERW1CAACAr6lFbUIAAAB7TkZtQgAAgEbzRm1CAAAAEphHbUIAAIDdPEhtQgAAAKnhSG1CAACAdIZJbUIAAABAK0ptQgAAgAvQSm1CAAAA13RLbUIAAICiGUxtQgAAAG6+TG1CAACAOWNNbUIAAAAFCE5tQgAAgNCsTm1CAAAAnFFPbUIAAIBn9k9tQgAAADObUG1CAACA/j9RbUIAAADK5FFtQgAAgJWJUm1CAAAAYS5TbUIAAIAs01NtQgAAAPh3VG1CAACAwxxVbUIAAACPwVVtQgAAgFpmVm1CAAAAJgtXbUIAAIDxr1dtQgAAAL1UWG1CAACAiPlYbUIAAABUnlltQgAAgB9DWm1CAAAA6+dabUIAAIC2jFttQgAAAIIxXG1CAACATdZcbUIAAAAZe11tQgAAgOQfXm1CAAAAsMRebUIAAIB7aV9tQgAAAEcOYG1CAACAErNgbUIAAADeV2FtQgAAgKn8YW1CAAAAdaFibUIAAIBARmNtQgAAAAzrY21CAACA149kbUIAAACjNGVtQgAAgG7ZZW1CAAAAOn5mbUIAAIAFI2dtQgAAANHHZ21CAACAnGxobUIAAABoEWltQgAAgDO2aW1CAAAA/1pqbUIAAIDK/2ptQgAAAJaka21CAACAYUlsbUIAAAAt7mxtQgAAgPiSbW1CAAAAxDdubUIAAICP3G5tQgAAAFuBb21CAACAJiZwbUIAAADyynBtQgAAgL1vcW1CAAAAiRRybUIAAIBUuXJtQgAAACBec21CAACA6wJ0bUIAAAC3p3RtQgAAgIJMdW1CAAAATvF1bUIAAIAZlnZtQgAAAOU6d21CAACAsN93bUIAAAB8hHhtQgAAgEcpeW1CAAAAE855bUIAAIDecnptQgAAAKoXe21CAACAdbx7bUIAAABBYXxtQgAAgAwGfW1CAAAA2Kp9bUIAAICjT35tQgAAAG/0fm1CAACAOpl/bUIAAAAGPoBtQgAAgNHigG1CAAAAnYeBbUIAAIBoLIJtQgAAADTRgm1CAACA/3WDbUIAAADLGoRtQgAAgJa/hG1CAAAAYmSFbUIAAIAtCYZtQgAAAPmthm1CAACAxFKHbUIAAACQ94dtQgAAgFuciG1CAAAAJ0GJbUIAAIDy5YltQgAAAL6Kim1CAACAiS+LbUIAAABV1IttQgAAgCB5jG1CAAAA7B2NbUIAAIC3wo1tQgAAAINnjm1CAACATgyPbUIAAAAasY9tQgAAgOVVkG1CAAAAsfqQbUIAAIB8n5FtQgAAAEhEkm1CAACAE+mSbUIAAADfjZNtQgAAgKoylG1CAAAAdteUbUIAAIBBfJVtQgAAAA0hlm1CAACA2MWWbUIAAACkapdtQgAAgG8PmG1CAAAAO7SYbUIAAIAGWZltQgAAANL9mW1CAACAnaKabUIAAABpR5ttQgAAgDTsm21CAAAAAJGcbUIAAIDLNZ1tQgAAAJfanW1CAACAYn+ebUIAAAAuJJ9tQgAAgPnIn21CAAAAxW2gbUIAAICQEqFtQgAAAFy3oW1CAACAJ1yibUIAAADzAKNtQgAAgL6lo21CAAAAikqkbUIAAIBV76RtQgAAACGUpW1CAACA7DimbUIAAAC43aZtQgAAgIOCp21CAAAATyeobUIAAIAazKhtQgAAAOZwqW1CAACAsRWqbUIAAAB9uqptQgAAgEhfq21CAAAAFASsbUIAAIDfqKxtQgAAAKtNrW1CAACAdvKtbUIAAABCl65tQgAAgA08r21CAAAA2eCvbUIAAICkhbBtQgAAAHAqsW1CAACAO8+xbUIAAAAHdLJtQgAAgNIYs21CAAAAnr2zbUIAAIBpYrRtQgAAADUHtW1CAACAAKy1bUIAAADMULZtQgAAgJf1tm1CAAAAY5q3bUIAAIAuP7htQgAAAPrjuG1CAACAxYi5bUIAAACRLbptQgAAgFzSum1CAAAAKHe7bUIAAIDzG7xtQgAAAL/AvG1CAACAimW9bUIAAABWCr5tQgAAgCGvvm1CAAAA7VO/bUIAAIC4+L9tQgAAAISdwG1CAACAT0LBbUIAAAAb58FtQgAAgOaLwm1CAAAAsjDDbUIAAIB91cNtQgAAAEl6xG1CAACAFB/FbUIAAADgw8VtQgAAgKtoxm1CAAAAdw3HbUIAAIBCssdtQgAAAA5XyG1CAACA2fvIbUIAAACloMltQgAAgHBFym1CAAAAPOrKbUIAAIAHj8ttQgAAANMzzG1CAACAntjMbUIAAABqfc1tQgAAgDUizm1CAAAAAcfObUIAAIDMa89tQgAAAJgQ0G1CAACAY7XQbUIAAAAvWtFtQgAAgPr+0W1CAAAAxqPSbUIAAICRSNNtQgAAAF3t021CAACAKJLUbUIAAAD0NtVtQgAAgL/b1W1CAAAAi4DWbUIAAIBWJddtQgAAACLK121CAACA7W7YbUIAAAC5E9ltQgAAgIS42W1CAAAAUF3abUIAAIAbAtttQgAAAOem221CAACAskvcbUIAAAB+8NxtQgAAgEmV3W1CAAAAFTrebUIAAIDg3t5tQgAAAKyD321CAACAdyjgbUIAAABDzeBtQgAAgA5y4W1CAAAA2hbibUIAAIClu+JtQgAAAHFg421CAACAPAXkbUIAAAAIquRtQgAAgNNO5W1CAAAAn/PlbUIAAIBqmOZtQgAAADY9521CAACAAeLnbUIAAADNhuhtQgAAgJgr6W1CAAAAZNDpbUIAAIAvdeptQgAAAPsZ621CAACAxr7rbUIAAACSY+xtQgAAgF0I7W1CAAAAKa3tbUIAAID0Ue5tQgAAAMD27m1CAACAi5vvbUIAAABXQPBtQgAAgCLl8G1CAAAA7onxbUIAAIC5LvJtQgAAAIXT8m1CAACAUHjzbUIAAAAcHfRtQgAAgOfB9G1CAAAAs2b1bUIAAIB+C/ZtQgAAAEqw9m1CAACAFVX3bUIAAADh+fdtQgAAgKye+G1CAAAAeEP5bUIAAIBD6PltQgAAAA+N+m1CAACA2jH7bUIAAACm1vttQgAAgHF7/G1CAAAAPSD9bUIAAIAIxf1tQgAAANRp/m1CAACAnw7/bUIAAABrs/9tQgAAgDZYAG5CAAAAAv0AbkIAAIDNoQFuQgAAAJlGAm5CAACAZOsCbkIAAAAwkANuQgAAgPs0BG5CAAAAx9kEbkIAAICSfgVuQgAAAF4jBm5CAACAKcgGbkIAAAD1bAduQgAAgMARCG5CAAAAjLYIbkIAAIBXWwluQgAAACMACm5CAACA7qQKbkIAAAC6SQtuQgAAgIXuC25CAAAAUZMMbkIAAIAcOA1uQgAAAOjcDW5CAACAs4EObkIAAAB/Jg9uQgAAgErLD25CAAAAFnAQbkI=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values_original\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"1XzoBcd1A8C4bq4nc24KwGIHt2l7oPy/WFEf4w8S5b/yxsZpiE4BwJ6mqMtPegXAtwN6HmQd9L/My3nvNoT8vxHHGJoYYwPA+YlDepoZB8AIJTEZKkgCwBacMH6Fpw7Aoq+LXrHoEsAzf74kwkMVwIb3HbKpZw3ATPSN2NDoC8BjajeHUdYJwFKJteJdVxDAZBrwVg1z+79oHX0+5A/jvxivVDFVtNu/ju5Q2p616r9BuMNsisgEwHdxpwRwNAPAirrqzAj9AcDcAZ5pZMTQv1N9jIjqW96/+GgGVz8E5T+yEzQc+NPcPzkgXDhU4eg/NkEON5u4/j+RbK+m08T6PzJ4BdTxnvg/QmZiotNe+T9TBGETsTf8P/ncS4FpIvo/ryGw+4eIAUCfxodnwqUAQE6PoRmVvw5AVccYVTeKD0AavJaRU7MJQEtqhmEFqf0/fRHYCgBwCUDCEkYmPuURQI/uahMqMQxAKYttQvRBCkCZMr6JB9QMQCBNkv+P/QRAGOqMCuqc/j9gX+4dYbfdPxCydBEUvPE/NyOn/uUIAkCdnLNsirsQQP6eNh5xrgxAHhPf2jT8B0Cu6MMq6xIPQFxSZ6571BFAj9Fqq85/HUAr5wclkNEdQHrefnoKkBtAXLqq3zWmGEAG5Q/KdLgbQFhswEqFzxhAF9W3ITZ/FkBSttbFCS4dQOv3IOfz7xxAwH0lF1rEG0CoYm3MGKUcQIxxmJS6DB1A1HqmqnbWIEC0u27L1KcgQIknLd9ALCJAANmh6LArJEA+JauXx2IkQB23m9DEAyVAoBZRSah2KECBWn1VPYgnQJ4UZyOQ9yhAX8d+3MZzKECYoK8jmxsqQF1F4To1fCdABJeWtcBOJkA/JziTTHQlQON3OruGMiRAk9VXmTQNJEA5Kk1AfBEkQNoqZBGzuCFA5i6nSlaVJED/6m0KIVolQLOnVT4MNCZABbhh2CG5JUA+TgPY7Y0nQCb4h3msNypAICzfj2cgJ0A0n6B3jf8lQD6fXLWMZSRAjeSauHIZI0CVV33AxsAjQCCuf9t+Gh1A9BYit5QEIEC2erd0PHciQOsJyWXuoSJAoocfxNdhIkAujJI73kckQH/7LPMcISlAdBbfBhMTKEAwSkJZabcoQN+k6ydUYChAzZI9ObjaKEA+6jQ4uNwpQHFZFhnkgipAlp8ct1jRLkDsTtBMFPsvQG17UXPDmi9A29QXRKyaLEC/CAZFrsYtQJUV8JSRKzBA/LQr7S0ZK0CwLTy+O70tQOlzTWW2HC9AkKR5bsJALkBtRsrHmJkrQIPyoW9jkSVAUItJaSFFJUD/XR9asNkkQPPQIn6+OSRAWsVFQ0vlJUBsHNDHyDsoQOApbg/DUyhAByvspDhuJ0D+CaTHotYlQPO+YNqYHSVAX8Sia197I0Ced/QFd7QfQDRxzQEiASBAmOVf6LliG0CogJKlzUoXQDzJbTTLhBJACDW9teOnFUCeFuzeDwsaQDYJHDs5px9ArsKvqLY9IECiHazoOQ4ZQD9NfYRpfRtAzjdfSs1YFUA76Bh9CBAHQLXKCQFgiARAeGLZDWPbCECZ2ew4Gj0QQJ4sLhWDDQpAqwGhD3RTEUAFCd0aMncUQPxfdpVYYhJAR8GzDZpdEUD+SXv3j5wLQH52HFpgCgNAtFcKm/y1EUDSdKHS6G4LQCett4iAchtAAAtUUgdcG0BpxeEfQ6sfQIWII/zm9xlAb0ZhrJ8BHUBL9EQB9ysgQK/rNw+sZiFAZlbUmUa3IEDapzVzUHQaQIp+2819LxxADEISqSWWFUC8mSec3EkVQEbBk5lxiRNA8V/9GYaKE0A5bd8/nXgRQIH1YxJKVgxAaoT6svFdFECPXMejXM4UQESSt8O5VhBApMjBsmtcGEDX5xJVAZ8OQODRXG5hwgpA2VTiMCgVB0Da5TGIxywSQJNvTY9yIhJAok4gjsmpEEAoCXfC/doQQEDT85RHqhdAZbXDfIizFEB4yaFb2AEYQHgI7UopRhlA3BRrOzA1HkAtPl7Eu3IfQHITdMnipiFA3A3OjpvRIED9UfeLYu0hQGbAjxjxZCFAeDtQZtXEIUDKIA6V/QojQCoGme54YyNAV3fgTkxBJUDPxXkwyEApQM4SOh6mMixA1wD5OYMmLkBeIoKAp5krQFCRlvWJ9ypAnRySFDJaLEBDgVwxKh4sQCWu1M4qZClAm0Bojxh1KUCZzQ//V8coQFYKW+NGSSdAbDRN4m7RJ0B9AquTz8EqQLaOlKlsrChA8TuhtoHiJkB2lbPMDRQqQFEUwGWPuylAWcp1qVEiJkDcFo59sRcmQJEv3Tm1/CJA/oz851/VJUBlQqj7FaslQKqSyA0+wiZA715LnaMcJUCmfpZQco4mQKYEnH1lQyVA8bDYAli8IUB2dZZtvp0iQJQcDt29HCBArGzOsEzlHkDaRLjFm1QhQHB8unaJTiRAIWqLwJUiI0CxILXonWQiQGpkzkc/LCJA+bG2y1MSH0C+YrTHjIUZQGcByLyNRBdA+TXGYRW/FkB9m0QLB3EYQOfggrHWlhBAKzuGtR2FBkC4KZGe2x0DQNxQhNPcbwVAAyRxj4y4B0Cel2ks+UD6P8BblJpsgQ5AJIAzZp1UB0DYw7rUm0ICQCJFrALEA+w/0JSh53Gnp7+fN1VdAKfIPytFdH0Mnuk/wMYaMJb1jD/FVkJCGW/HPwsVy+MEuv6/PlVAgo+4BcAKo8oZFsMCwMImCwiPOQjAxiiZIQ+IDsDyID5e2gwEwHzlyU8Kivm/Zx4Hf57f+r99yKnGXR/3v1Qzk7n2+QXAR3ZwqtoVBcAAtyV/E5z+v+wYin/ULwnAXWj7ieny/b/eW5nUzLX5v2ZVBI+jQfa/qInWjhJixL8eMRiMAmn2v/uImum0HQbApJ0+vCZ6DsDMmYmeACf7v0s6LTptawbAB9fenGkHBMDwQZKfkWMMwOIPYpAn9wXANnkgkP1g9L+NEv4SmNwBwHYaI4LeBwnAojo+dcchAMB+Y4OxAJwCwMhm7Pg7NAXAjpW0pjs+E8AxVyEFz8YVwAxUegsiuxTAkW25+DL2FMCEPsF3cQsbwFyABatNaRfAPWz8/Z8rGMCZxoZYY1cdwJ3bzI3CZxrAuTuetVjKGMBW1l55qVscwAwvYNE80iDAMJ1TgTIIIcAU4QkvIygcwNcIpeQWRCDAwq3PlSovIMBTj4jBqrIhwO38EgW1RiPATI+6P3KFJMDU/UveTz0kwAAsJoNu3SLA1hMtG5A5JMBuHToGckQjwOQAPYeC/SXAXkJxTqGtJMDLGLEAz+wkwIfb8XjlXCXAvoqIsh9MJMBQjNMdUOIgwE3uQIfv5SPAJ5Fn4R/aJMBiGSywtuEjwJAc196kpiPA4URlHUG9I8A+SX3/DTQlwMw0ZlFTXSXALfEVg2KaJMCv5ZSvopQlwO75mM+WRyfAzLsOXUU9JcCHlGGvnhYnwLxSd/gITifADAKVsP2VJsBd0bI42BcnwOpAzCW2+irA0F5gZV+GLcBBdBpiSZEuwCAN4QWXDy7A+e0i0wsvLcAklK1bfe0twM78DUoQZzDAX/EQAonNL8CDHztrCtsxwOWPn6RFgzHAQYHxRW7yMsB/h4ZdCWgywJlCJ9GrDjLAdVoGE2UyMcD2H8VHM8ExwObVjKeanjDAuSTn0qQJMcDzZ92ZlecxwJwA4J/oDzPApMTYyTquM8AviM6/KlE1wOf0ocCRLTTALJc/NL9YNMBQbHY5/W01wPZYAn0P9DTAicmdC8iFNMBR1tKXUNYzwDY18wURjTLA3bN5Tym+MsAnz7mFrHozwMgd/xe4RTTANh0cFUaRNMB4m+3Nxwg2wFHXZwW+fzbAmmqcUoGWNcD8Sn6Lt0w3wP90gC+KlzjAgkGzkJZjOcDyOAwDfbU5wDENbV21qTjAWYLnlQ1SOcCjat1wglM6wH/qCgHVhzrAxN/ymbkXOsBKQdWr3Fo6wGyET8zZkzrA8/jaBDSXOsC7BKqGTtg6wGhvW2LM7zrA4jiOQsvXPMDmejW5AkM8wP+egtA9NDzA88RroXQZPMAhgJLu3BI+wE6z/DhR6jzAIdEFSlKNPcAsCbV8Smc9wBrl0x6jmz7AcTLTMlF1PsB8g8HB8p4/wDmRsznTaUDAlNuMjbGYP8Ap1w1pqZQ/wEWCiWZcoD/A1jm45+xNPsAEaqf1Ebs9wN0DJ8imSjzAg2hZyINyPcCQ5Em9UQk+wOYg40Umnj/A3aaBXz9CQMCIe5AZzJ1AwCC4xz2cJEHABV4AOwpgQcCjyxwgfspAwJLc1oDbK0HADmE5+3zeQMALEfuLMj9AwDS87Uo+EUDAThyk71E3PsC5X6ldjUA9wK4lyJEtwjzAwkH5B8nkOsBTxfqpd6A5wCXXFbaLFDnAKhsrw/NpOMDUAD4iFqM3wM/jEV2dfDfA1H1WjdkbOMAWYdRxHVg4wEvX949ZYDrAsN58oaSuO8BRK+wZF5Q9wFpcKbcfUz3A7Ar8mcEePsAlP6Q1naA+wKqtXxDEcj/Av3r4qC78PsBUQhhb/zs9wO/5QaivVT7A6zRQG9FkQMBE7Ai2M7dAwDcE22DcQEHAqxSG6I9DQcDvzE0te69BwPKjMuAXvkHAQhbOj33mQcCNZzgHmWNCwB7oEJAQWkLAVnrDY7LeQsApM4sxdnlDwJaBLIeDKkPA93Rj8fiBQ8CVPbM729ZDwMxqyJz5/0LAPr84qrCHQ8BQ7BKySclDwFKHeLytokLAUVwTq8rDQsBCRcsWd9tCwFn3ps7zMkLAnMUa+vtWQsDZ8LXJUIJCwOqcQg7rzULAzUUNJnJaQ8ByF9RG7VJDwGiTqgdy4EHABcrY2NNSQsAl1XI0aVJDwJzlggNhfkPAtGHbZTvHQ8BVLvfCiJtDwBlJO7DsiEPA1r17RmvFQ8D0brM+KlxDwCe/3Rn0qULAXdKnEe0XQ8AQIaCavyBDwBtxRnHBR0PA2QlzJa6GQ8BggejaDqxCwA6Qvdab00HA5z8R56HSQcBU29pBomBCwJ7gteDDuULA1XycesKZQsCIo2JcsldCwK0i1P1dGELAHUcza3puQsCSLUk+FUNCwLMJzkqgGELArHnJR3GqQsBrtFlvO7VCwArP2dHzJ0LAqcwB0bTkQcAEBOhQMTVCwDyPCK7GL0LAnqpK1J52QcBHymGsvt5BwLMIW1iAgUHAbeM+HYXFQcAwSsb+kMtBwCgKsCbpUELA+wYCV3J9QsAIGeAkuO1BwHjxykt+60DA7EPSdpPQQMDIihx3Ip5AwAMGUL7xwkDAq0jJGxulQMBdDzvsY7hAwDjdh+fJnUDAOKXqvtvMQMBfSgehe88/wHwBVhRlGUDAq4ENBnjkP8A1curLgwc/wGSpoD2qvT7AUmMV3+ApPcDE7Lw66FI8wFjTMEk1pD3AY2s77tEOPMCTJLdrbHM8wCYZcPFXgT3AwhI09lUsPsDVT97c/nk9wIHLgIWgtjvAR9exXuIgO8BP8Bekz+s5wM+jqgLsgznAltRyYiVAOsBCABqkfik4wMfEkXJYZjjAECz9PyFEOcD/6BrrDsg4wJ/GkCBZ5jnAVIxu8sVMOcDRJV6C5Ow4wH/5oXEmHDnAIMeAUCaON8DAnfAsPRE4wHn+YAYbWjjAPpBWAfggOcBKi1Btisw5wCKwsmzmSTnAHNiUiarSOMDETn65M0s5wGqvRjkqwDjAa6RIDFeuOMD7FU1NEQw5wE0IGTzxdjjAOG1b9WggOMDwE1NWuA05wFVk1ximaDrAUdC6NyITOsAx6vNtxXU6wNriEXKxGjvAKVAQ+8mAO8DmzqjufqA7wBISngsB4DrAW95hzLUfO8AKU3fC5aQ6wBMQI3A2tTrAiEqFNFjlOsC2+NbE3OU5wIdNsZ9H/jjA9Y26GywwO8D6NcdMcbw6wD49YL+3hTrANJjUVDVSOcAPAiZJY+s5wEAfsDFx1zvAJZti/2yoOsB9Cl8GMKU7wJ8s6abIpDzALUwGDPVhPMAveBw6SVw9wC6P61IXjDzAQm3zmkP1PcCyqJ6NY1s/wODB+gacVT3AAOlYWxYBPsAwytZTcw4+wLkCzI0dET/A7r/0nAv0PsBjkj2UQD8/wNZ9w/XyiD/At24lhll4P8BYYfh6ph8/wGY/CkECJz/AuRdJ81cbPsCxPdp3cb8+wJcPmD0cHEDAOdyPtAKKP8AFVO9o/hc9wJpsgrOrbD7AyFLI/XjYPsCxy8I5RbI+wJcR4ikpwz3Aolzv9vRAPsA5UneTgnM9wEmi4ZnztjvACb/5pSqYPMBPPLhhAbY7wBZ8tD1+czvAayhPJEYeO8CMbLXRxuo8wAvIOoPAJz3AdGVM7VkEPsCalFtfPbM+wNK2NYKqyT/ACunSSc5KQMBDuggYzt9AwJT2mUZUBEDAmNnVfR31P8CqW5YV8hA+wC92hXT1ezzAQ0J8EJriOsAVG1ypwOU6wDdfFdkzOzrAYnDhUGikOsC4Gmn5TmY6wH9CzKo3+zrAq4f00chhO8AwQXWsLIc5wFX+QXLA6jnAWSjSspZ3OsBnsg8lL3o7wIvseyKVfDrALY1JO8DbO8DkjuUwfAQ8wC2aMtX18TzAQpJ4gGkQPcBe4lJF3049wMaNkpmxpz3AKlBoR2VuO8A6I/MXK0k8wBrKUTvHwTvAE5OzN6z0OsBDCHZc9Bg6wBKSJ/TOwDnA5KjB8cZ2OsAuhePMX6c5wIZ2BxrJgTjAJx+b1WmbOMCc/TCg9EE5wLIDay1IATnAL2f4Y1vlOcDtVDUWcEs6wHjRBdUsgjnAm2EYztdLOsDO+hpXm/o7wIXFGN6PXTvAVCh6uCeMO8CSJ5/LFRc7wBen+YA+mjzAstTB3C+RPcC+Ryiwzak9wAm8BJAdYT7AXfm3oD6mPsD9CZa/cmw+wNDGKjubsT7ArS890BkWP8Db4oPjr0Y/wAcuF/lUb0DA0W5TNYR+QMCuo05rL9JAwJTYW327M0HA7Hr9HN4DQcAHIrX6hwlAwK/akLO120DAx63PxPAZQMANbtCcOgFAwHDiU3vxAz/AqS91piLLQMCTFD/RWiNBwKm5yDPCFkHANn2Jw+fiQcDlcKJqg9RBwBDE2IDMVUHAD4qG8u+JQMAsOjik6Pg/wJ+tQvXpyD/AI/X3mLT/P8DqtjpfmQFAwEGgL0dJoD/Awd/GzVe1P8CnsHwsxMM/wLCJjD8GWkDAbyhHzIswQMBBhiLBLs9AwCw0qWwpBUHAJo/nvgngQMCd3AHE2ulBwH1H7C2xNELAadvlxsL8QsBT4XWWpaRCwAbnUjfojULAWJjRBXLHQcDebNKKJH5CwNKYalV2BULAGH5KSXsgQsDxXNq8RU5CwFvYJ7YGG0PAI0gIiwh9Q8C6B0CVXEZDwJ2ZYXZL5kLAcs3n271TQ8BeAScvjLhDwB+8nTouiUPAjI+R878yQ8AYXVA5T5RDwNs0w30iokPAKbslE+FrQ8ALcU6TrF5DwHxHBTzaukLARB7y3PczQsBcaBu1QpZCwME55WhklULAP/SV0aI/Q8AHgjpJy2lDwHW9QlOCzkPAWGuYiTs8RMCr4M+3hTRFwJ7Ee5W53kXAc4EhRhndRcBtNOmn54FGwG3jthfKykXAS9LZj84PRsAlYxBNAsdFwEaMoh1iGkbAMY2DK6TORcAEEv64CZVFwLRSpU2uykXAJV5NOrWhRcDpmMY0Ym1GwMuY+HBcfkbAlzp0Q6u/RsAFqwdCupNGwNZsspklOUbAJB8ZsquDRsD1TJUNa0BGwCqgmKw+4EXAzxUkchd4RsAIvNXaUcZFwOhg1gsiNUbAcbETzMeORcCYZeYQdHJGwEAtBm4GuUbAIB5vR0MgRsChH7b8ElpGwMIsArdk4EbAKW57SJ5jR8BTIuOvVm1HwKUOlOB1dkjAQBWWyvqDSMDLQ3R6gTBHwIFxJ/IW00bAMj3AmdadRsBarR5WPwZGwCMzsa9EckbAk+s4XyNgRsA6+JfEMntFwNebrEZqM0XA2aWg1w9SRMDGbtsHu+9DwE4D6I+2X0PAVIhNfeLLQ8CcswaUmxVEwOMMcb7nHETAvU6tj3lsRMAySJZymWREwAXM5AhtDUTAT3IRAt69RMCxN7NibnlEwOklrSZbf0TA7ycC2JdLRMAZVU9YyIlEwATW3U4210TAiINGFhHzRMDWYg0KbjhEwJ4333+cRUTAK23QbbCURMCsoiKCSfpEwF31XfCTt0XARUnzBoGsRMACK/5RVcBFwJUbjsXY30TAnQth56JzRMBcm4bHHgdDwO+bCx1LuULAlKhFS9x1Q8DqQN8J3vZCwGAwwnpTkUPAALIqFhE9Q8ANYAotdChDwNG3TNUIyUPAb00Ry+zZQ8DJvmSM11JDwL1FJhWKw0LAoXFLusFZQ8Cuazkt8k9DwP2zHfFEkkPA1V6Ikka3Q8DlKvpsX+5DwLZ7E9kGTUPA2VVGLdsaQ8CniVFUdBhDwFbe6f0Aq0LAkZUFwRGiQsB9bfVUJeJCwEvLUqwoCkTAnEgaAOUxRMDPshv0SO9DwCaVo3OmsEPAuuV/TPv+Q8D3KjZ1B6RDwDZRjPu9IUTAkBqa29LaQ8By4pkdv6ZEwMLOeDjZg0TANMptlGbeRMA+iZafXlJEwDiXwcpjC0TAgKmu/UpeRcA0SqjYzqxFwCSO5REeUUXAw9NCHOhSRsAW27fMum5GwA2iKJgwO0bARH2WiB6hRsAdY3GVahRGwAwSbb8qnkbAUJMB769ERsDcZdTeduNFwHr6K7llZEXA43BycVh8RcD8+4Z+bx5FwGy6iL+cSkbAz4wLF9v7RcD/a0c9VAxGwPf6KFgWyEbAMQ8MCjOJRsDDFo6BJPBFwPf5XqPUUkbAtMWXBAAnRsC21OA8mupGwPo1rex/6kbAbpYPJmTERsAHn/dczPlGwIw3nzGmGEjACH7A7hs7SMAnjXxAbThIwMYFQQ1nSkfAJlUBL7BOR8CmRVxaYoBHwH8I6RTlLEfADD9i7sbmRsDBq5z24OZFwH3vnnLOxUTA2vRrAyoGRcCaWBKreZtEwAm/8iXLU0TAUQO5A1soRMCHANl+d/5EwNczhHc1D0XAbhHhfTSfRcBarhVjjJhEwOiJ9EdBhUTAtDAXJe+JQ8Bg2xVnAjdDwD6jj0YzoUPAvvR6xcsGRMBujmvdqnxDwMjRyQkoukPAkYZFk6OqQ8ClXCPzrv5DwLW0IFukJETAwNdRtu1aQ8CSL0kVmuFCwAFGrvs3CkPAXmkiaiNTQsDBNqjI63BCwCfR+TbKsELAjWIYsXwyQ8CJRnB/9WhDwFgoPItLtkPAmb1W1AvEQsDMgZ0QceBCwEbrt8VdwkLA4luf8Q8aRMBaWD5TbHtEwBPYZ/tbakTAMN1tIF58RMBLg7JqkSREwHqIWcmKIETAxZAKtvk0RMDsPeR0mPpDwGB10REhxUTA1fO0ww/rRMCXTewdj4hEwGXifXYa5UTA58GQXtOJRMDUAEmA4E1FwFj7tQ7n2UXARohp2cGcRcARUB5G8iFGwBCxg6IEBUbAOm2Kgz5QRcBN6zy0CfBFwMTCo9aAKEbAAxa0af0tRsBsxj8FBd5FwIBRFROTV0XA11BSNpMlRcBvf3geuOFFwKrfKZU8DUbAbgUpG/eORcAXgl8VIa9FwI+K+/DDs0XAJyseShokRcAm4bnWE25FwMAK4jFvzkTAB1V2IwmTRMBLvDN5Wz1FwFgv8XghVkTAk9/ZsymrRMDLB9evzs9EwBazk35ldUTAYG6v1m/kRMCokzdIhDhFwEX0eIPLZkTAOd9OlAppRcCwfsOKNSZFwBubiSPr+0TAxYBfc8cqRcBvVUtDCEtFwNuueU4FUEXAbEXzI4ezRMBeQqSJ8mZEwCxwnMlY/UPAafVz0jYEQ8BAfZunozdDwJHWWvdULUPAWIqX0cmQQsBtKYMgxHlCwIbdJsGnukLA+/QGgH5VQ8Bq9V4VgaBCwOaSDvkOs0LAoVRZuNbhQsDAr2GtXqRCwAP12WZXFULAdDZY/4SnQcBu0CcMEndCwHLEK2o8UELAvwPwdK4xQsBh0nSI0MxBwHhkPLkqtUHAlED7J3+kQcAJXsmxxrtB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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]}},\"selected\":{\"id\":\"1123\"},\"selection_policy\":{\"id\":\"1124\"}},\"id\":\"1095\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"text\":\"Drag the box to change the range above.\"},\"id\":\"1037\",\"type\":\"Title\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#ff7f0e\",\"line_width\":2,\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"B\"}},\"id\":\"1098\",\"type\":\"Line\"},{\"attributes\":{\"data_source\":{\"id\":\"1095\"},\"glyph\":{\"id\":\"1097\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1098\"},\"view\":{\"id\":\"1100\"}},\"id\":\"1099\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"end\":1032998400000.0,\"start\":1011484800000.0},\"id\":\"1051\",\"type\":\"Range1d\"},{\"attributes\":{\"source\":{\"id\":\"1095\"}},\"id\":\"1100\",\"type\":\"CDSView\"},{\"attributes\":{\"data_source\":{\"id\":\"1089\"},\"glyph\":{\"id\":\"1091\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1092\"},\"view\":{\"id\":\"1094\"}},\"id\":\"1093\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"1053\"},\"x_range\":{\"id\":\"1051\"},\"y_range\":null},\"id\":\"1052\",\"type\":\"RangeTool\"},{\"attributes\":{},\"id\":\"1123\",\"type\":\"Selection\"},{\"attributes\":{\"data_source\":{\"id\":\"1128\"},\"glyph\":{\"id\":\"1130\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"1131\"},\"view\":{\"id\":\"1133\"}},\"id\":\"1132\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"line_color\":\"#ff7f0e\",\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"B\"}},\"id\":\"1130\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\" B\"},\"renderers\":[{\"id\":\"1099\"}]},\"id\":\"1125\",\"type\":\"LegendItem\"}],\"root_ids\":[\"1220\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.1\"}};\n",
- " var render_items = [{\"docid\":\"5d6f4c51-da20-48f8-8c5a-e79a6bf18467\",\"root_ids\":[\"1220\"],\"roots\":{\"1220\":\"d32b0690-0ffa-4f06-9755-f7d2507b52a5\"}}];\n",
+ " var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values_original\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"fzX/F/K81L939QiezDjSP7BTl/MnEvG//9q65vjf9L/9Rtn5YtQDwA27a/P7wQfA9FA+gzIS7r+7HBe5Wrb0vxkzDHYDm/G/1z8d7NiM7r+q0GKyTw3rvyBVu0aBG9U/2G+JP3qgrT8BwtHFWBT7P7hBpGEsJP4/a4eRvwDj+z88tSaJktrQP6YJs9RC6ec/0KcpGMOiv7+EpbuLVJvnP0+ve/37eOk/AHznz4O16T950NOKRXnwPwPMUqJnlOU/TYUWqqdT8D8garkMXnfUvwZkaxV4OeS/VI+ODlXK2j8SMMMPvRzrPx6nbNBSKQVAgYob76ytC0DYvqAkDJgJQOjWl72BGwhAQqTbBF+aBEA2ze2oVYILQGxznJKCXwlA2rtsRWzLBUAMyLt/dv8BQHJ5ulXcLQZAgh8BetyUBkC5zqU7nXkGQNc9k71OKP4/7qKCKPNIDkB1/egeqAYLQIc0+eS0wQxAQYlQcHYLEUA7EFg6zPkQQJbxCU3ZkBhAqtKe8z3wF0Cxesav3pcTQBrlc2ZePxNA6sCZCnANEUDD5N6APpwMQFPAyoR8ngdA+4kT4emaCEAAsQfMXLkKQKYjdca8HBFA2LFti6C5FUBW3gNzi9EVQK6fK3nqJQ9AilsIjcAtCUCEwYx82J8TQO5TP5s85RVAbO4JES9WEUCwvJ86y3wTQK9T5zJVQBVAbMomC48fFEDOPbQXSe0SQDDo812DXAxAOBPA+t56FUBYiT9X9uwLQOSxJPFctAFAyMg9tFB2AUAUnhDN2S/9P2Bq4h91q8q/uUx3d8/2+r9Yfyq0Lezdv2IGa1/P1O8/OP7/jKI6+T+wANCYR5fxP67M15Acj/8/IyFvVVOlBkCS+o62pzAHQPo0tfyTiAlAnFGK7EX3CEDoDaOjysoXQIKWsZ+y8xRAz6YoyLfmFUAdtT7e/+UTQO2Hq2im/BZAJSMBfxaoGkDf0wZs87sbQOVV2UK59xtAPCnErWuqFkAVwFs6DjMWQCd+BpF40xdA5JilEYLDH0DquvBdlO0iQPbEUtRTuyBA/9dSps5EIEDwzUhOesUgQGrXf8O8rCNAvlflH9+pIUCuwIhnvW4gQO5/ELD5UCJAlu93EhivH0DJMegVgVYhQI7HhYsriyJAmwyfrEDJIkB8KhcJMp0kQH8RSGbOpCVATGWip3ooJUC59w6AE28lQJEl8ySrGihAV1gXLCuyJUAiBOqbTMceQK2pSbN+MR1A/fVAaOtEH0AlAuZQZPEeQJlSk+3PuRtAyJQNpf3YGkAJrMB9QE8fQLuMSgZCqiNA1iN4t/AOJEAN2/QDq0shQCWXjMJ6BSVAgZzm3kIoIkDIyTuwkEEjQPWdeagJhSNAM0AXoB8PJECOBmftydkkQCSQsfOK9SZAhP/95IFSIkAXYPjihaAiQNt8c/lSxyVAANqADtQLJEDzzBB9ayIlQBYwSoI7nCNA4EdzoqI7I0DqjxgNShYkQK/zTAqwPiNAkIxQ56l/JEDpgCEmc8UkQJ7cY9zHEyRA+ovaWgGBJEAe1lCfSIooQN4qzf6NAydACmzL+Q43J0DuK/nKcJcjQCQ3wL0XjiNA2STObv1lIkAMdTxUd+oiQH010gPQYCRACItolkmUIEDMKDO7IeMfQLbI4PfNnRtALgFjU6kjFkANSLPdYV4UQLJ33BufBRJAyBpXZ2KJDkAAGHUq+HEFQG4ey2BN9QhAnFzRz+Y9AECwzFgOf+wIQIvOCjRXPAhAOoGFOwEmDkCAOMPnDJkVQBa8We4PdBJAzjnRYHNYEkBH2heAscoZQNzwGSV6oB9AjZpc/0bkIEA9uFd4nxEeQOcD8w+1QR9AAZz7YzLbIEAjot7gahQgQAPZ8A4SfCBA4XiG9X6XI0ABNWKEvyMhQGD81wq+OBtAiPw+FdNzFEB3OqRtl2cXQEjcbZQGkhtA4EF6j3LJHkAKzopngngVQDcyr3XUzhVA/znS6IIZGkDybxFTP2QUQB8zziK6KhBAgiomq0ohBUAD6xF75P0JQK679UykwwJAqFJZy+K5/z/Z5NFqwOABQE3HJnwufQlAM7z2hXo+BEA2gGQKW9r/PyAK2pI2LANA1fD+XpbXCUAnTM0Ei6sTQIg0oD9xCwlAZGybC1hFFEBvy3YDAbgUQFMWpbkVtQ9ArPbtgeGvFUDuu9p6ms4ZQM7/Cbwc0BpA7BmEnf2+G0DV1tAB8t0cQAdfBnHiXSFAgepj2yVwIkDw2APTxSokQGNISgcJtSNAPLFjfgN+IkCQh30kGukjQEZ2Iv44wSVAhOdjqWRkJkAOqmFR0eImQLKSpb3wvSVAHxAJwJUWJUBSGkxjfSAiQHHsAg/bLyJANeJCTuHEIEBaB4MD8zEhQC9UpuE2ySFA5mr20u/gIEAKqEQ1iFQdQBIWY4lxRRtAseRNqanDHEAXDvX5cZMbQFiliDwXahtA5GR/sVMMGUAf40zJeKMZQEjL0kKQvRxAQ/ZOYWFEH0DmXV86bn4hQJ+7Y8rn8yJAO+JdPJsMIkCY4oW5AeQeQDQlF314lx1AI9YNTLPyGkCzuo5NI/sXQF6C88qTJBRAW5ujRd2YGkCkZcMzO9McQIfuTDNTsSFAgrOJnxF3IUBev0XpilojQKs9yNkYuyNAvbTe2iaBJkAhHnu7bEglQBM2t+SLliVAFSwLhnXQJUDcZ3FvfUQlQBdd8mVNqCRAULSN1ccJJUArAp1obl8jQNbxRsszHyNAMW6Mw16lIkBJbVQXNHciQDBrU4QFViRAGD+Lh5HAJkCOtXe5DsImQPAicF5TRiZAgkKgA+GrJ0B/FtgsVnwpQKbg3HII+ylA4BsPtBy5K0Afbc5rNNUtQJYvE2wY7S9AgqRFI4TALEAxnWVgw9wtQJtyAPOeYS5AJFadVxvrLkDUnn24PoEuQItiOpaF3jBAmPtgkgxaLkBv4xMJ9BwvQL2pAz1VIDBA44fVhIp9MEAGkWJ6OtYvQAix8PKTMTBAepr6GQ8KL0CGWVqjBq0uQPq6nlX/4y9AhDcWBzLKMEArJ6tRhaQxQFP3MTe4bDBAUxZjgw/nMEBk30ouU+gwQG0jKcFSmjFAVd9RKdHZMEAOWqD6m+sxQKQ9MkeqizJAu+VRclgSM0AE+huviyc0QM86+nWHvzVAzOslLqJjNUA3kD3EN640QPl9dHJL1DNAyt+oCfcBM0BYALJjZdkyQOBLR+6tyjNAwOFS+QsAM0C4s3LUqrsxQOSTJtbz+DBAirPaaHXlMUBOn5tAil0xQLNHfpNVyjNAA2IXg+8qNkBb3h9Os202QDtkqJRAfjZACMaprjN9NkC+Duy0njM3QDYru8hNVjhA8vp/FE/4NkBYdkcdi3E1QBqSumwBnjVAocXobq0JNkBzmx8PdOg1QHbLaQ3vCzZA/WdDiyMuN0Bvew8Ehks3QCgNUKCPeDdA1rdIzPPUNkBkIvmCVOs1QF4MDP6FujRAXnQKKXhpMkCzf9gvVtwyQESvDmUY0DNAUvvPEOh4NECr85qfJMU0QCGdIAscgzVAULvdD/d5N0D7zVKqbLM3QOV6Bc8s7DVAfYjIN62dNUAtUQA4spw1QM8PruAfhjdAeKk3obRANkBR7Ad/Ihk3QKLOZWFRnDdAQPFjnqXYNkCxGZ7xDc42QCB9gkWk2TZAMigrKcwDOEDwA/EatMw4QFJtsjx8fjpA9LxyMP07PkDIv7wYCPU+QOQtHpP39j5AIO/IVXk7QEBOydFzyeI/QE5I801l3T9AYRrKgMy4QECJ1y9EAydBQFDptUMaiUBA0npwYEYmQUB9yaa46m5BQHp8opfS7EFAAI2QC9EvQkAHCc1YDlNCQLbK3xLon0JA1aB3R8MBQ0CEk5oH1NNDQNkFN5eCTUNAOIxJ5JJoQ0AodlvusbNDQC/SikTaVkRA+O4U45LQQ0B9Xf95o/lDQJ/w8krFKERAvbIDhRN8Q0CKEBydGmJDQPqu98hiQkNAiQx0NjWiQkCPFJR1aP9BQLtqVXqQVkFAocq2sjIeQUBVGSsUmi1BQDj94daVAEFAVunt+Mz4QEDsNJasNDBBQKzNQu0cNEFAQ/o2zKSEQECHQusMJAZBQM8LLgGnhkFAHaE3/uVaQkBXyMFn3MNCQNrzAlg+0kJAEqaNmgbfQkDCgWpdUmJDQLDcRrfOb0NASCkkfWq8QkAHwKP0qVBDQI5Pp5Df0kJARxFeS5KJQ0AbEU72TPxDQI3lQuD6S0RAlvHLR2/oQ0CNOqFnWnZEQDHxhBtrqkRAocBM8NUqREB8M6LTrf5DQCTAMnFkLkRAmv5goyFyREDF27385itFQMU6Y/ccbkVAiviteE/dREB/6+YrV0NEQCLK/fSfsURAyRd5v9YlRUCJUt2/+fBEQJtb9kCEW0VAQiY8DeLYRUAIqCWTeLxFQEaAPbqyTkVAJVIxMTmhREChcZdXj1tEQL6SaaDkR0RAO/2AfrOnQ0CcMlqjrDZDQJjkbiuhIENAy0EE5FB3QkB7/Z8jutpBQKZs9d8UJkFACvBJRf/NQEA8XSjJZ+5AQBPt/hmWMUFArqGeVe8IQUDI4w24fo9AQNw8Ajg6+T9Auk1eflLgP0B71zs4/qBAQLDPp+UBQUFAr1wZXjVuQUBo+VDudMlBQPo/cEyOBkJAmxwukevdQUCMrrXCT8NBQOod0wUPOEJAB2bdSvrFQUA+cmTanFVBQMT8phgLD0FAN9z5kBVPQUBX9PZ2RXdBQGlan/iMgkFArtzfGPdSQkBA96+UhYZBQI5WtNOFhkFA17OWyf0XQUDzTQus+YNAQHrEBK5igEBAg2q+t2bGQEDdeoOHMglBQClPlbWOQUFAefdwdMD3QEA5/ryzbpJBQIghPKZdVEBAsN9AadnIP0C2VdrOZzU/QNLoczddH0BAxPGgjNU2QEDyWBtdtmA/QJOL9OTo/D9A3YNYHFEdQEAcqWimtgFAQE2/3enjhj9AjRqK37jBQECJNTy1ViJBQGLHM4zBB0JAE6ciYFUDQkAYTZXWEnZCQIFFzVs/GUJAqCcxWR/ZQUAZLlTaApJBQHxq9ZL390FAVsoav4I9QUCzDWOL3NZAQCGgjlbx1EBAzFaQ4iIgQUBxpuOyrClBQBfQGa5JOUFArAPungoKQUB/V8l1g25BQK6AwrP/YkFAOPHTeiXSQUAnqP9SSOVAQHZ6ZYhoC0FALxpVhdiBQUBPH+CNwWJBQGQz4K5NvEFAMPOyb2c8QkCCErWGCjNCQM1Dx5D7qkJAd8eClU/FQkAXxNk2v5hCQELpMgp2L0NA6sqOu6jMQkCGsT1mHyZCQHFuQ/aD3UJAQRlYvFN3QkAgV70rn1BCQHQLbGeggkFAvDll3MjpQUCuRMVTWRBDQK8cA9cFG0NAVzRmPsYtQ0DRE0BsEMxDQHfzDORbpENAv1l8naydQ0CuP4NgkXRDQKeVVXZfOENAv9e72ZCvQ0CBLuddjKVEQDXFhIkX9URAtQLM6V07RUCRNUOqz4xFQG1VAFl+fEVAewmoOlbZREDrz5vBnGZFQCRMUmUoH0VAfGQET4BzRUAb8EOssUFGQP5+rlH7wEZANS1kbiACR0D50mlmawZHQNhrW5F12UdAGlRrOp7mR0CoaPuxAzJHQD9sOTVquEdAdi4ZmPJaR0Dd6btDqutHQCTEBJMVsUdAcmTtun/hSEBydOAV1MVIQJ8wlmsCJEhAdt0FcP19SEBtXJt/3gdIQH9gxl/IM0hAyO4z6URdSEDIY/+1Th5JQHqGUA32u0lA+ugNnW/jSUABDcK//Z1JQG13P1fvwUlAjVcnfdxxSkBWSuXZbJFJQF5gqhL7U0lACitEGcnLSUC8AI/+oEhKQG66rzXstkpAMtwid2ovSkD93NPC6q9JQDkiO5WEqUhA0o4Rc6e7SEAhGKXOwq5IQBiyE1v3+UdAEILYUHC+R0AJSxHh6YNHQB6HpJecfEhATd17U4PqSEAZbfHmPDBJQDTS+rHt+ElASPLNc2fOSkBxqvDugoNLQKOSowxsektA1ruHdDNxS0Ct4OEMdIxLQPhAbQIbnktAgowFQ0OhTEBVSbo6SMdMQKV/A4PsZ0xAjagu5sioS0AHDx6pvlZLQDSIzhJ1xUpAY7y1qndZS0B3wxmxK+xKQCA+wbp9OExAI0xeJA05TUAj0gi4P/pMQI9GYgBrnU1A/yJ23BjyTUDYy5CYebNNQHklV/sQs01AKR0OixE4TUDn031ixZtNQIXnDtdViU5AZDgbNYHrTkDx/XjuZGhOQHAdmyh+wU5A3sPrXkqhTUCSvC1lADVNQFpRiBFk10xAPvuG2U03TEC+q4cQdWJMQCpbNa+G4ktAVpkCU0HWSkAOEvBLtPRKQKtf1YoCL0pAp70uzRKhSkDS7XaG0fpKQDgu66cIn0tAZ2cn5CUaS0ChAHEU8oRLQCrErueaVUxArYWKsTS1S0AqiPMNjZ9KQNfIfqLG8kpAWhn3GIE2TECND17QiyFMQB0iWYQS6EtASFgQXr3oS0AVjBaeh4JLQFo2UjLnJEtAcR7v+FoxSkDU1JX3bXtKQDE9FB7Dl0pAFeX6FtJsSkDRikunVlVKQJmWXRoMQUpAj2DqxNdeSUAVy+zY4b9IQN+4T0KJnEhAORZXKCHUSECSyrn5MnlHQMyRZ7yaXEZAmUBqVH9fRkBzlKHtP9FGQDHWCxhlJkZAY3AFSMWQRUBalO8xcodEQIummF+lZURAWuAcN6X+Q0CruU6PpXNEQMK8Av3KTERA3ltuOZKnREC96oYZHbJEQJQQRZASQERAoqCn8K0mRUCerVk5ildFQHx5+u/ly0RAWcsSJsPmREBqkVD9OSFFQKraSV7lpEVAxHuG/4JxRUBVxROAi0tFQI8Q1KUba0RAXksPIyDZQ0BGBqYU+XxEQIdXjo7cZURAPdGzSlJ3RUDWmbElT6xFQApMVKUWa0VATr8dJiG/REC1MqaObupEQLCu2JRB6URAvbac0XuXREDRFMe1EkFEQB6MKWvE40RAHGJuHKmPRED0zAF2gItEQDlAxwG76kNAWQESRJgpREC5CQMG3kxDQDVYTFqQOkNATaZBmcFoQ0BsbkuXd6VDQH5ExnPsUENAxwDU4g8qREDWWAStqWdEQJaEUQHIf0RAyn4WrfBiREDO3Ua2lwJEQHpgFdt/BkRAQLHgfOxrREDY8UQThk1EQEeoCkheQUVAfvfNKTrZRUBP6rPCLXZFQLD9GHcB8EVAfw12meGkREBqtEMoQOpEQOMNZpUxNUVAwsVM7tpfRUD+4YaUY3pFQNHXU+c8vkVA8H6TkwRmRUBfypcyCS1GQLm0JXCTPkZARzyImyt8RUDpPIX+ae1EQCJY+kPSk0RACPH/huUFRUAKOZwB2o9EQLl3nxFP8ERAXgzxNfj+RUB+8oE2Rs1FQJuOXYiTa0ZAlvN6YBX8RUDovhxC30tFQEKgwEccuURAUifgk0mrREC3CKD1qpVEQP+PjIDbYURAmy1FjgZQRECH0/8HHHFEQFkDJy8YpURA7Gem1r7zQ0DJOHojL8xDQJflA0aphENAqMVx3Nc0Q0AwU1pYw71CQOWYu6CoZEJAaCFAbv9YQkDLR7ssDE1CQFEOoeNj3UFA8PhwLpLRQUAhrw/cEP5CQDco+WZHCENASkOTv2GEQkDdgcpz69pBQBygy7lQY0JA33NysEnUQkCuMnpKRvdCQKs5G4inaURAnvP3VAl1RECM9CnrZR9EQJV1yn9Y20RA0YB0C/EcRUAVzG/dEDhFQPcP/uEo1ERADT0wqtW9REDGxp7lZVNEQE5deTV3zkNAskV2ctLUQ0CB8vOnPdVEQAfIytWd9kVARPHTfWcYRkB2zX7uamlGQBenhHjwnkZA5AA4cP8FR0BZ+yK14B9HQAtkg9Q95kZAON8ris0iR0Agdt05lkZHQBz60xV8UEdA/vOAuCSaR0BqzSkhB4pHQAD06ZLKzkdAnA4E9TsxSECuRPHF/e9IQECFOvkfUklAPrL9MDzASUDNFCXb+GlKQIYjcSkphkpA5v0bmRCaSkDh067G1JpKQAqlu9uA5UpAyNICS8HiSkAEV4pyqBxKQEacr72OVkpA4JblmzFvSUA1NSfp0k1JQOjzkhNhLklAfYu9ASagSUCBIOQFFyBKQK4rhMHtyUpA6Si7DyVUS0AaPR+Yk6lKQBGS2PkIQUpAhwjmxsdNSUBPX+DjaT1JQMlxw7gqo0lAUmSYRXdnSUDAmN34RgpJQODCg1w+f0lA4eKfmb6NSUCCFkIuBHhJQK5J4P55jkpAAURDtBdzS0AIoJqt31NLQGZBomZOSUtALIROUA9HS0A5rH27extLQKUB3WPJ90pAliNg9Bj8SkCBoP1iPLVLQLcNTLHeC0tARFrfcA1mS0CV/b5Fi4NLQGWX4m+ZkUtA4LhdgqiuS0AcHc+fm61LQPkUcqEWYkxAi7918NEZTUA4T2w6PxBMQAbvAGCOt0tASx4s6w9oS0A9GTvGv+lKQIdSTNVJYEpAJyBtiv6WSkABWwNpk5hKQNuqyyttikpAf0Np1WUpS0Cb18g+vf5LQJ8/vbczYk1AEfJnsPTgTUDjk83ri+FMQOP0rOMICE1AmBL7GHK3TEAxk1mZ1y5NQOSWkEHKck1AIitV0cR1TUBMjBalt2NNQGcTju4kak1AGA2RDwcoTkBjP3h/yDxNQH+dcINzeExAAl8BOUtXTEApygykANZLQGXxj5drbExABmmRjy7nTECTUtGaSStNQF4+66BI50xAXR55T2w+TUD+fTQ1/UpNQCRneCCJy01AU2W1PhjWTkDtHpmLR31OQM3mPRbnMk9AQj0BRv6qT0AtSLsLUf5PQJcHT5YsOU9AchmD2ywpT0BPP/7G0IZPQMvd7QjQok9AJoqQPPoSUEDOYqmAfgtQQHFXuZZcGVBAN/zKBSsgUECbgLFp+wpQQEyaoS3DSFBA3EQKKlEVUEDeZMBTgsdPQJLGevPE009AuNNqeo1PUEApZW1ChiVQQEhQJWgOiU9AxBM88oG7T0BXawLvT/lOQNNeznfy6E5AohKViQ4CTkDVoQlzUUZOQIrF4qEIhk5Ar5ijGqOsTkAqEOddgAFOQPvhyDFw4k1AiwoYlpCJTUCzitTM45ROQMHA1NCKr05AuGaU1P7FTkA+obnxk8tOQARpa7TJ1k5A5NGf9f/RTkAAoqULVRlPQEZlU/3QVE9AzrV/akIZUED2Y1zHe/VPQGydo5HYLlBAWQjWfusTUEDpp/0+dJNPQIQ/+GnLKVBAmPj1caRZUEBqkX/tR11QQNJ2nJCuVlBA+KUO6K4HUEAx7xdUgBtQQBInzitzPVBASKpZaIdmUECRzc0/8pxQQH07Abl45lBAgBM8JQFKUUCcTYKMFG1RQFRSxk0aTVFACPseDGRFUUBMvtAPytxRQE5lS4EnGVJA8y//EUMWUkC8q2SmcuhRQF/etbT5/VFAaw1hiT13UkCg+zwe0lpSQBAeEDuM3VFAglUN43WLUkAcZ96wgudSQJQDQvwx31JAIHk61IEHU0Bv+ohiCzRTQN7S0qZsWlNANWmqZqLQU0CKQkan7fxTQLOHuoATmFNAvrj8mPt/U0BLLaPNdW1TQNcTTkFZglNAwKGFFDCSU0DTCNsNeG5TQBtZXMJYX1NAlhpTCHLdU0BOUh1sAh5UQNYJJ8phglRAy3VbW9eLVECTaiADrZxUQAximiq8ElRA9z9HEkbzU0DlKZcH3QBUQCRCzm5Q8lNAObOy0NuwU0BKLlfKz2tTQOgKmFjnz1NA7u++PxTNU0AjmqshEzFUQLmu/JaBPVRAc5bC+Jh5VEDAsxVimZJUQNo84dL4cFRAkE6gEfeNVEDqWTWjop5UQL27rOAhN1VAFF2t1KtqVUBnisY3qmxVQCN2USpgT1VAAmGEABU8VUBvz+QoeVhVQOBgOcARrFVAV6p523u1VUBUvutoml9VQEGrd67ih1VAvk7WrgOZVUAcCDqFUfZVQFsV6eQP9FVA8lKdePD/VUDgi56vWO5VQKAiBr9D0lVAuSDvfCRMVUCnhJHZaWhVQD0uMNS1g1VAkiPOrpK2VUBrUYdj78NVQKRea3xzq1VAK8M9w4dCVkBMmcpSIlhWQE+Sk0LIdlZA+c/UQUpOVkDfnvmAPxVWQMwcIQOnP1ZA58kNKC1bVkCBo5bpJEpWQMLLinSQzFVADSJGOltwVUAwp2c7TmBVQF23LMmEwlVAgcD+Ma53VUDK43snJ1BVQMZqZA5PRVVANzBukXBDVUCFIL+CPWNVQB6sartEd1VA0a1LxWJuVUDkz9udHXlVQKJ6VSLtI1VAreEzEZFPVUCWXS9mVjtVQGLSDknmRlVAc8HtWEAKVUAWLqE/yU9VQHRepPlLNFVAKh9mNNanVUA6CxTHNLFVQMIynqmU2lVAUc+7AbCMVUDOANi8EStVQPEQwVHu41RA9SQ7znEAVUBI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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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cXQGJZXQeBfBxAyI/2X4c0GEBwYBusa3sWQJKLGj01sRRAZdm1vR5IF0BMW3XrQH0VQKvojGalEhRAvHS1twwkGEBy2A1FUmoZQH+9cJGzSBdAJ7a+Q+UwDUAO80dDxBgLQPJrsZrslA1Apo4r3v82FUBpi0/GJaUaQErrHSKNERdArbDZxJYdF0CyVo0++6EWQDIzdqS6xxRA2VvepVnDFEAILdgCsmwYQNJ3tukgfBRAruYfuBOSGkAMI07+HaEZQIBAj9hhmxRAcUcIkKSLGEDHYsN5jfcXQM4dCcijAhlA6HQMnnacF0D+lzBOsKIYQK6OrMGKURpAA9Ai2hBjHUBEDPNw+AscQKc5O6KEphxAFRx07KWWFEAfC6I6j1cRQFEtM6J1sBBA+jJ2vSpgGkD5nY7RVYIcQOXjaOlRrx9AIs1OEycAIUAtVbmhRvQiQAXhz6itYCFA3exs8ko3JUAKDW0EUOEjQOzQWRwbkCNAEay/QsgUJkBiIdgUUEYmQPrEpHN4YShAzD4GUxJuJkDgrcsA5uYmQAErRWJnBidAk1ZsQeCFJUC+hS9K9BYkQD32XxUwBSFAZzXpV3tdI0BRigontMEjQFLjG9FKlSVAbZoAAw3yJUCJmeLOx4cnQARQtxzqjyhALENw148EKUD8iRfu/EQnQP5DcaUV9SxAW2gzksHeKkAS6+BqM0ctQJMnLBqlhixAy5WRPNwgL0D5SVgAI60sQDXF/tJ72C9A/njsTCdtMUB7YYBzqLYyQHhyc1vrBzNADcg2vKh9MUC6xKXQTPkuQFjDPoddyjBAOEY4KhFoL0BRL9zbHvcvQB0V/VR5IjFATiCyBWLtMkBNR0PlqlMyQN6AS+126DJAHaVShVGbM0BHTMRwyJAxQDVJzUQpADBAV72OHakGLkABOu7xbZswQG8PRPVdZy5ANfy2lDQhMEB7d8ShoxIuQPGs9RcsJi1Aavg0b9cyLED3cjYnMJIsQA/VTMS+PShAAIsGNtl2KECZSx3EktMlQEM638d0oiZAKLw3GMGbJ0CJ4pA8/rUkQKsv+Z2voiRAEMw+N08fJEDy6Eyx29ojQDquJhTvAyJATJUE2/sLIUAFO0xNFyEgQKki1AVjqCNAgN4PQ2FsJUBOR2Qjne4mQOP4DTBgDClAjgSG/5r8KECf10ZTPNAnQEqXo73WMSdA7rq34bu/J0BRgk4B5+gnQDFp63bTcylAHGT+yLhJJEBXw9Ma/3ckQJqUSdy2oiRA0IQo62fnI0A4xU0iJkQmQKD+H5lddCZAqieQSF1rJUBUqDVX3XIpQFr7ty43ky1AjB5NCojVLEDMM82paBUrQMJEmK5GYS9An76ELABLMECDEHcZVLEvQD/AXzQziTBAgUayAO3hL0Dej7mpsCQxQFIJBRTXTzBAFuhzumKzL0DQTVWDsHguQKLGc94qsC9AC7maM+T/LkCKSk3tUQAsQBOBoTBqLilA+rf3/qiBK0DRhpbEQDQrQL6ck5sZBy5AeFjVaaBZMECY7YMgaXgwQGhT19HjeTBAy/IEx2CWLECKC8iWGuwsQOtB4ma7GS1AjHVZgapGKUBRcXf4jYkqQAp+fi5TNChAmdU5FihEKUBDwRw