From 9ed51fcf16da41ff8e1a683177df031fbba0fd85 Mon Sep 17 00:00:00 2001
From: Dom <dominic.thorn@gmail.com>
Date: Mon, 31 May 2021 12:30:26 +0100
Subject: [PATCH] Release 1.0.0 (#36)

---
 .gitignore                             |     1 +
 .pre-commit-config.yaml                |     2 +-
 README.md                              |   135 +-
 docs/examples/interactive-plots.ipynb  |   269 +-
 docs/examples/iris-report.ipynb        | 28993 +----------------------
 docs/images/iris-report-compressed.png |   Bin 0 -> 425356 bytes
 esparto/__init__.py                    |    83 +-
 esparto/_adaptors.py                   |     2 -
 esparto/_content.py                    |   329 +-
 esparto/_contentdeps.py                |     8 +-
 esparto/_layout.py                     |   573 +-
 esparto/_options.py                    |     3 +
 esparto/_publish.py                    |    15 +-
 esparto/_utils.py                      |    56 +
 esparto/resources/jinja/base.html      |    78 +-
 poetry.lock                            |   237 +-
 pyproject.toml                         |    14 +-
 tests/conftest.py                      |    35 +-
 tests/test_content.py                  |     2 +-
 tests/test_layout.py                   |   200 +-
 tests/test_publish.py                  |    37 +-
 21 files changed, 1630 insertions(+), 29442 deletions(-)
 create mode 100644 docs/images/iris-report-compressed.png
 create mode 100644 esparto/_utils.py

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
+<img width=600  src="https://github.com/domvwt/esparto/blob/fdc0e787c0bc013d16667773e82e21c647b71d91/docs/images/iris-report-compressed.png?raw=true"
+alt="example page" style="border-radius:0.5%;">
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     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\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     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\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     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\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     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\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",
-       "  <div class=\"bk-root\" id=\"d32b0690-0ffa-4f06-9755-f7d2507b52a5\" data-root-id=\"1220\"></div>\n"
+       "  <div class=\"bk-root\" id=\"30fd602e-2e7c-4a65-a64c-ea6ccd919861\" data-root-id=\"1220\"></div>\n"
       ]
      },
      "metadata": {},
@@ -499,8 +525,8 @@
        "(function(root) {\n",
        "  function embed_document(root) {\n",
        "    \n",
-       "  var docs_json = {\"5d6f4c51-da20-48f8-8c5a-e79a6bf18467\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1003\"},{\"id\":\"1036\"}]},\"id\":\"1220\",\"type\":\"Column\"},{\"attributes\":{\"axis\":{\"id\":\"1046\"},\"ticker\":null},\"id\":\"1049\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1260\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@__x__values_original\":\"datetime\"},\"mode\":\"vline\",\"renderers\":[{\"id\":\"1061\"}],\"tooltips\":[[\"x\",\"@__x__values_original{%F}\"],[\"A\",\"@{A}\"]]},\"id\":\"1087\",\"type\":\"HoverTool\"},{\"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\":\"1264\",\"type\":\"DaysTicker\"},{\"attributes\":{\"active_multi\":{\"id\":\"1052\"},\"tools\":[{\"id\":\"1052\"}]},\"id\":\"1050\",\"type\":\"Toolbar\"},{\"attributes\":{\"below\":[{\"id\":\"1046\"}],\"center\":[{\"id\":\"1049\"}],\"height\":130,\"renderers\":[{\"id\":\"1093\"},{\"id\":\"1132\"},{\"id\":\"1173\"},{\"id\":\"1216\"}],\"title\":{\"id\":\"1037\"},\"toolbar\":{\"id\":\"1050\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1039\"},\"x_scale\":{\"id\":\"1042\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1044\"}},\"id\":\"1036\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1261\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1053\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1263\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1268\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1269\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1265\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1267\",\"type\":\"DaysTicker\"},{\"attributes\":{\"text\":\"Time Series\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1271\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1266\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1272\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"1066\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1270\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[\"%d %B %Y\"],\"hours\":[\"%H:%M:%S\"],\"milliseconds\":[\"%H:%M:%S.%f\"],\"minutes\":[\"%H:%M:%S\"],\"months\":[\"%d %B %Y\"],\"seconds\":[\"%H:%M:%S\"],\"years\":[\"%d %B 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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]},\"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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+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]},\"__x__values_original\":{\"__ndarray__\":\"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ZO4wt1kIUAGoXdD1TodQMZyVOo//RlArBgLO8l8FUDksJHEiPETQCLyRtCxiRpASgfLrlk/GEAxyHmXfeQgQPemJLCEWB5AUthY1a49FkBhsFQvWn0dQIRh+e7gFiNAK5TaN8ZJIEBN0DW7emsbQCjajJtwYB1A+uU+TQA2EkAt5uNx0YARQOn3j39pWRFAN22gO3yQEUCSD6babLoPQBCXQp+mLxVAq75JnBR3G0AKlSp/insYQKY9AH5+0hlA+/Fwv4MCGEB8hkHkxG8gQL8XSMrdDCNAza8NAVBvIUDv1W2tEi4jQEsDXnxMhiFAcuD9V6uKHUDKFcQzjY8dQJ3KiYww/SFAmWxdpCepJUA7j2V7OAgmQOXM32MaSylA9DkrnmwKK0AB3PHek1wvQPaTb3PlvixALcXT7nsTLUBPwzXnScYvQEy6+xHUqy5ABObIdknGLUBW9S7tuaAsQFCBJjrfVClAkX4XuHGwKEA6JFWWzJ4mQJjCZ3mSzihAQn0n4ZCFKEC3VtN5LkwpQOTW9Vjs9SlAtClXK8KwKEACs64XEsUsQJLTHXtvFS9AODWTQ1zhLkBbFrMh+AAuQAY/IZFRFi1ATWljst77KUDAnfnSD3wrQOnYKERLaSlAPRP3vBvYKUDhSwECEYYpQPyQFiIk6idAsQj21SjIKUAjZyMcX5ooQDQ2lQB9rSZAzc8N0pR5JkAvARzrsD0nQJD9eGnnESZAGKM0ri1eJ0DBA/gWx5smQPNA6v//xihAYoxUFkGGJ0AgZF11kQ0rQGAD7sYxpytAnSyqcyx6L0AVt5AmOXUuQANP7GUwMTBAvCIrS2SjL0DZRvTWzE4tQMzoo82qKStAWDuOL4CQKkAOsa1RpgkoQKHGVWg3xidAVhwbRUTwJkAfzV/U/WskQPuUlRXheSNAAdNuvBGZJED2W4Kos5MlQGa0uLJehCFAhpSOywWFIkB9hsz0e4MlQFzGuX1odyhA2/o8L9VnJUDqfCozW5giQMrZeJyj+R5AV55+tu/RIECk/+KDZEIeQDIiAZ93UhxAN50lkv7FFkAX+Qk9v+kOQIeGXk8Z1wdApgEbJyPSEUC0LHFCMr8GQBgj93c5FQRAeqH21YRgCED/fzJMAaYIQFc8Xb0SZw1AEL10igIwAUBuIGJFwcwAQMEzKhzXaf8/GHtfV0n6/j/GnuPRM3/8P+cciTn2GwJAuJQrDv8T9j+AgM9TcSYIQDDWLm0SSgZAatbFF57jBkAkJFEw9XsEQCCTaOSKHAlAzsTpZfa6/z9EsBBTgjgHQNIje47scRRAfMoS6fIbEEDESk+cuewLQIZoFSIuyRFAoMFnsWqgA0AZVBbXG/0CQBPC8dUANgFAvcuSkhVMAEC6Z3mzyBD8P0dZ+DHnewNAQhAwhNGMCUAXcC4y/44QQLgdDysdIQ5AIX0Y12bTBkDZtwmbNrQIQKuK0AtUuQFAb3Yxa5/gAECNuGtwnkb1P8Yw33YI2wBAGiZ0mP+C/T9IcY/ViLEOQNJCQKT7rwBAmGB/8HNO+D8AR4Ga2VKav2JJOEV/08e/KLr6a7gd4j9hH62CxrPiPwzQVzmlmMi/9jhz3Ogv1z++SLHeOSD1P0gorT2hv88/jjki7WCv6D9SjnUfdtfqP3TzOAN/zQHAZMTXAxnSCMBUuFChE64BwOJKMfeaRAPAgOWe7ZLC1L+kFLCrxoravwcuyiGykv+/gLruy2hZ9b9GqZv8QU0AwFGd17D6awDAlz3fCgOnBcAabeZxDXgKwGl3GtX/1QDAMnqVZUwD779WJgcNE2Xzv1GuU7jEQAjATmqtOqVlAMCCVk5Jzyr1v8aQQrwp3QLAbFi6iIhEDcBRwpsInHkNwOiLQz4x1g3Av3bWS7ohEMBEr1iye7sPwFrEJaEBrw7AH93eYYG4BcCcZtdrGW4DwPxsH82IuwrAnksniemHBMC1kVafr5kPwLpjA20cmg3A9fqgPGQSC8D4FezBg1kAwEsW/C6zjQLAL7jyyhIyAMAA3pgF3XDxv27RFMDaEOU/ihKlO/EH5D9wzRsG7oTgv/gpZei5gQLAgWMo2emL+b+a5usJt4AFwO8iXu23IQvAMUNupjTo/7+KivUVhr/zv5b67RTcmuy/l64rcVFcBcCZRHTSSPsKwDlYcGHT7hTAOZNX8lPkEcDk7iiW1JoawCW5lCbrmR7ALGLgr0d4IMDFWZhQUmkgwEzDnmLliSHAx1ZAreZQHsC81XwKgEAgwAjWocxC3R/AhKC+SkuHG8C8ocKXJJsewGjaCssGchrAOnfZA9s/GMB417RB5eYYwKgis0r4xR3AXtbYynRMHMBXpVVYKBQdwNZJ+P5PtyLA1Cl8MpTFIcClX3kHoeofwBrzBeBuwh3ARo14UCJYHcDme2iRxeQawGrhtUxMOx7ARJChfGa4HMCPygWrA4sdwBuQE86qThvAUd6l/NLWG8Dwp/wK2HIVwGqjp7WjhR3AWDQl4oZgGcAlWTnvtfkbwDoj0rfImxrAFgAxW5sEIsB+A9AOgoEhwItVWd99WyHAysUChKAQHsAZVmRHrOgfwH7H5FuTeyDADeyVyR0TH8AkJSfqw2kewDjuOK+qHxrADxEW2zTXGMCz8aBTGQMcwAow0iyPDBrA1kcleUt3GsCMxPdkhoAWwM+Sp70lFA/AzFNpa81hAsD0LIV8rK4OwBMOP2MedwzAC62QrNuxDsCLExyDEk0AwBbuaNf2oAjA6qJ1RBxWD8CAX72/ovIEwLFvr/F4JQHA3ld4XXHs+7/4rdT3WUfzv06SWnTmiPq/MemZl9zG6L9+0yeNviHTvzS+xaYI/OG/Wvxfxc5v478m2x/XwNzTPxRsrZqmOfE/BssEcsGmAkAqyhoiRqDmPxT0AccBfgtAyLwZhZtcAkCxxlc66q8BQDwQhXst4fc/RBtDT06vAEBcpCGeY/PzP4cxqK5OowBArp44BeCI8z/03/INh4f3P9JrEG/ZQwBAzRY+U1I99D+ZPVgRfAfhPxVBZebhiOK/0KICCwNR878p22fEi28IwDwrLqFivwTA/bUK8XIFBcAI62HGImgCwKoqn3JnBfq/nI3t5BES+r+EYTkADpz7v58ReZvFpgDATIZ+8D0qDMAwJFV1kdEMwEqhj2tNRBPA1EToO14rFcDhX08hly4UwJ6lheZKexfARkPeXwrTEsAMmftQ/X8VwPQY7/aZThHAtqxFIAhkE8AHzsY66METwOkbAR1MwBXAPZ5sb+VlFcBZh5ckdl4VwLey/THfUhXAY5L1PKWtF8A+Tn6sboEYwBZ1GFRphhbA4htuxcwTF8C0+tS6o+oXwA+YUDDTlhfAI+aLE5LeF8CUTqD+hzYfwHQb5X3kNxvA6Yim0xl6IMD5v5HSXosgwJ+G0Vme5x3AbSDj9ut7HMBRnmsVSiMfwEMXmj478CDA8ojgdazdIsAy/H+6AcIiwKTlHYY4NSLAT/whmKc0J8DlOIGTKtEmwHRK9902PyXAvgrb1XcvI8ByyawqRkkiwKoibzCbLh/AboZJXXUbIsDvpMQZKLQiwGdLwijaXSHA84GKIFQJIcBbuFz4IEgiwKDMgIibbyLAgUuaoiNhIcD0nzYeqvMgwBeRjTatBR7AxSydrebfG8DAkfYinBIdwLu1bXud+xnAbJRXaf9IHMDHAxiArFUWwNWN93Lu+BfAS3cxh0XzGsBTwZBkq/QbwFJOx042AQ7AAjYJ8QHQEcB5cEeBqhEKwJtE8jm8sfe/ZD6CQxGp6L+WmdsASyvxv09CjobLSPC/VrHLSaBf1L+GdrWetEj3v4pVjQ9DhxDAL38IYoLwD8COYL0uE4wUwCJhUJDdUhDANF3lXRicFcAd5VZ56XQTwFdz/fHOJg3Adgfr7i/A+7+UBtyVipP+v1MwgoDzU/W/QDeJUOy6rj8til5iNvz3v5N3Byvv8xDAYvKqzFAtEsB8YwPdvmMRwG59e+sHDgbAhyYNwbLzCcDxBMaLOYoBwM7LxaTdJAvAMP9U5/Ar+b+5efQC2yvqvxB6Rw2Uorw/fK/eU6X1xL8gs8g3QSh7v4PEPNq51eU/AGQScUkWu7+gSfUvyOHnv0x316NFney/TjgqrHnx1r+PaDLXGFvwv6dRPkFZiwTAXnHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vwi3A69qaX7wSKsC/nXlomC8owP7kzArkSSnAVsjjiL4GKsDgAspf6tApwAzDXj/BWC7Ak0Q07rU0LcAmKiY7Zb0swB1AZrvppS7AnAT6Dgp4LMA0BMmH9V4owNQPVouhiijAkuIUs82NKMBxESzkZMgnwCQ8zo1C0SXASaihexmgI8CHhDuGH/cjwDnazkOvliLAHDDnXXibJsBOcIraApwhwITpt6Gv2iHA6kRU0342I8C+6q1V11AgwNdw9wEBtB3AW6+ZjVFsI8AduH9PM+UjwK4WXa9EviDAWK1Sbh+DHcBzmhqWBv8ewDw+FzAlBB7AuxtlfGy7HMClOUIZcqEbwPGwp0U1yxzAnh5CLOr6G8DT9JI+DUMUwLdKL8m/sxXAjiIRZuqSE8CVTNzsRqYQwBKO1zHO7gLAXtFj0msE/r95V9LLrBoCwOxv4fxycgPA5KjZC5/mDcDdb9Vy9CIMwJR7PGfaUA/A4WLqzkZnC8DazlPHMV0OwJ+imdMwzxPAasj1hwI/E8AgvOgd0+kUwNTHLaK6HQnAUCi8l3faEcD5DD/cdoIJwLG8X9hOKQPAQW+IZsyC9b/XPaDgvgb0vwkXujdUnPe/azKMyOBrBMDj/0J/NVcJwGzB6XhIMBLAgZwzL9YgDMBXoGlJsEkQwD3eu6Kk8hDAx0b9rX/xDcA94cP7Q94SwIZJp9ja3xPAemT8YZBWD8DSgGSfRssAwGZFRFY6ZwXABBbku3dpBMATFhWi2pEEwAi+jq0QShDALzX3cIq4EsDmbCYlsSQbwC4mzcwEvhnAwdY50FZhHsCBiU/g0agbwKHxFLwigx7AjacWU/b4HcD/zm+PZlEdwJMmM/EGzB/Ahi9RMp9WJcDzfk1mNSgkwOE8DoejTiTAhZR1t0DlJMCzVXi/9mUjwMWs0jF+cyDAMsaFJBfhIMALr+7U5QUdwL6x0rwcpB7A1M7wWXRwHsBba/hpR3EawMS0SZFl9hfAzCxCgxRKFcBDW7sObakXwCSqPi75LxfAdS2iXWFIFsD5RoXayFkWwDFp8vcuvBPAIxN/UwREEcAJ9yW2NSsUwG0DK1hAnRbAxZljXO8SFsBi2Wey2QIXwMzv0qgNNRzAQBclF6jgG8BITLBMK5wawF2PszZqlBvAhdM/MpEwIMDAZ9EY+FMYwPRPDNgrVRvAxDOTl4geFcDB5F05UZsVwGK6J+n/ChTAe++LS5dQGsBADeyfdkMUwDwR1yEnARbAwKRrgC6uH8C/mA6kLzMewPIn5vCWjhfAnXihlKmxG8AeJ7nmobUWwJM3oKXMFB3AzXfE0Kb+FsBMIzkTOhoTwCA/DqbpDQ/Aty6CNn2FCsA=\",\"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__\":\"/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+P6CCOUAnizeCqf45QGZyKrEw9DpA5zRoNOA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nHfOWPs6L+sXHHR51nLvwIrZrEMZfG/qOencq91/r++7en2od/4v3KeS3gmiAjASokU9xUjEMDgEZ5asloVwPvX9XswEBLAR6whme5HFcDm79OFzu8awBpR5ir9GR/AQ4fpMV1iHcAgz36HpGAewB8w2Zv0nSHAv8YMsPjrI8BZfk0WwaMgwDL6pzIABB7AcEP3xQdfIsAa/bhFbwkiwEEWcEZBEBvAHHvtwIlJIMAL6EiDZ1ogwCI0Z9B2JyHAMYokabNRIsCyz9H3Ae0iwFPE46JkiiPATCnND/0XI8DP872PLbMmwD/9SKy8aSfA96NxHtXTKMA0mpAxLosrwMWGI6pUeCzAen83JouBK8ARveqZlr0swHZE3mNeYivAGWxU3qUYJ8DOHAqk7eslwDJK8t4hPCbADsP11FZcJ8D92N8e8qsowEOXJxhixyjAs0V5jETLKMDWznA92GcpwNzc/Pe6/CXAhToT1Ia4KMC7OHRQByIpwFO+Wz6rtyrA5qReuLYBLsCOlFQypysuwAZSRwyJBC3A3BcPKITBLcAQruZwUx8qwFegfIlbsSnAHoLLW5QNLcCcn9fLf3guwP10FsDmyC7ABe0FFZiwL8C4HuWRKeAwwM6d+Lz3jTDADGArG32kL8Apfx3uYt8rwChcosh6yy7A9Oebt8wrLsAYPKZKlfgswLxfR8Fc6C/AahyXl+NkMcDsSACNmAIywCs2QjwUgjHAjOtWqnMCMsAP6JOK2HcwwIAYPSrQxDDAA4R0gbldMsAzcuw/riIywNPS1BzIMzPAP8JvJviyNMD2GZpUp5E2wBLCEXgP8jbAkbjfQ0XiNsCBQLvsBMo1wHn1IMVuODXA5KVNwxOnNsBEdyt1or42wFUfeGkMQzjAuR74DEtROsCrjNQ3mIc7wOks7pfSPTvASFIIPq1bOsDOEA79Ojw6wBRCNyvVTjvABc59rsglO8AssWW5G8E8wAm86CebpzzA9eL/D8g9PsCE/Wbzo+I8wJqazgWPtzvAk+nQX1MEO8Dh32vFEIQ6wIZOYfZcnTrAzvUG/ivROsCtVBDhxNc5wBqeXKeYzznAx/6mPoEpOcC+PaDnywo6wE5QtMG3VDrA/HgNU+zaOcDINy6W5P84wOo7AURlxTfAZMQxwocyOMANvMp6BN03wH/CD6FvfTjAgcu25cKZOMD3r/Qviqw4wLZIePWK/jfA5zM59cSwN8A7phIpl8w2wPu1ESqg+jfAJXcVh12bN8BUueImUoI3wMhjZcX9tTXAo8o6y36dNMCkR/KwdQo0wDfanAk0rjLAk1CqYRcRMsD2V4oReV4ywOoU4gP5nDPAe0lFkLWAMsCI2VtGFJQ0wCDzvgJq4DXAsDXvN0vyNcDR8Xe+VU41wPF1TMdCtTTAnliMsI2+M8CE1/i5DvYzwPV/+4MFhDPAKQNs2YAnNMD1YLGySv8zwPunkGJ3zzPA4z52jnOxMsDLVEcq5m0zwGrOAz3rRTPAPXjWqamuMcAQy/esOWcywFIQc3QrLTPARqoKD1UmM8BqpGSqHRYzwOj15dREezTAw30PDX9dM8Cl1QLO6RMzwJljzuVFoDHAxLWD/+EOMcBrCfGAdaQxwGacnc1FezLAWrT7Jf//MsC95B6UkW8ywCumoIsV2zDA0GdqDiarMMDeDmT9+/QwwGmi3VOwPDHAThmLYJ/YLsBZJs+NgqsswEuLvaVtqC7Ao7DSdF5XLsArw4sQ4pQtwMJprIR/dirATtgxpNdaKcBZBDAHHxAtwEYigdKVpifAl7aqdTXqJsDmqXAesDslwP/aI/llgSTAJFM1uSYaI8ApEQ655I8kwLtwv4xC9yPAnPRTkI32HMAelFhCFfMbwBx9DZePFhnA5o8GCV11FsBTax2cgZgXwFk42KFYJxPAD7eYukzfEsAZzHUK398QwA3OAteWvhTAPebkIY6OCcCAd5F1Zu7mv4Yxx4Q9K+K/9Ghjta8F6L+IDx6FyZW8vwQyrIo+beg/ikzm2QPp6L+M4mG2iybgv3c1rg7OhfC/gnhNp0wa9r8SyfZRKFP4v+aHbOUtBgHA5+z2mNJvAMCBbDD/mD3/v/iSiJeWTQfAFdKKaxFtCMAKc0Nnc8ADwEWIj0wEUgbA2BNtILgNBsAXJGPL3ncAwOgGBAQbtQvAcNQEvl8fCMB+OPjvavcGwHgS0GiDXgnAtz9+sNFT/b/mVoPKijP7v4yRHibdLfu/PnZySMHpAsDSusVWQQEEwHFwlkSNlRHAtcPGeiY+E8BnZPrG67kWwIhuK89xGRHAeTxPUPLnD8CQmIAIV/YPwCWFU5VG2hHAailV47aPB8D3HS2Dv+MMwAxJ+JYo+Q3AFxuqgwFbE8Du4gUUnecbwBariLJTsx/Az0RVnkpDIcDV7mG4n1MgwH8RxHjy7yPAc4XNcH/IIsBLbuPSd2UnwNQSv++kUyfARigMJTneI8DAnII6HHglwJo3jj4F6yHAm2q2kviHIMCvkW0tT28bwJa86HhmqhbAYNFu0xicD8C80HOzIScYwMaFcHAP8xTAP1bEge+6GcCgqx+EtgYdwNO62easyh3AzGPSOGghHMC5c6rTpsoawDhZjo8lTB3AmvrEyxDWGsAue1uXRs8awMidl3D+xRfA+m9N17CIFsBkjj8fH8kdwG1E1yxS7h7AKopi5G3pFcB2247DbUMVwEt07IFptxrAl/SHw7osHcBBCbFT7vcTwNtrt0niDBbAqe6HdaPdFMBXVTNz/SUYwEzdf/tARhrAL3G229wNG8Ax9u+xnqkawHJqVQ11HhbA1nFbYvqcF8DUXF1QOfoPwPqL2g0tyBTA5/TVxlNHGMDLhgYyiRwYwBfcB0mx1xfAead7w2xfFMDYk+Piaj4TwPlaFAtUORLAbeQa929bFsDSnec4w54fwHtUrFo23CLARUq1JUZ1H8CSBL5vCVUlwOfTxeku6CnAgcDV+7/MK8CcsZpfXvYswIVD8vvEYi7AdFWzjh0jMMA2HYljLT4uwHmejirMjizAYP65w6rXLsDVhgVti3wvwN9g6YZ4wzHAMsugXRU3McB1EVqC4xAywMwG6jpk9zPA75W72aBvNMDz7COogug0wL/2lM9VizTApk163yPzM8BrxYeBc+k0wDb1RHOCRjTA/AS3sglBNMAqGTIxwvM0wK1nFoASIjLAhUOYZRE3MMCwJ1t0HdowwOIlX07kGjTAtH5fBNKxM8AGxdKu0XUzwO3EyFuaZTPAraGM3cppMsCbMX6GaBAzwOthaK0ygDLAWZjmdvG/MMCpgakJL18xwHGMPhTsOzPAISxxLC5CM8CmnXulU3oywDR/uy3wejHArVS9VzuSL8CRYmJNMxwwwO8y3PYETC/ASTVfu8PdLsCu1adOmeYvwB+Etg9Vwi3A69qaX7wSKsC/nXlomC8owP7kzArkSSnAVsjjiL4GKsDgAspf6tApwAzDXj/BWC7Ak0Q07rU0LcAmKiY7Zb0swB1AZrvppS7AnAT6Dgp4LMA0BMmH9V4owNQPVouhiijAkuIUs82NKMBxESzkZMgnwCQ8zo1C0SXASaihexmgI8CHhDuGH/cjwDnazkOvliLAHDDnXXibJsBOcIraApwhwITpt6Gv2iHA6kRU0342I8C+6q1V11AgwNdw9wEBtB3AW6+ZjVFsI8AduH9PM+UjwK4WXa9EviDAWK1Sbh+DHcBzmhqWBv8ewDw+FzAlBB7AuxtlfGy7HMClOUIZcqEbwPGwp0U1yxzAnh5CLOr6G8DT9JI+DUMUwLdKL8m/sxXAjiIRZuqSE8CVTNzsRqYQwBKO1zHO7gLAXtFj0msE/r95V9LLrBoCwOxv4fxycgPA5KjZC5/mDcDdb9Vy9CIMwJR7PGfaUA/A4WLqzkZnC8DazlPHMV0OwJ+imdMwzxPAasj1hwI/E8AgvOgd0+kUwNTHLaK6HQnAUCi8l3faEcD5DD/cdoIJwLG8X9hOKQPAQW+IZsyC9b/XPaDgvgb0vwkXujdUnPe/azKMyOBrBMDj/0J/NVcJwGzB6XhIMBLAgZwzL9YgDMBXoGlJsEkQwD3eu6Kk8hDAx0b9rX/xDcA94cP7Q94SwIZJp9ja3xPAemT8YZBWD8DSgGSfRssAwGZFRFY6ZwXABBbku3dpBMATFhWi2pEEwAi+jq0QShDALzX3cIq4EsDmbCYlsSQbwC4mzcwEvhnAwdY50FZhHsCBiU/g0agbwKHxFLwigx7AjacWU/b4HcD/zm+PZlEdwJMmM/EGzB/Ahi9RMp9WJcDzfk1mNSgkwOE8DoejTiTAhZR1t0DlJMCzVXi/9mUjwMWs0jF+cyDAMsaFJBfhIMALr+7U5QUdwL6x0rwcpB7A1M7wWXRwHsBba/hpR3EawMS0SZFl9hfAzCxCgxRKFcBDW7sObakXwCSqPi75LxfAdS2iXWFIFsD5RoXayFkWwDFp8vcuvBPAIxN/UwREEcAJ9yW2NSsUwG0DK1hAnRbAxZljXO8SFsBi2Wey2QIXwMzv0qgNNRzAQBclF6jgG8BITLBMK5wawF2PszZqlBvAhdM/MpEwIMDAZ9EY+FMYwPRPDNgrVRvAxDOTl4geFcDB5F05UZsVwGK6J+n/ChTAe++LS5dQGsBADeyfdkMUwDwR1yEnARbAwKRrgC6uH8C/mA6kLzMewPIn5vCWjhfAnXihlKmxG8AeJ7nmobUWwJM3oKXMFB3AzXfE0Kb+FsBMIzkTOhoTwCA/DqbpDQ/Aty6CNn2FCsA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1000]},\"B\":{\"__ndarray__\":\"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8CmxCAAAA+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/fpsQgAAAEWi+2xCAACAEEf8bEIAAADc6/xsQgAAgKeQ/WxCAAAAczX+bEIAAIA+2v5sQgAAAAp//2xCAACA1SMAbUIAAAChyABtQgAAgGxtAW1CAAAAOBICbUIAAIADtwJtQgAAAM9bA21CAACAmgAEbUIAAABmpQRtQgAAgDFKBW1CAAAA/e4FbUIAAIDIkwZtQgAAAJQ4B21CAACAX90HbUIAAAArgghtQgAAgPYmCW1CAAAAwssJbUIAAICNcAptQgAAAFkVC21CAACAJLoLbUIAAADwXgxtQgAAgLsDDW1CAAAAh6gNbUIAAIBSTQ5tQgAAAB7yDm1CAACA6ZYPbUIAAAC1OxBtQgAAgIDgEG1CAAAATIURbUIAAIAXKhJtQgAAAOPOEm1CAACArnMTbUIAAAB6GBRtQgAAgEW9FG1CAAAAEWIVbUIAAIDcBhZtQgAAAKirFm1CAACAc1AXbUIAAAA/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]}},\"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__\":\"/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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\",\"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__\":\"AACA9VmNa0IAAADB/o1rQgAAgIyjjmtCAAAAWEiPa0IAAIAj7Y9rQgAAAO+RkGtCAACAujaRa0IAAACG25FrQgAAgFGAkmtCAAAAHSWTa0IAAIDoyZNrQgAAALRulGtCAACAfxOVa0IAAABLuJVrQgAAgBZdlmtCAAAA4gGXa0IAAICtppdrQgAAAHlLmGtCAACARPCYa0IAAAAQlZlrQgAAgNs5mmtCAAAAp96aa0IAAIByg5trQgAAAD4onGtCAACACc2ca0IAAADVcZ1rQgAAgKAWnmtCAAAAbLuea0IAAIA3YJ9rQgAAAAMFoGtCAACAzqmga0IAAACaTqFrQgAAgGXzoWtCAAAAMZiia0IAAID8PKNrQgAAAMjho2tCAACAk4aka0IAAABfK6VrQgAAgCrQpWtCAAAA9nSma0IAAIDBGadrQgAAAI2+p2tCAACAWGOoa0IAAAAkCKlrQgAAgO+sqWtCAAAAu1Gqa0IAAICG9qprQgAAAFKbq2tCAACAHUCsa0IAAADp5KxrQgAAgLSJrWtCAAAAgC6ua0IAAIBL065rQgAAABd4r2tCAACA4hywa0IAAACuwbBrQgAAgHlmsWtCAAAARQuya0IAAIAQsLJrQgAAANxUs2tCAACAp/mza0IAAABznrRrQgAAgD5DtWtCAAAACui1a0IAAIDVjLZrQgAAAKExt2tCAACAbNa3a0IAAAA4e7hrQgAAgAMguWtCAAAAz8S5a0IAAICaabprQgAAAGYOu2tCAACAMbO7a0IAAAD9V7xrQgAAgMj8vGtCAAAAlKG9a0IAAIBfRr5rQgAAACvrvmtCAACA9o+/a0IAAADCNMBrQgAAgI3ZwGtCAAAAWX7Ba0IAAIAkI8JrQgAAAPDHwmtCAACAu2zDa0IAAACHEcRrQgAAgFK2xGtCAAAAHlvFa0IAAIDp/8VrQgAAALWkxmtCAACAgEnHa0IAAABM7sdrQgAAgBeTyGtCAAAA4zfJa0IAAICu3MlrQgAAAHqBymtCAACARSbLa0IAAAARy8trQgAAgNxvzGtCAAAAqBTNa0IAAIBzuc1rQgAAAD9ezmtCAACACgPPa0IAAADWp89rQgAAgKFM0GtCAAAAbfHQa0IAAIA4ltFrQgAAAAQ70mtCAACAz9/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/fpsQgAAAEWi+2xCAACAEEf8bEIAAADc6/xsQgAAgKeQ/WxCAAAAczX+bEIAAIA+2v5sQgAAAAp//2xCAACA1SMAbUIAAAChyABtQgAAgGxtAW1CAAAAOBICbUIAAIADtwJtQgAAAM9bA21CAACAmgAEbUIAAABmpQRtQgAAgDFKBW1CAAAA/e4FbUIAAIDIkwZtQgAAAJQ4B21CAACAX90HbUIAAAArgghtQgAAgPYmCW1CAAAAwssJbUIAAICNcA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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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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__\":\"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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]}},\"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",
-       "  <div class=\"bk-root\" id=\"c8e3e685-92ac-4373-a230-e4c1b1fac5e6\" data-root-id=\"1533\"></div>\n"
+       "  <div class=\"bk-root\" id=\"2735bda3-efb9-4d17-ab94-84d99c70c3e1\" data-root-id=\"1533\"></div>\n"
       ]
      },
      "metadata": {},
@@ -691,8 +727,8 @@
        "(function(root) {\n",
        "  function embed_document(root) {\n",
        "    \n",
-       "  var docs_json = 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+       "  var render_items = [{\"docid\":\"c94a1082-cbdd-418f-b0f4-af7b394d657e\",\"root_ids\":[\"1533\"],\"roots\":{\"1533\":\"2735bda3-efb9-4d17-ab94-84d99c70c3e1\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
        "\n",
        "  }\n",
@@ -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": {
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       },
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@@ -9781,7 +9822,12 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:48:34.984346Z",
+     "start_time": "2021-05-31T10:48:34.827749Z"
+    }
+   },
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     {
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0.9999999999999999], \"matches\": \"x\", \"title\": {\"text\": \"mpg\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"acceleration\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.0, 1.0], \"matches\": \"y\", \"showticklabels\": false}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.0, 1.0], \"matches\": \"y\", \"showticklabels\": false}},                        {\"responsive\": true}                    ).then(function(){\n",
        "                            \n",
-       "var gd = document.getElementById('c931b3d6-d4a5-4fee-acba-8c01bb097a76');\n",
+       "var gd = document.getElementById('dd3054c2-173b-4214-9559-c154fc9e8224');\n",
        "var x = new MutationObserver(function (mutations, observer) {{\n",
        "        var display = window.getComputedStyle(gd).display;\n",
        "        if (!display || display === 'none') {{\n",
@@ -12044,6 +12090,10 @@
    "cell_type": "code",
    "execution_count": 10,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:48:35.005151Z",
+     "start_time": "2021-05-31T10:48:34.987273Z"
+    },
     "id": "-_DFIxBq6wa5"
    },
    "outputs": [],
@@ -12067,8 +12117,8 @@
     "bokeh_scatter.width = None  # Width will now be responsive rather than fixed\n",
     "\n",
     "bokeh_section += (\n",
-    "    es.Row(es.Column(bokeh_lines, title=\"Line Plot with Range Slider\")),\n",
-    "    es.Row(es.Column(bokeh_scatter, title=\"Scatter Plot\"))\n",
+    "    es.Row(children=es.Column(children=[bokeh_lines], title=\"Line Plot with Range Slider\")),\n",
+    "    es.Row(children=es.Column(children=[bokeh_scatter], title=\"Scatter Plot\"))\n",
     ")\n",
     "\n",
     "\n",
@@ -12085,8 +12135,8 @@
     "\"\"\"\n",
     "\n",
     "plotly_section += (\n",
-    "    es.Row(es.Column(plotly_lines, title=\"Line Plot\")),\n",
-    "    es.Row(es.Column(plotly_scatter, title=\"Scatter Plot with Facet Columns\"))\n",
+    "    es.Row(children=es.Column(children=[plotly_lines], title=\"Line Plot\")),\n",
+    "    es.Row(children=es.Column(children=[plotly_scatter], title=\"Scatter Plot with Facet Columns\"))\n",
     ")\n",
     "\n",
     "my_page += bokeh_section, plotly_section"
@@ -12105,6 +12155,10 @@
    "cell_type": "code",
    "execution_count": 11,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:48:37.274411Z",
+     "start_time": "2021-05-31T10:48:35.009040Z"
+    },
     "scrolled": false
    },
    "outputs": [
@@ -12119,9 +12173,8 @@
      "data": {
       "text/html": [
        "<head>\n",
+       "<script src='https://cdn.plot.ly/plotly-latest.min.js'></script>\n",
        "<link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\">\n",
-       "        <script src='https://cdn.plot.ly/plotly-latest.min.js'></script>\n",
-       "        \n",
        "</head>\n"
       ],
       "text/plain": [
@@ -12138,20 +12191,15 @@
       "text/html": [
        "<!doctype html>\n",
        "<html>\n",
-       "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\">\n",
-       "        <script src='https://cdn.plot.ly/plotly-latest.min.js'></script>\n",
-       "        </head>\n",
+       "<head><script src='https://cdn.plot.ly/plotly-latest.min.js'></script>\n",
+       "<link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<main class='container px-2'>\n",
-       "<h1 class='display-4 my-3'>Interactive Plots</h1>\n",
-       "\n",
-       "<div class='px-1 mb-5'>\n",
-       "<h2 class='mb-3'>Bokeh</h2>\n",
-       "\n",
+       "<main class='container px-2'><h1 class='display-4 my-3'>Interactive Plots</h1>\n",
+       "<div class='px-1 mb-5'><h3 class='mb-3'>Bokeh</h3>\n",
        "<div class='row'>\n",
        "<div class='col-lg mb-3'>\n",
-       "<div class='container-fluid px-1'>\n",
+       "<div class='px-1'>\n",
        "<p>The <a href=\"https://github.com/PatrikHlobil/Pandas-Bokeh\">pandas-bokeh</a> library offers \n",
        "convenient functions for producing interactive Bokeh plots with few lines of code.</p>\n",
        "<p>Bokeh figures have a fixed width and height by default - we can override this behaviour\n",
@@ -12161,13 +12209,9 @@
        "\n",
        "</div>\n",
        "</div>\n",
-       "\n",
-       "</div>\n",
-       " <div class='row'>\n",
-       "<div class='col-lg mb-3'>\n",
-       "<h5 class='px-1 mb-3'>Line Plot with Range Slider</h5>\n",
-       "\n",
-       "<div class='mb-3' style='width: auto; height: auto;'>\n",
+       "</div> <div class='row'>\n",
+       "<div class='col-lg mb-3'><h5 class='px-1 mb-3'>Line Plot with Range Slider</h5>\n",
+       "<div class='mb-3' style='max-width: 100%; height: auto;'>\n",
        "<script type=\"text/javascript\">\n",
        "    (function() {\n",
        "          var fn = function() {\n",
@@ -12175,8 +12219,8 @@
        "              (function(root) {\n",
        "                function embed_document(root) {\n",
        "                  \n",
-       "                var docs_json = '{\"13eaed23-80ca-4118-9c59-c8e853037dfe\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1003\"},{\"id\":\"1036\"}],\"margin\":[0,0,0,0]},\"id\":\"1220\",\"type\":\"Column\"},{\"attributes\":{\"axis\":{\"id\":\"1046\"},\"ticker\":null},\"id\":\"1049\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1260\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@__x__values_original\":\"datetime\"},\"mode\":\"vline\",\"renderers\":[{\"id\":\"1061\"}],\"tooltips\":[[\"x\",\"@__x__values_original{%F}\"],[\"A\",\"@{A}\"]]},\"id\":\"1087\",\"type\":\"HoverTool\"},{\"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\":\"1264\",\"type\":\"DaysTicker\"},{\"attributes\":{\"active_multi\":{\"id\":\"1052\"},\"tools\":[{\"id\":\"1052\"}]},\"id\":\"1050\",\"type\":\"Toolbar\"},{\"attributes\":{\"below\":[{\"id\":\"1046\"}],\"center\":[{\"id\":\"1049\"}],\"height\":130,\"renderers\":[{\"id\":\"1093\"},{\"id\":\"1132\"},{\"id\":\"1173\"},{\"id\":\"1216\"}],\"title\":{\"id\":\"1037\"},\"toolbar\":{\"id\":\"1050\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1039\"},\"x_scale\":{\"id\":\"1042\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1044\"}},\"id\":\"1036\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1261\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1053\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1263\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1268\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1269\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1265\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1267\",\"type\":\"DaysTicker\"},{\"attributes\":{\"text\":\"Time 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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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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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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__\":\"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/REC1MqaObupEQLCu2JRB6URAvbac0XuXREDRFMe1EkFEQB6MKWvE40RAHGJuHKmPRED0zAF2gItEQDlAxwG76kNAWQESRJgpREC5CQMG3kxDQDVYTFqQOkNATaZBmcFoQ0BsbkuXd6VDQH5ExnPsUENAxwDU4g8qREDWWAStqWdEQJaEUQHIf0RAyn4WrfBiREDO3Ua2lwJEQHpgF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4RTTANh0cFUaRNMB4m+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]},\"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__\":\"/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]},\"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]},\"B\":{\"__ndarray__\":\"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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\":\"13eaed23-80ca-4118-9c59-c8e853037dfe\",\"root_ids\":[\"1220\"],\"roots\":{\"1220\":\"78f4696d-9603-4afc-b8cf-cb94946b9720\"}}];\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]},\"__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+KUO6K4HUEAx7xdUgBtQQBInzitzPVBASKpZaIdmUECRzc0/8pxQQH07Abl45lBAgBM8JQFKUUCcTYKMFG1RQFRSxk0aTVFACPseDGRFUUBMvtAPytxRQE5lS4EnGVJA8y//EUMWUkC8q2SmcuhRQF/etbT5/VFAaw1hiT13UkCg+zwe0lpSQBAeEDuM3VFAglUN43WLUkAcZ96wgudSQJQDQvwx31JAIHk61IEHU0Bv+ohiCzRTQN7S0qZsWlNANWmqZqLQU0CKQkan7fxTQLOHuoATmFNAvrj8mPt/U0BLLaPNdW1TQNcTTkFZglNAwKGFFDCSU0DTCNsNeG5TQBtZXMJYX1NAlhpTCHLdU0BOUh1sAh5UQNYJJ8phglRAy3VbW9eLVECTaiADrZxUQAximiq8ElRA9z9HEkbzU0DlKZcH3QBUQCRCzm5Q8lNAObOy0NuwU0BKLlfKz2tTQOgKmFjnz1NA7u++PxTNU0AjmqshEzFUQLmu/JaBPVRAc5bC+Jh5VEDAsxVimZJUQNo84dL4cFRAkE6gEfeNVEDqWTWjop5UQL27rOAhN1VAFF2t1KtqVUBnisY3qmxVQCN2USpgT1VAAmGEABU8VUBvz+QoeVhVQOBgOcARrFVAV6p523u1VUBUvutoml9VQEGrd67ih1VAvk7WrgOZVUAcCDqFUfZVQFsV6eQP9FVA8lKdePD/VUDgi56vWO5VQKAiBr9D0lVAuSDvfCRMVUCnhJHZaWhVQD0uMNS1g1VAkiPOrpK2VUBrUYdj78NVQKRea3xzq1VAK8M9w4dCVkBMmcpSIlhWQE+Sk0LIdlZA+c/UQUpOVkDfnvmAPxVWQMwcIQOnP1ZA58kNKC1bVkCBo5bpJEpWQMLLinSQzFVADSJGOltwVUAwp2c7TmBVQF23LMmEwlVAgcD+Ma53VUDK43snJ1BVQMZqZA5PRVVANzBukXBDVUCFIL+CPWNVQB6sartEd1VA0a1LxWJuVUDkz9udHXlVQKJ6VSLtI1VAreEzEZFPVUCWXS9mVjtVQGLSDknmRlVAc8HtWEAKVUAWLqE/yU9VQHRepPlLNFVAKh9mNNanVUA6CxTHNLFVQMIynqmU2lVAUc+7AbCMVUDOANi8EStVQPEQwVHu41RA9SQ7znEAVUBIk8On6kVUQLkuR1dLCFRACe85aAEGVEB21ZxJQ0dUQDKJt/xNa1RAH8pGXhKKVECDBtW/xn1UQDsXdXX5PVRA7mo3+WSvVEA2a6NAgIpUQFiRLk0Rc1RARJ9GCJdaVECw7SetjVZUQKAh2o8+vVRAH143UbtMVUA=\",\"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+RkGtCAACAujaRa0IAAACG25FrQgAAgFGAkmtCAAAAHSWTa0IAAIDoyZNrQgAAALRulGtCAACAfxOVa0IAAABLuJVrQgAAgBZdlmtCAAAA4gGXa0IAAICtppdrQgAAAHlLmGtCAACARPCYa0IAAAAQlZlrQgAAgNs5mmtCAAAAp96aa0IAAIByg5trQgAAAD4onGtCAACACc2ca0IAAADVcZ1rQgAAgKAWnmtCAAAAbLuea0IAAIA3YJ9rQgAAAAMFoGtCAACAzqmga0IAAACaTqFrQgAAgGXzoWtCAAAAMZiia0IAAID8PKNrQgAAAMjho2tCAACAk4aka0IAAABfK6VrQgAAgCrQpWtCAAAA9nSma0IAAIDBGadrQgAAAI2+p2tCAACAWGOoa0IAAAAkCKlrQgAAgO+sqWtCAAAAu1Gqa0IAAICG9qprQgAAAFKbq2tCAACAHUCsa0IAAADp5KxrQgAAgLSJrWtCAAAAgC6ua0IAAIBL065rQgAAABd4r2tCAACA4hywa0IAAACuwbBrQgAAgHlmsWtCAAAARQuya0IAAIAQsLJrQgAAANxUs2tCAACAp/mza0IAAABznrRrQgAAgD5DtWtCAAAACui1a0IAAIDVjLZrQgAAAKExt2tCAACAbNa3a0IAAAA4e7hrQgAAgAMguWtCAAAAz8S5a0IAAICaabprQgAAAGYOu2tCAACAMbO7a0IAAAD9V7xrQgAAgMj8vGtCAAAAlKG9a0IAAIBfRr5rQgAAACvrvmtCAACA9o+/a0IAAADCNMBrQgAAgI3ZwGtCAAAAWX7Ba0IAAIAkI8JrQgAAAPDHwmtCAACAu2zDa0IAAACHEcRrQgAAgFK2xGtCAAAAHlvFa0IAAIDp/8VrQgAAALWkxmtCAACAgEnHa0IAAABM7sdrQgAAgBeTyGtCAAAA4zfJa0IAAICu3MlrQgAAAHqBymtCAACARSbLa0IAAAARy8trQgAAgNxvzGtCAAAAqBTNa0IAAIBzuc1rQgAAAD9ezmtCAACACgPPa0IAAADWp89rQgAAgKFM0GtCAAAAbfHQa0IAAIA4ltFrQgAAAAQ70mtCAACAz9/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/fpsQgAAAEWi+2xCAACAEEf8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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]},\"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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AAgC6ua0IAAIBL065rQgAAABd4r2tCAACA4hywa0IAAACuwbBrQgAAgHlmsWtCAAAARQuya0IAAIAQsLJrQgAAANxUs2tCAACAp/mza0IAAABznrRrQgAAgD5DtWtCAAAACui1a0IAAIDVjLZrQgAAAKExt2tCAACAbNa3a0IAAAA4e7hrQgAAgAMguWtCAAAAz8S5a0IAAICaabprQgAAAGYOu2tCAACAMbO7a0IAAAD9V7xrQgAAgMj8vGtCAAAAlKG9a0IAAIBfRr5rQgAAACvrvmtCAACA9o+/a0IAAADCNMBrQgAAgI3ZwGtCAAAAWX7Ba0IAAIAkI8JrQgAAAPDHwmtCAACAu2zDa0IAAACHEcRrQgAAgFK2xGtCAAAAHlvFa0IAAIDp/8VrQgAAALWkxmtCAACAgEnHa0IAAABM7sdrQgAAgBeTyGtCAAAA4zfJa0IAAICu3MlrQgAAAHqBymtCAACARSbLa0IAAAARy8trQgAAgNxvzGtCAAAAqBTNa0IAAIBzuc1rQgAAAD9ezmtCAACACgPPa0IAAADWp89rQgAAgKFM0GtCAAAAbfHQa0IAAIA4ltFrQgAAAAQ70mtCAACAz9/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/LjTbEIAAIDHXdRsQgAAAJMC1WxCAACAXqfVbEIAAAAqTNZsQgAAgPXw1mxCAAAAwZXXbEIAAICMOthsQgAAAFjf2GxCAACAI4TZbEIAAADvKNpsQgAAgLrN2mxCAAAAhnLbbE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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]},\"B\":{\"__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__\":\"AACA9VmNa0IAAADB/o1rQgAAgIyjjmtCAAAAWEiPa0IAAIAj7Y9rQgAAAO+RkGtCAACAujaRa0IAAACG25FrQgAAgFGAkmtCAAAAHSWTa0IAAIDoyZNrQgAAALRulGtCAACAfxOVa0IAAABLuJVrQgAAgBZdlmtCAAAA4gGXa0IAAICtppdrQgAAAHlLmGtCAACARPCYa0IAAAAQlZlrQgAAgNs5mmtCAAAAp96aa0IAAIByg5trQgAAAD4onGtCAACACc2ca0IAAADVcZ1rQgAAgKAWnmtCAAAAbLuea0IAAIA3YJ9rQg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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]}},\"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\":\"40483d15-0341-4869-a744-3d4e186341b0\",\"root_ids\":[\"1220\"],\"roots\":{\"1220\":\"6b08f4a0-04ee-4f98-b07e-1983e20dbb20\"}}];\n",
        "                root.Bokeh.embed.embed_items(docs_json, render_items);\n",
        "              \n",
        "                }\n",
@@ -12205,16 +12249,12 @@
        "        })();\n",
        "</script>\n",
        "\n",
-       "<div class=\"bk-root\" id=\"78f4696d-9603-4afc-b8cf-cb94946b9720\" data-root-id=\"1220\"></div>\n",
+       "<div class=\"bk-root\" id=\"6b08f4a0-04ee-4f98-b07e-1983e20dbb20\" data-root-id=\"1220\"></div>\n",
        "</div>\n",
        "</div>\n",
-       "\n",
-       "</div>\n",
-       " <div class='row'>\n",
-       "<div class='col-lg mb-3'>\n",
-       "<h5 class='px-1 mb-3'>Scatter Plot</h5>\n",
-       "\n",
-       "<div class='mb-3' style='width: auto; height: 400px;'>\n",
+       "</div> <div class='row'>\n",
+       "<div class='col-lg mb-3'><h5 class='px-1 mb-3'>Scatter Plot</h5>\n",
+       "<div class='mb-3' style='max-width: 100%; height: 400px;'>\n",
        "<script type=\"text/javascript\">\n",
        "    (function() {\n",
        "          var fn = function() {\n",
@@ -12222,8 +12262,8 @@
        "              (function(root) {\n",
        "                function embed_document(root) {\n",
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-       "\n",
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-       "\n",
        "</div>\n",
-       " <div class='px-1 mb-5'>\n",
-       "<h2 class='mb-3'>Plotly</h2>\n",
-       "\n",
+       "</div> <div class='px-1 mb-5'><h3 class='mb-3'>Plotly</h3>\n",
        "<div class='row'>\n",
        "<div class='col-lg mb-3'>\n",
-       "<div class='container-fluid px-1'>\n",
+       "<div class='px-1'>\n",
        "<p>With the <a href=\"https://plotly.com/python/pandas-backend/\">Plotly backend for Pandas</a> \n",
        "we can access the Plotly Express API directly from the <code>.plot()</code> method of any DataFrame or Series.</p>\n",
        "<p>Plotly figures will expand to fill their container space by default. \n",
@@ -12273,39 +12308,27 @@
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-       "\n",
-       "</div>\n",
-       " <div class='row'>\n",
-       "<div class='col-lg mb-3'>\n",
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-       "\n",
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-       "<div class='col-lg mb-3'>\n",
-       "<h5 class='px-1 mb-3'>Scatter Plot with Facet Columns</h5>\n",
-       "\n",
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+       "</div> <div class='row'>\n",
+       "<div class='col-lg mb-3'><h5 class='px-1 mb-3'>Scatter Plot with Facet Columns</h5>\n",
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\"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"white\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"radialaxis\": {\"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"yaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}, \"zaxis\": {\"backgroundcolor\": \"white\", \"gridcolor\": \"#DFE8F3\", \"gridwidth\": 2, \"linecolor\": \"#EBF0F8\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"#EBF0F8\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}, \"bgcolor\": \"white\", \"caxis\": {\"gridcolor\": \"#DFE8F3\", \"linecolor\": \"#A2B1C6\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"#EBF0F8\", \"linecolor\": \"#EBF0F8\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"#EBF0F8\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"Cars\"}, \"xaxis\": {\"anchor\": \"y\", \"domain\": [0.0, 0.31999999999999995], \"title\": {\"text\": \"mpg\"}}, \"xaxis2\": {\"anchor\": \"y2\", \"domain\": [0.33999999999999997, 0.6599999999999999], \"matches\": \"x\", \"title\": {\"text\": \"mpg\"}}, \"xaxis3\": {\"anchor\": \"y3\", \"domain\": [0.6799999999999999, 0.9999999999999999], \"matches\": \"x\", \"title\": {\"text\": \"mpg\"}}, \"yaxis\": {\"anchor\": \"x\", \"domain\": [0.0, 1.0], \"title\": {\"text\": \"acceleration\"}}, \"yaxis2\": {\"anchor\": \"x2\", \"domain\": [0.0, 1.0], \"matches\": \"y\", \"showticklabels\": false}, \"yaxis3\": {\"anchor\": \"x3\", \"domain\": [0.0, 1.0], \"matches\": \"y\", \"showticklabels\": false}},                        {\"responsive\": true}                    )                };                            </script>        \n",
        "</div>\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</main>\n",
-       "\n",
        "</div>\n",
-       "        <script src='https://cdn.bokeh.org/bokeh/release/bokeh-2.3.1.min.js'\n",
-       "                crossorigin='anonymous'></script>\n",
-       "        <script src='https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.1.min.js'\n",
-       "                crossorigin='anonymous'></script>\n",
-       "        <script src='https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.1.min.js'\n",
-       "                crossorigin='anonymous'></script>\n",
-       "        \n",
+       "\n",
+       "<script type=\"text/javascript\" src=\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\" integrity=\"sha384-XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\" crossorigin=\"anonymous\"></script>\n",
+       "<script type=\"text/javascript\" src=\"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\" integrity=\"sha384-TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\" crossorigin=\"anonymous\"></script>\n",
+       "<script type=\"text/javascript\" src=\"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\" integrity=\"sha384-bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\" crossorigin=\"anonymous\"></script>\n",
+       "<script type=\"text/javascript\">\n",
+       "    Bokeh.set_log_level(\"info\");\n",
+       "</script>\n",
        "</body>\n",
        "</html>\n"
       ],
@@ -12314,9 +12337,7 @@
       ]
      },
      "metadata": {
-      "text/html": {
-       "isolated": true
-      }
+      "isolated": true
      },
      "output_type": "display_data"
     },
@@ -12342,7 +12363,12 @@
     {
      "data": {
       "text/plain": [
-       "<class 'esparto._layout.Page'>: 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",
+    "<small><i>\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",
+    "</i></small>\n",
+    "  \n",
+    "<small><i>\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",
+    "</i></small>\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 @@
        "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
+       "<div class='px-1 mb-5'><h3 class='mb-3'>Introduction</h3>\n",
+       "<div class='row'>\n",
+       "<div class='col-lg mb-3'>\n",
        "<div class='px-1'>\n",
        "<p>The <strong>Iris flower</strong> 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",
        "</div>\n",
        "</div>\n",
+       "</div>\n",
+       "</div>\n",
+       "</div>\n",
        "\n",
        "</body>\n",
        "</html>\n"
@@ -203,7 +233,7 @@
     {
      "data": {
       "text/plain": [
-       "<esparto._content.Markdown at 0x7fdd5e7a5a00>"
+       "{'Introduction': [{'Row 0': [{'Column 0': ['Markdown']}]}]}"
       ]
      },
      "execution_count": 5,
@@ -212,20 +242,38 @@
     }
    ],
    "source": [
-    "intro_md = es.Markdown(intro)\n",
-    "intro_md"
+    "my_page[\"Introduction\"] >> intro"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To add additional content without a title we use the `+=` method to append in place."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 217
-    },
-    "id": "p1D2AD4xJcPO",
-    "outputId": "668a7869-9ca9-40c6-bc96-b29c03be1096"
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:34.592022Z",
+     "start_time": "2021-05-31T10:41:34.585468Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "my_page.introduction += credits"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:34.639213Z",
+     "start_time": "2021-05-31T10:41:34.597344Z"
+    }
    },
    "outputs": [
     {
@@ -243,14 +291,41 @@
        "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
+       "<div class='px-1 mb-5'><h3 class='mb-3'>Introduction</h3>\n",
+       "<div class='row'>\n",
+       "<div class='col-lg mb-3'>\n",
+       "<div class='px-1'>\n",
+       "<p>The <strong>Iris flower</strong> 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",
+       "'The use of multiple measurements in taxonomic problems as an example of linear discriminant analysis'. \n",
+       "It is sometimes called Anderson's Iris data set because Edgar Anderson collected the data to quantify \n",
+       "the morphologic variation of Iris flowers of three related species. Two of the three species were \n",
+       "collected in the Gaspé Peninsula \"all from the same pasture, and picked on the same day and measured at \n",
+       "the same time by the same person with the same apparatus\".</p>\n",
+       "<p>The data set consists of 50 samples from each of three species of Iris (Iris setosa, Iris virginica and \n",
+       "Iris versicolor). Four features were measured from each sample: the length and the width of the sepals \n",
+       "and petals, in centimeters. Based on the combination of these four features, Fisher developed a linear \n",
+       "discriminant model to distinguish the species from each other.</p>\n",
+       "\n",
+       "</div>\n",
+       "</div>\n",
+       "</div> <div class='row'>\n",
+       "<div class='col-lg mb-3'>\n",
        "<div class='px-1'>\n",
-       "<p><em>Retrieved from <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Wikipedia</a> on 2021-04-05</em><br />\n",
-       "<em>License: <a href=\"https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\">CC-BY-SA-3.0</a></em>  </p>\n",
-       "<p><em>Photo of Iris Virginica by Eric Hunt</em><br />\n",
-       "<em>License: <a href=\"https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0\">CC-BY-SA-4.0</a></em></p>\n",
+       "<p><small><i>\n",
+       "Text retrieved from <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Wikipedia</a> on 2021-04-05<br />\n",
+       "License: <a href=\"https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\">CC-BY-SA-3.0</a><br />\n",
+       "</i></small></p>\n",
+       "<p><small><i>\n",
+       "Photo of Iris Virginica by Eric Hunt<br />\n",
+       "License: <a href=\"https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0\">CC-BY-SA-4.0</a>\n",
+       "</i></small></p>\n",
        "\n",
        "</div>\n",
        "</div>\n",
+       "</div>\n",
+       "</div>\n",
+       "</div>\n",
        "\n",
        "</body>\n",
        "</html>\n"
@@ -286,17 +361,17 @@
     {
      "data": {
       "text/plain": [
-       "<esparto._content.Markdown at 0x7fdd5e7b4b80>"
+       "{'Introduction': [{'Row 0': [{'Column 0': ['Markdown']}]},\n",
+       "                  {'Row 1': [{'Column 0': ['Markdown']}]}]}"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "credits_md = es.Markdown(content_credit)\n",
-    "credits_md"
+    "my_page.introduction"
    ]
   },
   {
@@ -306,17 +381,21 @@
    },
    "source": [
     "## Images\n",
-    "To add an image to the report, we give the image filepath to an Image object. \n",
+    "To add an image to the report, we pass the image file path as a string.\n",
     "A caption and alternative text can also be provided.\n",
     "\n",
     "\n",
-    "Since the original image is rather large we scale it down to 60% of its original size."