3PJwqQMsDguCo1C1AbCD6EOy1K0CU3kVSGCkuQPdePPnHKC5ADVphSplRLkDLEb5vbcEwQFlBGWizcy5AyC7UkxSBLkAPnIEE3UAvQH7IdjTOxCxA4UNSZuJALkC3MAzKAt4tQMxU9EhRoS1Ai4TpemRvK0AC/BEoQy8rQLtMHU6sAypAwbm2pfiPKEBoPLf+34QqQMDbmy+McilAUm4QUqJ5LEBVB7PC3O4qQHwORhemkCxAhuBf9npwK0BQLZsX4IUpQHhz5MS9OylAUYNMrGAzKkAoV12BG3UsQFx4ruB/Vi5A8fUdHkd4L0AIXcbsUxYuQBaaXB8EcCxAJoHkMoyALUB4NZ7i2A4xQDPnE3/BQDFAqe6FsGq/MkCuc+qABVsyQHDOew5vrDJAPGPGe9lXM0DhVIGthXIzQBMsQfB+iTVARPZ9wHj8NEBVKLYhomszQGU6serCGDRAxbVSk3PcM0CsYBaVn/k0QIs8wpGGwjNAljC2DEMFNEAfD0SuUUM0QPzIXeOOBzRAwDyMbQ8gM0DZw7M5TskzQAmWsxstFTRAO39dobOpNECPAC1lzhQ0QBpXqb6mKDVAKPQzKZ8oNED95y4MSM80QN3+k4La8TdAB+tIYMeGOED91Mr3cPY4QPE7hDGImjhAnPlFC8g1N0BcViWh8og3QAilO6pNJDdA7MSxdiGCNUDUXYYvWzU2QNhZCME6mDZAz00hBXvZN0BkfNT+L5o4QCVmMJSWcDhABEyCbSD8N0DbA6cs6Po2QHaO07jRgzZAvxJpedxbNUBQFYU+SYMzQL0GnWryZzNAF9lDNFjCM0DubfuVjhkzQKu0bp0GrTJAExEdOTLFMkAmpcEYdf4wQL2hBKvdJDBAX14gFc/zL0B8EYUm1aYuQDedoSVVVi9AKmsMwalfLkA4HsoZ4xExQL9fj7aaYDFAyv9CHl4wMECI19jIBQcwQBDrcWun/i5AN3O7hOdRLEA5U0DvBPErQM+iajdVzi1Az/wxvQ34L0BgaTNzGxYvQDq9ZLwHyytAxH19wQaeKkCSdocXsuorQIcQbb9SSS1AmVz4XFSuKUCNnTaQhOEmQDhhbTxz2ihAKEn3eJw8KkCyJkXBFC8tQObGeJQl9CtAXH8GLjXsLUDS8B4pktcwQNd8daYROzFAKQU1RkX+MUDjOUnTqbwwQHATEw3eBjFAtGvpACgWMUADTWPWe0YxQJ0mlHx/ZDFAl1Jj45NrMUCoXc96Hf8wQCjYUFNshjBASDBhPQYYMUCgscb/tHgyQK+TR+VPuDNA43KwM2QZNEA3HsfOFzs0QI5FD60XDjRAjJS6ypdPNUAVVBQrHKA1QL5Q1TQn2TRAh0XK/H4rNEC6kKGST2wzQJaZ49Ko3jNAV0/A5jUDNEDqVpxCPdkzQEqKs9XX+jRA53w9cNDANEAl4rBj3/UzQGlGkDHytDNAhWTpQt2bM0BDy9Z0RBQzQE5/sPvJdDRAqsbgenVBNEDYUnfLNmIxQFh8taRXbTNAPp7B6tKMNEANgLGLcD00QJRb4VOrUDVALwk1tbW9NECg/zW0VbM0QDZ3xzv4DTVA2f/RH/ldNUCh41fiSi41QBFGVmVP9jVAX87xmNZRNkCIZtcfCq40QL9vNqN9fTRAvXEvgLB/NEA9NAlC5Kw1QBtF0OBRnTZA05ZweGBsNkCz0zjQohQ3QMoBjkzv1DdA0JCn70B2OUBxSz2FCqI4QDYmJnzkljZAz7CtHoK+NECOtu2Y9lgzQIqw3CRrBTRAvQvDWg/NNEAJWGFl5KQ2QFRTcl03DTdAa9kHPQqBNkBAqeaCtIU3QICupJUmFDdAvC2cePOjOEB0RAVc7Bk5QIj+3zSTajdAiUjEv/94N0C9kLf3Z7Y3QI6kwJCbCjlA9/HQVQT4OEB67vQuZwA5QBPOo5HZMzhAxV9RekneOUBCcyyXj3c4QLkIkLHOkzlAToL9xHFuOkDT+MhoxYQ8QAfWV0krIj1AQSYCHwLfO0DaXcy6wKQ7QFsg5qGv8DtA+T27JvDhOkA6rHq2gmI6QCYmwyTALjpAw3ZhA9FhOUDuv98P6Gw5QG/7asv7QTpA8b8IZaxPO0A+0LocuXg6QFD0+TfqETpAFhyvj9GwOkDOEwQUK6U5QMo2+NTFDzlAIMyq9pvqN0DIRVlBd883QFRkFaz8ATdAI73HXTkmNkDgBPW993E2QPY8YwYWqjRAEEU/uOfNNkB2weESk6M3QC0ZYlyzbDhAZrx6TFXcN0ArFt2iLYs3QKygE0bNlDdA2hB9EYyjN0ChyRV3gHA2QPJPCQvMTzZASrUDlII4NkCsC8zxTbs1QIwHE5nB9jVAQnXs6pT/NUAS8OudVBE1QDhifCp3MDRAdtFo5ow2NEAKaRPh8j80QOIM4ycZKjNAF5hqDNpUM0B4pEINW1ozQOdzqfPZCjNAb68Pndw8MUD993TSkbkxQD9kZ/bN5zFASiZAoH6nMEDbiZzfaEQwQCGTYNg64zBASla/xYjzL0CzUEwsqggwQJjOZbiEbjBAqFYMJLOyMkDEHUZsTT8yQKfOidszXDJAmk2YQyPlMkB8ymWCbYAzQO1sb9y/izNAtek7fcuxMUBoiObK+z4wQMnLJhKlsDBAexiDBoMNL0CQ/UgVV9IwQPwQ3IL8UTBA+bvZam17L0CAQEGW0E0tQA38URmlZTBAGINVth+LMkBCIttQb+ExQEK1GVdABjNAfiW98pvzMkCjACtR+e0yQEczSJ2V+zNAdSakMn4aM0BquZnVp5MzQOSHIdWHvDJAgC2BiQ4FMUDM+CfGPkwxQBFlRzdMojBAAGt2Ugh3MUDubYl2NlAvQPqFbrn3CDBAYAvcvL6tMECkuFjv21MvQAFpzUV79i9Av6SpDDD+LUD31qDVx5MuQM5vfoyTRy5AaykIPR1vLECbwh2zM0MtQAsvajMfCi5ANFHAC0jALUDhSfVrnvoqQE0HzknDoylADQxkBfA/KkDrxvYSziEqQCdOzHTFYCtA7Fr0PGybLEB22qB6iT8tQE0+6j4mby5AH6KI/ZnFLEDvmkiP77YtQAK//JtL9itAgAAEDCkYLkD4k1vV/EcuQBtDVX1zXTBAfdtli9yWMEDIUeGeMCMxQM41qK4XvTBAjR6TmXaUMEDhjHrLynUwQMOEImiQti9AkJMbwTCQL0ChVn7CARwwQDUblKVTOS5ALD18eNJELkARXMdOhDQwQH0HyN2jBi9AFCwxmohAMEAxAumGDRIuQKGq0SfJ/y5A9zjzqpe6LUBgcTZVtyAwQK2FS9pH6jJAoARu1PosM0AbZf4SwxE0QLW3FXLTszNAuDOkg1GNMkBG0nylw/EzQH9UmLk9ZDRA2dUdG8b5MUCZnHFp86EwQLADkbDYVzJASOxgv+cIM0ApHZMc+fQwQH5b2Fo/6DBARwHW49CBLkBPGXps+i8tQJ2Gb1/3Jy9AB8lEPt+7L0DzvPrxTXYwQEKi+sgObCxAeuWmybsWLkDWiNj5Lh4wQOD20I1sIytAilubS/A7K0CtxBzc4yEnQNyijSRwkSdAVsb/WjDPJ0Dq36uYqoIpQDO9iwj/xCdAwYJ35NqVJkC5htILe2AnQO9x2yyn6ilAUtVQp3n/J0DXlT7OQPAmQBnKXv1JuSVAoTiUKzBgJkA5cR7xnb0pQCNU1nkDyypAKusELc4RKUBYPJWRzsEnQJFuRx+R+yVARKt7nWo5IkDD1YXydKIgQJJQ5PMq5CFAVyB+TeWDIkDprNPcSHciQFwjnUjtASNAgqgyRnbhHUBCdvOGpnEiQDZjgLLSjyFAqdXra1OkHUDVma1Mnv0ZQHgL+G4AsSBAYM86Q5bmI0AFA9A0p6IkQG4r76z+fSdA2EX6h98nKEDrgJgXa10oQNrxCnuCeypA4XBlKqrjK0BEr2o3q34sQJSPEFN8SC5AKYWxxD1WLEB6iJ+gP+ovQCKwUst80i1ASB+DIhJZLkC3oFxmubosQHDiYWlbvitAaRHJwHtgLkBTMNEfS+AsQH0V8PCY0y5ApqqwPd3SLkA4yBU1evErQFhHWZUyYSxA/pqwl9viKUCG30jDDQ4oQHuF6PCGfSZAzymESHXnJED9vOLaAtUiQPMcPL2NZyRAz037B+1SJEATT6DCAb8kQHLEUIZXNSdAvkNW4Df7JkBtAMC60RspQN6tYxciBSZAL5sMNoFKJECcSgyRltooQBVn7aoF2ilA1nWMtidoKUCPrK/+upstQGu2q+nJ+itAlsA88XRoLUAix0GjJ2wrQPEOJaOwxipAXnywGUMMLEAPAhCB10MrQNTLeYX60C9AfHki1oInL0CMTlTQauMvQE72SrZQWjBA+5sN6cg4MkCIVHB5kx0xQDpDRIcqRjBAhlOtR1XGMEBzaiMnaq8yQHTz8uxiqDNA1Cc+lhBgNEBAgM3NcjkyQIszwghgpjFAXCE7xnHRMUDZ7OWMC2cyQGQ26e354jJAU0TeXDihM0DuolZrFSo0QNhMx4ZaSjRAb78/2NPDNEBgqWDlb+s0QB36p/VV/TVA6O/VPrfiN0AYl/nId/A2QMqtKQXPozhAsZ5MH+EsN0DfI4FOf4U2QIDncRiQHjZAN2Cf2PqnNkAT4rZD8IU1QO2pzUWK7DRAr5PCDf2aNUCK9L71EIo1QCE5Uf49yDdArTQBLv1HNkCV4zxygpA2QI5Gv5ZcPDZAm0qKSpJlNUBGdsZTh9wzQPiDUvPbZDNAShB05wyAM0Dti85Xah80QI0LcuejZDNAmniM90q1M0BPA35/krUyQHxV48J7zjFALtvLKBLKM0D+sp5XPoA0QICVhKGEezRAkNh3V/y2NEAc2+v6c+w0QJ2GqurPKTNAUpQ1PmAsM0BHDydvK4YzQNeKsZotdDNA1h3ZXgn0NEBZRcTz20A1QKHbnKFEyTNA4btAY6zNM0BturFjOBE1QMStlhr+ATVAmz+Vap1KNEBuojMDBuY0QDIwW9LDBDNA0mP8IXr5M0CXjEOW8V4zQId8DtkEeDJAFbkJZC0lMUDkkaeA190xQLlxeapaBjNAYx45Gv2lMkCExNuQRHQzQNqRQnlrsDRAxyzll2HgNEBrHcyWXok0QIERg2oVijNAPZH7X2gHNECDgwlWyEU1QMoXYQIiqzZA/XssUDfaN0Cb1daLCEs4QJxRFKnlTzhAISmdfDLDOED9228r1Qs5QLd6o94SxzdAFJ3bV4kBOEDxTmfUeQQ3QBngaUG7DDdAYe5jUSsMN0CevMtHpxM3QPPout2Y9DVAclJUVglbNkBkNyrIoTI2QHTGFASAGDVAwXndmGTLNUCz74AXn7A1QCfqAmI9LzRAmVyhiaXTNEDEwLdRAlI1QCNZSMAqOTVAFG3GniIjNUDAEVC80HY2QJI8qX/ZDzVAZSy2FYY4NUA0zHNgIGM1QPx48JhP5zNAQkctP6l+NECz8KnawFQ0QKTj7ega9TRADRxpa1X1NUAW518npSc1QOZAH3YTTDRABE+kAEZRM0AROeLB+94yQBggO+a67zJAzidz/614MkDeAMpoal0yQJQQpfqJmjRAEg3UZtGFNUCsGNl2hRU2QF2hdOsmdDVA3KS5toBkNEATIey+oOE0QEgvEmSa9zVA7LyaBw/vNUAJOnfnNpw2QKEryReREjdAVCztM999N0DOkoCE1No3QCPETLyF8TdA7pfVBxYhN0Aw3vBK2Cg4QA6GeRE6rzlAjtaJrKmrOkBExgoBYjY7QJgVkcSLrjpAa9qCleS2PEBl+gNh88A9QN9/vBSu7jxAffrcMo8zO0DBIAMQ4ng5QCZiwuHZZDhAbTnlURDPOEBb+WxUGcc3QCNt64VB1DdAJqD0EE5BOEBdN1LgQHQ4QJtlP8chrzhAyoArzT0dOEByeUoGRx45QMeHAI/7zTlAynG+P6CCOUAnizeCqf45QGZyKrEw9DpA5zRoNOAqOkDUiqfMEk86QO0n/4Q8uzpAQjTPnlLJOkDBLFSRRZE6QBW6Dr8IKztADhAPhvuSPECs+lGXITs9QFeYVoym+D5Ai/k0Q+s5P0BNhCTzo5JAQH0/hToFU0BApGYeE0FWQEBmJhuaVk5AQMrJ+CvWGUBA8kcMWFQPQECNXEGyMq0/QPqHOjSyTj9ACUXdDY02P0Bc2ob/6RpAQCVljfxHskBAunZgWuFRQUCzhm2EqiRCQOt/Axl2r0FANY6l8JtqQUD8Q8LC9fFAQOKF9mYU5kBA3G3DgObcQEDTdBbJIHQ/QLpdOk77IUBAOCuJGEbVP0CHGK90s48/QDNwakFLvz9AUhVXnkApQEBp3AcVEAU/QPU6MwUuAT1ASdmevJS3PUDVDMwQWMc9QNGM2CMbtD5A45Aa1zRzPkA9D2cT1uc9QNRYVJGDfT5AgCUw1T6TP0A=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values_original\":{\"__ndarray__\":\"AACA9VmNa0IAAADB/o1rQgAAgIyjjmtCAAAAWEiPa0IAAIAj7Y9rQgAAAO+RkGtCAACAujaRa0IAAACG25FrQgAAgFGAkmtCAAAAHSWTa0IAAIDoyZNrQgAAALRulGtCAACAfxOVa0IAAABLuJVrQgAAgBZdlmtCAAAA4gGXa0IAAICtppdrQgAAAHlLmGtCAACARPCYa0IAAAAQlZlrQgAAgNs5mmtCAAAAp96aa0IAAIByg5trQgAAAD4onGtCAACACc2ca0IAAADVcZ1rQgAAgKAWnmtCAAAAbLuea0IAAIA3YJ9rQg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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"1XzoBcd1A8C4bq4nc24KwGIHt2l7oPy/WFEf4w8S5b/yxsZpiE4BwJ6mqMtPegXAtwN6HmQd9L/My3nvNoT8vxHHGJoYYwPA+YlDepoZB8AIJTEZKkgCwBacMH6Fpw7Aoq+LXrHoEsAzf74kwkMVwIb3HbKpZw3ATPSN2NDoC8BjajeHUdYJwFKJteJdVxDAZBrwVg1z+79oHX0+5A/jvxivVDFVtNu/ju5Q2p616r9BuMNsisgEwHdxpwRwNAPAirrqzAj9AcDcAZ5pZMTQv1N9jIjqW96/+GgGVz8E5T+yEzQc+NPcPzkgXDhU4eg/NkEON5u4/j+RbK+m08T6PzJ4BdTxnvg/QmZiotNe+T9TBGETsTf8P/ncS4FpIvo/ryGw+4eIAUCfxodnwqUAQE6PoRmVvw5AVccYVTeKD0AavJaRU7MJQEtqhmEFqf0/fRHYCgBwCUDCEkYmPuURQI/uahMqMQxAKYttQvRBCkCZMr6JB9QMQCBNkv+P/QRAGOqMCuqc/j9gX+4dYbfdPxCydBEUvPE/NyOn/uUIAkCdnLNsirsQQP6eNh5xrgxAHhPf2jT8B0Cu6MMq6xIPQFxSZ6571BFAj9Fqq85/HUAr5wclkNEdQHrefnoKkBtAXLqq3zWmGEAG5Q/KdLgbQFhswEqFzxhAF9W3ITZ/FkBSttbFCS4dQOv3IOfz7xxAwH0lF1rEG0CoYm3MGKUcQIxxmJS6DB1A1HqmqnbWIEC0u27L1KcgQIknLd9ALCJAANmh6LArJEA+JauXx2IkQB23m9DEAyVAoBZRSah2KECBWn1VPYgnQJ4UZyOQ9yhAX8d+3MZzKECYoK8jmxsqQF1F4To1fCdABJeWtcBOJkA/JziTTHQlQON3OruGMiRAk9VXmTQNJEA5Kk1AfBEkQNoqZBGzuCFA5i6nSlaVJED/6m0KIVolQLOnVT4MNCZABbhh2CG5JUA+TgPY7Y0nQCb4h3msNypAICzfj2cgJ0A0n6B3jf8lQD6fXLWMZSRAjeSauHIZI0CVV33AxsAjQCCuf9t+Gh1A9BYit5QEIEC2erd0PHciQOsJyWXuoSJAoocfxNdhIkAujJI73kckQH/7LPMcISlAdBbfBhMTKEAwSkJZabcoQN+k6ydUYChAzZI9ObjaKEA+6jQ4uNwpQHFZFhnkgipAlp8ct1jRLkDsTtBMFPsvQG17UXPDmi9A29QXRKyaLEC/CAZFrsYtQJUV8JSRKzBA/LQr7S0ZK0CwLTy+O70tQOlzTWW2HC9AkKR5bsJALkBtRsrHmJkrQIPyoW9jkSVAUItJaSFFJUD/XR9asNkkQPPQIn6+OSRAWsVFQ0vlJUBsHNDHyDsoQOApbg/DUyhAByvspDhuJ0D+CaTHotYlQPO+YNqYHSVAX8Sia197I0Ced/QFd7QfQDRxzQEiASBAmOVf6LliG0CogJKlzUoXQDzJbTTLhBJACDW9teOnFUCeFuzeDwsaQDYJHDs5px9ArsKvqLY9IECiHazoOQ4ZQD9NfYRpfRtAzjdfSs1YFUA76Bh9CBAHQLXKCQFgiARAeGLZDWPbCECZ2ew4Gj0QQJ4sLhWDDQpAqwGhD3RTEUAFCd0aMncUQPxfdpVYYhJAR8GzDZpdEUD+SXv3j5wLQH52HFpgCgNAtFcKm/y1EUDSdKHS6G4LQCett4iAchtAAAtUUgdcG0BpxeEfQ6sfQIWII/zm9xlAb0ZhrJ8BHUBL9EQB9ysgQK/rNw+sZiFAZlbUmUa3IEDapzVzUHQaQIp+2819LxxADEISqSWWFUC8mSec3EkVQEbBk5lxiRNA8V/9GYaKE0A5bd8/nXgRQIH1YxJKVgxAaoT6svFdFECPXMejXM4UQESSt8O5VhBApMjBsmtcGEDX5xJVAZ8OQODRXG5hwgpA2VTiMCgVB0Da5TGIxywSQJNvTY9yIhJAok4gjsmpEEAoCXfC/doQQEDT85RHqhdAZbXDfIizFEB4yaFb2AEYQHgI7UopRhlA3BRrOzA1HkAtPl7Eu3IfQHITdMnipiFA3A3OjpvRIED9UfeLYu0hQGbAjxjxZCFAeDtQZtXEIUDKIA6V/QojQCoGme54YyNAV3fgTkxBJUDPxXkwyEApQM4SOh6mMixA1wD5OYMmLkBeIoKAp5krQFCRlvWJ9ypAnRySFDJaLEBDgVwxKh4sQCWu1M4qZClAm0Bojxh1KUCZzQ//V8coQFYKW+NGSSdAbDRN4m7RJ0B9AquTz8EqQLaOlKlsrChA8TuhtoHiJkB2lbPMDRQqQFEUwGWPuylAWcp1qVEiJkDcFo59sRcmQJEv3Tm1/CJA/oz851/VJUBlQqj7FaslQKqSyA0+wiZA715LnaMcJUCmfpZQco4mQKYEnH1lQyVA8bDYAli8IUB2dZZtvp0iQJQcDt29HCBArGzOsEzlHkDaRLjFm1QhQHB8unaJTiRAIWqLwJUiI0CxILXonWQiQGpkzkc/LCJA+bG2y1MSH0C+YrTHjIUZQGcByLyNRBdA+TXGYRW/FkB9m0QLB3EYQOfggrHWlhBAKzuGtR2FBkC4KZGe2x0DQNxQhNPcbwVAAyRxj4y4B0Cel2ks+UD6P8BblJpsgQ5AJIAzZp1UB0DYw7rUm0ICQCJFrALEA+w/0JSh53Gnp7+fN1VdAKfIPytFdH0Mnuk/wMYaMJb1jD/FVkJCGW/HPwsVy+MEuv6/PlVAgo+4BcAKo8oZFsMCwMImCwiPOQjAxiiZIQ+IDsDyID5e2gwEwHzlyU8Kivm/Zx4Hf57f+r99yKnGXR/3v1Qzk7n2+QXAR3ZwqtoVBcAAtyV/E5z+v+wYin/ULwnAXWj7ieny/b/eW5nUzLX5v2ZVBI+jQfa/qInWjhJixL8eMRiMAmn2v/uImum0HQbApJ0+vCZ6DsDMmYmeACf7v0s6LTptawbAB9fenGkHBMDwQZKfkWMMwOIPYpAn9wXANnkgkP1g9L+NEv4SmNwBwHYaI4LeBwnAojo+dcchAMB+Y4OxAJwCwMhm7Pg7NAXAjpW0pjs+E8AxVyEFz8YVwAxUegsiuxTAkW25+DL2FMCEPsF3cQsbwFyABatNaRfAPWz8/Z8rGMCZxoZYY1cdwJ3bzI3CZxrAuTuetVjKGMBW1l55qVscwAwvYNE80iDAMJ1TgTIIIcAU4QkvIygcwNcIpeQWRCDAwq3PlSovIMBTj4jBqrIhwO38EgW1RiPATI+6P3KFJMDU/UveTz0kwAAsJoNu3SLA1hMtG5A5JMBuHToGckQjwOQAPYeC/SXAXkJxTqGtJMDLGLEAz+wkwIfb8XjlXCXAvoqIsh9MJMBQjNMdUOIgwE3uQIfv5SPAJ5Fn4R/aJMBiGSywtuEjwJAc196kpiPA4URlHUG9I8A+SX3/DTQlwMw0ZlFTXSXALfEVg2KaJMCv5ZSvopQlwO75mM+WRyfAzLsOXUU9JcCHlGGvnhYnwLxSd/gITifADAKVsP2VJsBd0bI42BcnwOpAzCW2+irA0F5gZV+GLcBBdBpiSZEuwCAN4QWXDy7A+e0i0wsvLcAklK1bfe0twM78DUoQZzDAX/EQAonNL8CDHztrCtsxwOWPn6RFgzHAQYHxRW7yMsB/h4ZdCWgywJlCJ9GrDjLAdVoGE2UyMcD2H8VHM8ExwObVjKeanjDAuSTn0qQJMcDzZ92ZlecxwJwA4J/oDzPApMTYyTquM8AviM6/KlE1wOf0ocCRLTTALJc/NL9YNMBQbHY5/W01wPZYAn0P9DTAicmdC8iFNMBR1tKXUNYzwDY18wURjTLA3bN5Tym+MsAnz7mFrHozwMgd/xe4RTTANh0cFUaRNMB4m+3Nxwg2wFHXZwW+fzbAmmqcUoGWNcD8Sn6Lt0w3wP90gC+KlzjAgkGzkJZjOcDyOAwDfbU5wDENbV21qTjAWYLnlQ1SOcCjat1wglM6wH/qCgHVhzrAxN/ymbkXOsBKQdWr3Fo6wGyET8zZkzrA8/jaBDSXOsC7BKqGTtg6wGhvW2LM7zrA4jiOQsvXPMDmejW5AkM8wP+egtA9NDzA88RroXQZPMAhgJLu3BI+wE6z/DhR6jzAIdEFSlKNPcAsCbV8Smc9wBrl0x6jmz7AcTLTMlF1PsB8g8HB8p4/wDmRsznTaUDAlNuMjbGYP8Ap1w1pqZQ/wEWCiWZcoD/A1jm45+xNPsAEaqf1Ebs9wN0DJ8imSjzAg2hZyINyPcCQ5Em9UQk+wOYg40Umnj/A3aaBXz9CQMCIe5AZzJ1AwCC4xz2cJEHABV4AOwpgQcCjyxwgfspAwJLc1oDbK0HADmE5+3zeQMALEfuLMj9AwDS87Uo+EUDAThyk71E3PsC5X6ldjUA9wK4lyJEtwjzAwkH5B8nkOsBTxfqpd6A5wCXXFbaLFDnAKhsrw/NpOMDUAD4iFqM3wM/jEV2dfDfA1H1WjdkbOMAWYdRxHVg4wEvX949ZYDrAsN58oaSuO8BRK+wZF5Q9wFpcKbcfUz3A7Ar8mcEePsAlP6Q1naA+wKqtXxDEcj/Av3r4qC78PsBUQhhb/zs9wO/5QaivVT7A6zRQG9FkQMBE7Ai2M7dAwDcE22DcQEHAqxSG6I9DQcDvzE0te69BwPKjMuAXvkHAQhbOj33mQcCNZzgHmWNCwB7oEJAQWkLAVnrDY7LeQsApM4sxdnlDwJaBLIeDKkPA93Rj8fiBQ8CVPbM729ZDwMxqyJz5/0LAPr84qrCHQ8BQ7BKySclDwFKHeLytokLAUVwTq8rDQsBCRcsWd9tCwFn3ps7zMkLAnMUa+vtWQsDZ8LXJUIJCwOqcQg7rzULAzUUNJnJaQ8ByF9RG7VJDwGiTqgdy4EHABcrY2NNSQsAl1XI0aVJDwJzlggNhfkPAtGHbZTvHQ8BVLvfCiJtDwBlJO7DsiEPA1r17RmvFQ8D0brM+KlxDwCe/3Rn0qULAXdKnEe0XQ8AQIaCavyBDwBtxRnHBR0PA2QlzJa6GQ8BggejaDqxCwA6Qvdab00HA5z8R56HSQcBU29pBomBCwJ7gteDDuULA1XycesKZQsCIo2JcsldCwK0i1P1dGELAHUcza3puQsCSLUk+FUNCwLMJzkqgGELArHnJR3GqQsBrtFlvO7VCwArP2dHzJ0LAqcwB0bTkQcAEBOhQMTVCwDyPCK7GL0LAnqpK1J52QcBHymGsvt5BwLMIW1iAgUHAbeM+HYXFQcAwSsb+kMtBwCgKsCbpUELA+wYCV3J9QsAIGeAkuO1BwHjxykt+60DA7EPSdpPQQMDIihx3Ip5AwAMGUL7xwkDAq0jJGxulQMBdDzvsY7hAwDjdh+fJnUDAOKXqvtvMQMBfSgehe88/wHwBVhRlGUDAq4ENBnjkP8A1curLgwc/wGSpoD2qvT7AUmMV3+ApPcDE7Lw66FI8wFjTMEk1pD3AY2s77tEOPMCTJLdrbHM8wCYZcPFXgT3AwhI09lUsPsDVT97c/nk9wIHLgIWgtjvAR9exXuIgO8BP8Bekz+s5wM+jqgLsgznAltRyYiVAOsBCABqkfik4wMfEkXJYZjjAECz9PyFEOcD/6BrrDsg4wJ/GkCBZ5jnAVIxu8sVMOcDRJV6C5Ow4wH/5oXEmHDnAIMeAUCaON8DAnfAsPRE4wHn+YAYbWjjAPpBWAfggOcBKi1Btisw5wCKwsmzmSTnAHNiUiarSOMDETn65M0s5wGqvRjkqwDjAa6RIDFeuOMD7FU1NEQw5wE0IGTzxdjjAOG1b9WggOMDwE1NWuA05wFVk1ximaDrAUdC6NyITOsAx6vNtxXU6wNriEXKxGjvAKVAQ+8mAO8DmzqjufqA7wBISngsB4DrAW95hzLUfO8AKU3fC5aQ6wBMQI3A2tTrAiEqFNFjlOsC2+NbE3OU5wIdNsZ9H/jjA9Y26GywwO8D6NcdMcbw6wD49YL+3hTrANJjUVDVSOcAPAiZJY+s5wEAfsDFx1zvAJZti/2yoOsB9Cl8GMKU7wJ8s6abIpDzALUwGDPVhPMAveBw6SVw9wC6P61IXjDzAQm3zmkP1PcCyqJ6NY1s/wODB+gacVT3AAOlYWxYBPsAwytZTcw4+wLkCzI0dET/A7r/0nAv0PsBjkj2UQD8/wNZ9w/XyiD/At24lhll4P8BYYfh6ph8/wGY/CkECJz/AuRdJ81cbPsCxPdp3cb8+wJcPmD0cHEDAOdyPtAKKP8AFVO9o/hc9wJpsgrOrbD7AyFLI/XjYPsCxy8I5RbI+wJcR4ikpwz3Aolzv9vRAPsA5UneTgnM9wEmi4ZnztjvACb/5pSqYPMBPPLhhAbY7wBZ8tD1+czvAayhPJEYeO8CMbLXRxuo8wAvIOoPAJz3AdGVM7VkEPsCalFtfPbM+wNK2NYKqyT/ACunSSc5KQMBDuggYzt9AwJT2mUZUBEDAmNnVfR31P8CqW5YV8hA+wC92hXT1ezzAQ0J8EJriOsAVG1ypwOU6wDdfFdkzOzrAYnDhUGikOsC4Gmn5TmY6wH9CzKo3+zrAq4f00chhO8AwQXWsLIc5wFX+QXLA6jnAWSjSspZ3OsBnsg8lL3o7wIvseyKVfDrALY1JO8DbO8DkjuUwfAQ8wC2aMtX18TzAQpJ4gGkQPcBe4lJF3049wMaNkpmxpz3AKlBoR2VuO8A6I/MXK0k8wBrKUTvHwTvAE5OzN6z0OsBDCHZc9Bg6wBKSJ/TOwDnA5KjB8cZ2OsAuhePMX6c5wIZ2BxrJgTjAJx+b1WmbOMCc/TCg9EE5wLIDay1IATnAL2f4Y1vlOcDtVDUWcEs6wHjRBdUsgjnAm2EYztdLOsDO+hpXm/o7wIXFGN6PXTvAVCh6uCeMO8CSJ5/LFRc7wBen+YA+mjzAstTB3C+RPcC+Ryiwzak9wAm8BJAdYT7AXfm3oD6mPsD9CZa/cmw+wNDGKjubsT7ArS890BkWP8Db4oPjr0Y/wAcuF/lUb0DA0W5TNYR+QMCuo05rL9JAwJTYW327M0HA7Hr9HN4DQcAHIrX6hwlAwK/akLO120DAx63PxPAZQMANbtCcOgFAwHDiU3vxAz/AqS91piLLQMCTFD/RWiNBwKm5yDPCFkHANn2Jw+fiQcDlcKJqg9RBwBDE2IDMVUHAD4qG8u+JQMAsOjik6Pg/wJ+tQvXpyD/AI/X3mLT/P8DqtjpfmQFAwEGgL0dJoD/Awd/GzVe1P8CnsHwsxMM/wLCJjD8GWkDAbyhHzIswQMBBhiLBLs9AwCw0qWwpBUHAJo/nvgngQMCd3AHE2ulBwH1H7C2xNELAadvlxsL8QsBT4XWWpaRCwAbnUjfojULAWJjRBXLHQcDebNKKJH5CwNKYalV2BULAGH5KSXsgQsDxXNq8RU5CwFvYJ7YGG0PAI0gIiwh9Q8C6B0CVXEZDwJ2ZYXZL5kLAcs3n271TQ8BeAScvjLhDwB+8nTouiUPAjI+R878yQ8AYXVA5T5RDwNs0w30iokPAKbslE+FrQ8ALcU6TrF5DwHxHBTzaukLARB7y3PczQsBcaBu1QpZCwME55WhklULAP/SV0aI/Q8AHgjpJy2lDwHW9QlOCzkPAWGuYiTs8RMCr4M+3hTRFwJ7Ee5W53kXAc4EhRhndRcBtNOmn54FGwG3jthfKykXAS9LZj84PRsAlYxBNAsdFwEaMoh1iGkbAMY2DK6TORcAEEv64CZVFwLRSpU2uykXAJV5NOrWhRcDpmMY0Ym1GwMuY+HBcfkbAlzp0Q6u/RsAFqwdCupNGwNZsspklOUbAJB8ZsquDRsD1TJUNa0BGwCqgmKw+4EXAzxUkchd4RsAIvNXaUcZFwOhg1gsiNUbAcbETzMeORcCYZeYQdHJGwEAtBm4GuUbAIB5vR0MgRsChH7b8ElpGwMIsArdk4EbAKW57SJ5jR8BTIuOvVm1HwKUOlOB1dkjAQBWWyvqDSMDLQ3R6gTBHwIFxJ/IW00bAMj3AmdadRsBarR5WPwZGwCMzsa9EckbAk+s4XyNgRsA6+JfEMntFwNebrEZqM0XA2aWg1w9SRMDGbtsHu+9DwE4D6I+2X0PAVIhNfeLLQ8CcswaUmxVEwOMMcb7nHETAvU6tj3lsRMAySJZymWREwAXM5AhtDUTAT3IRAt69RMCxN7NibnlEwOklrSZbf0TA7ycC2JdLRMAZVU9YyIlEwATW3U4210TAiINGFhHzRMDWYg0KbjhEwJ4333+cRUTAK23QbbCURMCsoiKCSfpEwF31XfCTt0XARUnzBoGsRMACK/5RVcBFwJUbjsXY30TAnQth56JzRMBcm4bHHgdDwO+bCx1LuULAlKhFS9x1Q8DqQN8J3vZCwGAwwnpTkUPAALIqFhE9Q8ANYAotdChDwNG3TNUIyUPAb00Ry+zZQ8DJvmSM11JDwL1FJhWKw0LAoXFLusFZQ8Cuazkt8k9DwP2zHfFEkkPA1V6Ikka3Q8DlKvpsX+5DwLZ7E9kGTUPA2VVGLdsaQ8CniVFUdBhDwFbe6f0Aq0LAkZUFwRGiQsB9bfVUJeJCwEvLUqwoCkTAnEgaAOUxRMDPshv0SO9DwCaVo3OmsEPAuuV/TPv+Q8D3KjZ1B6RDwDZRjPu9IUTAkBqa29LaQ8By4pkdv6ZEwMLOeDjZg0TANMptlGbeRMA+iZafXlJEwDiXwcpjC0TAgKmu/UpeRcA0SqjYzqxFwCSO5REeUUXAw9NCHOhSRsAW27fMum5GwA2iKJgwO0bARH2WiB6hRsAdY3GVahRGwAwSbb8qnkbAUJMB769ERsDcZdTeduNFwHr6K7llZEXA43BycVh8RcD8+4Z+bx5FwGy6iL+cSkbAz4wLF9v7RcD/a0c9VAxGwPf6KFgWyEbAMQ8MCjOJRsDDFo6BJPBFwPf5XqPUUkbAtMWXBAAnRsC21OA8mupGwPo1rex/6kbAbpYPJmTERsAHn/dczPlGwIw3nzGmGEjACH7A7hs7SMAnjXxAbThIwMYFQQ1nSkfAJlUBL7BOR8CmRVxaYoBHwH8I6RTlLEfADD9i7sbmRsDBq5z24OZFwH3vnnLOxUTA2vRrAyoGRcCaWBKreZtEwAm/8iXLU0TAUQO5A1soRMCHANl+d/5EwNczhHc1D0XAbhHhfTSfRcBarhVjjJhEwOiJ9EdBhUTAtDAXJe+JQ8Bg2xVnAjdDwD6jj0YzoUPAvvR6xcsGRMBujmvdqnxDwMjRyQkoukPAkYZFk6OqQ8ClXCPzrv5DwLW0IFukJETAwNdRtu1aQ8CSL0kVmuFCwAFGrvs3CkPAXmkiaiNTQsDBNqjI63BCwCfR+TbKsELAjWIYsXwyQ8CJRnB/9WhDwFgoPItLtkPAmb1W1AvEQsDMgZ0QceBCwEbrt8VdwkLA4luf8Q8aRMBaWD5TbHtEwBPYZ/tbakTAMN1tIF58RMBLg7JqkSREwHqIWcmKIETAxZAKtvk0RMDsPeR0mPpDwGB10REhxUTA1fO0ww/rRMCXTewdj4hEwGXifXYa5UTA58GQXtOJRMDUAEmA4E1FwFj7tQ7n2UXARohp2cGcRcARUB5G8iFGwBCxg6IEBUbAOm2Kgz5QRcBN6zy0CfBFwMTCo9aAKEbAAxa0af0tRsBsxj8FBd5FwIBRFROTV0XA11BSNpMlRcBvf3geuOFFwKrfKZU8DUbAbgUpG/eORcAXgl8VIa9FwI+K+/DDs0XAJyseShokRcAm4bnWE25FwMAK4jFvzkTAB1V2IwmTRMBLvDN5Wz1FwFgv8XghVkTAk9/ZsymrRMDLB9evzs9EwBazk35ldUTAYG6v1m/kRMCokzdIhDhFwEX0eIPLZkTAOd9OlAppRcCwfsOKNSZFwBubiSPr+0TAxYBfc8cqRcBvVUtDCEtFwNuueU4FUEXAbEXzI4ezRMBeQqSJ8mZEwCxwnMlY/UPAafVz0jYEQ8BAfZunozdDwJHWWvdULUPAWIqX0cmQQsBtKYMgxHlCwIbdJsGnukLA+/QGgH5VQ8Bq9V4VgaBCwOaSDvkOs0LAoVRZuNbhQsDAr2GtXqRCwAP12WZXFULAdDZY/4SnQcBu0CcMEndCwHLEK2o8UELAvwPwdK4xQsBh0nSI0MxBwHhkPLkqtUHAlED7J3+kQcAJXsmxxrtBwPIku4TuqUHA9hd18RsUQcDu3+J9T8NAwKWxlyJ42EDAMOfkSoH9P8BN605mRl5AwMJ+0L5sX0DA3fbvZcFrQcDrmxtMSfBBwO181hMxUkHAi43uK8CHQcCJO+f+Vb9AwDlm4cGhv0DAdDiaixC/QMDefrI7Qz5AwBMSWuuI5T/AelJYHaWAQMAZpIQfGKpAwLbonCRnN0HAy7jV/B98QMBuir8ZtG9AwCpvuED8kT/AhBTG/kUAPsA6bG108ss9wCr4EhcgND7ASFSveig8PcBlBP/RjVM+wB7rNTZyoT/AxZ71qJTiQMAat1Dd8F5BwMXReJHeW0DAFiNgORbvP8D0zQW83NU/wAwIeeOmrj7AI9agXLW1P8D9oAPi2YQ/wLX7QNyjV0DAa5ph3xZrQMCCqjKpas5AwNv7/yNlUEHAUvvJ5SWsQcCTYqD98MBBwA2V1QW/UUHAhpt74CrhQMB2DjqPHHZBwINmVPmAGkHAPuFZmF10QMDMet9q4tY/wMhVUsFgAD7A9JUT5AfHPsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"__x__values\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"C\":{\"__ndarray__\":\"/ZUUXmhB4D8QZKPyjtbWv6REJq8KodI/3meWOGi5/T9wE56wVw62v9JhX0LGPdS/OhyvGLfs0b8IPUXNt4+7PwTZ3qe84vY/p51TsICk8z/UvAFiDFb7P0zRxT1rXAJA/IzraLA69D8MYFdKz+0AQMaDkwpHNwRAqOYFs1YtAkCTvnXU7UoCQOAZY4Zug84/W0CpbxnQ/D/YcGQ4Z/DHvxxJIIr6Abo/Nv3w2D8tub9lauwIUKL0P9/KPzGmpvE/zJ6u+EwRAkAYDFrDJFTvP/wuR8NYdem/Lt/sE1Kr9r/7v3bOmVT2v+xWEYh5Zfy/Gj+byKYoEcBNJecwcaQRwHQRpecVyxjAqnPkllGhF8ALU/sayqwYwM0OaEudpxbAWp+Q5ViVGsDX3XHaCU0cwEAiNg8iux3ADc+Tz1A4GcAuD4ov3a8bwNaOVVEM1h/ANYTKwkz7H8CWHlvb5GQhwGwIvtCmCiTApjpV4VwPJMCCmJrt+wcjwHS7kmMGlSTAprdDxYbSIcA2VXM2bUMgwPAeV/zPyh/AUW7f/wLfFsAaTrmqDo4SwDgpRmBsNRbAAsra1jG0EsCqh/tJkW0RwEslYl4U3RHA2WFgigvwCsBOrCM7PG8AwAYiey78a/i/44SkcFfc6b/9O9BitZ0AwDCK+hRzzgjAlEfj28lkEMCw7Tx6n8kRwCcJCnXt3AvA94XN+ZNWBcCERtN4i/IOwNqQdS3G6xPABv8t2GVdEMCSbOi6TN8MwDBq3NKAnAzABZqOla9EB8CWNx1IWNoDwEhx/FEgMAHAtj4mRGFoBMDXtIg/0iQMwK7tMSMXEBPAwH79siJ3EsANHu6jSEcQwMIDqVAvhgjAx4mQwdIIB8BpcQDEaJMEwFX3DWIj3AHAu0rt2GXXAMBK8D8YknQDwLL9jZQD0gnAXARrcmig+L/EODOvbMwGwHsEw3K3zwvA9kzanLoqC8CCZmLDSVILwDoZVi2qJwfArg9djSQW9L9zBOxt4fDnv55QRbEvRQfAOGfB6KUSDcB419osni0TwOWDL5MpqQDAVvJvPP/i9r+G9Xb2m7P7v/jbHZIrQAHANp6O6jN1B8Dig4bWaGkUwICBmfrkngfADBGY0qVsAcAA0NqabraEv8eMQdMmUvW/fINX8GzGAcCSwGrrgd7sv1qEXO8jZdm/vTYUitzv4j9kE6ENcjD3P0BDNDMxJfc/rhI4QQpe+T+OiHKw8c3nP0w2r8/mQgZAbXQZ1gnU+z+I5r+8UZEFQJ4to2D1phFAZOYstzbgFEBlLXqU0BsWQK/Rw1uYQg9A+SiE35lKFEAdehIqS+EbQDrEHS+OyxpAXVB25slXGUBSb5hhb5kYQNBB/dTq7RZA0Akmq1ttD0A1duTQN+sSQELgRqpbzxRACYJ3s+eQGUBAWIUFAksaQKck+nSkOCBAE+ZtVsvyIEDa89FvR/ggQOEuwOfl1RtAjO4FWPSOGkBQTZ8NK40gQF/UpDqMbSFAGm0g6KUeHUAy4pDZ+oMUQE5EBlasJA5AYi8hLlXTDkBnnr9LRPwPQFWDtXwFzxNAyGiXKlcGC0Dga7Jqoyj7P/C9TWJRGQhAi8nuBjSEAkAMmvokJ5UPQDgfIBwirwZAnAedaDOq+j+pRJxJcyf+P2koQLmQfu4/4t+Q12Yh6j9wIJvEWvz1PwzYp1P5DOQ/mGpgssM5zD+hq0AXCGnnv+A2hsGjoJC/2pUAvkjp8b9Y4X0Dzhn5vwBN4lVoqMS/nDNVtYuG8T+0qINoYvn8PyzEx83t6vk/+yBtqwYJDkBkxHb/tRYBQCZMQY3xRg5AsTtLbJOPBUBaa/8b2cAQQIQFqK7HzA1A2M7cqGI9BUCFU4Pp0ycFQFyehO9NqhBAQHRsGOJ5EkAXKvmSF8wQQAGepuMeohFAO39NcNUqFEBDktjF2eIOQDKaLAWpZRNAVIZCfaryEkBburRhVCcQQPX6QberVA1AVs0rp2lrDkAuU88liroGQN5cP5hP2AFAvJUi2ISqAUDHKj97j6z+P1STfyVSgd8/ytqywMH40L/iGXTG5l++v6amSX1WO/m/v6K7GjaZ5788hB0n1/fWv6w+ZHNDSOI//GBmfgq71j9o7pceRujxP77fEmb3GvM/noD28iXg3z882YtRRR34P24TEz2S/vA/DEq6aZ3nA0AKDiCwPg/6P3MjSjOixe8/Mhmfw4Sl8D/Zll0ya+P5PyrfEJW7MQRASqVOs+v+BUCmnpnGShoKQIz+dmjQkQ1A0JNAEKQBDUAuj2+2994KQND48iQT1BRAK+8/yO/2EEAAQayFdKELQPdvshDF5QhAiLfOdARKCEAsQhBMb20OQL1DIJdrLhVAoVNwFMQPFUBAd3s1ECIKQNjFUkSFnhFA1Dctx+r0D0D0QmzU4Y8TQO6wrAgIJxhAhsr5PT9MFEDNblO4amUTQJqwHlwqbRdATm2Dl/KkH0BHoreQgTkjQFd+h4J2zCBASqfzT93uH0CXx050ByMXQMUcRoVuzxhAN2PwdPLtHUDa5VVqOHgZQHgC+vpJ7BlA1jNZX4bHEUAVGcCBrCESQBZBODocKw5ACni13OmEF0BTlQkiL8cXQGJZXQeBfBxAyI/2X4c0GEBwYBusa3sWQJKLGj01sRRAZdm1vR5IF0BMW3XrQH0VQKvojGalEhRAvHS1twwkGEBy2A1FUmoZQH+9cJGzSBdAJ7a+Q+UwDUAO80dDxBgLQPJrsZrslA1Apo4r3v82FUBpi0/GJaUaQErrHSKNERdArbDZxJYdF0CyVo0++6EWQDIzdqS6xxRA2VvepVnDFEAILdgCsmwYQNJ3tukgfBRAruYfuBOSGkAMI07+HaEZQIBAj9hhmxRAcUcIkKSLGEDHYsN5jfcXQM4dCcijAhlA6HQMnnacF0D+lzBOsKIYQK6OrMGKURpAA9Ai2hBjHUBEDPNw+AscQKc5O6KEphxAFRx07KWWFEAfC6I6j1cRQFEtM6J1sBBA+jJ2vSpgGkD5nY7RVYIcQOXjaOlRrx9AIs1OEycAIUAtVbmhRvQiQAXhz6itYCFA3exs8ko3JUAKDW0EUOEjQOzQWRwbkCNAEay/QsgUJkBiIdgUUEYmQPrEpHN4YShAzD4GUxJuJkDgrcsA5uYmQAErRWJnBidAk1ZsQeCFJUC+hS9K9BYkQD32XxUwBSFAZzXpV3tdI0BRigontMEjQFLjG9FKlSVAbZoAAw3yJUCJmeLOx4cnQARQtxzqjyhALENw148EKUD8iRfu/EQnQP5DcaUV9SxAW2gzksHeKkAS6+BqM0ctQJMnLBqlhixAy5WRPNwgL0D5SVgAI60sQDXF/tJ72C9A/njsTCdtMUB7YYBzqLYyQHhyc1vrBzNADcg2vKh9MUC6xKXQTPkuQFjDPoddyjBAOEY4KhFoL0BRL9zbHvcvQB0V/VR5IjFATiCyBWLtMkBNR0PlqlMyQN6AS+126DJAHaVShVGbM0BHTMRwyJAxQDVJzUQpADBAV72OHakGLkABOu7xbZswQG8PRPVdZy5ANfy2lDQhMEB7d8ShoxIuQPGs9RcsJi1Aavg0b9cyLED3cjYnMJIsQA/VTMS+PShAAIsGNtl2KECZSx3EktMlQEM638d0oiZAKLw3GMGbJ0CJ4pA8/rUkQKsv+Z2voiRAEMw+N08fJEDy6Eyx29ojQDquJhTvAyJATJUE2/sLIUAFO0xNFyEgQKki1AVjqCNAgN4PQ2FsJUBOR2Qjne4mQOP4DTBgDClAjgSG/5r8KECf10ZTPNAnQEqXo73WMSdA7rq34bu/J0BRgk4B5+gnQDFp63bTcylAHGT+yLhJJEBXw9Ma/3ckQJqUSdy2oiRA0IQo62fnI0A4xU0iJkQmQKD+H5lddCZAqieQSF1rJUBUqDVX3XIpQFr7ty43ky1AjB5NCojVLEDMM82paBUrQMJEmK5GYS9An76ELABLMECDEHcZVLEvQD/AXzQziTBAgUayAO3hL0Dej7mpsCQxQFIJBRTXTzBAFuhzumKzL0DQTVWDsHguQKLGc94qsC9AC7maM+T/LkCKSk3tUQAsQBOBoTBqLilA+rf3/qiBK0DRhpbEQDQrQL6ck5sZBy5AeFjVaaBZMECY7YMgaXgwQGhT19HjeTBAy/IEx2CWLECKC8iWGuwsQOtB4ma7GS1AjHVZgapGKUBRcXf4jYkqQAp+fi5TNChAmdU5FihEKUBDwRw3PJwqQMsDguCo1C1AbCD6EOy1K0CU3kVSGCkuQPdePPnHKC5ADVphSplRLkDLEb5vbcEwQFlBGWizcy5AyC7UkxSBLkAPnIEE3UAvQH7IdjTOxCxA4UNSZuJALkC3MAzKAt4tQMxU9EhRoS1Ai4TpemRvK0AC/BEoQy8rQLtMHU6sAypAwbm2pfiPKEBoPLf+34QqQMDbmy+McilAUm4QUqJ5LEBVB7PC3O4qQHwORhemkCxAhuBf9npwK0BQLZsX4IUpQHhz5MS9OylAUYNMrGAzKkAoV12BG3UsQFx4ruB/Vi5A8fUdHkd4L0AIXcbsUxYuQBaaXB8EcCxAJoHkMoyALUB4NZ7i2A4xQDPnE3/BQDFAqe6FsGq/MkCuc+qABVsyQHDOew5vrDJAPGPGe9lXM0DhVIGthXIzQBMsQfB+iTVARPZ9wHj8NEBVKLYhomszQGU6serCGDRAxbVSk3PcM0CsYBaVn/k0QIs8wpGGwjNAljC2DEMFNEAfD0SuUUM0QPzIXeOOBzRAwDyMbQ8gM0DZw7M5TskzQAmWsxstFTRAO39dobOpNECPAC1lzhQ0QBpXqb6mKDVAKPQzKZ8oNED95y4MSM80QN3+k4La8TdAB+tIYMeGOED91Mr3cPY4QPE7hDGImjhAnPlFC8g1N0BcViWh8og3QAilO6pNJDdA7MSxdiGCNUDUXYYvWzU2QNhZCME6mDZAz00hBXvZN0BkfNT+L5o4QCVmMJSWcDhABEyCbSD8N0DbA6cs6Po2QHaO07jRgzZAvxJpedxbNUBQFYU+SYMzQL0GnWryZzNAF9lDNFjCM0DubfuVjhkzQKu0bp0GrTJAExEdOTLFMkAmpcEYdf4wQL2hBKvdJDBAX14gFc/zL0B8EYUm1aYuQDedoSVVVi9AKmsMwalfLkA4HsoZ4xExQL9fj7aaYDFAyv9CHl4wMECI19jIBQcwQBDrcWun/i5AN3O7hOdRLEA5U0DvBPErQM+iajdVzi1Az/wxvQ34L0BgaTNzGxYvQDq9ZLwHyytAxH19wQaeKkCSdocXsuorQIcQbb9SSS1AmVz4XFSuKUCNnTaQhOEmQDhhbTxz2ihAKEn3eJw8KkCyJkXBFC8tQObGeJQl9CtAXH8GLjXsLUDS8B4pktcwQNd8daYROzFAKQU1RkX+MUDjOUnTqbwwQHATEw3eBjFAtGvpACgWMUADTWPWe0YxQJ0mlHx/ZDFAl1Jj45NrMUCoXc96Hf8wQCjYUFNshjBASDBhPQYYMUCgscb/tHgyQK+TR+VPuDNA43KwM2QZNEA3HsfOFzs0QI5FD60XDjRAjJS6ypdPNUAVVBQrHKA1QL5Q1TQn2TRAh0XK/H4rNEC6kKGST2wzQJaZ49Ko3jNAV0/A5jUDNEDqVpxCPdkzQEqKs9XX+jRA53w9cNDANEAl4rBj3/UzQGlGkDHytDNAhWTpQt2bM0BDy9Z0RBQzQE5/sPvJdDRAqsbgenVBNEDYUnfLNmIxQFh8taRXbTNAPp7B6tKMNEANgLGLcD00QJRb4VOrUDVALwk1tbW9NECg/zW0VbM0QDZ3xzv4DTVA2f/RH/ldNUCh41fiSi41QBFGVmVP9jVAX87xmNZRNkCIZtcfCq40QL9vNqN9fTRAvXEvgLB/NEA9NAlC5Kw1QBtF0OBRnTZA05ZweGBsNkCz0zjQohQ3QMoBjkzv1DdA0JCn70B2OUBxSz2FCqI4QDYmJnzkljZAz7CtHoK+NECOtu2Y9lgzQIqw3CRrBTRAvQvDWg/NNEAJWGFl5KQ2QFRTcl03DTdAa9kHPQqBNkBAqeaCtIU3QICupJUmFDdAvC2cePOjOEB0RAVc7Bk5QIj+3zSTajdAiUjEv/94N0C9kLf3Z7Y3QI6kwJCbCjlA9/HQVQT4OEB67vQuZwA5QBPOo5HZMzhAxV9RekneOUBCcyyXj3c4QLkIkLHOkzlAToL9xHFuOkDT+MhoxYQ8QAfWV0krIj1AQSYCHwLfO0DaXcy6wKQ7QFsg5qGv8DtA+T27JvDhOkA6rHq2gmI6QCYmwyTALjpAw3ZhA9FhOUDuv98P6Gw5QG/7asv7QTpA8b8IZaxPO0A+0LocuXg6QFD0+TfqETpAFhyvj9GwOkDOEwQUK6U5QMo2+NTFDzlAIMyq9pvqN0DIRVlBd883QFRkFaz8ATdAI73HXTkmNkDgBPW993E2QPY8YwYWqjRAEEU/uOfNNkB2weESk6M3QC0ZYlyzbDhAZrx6TFXcN0ArFt2iLYs3QKygE0bNlDdA2hB9EYyjN0ChyRV3gHA2QPJPCQvMTzZASrUDlII4NkCsC8zxTbs1QIwHE5nB9jVAQnXs6pT/NUAS8OudVBE1QDhifCp3MDRAdtFo5ow2NEAKaRPh8j80QOIM4ycZKjNAF5hqDNpUM0B4pEINW1ozQOdzqfPZCjNAb68Pndw8MUD993TSkbkxQD9kZ/bN5zFASiZAoH6nMEDbiZzfaEQwQCGTYNg64zBASla/xYjzL0CzUEwsqggwQJjOZbiEbjBAqFYMJLOyMkDEHUZsTT8yQKfOidszXDJAmk2YQyPlMkB8ymWCbYAzQO1sb9y/izNAtek7fcuxMUBoiObK+z4wQMnLJhKlsDBAexiDBoMNL0CQ/UgVV9IwQPwQ3IL8UTBA+bvZam17L0CAQEGW0E0tQA38URmlZTBAGINVth+LMkBCIttQb+ExQEK1GVdABjNAfiW98pvzMkCjACtR+e0yQEczSJ2V+zNAdSakMn4aM0BquZnVp5MzQOSHIdWHvDJAgC2BiQ4FMUDM+CfGPkwxQBFlRzdMojBAAGt2Ugh3MUDubYl2NlAvQPqFbrn3CDBAYAvcvL6tMECkuFjv21MvQAFpzUV79i9Av6SpDDD+LUD31qDVx5MuQM5vfoyTRy5AaykIPR1vLECbwh2zM0MtQAsvajMfCi5ANFHAC0jALUDhSfVrnvoqQE0HzknDoylADQxkBfA/KkDrxvYSziEqQCdOzHTFYCtA7Fr0PGybLEB22qB6iT8tQE0+6j4mby5AH6KI/ZnFLEDvmkiP77YtQAK//JtL9itAgAAEDCkYLkD4k1vV/EcuQBtDVX1zXTBAfdtli9yWMEDIUeGeMCMxQM41qK4XvTBAjR6TmXaUMEDhjHrLynUwQMOEImiQti9AkJMbwTCQL0ChVn7CARwwQDUblKVTOS5ALD18eNJELkARXMdOhDQwQH0HyN2jBi9AFCwxmohAMEAxAumGDRIuQKGq0SfJ/y5A9zjzqpe6LUBgcTZVtyAwQK2FS9pH6jJAoARu1PosM0AbZf4SwxE0QLW3FXLTszNAuDOkg1GNMkBG0nylw/EzQH9UmLk9ZDRA2dUdG8b5MUCZnHFp86EwQLADkbDYVzJASOxgv+cIM0ApHZMc+fQwQH5b2Fo/6DBARwHW49CBLkBPGXps+i8tQJ2Gb1/3Jy9AB8lEPt+7L0DzvPrxTXYwQEKi+sgObCxAeuWmybsWLkDWiNj5Lh4wQOD20I1sIytAilubS/A7K0CtxBzc4yEnQNyijSRwkSdAVsb/WjDPJ0Dq36uYqoIpQDO9iwj/xCdAwYJ35NqVJkC5htILe2AnQO9x2yyn6ilAUtVQp3n/J0DXlT7OQPAmQBnKXv1JuSVAoTiUKzBgJkA5cR7xnb0pQCNU1nkDyypAKusELc4RKUBYPJWRzsEnQJFuRx+R+yVARKt7nWo5IkDD1YXydKIgQJJQ5PMq5CFAVyB+TeWDIkDprNPcSHciQFwjnUjtASNAgqgyRnbhHUBCdvOGpnEiQDZjgLLSjyFAqdXra1OkHUDVma1Mnv0ZQHgL+G4AsSBAYM86Q5bmI0AFA9A0p6IkQG4r76z+fSdA2EX6h98nKEDrgJgXa10oQNrxCnuCeypA4XBlKqrjK0BEr2o3q34sQJSPEFN8SC5AKYWxxD1WLEB6iJ+gP+ovQCKwUst80i1ASB+DIhJZLkC3oFxmubosQHDiYWlbvitAaRHJwHtgLkBTMNEfS+AsQH0V8PCY0y5ApqqwPd3SLkA4yBU1evErQFhHWZUyYSxA/pqwl9viKUCG30jDDQ4oQHuF6PCGfSZAzymESHXnJED9vOLaAtUiQPMcPL2NZyRAz037B+1SJEATT6DCAb8kQHLEUIZXNSdAvkNW4Df7JkBtAMC60RspQN6tYxciBSZAL5sMNoFKJECcSgyRltooQBVn7aoF2ilA1nWMtidoKUCPrK/+upstQGu2q+nJ+itAlsA88XRoLUAix0GjJ2wrQPEOJaOwxipAXnywGUMMLEAPAhCB10MrQNTLeYX60C9AfHki1oInL0CMTlTQauMvQE72SrZQWjBA+5sN6cg4MkCIVHB5kx0xQDpDRIcqRjBAhlOtR1XGMEBzaiMnaq8yQHTz8uxiqDNA1Cc+lhBgNEBAgM3NcjkyQIszwghgpjFAXCE7xnHRMUDZ7OWMC2cyQGQ26e354jJAU0TeXDihM0DuolZrFSo0QNhMx4ZaSjRAb78/2NPDNEBgqWDlb+s0QB36p/VV/TVA6O/VPrfiN0AYl/nId/A2QMqtKQXPozhAsZ5MH+EsN0DfI4FOf4U2QIDncRiQHjZAN2Cf2PqnNkAT4rZD8IU1QO2pzUWK7DRAr5PCDf2aNUCK9L71EIo1QCE5Uf49yDdArTQBLv1HNkCV4zxygpA2QI5Gv5ZcPDZAm0qKSpJlNUBGdsZTh9wzQPiDUvPbZDNAShB05wyAM0Dti85Xah80QI0LcuejZDNAmniM90q1M0BPA35/krUyQHxV48J7zjFALtvLKBLKM0D+sp5XPoA0QICVhKGEezRAkNh3V/y2NEAc2+v6c+w0QJ2GqurPKTNAUpQ1PmAsM0BHDydvK4YzQNeKsZotdDNA1h3ZXgn0NEBZRcTz20A1QKHbnKFEyTNA4btAY6zNM0BturFjOBE1QMStlhr+ATVAmz+Vap1KNEBuojMDBuY0QDIwW9LDBDNA0mP8IXr5M0CXjEOW8V4zQId8DtkEeDJAFbkJZC0lMUDkkaeA190xQLlxeapaBjNAYx45Gv2lMkCExNuQRHQzQNqRQnlrsDRAxyzll2HgNEBrHcyWXok0QIERg2oVijNAPZH7X2gHNECDgwlWyEU1QMoXYQIiqzZA/XssUDfaN0Cb1daLCEs4QJxRFKnlTzhAISmdfDLDOED9228r1Qs5QLd6o94SxzdAFJ3bV4kBOEDxTmfUeQQ3QBngaUG7DDdAYe5jUSsMN0CevMtHpxM3QPPout2Y9DVAclJUVglbNkBkNyrIoTI2QHTGFASAGDVAwXndmGTLNUCz74AXn7A1QCfqAmI9LzRAmVyhiaXTNEDEwLdRAlI1QCNZSMAqOTVAFG3GniIjNUDAEVC80HY2QJI8qX/ZDzVAZSy2FYY4NUA0zHNgIGM1QPx48JhP5zNAQkctP6l+NECz8KnawFQ0QKTj7ega9TRADRxpa1X1NUAW518npSc1QOZAH3YTTDRABE+kAEZRM0AROeLB+94yQBggO+a67zJAzidz/614MkDeAMpoal0yQJQQpfqJmjRAEg3UZtGFNUCsGNl2hRU2QF2hdOsmdDVA3KS5toBkNEATIey+oOE0QEgvEmSa9zVA7LyaBw/vNUAJOnfnNpw2QKEryReREjdAVCztM999N0DOkoCE1No3QCPETLyF8TdA7pfVBxYhN0Aw3vBK2Cg4QA6GeRE6rzlAjtaJrKmrOkBExgoBYjY7QJgVkcSLrjpAa9qCleS2PEBl+gNh88A9QN9/vBSu7jxAffrcMo8zO0DBIAMQ4ng5QCZiwuHZZDhAbTnlURDPOEBb+WxUGcc3QCNt64VB1DdAJqD0EE5BOEBdN1LgQHQ4QJtlP8chrzhAyoArzT0dOEByeUoGRx45QMeHAI/7zTlAynG+P6CCOUAnizeCqf45QGZyKrEw9DpA5zRoNOAqOkDUiqfMEk86QO0n/4Q8uzpAQjTPnlLJOkDBLFSRRZE6QBW6Dr8IKztADhAPhvuSPECs+lGXITs9QFeYVoym+D5Ai/k0Q+s5P0BNhCTzo5JAQH0/hToFU0BApGYeE0