+    "Since the original image is rather large we set a maximum height with `.set_height()`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.127776Z",
+     "start_time": "2021-05-31T10:41:34.643819Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/"
     },
@@ -331,8 +410,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.149672Z",
+     "start_time": "2021-05-31T10:41:35.139820Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/",
      "height": 422
@@ -340,6 +423,22 @@
     "id": "hP3KHcXe6Hpy",
     "outputId": "ac6b01da-8d46-47b9-f5b4-79b63e3b6437"
    },
+   "outputs": [],
+   "source": [
+    "pic = \"./iris-virginica.jpg\"\n",
+    "iris_img = es.Image(pic, caption=\"Iris Virginica\", alt_text=pic)\n",
+    "iris_img.set_height(250)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.233918Z",
+     "start_time": "2021-05-31T10:41:35.156284Z"
+    }
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -356,7 +455,7 @@
        "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<figure class='text-center my-1'><img class='figure-img rounded' alt='./iris-virginica.jpg' src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAADICAIAAAAiOjnJAAEAAElEQVR4nJT9Z7hl6XUWir5jjG/OueLOtSunrs651d2SWtmSbMuSgywbB8ARYz+GEy5gDPcQDpxrwgFjOId7zwM+xlwDNibZgJGTLNmSlSWr1TlUdVcOO4cV55zfGOP++Oba1TZcMPXU009V9d5rrzXnmCO87zvejxiE3/+LcPufiGZ/JIc4CqDDVpi3IC0KwfNcmAE1iS4RUiFEiqVTRVa5RqQXcAAgJURDNDcHFOZQAdqgFrhAaHFogQryzF2gjro2NbjD0/czmBECjCEEMnAFrkElrEIcwyuiirz0wMQMkEvOlBFyuCgElFGVm+WwQM4eAol5MGRGHiEm5CxgYjJ2DgKC5GJkYIAMcCdWEnAwA4HJhSFeR5tWmEZMPU5qm6CeRq+dncihZk5AZIcxEzmIiChdGWNmIiIiZiYQAjvB3ZnZzAB3dyYmJhIncQixAGTO0cgR2Nic4YRIpMwKq93UAQITBXLm5i5IICInhkhzST2ClNiYaiczKGAgI1KQgZgJnmWB2DmwwSQIBBCCsAuDQARmcnO4m6mbA3D3gD/cr+bWpiAhMBGBAHc3dyKAiJhA5CBPH4OZnP0gWA3pbTgRyGGAAT4LOyI4uTvgMDMImcNu/+j0dU4EdzBARARvbo67O4GadyNCDjcA5MzOQkbGgVzc2ZmJCCAYAHVywGDqnN6KuZOTEzngBiIzdXI0cUDNO3In4vSeLKrFCqYaIymiWqxNayMFHEwEJzUnM+aDB9bd/Y2Prbu7Owjulj6cmcUYzQwAC7tCnMjhaiTEAmUDE2DO8AAwmcPcjAxERJ4+DuR2wvB0AQ0+Sx7EgKaP5u4EpBvjcLiB3Jgo1ioCM4cQkYEovY7BOf07xN2b+yjsAMz+G4GVvgGAwZngAAFM7IT0zJk5AHZPMeIgOAggEYtGBDiZ2+xzEAEMOBxExAA7GGBAQExOBjgzqcO8iTsi9zfENRGEwEQOd3ez2eOfXodhDmI4OWfwzJQdwZUBIc7S/2KQkzuntwAwpetIru7kDpgbMzGRRkMAgQkEEmImgJjd4GYMmLmbuRrcY9QY1Z2IyA0ggcHd3JyJzEDuzMRongxKn809RRIRuYOEIWJmKdhUDYYU7mwAO5zIYEzM5AaIw+EMY3dOj6uDCbMHz5tHk5hJ1VK6ml1AMENrI6R/ATNZdFcnhxipO9gtggQUpHn0hUmdWNwxe+fsbixi7mZGTH/YjEUEczBTCmxySjWUUnwoOVJIACkO3EHk1jyK5g6e/dUAQwobZkLKKAyQg+GAuasDYEoJw5uYFE4/gwM5uZuTAcRQa55zJ0AAggcQQBk8wINDAAGCO8GJU6A7CEbkoPTzjFRVPBDYokHcorqzs1MQT3mUxR1gTnmamRCN3Eyja3R1wB0OJ3c4YObN05MqxCyeQBCh3395qbn9KdeoqZoZ6mhmcLdUHsgAAQzgVDUcgVwhOREI6VEjUKDmOWweSWKGu6umqkspuTS3xhwOEXG3pigwkTrSPQQ5YGrCZGrORGrpFcnU3ZtCTtYUH3Ij++8phZjl0hRP8PR2iZ2IQCmW3J3gICYiNm8CmVIBc7ilHDxLbu4gEiblWakDmFPAcYwem3c7y3VExHB3GIJw7ZbeFjGBYU5gdyYWODsYngMMBEDgAc6pArqlesoEZ1ND9Cy9KSM3N0ov6+l3SvogQOT21Ui5ID0lbsKIKXFZkwOah0zdzNQMgKmzEBMDBsDMRAQAp6+e/YLDzdzdHGruTubuOsvzBlcwOwKMnBkMQGARUEOAuXPGlqqagwlmCAH2hq7CzJuwdjDDFUyg1GEISN3hYADkDrg3PUnz5ojMiR2Aq6XHmIjUlYnNzQlOcPpDZywHYOCDpgAEhxlYAMAUqb2AEhu5AW5NuWNRN+Im9AAiS7kJKW/AXQgMCM9aLoeamzvAzZPatDOeHraM4eYpBEGp1LLDnZCCzNmaeGKA4UIGJ4IzXACh6C7OpEYOBrm6R/cIUyM0JUqIohlz8AhmZg5Ont4+EVyV0t02ddWmpwGYQIQQWKM1fZ+7p9ptbmQiaQYA8azHTPlYJGUnb/IbpQtmAFm6cgADQMqMFMjdjZzQtDvOxEKqZgBxKtrelAZyZjJzESaQubl6COxmIkxoWkBiNjgLmTkLTFM2SXU2vYyLEwBTdTgTooPBROxwc2cWEMwt/MGZ8L/yi2ZPavN+QYz0SIGAJhmjNocRz/r21Hx5E9mU4sWaroCIiZoUBXNI6mRodjngMCdPP67Jiyys7sxocqSap34zvUN2JWcmFncmCIhBAjBM4EzGcLgIkRk5yEBOMbpHoprI0lPpBNLSpCVNHU/xx5zyLOBEsKhCrDiIBDCziTs7CBAyS5+aGW4phxHcAUG6FMR0MIGravMHcxaxmJ47hzXZ02aZMnVPrg4GRQgT4Jw+ioGEyNzT/2cIsboTYAoRUsdsIG0eBWJnIja4OcxF2MQpjVgEJoY3sU3ctJruMJ01Q2jyGhmBWTU60X9HYJHD0yVnA4EYBmcnJ5iBnWpzU4rRSUmc2ChlOSZnJtemT6AmqlJgusEFAMOJiFOmSJOewtGkk9TWcRo6yNxMyMzIiZ1UnVPKjGm0NCOQwAElZ2FmJ3YKUIGxKyAAO0RdFGxk0c2YjawGOakpSSoxRAoKBiKD1RqJC+LUrxt5Gj3doRCQENiN3AmWGkfGbKJxThMHzcIy3VQCC80mQ2didzfz1GIDcDO4M0BO0d1ADmdG6gsJYAc5eZ3QHBg3zz2FdLOasTpN3STQVNwBIRciwIgAcmsuMLk4EThD09dLehbI1MhTmaFokQEKJLMMoGbg9FcnQM2I8IcthbO317w1TsHBTsxwqDqB1D0wE9zMLSobEQCmJrXAU1PkB+mZwUIJKEgjkrkTH4A8TsRoCjsBSLmdCK7glB4TuJFmHAJSikhtf4N6uARyRmoLCGnuatIEgVVNjBHdI3l0UzN3cjCDhWajBDgQDGbGBIelZk89qlHqec2UkJ4NsIgrQAp2M4OAyMWacRBwNXJAmB3OLHAHsXB6fY9qxCAHOyAcXQnOmAVFyrIMd0Bx0Gcm7MZhTZQDboBQQoMOYBJmQioaDJ9hmKl8kyQkwjgwQJZ6EWoeDHJocwPhTCCK5sxIAzELiI0S2gT3/47A+n2wacIqqYkTb5p5Jorm4jA1UhYnbgZpd/OUWt0tlXBikBAxOMAZqedwTi1+k9NcUxNF5s4gpJew5vEydTKQgTSBBSBPAxcTOQlJIBKoGxE5gyndEcwaUbgZG5k6IrwyKFkNMFyhChaHO4NBRGCCpOJkbg3g5A64ubp58+YJEHiMIAdRVK9THnUUZIWwzwAc91RRnAUs0gztIgZNCAURp4eRUyJO19gBa7oRWEpIDpvdGSGkT2hNnXJrQEd3b4At8xBoFkypHKf6BnfnDOwMIyMnS1ils5O7x5gKPoNEYTBL+YXSSKMAOKWw9ED/9zTvCT5MA3ETSbdHxJSDCKRmacgwgwNaR/IDOHNW0uAJRr8N01HC7YgI5q7q6btSw+/pxwGACxMUqk4GRJCBFR5do3vzI4gZLCkpOgmZwIlmUw0RPOUhN5iBFKRAQp7VCalCNdfeGlSciTlVq1Sp3Z3J4c4EIweRs6dby8HrEtPSj6ye+qYPffvDjzy4Pxj+4i/8zDPPPktAnlEm5GQOMIcUaCISQlDV6O7BPULVE7ZCM7SBZpM5AIoN7pRqLSkksJuntuSgLwQ1GEUDnTWInXPgWQJr6gAHgjs5MZHF1KfMcpO5qzvDHKrGlJ5wJPgH6jQDmcBwmLED/N+VsWYjDBPBwZTenqXGwUBGbinBJDjbyIwYbp4HtvR0ecJ/iQgk5GwkBGmwTWefYdIwc3Y2wGA0w6wTTuEKRIcRGaCz3wYziGDWWlAzLhMaIJ08QUqpDyG4GcSaHJBw/2ZYS+mHiZiJ2UAMBjETWaq37u4Rrq4HbYwTN1UgVui0ln74+37kHW/7hsA9J3pwZfHxt7zti1/89CsvPvtv/80v1nGcZ5zqPAdhkVQQOIgQoOQe3dWZXJ0JKuTR33gFCODZT071kQ3mYBATOSWYb4btNb2EN0NUA28xEjvixqlupI7RnQJJmo1SLkyFoJlUiZwswe1oUoE02cZhSASV2R8ax5rFVgNopQmIoSwSoyUwzczIyByqKWmTpOEEqKPzDGgGkTfMDxFTSvQkxAxLKIh5M0U2+BwAMKc+yk1dnE0d0VGDNaFybgfUxAz6S21WgmMb8DGlNPdURhkJgjNDaqWZmRTGQhyIQpqXiIQjEEgAS8GKBuhIF9ybRGzIMhlM47HVO//sj/7108fv21gfidR5O9vc3g+t+Yce+9q3PvW173jH+/7SX/ifp+Pdg5GQiFI1nH3Mg/bRHa6pcUwN0O3+cDYGNJhrQq0hRABHtQREAaRu3IwBHgISy6TmgBE5AxKQ4FNO0CsgxG7p/zcxRA5nh4OFUFlToZo0NStVlKgdJyIWYif/z38fxJLPfjfzPlNzNwickgFS3U/pg6Ij5SnT5nlWh4Jq82hpHiRvngEyQiREhnLKOAg46Mqbi+LWPG2JBxOmBMq6wSN5ZKtIS7KKVMktVfiGZ0wNGKVHytm1gazJwAY24iZ9ptvDELh4yJEVHgTMzCGQZMSBCaDoqIg0wDNiTlg8GBAPsIBIGA9xYvnBv/hn/0GrOHL9+npd1e4M5BplMrYbN/eee/n6sTOP/aW/9lNGRTPMM5wICMyB2UVIRFgkZFliOUkInC7YwcAyu+YAEUQQhIQ9kBMakq9BDWeAB4GY2JqHEOzEflCEZvwuETFYwEIIYhlrACSB0paQLHelAGJiYii8BkW32l3dDwBwtwBnf0P0+KyX+i8EFt0OrNlYYKnDbsZuuFOqdLORqyn2UGvKs5qbeYpwJziDAqMJVmdqHsKEJ6N58Yb/JXdu+AXXaG5wdY+op9AKdelWNxN24ihgbkC05hGaVb/msZZEUaUHO70+NQhkyIgFIZcsD8QCERYhApMTpUbDTKOZgiiqHjBRdUmPPvju/+XP/J1+68jWxu60nIDU3TWCkFWjCTuIsktXN+66700f/KaPjKd1whJSp88sRCDiELKQZSLMksplolBo1pECSDQBNeAgwAyRJmklLDRJJJqoQdNhNLfmNnMPc1jC1i3xbc2PEGEScSYjKJoJIJGnaLg2MBizVkSrdFMc7gkd5D9sGZxxTAf3QNVnGGUTemYOIktzasPw4KCRbPhUQjRzkAjNBs2ZjAGeKovO6KH0QVJXRDMe+AD9N4XWbhH11K0idmbn2adKZTD1fmbNBfSGmfUZ901NIWGQwyQgBFBgzhgZuRCEiNkZHBK/Le6kHtWjmrq7hFBNrRpyuVes9u754e/5c4fmT0xGU1U1tVbRCVkBcIyqdYR5IGHI2q2db/3271lZPZkYOSbA1c0SaJXunITAzCKS5DQ863Kb9D1rHYkoBBGW1EdRojzcGZghA03Tk+6TA2peuytgTZ9AiR/kBPo19a3hFCz9hdkSUEPk6p5ufaOxAUfn6FQDEaQEg6v/YQHSZkCfdUXMYHYRJiFEBWAGhljig5uEnb6xSRUpF0ZNg3bK4ikBgxjCDHKF+2wSPPjJTSMCZCJIuSr17wZy9uikzJgFjzY3gJkiknqCLD3fDiYKTUMPImJDA140w7mREAUiYaTSIgR2anQEClXiGlwnGNNqqsbyzrd869ve+p7JnmfW72VHrCQyImONIMkk5DGaVhZCVlXTLGQgmU7Hc/OLH/rm7/znP/dTWVaYxdQ8pWub6J0k22BOoIMxkc2eapvxHyn7NERz0wM0kIQTJHAiHg3NKJe+Qc2JyQnRHGlwbtAnT/TijJdNMhZqaKZUX5Nay8kVULARAHZGg9yym6UKHegPFL//anQBDZo0G9yMaCaOapo5s3S3zNPPQ/NxgcS7EJzAIGvKuoNckrgHzTPYPI9wtzQP+gHpSyBXcyOksaARVDlmlzZVJSck/J2ZwAlxJmGwp/4rAWd4A1riRKAADsSBKRMX5iAQTgBYYq6Zo1Mt5ORUj7mfHfqWb/uB97z1u0bDkvpZOSzjBCF3j9YuOk7qYDVEhQibx5BlxFxVCpfRqH7bO9/32c9+7Ob180KeNZUroXnu7sTcNPLpJgPCpOrpqU5PbBrBUg9NaXAjMDiaIbH1TQ4z4eYhNtMEQXvKj6kaGpzc1Jm5oTfN3CnlJHd2N1enNIY7PDoikVJT8lJdIhBb6vEJf+hSmIpQ+qQ8mwKIE0WZ+PgkoyB3N4MbHZRCP0hBB8QXIZIru5I7wQUOV3KFq5rPwJoGEyQwg4jMmjHBLUkW4WZkRq4MS6M2B+IsTTup2gNMjdDn9usRO5AgK4ASR8VgBqceOgTJQtJoMDHMPEaomkUzc6N67CeW7vsLP/r3vuFtf7zeJRuS1FxIRqCyqsxcICyhUZWBNVqtzhKCCBMHCZPR2FQ+8pHvVRVJHErqINyZmZnRCE0pofypxQwCQcOlpAhsZFvpP42GAU0sGpCqqkgDr7qnr7A443ASTfOGSEjTfXpSxZkMVsdU3UiBCDe36Fab104RiLDaNLopqboZqSOa/6EDq5lKmrLUNDpN5Mw6JXO3A+3QGzMhNdMxzd56+kBCTuRM0QCmGdH1+wrh7RSeBsaEkyk8MbYJYiJIgGQpLGbiPSEWIp7BitSgJU3abwbUA/wVDITAIRPOhISbhjJhjqYwsxg1QpWqqS+0j/0Pf+KvHJ17aPtGSVZ1cu62pdMOEhgsWSiyrGDJ3KDR3EEkJGKgGKO7pifTjR565M0PPPCm6aTGbTD49gdPihrMWqtU30Hg9IQjkdxw96gJFkAixBPOOJsj3c181q0D0FT9E5BCjcDEzdJYkkrwTDnnrsbEZpakf65midkxaLRYmVamtbuTanqFRhLAfNASEmz226mBu/mA3BN4cBOFGCElTzGQOqnDZn0VjMTYFU6JyII7NGEKROY0G/OcnciaNgsEpzSqkSvY0g9xYk8PKDtgiNEMUHMndwNpk4eRkWXkGVwaHQwCQzgGWEDCOgEIvG2eJMoFkAHSZG3iRAHlObLcQtDARgIjmCPWqGuvK6jW5lbagq/+2Pf/vUP5I4P9ceTRpIZxiO4OBJE4rWMsQyZF3hNpOVCrORGiB2TuIsIODVwAxaT0D3/k+yK1jY24FjUzlLGuVdXdCCRscEqQAxERiSQs0gkuDDiZAsYWgUT/O5IIXshDw5Mk9JoNDBMyJndTsxQEILMk/0ICBzUpH6Opm5pr7RRJjC3C1D2SG1ukGBEjrIbGhsOAc1IGCPEbMtZ/vdlq5vJGx3ewAZC+s8lfaKL8v/BSM0iteSaTVGGGEIrAUlKnmQh1Jga01GnPqm+tlvSiZgfD80GZBgVKmj6IKxm7BwMppWBjJpCISeYsxkGZNaBmqDgVLB0OBVIqYE8fVFVjjKpq6qoGU51mH/mmHzx17K7xeCBCQhmB4ZQKuUBiVauqiOR5kSRZ5JogWFV1R5YHVc2LwtT2dgcnT97xwAOPjMbTpjk9mInRXKw0rqHR3yRyiXiGjKdSaOqqqRoCnqZ+mP6BKSi9pIvwwUCehiqd3fyky1YzcriZqc5YVTJzVTWDRmjtptAaGhG1QWAapBGu1sy3CeoAkgzjPw+pmXynoe6T4ABurkADWttBnr1du97w/bf7rFkIHlDlSZc3CzJvmpKDPImEo8yyb/MFFhsA1BTumKU1ODuCu7iRg9Pg4gZtGCEDp7h1d/X0gwnELBQC5eKBOYhISC2FmamaRququo4Wa4tjP3f8sfvveM/WxqiOoyzLyFteGbu4whVaG3kIISMRCSH1K8yUhlh3E+G6jsKiZm7Ipagq//qv/7BaiOa1VhbjDOw+iANpphyYWUIJbjcatwEdkDf3AnTwZ3V6wy+fieuTcss8KfXdQarkDtVGMGqqDUyZFP1N/wczUoVGmKZOF2pUGyIopmznbkSW4M4mD6UocPwX5sQE9nASy+B2qmrIpubpajjyJvDeQD7cbhJo1tGkvSRPigDzGQc2e4qayQ5N650kZgnLaOAMhUUAREIkgDgF4pw9wIUkUCBGzpWQBVIYEcScojprmhJqjbVGQ3SuOas5U4iCzAweRWu1qBbNKrUIrcxrz7X4hq/5jmrYqqYYjQfTsgrSEm4Qb2ZRdebAQZI+Gs6qJkKA5VmWhQCzuqyIYNHyLNdo04k++NAT99z76Ghcq2odo2mTf+AILEwkTCEIM4kQMyRQCBQCNUT+LLurQbWZosxmD6HN9g5m0yWAg6uYYO6mpUfDr6UBU1Utmqq5ummTvEzJlCzCI6Awo6ieCmh0KEgJzqRpdP1vIg4JanK3WS46AEDf+FU+S5t/8OUO8u7B34kOWN43TCREag3g5Qdf5k2SsYMhzpFUhG5QhTmM3NlNYGQUIExsTBXp0HTicWzBUkYjckobiOUQXuYc26RtnVAcqytExBsGndkIUb1OfQcQEad4+Nyb7z39yHg4FQl51tYI1QOUB1VdGzxr58TMQUBkCfgBASbCQLNUlIW8XbSnkwkBqrS3X7/na76hrCwmCFzVzWxWiXyW6ZvmPV2bGbE2awUaWh9vmMHT983+fPumNPUj1Yc07/oMYfDZnJVGajd2T7tAFt2MzM3UE9aj0dVcHbWhVkRHrV57IvE8UGIY0eBvSKn2jSEFwEEEFk7NYQNYJ6GQHXBtZAeD338emrN4bKKMuIH9ucFuwDjQKiXNWkKgZ4oBhIQMOmBgsJupOqUtGgIHuMAlZUWimu84ffbw3FH2sLC6+Ltf/dTmeH2kKEtdlsNPPPGWN93/5mNLJ+bmFqqqvHj19WdfeeaZC09vDzelDYepVsGJFGwOZ5gTWaX+wB1PWekax0S9LHQyLsrpxD32ik5ZTcfluN3uttrtsp6YmVqM0YqiyDM2UzMFUMc6y7JOpzMej7vdrns5KUEUHnr4iZWVY+O9tSzDjLJI15YCs7qZGshZOKFPpnA4M7mDmBOPRTMKZAZ1chOUzDTrey1tz9pM/dbkqAMSpCk/8LSfCzhcPWmGojYIgEZjBTXTGoxSDnRzsMHVWBAaZBNgOgAyb/9qmD1uUPekZ0rUE4FSRT4oT9RsFNCsqDWYJv6zpJi2aBKBkwYebjZvU2Yidk9gTQKzJIn0mjIPWJKrBBIBIgU1YgcH0li7ub77Le/8cz/6F/varSdle6Hz1KNP/d8//7OHDq8+9cTbPvjmD91/1wNeSpyiruu8yCfV9IPDvesbF3/xP/7cx7/wq5ZFJ43RUMEd5GZq7ljoHLrz9ENae55RXcUstJxhFjXWRV5My2kdtStpc0TqaSQOWZAQpFlLY2iMVVl1OgvTSclEIch4FNtFhwngfG5+eX/zRoqDkMQOTXvgxCwH1x9kM+agGajhMxjMSRoOlBJMHYADOBuOAwaEbi8SNDVmtvahDiCJupxTVhSY3c6RSaKs1DTP2uDeCW6ktNzBLCE1dXQQDEmcmTYyMHshchKy9DkT096EHaWuXTit3jiaGj2DjdAgFwaQM4iI1AUuzZ4QS9oadUFwS/gtkvjNUoftEGaGsxsZogIRKD1ECLlpBYEwexZippj62x97+zd+w7c/eO6RznhlGsvRZGKIj599yz3/84NnTt9x6sSZkKOu6p3BQN3zTuESYdZv9R47+9jpHzjMVn/0c/8RLY51TTVbJCKDudZ8z72PF3l7MJgEatdTo9yYowQM9ycaLeOcnIXEamXkQYRDULM8p3Iy6RQFeKp12W4V7BTVO53Wzu52XnQJsa7rTrtddObq2oK4A5Y27gkknBogDoHMNEZm8jrBnp7WWLghPZqHngxuJomhSqK1RpvqREm1fJC/OGFcRI30xYAgTDpjk5UTjWMEYlBwcXgGJVIClKAgc2anAGSE0EhdyZGy5UziP8szkpamMFPgNWMhWDglS2oUA03b6D7TKBDdhk4TLd/0YzNWepZ0qWlFKW0mNrhb6lgYztC0xZXmimYbPyUxGMPBbgEWKvMpZEIeJ/rUY+/6mz/2v7/r3rf7EPuTvf3hcDKJW1v7a2ubWZ5Pp8NokxhtfzDqdNqrqytZFtwiIeYZNHq3v/LOd329UNsrJzWL0U2thikYrTc/+a40Y4lwjJWZTkbjVlEw8Xg8zrIMQIInsiwTkRhrgMyUmfMiM/Oqrtvtlrm2263hcCgSRAROsVbmcPbMObMm69+G0RtNLJpde2aAWBK4QgcAZFPEzFXVLTGD1PTrDSWPZPiQFszTS/ksKaQ9n5Qvmt3IgxvlDvIE1ogQCXFGkjlnzjmkRVKQtIgL4gxIESYw9vAHAfLb4ZVYuMR8p8bLmIBGOOPNKjClbT5YquVpt7EBypv57mDaa5RenHZawIwGGE/haN6o6AGbvQknN2qW/VJMG6EmeK254cSRfPXkwsS9jDrXXv3Bb/tBKCaTgSuiR5DA8sF4P8sgPAwMUByN4mg4aR/qbW1t50XusE43I0U9IZIsqlodWTQhHFolCTLmuivHVs+W07rb6fR7c5ubeyKcwO5WuxiNRnmet4oifZZZn4IsE3fPMlGt61qzLCOiLOOynJp5u9ONsazrOmQZS1g5tBoNtxng5pJ5YgzTzWZmuJuTqyZK7XZ/31wvWNoAMCSWU+EMckATTEyE1MOYc9NoeLM81CSX212yN8GdaFwwIQQQuQqxkCkSNG+BOAcy0uAcwAEcPPisUT540YN+qCFYCOC0hoFmPEljqTsxJ8YtCQeapdBGhXEbdHtD4JKzUyCSNK84NUYoTRJMFdkBM08bRWAnBhlZNI+oStgI7Ym8+/FzP/Jddz75UL08D43LlS+qnL2ye/jmyKELLF2Pu0A0F9NQapVxxALc6lvrOysrh2/cWoMbRr6yslTrpCUkRdgZ7f7GJ36ljqOCzdVMOe1GmtLi3CGh9rAchlDnVVnkmWms67oqqxDyGOvxeAyiNMPGOjogqZghKbdNVbMsU41mKMtShKNGU5OQdec6Zra0ciitmxJzjFFEUlTNHrwm1sw8IaVqRgAzqXpqd3gGgqY0wM2mTSNLSeR/KhxpgCQnwFkI7gcNnN+++5RUcw5K+nIO5IA4aQ0LUHUmcoMKXJzEQwAypKQVkn6F3xhMmIkx0gsn4BtIuiifNefUrCCnlNMIOZJE0w8wqybzHby6g5O9BHHwJIrltKLTtPoJsSB2IiXUICaYWSSJYamzdO899zz56JNPPvLkUw+dmcOLtv+rOn6mhVfbdNfm3l2uBbeixn32PEgWo4nk7qGaTnNhU79542ZR9Pf2d2KMO9t78wtzo9FE2LO2tPqtL372M7/9md+UwutKJYIUaTXdal+YX6xLq2qLe/u93lxeBI1glslk2u/Nx1iXZRlN8zxP6GYy2Igxusdep6WxSvQ8kceoeZ6JZOPxhNkX5+eGk3GFMsvbEnL3+gAif0MtATMnxDZN4imCmUjTRhpBI9TS/kkqj2SeiAsQIyGANCus7k6zLXY3sDT6iHT9zZuNDKEm1aFxf2haaCnItaltptDMrbHhcBeYwDHTvKde/SAJpnhKlZYDGYPZm6TFaZRjT/LT9JWeVsGbqp+obZqFaDOREDl5KoLEECFJogYHu8O8qlGlAdMcQLsoFhcXTywfO3Xk9AN3P/DAufvvO3vvmaOnuq3O1K0elTaRKZ0fjZ7LyytwHreKynqi0x67OQ/YQysj8JzR5rQsy3o6qXa3dxZXO8PhWDgvipxJrl292et197Nw7GT32Zeer712s+CSZK+kaS/S2602EZVVHZjLsmy3Ou7a7bTHw0mM9axfSQ8jzMzSmjcTICETjQ5Hq9UaDPbyIstCtr8/JOIshK3tbQTSoAlUNgfURJLvSOqA074hMRGYEw7eiGUMgBPD9Q/UsFlmauQkDRSWGt2EuPKMD0s8RNrbbowQLHVizd7hTKzWtLvuLo2QmNw1BNIsiYvgMA+I7MZopkLMouIAVEuYJTdBZgddExM0FeSmG2rsT2gmxE4tPclMOEqNMMtmEyWie/TpFMLoZt2i6GQhD6FYbC0dkkOLS4eOHzlx59k7z505e+bksfmlfqfTLkJuUWFeTqaDegjDtKqs8jxrLS1k1R429+IkeOBRoQFx0SUQZbVVvV53oddnnQqV5WSKxW453GWVtY31hcXFqzcuLy4s7e6O+v35166e//gnfz0P4moxmhhIEUBwV8doNHBBXVvebQ/2x3P9pf29zVYrB1tV124xD8HIVdUh07putVosbGrC4oayrLM2V7HKiiLLW8PByJxC4Mo8C61JPZUQOp0OS3qoOfGjPtMlELGDrNHmkjE1e5owbzZwwU2YJeiT3CHMToA6M6WGvClv3rAklFAsJG+LJP7mmVtAei1xM4tJNe7MRJyQoJRECSQJtnUB3CiIk0kg85k/1hthTZ9RdQcdZJOW0IQTN5oHZ1AQbrgtAARhYCaKoNucFgGepGcnj50+cuxInoUn7nv3/fc9eOLEqV63z5QRSbfbI+IiL/LA/V7WaoNoqi71wJWrEMTJQ94SocCGiP1tqcYWptOcud1dqqwTcotR3UNd1TByl7K2Trs4cmQVNgHK4f7wyMrctRtbZVVdvXH96NFjW1u7vc7itK4+9jv/4crV8yGHRmh0b8B9TzR91BjVQpYR8bSsJpPSzBzW7rank8g0M/9RdWInI3HmBHcVdVUDEOFpXRVFZzIup2Xd7bTNdTKdwi3kwdQmo5FqLdzosYjYzGZeI+7uMWoKnuTyIEj6JyTEi2dQclNBDW7JQY7IIcxJTJ5Gg5RbU80GuTmE0awl2qyXNyRiGc4NcK0myRQgNWQHugQ4EzX+KpyWAxBScZ2hDzh4Z560MTJ7ow3BguguKd45GU15A68dUIScRGYHWTA9H0IUPeLr3vO1P/5n/+pwt17uHXXz8WSShUyCaG3ScgtTZsB1VBm3ClMBkaqbK1E0s7qu6lg6hs7WDnHl8CnbP71z/UqM49p289aJPG/FSCKECI1eWpxIXOgvWCVF3qq3RuPJcH37ZkSL8/7FK7c8YnvnFsL0tz/5sRAUZl451azJGW8mnA9Zxs1Yjm63u7GxnmeZqTvsQISvqhzctHarCUUKAmKejIftVlHVk/lefzqty2k51+0RYzAaE3MrzxTabud1XcaoRU40A7ESy9e40AAirOoxaoo0bWCBJIqjWZMKSjZ4SaHgnhYmXZ0CH5g5ELO7p5VuNK4fTY5KW5MNw6HmjTUQqysxqRonoVhaXmwcx5B8YByeXF5mxmtvQEcPoqr5SQfvA1A0lgHJX67poxwz1xEc1PkE3B2ksWYsYUAghCMLJ7YmcU/3i1buTCVVWQjSlSzL2lK4qwIOn5QVJ4VwYPPG4lECcpOsnY0n29sbt27tnZ8rthb6sPGwHuwWiFkQresglGfZtLJabTCuOp1utzNfSDnfX6zraV7whQvnDx2+c2u7PLS0mrfllYvPXLj4IpPVpaEmVAQiNQ8pKyiqqi6rMs+zqio1tkRkf3+/3+/leV6VkyLPY9T0GNVatttFlklVRgAxxryVk1Cb29PxdDCatFvtdqe9ubUpIXT73SLn/cEOSLc2N9zwBjvJBmqaZQUchFcqa7e55Rm6kcqmRgUTZdQ408GFOHmYMCBpydc8JMk1Dl7f3WHukpZiDDCy2l0TXK4GJyFpUo9LECRcEYle8QM43eDuFA52A3GwBnHw0QhEaEy/qMF1MUMKkOwID4pmQvTd0k7DgR60qaIMZ+LcP/G7H7ty42Jhx/fXpyJlIu1HOlZtvJiyNnPQ7lyQzELmWcickwFhDfK6LstpFUbL3e6xE6uHfKW/v3Vra/My6sptezjc7GRdpjyIcM2BJbqOynp7f9I9vMCEue6SYViXl0aD3dquZtnipSvnz9117JOf/mhZ7Qs5aiDCYlJWp70DEDAcDJjAQnmeDQb7KyuHR8PRYH+wsLhoblVVFVkeTbM8M6s7nZ5Dp+U4C526rvNCDEbOo3HJFMx9Y3tLgnT7vWj1dH8/WtXL5y5dep0bNKHxZEuRE2M8UGLNAsmTKsFmDrBNN5tkogZyN01mSgx3VWOZ0UOzl00q+SRJVTdzZAxoEnLBlMhAyhYN0WuHCJGlERIAeTQGibC5UTN2pD4tSRU8oJka6DY5lVT51vRSMwgNYNJk34PZMEhuaVtGERqZywyObxJeCuSk8mdp28Vbl//ZL/3fP/q9f7lViztYSFgEgUASnCjmeRYy1ojJKGYhC32DmBBEglmMMCCqb2xvb22srUdfy7PhoU5H6jKjaamjshxIKBzOlKUxVhX748nmTji13O+1CuIue7a+duPIybm6chZ95cKXrl57IbBr5YhkkUhADrLk/+cO7G3vjofDLO9nWRYr29nZIeLd3b1Wu83M49E462XmrhpZUNclDEmhwMJlPc1JxqOY7HWGk0mn18mKsLm7U06G3bZAdDTcu/j6hRBImKkJoKYmHijZD1BTokYekzgRmslAmlkOTSpxfYNfSPq/qekmosBoLE8tfTnPUIiUWsyACNSAsse0/uQspOySUYwm4mzkgZt1FTUImc5egBF+XyCj6Y0O3kzKb8ycttRF2FjT/u8bPqdTWv/y5mUskaBpQ60B7puliVDQv/z3//SJJ9/5xD3v27y1ZeTRo2SZqTExZWFne+CI8ws9FvrqM1/e39947/vezUwa65BxXnSyvAOfdBbaq4unTKZ7+9VkfR3Tq9PptmLEcew+5awdBJyEXEROUivKSufyIuPsgXse+tTnfns63t8fbR45vHDj+iuD4VZaf7XITGyICfJJydgco8FwMhpFlXary0SqcXFhaXtri4jzPJ+OS3NPK6V5HkKgclqbGaUyQK5RoxqHLKq3e/0ylrc214jQ67QkuMO2tzdu3rgRmjL3+8qfz9R5ftujO9WBdHdmHQc1Ix+Tq5Ob8UzmkOCoBohOu1/Jis08QVk02zNIWHQKajWDskeDkUd3gMRFoA7AQyA2d7cglCLJ3DmbtWcHyxRGHskPlvJT6WwMWROknggnM0QI0uU2TriGpbV80mSbk9yUHJipiAwAIwRjghS0MVn7c3/7B774yu8cXl3uS6+q6/1qUEcf7ui1S/u763FvS7eHdnF997nXLm3sTDSyGwHRLVZlOR5NB9vTtVvjra3NrbWb5WRVFr9JVt/bmyuJ1wZ7G6PxcDIZZYhew5SYszrWeYtL091RHQlHl8/+8Hf/qNSTE0daD9xzZz2iydg9BqsFTkIqnlBpkECd3KkqJ9PJtmSmGgOJuGUSu71CcqJAZjAbsUNju90P0rJJWVd1baiqehQkjEZaR59UsXbe2Rtt7wyY8267CKg9Sq/df+aLvzvZW2Obpfuk8zQkVa+aptXRhshLmmMCkzMhkOdMoaFYwSDx5LHJBvK0ywk2F0pMBjk3PhDN1M4OcZem53JPZthJPu9slWsJKzlOqJxQNRGdhjgOOhKdUKysrqyOXkfUTo1k3v5bHqQzTvQ2HvHGpbb0754kgAcOTJ5075hxzw07kLpvM8tatLO//mM/8T3f820/+pEP/FAWWnE0HU62VS3P291WK7TDxv7OK5fO7+8PYxaee/GVhx+8M9klhyzLM6a2MoUgfcJSWc4Nx3M3Nzbr8cud9v4yjm0Ot8flXh76Bh4M97LWAkDD8fjQ3JFyWg/HqhUOr97xPX/0h16+9JKrnDtzby7tajpNe2Bm1jzcqYEhF6ZpWV66dOGhpWMEn+vP725vDEejkOd1XQOhritQK2rlPmSRGH00nDAXZVm1u63xeDIZl2ox5K3pZOzA/HwPHs3KqEwc1erPfva3syxlmKYQJEoHSEA4TJUamx9HWvciNvcgAjd154zZIjmEYQINcNbkbJg4fjR+ZjDzRsrTtN5I8Kd5qvzN0Jck49Yk8iQEgNUwisoUhCyHwgKa3EEZ6mgAOEDk/89eYYoYmhELqRzMCHYwQW5LgVIANqk4NQezTaQmzaZyiUbKQyDKcyl54//8d//b/+Pvf/9LV54+urSyujQ3v5LNL4R2F5xFiG5tbRBAIbu+tjUuLc+7sUY1VbjHOp9MZGen2tmtB/vWbq3cddf7jhx/b+nXs+LCqdWTvWKh1MGkKstpvbczqEp1l93BUFqtvUG8eWv/0mtrr7xwaWdzMB1Xb3n8be991zcM9rxZRKCZjVuyyU2bYayXL77q5nVdDwbDWm08mQhTNZ1WZaUWHXCKkk+JYixrJE1SyGKMZVU5UafbMddWq+j1ejHGuq7caDipQu6/88mPXr78aiaU7G4O9OmYXX9vVilhhrpuhAFwFXYhZ0mO6yqcCWdMOSPMuGDJQKHxjLZkB2wzbcEsd4CIwI2TTtq09IRqJYv6JJ+LzW/UiBOvJ1aOvZyiqqkqoTVUkSzHkpdqOIik35+oEgkzg/aT437DM6U11TTKJokfAWRJm/AGHGzGFoLI0/1hIbBzAIsHobznX3z1E+XG3v0//s+OH7lzVA/dahg9f/782L3TaY/3BjH65vbeCy+9fvbE4V6nNRoNiyLX6BKs18+zXDjDcLoxmWBn62zeuj72LxfVisXlfj8fb0g9DupSTSZFkF6r2B7sFSj2d/ZXFtrtvHPtpSt5wUuPPvEDf/xHrl26/qXf+0IW0C6YnLjRL7G7EnsWeO3mxfFwr9POJ9PptCyZ6qWlhU677cQs5sSSx4XlwOzTaZ3ErnXU6WgkWb6wtFSVdTKb390ZluWISeGxP1dsbV3+5X/3z4oMAsC0IfCQtszpoHNPLB43NkfEcHElkCR5CAdP/k4OEERYEWHOjpk30Ux2NEN/Zs98w9AmQCCdyAK9PbfNlq0b+Zy6e0L5Ixqz9AAhInZWNjIJJASi/7rx2gG4lQQ6jQ9ZiqaGV096Tm6YoAZVmQm936CaYBAnuI8cBmJCnqHq9fy1zWf+9Sf+yQ99+58vuOMhFq3O1s7mzrQSCf1uv45WTuP+3vgzl39vZWn+nvvuanV7WTbq9ztlHff3yxs3t2+tr0erut0wuXWoHL146sTHAj02vHlqNOqMB6VahyS7sLMx3Nt94L57VSujsLa2ffzMidZL+XCwde3qxYXV43/lL/21Z1945ud//ucuvf5KL2dzc2sOLGF2sNfl3s1br99151J0A0HVqmlVZJEzywuwkEPbXR9PpsP9SV7MgcJoPAZ7q2jtDQbl2KLaZLpf16V71euEbifXuPkz/+h/ryc7hZAbSdovwu10lQLL0iRh7gxhIRBcRYI7VMkM5kSUuZiiNvUYHQJuIctgkYngjXOgE9gpCWn8jRXJE8zZoOWNdjRZP7EkxibhVUgObakmW0ScemN4kRaCGMwO/NePPJnJ9dNg0jxGzbo+Nf6Fs5XWhvZMu0kHBXKWuxLN5DLLeITINUUG+biIP/vxn15cXvmur/2+jDrC4fTZO2498+x0WsMwGoz7c3OjYbly6Mj5C6/sDPfuvf/uXl4NFzok2etXbp1/7QayLBS+Pd7majVHcWvnq/Pdz3s9jeWSeXRbIswXWevq5c3x8JW77zrdk04dJ6T5XXfcc/Hyi7GuttZvtfsLjz78ljvO3PlX//Kf31q/FAIloxkBiA1C7rq7t642qaI5JUh9kmc5u4PrLMtDyyFVNY2TcdVuR7VKWCjPRuOReYhqg8FgWpbdXtZqhcX59trN1372p//m9ta1Tk6Iyfc7HlS/N1QPIrC5JistOBGTgqZKnXbv0KHjx4+dPnX6jrn5lW67Vdd1OZ2A443165evv/761Vf3pptM4AypuaEZGMTEIPOZeJhnKoSk60xrzEruAkRP3U8Cog5s1gMDMtsZTotuaDQ5oD+Eo18jeT2ArxpgvUHl2BETk+N0YDXzhi9vEleK55lCxp1g4oLgGjzUe+Xw//1vfmppfuFDb/9uRd3rtHtFr5oMPNRZntVVHOwNTx07trJ06PLl1wejyeP3PlS0O89dfPr1G6/PLy0D41Bwq7U02R2J+3hwtpO/3s3XmLNWVwU9Jq8qLvLu9eub00n1wJlz8+25ja3Bww88YXFyc+3mdDLc3BmOSz158ti73/Pef/uLP5uLAMIQYaOEuRS0eeu1dv41sQaEOt0ONxxtDCIkVbtLanE6mWi0soxO0ul1BuPdVrs3GNTrG1tFixaXW3Vd5lm4dv3Fn/npn6wGN7sFewR5I+xuoMQ3NCfuIGiyozDU5jadytzSsTc9+tSTT7x5aWn+5PG7JiM5dmJ+tC37e2vtVrfb7de+R0wvn3/5pctf+sIzn7i48aInBJvT1OjuGpjBmjgV8RnfkhxTGByIE3UYKbHUrkiu77Njv5yE8hZb5ibA7JixVHPD7f2HGYw+SzUN7Xxb5gryGSKVclGWxsNGHTaj2HXWWzVEJ4SRBSZxZ6dkFk1gJ2U10iwSgdfKzb/7r/7e0sqJdzz0toV2a3V5aVKV9UQ73f5kPI0xTifTU8dPVtNyc2frK1955szo+PE7jv+n3/2lz/zix+cXO+1OIdLqSvfYSn7Hyn1qvdU+YqTRcC/W06Ul6c0doSxI3tta33tm+vKD957rmLllb3nsya8++/TVzcHO1s1WOdoeDO574JF2py+kgRkE4XR2HLUyH25e1Ml+Oxwb1SUH1hplWXYCc8ijbRtJrPPRaJgXXeLQW1gu60mn3x3tT3c2hv25OedpWU97rdZof+2f/dxP1tX1IgtWp6vss5NVbhs7W+IxmrNayBy1ed7uvef9H37woXccOnpiqX94c+PajeuDU8ePvPr864dXT3f73d3tKmuvZZh7+dnXzp4+9cidj33zez7yxed/97Mv/trTr311pJoV5kbCpKrJO82FzJHATrhTWvkiC7NzkhyzFaCk/Uo6FQZl7mwhgDN4Bk+GwkRIjkwHv4AZjNvkqgPcrIHfZgWOkipXZ1WPmGf2aI0KlJrHj5gRMhJJHoQpt98mJg9c/DKhS2uv/dQ//1uXL1w6vXri0In+wtHOXJjrhW5RZGVZ7u8PWu3OyZMnTeNWtf/cVy9c+eL2X/yuv/7exz/w+s0rL66ff/H6c09f+tKvfeFTP//r//o3v/zFq8ORtHsafTTanUzWQbu9OVtayVdW53Z2t69fWxPp37ix3ZtbfPiRB86eXZ3rtcrxdGtz7/jJMx/88Iejah4kF8oD57lIkBByN79181q7GyTAXc0qEahqlgszQuBpOYaj3S1Iqulkr67qrY29/f1Rp9uejDcG2yPxNjD61d/82f3B9ZAe/IZpNRKWkIwZUkjZjN4nNzbotC7n54//+I//gw984I8cPXK81yoGe7txMreyOt+aHwxHRWtOv/KlK/NLvriwurU9fvt7HsmL7sXXzq/Mrb7n8W/63vf/7T/14b/6xMmz+Tiy1+ZmEmoXNWadQRgH2hiWEIQluZkwCzEnrT0RQ277Ds1Oq2j6b5qtF/lthdrt1juBBXTQe89EorPKeJCimzhOeLs1CrEUmkwQphAoMIWkbCYXRpBEbDQcwwFu4+7Soi+98rn/6xf/j6ubFx+4+1wvZCEEs9jvdJh5f3+wt7t/ZPXInefurB3g4tJra5/9raf/xLf/qT/9R/8nmYi0wB1FB3s2+PQzr3/8i8+F1ly7tSgcppP94XhTbQCZzC1mC4tzFy9d39yY1FXY2h715/tHD8/Pdwuvqv2dvfXN3Sfe9s577rvP3VpFnkmiHtlBQcLe3rrpMFZDIW+3JC8AUuZYtIlYR6NBXrRArBbH49HO9v507GXpg+Eoz4ojR3r9hcFHf+OnX371s502C4PEORCH5tSEmWgqpSu4NldJQZPSHnr0zf/Tn/nLd9/zqGorSOe1F9fGo70ybnR74cXnxqfumt/aLBeP2PyKfOaTNx945OhwvHv5yq23vOOhvd3BzctrvXz61F1f/ye/9h985KnvbXvPK3aGixN5gNCBaag7iLxZWm2mwabbbla7mBiY6ZvTKnyy30o0Byfk1t/YKKKhk+2Az+HmNLeGxTRPTqMHoFXaXbbG1TQZrUIEIsgChUB5wSwQdhEiAQlEaBb4aR/BmwbfSXL80lf+1d//N39rMtg9XCx6S6nQVlHMz89PynI8nmiMp46fWF047IH2aHBl99YXP/vCH3nLD/74H/lfbYeyCHEigWT01Ree39jdl2Kuqnk0qoZ7g8Fwt44jkuncYgvkL71yYW9Q3VwbxJjPdXuHlxcL9sH2ptbRkb/7fV8fivbBFpswiQgDW5s31IZFQYToXk7KXXDJoWp1UOtwOh21W53pRN1DrKyaKFTMrGjT3HxnbK/824/+9ede+USnF0SEAyQdFJu8K2nm3trQyynGWA2TGL/+g9/5Yz/+k+fueeDZF7/c786N9qu3vPnho4ePLx2iS5eud3vt3jy/8MJrd9y9+qmPbzz2tv60rH/7Y6+96S13nb+0vr5/64m33xN47srF121Kb7v/B//kR/7Xw507dBwZJpJ8bQiUnP6Sd1OSSswaoll7BHIhD0wi3OQqt2TnkayfhBv795lr8wHzhyZdpRvenMJ1AKbxDPsAuVPTrFviE4mFQkCWIc+QBRJBEBdxDpAACSTSMFZJr/yG5OdEBEUmUnWqX/itn/upn/lbNzavmvjC4jzM+r0+wGVVD4fDbtG+6+SZxbmedGTKurk9/uSvfeVd93/LH3vfD9kWskoEIMY0Tr70wpc6K3Od+UWzrCptPBzs72+qDVsdHDo8v7e/feXqrf19XL826HdXjq0ePntyZXWpNR3uDvdGy6un7nvkiWl0lpACK+3N7u6uaz3IgmdBgGg6ZJk4DaPuV3FYtDKRrKxQlXE8HhY5FwUkG0ln68rGb37puZ/fGr6adyAZkXjIIBmHwMlSb7bRlDzG0nYDqXkd7Vu/87s+/B3ftzu0URkfeuhe+CTWo3xuVzIqila73X74ye5zT188fmru6uutIyc6vXn/jV994YE3HVpb3y3L/PSZez776ZfqaPNzqw49fKh4853v/zPf85fuO/QgDYCajF1hZg0GrvA0oplbst+d3anGoJ+ZmFwETGBpFtoB59SSHjh4zeSqB1lrVv4OmGaiRrHaqJeT9CJNvtTsOhOHZMUqEAGLSUCyi82SBaM0mqpUrZMYDWjOaE1BrmZZDMrxn/7mT//TX//HqKkr3X6/A3i32xsNx9NJaRqPryydWDpytHe0Zb1JaZs+/PVPfv4j7/kT3/lNPzDeV7WogGf44vO/W8lk+fByq9MlYrWSuJxWA/Pp/FK7N9e+eOnq1ubo1s1RNaZDSytnTx155IFzw73tajQdlfrQ42/tzi3WUROOkvb1hsPdja2bWaA8F2YnqvvzIeQRXMY46Xa7m5s7w+FoMNwr2gSamg+WV/mlC5/4wsv/aOqXVZOFUKQsOjd2ZjNppJmpvyHA3L2q9Km3v+PJt34gErIe3VzbGg50cb6441y32+8tH7Vz507feffy+Re2Rvsj5mJ/fPXwsc5nfufWfQ8fIqa68oU5vfzq5rkzZ6yeIhZed69f3Bltr9995L4//4N/4wNv+Q6UedWc7tPUKGYCpRWxdEAGGkqY0FgkuTFRYAqBkptykJk+itzdZ8nMHW/IWNSYCicdlSfpFtLpknTQe9NMZ9O4YmaZC1smnjEH4YPWr1mIpOZ0t4xTrrOG5Jm1dOndk3BKDOZctHvDaq/UKUDsmO/24F7VujMYuerp40dPHV5d7vXaeRbdK48vPn/l65/6Yz/y7T/Ge63gIWthf7J+8cqr3M7bC3OeUTWtJvsTq8eTcktluHSsV9ro6vVrw7FevrHfancD4pGl+YfvubfgUJXT3sL8o29+aqIJpzQ1V7VY+d72LZGx1mVdTTgr2z2LtsU+muwNJvvTGKvAkofWdDxs9bRzaPw7z/7CF17/D+2eqmlZuxGrICJpicxNyZ2cxEU8pB0OKJOiquzhx+75rj/+badOnbp5Y81qGuxrGbEzHd5x/ylVO//aq+sbG9euv/bSc6/fcceReqx33XX0wqu37nng1Jl7Fq/f2H/ttXUlvPVrjm/ub9xar3dH+62+3H3/2X575fqFfd9b+NZ3ff93f+CH+vW8l802jBvDCgdZWpwhxJmTsBrgZJrOoDAjGLuLQ9zS3Q2NmNCIZq7Jb4AZgGYbLAGsaQcw7egmMxjzA4CBAITkiJfM39MkKEkVxyYGBouTeONfNeN2nODxQLk/WyExp+AWwTE7vHxibWu9l831in6n3a6r2CqK0WgCJjbPsmz1yLKLd3c6a9tb4zgZjScXXrj5xH3vxnf4P/2lfxjmJdrktz/1m6e+6668V6jGTMRNR4O9Xp8tH3Xm+qvHltfW1+fn50GdI6vLve7Czs7eudMnhuXk9RvrHHqn7zj3zOJSubsmIDVxqlVpWu5l2SRWIS90YSlT7KpumnUX5vujgYeMO704Gteduc5WefGTn/uFS5vPF10JlNXK5olkadbrFDNDbIcfaIkNpq7uh4+uvO8b3s/tdlWbK0+GWuTZzZubZ+9YuXZlO5b7890Frf3lFy4/9ODb93bXu73urc0X3vreu6ye/s4nLnba2VNvv3M0qn7j158R7xw93V1Z7SwtLHz+s8+Mdkg8X0KvHVpf9+aPHF5Y/fnf+OlbwxtZURjVFMpQIbOWJsvRZpPMoUlmw2oOAdzloLVnAiN50RBD0mEXt/2Df385TGVrhlGl6e8NfZg73JuslITHqVkLM5cPpsAc0pFkZJ6OguBmbVodmqidWWCbpbM9QSBizzKZjKr1jQ3OXHJqtYt2q+Xuqj6c1jv7w1trm4cPH15eWrj73NnF+V5Vjuror7669tiDX/M9f+RP67AIQlduvvrq68+FImnnI5NWVazrqerQfLB6dKHT6167tjYextdevdUtVjLJy2r/9MnFVgat6nane+LM2XFZVRbVa/VYa8lUZaECBkVrImHIMur0YvQ9teloNOQgeVF1Fyeb9XMf/ezPXNl+Pi9QEGdBNEZTa66HA0QRZMzRXQnRLTa+eK5wE37P172rPb86rdsvvvj68ZMnLl85T6gOLS/Pt1cC5na39vvtXHh8913nJK/GdnXxxO7b3/X49lrr5RfWHn705JufvPvq5Y2dzfHb3nn3hz5y970PLe3u7P/af/p8OclXjiyvHOt2+1Wn0JXWoXsOv/VPf+ffuGPxkWo6rVwtuWoAjLzxY3CoujnqGrH2ZKrIM5Whz1LDwUFiaLau3wiR305bzS/h2wc7NEF3QAHO6OpkrkMEZk9ogkgyZXBhYgGJHeymihDIo3ljKkxN1NJsq8fMnbSOk7m5hcFoVMUyZFS0gmQSsizlPeKws7t35crVXLJ2Xpw4enhuvj8Z14itKxd2Hjr3tjfd+a5qpI7q47/90eFkq9VttTqtLGMRnkyHqgP1AYdyYaW/O9zb3Nzf2Khu3hjNz63Ealzk8b57zuQZT8vp2bvuisy1W/RYK9xpMhppPcqkZAyybBzrXcLQ4kTVQVzVk2j1fnXxt7/6Tzar1z3PNHImkRkxpsW5WbcKTw4ews7uQk7uVe3TGhPDE2975Mw9dy+tnDD0ok7brcBhnGV27NjCZKh1yUV3bmN7Q2nv+q1Xx3rtLe8+d+zIqddeuTKZ3Dh9ZnG0P7p54+Y99xx99PGzqvErXzx//pX1pZX5937DnY89tbxyZGF+cW5/MLlxaWf7WtSd/lG784c/+Oe+5qFvzeNcWaIircNUfepUp8MDiKA1Yk1148VIDoBJRCRwmvaIKIR0WCDCwRZiY9BwAMQ3/23uvHlzumTiwJ1AIDJnRwBCsl9lgCFJGehGRLPTkRxExE0VP8AywHBztRlp3SziEjNAcW9/40gPc/Pz27u7nVYnWj0319ve2nNXCRkD8/OLN29eU1uaVNNev3PkyOqa70/GEZGunl/74Ls/cuXGa+uDy+vr15597gtPPfb+qdaIVbtdjKeD8Xg/CFdUdBbmF1Y7t9ZvLi/eefnKTn/hcKvV2h2uL/Q77YL3doe9hcX23MJoZyOIaGSAB/uD/d3NbndRecoUzGpwVG2PBqUTlPZ2pze/+PxvDSa7YDgikQfK3FFVcaYgoGQeFwiRyImmamUJYtx57/3n7rz7rnvvPnvnqaLbHQ7plZdeetPDDyzNF+9599uE8vFAzepKmdpcj2A6feiBO44eObazubtx4/WqHq4c6XXaW2fPnAlo37yxfuPW5X534cGHT/bmgqlsrdHajS3wMGvR6vHuxo2dza31chwWe3y0e8d3vfsv3nfnOz76uz97fe2lyq2AETVHXDkw84ipmyCR1C/77HSLpLD3BB2EFEaN20fadnQ095kcSbvTbFg7z7b5QTAz8WR6jVzYayWAmbhWMkm23MRk7IALAcTMbmnWAAzQmRtNA/b7bHOWjTNcvvrqQ2ffu722s3DHqTrGcjzOQpib75VllQXRWLdaxdzc/P5gxCHs7O4H8dXV5fX1LWHqtpcy8+/+5h/6R//s75TY+crTn3343idCyOuamK3Tbo3GwyIvWabGtHSkuDUc3trYDGHp6o2toyeXdwZbVk2WFtpbkzELn73rni9/Zq1Fwd2i2ng8Ep5a3On0iEODWwu14URcbu+//rnnf3W/2nNzsdnZyYFrs1LNk7LNNRAZUV17XblpOHnHPXff+9DRE6cee/TRLGu5IwtsVi/3W+98cnVledlMQ+g6JNaRA9c1jaejxf7S0sLlevr0Zz7xsxRXT5156K47zvXmVw20v7t549qeYOHo0bMuu5s7l27eYo2tVlHML0fTvCrVLCwdObJ2fbuVUxWLzZvbC4c7bzr1jju+7YEXX//MZ778K1evXKiriaQNDcxw0yZiHHBm99lK/+ycGWJmwEPDw6RjMmY56o2lrrFKR1rCcSJK5+IdpLKEvrMQNPmrvyEiCU7O5AnpSLiXHsDLic/GwVkMhNmQmOW4cfNi0aJOu33l0rXevZ12p7W5uXHs6Ekgq6bjEDKGdzrdvcGoXbTX19ZbOUajaatoMVkesm5RLK8++tRj7/nEZ//d+vT6Zz/7O+9/14f29yqIdrvduq41qmpl5EWnO7fUvrWxPtdrh424fOTQ/NzS+tblbi9vtbPdveEDDz380jPPVtMREIl8MhlrHHhWt9qFY6xau4dYd1n05s3Xfu23/i0tDKVDXmqGTLUAxtyq1KWObo6oahWCecbdE3ecuePsvffc/fDho2ezVl+ddwfb7NFqKnLptbLFxXavM1e0W8TtaYXRGFVVF9k8oc61EzS+/tKvjEcfP3eOV3r3FnO8tfvCV54ZnDr17tF4fvXosd48ddvDQAtMR+paJ5NJ0ZY6VuXEtrZG8yvL41E9V7fYstHYMu7ubE29kpXF5bfd9Q2Pn3v/pZ2nf/O3/v1Lz3+prkY5w8QcRgIWYknueN4cpkJIf2Zpjj8JxmhEXdasDzA1JtguYHFzlwbKgBO0UU8AgJMzENJhUIbgYrUaw5WYxVRjNMobCkDdFHCmSFQZLFkZqruDhcg8Hdscai48EGnN408//W//1Lf+tWe/9NqFly4ePXmi3Wpvbu2sLK7EiLKOcHS6veUF3dzamessbAzWbDJhoX6vszrf7/RbGcu3vv87Xn3u6bW915979pOPPnx/3l0ZDneIqch9PFkzH/b6h9Xz3lJrb29/Y3u92z+0fmt0+Nhc3ITG6fJcNho5ev2H3/zkpz7xsRaLkpUVVZMq4131EJW1rhkrsdK9wdWPffK3hjY81A6TstYYIgUrJiJGIlW04cBJu4fmjp8+de7UyTN3nLmv310NEqqqHo/HPt5UtcLcVPv9hcOHjxxePdYqWlXU0mU6taqiwWCcZ0WvzTv7U1PeqTbn8PLp5ViP8+nWC9Z/fqEbHj0551KfOvWBke2sre21OycK2mGjdtEZTMaerZJIbxGt3vEYRbF7oljYvjnSUB05e2hnYzwajMfT6FpJoPuPvvW+73/ThYvP/odf+fnnn/8ioTlTTkJASMe1NwvRLNZImd2EHaAQGO6UoN4ZawcIHQBMlCrlG1r6mfqqoZCavo2JDMLUyOHNWUiTnYFDZ1W6Ue8nh0vzZMqTJHWJc+VEMjFCR37vuc9ffedLT77tyZvXB+PRmDW2ukVZVkQoiqKu6+Fgf2VlcTIdR9W5ztzmznbtUaPW4/F0PDl76sRdd9z9nd/+PX/v//zr1XT85c9//kMf/I5RprGuzS3LJNbTup5Slue5rBya398cxbi0tT3ozS/Mzy+tbd+Yn+v2h5NyiocfefT8y8/vrK8HZrU4mYzb7YpApoQoTihL+8QnvnztxubqHVn0bFJRRIyYMrlHYNJmX3jykbseuuftxw7f3S7mtZbxaDzcH8YqxtrMvFN0jh0+fHjhcCtrZUXhzuOp7g4qgGq4RozGZZblnW5rMh2Np7ssrXr3xu71nbwrVYihq60xdMwW9mTh14b8a2p3L9HX1vmiZ70aed6Vfq9tg0E9aY1RALu1jZlJivah063efr8I3XI67M33xsMqet5uzVucxKp68L4nz549+yv/6V9/7GMf3d/bbHWg0Cxw2q4jBofGu1ph0iCcFFLvPpsHKTFW6Qw7Erg3oi8zazzkGiFNGiLdZ0KGdDYaNWSqzk4cgLlHSyUSRDB1FhKgSvtMt22ZvCmscAhFcsrgRfX//ff/8K/8j//H0sLqSm+p1s1prCXL84wmk3EWuJrq5tbakSNL6+sbfetM8sn+eFROIqmNRjfHk0FZnX7X27/+U5/67S98+VMvfPWr9951z5Fjp0QARwhBTes4CiEY0Opl9TRsbG8UnaXr17aPn1lg3Eq0TDmtROTkyVPbaxtFi+HRvHar69oD5eJFqfHpZ1968ZXLeT8LuZVcDqOqu5boF707jz/00F1v6WeHDx86ZZHK4XS4dSPjNiG3UrTCyuKhxYVDve68GQ0HceBmmDALZ8Gdo0Yzr6OySBHCtK7UqqIIk8rj7qfn82GO0EIrC9V81ib2EEgUMpHaNhE+Otx47dbu8fbSe/a6JzzYQn8+a/FSzwLngebLabE7GFUYig13NtcGY/fYE2qpTweTzXarR2gP9qJR70Mf/N6zdzz6L/7FP17feLnTJbBCHNx4MjZ0oaTFCmeikMCnRt2Q1FVEBEiSqUpj7Z9IbJv5YaXMJcycPFUbAUTD7gDu0JlXPyqfNV6GRgsWjWYLJ+lQwiQEYniaEhQgj1lbLtx64T996l/+sff/mO5oWYVWp70/rnrtdmt+/uaNm91up2jJ+satQ4fm9nfGpnNwv7l+i+fbZTnOgn7lmWdOb5/84R/4H147//LuYP3XPvor3/0939vtzHk0Fjaqy2pA5NzWojWX92iwsz+d9mNtw/2q3e7tbt2wGN1qNRw6ckSCgM2jjcd7Kyt5XdcKLUTWN3d+75kLytbpcMgwtljVyLT98N1vf8tD7zp16M445uloPN4tta6iTrJMBFm3vbzUW8myAh4m+/XO+l6svdQpZxSy0Oq0Zh73EA9gMPmkHLVbzOwseS716uHhdFNZPGNEr0ZTzopQa9nSIrgUYRhke0GvLuVZOf7iaPzu2HtvGVpjTPeq0MpouLNej3luoX/keDeW84eW8s3FvdF+3Lg1uLWxU019YX5atFrjclK0s85c6/ixB7/lw9/7L37h75jvQ7w5GFMajZ1zY3yckk5IDvQ2W5NPVjjN7g6DEuXuIEI6FsmTtZo7gUyNQUGIzYkaKjAFWmrbJaNIDVENp8BwdvUEMs/C0w/cdEAEaiwkyQEzzXv4ld/6l0/c/9S55Ydz7jjxQp/LyUgknDxxfHNno9Nt3710+vKl11YOzffmc6c4HLWqsuz3u1OdaBVfPX/e7cj3fc/3/oN/+FNbGxvPv/Dsk4+/pZxOO70ggui1+jAaZSHL29looGsb64eWlm7d3F0+2hUmocgUQ5atrC63O0WM4yxnCV5XY1WWnCbl9NnnN7f2SirQ7hDF3EY40T/91kc/cM+ZR1uclcPRcG+HuaqmWOgfm+8fbxfzGS+UU9na3t8a707Lejyp4FTXMbQ8FAz2oirydla0c5ibZTDPReroPjatprFGZldf+uqLUoeQtRbbgQva8NJsWmTWzmqC9fpZu9tZmC8X2ujJ84vFc7v0r0bb7yj1fdmhxxn5/Mr8/u7+YDgdPk95WyVH3m6ryerRhU53frhf7Q/2r964XhTtaVmvbWxG1CuHTr/jHV//W7/zr4vGR52ZVd1goNB4Q6YOKiQtgBHUmxMKiBEcCUrnQBCYmDJbWv6ewfMzHX7quVMecyE2JiTFhYAlEZqWcCw1YwDc/Kw0i4KQmB1mFm4W9dnFnQQ1CXkx/se/8Ld/4s/8X/CValAvL7fbeW88Lqtqemh5aWtvbWm58+RbHnz5pRczFKdPHa5jeWvjlsay1e8OdTCdjtbWrx89tvjud7/z47/zyS988fMP3v9gt92tq7EUFoKpTdVCbQWFTtENg539fqdjXvcXQ7toDad7ZpXBJXC339/dHYeMs1yYI1zNdXt3cuG1fbVAIYJ0oXXusXufuuP0gwEtLsdlrFwx31tst3q5LAZamo6xuV2NBlvDwcS4zos8BOn2MmYC5UQWMnE2Zw1izLVajHFIQqoZCU8nlZZVyFdGu8+67cSQ1T2b646XuzbJrAhotSgwwfOyrAdltb1Lsj3ttzDX4e7ccLH9y538he3Nb726dUoW7jt0auHYKfFRPZrEjc3dcjza2azKqQm41+9xlMXV5XbWFpYytq7evLSzu3/mzAPz8wuGHVC6+XXSbzJD0/4QA6Aww9GTXVKzTgQCC1GAwYgoLYaAoJTsH3y2+JZEMJ4JJ0MfSw2XgCWpKCgX1MR1OkmOG/u/RlA2A8xmKu8kYWwasjSoAoQcl3Yu/OQ//Yn/54/8/VbRi1UVSebmF0MmVTVaXpiL1eTmjVt333vu1q1bg53JXXeeGE8Gm9sb7TksLhX1SI4cXXTaed/73vbcC8/d2N3+xKc+9Y0f+IBWZe7kDAWiVaITcbQ7rXKA/eHgSHd+d3tQzBVmNaiEA67tdra9FUKuWWZRy7oKSnThtf3NzYiiUIvLcyffdP/XHTtyxl0FmnHBocc+z+hT2dsf6Xg4nUxHJM7wuaU8b3eZOWqtFqNFCcyUJbNmcxWjWMc6TsWIgKqaGktasfF6Z7L9UmeJQ46ay1DIdJopRRVMqzi3HKUVu62irovtbZ3W3Qktr41z3dlb6O2tHBouLPz6wsq3rA0Ov/rCtYXFuX67P99fXVmZK/IwOTbd3Rlfubj57PMvkbR7nfntrd319TWzWrkKGWftYuXwkRvrOxngriRNvQaBqSk1TAkgJSJPfllExObWOIWKU4Czezr5JnXuQsqk6dQeogh3djInhwssAGqaYlXAwQJZIBg30+UBz0ozJzdqDI/SO/SE2zNFnsnCTOA9fP7ip37yn//4X/i+vxG3Wmb5+sZennG7XbTyJa5jPSkvvHbr6NHWodViNKg9HP/ilzZ2NjaXFlY6rWww3G+3dW6u/b6veeqf//uPPn/++XseuuvuY6tUl9wKCmOrNI4ISm6truxu7c7Pt8fT0Wq/TXD3gWvNkJCbxbzdnkTbYdFY90Yjf+WVSaVWT/Wxh5969KHHlueOClDkvUBL9aRdTwqtuC7rWO+o1nlLlg7lWSuQgNjMyrqOYMuIESOLuLlkZNHLydQgXCsHj5VZVUnOlPfyEEIr7/MF7Tybd7lXWOah11NVUK7EqMr25iBkurJ1c3T42LG6+0i3e87s0NbWpLuAnerWK+dfuPe+Y3MLkndu3HfXidGk8+wLFwNda7c6p46fHo0HxL58dI7y7MJLa1euXnXnUV2LINZxNC57CwsLK4dvbLwkrMSUaKnUJhMZN0xPY9Z/YMvkzMRgJ3BIBxB4Iq5dEmdNtR4g81BHDY+EnBAEUBDBOC3mHpzIRcwunE7/c2FSmxXS25tts+5tdoKrOyx5kICSrV6nK1969nf//j/5f/3Yj/wvfUOsA1OrLG04HhJzyPIwOXzx5a2FlfroaT43V2Tde77ypZs72zvWjlXlucxtb956y5Mnvvzc6mvX13/91391/iMfOTTfs3qaB7LK1CGBquictZHHnf2dVo7B3jjjgpyJXILPL86V8frcguSFCWuM05tr0+u3pnUdnnrn17317U9mbO2cQ5z3uj+qeDqJdRXdWUQ6C9LrzzmrQQ0Ttaha13VZ11FCcAgJoqmruSItxFdTDTmxgcggcBIz02qUZ9gavJgtDw6tnM5pcTweXdy5srIyf+z4Q5cub+/t6vLy3aNx9+jJu5w7L798dXG5fc8Dp48v82Q4xej4w2fevzlce+6rF++8YynLKreNx59YvPT69OnfO//qq9eXl5eXFuf3B6PJWCOstjgeTiaTaa9T5IGzrGDjQ0srIECIhCOUmwMALBngNszvoVaDqjenxjX9M5G4sVrunpNnoIwjueaouPH1TT5IGbzH1AMKCEXT2jTCFAAoEOVsZFOGZVTDPABC0dKJu0hOOwltCESZSCBjOdDfp7VfqV1dzIEQpd6zB+98/M/9sZ84fvjccK/2SO08Z1KNsZ7IZDwJrVFrfnthVQ3T1y9tfu6zL9RTtDKa7/viHGdi67trP/Mv/9P2uLr7nvu/5Ru/EfWuUB1rmFuet4J0NRaTkcWhH1pcMtrrL8e1nUsQKStaW9v8tf/wqfvurx6/X1rBSi0+/3T9lefwzne/681PvTkvWi1ekLhMdTfWVEfjkLV73bwIWRHAU7VY1ZVD1aNqjFrHqgZRCLk7RdMYtZrqeDiNapKJZAiZEalwr9XuZkWLXJf60OmVhX7dzgZXr7/Saa3eee4tyv7sS59T44cffPPu7vjy5VtFZ2l/XB45dvLwkSOvvv7SYLx7z7335NLd2Rju743O3nNHNZ288vILrSysLM4Teas9Z9b58hdf3t2b3Hnu7p3N/Vs3trKsNR5O2612Pa1G+7uZeKfdbfXotY3f/cLT/7HbY85IC0tqWMqJ88TqgJloOU+CTwAQoQQgOAhsnJNm5jksgDJSQS0eA6qG9iFzErWecJepcAR1V4918jhEKNIhb1YRRUYkVyEjN1BzJmfq2mebHplQQNoQhSXzT4c5G3tq3RhwJZ16D6sfet9HPvTej5xYOtunXhzXe9ubeYGoKKfMrNJa68zfyOaq8xfWvvqlW4NtsJVnT3WLYtjt++eefvGXfuP3KpIPfvCb7z2z6vVIjUAazVpFn9CpStm7NVldOkQ0WVqlrcGVSZwoZG+v/tVf/p377h3ee4YDYXM3+8Rnp3c//I63PfX2QHm3vUJxYTpskVGryNu9VtHJjaJSjFbVMZqpWiRmwMyiasKHxUHuPC1LEA0GCgiz9/t5p0uj8drO9q1eaz7kXSnmBEUv97PHW1ZPYa177j/27Au/d/Xazp33PHHq3PHrV69cvHDpwYfu7/a6z7344qQqO71erPWuO+/dG4xff+1iv9c7e+bUdDLcWr+2sLSytHTo8uVrt9Y3e935dm+qVtd17+rV7fOvXD1z/IE4Dbu7m/t7+3VZiaNT5LGcMvHC4fZzV37jhQu/3W4TBbLMQgHJiHJAwDw7tGs5T2brlACuEMTc1Y0DcQ7LXDN4BgowQcyoFlTu5sQkpga1gtAT7jCLRihpTMwrcQYqyNiUKQI1XIWcuY7uhhgtdWnmLkJCCIQseSxRw/OYIZpDkk1NIwwzgxvqIXo0d3blga95/INPPPCOMydOt1oqVHic290q8zAmuRbaa6G3/sqlz734/CUdL7SEDh9CpyWS8S/96uc+9fSNQ0ePffs3f1B8okYctI5lkFYu8xrzvc1JS9qdtrQ7dYXtQbVnRJMhfuvXPvvAfaPVhYo9e/UyD+LqO973dXPFiX5+SsvuaFLmLer3enmWg80oOsXaKrVkJckxRmISFjON0aLBDGpuRuPx1MEhb/V6vVZGHsfbG5c/87sfu3nz8pEj808+9VTRP7G7LScOnz5zZPXIahFyevWlm299+7lhefMrXz3f6x+77/5zTPH5515YPXT4+MkzN25u3ry1tnwo39sbLsyv9jrz5y+8UsfRuTvOiua31tfAfPT4sSvXro4m01a7arWyzd2xhM6t63tf/cLFXn6Yidqtol0UazdvZCytPC/L6aGT3U8986+urD/TaUOEkbvk4Iw8GIcG4mQmWikIgDA5PMnVPY37mSCYBrccHkAZWXDNuGLUyRPEiAwaNQe6QToCMSUFGTdcNVvWZiVLZ/pU8EgwojpC68bssDnRiVyAPHBmDml2RhJsm7pB8hCjAzBGdA1gIRO4TWFTtLh/qH/8+OLZ1UPHjx87MdeeOzx/9NyJe4/MLyuuT/j1m1uvv/jCi3ubNw8thcU+rB5sD6p/85uvXNsu3/rmx594+L5KI1GtOoVLERYY3Wri9bheXpg33+NivD3ekFaOmr7w6a8eWrl+ZBnjIV+6NXfHA1+3evhsV+bjpO11Z25xqehnEhC1BlQ9OlkdqyBMwnWs66piYubgbmUVKyVVdbBIQZwVRbuKO5u3rr3+8qsvP/fc1ddeRVlmgonixLkT7/7gN50+92gsce8dZ08c6a0sLr/y/KbZzslTx9zD7uja5mD7+Ikzq8uLL774PAgPPPzI3v7o0sXrec5MOj+/0O8vXLx4bWtne+FQf3Vl9dVXzvfafQIBvLmx3l1ohxZdvnmxk/e3b9Qvf/VW4DYTWkUx1+8N9wexrtudIvTHH/30z079ZjtHLkKZU06eGQVQRkkOL0FouSBgtkrKEJmNjoEQoMGoxSqwYBbgGZduddpITdu7tQVDi9HLJHMlI1IGnNgpgHJQSL6ero7aSUHRZmedN4fWgeBBiMkzIZ4dZEBE6mSeNsvSEdqN85ZEYVah5ogwhnjtNCWv1GqwwyIdPnTug+/55q97x4dOH73b6zieXr186/PPv/qJ6eTSYHtvbj6/sbn3+Wf2Ypa9933vOLZyWDUyYtQ6Cx2RHtXFeHe8srxIVDqPBtN1aSGW/vKzF/L80uKybW8VC0vvPnTk8Xbr8LQs87wzP7+UF4WzGcaqtRm5U7Sakv8Zsamm1FxV9XC0Ny2tVazknZzZNzduXX3twsXz569dPb+3dbMcoRDkwtw4sMlEY9brPfLEm7/26z54/MSp++69e3t9wBang8nK8lKezQ3KW8vLR6/fWMvacsfdh59/4eXRgJ544pFK15/+0pWF5c602p5fmGvlR8u4f+XaVSI+feL0a69drKu4MD9vdZhMhzV2Q8tfu3B5cf7MpQvbWzdG/W7LPVpEnuVVNVlc6e1Wr//WZ/65tKs85xA4FIYCxg4BSQNuE4OWCgJBhJrlikCUTiJnQgYNTgV5xpa7sltA6W5M5lAjhUEhhhZRJ1BGLk6kRGQkoADKYOzKiA4H1KlSqt1VZ+Y0ms6xgjCBLM9IZky4J+aQAHJL6S3ZBwBiLskR0SQ5bYqzGFhdFDCP7tG9LHFobvl9b/7gh7/22+8+e253d62sd5958eNfffp3svxmdx5ffXl4/rotHz70bd/w/iBcZKRxWpYxy3tet/a3Rq0i73SKaINSd5ynzMXNK9fG45cpVOR3HD32/ixfraoi73TmlhZDFoDaPapNQU4IxBJVszyYa9TMowTKxsORhBajb1Tf3PrqpSsXX371hZtXL8bROKTDlSLECbHZg3I4IahbbVYqOp25D3zoW97+jvfde+/dmRTk006rv7176+iRUxdeunjvg8ev31o3Ku6678SzX7kwHk0ff/Oddckf//in7n3grs3tG8srq9323Pb25s21tX6/15+be+211w6tHrp04cbJEyc2tq9w8KrGyy9fFe7vXButLM/P9bq7W4PptBSxpSOdpy987PzFT7f6gLDkkrdUg3mDT6U2HUxOSwXBHUwiTOTJVy35qyA4F6SZm8ALMkFkqKB2jw4irtXJgOiFUE7IxIOTWJImAwGUEwR1OlAdFJ0qRVKPN0oHbfZXGS6BmNOJvqDk02RkMBZEnSkQ02E8yW3HyBUenY1hLiBSo9qF2NwpiOdmbtUIfVn4zm/8ru//9j/akdbW1o3J5IUv/94vP//qV63deubCZHeP3/WWh558/BFoGaupqmV5YbE72C+1jkuL8+NyFzyJNgb41q1XhoMr8PbK4rtanbvKiG5vpdPvZe3cyMzqcjIKWSEhsFAQcRBRqCqrIpjSaXW+ubVx4fWXXzn//PrG+rSaMsMteqUUYRWYiK05+i+hyO6sbmqQEOroanr06Jlv/67vfvu7vi60pK7t5LH5tWvXT584+dqrW2fuXtncnEzG9NBjy5/+7Red5fGnjm+tTV9++fqR40ub25cOr5zNCly+cpmYi6IYjoZVVefc3t8bLh9afunll7u9/sbW7pVL15dbR/PAvXYnVhgMBhR85UT+G5/9uZ3h61kbHIizILlSZpQxCTk5szOD4LSYJ2iekj6L0jmvZByIMvcMXsACPCdlN4EKlKg2gElrwJyBAArkgREIRZILCiQnF6dAtZs5msODI9IaRYN2GBGTcLP6SOTCiQMAEcW0FUQAkSKBExCkwdUprSbV6Xh6EJwMbESOZJYCYgipuLnWI7//5B0/9qM/+sips6P9F3Y2rj7/wvMvX33m+l750nmbW+q/7a2PHFs9RAZTk2B56E/HOhqM53v92iaUVVUcu9vG1vN7u1tzrftWFt81nKLot4qiw5kozAVZ4Bhr4UxC5qQxal05oW0uZbVvtdZltblxczwet7uLK0snDi2fKdoFwcej0WBnZ3dr++LFF1948em1W+tFhizZoCuaI0hnpnYE1ObIOt/9/d/ztvd8uIrjhdbS8pzU1f7qyt2vvPryXXcfX7s5MaseeuSuT3/62YVlOnXm5Msv3tjcHNz7wKlXLzx3/NjJ/f290Xhc1fX8/PxgOAiUb2/tm0lRdF599fzcQm9nZ3uyFRd6vVwyRjYty0jTbH70q5/5aaVx1oJkzIEQTHKCOAciAWDp7B1azGlmBNLsuSY9KQdwTtwhzdyDq5AFqLgKKaM5UTHCzcWJgYwRCIEhaV9eEHJCBkunWprXEWpQ5zo5gyUwrSmFs50L9iDJbQVOKVEl6og82TkpJB2EEC2dAS6WNhLc4ewEo+TlxOKZMwWaBrWAILApOlT88Dd98APvvUuqnelwcGXt0ue/8sqXnh1slH7fvUv3331fp1hkDuAy5+AVjYcTEQmZQ6po07qa7A5fLic4tvLewWAptFt5W9TM2J0pFBkTE4g5EIeqjGbBLc9Cr9XqZRnn0hJrsffbxZJkrTpOskzNnAhFXgRhAlod3dm7+Xf/7t94+itfLjIOAIOd1B2u6dSkxuCqAirIE2977zd9+I/2WnPHVo7t7W889uYj5X7/0uuXH3nTyU994tV7H1w1a29u7PbmSHLcuOx5u87b9Y1rm/35ud3dvU6nPa3K6WQ6nUyD5Jub+0XRG43GZTVWrfbXhwXL8vxit9MfTgYVjzYn5z/z7L8LOaQAZ+AAyTgrYGRpvTt5nHCyHkQyekSzy1rXVisMHB1V9FpdnSytxgJGru4Kd0YS4hC5EDJK59Q16W+2Sp+Ep06OdOwXzNk8UBr7DiTvzUZ20m+ppSOufLaVBoenaspEbjM6Ke0eGWCYuQlTrZ6SojkiWeVKlpwzuVUUHvynf/mXf/Jn/t1XLrx28dbruzvDnIqzJ1u9zKgajPduWDkhVY2l6lh1IqJ1NRSOwjVL7T7WGNutZbWcwoizwXiyPa12zIfgSdSxIwLuptNxaXVHp/Ner/TaJ9gWpT413V2ox70itOpqz3Q/SNRq2u+0ukVg1G5llqMsfXnl5N/823//be98V1mbWeNnlPwyml1jgoMCU4voK5/52P/nJ3/i/Ctfunz9KhXF+Qt7k7iX5a1XX1p75Ikzzz17PXAGkFsxHk5PnFrcXN/Y39ZqSvWEJiPdWNtfu74zHNRuYW9vlIV8OpnADUajQZkXRVVXVV2CNG/T3GJ2a/MqGAaCS0OdcMNAz4wXIIGIQIt5IlQaT/aUcQ0IBVMOywwFKCfLoOKewTJSciOYUYhOjmAIjpw5a3pwJ3ZmR4ALKCMjqMEMUVHF2YYaIdnBE0GEgjDIODRGJQ4okOwlkzuGGtjBTuwwS507ksyZjDWaojGFECYmzQQexImFSFxDgIhmOZWBMaBjLT9zKJsrOlnLK4xVyWnK6J6741GSnkuVSUGWaa1aj1tdQpiS+GS8u7t3o9e5N9bHOMc0Vqo5CTgTIxYphIu6jDGS0LzpUjXptoulkGdMFEh6nU631Srywkwhmueccd6f67mbeazqMuQZcajqadHxufn8J/7aX/nkx3+rI8FIG84+rbNwEpEzEEm4hjm3H3nyqW/+1u/LeanIquNHFy5dWL/3vvuff/6V+TksLa2Yy+7e9h33zF14ZbccB+K4tbV9+MiR869d6HY6dYydTmtt7WZRFFVV13Wsayun9XgwCq5L/fmV5QXPqwntfvSTPz/S66AgGXEeJXfJJQTnLPm1gdIprDNzWyJm1XRUIpJMuY5EQsjIYc0BBkxpT2Nm8Ods4GYJNu35ODGEHQAxWdqinukYIqgCalBaMiNvzvuc2XA5kYshyQ3AcJDC0hlrlOCtWeSrORysjT8zubODjGaGGjBK5zwSszvHZPrqRHXEdKQnFw5/8Gu+8cTq8ZOnTrYL2dq4dP3657f2Lz338uvre4PjRx+BLw92aXdtAN1fWFrP2zcDT1k6raDz/eWqbkfe0QoxBsgu03Ei5NlUx+0q3sjDFH6mrILX3u/0et1uuz0311sirou8MI1qNQxERZa16jjZ2NkNQbKMiMBCtVUS3Mo4GeXf9yf+x8995jNWT5OsyBvsr1E8GVmS9gYmwvTZz33i2vlX/sSf/LPzp+9/5bWdM2fOXbt1eWGZt9fL4yf6r1+49uBjK+dfvXXs+OFXXljLM7ZYT0b7x1YP7e7uV6NquTffktZ4WKpbWUZzz7KCRUUm0xo1/f/o+tNgXbPrPAxba+293+GbzzzcuYfbExrdaKBBAsREEiApChIlSiKp0YwkyyzF9o/IVUkq5bhSrlSlKj/ikp2Uf1gpx1Es25JjDbYoiDRBEiQGAmg0gB5v3+57+95zzzx84zvtvdbKj/1+57Yj8lRX9XBPn/Od8+13r7We9Qz1cCXd+/CoqI9NAqBM0YcBaUmsQxOdiyneYmih1XcLQstZQIBo7Rr7MBEwcClvxcf2DaqGwCCRRIJgpAcqABgiATGEYIBjbyQgoiKt+4jC5d+ifrXt1oUi7x0B2rEgGt3H04wAhMQsS5INqCAIsETWoUYzWhEgA9rGswhAKwf3NavCZ1750t/99b/9yrOfOD29uJhd+Lrc2Hpx2H/y7OJU/J2mHE0Pdx/tn4pM1td6o5UhGutDg/4kT4NNyTfpdB4CBdZA0CPrnTmDOltMDny42+l1yT5VnHevXn16ZXgNIRPRxbxeLBad3DZQkzHGJMZoCKFuysGwawwBSAjBh5oZrXMqqmyq2q+tbexeubb3wR37b5imR97RkqOrCJA4uDh79J/9/f/4z/+lX3/5k1+Yzi4Wi2p9ZeXk7MEbb7/tcOX4eJp3zcHDYrSSlPMwHI5OTk5u3Lhxdjru9/uz2WJrbevk7JQBNMwV0QfOMmcNE9QNp+SS+4dvgPXWtgu3KFNYcp5iWmcbuYOAVpaOOVHkHntqhTZwNzCjbZPPSQERTAwCieJ6as2cYhYF0VJzCmIMCUpr9vARFXXkzHwkVy9SsOJaUPEjnxkz3FgpiEj7OcgizG1sKEYfZmj9DzTWx5amgaCtcScKKNmq5CtbN37tV371l3/xV1fzYT2t3rvzoJIGkJuiWUzCZGzKi5erwp1f7He6+e71lZVNI64GuFoXwH5Begy2ampEqQkViFUbktTP6tn4frdbYJOcl2nW7926+ZlevlEuJE1tr5dZkxWLpqjqXq+LSIHZWkrSVJWbpl6mEKohEoMmSYjQc1kuKjKd55//2IMP7rTNytJ0EZZq38sEB2BAQ6mFuhz/v/6f/8mHD977C3/xbwz7/cW8VsSqITb1u+8uPv2Tu6/dmXdH46ZJu91uMp3tPzp0Ls3z3Fe1r/3KYOX45DQxiWcBDnmWMotNS3D5+XR2PPnAZmAUKDJASbXdDEZHBYibt5hFbwFAYuRhfJ8Flr0KEgAZQttmaJBp6e4UhYNt7oZeGjuwqKG23YbLCL2lphygTQSix9nrCEuHOCRVAFZo76/4KMYI9vhkIMX+PYbpgkDwQgzIxAGAFRlEIUJc0dpcAVRIRGeL8FOf+ux//B/9n25efcJ4K6XnRrIkm0wKMhQk3Hr65umjzqP7b12Mz9Y3h7s3odcjtbU3NQdS7CP1ghx73y3LBm3D0ih4tYtZKeV03HPZfFzWoR6ufWZr408Jj0B7q2u9+exi//Co1xu4JM3zrKqKpglp6piVCJDI+4aIsryDiOPx+OT8zKXJxsaKJZd1TJrnN27eBG03ufS/CFtbJsxHIm5Ms1RyZEyqv/Nb/9Nr3/3mn/ulv/zlr3z15hMb4/NQNeeW+g/uX2xvDz3r0cEee9/rdC8uJgDijU+TDFUt2TzJw2IWGp+kaVlVeTZCq0J4PjsNWhG1IhkiQIstLhptlqH18o7XqxWBOF899qmKTJY2GAdiZioQxtw3WpatOBRERyciMHGqM7iEzdu3dklsX84HcGlOSUt6dPsC2r+WLPiYTCDCLEAAIWKsgiJCAYDBRIzHKzBIABAwhCjLF4CAgeqah93h/+bf/41/66/8tdx1E8jmi2kxmaRZsrOz0wAU8+bZ2y/lyfDBO2/OxvXm9trVJ6E7RFRtdGGIwapxRng0r4dNc6pZxTKH5srq8IVasFycmOSd08XRSnf9J5/7m6KfbnSIBg4Pz65cSfrDvlI9m0072Up5Nu50cwBZFFWeJxadcGOt7XQ6omE8Hvf6nc2t9fPJ+OjomJDRYZrtNL6OsmOC6J8OGr3yFT8S+AUtJIMEggTcyyDU4//qv/x/nJ7c+xt/8++NT89Ems3t0eHe+ZXdk3LcHw4GCEho0iSbjKfOJgYhS7M0SVZGg0Uxt84AYdbpCrvMrYKZ/+hHvy2+tA5szHii6PaIghItA9AgRN2DgojaWAEfn6nosbPsEFXbaLLHbjWRK2hUBRgV2iOFCsoAhiBKf3hpdQgIscGKTkhRNNGmZGML/MWThJfXW9SfCURBOkaVIiIAiooImNavSVUQllZALegQneEQQKGe8b/7G3/3L//KX3zu9jP1og4Vny/O2EuSZlmWgGa3b60Rp37Ob/3Ro7s/PFtbdVdvJVnPqqlZGpSkKmbWYpY5tFfLOg3Nu2L2GSfWXu9nX0nUrD057CahnLuqtE9/bPXsRN9582zn2gasDC7Gp9udlZWVgbXp5KLKsqyo6ixL+oPBdDYOwoN+F9TP57MsT7a3N8eTs7PzSd4dJskaqkdHaODu3feIwNq204w3P5KgEoEJgWOylzIAoiBH/4SUrAKkPfmtf/WbROnf/bv/0Y