FWQEBmJhuaVk5AQMrJ+CvWGUBA8kcMWFQPQECNXEGyMq0/QPqHOjSyTj9ACUXdDY02P0Bc2ob/6RpAQCVljfxHskBAunZgWuFRQUCzhm2EqiRCQOt/Axl2r0FANY6l8JtqQUD8Q8LC9fFAQOKF9mYU5kBA3G3DgObcQEDTdBbJIHQ/QLpdOk77IUBAOCuJGEbVP0CHGK90s48/QDNwakFLvz9AUhVXnkApQEBp3AcVEAU/QPU6MwUuAT1ASdmevJS3PUDVDMwQWMc9QNGM2CMbtD5A45Aa1zRzPkA9D2cT1uc9QNRYVJGDfT5AgCUw1T6TP0A=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"D\":{\"__ndarray__\":\"fzX/F/K81L939QiezDjSP7BTl/MnEvG//9q65vjf9L/9Rtn5YtQDwA27a/P7wQfA9FA+gzIS7r+7HBe5Wrb0vxkzDHYDm/G/1z8d7NiM7r+q0GKyTw3rvyBVu0aBG9U/2G+JP3qgrT8BwtHFWBT7P7hBpGEsJP4/a4eRvwDj+z88tSaJktrQP6YJs9RC6ec/0KcpGMOiv7+EpbuLVJvnP0+ve/37eOk/AHznz4O16T950NOKRXnwPwPMUqJnlOU/TYUWqqdT8D8garkMXnfUvwZkaxV4OeS/VI+ODlXK2j8SMMMPvRzrPx6nbNBSKQVAgYob76ytC0DYvqAkDJgJQOjWl72BGwhAQqTbBF+aBEA2ze2oVYILQGxznJKCXwlA2rtsRWzLBUAMyLt/dv8BQHJ5ulXcLQZAgh8BetyUBkC5zqU7nXkGQNc9k71OKP4/7qKCKPNIDkB1/egeqAYLQIc0+eS0wQxAQYlQcHYLEUA7EFg6zPkQQJbxCU3ZkBhAqtKe8z3wF0Cxesav3pcTQBrlc2ZePxNA6sCZCnANEUDD5N6APpwMQFPAyoR8ngdA+4kT4emaCEAAsQfMXLkKQKYjdca8HBFA2LFti6C5FUBW3gNzi9EVQK6fK3nqJQ9AilsIjcAtCUCEwYx82J8TQO5TP5s85RVAbO4JES9WEUCwvJ86y3wTQK9T5zJVQBVAbMomC48fFEDOPbQXSe0SQDDo812DXAxAOBPA+t56FUBYiT9X9uwLQOSxJPFctAFAyMg9tFB2AUAUnhDN2S/9P2Bq4h91q8q/uUx3d8/2+r9Yfyq0Lezdv2IGa1/P1O8/OP7/jKI6+T+wANCYR5fxP67M15Acj/8/IyFvVVOlBkCS+o62pzAHQPo0tfyTiAlAnFGK7EX3CEDoDaOjysoXQIKWsZ+y8xRAz6YoyLfmFUAdtT7e/+UTQO2Hq2im/BZAJSMBfxaoGkDf0wZs87sbQOVV2UK59xtAPCnErWuqFkAVwFs6DjMWQCd+BpF40xdA5JilEYLDH0DquvBdlO0iQPbEUtRTuyBA/9dSps5EIEDwzUhOesUgQGrXf8O8rCNAvlflH9+pIUCuwIhnvW4gQO5/ELD5UCJAlu93EhivH0DJMegVgVYhQI7HhYsriyJAmwyfrEDJIkB8KhcJMp0kQH8RSGbOpCVATGWip3ooJUC59w6AE28lQJEl8ySrGihAV1gXLCuyJUAiBOqbTMceQK2pSbN+MR1A/fVAaOtEH0AlAuZQZPEeQJlSk+3PuRtAyJQNpf3YGkAJrMB9QE8fQLuMSgZCqiNA1iN4t/AOJEAN2/QDq0shQCWXjMJ6BSVAgZzm3kIoIkDIyTuwkEEjQPWdeagJhSNAM0AXoB8PJECOBmftydkkQCSQsfOK9SZAhP/95IFSIkAXYPjihaAiQNt8c/lSxyVAANqADtQLJEDzzBB9ayIlQBYwSoI7nCNA4EdzoqI7I0DqjxgNShYkQK/zTAqwPiNAkIxQ56l/JEDpgCEmc8UkQJ7cY9zHEyRA+ovaWgGBJEAe1lCfSIooQN4qzf6NAydACmzL+Q43J0DuK/nKcJcjQCQ3wL0XjiNA2STObv1lIkAMdTxUd+oiQH010gPQYCRACItolkmUIEDMKDO7IeMfQLbI4PfNnRtALgFjU6kjFkANSLPdYV4UQLJ33BufBRJAyBpXZ2KJDkAAGHUq+HEFQG4ey2BN9QhAnFzRz+Y9AECwzFgOf+wIQIvOCjRXPAhAOoGFOwEmDkCAOMPnDJkVQBa8We4PdBJAzjnRYHNYEkBH2heAscoZQNzwGSV6oB9AjZpc/0bkIEA9uFd4nxEeQOcD8w+1QR9AAZz7YzLbIEAjot7gahQgQAPZ8A4SfCBA4XiG9X6XI0ABNWKEvyMhQGD81wq+OBtAiPw+FdNzFEB3OqRtl2cXQEjcbZQGkhtA4EF6j3LJHkAKzopngngVQDcyr3XUzhVA/znS6IIZGkDybxFTP2QUQB8zziK6KhBAgiomq0ohBUAD6xF75P0JQK679UykwwJAqFJZy+K5/z/Z5NFqwOABQE3HJnwufQlAM7z2hXo+BEA2gGQKW9r/PyAK2pI2LANA1fD+XpbXCUAnTM0Ei6sTQIg0oD9xCwlAZGybC1hFFEBvy3YDAbgUQFMWpbkVtQ9ArPbtgeGvFUDuu9p6ms4ZQM7/Cbwc0BpA7BmEnf2+G0DV1tAB8t0cQAdfBnHiXSFAgepj2yVwIkDw2APTxSokQGNISgcJtSNAPLFjfgN+IkCQh30kGukjQEZ2Iv44wSVAhOdjqWRkJkAOqmFR0eImQLKSpb3wvSVAHxAJwJUWJUBSGkxjfSAiQHHsAg/bLyJANeJCTuHEIEBaB4MD8zEhQC9UpuE2ySFA5mr20u/gIEAKqEQ1iFQdQBIWY4lxRRtAseRNqanDHEAXDvX5cZMbQFiliDwXahtA5GR/sVMMGUAf40zJeKMZQEjL0kKQvRxAQ/ZOYWFEH0DmXV86bn4hQJ+7Y8rn8yJAO+JdPJsMIkCY4oW5AeQeQDQlF314lx1AI9YNTLPyGkCzuo5NI/sXQF6C88qTJBRAW5ujRd2YGkCkZcMzO9McQIfuTDNTsSFAgrOJnxF3IUBev0XpilojQKs9yNkYuyNAvbTe2iaBJkAhHnu7bEglQBM2t+SLliVAFSwLhnXQJUDcZ3FvfUQlQBdd8mVNqCRAULSN1ccJJUArAp1obl8jQNbxRsszHyNAMW6Mw16lIkBJbVQXNHciQDBrU4QFViRAGD+Lh5HAJkCOtXe5DsImQPAicF5TRiZAgkKgA+GrJ0B/FtgsVnwpQKbg3HII+ylA4BsPtBy5K0Afbc5rNNUtQJYvE2wY7S9AgqRFI4TALEAxnWVgw9wtQJtyAPOeYS5AJFadVxvrLkDUnn24PoEuQItiOpaF3jBAmPtgkgxaLkBv4xMJ9BwvQL2pAz1VIDBA44fVhIp9MEAGkWJ6OtYvQAix8PKTMTBAepr6GQ8KL0CGWVqjBq0uQPq6nlX/4y9AhDcWBzLKMEArJ6tRhaQxQFP3MTe4bDBAUxZjgw/nMEBk30ouU+gwQG0jKcFSmjFAVd9RKdHZMEAOWqD6m+sxQKQ9MkeqizJAu+VRclgSM0AE+huviyc0QM86+nWHvzVAzOslLqJjNUA3kD3EN640QPl9dHJL1DNAyt+oCfcBM0BYALJjZdkyQOBLR+6tyjNAwOFS+QsAM0C4s3LUqrsxQOSTJtbz+DBAirPaaHXlMUBOn5tAil0xQLNHfpNVyjNAA2IXg+8qNkBb3h9Os202QDtkqJRAfjZACMaprjN9NkC+Duy0njM3QDYru8hNVjhA8vp/FE/4NkBYdkcdi3E1QBqSumwBnjVAocXobq0JNkBzmx8PdOg1QHbLaQ3vCzZA/WdDiyMuN0Bvew8Ehks3QCgNUKCPeDdA1rdIzPPUNkBkIvmCVOs1QF4MDP6FujRAXnQKKXhpMkCzf9gvVtwyQESvDmUY0DNAUvvPEOh4NECr85qfJMU0QCGdIAscgzVAULvdD/d5N0D7zVKqbLM3QOV6Bc8s7DVAfYjIN62dNUAtUQA4spw1QM8PruAfhjdAeKk3obRANkBR7Ad/Ihk3QKLOZWFRnDdAQPFjnqXYNkCxGZ7xDc42QCB9gkWk2TZAMigrKcwDOEDwA/EatMw4QFJtsjx8fjpA9LxyMP07PkDIv7wYCPU+QOQtHpP39j5AIO/IVXk7QEBOydFzyeI/QE5I801l3T9AYRrKgMy4QECJ1y9EAydBQFDptUMaiUBA0npwYEYmQUB9yaa46m5BQHp8opfS7EFAAI2QC9EvQkAHCc1YDlNCQLbK3xLon0JA1aB3R8MBQ0CEk5oH1NNDQNkFN5eCTUNAOIxJ5JJoQ0AodlvusbNDQC/SikTaVkRA+O4U45LQQ0B9Xf95o/lDQJ/w8krFKERAvbIDhRN8Q0CKEBydGmJDQPqu98hiQkNAiQx0NjWiQkCPFJR1aP9BQLtqVXqQVkFAocq2sjIeQUBVGSsUmi1BQDj94daVAEFAVunt+Mz4QEDsNJasNDBBQKzNQu0cNEFAQ/o2zKSEQECHQusMJAZBQM8LLgGnhkFAHaE3/uVaQkBXyMFn3MNCQNrzAlg+0kJAEqaNmgbfQkDCgWpdUmJDQLDcRrfOb0NASCkkfWq8QkAHwKP0qVBDQI5Pp5Df0kJARxFeS5KJQ0AbEU72TPxDQI3lQuD6S0RAlvHLR2/oQ0CNOqFnWnZEQDHxhBtrqkRAocBM8NUqREB8M6LTrf5DQCTAMnFkLkRAmv5goyFyREDF27385itFQMU6Y/ccbkVAiviteE/dREB/6+YrV0NEQCLK/fSfsURAyRd5v9YlRUCJUt2/+fBEQJtb9kCEW0VAQiY8DeLYRUAIqCWTeLxFQEaAPbqyTkVAJVIxMTmhREChcZdXj1tEQL6SaaDkR0RAO/2AfrOnQ0CcMlqjrDZDQJjkbiuhIENAy0EE5FB3QkB7/Z8jutpBQKZs9d8UJkFACvBJRf/NQEA8XSjJZ+5AQBPt/hmWMUFArqGeVe8IQUDI4w24fo9AQNw8Ajg6+T9Auk1eflLgP0B71zs4/qBAQLDPp+UBQUFAr1wZXjVuQUBo+VDudMlBQPo/cEyOBkJAmxwukevdQUCMrrXCT8NBQOod0wUPOEJAB2bdSvrFQUA+cmTanFVBQMT8phgLD0FAN9z5kBVPQUBX9PZ2RXdBQGlan/iMgkFArtzfGPdSQkBA96+UhYZBQI5WtNOFhkFA17OWyf0XQUDzTQus+YNAQHrEBK5igEBAg2q+t2bGQEDdeoOHMglBQClPlbWOQUFAefdwdMD3QEA5/ryzbpJBQIghPKZdVEBAsN9AadnIP0C2VdrOZzU/QNLoczddH0BAxPGgjNU2QEDyWBtdtmA/QJOL9OTo/D9A3YNYHFEdQEAcqWimtgFAQE2/3enjhj9AjRqK37jBQECJNTy1ViJBQGLHM4zBB0JAE6ciYFUDQkAYTZXWEnZCQIFFzVs/GUJAqCcxWR/ZQUAZLlTaApJBQHxq9ZL390FAVsoav4I9QUCzDWOL3NZAQCGgjlbx1EBAzFaQ4iIgQUBxpuOyrClBQBfQGa5JOUFArAPungoKQUB/V8l1g25BQK6AwrP/YkFAOPHTeiXSQUAnqP9SSOVAQHZ6ZYhoC0FALxpVhdiBQUBPH+CNwWJBQGQz4K5NvEFAMPOyb2c8QkCCErWGCjNCQM1Dx5D7qkJAd8eClU/FQkAXxNk2v5hCQELpMgp2L0NA6sqOu6jMQkCGsT1mHyZCQHFuQ/aD3UJAQRlYvFN3QkAgV70rn1BCQHQLbGeggkFAvDll3MjpQUCuRMVTWRBDQK8cA9cFG0NAVzRmPsYtQ0DRE0BsEMxDQHfzDORbpENAv1l8naydQ0CuP4NgkXRDQKeVVXZfOENAv9e72ZCvQ0CBLuddjKVEQDXFhIkX9URAtQLM6V07RUCRNUOqz4xFQG1VAFl+fEVAewmoOlbZREDrz5vBnGZFQCRMUmUoH0VAfGQET4BzRUAb8EOssUFGQP5+rlH7wEZANS1kbiACR0D50mlmawZHQNhrW5F12UdAGlRrOp7mR0CoaPuxAzJHQD9sOTVquEdAdi4ZmPJaR0Dd6btDqutHQCTEBJMVsUdAcmTtun/hSEBydOAV1MVIQJ8wlmsCJEhAdt0FcP19SEBtXJt/3gdIQH9gxl/IM0hAyO4z6URdSEDIY/+1Th5JQHqGUA32u0lA+ugNnW/jSUABDcK//Z1JQG13P1fvwUlAjVcnfdxxSkBWSuXZbJFJQF5gqhL7U0lACitEGcnLSUC8AI/+oEhKQG66rzXstkpAMtwid2ovSkD93NPC6q9JQDkiO5WEqUhA0o4Rc6e7SEAhGKXOwq5IQBiyE1v3+UdAEILYUHC+R0AJSxHh6YNHQB6HpJecfEhATd17U4PqSEAZbfHmPDBJQDTS+rHt+ElASPLNc2fOSkBxqvDugoNLQKOSowxsektA1ruHdDNxS0Ct4OEMdIxLQPhAbQIbnktAgowFQ0OhTEBVSbo6SMdMQKV/A4PsZ0xAjagu5sioS0AHDx6pvlZLQDSIzhJ1xUpAY7y1qndZS0B3wxmxK+xKQCA+wbp9OExAI0xeJA05TUAj0gi4P/pMQI9GYgBrnU1A/yJ23BjyTUDYy5CYebNNQHklV/sQs01AKR0OixE4TUDn031ixZtNQIXnDtdViU5AZDgbNYHrTkDx/XjuZGhOQHAdmyh+wU5A3sPrXkqhTUCSvC1lADVNQFpRiBFk10xAPvuG2U03TEC+q4cQdWJMQCpbNa+G4ktAVpkCU0HWSkAOEvBLtPRKQKtf1YoCL0pAp70uzRKhSkDS7XaG0fpKQDgu66cIn0tAZ2cn5CUaS0ChAHEU8oRLQCrErueaVUxArYWKsTS1S0AqiPMNjZ9KQNfIfqLG8kpAWhn3GIE2TECND17QiyFMQB0iWYQS6EtASFgQXr3oS0AVjBaeh4JLQFo2UjLnJEtAcR7v+FoxSkDU1JX3bXtKQDE9FB7Dl0pAFeX6FtJsSkDRikunVlVKQJmWXRoMQUpAj2DqxNdeSUAVy+zY4b9IQN+4T0KJnEhAORZXKCHUSECSyrn5MnlHQMyRZ7yaXEZAmUBqVH9fRkBzlKHtP9FGQDHWCxhlJkZAY3AFSMWQRUBalO8xcodEQIummF+lZURAWuAcN6X+Q0CruU6PpXNEQMK8Av3KTERA3ltuOZKnREC96oYZHbJEQJQQRZASQERAoqCn8K0mRUCerVk5ildFQHx5+u/ly0RAWcsSJsPmREBqkVD9OSFFQKraSV7lpEVAxHuG/4JxRUBVxROAi0tFQI8Q1KUba0RAXksPIyDZQ0BGBqYU+XxEQIdXjo7cZURAPdGzSlJ3RUDWmbElT6xFQApMVKUWa0VATr8dJiG/REC1MqaObupEQLCu2JRB6URAvbac0XuXREDRFMe1EkFEQB6MKWvE40RAHGJuHKmPRED0zAF2gItEQDlAxwG76kNAWQESRJgpREC5CQMG3kxDQDVYTFqQOkNATaZBmcFoQ0BsbkuXd6VDQH5ExnPsUENAxwDU4g8qREDWWAStqWdEQJaEUQHIf0RAyn4WrfBiREDO3Ua2lwJEQHpgFdt/BkRAQLHgfOxrREDY8UQThk1EQEeoCkheQUVAfvfNKTrZRUBP6rPCLXZFQLD9GHcB8EVAfw12meGkREBqtEMoQOpEQOMNZpUxNUVAwsVM7tpfRUD+4YaUY3pFQNHXU+c8vkVA8H6TkwRmRUBfypcyCS1GQLm0JXCTPkZARzyImyt8RUDpPIX+ae1EQCJY+kPSk0RACPH/huUFRUAKOZwB2o9EQLl3nxFP8ERAXgzxNfj+RUB+8oE2Rs1FQJuOXYiTa0ZAlvN6YBX8RUDovhxC30tFQEKgwEccuURAUifgk0mrREC3CKD1qpVEQP+PjIDbYURAmy1FjgZQRECH0/8HHHFEQFkDJy8YpURA7Gem1r7zQ0DJOHojL8xDQJflA0aphENAqMVx3Nc0Q0AwU1pYw71CQOWYu6CoZEJAaCFAbv9YQkDLR7ssDE1CQFEOoeNj3UFA8PhwLpLRQUAhrw/cEP5CQDco+WZHCENASkOTv2GEQkDdgcpz69pBQBygy7lQY0JA33NysEnUQkCuMnpKRvdCQKs5G4inaURAnvP3VAl1RECM9CnrZR9EQJV1yn9Y20RA0YB0C/EcRUAVzG/dEDhFQPcP/uEo1ERADT0wqtW9REDGxp7lZVNEQE5deTV3zkNAskV2ctLUQ0CB8vOnPdVEQAfIytWd9kVARPHTfWcYRkB2zX7uamlGQBenhHjwnkZA5AA4cP8FR0BZ+yK14B9HQAtkg9Q95kZAON8ris0iR0Agdt05lkZHQBz60xV8UEdA/vOAuCSaR0BqzSkhB4pHQAD06ZLKzkdAnA4E9TsxSECuRPHF/e9IQECFOvkfUklAPrL9MDzASUDNFCXb+GlKQIYjcSkphkpA5v0bmRCaSkDh067G1JpKQAqlu9uA5UpAyNICS8HiSkAEV4pyqBxKQEacr72OVkpA4JblmzFvSUA1NSfp0k1JQOjzkhNhLklAfYu9ASagSUCBIOQFFyBKQK4rhMHtyUpA6Si7DyVUS0AaPR+Yk6lKQBGS2PkIQUpAhwjmxsdNSUBPX+DjaT1JQMlxw7gqo0lAUmSYRXdnSUDAmN34RgpJQODCg1w+f0lA4eKfmb6NSUCCFkIuBHhJQK5J4P55jkpAAURDtBdzS0AIoJqt31NLQGZBomZOSUtALIROUA9HS0A5rH27extLQKUB3WPJ90pAliNg9Bj8SkCBoP1iPLVLQLcNTLHeC0tARFrfcA1mS0CV/b5Fi4NLQGWX4m+ZkUtA4LhdgqiuS0AcHc+fm61LQPkUcqEWYkxAi7918NEZTUA4T2w6PxBMQAbvAGCOt0tASx4s6w9oS0A9GTvGv+lKQIdSTNVJYEpAJyBtiv6WSkABWwNpk5hKQNuqyyttikpAf0Np1WUpS0Cb18g+vf5LQJ8/vbczYk1AEfJnsPTgTUDjk83ri+FMQOP0rOMICE1AmBL7GHK3TEAxk1mZ1y5NQOSWkEHKck1AIitV0cR1TUBMjBalt2NNQGcTju4kak1AGA2RDwcoTkBjP3h/yDxNQH+dcINzeExAAl8BOUtXTEApygykANZLQGXxj5drbExABmmRjy7nTECTUtGaSStNQF4+66BI50xAXR55T2w+TUD+fTQ1/UpNQCRneCCJy01AU2W1PhjWTkDtHpmLR31OQM3mPRbnMk9AQj0BRv6qT0AtSLsLUf5PQJcHT5YsOU9AchmD2ywpT0BPP/7G0IZPQMvd7QjQok9AJoqQPPoSUEDOYqmAfgtQQHFXuZZcGVBAN/zKBSsgUECbgLFp+wpQQEyaoS3DSFBA3EQKKlEVUEDeZMBTgsdPQJLGevPE009AuNNqeo1PUEApZW1ChiVQQEhQJWgOiU9AxBM88oG7T0BXawLvT/lOQNNeznfy6E5AohKViQ4CTkDVoQlzUUZOQIrF4qEIhk5Ar5ijGqOsTkAqEOddgAFOQPvhyDFw4k1AiwoYlpCJTUCzitTM45ROQMHA1NCKr05AuGaU1P7FTkA+obnxk8tOQARpa7TJ1k5A5NGf9f/RTkAAoqULVRlPQEZlU/3QVE9AzrV/akIZUED2Y1zHe/VPQGydo5HYLlBAWQjWfusTUEDpp/0+dJNPQIQ/+GnLKVBAmPj1caRZUEBqkX/tR11QQNJ2nJCuVlBA+KUO6K4HUEAx7xdUgBtQQBInzitzPVBASKpZaIdmUECRzc0/8pxQQH07Abl45lBAgBM8JQFKUUCcTYKMFG1RQFRS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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]}},\"selected\":{\"id\":\"1195\"},\"selection_policy\":{\"id\":\"1194\"}},\"id\":\"1175\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1072\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"line_color\":\"#d62728\",\"line_width\":2,\"x\":{\"field\":\"__x__values\"},\"y\":{\"field\":\"D\"}},\"id\":\"1177\",\"type\":\"Line\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1073\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1077\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1075\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"BasicTicker\"},{\"attributes\":{\"label\":{\"value\":\" D\"},\"renderers\":[{\"id\":\"1179\"}]},\"id\":\"1209\",\"type\":\"LegendItem\"}],\"root_ids\":[\"1220\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