/ferdYzNMk63aSD97d27k2HI9n1pg0zXs9AMQkzxbzWZq4Xr+TdpJy4W1iCAKRy9LhvaM/GM/fzKyhFkVHgTZ61VoCaie81u8ZFQAsA3ykcMNSC7Y0A4Fli4TtMihqJ+I9RLgU/aguLy01hi49k6NMFTEmPLZuto8po61Banv/IYCBGLaIMZlIYyCftI0+AQITeCIhYBEvGEC8RtcWCEHjNasACuzpr/7q3/yNv/P36nKxmDM0OjmfpDbtdPPQeC/kXK5iFrP6w3dP3n3jw95Q09HAdRWSOYMhpLpqUtNFUIHgGQQ28mSU0IPx4h2wO2czt7456OfdwaCz6OKDhxcX0+54OrG5qHoiBdTJZLKyMhgNh918cHxyljhXVY2IrIzWjo8PODSj4cBaV9fNfD4dDvsro9F0vhDxIVSopiOuKkvnwFqUpWtw26uAIqF1FLyAIpr4C5Lohq2ihKCKg9z91m/+02Lu/+6/9x+entZznB4fhaxrqzpYm5eLOrEpcDCooA4tivrRYHR1d/fsrXdcTqpMBAJ8cHTHJmLRxLRNADWmjXlqXT9bo4aYYAKIYBkxApjLAN54U4HEbr1t4tvBMB7YqC6MRRYQDEjcFFmKYeMSk3MkWulCVF7HAxrPFBqkILGAqqFL5RmiKFokBBUUUYwZ1gKIGLdCVsgKoiiKGJXgFQLUlZDCIBtkeZIkLrHZbFLsbF35O3/nP7i/N1vMLrJ0JZS1EVeX9aKqkqyDShionsvB3vi9uw8wtdmaSKcMSWKpn6iXUKAGMg7QgKbiF4RNA+NicnZ27Ddv7DTGWmOL8/LsbLyysrEozk9P12oPlWjRBAk+zzuz6Yyw7vfQGFhd756dTYlcXfFkvFhfXZ9MxxeTea+bOWv6veH56YU1dmtno5biYjLnwAcPHr337tsuAQKMrJPW70CjgyNDDH7Xy7sf44ivKqxqjEXQftd8+5v/8vz8/Nf+yr/T629UpV/f3JhcnKuSS4whSBJrAOoyuCQVZhC/u7NR1sXe8XGajFya7J3+4Hz+yCQAyEYTQECKQamApnWgiQc9kgmihZ6lpUWVLt1qPloWDVEUdGFrVyoIMfE8ctiRSKNLTYvDXjZKrUIRFCLQAB+9FrXV+YguVxRtS0q4zDAHQySqQsKCJFY8KHujwRjABpoFcAm9bHVne+eF5z9+/dr1F5//2OraMMtcCHx8eJalHWcws2R7/ePjE/GVFRkNBs5mwVNdK4Ic70/uvLMngMPNhPpaY506QpWyKBDIuL5i1fh5rzfo5L0HDw/3D14fn74rvHbr9g50EnShEls30niYThYHB8eD4bCu+IynvV7HAg1Gw8l0bBxlWZIkrtfLJ+Oi1+lXVWksDoar4/FFUdajUV9E1ze2JuPJnTt317dH/d4oS5Mfff87xWzSyTBGxwMImnhwoE1uBiUTp2wgQonahRaaicI7NJiOBvLw0bf+/v/9jWefffWJm6987ie/3MwtOqmYAbE3XJteNCK1RXRJWtVV2klv3Nzd3N3aO5w1tP/md/4FJRNjAdkBWjISZXpKgoSiahDREKvAUnAKAPbympLlqWqxhqWlq0HVlqMF1AY/KyEooSHSOOC1DRKIokr8FbTjcdxsRbVYPLmtRXAMzIyPWWuDCkDILBDNXlVVlOMmgD0CWkBptCohl8FLz7/80sd+anf7yeFwtdNJjSG/KOczILTnZxOi7Kmnnk+sa7DOuh3vvU27oa4p69W1NLWquMnZ/J133lehzijvrPpS6sQi+4ZF2XubWkAzmehosL2Ynn3jD//J0dnbedJYktl4oUH7nWxeVGRzC3kQ7fb6J6enxmUiNJ1XjORV89R0ev2j45OdnR2F4JxNEjtbzPIsH49ngNQfjubz6Xg8y7KESu9cZ23dLeaTsi7XV7t/9N1vqHrQZXcCS9YvoqKSaTcQ0XVRVYgwJjIjxgguNIYMABEnmRGavfvu779394drK72PP/flebmAoiiKwli9tjs6Oz9czKc76ytN4cUnSG57dWX1RvFf/Xf/cFY/yDsAgGQAwKNFBFFsp1RqzdVwqYZvG6vLTOhYo9obBS9Z7ZGOgu3KTzWaL4AAmGWkHSgCC1mKuBWSYqzBupxX4pMU77cgbcw5RtsiAAUi0hZEb1OpLk96hM1UVb3WC+jS2quf+OxnPv2VPB+xt4rJ+byGxK7k3aMPT1mq9Y3h0eFBr9sDJWfMYj4frayRScgQKi0aT0Bpnp8eTg8PjxR8f9BTW1Em1IhNqKnZGGPyTlEzi2xtbx4fPvjNr/1/xpP31rfBGSgXOJlVP37jf/7K9X97cgbGlHUdKKk3dzbv399rmtpaN54vGAvWENjsbG0y9w8Pj9bX+3nWzbt542dVUyVZNp5MhqNBkqZVNUdDWZJeTKbWIlnXyZOynv/ox99L0jhNw+WRip1LtE6J8LJG79blPI8E1lAMj7CGiNi6RFQTQ5Kw0vQf/pP/y5e+9PBP/8JfXcOnj/fOxZcDY6WzmiejutK810m7ZrTaO508+s/+i//zO3d/dzAEVYtg1dRkAdGIKkVhKipR3BCrIWxDJxQA0fLjrh0ed0HL9poIdRkhHh394sk0hKzIAooYQtzlRSOGuPgBEbUGTdwUxXt7ORUDAiopCABa25pCAF0yLAAAuCXWgFEjDTYzv9a78slXvvSTn/y5jbUbVbVYLIoksYYw+KChfPThxfWrN87ODlYGvZ/94q/VVTMZz07nZ0maF6V3aZZlnRAmVeN9HUjDdL5IEtftpWlXwGKa2bIRECMCMfsjy/qE1fdf/9o3v/0vAhdZhosZmC6kHaOGX/vhP3/quWc63ZcXdZ2mnYabbqc7GHUX5YwoUdUsy1maumoW82m/10OA8cXcrCXWum6vM5vNg0DWyX1out0szUbT6VRVXZIsilmQoCT3Pvzh/tGDXoIkeOldEN+2pTEsAAIHxZgmL23lIABQJrKWkEiMA0A0kCGDaAGpd13/r7/5D77/5m995pN/7lMf/5lrN29ACP3dTbBmXp4t/Ok7xz/4we998wc//vZpfdTtEgsYNWIAMYZWSNu0oOBya9JyBlpeAAGqDcvzRJfhU4/brLYKYvusaPypWPUSJ4iaadAWZY8lLA6F8R8gwhmq8XhpC6su2Q0ASCAKIJFBhaDKLK0HBIAvwyjd+fyX/8ITO6/2842mrI6PTkNZ1k1lHaYuzUzCBe2MrqyOek/eemU4ymfTSV02xaKoat/tDevArB6wQsLE2qbByaRCTIjYWBKth4MOYyAwZVkVhU+zTn8wevTwja//7v9wfHY3ywMRASmgaRqTdWq1kFv+/mv/9c9++cmaR4FrZjRGrQNq4nDDTdMQNTZREV9XRSfvSNDZrMxzcYlbXVuZzGZNaPr9zng27ne73V7n/PQ8zzqi0ASZzIuHew8CMFjEgC00Ex3utI22b8FAwiVgpBjdhAjRAIGSATLEomQUoUIQMiEAqmKewrx58D/+4d//V9/9B7u7t9dWrjlDZbW49+jexeJiUl0ISpJD3kFBFNUgNREYIRUSywbaUQEuwQMCMpHW0lZAS5eHCP6YD6TIlY00OkUCFgVE1laPJaKgFPl4AhoELCEB0HKLp2gAlsvhNjwtWg6iRhfvmBYLYIUAQKwIR0P4hkt5euNzX/yJP78yuDk5D9zUG5v9NNV0NOz3eiF4YZ9YI8H7unnv/Ts7OyOALVQzmSzmi9oYE7wwg2ijVeOs5UCsJVm21NfAsBDmQKTgWOoUG+1YaerDr33t62/d+eaV62svPfnMvXv3yrIMLJ3EoDGKrrMSAE2JRz9487//1Mt//eBRZZ0Ohx3UPuhCIWQdKqpZ5qyQJTXWIEKzttq9mEyYFQK7NOkNssVsDqLdbu98dt4fdAup52NVteSgn8P+/gfOADO0CwpVjAwnApFokgsx5Dl6MLeADakSmKUHRnyeOQQiRVRgITRoQEDIoMmhwcX94x/cOfxB8EDYrv+TDsrlPB8dhAhFlCOPklFRKSFGMdGFO9oWRz10hLVx2bz/GwcKEAEJRQXjxCEAChZbmxiJTwnHjSNEYQVCjOmMl96SoKdx1GtNUuP2cNlgRVp3a9ZAKIikoYtaI1V+Ci8/+eUvfOJXDWTWNqP1OnGyKBazMagkdXUYGt/rJCsrvW4vYV/3h4PT07O3335jY21zc2MThBeFD569mLzXcVlah8ZA4mvb6di6nNocTArji+kGbvazlQv3tsH53Qffev/hD7/5zTvpAM+mJ9Nqok6RET0xIFgyrsM6A8vBlA+Pf2fn8PbVnT97dHyfCJO8Coqged6o9wURBAmTxSzrrR0eH17due5c6lkQ7Nn5LM0S7+l0Xnd6XebOxbjyHquiFlm4tPrg7sMfvPatLCUIwqwBwSICxx45gi/SNi3Shj9YIjAtFypmS0fxKKpSjCFBAGQBAWGwAooaAAmsQ1V1DkXBCAgAh7iZiTYbyqo2JimpMAsCUtLmli1tu1v9i4oSoQ8q8icEYbagQLuZg/jVIVqGLitgyy5WaGGwOOmqxtVN9CkVEUWMoUMtkIEA8QkzoKpolqccUQAIjAijBiiyT9/+5c+8/IsW0Dc8H2Pw2cpKP7P1oj5PuzoYuW7WXxl0s5TyzKauB+DPJyU7O568cfreqVTno8HtTufJ4fA6NBQKQdSgwcFQQmWT4KFJe0l1Fh4+urO7MZqOP/yjH/5/x+X+z/zMXxquPPebX/9nizJoVduEhAUUuWFEEwquGk2sJrlsb8nR9L9J8tmNq78Gss540rg9gg0LKcF8NMzLaiaWz4tixnA8PVPRpgkr6YqijqczQmxC08x9kqbGuDwJuQWT8OHJg3/8j/8L0blrcea4Zl1O1iDxoESU4ZLmRFHFQGiMiTRgMkZF4rONCJHYBhrFTsKxI77c+ccNSQRgESh6hALA5TI3Vq223KmIRk5Uy3eB1n9KWDCWY/f4Cz/+EAQ1gDlirtQBl6MmYFI1FtUAGBDAEMQqsgdlAAZHcZ+jROhijpxDRQggrND4lvAukdoAQBasQTKIIIYACUABDWlgx6Mv/8Tf3ux+SmvNMsy6rjtIRisdg2QxKeZ10fg8cQaFxBezC0vqrBTNeR2qRo4Tt9+ho/npg0f7x+NJM+w/Meg/z9zt5IO1te2nnn1uOHimaoJJwv6j40ePjh7tvfb+nX80aU62t54Z9n9ydXNz6zreuffO1377N8FxkqmqqlCoJXWGLFSVdvrwxDO6MjJcUzFrdjd+6ub2L62PXmmqvKyns2pxdHKSJjBc6Quaea2FFychz7Lgg7UusdlksjAkZL01feeSG9fXmcd1Ofuj7//2b37tnzTl1KFgUPAAERBuCbYQfcjiPl6WS30AcM4SIRGZmCrYVjJo528ERUYLTMwU1IpaUIdsVSwwtVaKrBpYhUEACNERWIIE0JEaUGfRWrDRKsaASQEsGBtlCDG/EzmoKgUvj0vh5cJ4eTihPdMAwmqjGaBGh9oYR4cAqCocYrMVvYdQBBgiIt9W6PgQtBdgRB/gMS0iru4jUCrAoYIXbnzl+sqXSMVLVZRVw1qUdHG6ODjYI/VZ5mxq19dGayvdTmqvXt/NE8ssJ+f98cWHlnxizicnb5Tji7UepMhnp28dfvhuXXGWoff43dd2n771l7/wxV8FZWFu6sV08WZ37XRn8MITT37u7GxYFL2VwTM/+6VPHh1W337tt21iFULkPZeeScgHMg2UpVoLfmZ94e+HP3x48q3t1c/vrv3cU0/8VM9n/aErZnMQUsqsaj9Lm3oiosY6ZhVDxuZ16bXK8zzv9MysOfr7/+n/7uT0nnLjrCHLMSFXLneoy71aHGtEgJDiWpoowtdt5paxsQoIRHt1pMiMAqDY7EKbFAIqwNHmIFqasbb0AgUkZBFHEWBsp3lduvMRIZiYwqpEqKS6bMiIkBkA8H9RCtt5VpdJAkuAi3DJuwIypEtjj8gGAiJY1kWQuNFTbB3lo8yWQDnuSUFaIzhE5HiFsogxKKBIhj300tXnn/70fBLKYiLmNMu67I3Japsnz37syrC7mpg0ySRJwJhwfnZw98NjQkgSK7QAfBAW3xX4cS8r86E5O0rKiXKlgw5KWndSIoRHx3u/9c7fv5i+88u/+rc31tYf7f3o6PSNL33x84dHw17vuVde/cTh6fmHd6c7fu1Xfvk3Ts7O7h++bhNAFCIMDbBgYJzN/GxBouQrCcHNHmrD/EHv92bTbwy6z3Q7dqWnizN/vFf1equj9a3ucMWH3DibJA7R9vrrmxtXBXHY26IE5s3ev/xn/+3++I7rqBOEIMoAcftPsUBFvBrj+NPC6gpEAADWGjIGAJw11lgypCKRrIaIDAoY9dYAIBwXuLGeRTKuQYmGjsuuNxqwt6WXQKQNDwbQeFiljcmJLXWb0gUfWdso/Bs91iWMhcv9wGN0oL1l2lBxgygCIi2S2RI3lqHi1ixTebUl5BAC60cqLrY8LiKkeBUjS3AvPPWXUlpb2ZplyQDNbpIYAI7t4WwyuTi752uPyllmt3ZWep301pNP53l6cvbox299fyOfPHHFSGUvTszRPh6cVd2B61o7n84HA+yl7vy0yTG5dhXufPAvvvY1+bM//380dPTsc+uj4ctf/MKf++Z3Pvyt3/reK6++/BOf3bl397jjtv/GX/2N/+Q//w8X9WEL2CgpgzCiw7pR78N8FqY1TcfaeOcy6Ax5Urw9EiBrQmPn0/rs8MP791EssFO0APGXQGma9NMkzxJbNeFidtpwmeRGlCRmfxEpg7TIp0a/TpH4BmDLHY1k2yhCAbXWAAAzqyqituVP9bJKMAcRUaMCAgY0RsYZjEVjKVDB6Hgt2tqhtSaPUclgEJfZuW3/HZnpH/E7Zmk3LVbgj/kgQTXtKaZlqgUAACqDaqucJvSgQIwxVEwdgAFU0EsMlggVwCgYhiDLwGqjihIDFgnBxA0QYaj42vD2J59/NfE7i7PxhM+9noeCUI2X0B90jGs2rwxWVvI8tyBmOllMpwuk+oc//t6sPn76qWeudfeK8986OVhISPPcX9uFYspl2dy6glWZjC+cON9dRds1VGeH+7/1/W/3traPPvnpX3/7nn/9jbuf/9lP3v+g/sbvvrZ7dW17d/D2W48Gq+s/85l/65//9v/VOA0M1gmH3DfGukbFIiTTi/J0Jt6DS7y1YgBtWyKsNioeyXbAiTGVswikYsASBKxrrYsCYA4MAAaMBY3aIoKo+Wy7FgPRXFpUgWPSZNyBtUiNiJBBiwgcBMAYF+03RbgtP62tj4CqAKsomMh/beOw4i1oUQOCEngvLQgOYACtgEUwDNaAVTWKltAgQmyp437YkoAA6OWoqgJ/0lT4kbulpeC1MB3LkhIjbeuECBBdh+JdSRGqiMVRZXk/RlZa+3UUDBhCJYToManAub362Rf/zsUhl5P38kzSTjLo7/R2YWXV2gRFg3BeV7q/f1bX08TabqeTON0/OLp2/drK2nPF+PTuu98a2ovt9eT8rDY9ObuQ1FA+TPJEfQkAdZ5C2qvnBV7f6aH1D/Z/+wsf/7nXf3T0la/+8g9f3/sX//1bH//Uzi989TPf//be3ofj9fXrZPnJWy9tbz59enEPlMlwWUkTvENgUWsFCa2J76laE0EVMYQi6hsOXgVZURA0mnC2m6rohm4ALGJsKRAh5jRFaAba+3+5CVFEINsWjditI+Gl/X7kmyOSqqiSiOASq49++oHFB1ajakBABBQT0KTV0hm9JAfA5ddvGTK4jBTRCEG2eHpbwtqXGjNXKYAGjtRj+WMOVix8rKqiBlAQWNW030+MBV76O4IhVAYGxDZHLjYDFNc6MQ9dMbBwO7tiBEiIgIAMgWIgg0AADJsrV6he6XXd1e1et+fTLHO2N6vrkws/GzfTcZEk2OvT2nrv2u4WSzMeHw9X+tduPN34+b3335ud/84T2w/6iovTppPgZJI4xiRtsswGxtAUW5t5JJTm5Hc366oydkPz/u181P3Ot99+9Sc+p3D03W+/+4lP2t0r6xcTs/dof219VTT71Mtf/h+/9l/aRAJjYEEK1gIAMPh2IIIWFojuJtYiCDYVNBWg5TY6iy+XyRgJMC1VESJopBTzIFUFwBo0gigYCUga2ofWxJR2RUQU5Sh0uuzvESAi8rBcBquqADKL9xJYQ1BKkAyxCGmbLxJ3umiIALhN9mtRpDZP/HL/3RLbVRGpDZAHNNB+DsYSDHHP8sccrOXxbbfVqgoU66tClGFohNSXWjCMLON2vIgh1HFxzAISPzlW2IizE1qDRplI0agoICOXoFmjesZhML5wkzHNZ9PJ+IRy6K1mV3c3d6+tjAadJDFnp6fvvfd+p2tvP3sjz/Xu3bf29h7cuLrzxIsvXRz94HxMKz1b15WAH3SQDCrwbMIro4Qc97o2cWSs7w0D4Mb1p1658/7ik5/90j/9b7+9uvHg9gtXD4/Gd++cbm51H+zde+bZ5/f3T4aj9NqVF7rdIcNhUQGodnqQWKfBMDZw2boun3UFsQbFa1OABlAQaulxqAxLlA8JUHBpPadLT9hlXyuREb4ElRFJRABQmAmRWaJ+nIEJQViMMQrKkVigsIQmVBFVgEVUIaZXKgBLG5oVm3cyAIDC+vja0naxLQAQnTVQgWKHrhoZo/HMRSfRZX49LIdWVfg3hEUfvbqW5Kp28YKE7c3dHrmoWAZYWrcRyLK6KQBS+zBcrgfiK4hUZaTY84MRm/jhc7uffXrnkw5TS1lZwXhcpx333Evbn/j0zrPPjTa3TG+gRXnx2uvf//DBgyefuvniiy8s5vPvfu/7LPLJT3/qytWdk9N3q2q+OkpCAF87Y2DQtZ0UhDnJeXsnyTLZ3ObO2mTrth9dXYPe4Natv3Y6rs7Pm098+va//trr4zF+6qduFeV8/+HsJz7zE/ce3un2OtPpPLXro+G6gqiAMTDsw9bqVjfdYh+tCbVVY3slJFUghOC1LlUCqEgUZQOrATARHGYFif+KFqM6rV1DSMRkUBUfO5/H8VpjSYrzeORoR+KbgIhE0pvE1j0WHEBRCBLin0T9UkteAhRADm2fRZEH1Va69paKtN4gwu0ngSCgBTJAltBARAUujUBgCeXGS/SP77Hi7YaRJW+ip6S2cngCpLZhCqoA4AhB4k8uxqJgm+gafSBjeeZIRkMSkWXkeBSmWaejV579Sp+vJrhRV7Aoj67e3B0OVxUrYwtnOxDy0wM+PT1Nc7p188n1zT745kc//qFvqqdvP5dkWtSTg+Mf8vjNp64hn3KYaz1TF1x/NSzmrq7q7WsYpM5y6I/8ySwZrT/TGT199lYt7sqTt15588d3f+pzXxytHf3e11977mO7n/v8F/7pP/5Nk3U+9tKL3/nGm7u728DZ6mjnfP6jTk7qXZaE5556wbj+d354zE0DyqAggiGAMjhH8SYIDcSVFwdBQyiAEudfVQRCDAIJEYtwy1Fq+SWwfJ8A2thSAFLlSPxXgGit37KJoE0MiY0RM5OqMWbJJAFAad30ozoGACI/gEEpnqeIo17iAQqXa8nHFgegMTTkEkUiQBM1wYiXt5O2QL/qn7DSabvyJVC6PFUa0fqYUB6PFLMAKJloCEjxEmdpATkFDNKe/iW2Bu3LQkREqc1zT31uJbtui81OtpqtZGQ5+HoxB8JuU+flJMwXD7sr4YnbOxvru/N5c+/eB4viYjBYeeGJjxXFtKinx6dHF8cXrz6za8rDpvGJQ6+yso5BtWHZ2EqHI54XogBpascf3rj1yq9hZz13x5N5/cQTr7z2w38+vqg++/kXX3/9wbf/YO/5j/HP/qkv/Ot//YeT4vDajVsPH+ytrqzcuH77g0e/bQyyCR6gqeqb68+QZIyNxMlKW81IYtGSKJvgBUGFFQ0ZR4gCoihq4wBkwGJEkiOrMV4WSgKXQW1xh9LeWIgtc+mSQhLXLwQKwArCIsxIqBoZb23bJ6oQEYRoUyAAAiyALT++LX4KqKjRipGIVJEDgwEyiCqAYNoIOCACQ4oGyCKSXsoJ40UYyzr+sT3W5c+kIi6CUiRk0FgkAxHBRUQDqgzL6F8lIlAwRFYFWuMKYAGMlomtolmsobj2UUWEsNbbvL7yajGeWEtqKhFNTZp3RqGh+aKaL6b9Xv6x2zd7KzCfwus/uJ8k1XA4uvXsRpZlhxdHhuTk6NH0/OzTr37OVvuzR9LvpsVFNewAYpgV3YKLa+sGEQyRpOxBpuVO3X+B00Evmd2/P37pU9eefubZP/jGN7/885/tpbudp6s7H9yb1+VPfv6Zb3z93aa6uHpr4+RonCU3uemg6EzmVQW+9pu9VeWsxoughCTK4BlYIXWSWq3ZaggAjIhGCYRRlCxGhDGKEghRVNpWCFpeAKhSfI8pnjlCUgHWyGVYdtUUHY4APItRFNOi28KCJtYhJURlAVRmCIoh2iMyKoFaUAWzjCOJDZ8iaGgFLy3G0bY0YAiXdshgSY3B6FHWXoDtLhI0NmCCGiNI/s2PCPMuXdcVEQyptRiPV1yJG0vWkkF0BhJLBjUxaJaZ0Ngef4BLCAzbTQ62e3cQ77bXbnPtULpp2ul0MoM8Hc/feuPenfceCuhTz1155oUn0cDpSXM2Hm/urBQVDFaJBMZnY0JazGa+rl599ZXQzI/27qwPUGsxQP1+SomTWnbWk243DcZLx9nRoE63Z7UmJgGW4cb6e+++V5bNM888efhg+o3ffntnu3vnrb2nnnju/r17P379/Weefv7i7GI+rRLbA+6/8uKf/dnP/NVf+IlfyaqNYb61ubNWNxw8iMhy5gdhibIUFCUQS2ARUdWgGiJUNEgaj46qqrTbmiiya3VTS67jUt0NABE5UkBh4AAi4AOEAMGrDxAYfaN1I8GDCAYGH9QHDQyi5AMEBl4eSiA1CBbRtuIZ1YhNxoXyUt0Zpe0RiY/nGg0ZZ+II32ajfmS7jEvgo8XT4U/osXT52YBABkwbnARRO68AwTMQEhLGOwzFEBijoIIUcQ40BJ417hIuYbHW/JTIEBtZ3Vp5tpqHzPZ8KA8PpqFJV9fWnn1md7ChaGE8Lu+9fwHYPPfyWg9W7rxzvHOln2Tp6fH59s726dnhfDZ9/vlnhesfv/W9W+vzpmFpuJNq6ngypqwb8gFQT2dnJl+7WYfbwd/orV6gJEiuv7HR2SuLkpPMvvTix77z7fe2dzZe/dTL77x7/6c+9xPf/J23Hz5454WP3Xjw4Zlx9WjUfyr/2aSpP/Gpl3/6lV86PnprUU+a4CUgqApDnG19rQbIIoCoAQULGpOMgIXVGgKIBEw0AIJgSEWRlhGSAABEbV1qV6jx6VSASJWhiIVre5mgAjReEVUUxMbyhzEES0RV5DLOHTDmv6mJaeBErCISuyg02N5PhNHFeWl3oKBxMsOllssQGIgJ39TyP+WShQjQdkd/Qo/V8rHi4QVr0VowRtEhGo1oB2vU5ray+kioMgYBgGNCHCKituwObX1pLKHByJyHUX8zt6ullIwo3g9GG5trO50BL+qLh/dhuvC9fn71Rmcw2n70YRPUP/XMpg/T2hc3rt/aP9ifTKa3n3lGpPzOt799deeZTmdWHPxPXWN6qYG6AfQ+sTIwVTJ8cNq9NfylebVdiW7d2JE6YSZNO3UD9+4fX3tyuLVz9fazofH1Yn68vTN460d3X3316W998wcnR6ebO+mjR+fKO76pU+kUp/DU9kvDDP/1t/9x1dRx0xJPhIhyABKI62BrCFnFIBmK+aAqigKAqgxgkBBZmQhIUQRaRHmpSDdxmyEIBFH7iwQgEKGH2LG2Ms02WiumuKtBaEdyiEwsVAARRdCYBo+mJcgbg2Tae1JEyaCitveAAsZyG9XtkcATM0oiDQeRSJc9VmtVBAAcBIHkMkDu/++6UtD210NqDRiKmsF2sDSRLEFKBtSAxik0AZMAWbUWrIWlS8QSu1uqwqiN8gEVWB1eMdK1pkmTZGd3Z2V9UPrZm28cvvvWpKnlued2n3ths6n5h9+/T2585QZOLmah0dFg6/79vaOjk6dvPyOC7713b/fqE7euv4TNwJqQditI8Lwh3HBjt+Y2fuH+0ZeD/bLtvlqBDYYkGZRzbAoINuNgHz48fbg36a2lRShsMlgU86YptdGH984/9aln63qCPFxdHU4We3VJ3e7IgCnGVS/bLYpsPm9UlJYbYkSLAo4MKLICINo04g/CAqigEWWIupLljhVEsT0d0b5guauJ7A+KqZEKqBiXX/GBJ1VSMNB6FTswDowDcgBW0QlaNQ7RATpFK2AEjAK1MsAYjqqgGm2t4gACAMsGmhBQ1RiK+W2x6xZQaAOPIrrWThXaCtkRgIiihcIf37y38FckiRsj0fTWGqNWwSgh+ahcJTCEhGotEQhFSY3EpWYEV+LXe7wdav20SINA5tZCY5OECN3J6Zh5kWXJ1Ru7g2E3zXQyHe89mCZ2/YUXbp5NDifn850rA2vy+x8cHh4cvvKplxfl4v79O528c/Xajaba58Xvb3XEGjdtirlbtd2fJHwSu594/+SbV68/w0nSHayfT86bYH742tsf++QLdcPD/hp0uo/2F518PNrq3f+gefr2teODC2kGJxenWbc36K8tZlqGptPLLo78vCqMUW4UzeAzn/6zX//+71eTR+2vTBFZmUG4BdiNNRHLbrODGNo5TloQR1WRYukBWv6GWuJA3JZQizoZAjExXQjbxVA7MAEAkKXYn4ARG2MAEYggHvogCgjmkntDCu211I6NEU6Dy7R5AEJYOmDgJb1AUVtJn0GygMSAQEARFW3Rtdib/8kAaTvTolEwAiTGgLVxPERDiAiWMLForVoLziKRGgvWgnNoHMangcgAYNwPmsiJNgAWhECAACjoQkBFsovpKSuubox2rm6lHd0/evjjN96va3fr1u3dm+nRyXEn39jevjIZ++Oj42Ixee7lJ4p6PJtMjEs2tndE68n4+13az0wOVt86MHb71xf8Rdd5cVqv91a2N3eukTV5PhJvoYG0O6wCFJMy23DT6TjB/PSk2tzY2Ht4v5hK01Qr6/2sk5weN51sbVHsp4lhn4ZQHR4vTi6mYITLsDO8+blXvhJKXG7+VFQ5gIiiTwVAUpbEmtSYRMggWkSDAnEPge2CI3rKRdtoJCRDlxui+HwTXF4zUQKlpGTROCSHZNAmaB2QU0rUpkBOyWoU+JMFtGAMGWvaMmEADQqgVxSlaCLSzlYKsHxZkdqAFMfDJb9CI69OAQVRIpcQCZbSqgjVtuD5n4i8t59LGuudMWAsRfIrolqDBtWQOqfWqnOQOLQWEcFaMhaMjUzZ6EgCSO1TCBFThmgoAdZJkibG5eubK1tbWy41J8enH94/7HZXn33uubWN4fHZwXwRrl3fTXO8d/9BWdRlWV+/sUPGHx9443R3d9eik4LKydeHvcYNqvtHXMrP9K/8ovb667uDqg4Sehqy0ISDg4PE5anLyqY+PRuT2M6oe3Z+vjYcHB5MEJKt7f77739I1pTNwiZWlfYPDzY21+bz8WgwVIGiDIcnp4GDimqtv/gzv3Rj82aomSB6oYIqCCNIYsjYnDC1lJCxYGJOkFE0SITGYFsFJVKe2oXEEqREaj/QGDJWyYFNDRkkS2iJEkQLJkGTgEvIJWQStCmSQzSRnRx3LCAQ1VdKBrFtoVQQFJFVgkTQCSV6L8BHlo6oy5rbXnW07G1idETkX8glIbhdLSJEx1T4Ew4WAkTmdCQlAiqikFEykSctSC0YYW20FVDryDpAEmOi672GEOJT0MpIYmvFEQpUUA0chEOWJiGEk9PT8/NJtzO8ffvpbi95tH/v9PTUUG4xW8zrBw8era2uJmmyubkuqkd709W1bDpj47pG6fThd1Z756ajM6S7j566+uTfKjSfNGjsqK54a3O3aUTV+Iady5uat3fW9x7ua0hJ805nOJ6OFeyjvenNpzc+3HtkbffgcH9tbb1umm63e3J2Tsaen18AIFmcl2XDSOSk0ZVs7S//+b+eYgIci0hsu8naBBCNs0lqrEOTkkmjkzIah2Qf89PJoIlcp/aBlogVISqiEmp0VSSjZNU4IKcmAUrApJiklOTWZcYk6BIySXzy4woumv+oAJBRQAFUicODAosKxqlPdQldfXR7fXnCosKsBSAoivbjy4tb8EhqWAaKQwtTxafsjzlYy2673ZeqqqHWRAhRKW6LCMhojCFwDl2C1qlL0DokA8aCTVqiWQvFUouhkUECaWXSoGiwKIqiKHu97vraep51Dg/3P/jgznDY73a7RMnpyfTDe/s3bzzBzKLsEnd8fLKzub0oJjvXtlhCuZhYPRqtN767+dbD57u7f2V49Wolx/XEpLRWV5wmvaoMKraqmMCVlY5Wek3VLKZ8ejwZDAb3Pjja2Bx88MG+SZJnPnbt7nvHzzzz1I/ffOvK9evT2bw/GETxbFEUDGFRNZOI4gvOTqvPfPyLf/pn/gzUjzm0daVETgHJElhFpyZFsEyJogPB6P4jERCKJiuwxLQuNU4tCm/QWLQObQLGqc3ApGAzcBnZDE2KNgWTgEkQnMZYeXIEtKybAEjIUZ4XQQSNo0Ico5bszZa2ECtM5Os8tttoJ8Alghtj4KO8wliIrrPw+PNRFZgV8U+6sWKcDiGZJf+GWm+suOLG1tdNyShgjA0DY9U4tTY6hcSdQwsVE0KcLk0biQhEUDdVkjoAzbLUGquq5xfnTeNv3Xqy0+lXVXN2eh68rK9tnhyfqML6xsa9+w82ttarZo6aNn7MspjMLvqrKdtrVfJrM/zTa099vODTZlaOspwUzs9niess5hUzjC8mIui9ISMGTb3Qi/N53k0f7R+j4PpG9+03Hzx1+7qCnB0XG5sr5xcXWzs7dd30ez1mqeumrOray9HZuFZWBArGNPmf//lf217diXloAFDX7FkVCS0BCSZADsABOCCraMG46GenhtS04vToG40IGnkEcTEXS4S1aCyaBI1Dl5JJjUmJEoyZW+Ta7q2d1yKGhYpEaCj2LiLQBGVWVg2i0FK+2hP8eKsjj0mfuORzYWQCxsNAYEyE4GNj3/5pRCVUI2kHAFD4jztYS03REqpdUvZ0ydeLay0idA7JABk1VslEOo5Gds1ye9oOr/F6tfGhWKK0VbnwvgGELMt8CGU1Hwzzq1evEWbHRxdHh6db2+srK8NiXhBip5N/8MF9Y5K6ovOxX9uCrhtKY4paaH3a6/6d+w9f8O56DaHfWZuc0HClz9AQJc6lIYhzSa/XJ2PqCll8rz84PDjLs26S6mg4nF7UTz61U5XN3oPT5567+s6P73Q6/dOL86ppzs4v0jQTlqZp6qqsmzBZlIWvhQSMmU/8eufaz//0V8VHM2cIQbxnQCSD6JCsqhWMfXQCxoJGyp5pZ3jCuH1rNzuxLEaXWGPQWiSjYNFYk2SJTR0aVFK0RM4YZ9AaMLE+UQSiyCBgTNhQFmVGHyh6Z0nr5YgG0cWDQkBw6auAS9b65bsdBckAS3f9dlyFy9tuuT5fHlARjaTjP/7Gasn1S0kaArYYazs7YDytSLHHahdJxoJp85/aWxEQTPt0tAYE0fUQAY2BuinTJBHRqioMmTRNmOtHe/v37+3NJuXVK1etpbJc9Ppd7/14fJFn+cbG1qKssl6nLtL5eLL/8NHOleu2czXA8/uP/JNPPlstFLlb1Wp7K/OymU1m1lrvmRC3trY6nTxNM1Xtd3uT8bxYlFVTbG1t1otFU4Ynnrjy/ruHnY7Z3unf/+B0bWXt+Ph4OBxMptOyrAwRAPoQZkUxrxasgUGbWqop//Tnf+7q7tU2uRhgvihF25Y54kw2IeuADBoLaB4/abGFjY17S1gBxDY+EgDBGCITF/8AcWXhDCWWrInGIGQoGoCQbe+n2MLGvwcW74EDhKCsy8XNEkLHJaWp/dYtRz5yEePltHzXoJUNtg3NR+41gNYw6RJriLcWMQHHkROXC2VsCQgtdVgACILGsxGRs0jEafMGI3zqCAgjurbk4Ea9B17igIKkhIpGAQCEPE+bMPONMY7r2td1XdcaPKPI2tq6b+D0cFFWofLVYNTLO8nKaq/halHPOj1A0+HQMdAMBk1mP3vv+Mx2O51uP3Wdqi69FKmzfuEzNwIKhJkGLRa1mOCS2pedPMlUgm+Ssk7Wd7OD+5O3f7Bnpb+6Nnrzzgc3XrhZjOdp6PXyjhK7NKlKDwGh8XVdL6pyOp1xw8DEAmdn81F65ade+mnwAAoBbBM0cCXoBTwgKCk4jh3JR/eARGpADWqMiiFEFYPR3ZcAjYIVsQyJGCdoAyYMjsWocdY4AguakFhQSxghHmuZSEgVFQlY0Qdk1sAS2n1R67BgjBoL7ZEWhGikGO08AQCREZvoYk3ACIytgaiCgiEh1WjpHquqRu5rrHcYWR4UOaZxb6AEQgAGTALGERmMBT6ujWMj3y5oLlnPqMYgIRIRPf6kxxtKoriiipCuRi5XvELLairYAEnTaLebK1NRlGmWbWxsGkOz6YyZCXE0GqpI4hIOXJbl1uZ2U/liMZstxtdu7DAH4ezkeHLj+g3fhLW19cW8HA5WYrYCoWWG6WRWLiqDxrmsKPDsdJx2cLgCCDo5qSwPi7Is6/rdd99bW1sbX4wR6caTV6eLCRI0lSdF9o2Ir6uaA6vA+GLcVLUwA6D3cnFWPnXz41nakWi0y16VATwAR3QmapZMq/6LZQ4ACTRRNTFuRlDVMBomEkI1iAaMRWchIUoJE2McWWcsIjEaJGeNs2pQCASjqb0aoghvc5CmEVFgAI7zakuiQrKgpBLBxCVFJ4JoppXSRy5d2wK1q2ONhRuh/UHaq3FZOyMxOmr6QQQoSdBajA2mOoAMMAObgnFgEiSr1gHGpBG8VPksT+hyKDUmzoCRMIOqyKwIEcZqm0S6XGpyS6cuyvn5eD/r2l5vpW4KVLe5uWkMTiZjH5r+oFvVRZali8W8rmoVOD+figcUqoqQppZs4zKyrjMdhzxd6XR6x8dni3l1fj4lSuoqXFzM+/2his3Sbl2Fxaz0FRubzuaLvNO7fmPn9PC0mjYHD8aDleGtm7dU1ZJ58cWXzk8vRlvDo+mBMZTZNJQNsE8TMIQqjAggEnzgEE006OJ0fm339hM3nucADKIQoN1AKKIsEQBAUpuQdQjRCQhRo89qOyHFvDwFA2ih3dhQu8AxFsmCTSDJrEksOQKLQqIULcgjYC8xMEEEVNCQAV06/ADEa0Yprncimz5ujUCXFNZIxorMqJZMuOzkHxtwiRoER2hiBiAsFY6IuDQUEkUCB5SCSdHkQBmYDtgOmhRspjZRsnHuhdbIOy49RZe9l9KyY4gjpKKqYtvnxUkFwRlyRG2lVSAiABRGVd0/uWtSWBQ1GXA2G4/H0+l0OBrlWXZxcT4aDlxiZtNJJ+tw0CztOJcu5mUn7TW+6vZTAXBJfz4Pnc5wNitAKU06WdY1lJ6fzRbzRhXrUiVgteCmkqbyWSbzRXH4qFxMjAbHVaW+AYSyqnq93oMHDztpZzKZeW1W1nvOyPqg60BVAkfLbwDlYGK3BCzSsFYGYW249uxTz5ACiHKjXKtyJM5KyxExRASgYuxlYy5kG7IsLBIAPEADvoEQwCuIVXEsiZe0waQ2WU1pAzagAUBjbHLZ/ouKoCiqaFguIBEJoxOxTdAlGOcG69A4oMv/sR3UIGaBAwBzG6eF0bm4rW6XFQgJ0RgDukS+qSU8C0eQPhKASBQsZgqIKOAo9pVKqNaiSwCdGgcU981ta6gKrXagZUzEW7LlF7VE6eX8qKAxCscotELCuO6JbEVWOL74oPaVaibiS1+ikfX19bIs/CKsr68B4Pj8dOfKVl1XaWeAEnqD3vnFeb+bN+WsN+oZZ4pKFIgDVxKSNC0WdVn4ldFKknbGR1WxqAP44AXUjfqr6mlnc+W11042h9lkPBkNV06PP9zZ3gVHjW/q2qdZdu+D+9d3rz882hv2O6Yprm1uvX16oCGokrXC0gS2COwsiQ8MELjJXNbL0+vbVy2DYxdKQkHjQJVtdG0REVwiwwCIyKKKIAEy2x32V7r5CpETlXG5KKpF4JKbgtGjFTBgLoEeBGaI1OTo3yMSRFg1UuDbWY4odjnqUmh1Hvo4pdIYXA5xGhnCBHRpya4SzxZCq+K5LIiwZFAroIqINW2rvpz+AQFZIqUHLaSACHbpKxv9OYiAkhYBIwPWxlumRcMef49YF5fce0Blgchibq/EljPDCDEUGAhRRJnVexCG8fQYyJCFEHxizGDYn0wn3V53e+tqCOHo6Hh1bVRVZd7Jz88usk42nczZM/um0+myQJ70x+ezJEss2PmsHA67JycXBKaqfFX78Xh+64mNaTGZz4pBOhiOhhfnk53NzWYGs9l51rEaYHzhT45n/fVsOpneuH79/oN73W42ny1A0FfV1kqnY5vcim983VBiGIl8U4TQU/HOJcErq0Wl86Mzy65Pq1/57E+TNr/79d+yIi41DIE5khEISTXqwOI6VrvXNl988tozN68800371hhr1aVpURbT+fjB/v2Ts/1ZMW5CWdYnVb0IzGgJDQB4Fbi8Dily2JeCDIyrOtO2Hyb60kALpyO1xyQ6gBpDRIqqApcsQwRECLKERJdrnCVNFFQNkUEhQmGJ9B3SS1bMUv5l0kizad91E6FRS8aIcWAcGgNkybmo1dGW+9A+ebCEveKXwyjcVkWO7WKce6EF1mItZVbfgHgEhbJaTGfHK72rZJxxcHpx1u10h4OV8cVkPJ70+31EWxZzY5NiXvT6vclsmiTuwYP9W7d3LJEEc3QwHQ37g17qbIroQI1z2enJeX/Q2djcIiIVWltbbxq2xo1PZ36hltz5ydlzzz9ZFuXq6lZZhE6N80nhrN3eXW98FXyzvrZOfo6+Ojveb3zJ7EODQg1ZQ2oWRdGwd85YBe9lVleM/LHbH/8//L3/cLSyvro6bAr63d//l4MVintbVVIFS4DRjQPUYv/2E1+6vvMT/axvpUchGXQ7g0HelNXG6m7RLZ/cfXFeLY7Ojs8vzhqdCjYHxx9+8OCtwo+BGiQERgCOjjMIywJIKCKmzYOE5UIG42FugSqRtquLlxJGmVprQ8wCAEJELIKtUkOjSkiXei1oD1g8CW06hjBEn+PAoqqU5eAStYm4RF2GNkVKEK2SA+fItl5euiRmRTWIGgIykTsWzzWKEgvFX5xnYEUWRDUoEQBrS0AIygwioMFAUAwwPr+XuIQhrXiR5Vma58enF8Wi8Y36Rs5PF8rJdLIYjkZlUYpoVXqT5FmeJI6Kaa1NVs3p7HRWV8LenBye13XjXFouZDKdL8oFBJOn+WxRZlnHl77yZaebzM5kMS5C420qvVHWFHxlc/fhh/dGa72KF6KBwxy5KM8vZuP58fn5opoBV4E9CINoUTZF7YEYTQEaZoUPIkbt73/969Nx5YvhV7/81564+kJVCAcMDMIWGYVVGREMCFxZ+8Tu6LOOBontkjWUIBiczYus25ks5qBkKbGYDfsbaytXtgfPvnDjC3/mZ//WV7/yt25eeQV1UNfqmUVUVaJPdeulRWAcogFEtQCpQZsAOU0zIKtIglZsgtaos+osIAIqXZIsOCYyI4S492nNBJGlvY/i3XdJkJElE1kR0EAbKRl59DZBl6HNkJJIZwBjIhcUEIVII+bR0u2XGCtG0NaAtRQFQPF7SSzmEQEhjN9oSXWOJTzSLiIQBqRwsPcgsdg0JSIlzs3nizRxhijPEhAmwsCcJulgMGy8z7Os28uvXttofM2sJ8enHKTb7ZVlk+e9xbwIXhDtYl4Kc1U2Tcmz8YLQVmVzdjZGdFd2rt64caPbzQ8ODrOsA4C9QbLwh2T9bFEs5kqSpyYFPtvf+9G8OJ/PZ3VZ1dXC85xDiciIIuIXxaxpamGpmhoQs7xPSfb+o/f/8//6//bg4P2Dg6NXPvWq9wJKyo8lggjEjHm6duv6sxykm+eBw3Q6ZdbxeKJIDx/t100DiIv53AKNst7N3evPPXFzvd9Pg3v+ykt/46v/61//6n/wyhM/33G7TZWIWhZR5UiFuOTfUXT3J7COksQQRQ4wGFwSzVsgCgRYP4IlRZFPW4si5NYWn8cwRFsfNep5IOq5WSEEYZb4nlugyKbB5R5Ro4kotPuciFvEq1DRtCBf7JkiNLXUr7bfWy4DhJav7PGrVLSGvAdg0KDIkCgdPrw/nx4L9ZiT+WJB6AigrIo0SRQEgZq66fay46MTNBA4WMK0m4bAi7mWhWempmZfiW/E183K6npdNYlLADDUyg0qm7pka9KT43ND7mD/+OrVnRCalU53b+9wc2vr5PzD1Y1RURbd3vDseJylmNL80aM3ysXJuFmzZpClaeKgqGeETjUJLCIuNJVvagFhgcQaVtw/Pi202j+/996H72CBSTclsqBASCgkKBoQSEHs1a1n+p3tamZBdXxxcfPG9UG/V1fF6elZ3snzTpeMWV9ZresmBBn1Rp1eWlX+4mIqATLXf3p7uPLZq7dvv/za6994673vADXGQMxCscaoMqoaAgA1LYgYlydLbUZs2A2CgrQjVtscGUIBYFj6H7XbnqiUhNYaTTFSOJdLRhDBIEvpaEslhBZoWlo+ACIIX14vAKIagANLe+9e7nNAVWNgYMT+pdXmLq8lvOTbtCtMRAQFCaoMGgCCqgeppS7mH9x9s5M75hDnprIo0iSt68oaAgVmbRpO09y5JIRawZNhsplvrG8oTXJLDsHVhT8/myYmC42oIKop5nU5r5XRN0Lk2MvKytrJ0cVsMgXgNO2cnU3IULc/SNygbkKeZ+zLXhrm529Vkz2kMK3nF/OJBN/JnGqDJESCEEQqYzRN0fsKVIng4NEj3/CTt58SIw1XK6urxiXWOGFQJogIEltQAqV+vpua4XDQWyymq6sjY2lRzBeLeX/Q73S6SZoOh4OiXKDKsNsDgeOT8739w7KukbD2deAw7K8+e/PTX/rcn335xS8g9H3AOK8RiTHgEiQD1oFxYB0iqXNx8QM2mvRZbNNEloqEKAKDttS0t1Tc/SgAh+UEqZf27O3Gb7lUBJUYVAPMUfIaz3MboEXApAGVCYRAUAIIQ4xpF4YQtMVwsWVTmOgMgY8vrfZ2itB8VMAtl1Itt1tQAmhQ8IABLPKdd173vqyrCgAMGWNNCL6pqqYsyrLM8w4CZlluDCWpHY56TaiVzWIO85mXAL4JnbQnjHXlfcPeC4Ft6gACvgmEtlqU4rnT6c5mi8TmhNjvd+fzxfr61un5WZKkxbxJE0odrw6Sk0d36/FeAliUPKnKWb2om9IRet/4ug6+IVQEUa2dE1XPgety6ohvXr1+48r1yOVN82yxmF0y94RFGVWcMiJgnqxoIJE6Tc3W1trpyeF0Nl5dHyWpU5TxZLz36MHm9trO7hYrV3WZpG5tfTQc9TzXxlLSyRCNL6SXbX76kz9388ZLHBxEqxVUZ/FSl2ATMO3uRKwBazQSTCIDFNqKBqoIAqRqsKU46VKlwaIcMaolSZ8jn3+5ZUaMvE1UAYhB8QBBxXITFYoxdCvuKSOFENgAEEAAaADbBi2CZqgxZif2SqIsgJGmeomdIoiosa1UH5arKBVlz8yqAWi5bjg73j8/PeoOrquiMaauqjzLB/3e+dlx3l+vqhooLcvaS402WGuqelEtIPhc2SKYxWyBSHVRJjYlcgi1igZmUGQf1kb9s/OFtS7v5FXlhWEymQBqVdX9Qa+oF97XhMbzPEndYjI/uP/hajJP8t7Ola2ZD37hoQj9bu/q7tXJtAqBG2i8U+FGtBYJvmHreHN9YFXn5wsMgApVVRwc7Et7+Wsrc1EbQmWInO2kLiubydbWlenkgki3dzYRcT6bAmCepYNe7+zsWBkQUw7aMWY4GLJAYpKyDGdHs7IoG19ilqL0Xnju08cn92bzPdtysZAsCrbYNRGoAlkjgZERBITbd5wQPcfQZiTSNg7XoEi8jeJ+pl3jccw7j0nwcQxc9l4EgKzY4pnICopoxeNlli5qjF4l9q0wLCFCL0gaCMmStlsddRYNgEEwbdx8y5e4FHssX5MuFxrEIsIAShIUgwpA8ASBVELg+v7777z6mSfr+gKln6c9AW0C23xVOCPklVFqDPkiabhJM8NNhys9P5mgGgnSeJ+leV3UNnG+9gaNb2pgDk2V2CGhJjZZFOXpyRkijYb9uiqdc3XwJgGFCiRRDKtrK9Ppxeow/8znPn3vre9m61dHu9cDh2o+47K6duVqmufT+aysqkUx/+D9dwM2QEGkInIInbJEHh/Mzuer9sawt+EyPDx9oNRI5BXFbb/xAla404hHxx3XaeqStXz66Rtl0Yzni16vszpaacpyOp7OZ1MySZJ1GY1d0LgUH5iMq6pmVi5mi6LyZVhUasygs/vs7c/80Q/+uWINaBSNghijxqIhY1Ah5pW2xQQF4olBYWgnLTK6dIuPFOvHwxYAQ+uzsFRMtEctXnVxxmcBVghRsg1AgJY9xEssBkkiYDRrNg4AIK500ICSRqUHgrY5F6oUzxO2yybVaAcgxiDzRxZN0AaxqqB4BQENIAFUEBlBgQAOHtyDV0sWFBVFZOHac5oNpMEsJUMsDL7hbJAH5sWkOTlcsE9RaTEvrTFgSYJgQhy4aTz7ACKoMuwPOHjf+DxNOYgCD0dJUVpDJuGEULudhLjudQIG6HVS1lCheepTX5o3OisKX1X1osxTB4RlMQfxHJpev/fqp1+dXRwtyqqqKmXHmNVNKCbnmR0+/8TnSLppZmazqU1sOxSCIHk1yoIknFq1wEmamQSeunH96OiwKWV354Yi7e8frAwHa+treScThcpzUzcXU0+zRZKkgXkxXwwGw+2rVy4mk6oZ+6BVxTd3P3569uGHe99FElCwBlvLoZgUr60xkAowt1lGIqpCqvEdZGwTLtu3lQWQSLidAeUSt1xeY63SdelYAdQmB0rrvaMWfNutqyhGxKJN80ZjkBtFgya0Qn1CXB49QARmNW16Qqy+Ii374bKjA2gR+yV8GlTjGfeAAVCUFB3C5OxoNj6h/hYY2zA3TZPnOQFW0iRJ3tTBOFLglZW1qlgUM1/MfajBUsJNGI1GTROYJU0zMmZ8cTIaDEJoLFkNDIQcwnA4rKpKlGflxFCSZj1CcqSdFLsZrXR0WtaMtqhZwVasqiE0Xpk5sO3kqghqVB1oM5+WPqH19V1fzxRSm5g8xZVRng+vB3H3Hk6KqT799Pb6xs7kwYFrU5SRtcNSi4iB6LnBmbNpP7334X1ncevKzvjiVIK9dv1qv59LCMbFt5GsTcbTejKd15UHoE6nr2rKorbkuumoBgEb0rz/c1/8td/+g/LBozdsoixM2Pome1FCEmnNo9pBjTWaH0UClARFCxKAEMhQ1Bsz6yUAGY08cCmSlMhfeEwIjNp/vZSmoSUbKgVAgvZQo4IwRGUaN8oOTQKhUUsYPJjISDbQeEhAkRBYufUw0o/gsjFuQpcsNlAGZWCvyiRexQMGkqAQBEQtYWiK06MHV1Z3WdiHOk2SNE3rIuS5A4IkyQNz01REZl4Gbgx4Iw2kvayq5k3t2QdjnLIuqgUHEZbgQzfvNHXV6XYSSyiBSEEhTXu+YQRF8mmCg4FaK2XTkKO6CfFBLOcFGYXo4WscKqmStXY6WxC6bp4UxWI6qQf9QWeQFuWMsRJozk/9w/tnltZS69Kk96Uvffnu//s1iGayCiJOEVWBrGriJS/S/qgYz4e9VZtQWc43t9dWBptFXZ6OT5SZvbeEaZJ2O0m3Q8dHk7JixHQyKRaFDyGE4LM0zfP++tp2p5uk+fonX/75o9PjwGcJCXs0ZIRBiYMyKAkji6ogM6CA8PIKiG+aABFG41JRhajDjVYutoWLOKi6OB62WEOrfo4YE6AwLIlZaqVGisY6ihwEEZUjpVmVgBsNTpFQGIgweDUIwkCkrIQMvGRcABDHvBzVlj4KLc4BAsrAjQIDew0NSAPaULzilnwcefftH1y7/YnAhUuHCtrUTVOHTidjZgC7mM9VGdEsZmFyWiobZxJrrCFT1zUBJlHJHjhLE0NoiUzqyEDtSzTahCrvpItFkbiehIVLQpIE0bkKV40y9QSEtUJgwz5FYiBR6GR5paqK1iQcfFk2w+HQe9/rDUClaghtJ+sxqp6dX3xwb89z1h84VEI1q+uraZ4I1e1zbeYoKAF2r9zs5iOX5ZPpYdfCIL+R9wcu06KY7j26k6R53s2REsIee28NVXWhotev7cwXTRNMf7B2fHKhAEU5a+qwKOZ1fV8kNL5I+ivXd15+//7vMjIogpjo9hkii08AAJk1Bj4oqyIJIGNbLkUAEDm0QsKWAhH/11jyVFVJVSMbhyhSRjVCDMKgvIQzAa3UbS8kLNDK4wARJCgxECCwooBwpGdDCBo9ITAGjCGxcOvh/JhGGLHZlmpDCi1sEZC9SkAVQB+7KVAgL4AEew8/uPPj7z3/8c+FphYjQUPuuswevWWPqtTrDjjodFJWCy/BifjZbGothODzNPO+Vu02TZk4J8zGULfbi6HBae7IgE2QGrFUb20mJ6cPyvL8xvWr7KHx4Do5c0MExqn3JdpWmtXr9UPtDRkiU4WayIgos6Qu9SEENU1dKxkWfu+9++VCBitDMCViosKvv/79sinSDimLAgZJfMVbg+1PPv3Sla7p6h6a0/4wNyZJTIqIg0G6urJigAApKImSS1NuvLFgSKrSp4mr6mY6nc9n0yoEAcjSbpoTAs9mpTEJcnZ9+5m9R9/xXAMBi8eW0ALMAADBKzOAorAikALG4BMBMACWojU8LVfBEE1FSJbdO7QbSdWIlKqISruujH7wMWAOQMGKX9qZRA1sNJU0AAKxPrZ3HgNYUmGVdgoghhAtwgXbLq2dS1tDn0gXExFgVAUOELxKAA4g8UKIuIhGg3oggh/94Nu3br0ACSUdGxfbiTHGuIuLqbHoXDKfF/NZZTENQRBJQkBrQTVNXBnKpi5jRhWzpC4JEpwj771LrWgo/aLTS7q5//5rfzCbn37pS58PNQvnBEReUMBSwspq0waNJekmqbPOGCIyZdnUVeOsExFjWuyn8VJWPnDdSztoUtYKScDUzFLX1fUbN13qBBoF9Y0W7Icd99lPX3vy2nGu3+vioyS3dbipoOMxYtong4kNqXUAsqh8EwyhUxUC6DgXAocAZblgDp1uXk8Xgc10WluDxgUF7PaGqcv7g2sbm+sn52NqqVpg2MR9UvAtfB2ChgCiQohBAWw0WkAAIUSI6GgLNxAARwdKFhBBUeEAYlEUSCAeLBZkVpUo4WjBU5ulqK2kIzZeGonHLelegBmQlRzG7h5EQY2yMKsaaNF2jVYQqKDMwBzHh3iBmiDCQYUheAwehUHDY9gXAUgFFCzCfHp47/0fP/WxL/jad7MkJSYwhkjJs6ih7uxilrusqahpijx3zjkEMMSd3FYzCd4H5iTPQsPq2RALSFUVSLbbtdbBgw/fee+dPzIu/fLP/xkRIxpUK+ecQkJkyCQKPk2QfZ27pJtnqmrRGKLgvSoA2ODBuQwUi/lcWL0GTCiEsLO7EcIjRLbYA+D5vNrdfT5JVpr6cLM72r1yK826u+vFc1fGneatFOYJq63MoPt23TnlNCTdz0HSBwLHeZDzXp/FD4vCL5opaAokDGLzfLDaq/y0bprhoN8olItSBQgSIiOeA4ydGayMnhzPP0jQKEkQQ5FswhoAA2pQBFIhEMbaAxIRiwEFq0ygrBiF2oTKGh1kDKBRpRhcqOgAVBE42paQoC7XxBRi7SNFFNsfdHwIwqoMHCSEVvd9OaJGq2NZ0o0NgYggqiKEsDyI+NjlUkSj0CJOIMwCQUMDzMBeJYAEkKDAbQ1f0scAARLQN3783etPvahGgrPqLEswYrMsCyK+kYvzuSHjfZ0kDhGYBRFFuWmYNUHjFKTxc2NEURokJbe22bdSG19AUYWTQ0T67E99gcjVNQdWZyyiUQVrnaqmztahscZkaUKIVdMkSeK9994vF7EKAMxCSItiJigJJZWKNS7NM+us9+VoZWW02nnv/T9IQvnk9Vuff/WzWyubEg784j2sDriZooUkxwSZyoXhRdP8s7PpAeRfwO6qwXEvHyamZ4wb5qbPa/NZUdVN0/BsXnEwqtLr95oGmnlFQCKSOmcSZwyFumbSYW8ldUlqEgUOAMTIHJgkCrfaniju/qIxr6hG1yRBMBoZgvGmeCw0RLoc9EViA66Al74vbW8dOzBRsBZtOsgsswQNPgTPFLhFxgnIQpRBAmI0pYXIXuV2qpTlGjLScuJLiJUupjNpqy4A1HY7pByteJanKSJjkfcIYBAm44NHD969euulqimtyztpoqDWuaasZ7NSAgmiZ59nPRFAAnLGmkwwiC1L36S541Azs4C4DKzxH9y9Mz18tDMaPHV194Wb1zZv3xqtbRZlAKAQxNpMyYbGO7Kh8YjQydJuloGyiqRpEkJomoaZiSiEhsgoB2Z2hgxBN89ZtaqD7eZ5v8e+2NpaufHU7tHpj777rX/0xKZ79tq1odHz/Tdk8WiQNsN0uLmy0U3AmMa6hcGam7zw5xf6h66/hsmXahypZE1oSr8fmtRBz1lgtYim083qWstiFgIv5uXp0RgE0sR5FnToEpuSI0h6eS9LMwcWkB0Se7bWiKgx3CCLsFOILpDGmKDYCLAKKhpFFSCHrURs+dArKHP0BwQRUGhF1USwjKJAYeHLQDIERLB5PxUR33isFRvBADE1QBCglXMAL2kfGrfWS5oFL4eH2NDF7QFzzIdGAAVBVCAwAlGg2wZLKyFahZbLH2tmTLiAlPC9t1+/fvNZFWYxTQi9Xsc3XlgNWWvS2XROhHknLYsaUJKUAvtZMUGrioyCGEIns1evXrl9a/vidP9DKe/NT0/PDlMnu7u7mztXGw8qZMk4myzmZa/fa3xY+k/J+uq6M3YyvmAWa227wlJglhBCkpBLnFQizJ08T5ybTmdElhG6g8SXZ6TF7/zPv/3+g29e2a561qY8nhzO6+Zwq9Os5clK7lDKchEAi04fskwHvUW/4XVbHE/++XTy2sJ+Mu1/xnbXu3