+ " var render_items = [{\"docid\":\"80c7df15-ab0a-4ea9-940e-9d071257669c\",\"root_ids\":[\"1220\"],\"roots\":{\"1220\":\"30fd602e-2e7c-4a65-a64c-ea6ccd919861\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
@@ -540,7 +566,12 @@
{
"cell_type": "code",
"execution_count": 6,
- "metadata": {},
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:33.924108Z",
+ "start_time": "2021-05-31T10:48:33.821111Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -668,7 +699,12 @@
{
"cell_type": "code",
"execution_count": 7,
- "metadata": {},
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:34.020939Z",
+ "start_time": "2021-05-31T10:48:33.927356Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -679,7 +715,7 @@
"\n",
"\n",
"\n",
- "
\n"
+ "
\n"
]
},
"metadata": {},
@@ -691,8 +727,8 @@
"(function(root) {\n",
" function embed_document(root) {\n",
" \n",
- " var docs_json = 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@@ -739,7 +775,12 @@
{
"cell_type": "code",
"execution_count": 8,
- "metadata": {},
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:34.822501Z",
+ "start_time": "2021-05-31T10:48:34.026895Z"
+ }
+ },
"outputs": [
{
"data": {
@@ -9742,9 +9783,9 @@
}
},
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Bokeh \n",
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+ "
Interactive Plots \n",
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The pandas-bokeh library offers \n",
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Bokeh figures have a fixed width and height by default - we can override this behaviour\n",
@@ -12161,13 +12209,9 @@
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Scatter Plot \n",
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+ "
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Scatter Plot \n",
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+ "
\n",
"
\n",
- "\n",
"
\n",
- "\n",
"
\n",
- "
\n",
- "
Plotly \n",
- "\n",
+ " Plotly \n",
"
\n",
"
\n",
- "
\n",
+ "
\n",
"
With the Plotly backend for Pandas \n",
"we can access the Plotly Express API directly from the .plot()
method of any DataFrame or Series.
\n",
"
Plotly figures will expand to fill their container space by default. \n",
@@ -12273,39 +12308,27 @@
"\n",
"
\n",
"
\n",
- "\n",
- "
\n",
- "
\n",
- "
\n",
- "
Line Plot \n",
- "\n",
- "
\n",
+ "
\n",
+ "
Line Plot \n",
+ "
\n",
- "\n",
"
\n",
- "
\n",
- "
\n",
- "
Scatter Plot with Facet Columns \n",
- "\n",
- "
\n",
+ "
Scatter Plot with Facet Columns \n",
+ "
\n",
"
\n",
- "\n",
"
\n",
- "\n",
"
\n",
- "\n",
"\n",
- "\n",
"
\n",
- " \n",
- " \n",
- " \n",
- " \n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
"\n",
"\n"
],
@@ -12314,9 +12337,7 @@
]
},
"metadata": {
- "text/html": {
- "isolated": true
- }
+ "isolated": true
},
"output_type": "display_data"
},
@@ -12342,7 +12363,12 @@
{
"data": {
"text/plain": [
- "
: Interactive Plots"
+ "{'Interactive Plots': [{'Bokeh': [{'Row 0': [{'Column 0': ['Markdown']}]},\n",
+ " {'Row 1': [{'Line Plot with Range Slider': ['FigureBokeh']}]},\n",
+ " {'Row 2': [{'Scatter Plot': ['FigureBokeh']}]}]},\n",
+ " {'Plotly': [{'Row 0': [{'Column 0': ['Markdown']}]},\n",
+ " {'Row 1': [{'Line Plot': ['FigurePlotly']}]},\n",
+ " {'Row 2': [{'Scatter Plot with Facet Columns': ['FigurePlotly']}]}]}]}"
]
},
"execution_count": 11,
@@ -12367,19 +12393,15 @@
"cell_type": "code",
"execution_count": 12,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:48:37.705421Z",
+ "start_time": "2021-05-31T10:48:37.278225Z"
+ },
"id": "05oH3hyt7Bvh"
},
"outputs": [],
"source": [
- "page_name = \"interactive-plots.html\"\n",
- "my_page.save(page_name)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Check your current working directory for the finished report!"
+ "my_page.save_html(\"interactive-plots.html\")"
]
}
],
@@ -12389,6 +12411,7 @@
"name": "esparto-iris-example-colab.ipynb",
"provenance": []
},
+ "hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
@@ -12405,6 +12428,48 @@
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
+ },
+ "toc": {
+ "base_numbering": 1,
+ "nav_menu": {},
+ "number_sections": true,
+ "sideBar": true,
+ "skip_h1_title": false,
+ "title_cell": "Table of Contents",
+ "title_sidebar": "Contents",
+ "toc_cell": false,
+ "toc_position": {},
+ "toc_section_display": true,
+ "toc_window_display": false
+ },
+ "varInspector": {
+ "cols": {
+ "lenName": 16,
+ "lenType": 16,
+ "lenVar": 40
+ },
+ "kernels_config": {
+ "python": {
+ "delete_cmd_postfix": "",
+ "delete_cmd_prefix": "del ",
+ "library": "var_list.py",
+ "varRefreshCmd": "print(var_dic_list())"
+ },
+ "r": {
+ "delete_cmd_postfix": ") ",
+ "delete_cmd_prefix": "rm(",
+ "library": "var_list.r",
+ "varRefreshCmd": "cat(var_dic_list()) "
+ }
+ },
+ "types_to_exclude": [
+ "module",
+ "function",
+ "builtin_function_or_method",
+ "instance",
+ "_Feature"
+ ],
+ "window_display": false
}
},
"nbformat": 4,
diff --git a/docs/examples/iris-report.ipynb b/docs/examples/iris-report.ipynb
index 83fc6d8..edee22d 100644
--- a/docs/examples/iris-report.ipynb
+++ b/docs/examples/iris-report.ipynb
@@ -22,6 +22,10 @@
"cell_type": "code",
"execution_count": 1,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:41:33.237598Z",
+ "start_time": "2021-05-31T10:41:31.545068Z"
+ },
"colab": {
"base_uri": "https://localhost:8080/"
},
@@ -41,6 +45,10 @@
"cell_type": "code",
"execution_count": 2,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:41:34.504100Z",
+ "start_time": "2021-05-31T10:41:33.240646Z"
+ },
"id": "0Pzi4t5EsUlq"
},
"outputs": [],
@@ -57,13 +65,17 @@
"id": "oOOwzOnkJcPI"
},
"source": [
- "Before we start let's instantiate a Page object; we're not going to use this immediately but we'll need it later!"
+ "We start by instantiating a Page object that we will add content to."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:41:34.515156Z",
+ "start_time": "2021-05-31T10:41:34.508442Z"
+ },
"id": "-_DFIxBq6wa5"
},
"outputs": [],
@@ -86,6 +98,10 @@
"cell_type": "code",
"execution_count": 4,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:41:34.528089Z",
+ "start_time": "2021-05-31T10:41:34.521725Z"
+ },
"id": "DFK3Yy1P61aU"
},
"outputs": [],
@@ -107,13 +123,16 @@
"\"\"\"\n",
" \n",
"\n",
- "content_credit = \"\"\"\n",
- "_Retrieved from [Wikipedia](https://en.wikipedia.org/wiki/Iris_flower_data_set) on 2021-04-05_ \n",
- "_License: [CC-BY-SA-3.0](https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License)_ \n",
- "\n",
- "\n",
- "_Photo of Iris Virginica by Eric Hunt_ \n",
- "_License: [CC-BY-SA-4.0](https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0)_\n",
+ "credits = \"\"\"\\\n",
+ "\n",
+ "Text retrieved from [Wikipedia](https://en.wikipedia.org/wiki/Iris_flower_data_set) on 2021-04-05 \n",
+ "License: [CC-BY-SA-3.0](https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License) \n",
+ " \n",
+ " \n",
+ "\n",
+ "Photo of Iris Virginica by Eric Hunt \n",
+ "License: [CC-BY-SA-4.0](https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0)\n",
+ " \n",
"\"\"\""
]
},
@@ -123,13 +142,18 @@
"id": "nb8AuPeqJcPM"
},
"source": [
- "In this example we wrap the markdown text in a Markdown object, although this could have been inferred if we added it directly to any Layout object."
+ "We can immediately add and view the rendered content by using the `>>` operator. `esparto` automatically converts strings\n",
+ "to Markdown, unless the string points to an image path."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
+ "ExecuteTime": {
+ "end_time": "2021-05-31T10:41:34.581327Z",
+ "start_time": "2021-05-31T10:41:34.531690Z"
+ },
"colab": {
"base_uri": "https://localhost:8080/",
"height": 313
@@ -153,6 +177,9 @@
" \n",
"\n",
"\n",
+ "
Introduction \n",
+ "
\n",
+ "
\n",
"
\n",
"
The Iris flower data set, or Fisher's Iris data set, is a multivariate data set introduced by \n",
"the British statistician, eugenicist, and biologist Ronald Fisher in his 1936 paper \n",
@@ -168,6 +195,9 @@
"\n",
"
\n",
"
\n",
+ "
\n",
+ "
\n",
+ "
\n",
"\n",
"\n",
"