nH9AahcPPppFGsKl8UY8JMAYqiNMYOer2qLBNDFoHrWiBkzmZ5MnA956xDR2QByBtWkRBCXO2CesLABCAMgUFQDHh4bMEQJd0xHbhVGipEPhZrdCglUWDWaJujii3oGjPkqd0F2c4g801DVtEIWYGG0aL3AgrgAOMASAQYQYTIsmgTFkJow3riDaRtV6utgEAB44JIBBUMaOJis6AaCRYxxlPUEnHQSDK1ROenHz56+PbW1ZfLapG5flmWCCZNO+PJjDn4UA9HXQU2DpqmYlU03pcVYdeSdDK8em17a7t75cpKD5M+rF5ZG91+4ubrP/rho4P9Ppoho288CITAztgGmqqsnU0ApJNlqbOZs8Y4ItM0niia97fUcmYmg9YajxA3876qHBk1tqjmzMd3fvyvjN8LeHb7iX6eqi9L0IvxxbibczEJB5NwJKIeUge9AWZzzDo67OjApHlOm53Zhn3vSA+n1Zkvfr5O1r07GI0G69sbZcX7+0fT6dSaUBRcLKLrNhojhGyJkjTrd3PgMkmEm9IkYJEMoQIZsarMbJjFEBsylal9XUdpjZfokoQtv9i0m2JdolSxpYks83gUWZQZ2CghiIIPLBLFyW16Vwwosb1Bp65MXUCMfo7Fsk0jNLH2KosSqogCoTAgKxKyKnPLvoq6W+G4F4p3oxpClTZaSFSNQSUhi5jEcbDF2AwZYLGOoOVABlJ8/bWvf3Ft16FjyFmMtVTXla9K8cGguMQpqKKQFdbaGEk6DfD5E1efePr6TQwNSnP26EAGo6yTn5xfuKz33IufWt89i+J2kTo1rmkaQul1OkXduCS1wGsrozxJOP7mlmQN51ySuKqqvQ9Jap01HLxwiHus4MPa6sbBdFyWU+ajpry/0ZncuImDNXx02CwKBT7oGOEaa0Y20M3J5JJ2jOuSojLiaSlH3OQFrfSSQQ5r6aTf+d6F0IX+VOlH55NJqM/TpHft2tV+f3RwcF5Xdbeb1nVQJ2mWGiUUqeuykyXdDglVBycPMRFnDClqu36zIQRmRjTWtmWCyDsTyCsBGIy4A8SA50uiFSzvjMtkzXaxE/23WyY8cdQ3sLaORqqIZPv9njGoGlg9gzcMDEiWODAYijpmR0ZQRGLiBGgAtJGjSyxtpqyhdkPODNBizWAAOf4gBoTVGlAD5LDNHtN20UMmWtVH8hZa0prHH97//jMvrE2nE7e6kRjThDrN0tp7JVIENAGUrMvUnjw8fP307L263D89fe7pm/9unm7ML2rg5Kia5t2q1+vM5iUA9rqrQWjezAiN995YW9eNdVliU2TZ3FzLU2sJhdUHMWQIqak9KBrjACsgIeM41gARQ7Qoyk6eBSkvLs40VTLepeXqKm6vd07G8xCwYUkEgioSZV3Ku9DtKRFkGWbdYKytm6wC6Y22D/bkzXePN9cXt685a06S7u/sZCv1wScx2+ps6OKsvHfvAyBnnKlDM59MRajX76XWlLOim3SrxhdFkaQ0rQ4XxUHikAgNWgRCIVU1lkJgRPbIqTo0yoaCI2waI2ABGsXW9sjGRXVLuouFhxWCKMfFnRewhhkMLnGlmBLfOq4joqKCTTpJUO81ZQiN1CQEFJhZTYyoNEARqV/ajwOAQggAQMwgQkLaUuojMxoxmhRG6+nWRDxmL9q4Q1BrELklk6C0hRRaM1aHtnEJ7x+8vr5+a7CWBBgxBOOcIjVjbwxW83mN+5UeT4uD8/MfcXPgSDExdx7+/j/6p/Zv/er/dmNnbXJyUjawmFROTS/LLsbToqldtx8KbUmL6o1Lg1DqXEbiCJS9sYm1JjAYImWRmp1LST2RKjTC1DBHtqZF40zS740+3L+3KM/Whptn52d5t9nYTooGp6U2DM4ZQs0zWVu3vV5jMrDOdjs3knRrMjt2eX9w5bPnj6r9/e76+o3V0fk773/r7pvjZ57ETXsOxQ+ubWzfv9BCV3fWV2ed6tHh6el5gcakmUOwZVWDBeLgqxoBjcPuWv/unW+oHufWIBGhJaMgFDmfBADC0Q4EawqIgmDIIAuxAFAQYFBZ2nxCRLFUlTCIGoHAAAqkyEEjExo13jyRKtP6OScGLIjNuqmXxrEJYl2woY0OutTxSKyzAoqKyuAMSHvvMUur9DImYlZLanLE7tv8vfZUAQG1HmyKUV8Y/XZs/A4EKsYiIYJBk6LJeO/wOy9t70wmztjreT5SXoTm7InrGy/cvnJ0zv/dv/oHC7yfGpuaVYEQQGzSffve13/zd9f+xi/9769sbe0fP9h7eHh4VG5fuUm22/AcpUyTTlUWoIHaZQMxe5flRMTsm8Y7l1kDaZZOp1MfGmuNAXVowCYSajSJD5LnvbKoe6OV47Pp8Wk1GK4ntDBwf2cbUPViXpaNatMhCpTX0KGppMqdq+tPu+zq4Ynd3nhl89ruo/3Tk/vlzvWdtavZ/XuHo/6Tn/7sx967+/C944vjxWxrm/nsotvfmp9O3z7Y39jZMYlLUnc2mVpILJJDVg8QwKYm69vBqjs8/fHe4RuQBFWDYBDRoIoBZYkJJdYZD4rS+rMZQ3H7EcEqRaAooyBQQAmtK1G0I4lPP1/WO1BmiZC4iC7ZK3FkAzJobUJJZmpv0AM5VBKw8QyqAvCS86zcGiH7AAIqHGcllEslkGl3mUvXBkQAJGxNXaPLCKGIkkVQQEPL6VGhjQwFIiEjZJESJPJVc//Ou9+49cTnzynd6QwWxcWt6yu//le/MurXe4+u7u3/8u+99g+BFkyFALGkLBUmxe9+65/luHNt/bnnn7vy1JPrs2ntw0yaup4pBOtDDUAJpYDQNI1II2AVFIBEQERDCKpMCM5adiY0lUggUEdU1I01JrDM5gsFOrk4Pzg6Mp0GaaZ+b9B5tDaC4lgXjRFUNLWxoTccJfm1nWufSZO1kyne2Hjh2mb6waOHXeOuPP2Ti/OTvcP317bWnvn4M++//6Cehpsvr1+Mh3sfzMaPZrdu5WXN2xv9uw8n7773TnewNi/KbrdTzxvflHmSZEkmiL6puz0ndPGDN742q/dSNEETa9hZZfJKiaqqRKMJFRRRiemmS/89QAISNdS2wiBR/Q8UXYqXvVUE8UQ0xiEKa0zyhSU96xKPBECrEXSKORQEaI0G7xG8trmEoMity70Cg40RhZE9KO2LM5FZGlfPMRItbgmhNUJqtf0CZAFElUGFwQJotHRDQ7CkzzMYADLKkKf5pz/x4nPPv/KH371ztP++Af/Siy+enxxOzvPvfO91ldW1lZceTb6BDrkeGGCFAoMT5t/79v/wyWfh3R+996lXnnn+xRu9Ydbr6fjs0WLWBJsBElhb17VzVjVEMqUCGmNVlDVw8N5z9BCoQ02oaZYUlW+CVzKT6aJuAhlTlkUAqJr7c/8HV9Kw1smwkTLMGzBeJc+yJ25+ZmXl42tbL15M/c7Na52S3ry798TTN25d+9ij/ZOD6uTK7tpT+eDg6PhoXj9584WDw7uH9xY7uzezp2aPDt+9v793fWennh+vbawumno2mzW1D4HVQ56kTVEIeYepTXRen/zR97724OjdrKesiXFkTJlYIiMBGoxqVUVmYWYRDsGrqCLE/3CppyBCVkUiCJEbHG8mxUiwE1DFIEoigGAsaTurtYNk22BFo9q6qkLdcAhtZrCIKHjRoBCdQEQFo/QinpbQOopAa1QLZKNyQwEABBBAEGnpg9XatrbHXsliG2of/5tEW0BEEgKwUc9C1jdmY3Tz5372q6++/NM2GaW2+8Zbd37xF37eQPPhw4N3PtgTrLPe4Mr2x07m78yrfZQCAigCeAshnCweHF3c3Ug/9vXfe+1b3/vD289uPv/iU7eewDvvfbAorwamLOsk1oXABqmqyvFUe3kndUa9j3iNNSaxpgIWDQxcVXJ6frYoFoRF0zCoNsWCuQl2cVR8u28OcWhHa6vHZ7VHEwBZO1s7n3/hhb92cZGub1yD5OGDh/Pnnns2MN15++7zzz13bWP9/sMPHu3Pt7Z3tje3Ly4mZ6eHw1EGwR4/PFrb7q/2t+eL/t33j7e215wpVldX3n//gQZbF56CbQI0lQ/YmI6YBH/w5rfeuvuazVgLsglgUzvbeEOERJYUQFgQjaqGwAAgrE3gwNyud+XScx60tcTFuExuryFF/ci/RzYexjGGgaWNVImTdKTR22pRMrN4CT74xgfvfSMNg0RBGZEAooBEGW2McI4oFqBRAAJhAJTW01IBWi4WPKaJQTswRi/U9uuZlvuAqmgUEWLOsbFaNvUTNz71F7/6G9e3XyBFLuub26OVzjMne3eNy2dzqRopCiSja4MrH7/5S2/d+/rF5B0QUM5ZKgTWkL7x3jdvbp/m6Wg8tQ9+/+Hv/N4frq2Zq1c3bfdKPW8m4ypNO71eLwqPxuMLX5Qbq6uDbm4MsARhDo2vqmI6G48XM0ZdVCXFYVhVufGhDH5xfP7ehPZWhthLh3VZNOJrNPO5+cTHf+Ha1V9YNKuu30wXh9sbW0d7+0cPDnaurC3G/vCg3r3auXrj1t7e9OHDo9W1QdpJzs4XAazr2ZrDYlEPeyNhH4arp6flsAfWJWmSno2no3ytrisRl6Yd38wYysODR999/ZsVVh0AX6tNgknVGrEGLVpcuqJFpzfvPQAEEFHlIBFDVwVRiFG6YCmwCiC3alSIUdLWAALp4+alDbOBS4x0qdiJR8uWdfC+9PVCufa+rrxUASWiqAgqTIjAUU/W0gOXSKkoAQq09o/aUqYR2nMlCiZCHaokbVY0xXg6gEjENkQY63p0fTXa1O7ZW5/+lT//G5ujW+U8JN1UEIl11B3gKKnBPjq7lyapSZWypq7DKu5+ceMv3rn7u+++923vOfLRSMJk/OhH4z0EZ7BrqMMhrJx1H5weXb8yXFu97isKdYlgjCVENISTophXTZokicXQ1HXgJoRyMW14luW2qQIoka0ab0hVmzLU5Yzvn9V3rYWdUXplvfPg4aIOoBU/sf25Wzt/qtfbsnkuaKbj+dqKvXp998OHb45WrqT5QPxs/2ixtb2ad6rJdEGTotfvJ1k6mU7yjiubphYum6Ys6zRzi3J2sQiJrS1KigA+EEKeJlaTwur57OAPv/d7F5Op62ApYC3aANiItWqMIjTRSplaqrJ6ZmyDOFsjHBZWAI3BKgTKIKEd2aTFtxQRGCCAxoBFowiRmA5LvjJAe50oxZnSVlUVmsI3RR2ahqVkaFomVxRBLMVcEMUZ0e2kdV3jqNBQVFaO0V6gFPMKlytLUCDBdlTUtqC2FGmKpxEZJLb2TQMvf+zzX/3K/2q1f2M6WZTFPKde4hK0VkVCkPcf3TuZHHdSmySG1eYp5mbO5ez5609u5Pn55BytTians+lJU5blQpu6abhRnIHaw9PZxWyyf3j+7FOvXtv5hPh0Ni5NUhkHCBlQWnmtAqtvmqoI6FWDas1aZ0ZVaxBlH1gq1MTXC8CTWfOgCvPdLt7cXC0uitmi8jbf3Xj5c5/760nyjGB1Orm4cvXq+UkAcA3X3cHw7vv7G9urtV4UU5hNS2uNSzqLBTunadJNXHVxOul28gBN4xvPKDUQZuP5SSehBEwvz5u573X7CZpe1qGQ/vD77+3t7wmiFiAW2GljgjUQrCJCVHIgAiBH3LCtWQgAkdkHLTsmUkklJu2gaMt5l8fTGEQiE4sKqzUoohwRiviHspRrAACArWYzlroJvgyhCFIw+KjVwZZftfzsVtHa1tLob4EqhNFDWYE8R68iENCgQKaN14jgvKoSAKMSLp0qsT2jLXmophef/OwvfvmvZW5zfFEPh90nntgpq2YxLzqdrNfvXSwWnpvuIENTzC5mFKpeOpHmvvWnUs1XbN0dqqJbS5IL1y8WNE3qouTpNBRlEFBj3Hw2nUzOTs4Onn7yw5tXX8qTNesTICfgXZKYxDIzh1oxgHgiDRpAfVGUTfCeAUMqUimwwEWjd8rqlBpzfStZ6WUHd8edvuv2X3z1lb/XXd25OGdw2hn0irqaz8ui5Ivz6bMv3n79+w+bJhRF6PRWP9zbu3lzOwQmMnuPHm1tb1mbi0zmiwIAWJrFYgEqQXxChKq+aUKDdSUOa0bvUjo5P7jz3ruRvhdqMBaSFIxBNq2lmYmpFrFNigQFXL75MU0z+paxqAEikIim06W/XkyVAiIw8XZhALMUU7SqiriAAVGlaNumAKK2XBRBQ83NgnlWc8VLnjwsbWtguTdqaYVwOS9ojEmDiIpGfJ+iO4nGfjA6i0uL4kZL/OUliBpHQwIQ9LW+9Ownf+0v/PuhzqcTGfaHtS/Ppuej7hDyvKrrguv7+3uzeqYGmCfGnRn+ICzeNv4Avc8DWK6hhHmFomYld4k2EpS99nNInZnMtCxrMgaQgvdv3/mjs+mbW6s7V1Y/30lvNnheVpDlWZI6kaZqSiIHjKLS+JpCycETOkLkgF7PvL5X1vscJCXa7vfGx+cuM03q3vrgw+0rs4UfnJ7O1rez+WK6ubnZsI6nxXzhy6o+H1+YJD25mNy8tV0U1XRaMoP3nhkm03lVV8OVjeOjQ+eoKGoWTF3iywAK3gcKWJccGi20TDOa1uUPfvxH4+mFMkqjGCtApTZBskAGyQAbALs0nSGK7E7Ey5UxkBUkQIuocJkoHjfugkiKNsoSIWriVc0lSy96iRNcKsGgjWMmVAS0s7IKwg1wydLEFRkBftRtdClvXtKZtUUs2kYpHhJs2/C2hrbcewSI3rYR3mBRRAwqZEhUyaKoMptQ4fpg61f+3L8DOjo9O29qPZ9M1tbyAK6Yld282xn2j8Zn5/MxWCEC8T0LD6B5K5X3U1apqV6oCZAzqkCtUpdVx4L2rIaADAja76Jz1AStgwRvkdzR8aJp7oI317YtmpEKTxdlmudp3mWfNlxZC4AeSVQaIq/qVUvv0dgDcvtYKzB2c83AeQ4+wXfuF3f3J50/+m9+8tVfCTwoSr6YVFmnIZfVgY+OJrvjvnHuYjI3Np/P50j46NHp5tb6eHKapO745GQ4HN59/74Id/IM1NSl1yDGOF8aCYEC+kZsmiMCk//gg7fu771nbGyeEQUBlYNqEDIABoxDIgQTg5VbUnsbB4XK8W0MigaQkRJQAGcBDTIrxkQfxCUyutxKR01ytIHAllEjgiIRUVIRjqmDdlZ7BmXUmiMrJjplPU52iSwIbOnwl1aUsY2PwUFIsMynEwGNUD1y3DkJUjzT1EYOYZxr40CrVBX6xM5z//Zf+fc2uk++dfdRp5O7TIlwWhYmWxEMSUemdfHo9DiQJqlBgAQzZ73R2s0JFth4SogpZWYDgaSiuqFFzTV6h9rLEFQbHwM4YXWI3ruLi1AVMFFw8EHjfS970hmrQkk16Ph1m3TBBlGvWrPOyMyRGhBtKmWYieyzLyUAIvQ6Tvw8dPH9/fLBsShDM/v+9OI5sC/PH42boMbO2JuLaXV8Mi9LP5sXxmreNUVdsMr4tFhd3ZjPix51Qgjz+cx7sS5pfOjkaVFUITHdbm5M9//X1Lv1apZd12FjzrnW3t/l3OrUpbv6SrIpSrElwRITOTYQxYYBIRACA3kIDDjPCfIYIMg/yL8I8hTEDgwkNmIlCBLYsAw5kQRKskRSMsnuJtndda9z/25777XmyMNc+zQbRKPAqupzzrfXnmvOMcelHLjfHqYJi8xukfOCz978vMggJinBQWmMTCCYwER1UmlJPBi6ZjWiSKS9+dSgnosp3EUMlUCFWHTVLV+x0tVhGnrBZvNHstY5BGB+8qpUjRBLpN3kUEykJjEiq97H08+K04g/D+UX5+YsFjJRAVsBBCABxTpIYTjaiIm7oMFaIEylOiFSK2rh7/7Of/YP//5/hc36xfObQt+Puw8+eldFXzy/+OrZxSffeAzDy4u3A0c3T6J9p7e7zzh9ittXfusrWaQ0wliHtN2UaZQyISXthV5cFGZWHENxF/gB08ZsMZ494e1Nt9/4FUopP33jP1/1/YOzc9rDaXOyWD7olqfT5OQgeltxYzKZ5lLo6QvhXRkMrJYo1ZZrvL7bfP5Mbg+6Svjwifv0xX73vmufl6d3m2Fzu3snr1S7i8vbru+nibd3m7Fazt3m7naaCLG3by/OHhxt9xu1ZJrAqpqnqQCuojktq6fdtijTfpwk+d3N5d322jLojBAAtE0tRJu0S+P9RQMhZ3Ffu4MYtcda7I5XqkYwbJgPhbdpkK7gnFEJh1cWQc4CITz0ifTZmcHpSjiRoutPirAo0tgoFxJShSEYggAavm6ze2pgYZyjVGQGXnnv644kZnCTqrnRejQIDR7xeT5OeO/Jh9/9td/93vcuLl79u/OHR+99/IFa9+XPL+7u7tbLxfnp0d1wV96oo7+ob3sU2xxfDG8mGfP+4uE+ny6c2S9uus3dCEW3tNWRytb3UKd3Y1JJ28Ku936pFzcVkMHKYQKKHi8to4wD913fL8dt2fnN/gxXnaep6tI/WvRP3dXrHrIZhlvTNJUDeJVTRcr7A2opD07p1H/3DJvKSYueqy36U/10HJIe/fbVbrNc9qX65atpsbLdHt2SQznQZbffn56eTD5udpsyluuLm0dnDzHsJfl+ezhePFzrcmGL66uL9HCJOkw7TIdFsiR93dbdy4uvhmFvBkkoSaqRoEZDPWPZEiteF4eE44doG8A9vIA8EkkJg4q6V8tao9mpVCIH51hnq1mHOLSlBEAqCIoLmEBXOByiiEs2ha0bIi1DQdAgEUWuDAoCvMa1Glgn4I3x10zYAHj4S8fpQRhyKRmJ1hrdn0aB8wgrGysWi9O/+9v/+Wefvrq9KO8+euebH3/by7C5ve2B40dnT5+eH6+7Q51uduPzZ29OFo9rOVzj1eqdo4cvnx3lFw8fbvWAq+tu3ODxeT5gMJOplpM1+lLPE3aT3G7LSrBKohsePczXN9PdJm83sWU4vPMoeeVmO45VvGIovNPdkajB99f19Hjq8qrUjdcbyE5zV8a9aPWE4sUnf7TWj949++yrt5ebOlWkjKNjm+qULf3087/YdPjwV35zs5umg252uz6vy8RSp83d7uGjd65v3viR5C4Nh0PfLaZpGoZhHKaj1dFms1nadDjYkydPr6+vbm9uj5ZrQHOfu9SlTtJi+Rjji5efDlcHqkuGdlIOLRuOIi3sSXG/xwPQ4qF17o8bRO7aNszewlciHqftpmPEQihYZ15C8/qLIuWtWQObVwgEcCAlo6qIAdo81EolhCriHiR6LcI4uM3LBjPfS+ZJNmIWIxxaoaSaSPUkQodWSSYUlEg+CP4E8fSdv7bIH9/c7T768MmHTz/iVJLw0dlpYT0+WYpOtQxXl/s39SIf3+XxwWHBvvtEL/+/Xz//f4a7u8OU3u797bRLD5Ae99ynAzvrF5ur29VaUMbNPi0fnfYLe/Hq6vHTJ5tNUcMn3/7OFz97ueqXquMw3Lx+9eJ4JfvJpkOtI/dbaqpHnVS/vbz6dLk4EvVuUSnDUPdl8twH3ZpZ8Z33zqbt4cu35VBQXM7O+r7HUMbdrtxu3v7RT/7Zzu7+ve/8zjRowaRl2O/yWMp2Oz5+knfbKaVdSmmz3T46P3X3w34ApE7oUy+CcSzro5P16rTWAmZL7Beial3fL5erftEv1w949ZLmkpk6rUVY6RLpukFfCpf4Zq4hYRYUY5QGSUlgMYvF89eEELffR+LGMZhtZwCKVIg4na4WRy7mUUDRPItEAKSUYUoRINzcCi2CZSFuYGhnhe4UFRdWzIgYWtphJHtlRbKWN5tUxIHwsgSSxBLHtVVooPrx4uxv/uZvv31xZSLCPXyT8wM1PUxD7lf7ovv9eHN94bKeFoP7Hovlnjy9vfmPHnz/FJ99UfH563Rx+FZ3+vHitP/Tr744O/348fsfvXp9s3yUd9url88+XT86Xz95cnHx9mZ4/e7Hv3q1eX384Gzk0eL4TEQgu92m3B0yUPKiLBfdsPXDMO02yH3qey913O8vQTnspetErdaKDFVRRzk6SsfL7vOfvb3cYQRywqLnVKdD0VeXN9ebO0vjn3zvXyQ8+PjD7wLF3F+9ffvo0aPTE93c3g77yVfoukznNBXTtNnsjo6OLt7eLBerqUxH67XQ1suzu7urOlHNcm+xEBsOZTtsD+Nes7AgZeQlS2mp45Yjr0sVTCrBHAmnq8ClNbJ9RVSlIvxpYG1Z50Fj+cUw83tdQ3WWShOpGmItBLshtoiiFkr0kGEkCDTFCNCiSMJ4qIKqWp1IYEVkYRQCigo0MgxhBjXJhqxcZBGhhQLa3bLWEWUi6tz1EybiVcsof+u7f+fXvvkr+q0ziHz4/rtPHj7c76dnby+97G+2+4vnL4fxcHJ89ODx2Zu3d52e7+trOSy++fB/e4Lff3mHH799/7V8J733a+9+8utfvvpi+fFvPn769HazW76rSfDTl3+xfvdvsqOtH73+fHfy+NdGecdWi259enF9k48fmGK/H8dOd1ZzAkHnuDjqu0Xa7Ya7a0/nKSUMQxXIMHgt1vXq1UtBD5hhuUgvLu9e3xbJuY7TaY8kpVafqr7Z3N3sRlNRH//43/zz8jcOn/zyL0/EVOthONDLcNgkM7oAmMpUSjHLU/FavQ68O2zOH+ZxLMp0dvxoe3fj1c261HWxlRnG2zeXP9uPb/pFBVEGiVDf8YBaYZ2rIuUWSR6m8CSmGpFc4vS4XgCoSlVCKS1ekpDgOKA26kCDsQOULBVJPfZ4re+akwPDLCRCB909SYIrNZz/Pb6eSKx8hDSh06zpDDWMwpsNHFUbTmuKLonQk7X4cYOy0jpVYR0BiDpVhUWnPX/n7/6n/+1/+d8/OD/NiyWxqpOVcftq/1Z9dXd9db25QWbX+zvvH1/vnjtxsN20t4/ss8eL772YnvyLT6V/+F+cfOODfr2+GfZ5nU7WT7cTb+927z1++NlPfvL0/Y822+3ROm83A7h4eP5eKSDTODlgU6EnLZCr7WaQWqqsLANVMZrJciXDwTebcX1qAdhUT/uh0gSOnorqix60+tXb8aA2jrXLenyUWEdk7A5Vxv3g8LLIeiDv/uwP/49h++Y73/07ECmlCqfig1k207F4BATV6g/Ojmpxk+wsu/2271ZJpMsrL1WT5twTmVIg++LXl9efi9z2C8IliWVD35Uh6zA6lWYAajJJCqiWWlW0zWJAqdAAFAhEcYrUh/ApFVSnmDZ/0oYlgEK3e6HOTP5kMDQbP4ox2rmTUbE0sLMWThfafUtaOQMMrph/wyPeKRzqwKSwcFAWSaYqVJVkki26KhlRBla6iKg7plL/9m/9vf/mv/7vrJ589eXlzd3tq1e766vDYbgTKeujB4/OH37w0Uc3+4vdeLnbX+yHK+TVgMu1HZ2tf6793/jeV+c3/dPj1bcWD1yYh8sF68K6k88//eE3Pnjv5s3tuC2n7z959tWPHxyfPf/iVWfrww50lEmyWZ1MXHwsZeTlxW67x3Ipe1g2llKT0EjNqC7jyEZTTjqMZRxoJibqpXQLHZzbySfJxafzo8X5Ub4aplKtqmQVs0w3QAwUK//2T//gruA3fuM/BodxmqZSkoAo8Uh3+0POvTumsSyWi91+u9sdwJvu4Wq5Wi3SUU0JRpWJTKXoYboZy5vcMSUohElZUAtyMtmTZCxeVRl0cjWISKKEtb96EFJISgVV6WjhFw3rFpKsbBo+IlAyDQ2+NsKfNIJnm+OAmaQQQGaSOUUi2jCJIDCFCJIqnQYANAOcVSQ8QYq0/Y0qTJjbvs8kqSjMwsoSkqTLCi1lTF68avGUfvc/+QepnPzVz35yebl/+/p2uyspp5OT0w8/fPzB09OD5x9/8fz5xdtduX7y9ERkAbG1vmf4+V3/yZu3f+35lT/86B2AK3/w5s3b3PXlMF7f3uy3Q2X6yc8uvvOdb233pc9Z1faHslwux6mM40SRoZbNsDteLrwcri9fjbvN+ijR6rYekksvmiHhQWsiw44liaibgRUsYkL3WlzU7W7r7lJQkKSDd7LPmTvmLndHeWFypTY2b33Vfs2f/eUfYLj9D3/773fL8+sbn6Zps79yOp3nDx9eXlyUOuWchmlvnSi7zeaS0/bh0S/90re+/fnLy2QbsogvD4Pc7p7v+cJ6TQkGZxpRxCel0hNqkXiWEVEDUCio1SGVrESiUKR4TOgigCpSIyeE7UEzTo7doDfxMcNIuVrYnYnei/1a2aFRwhkEihRamtAZomGhglBKiwtpaHxQ0ahXcfFSZsRsxuMpUkA1pNhOtixOgwoypEKGCe+888GjJx9OJX/03nsff9DvtgXozNI4jjebmx98+vyrl2/eXN9MGD765B0V3R7cMQ7j5qhbleFst/FHj8+ut2+fPHl88fZy0a0Oh+nk6Oz5s7ff+MZ3Li6uz07Ou7T84ovnWZfTwXNa9P1qKlNQXXe7HVn3+02X+PrN62GaFsnyKmOq+22lVFHtkglZSvMuSyrC9qqIcipuGXR391I4VrFFLlKtr0eKm5sx55NVt1a9drooNIEVALsVf/KzP39zd/W3f/t3H55/OGzNy2RZt7vdbtsfrde77TYt8np5tN3uVLzPdnnx6tm6+1v/wW+tz9avXl7c3I2jj6O+fHP3I+1Kn5NZA3oIqEin1Ky1oJTwapd5/y+E0GmiIEsNbWikZVFUZA7klTA6FsIhzihPseFTARhBZSRRi/uc8z3P+kIVLwHpa7I41c6gmQrEC5KBAp0dR62hC9R536eKWmM5A0aNjek0viM27LQ65nDFsDzFydnDt9fDeHd1tF5Ay+Z2uLndXl3d7Xe72/3+tpTd/nC327z7wcPzh48vr58Di/3hNnVjvzgvZblaLy7ubgRptx3HwR+cnN5evdrWsU7qNe03ZdmtNzeHm4vterV6NV6rLFS6adqraeQ6932CT28vX7969cpWcFQXIMNWMg5090IuIw5e25q/FCdZXQtEq/cUANNEilBsKBxYj09lQb69c4o4moVhA2bm9LZecXX7xe/93v/45Mk3v/Xxr3zyzV99eP7+6fHxfjd0XX+0Oo5MyuP1aZlGEzlbPZwOfP3q8OH7D9f96Ys3Fy9u//Jnf/VvbofnyyVM3YQyu3dopIAQKauNMk2x14s3nwDNtHib6KnQYGQSmrTxoGJ7DCjEBFC6B7oeNBuoIMKgUpL73THISHSqtZ3yQM4TSHe4wMM2KaymYweu4jO2bhbxOFDV5oEEhAKnOJwqOoNpTieSorp7bQume47r1c3dn/75D5fycLPfkmLaO1KZCMhEbsbJfXr87pPFMr989dql1gqzdHa2FLFxhNhQ5O7s9PxwGE+PH97dHBSLze2QsLh8fTPuy8o062Ic+OT8wYu3P12uelK73E9lmqapcb8V19dX+2E6PgYMrjhM7kpZilB99MPkpsgKEWSVpDqVUulTxaKX5SpXL05otlplLG49Tk/6pPjy5aGMw4FC1mAzUu81C6bifWLh9Obixy9e/fjPf/Cvzs/eOzs7e/+Dj+VSU+qevvveerW+vrtb98sPP/rk6Tvf2dwMV2+vK9L6VI/1+vd/+H++uvmLfgEVSxqClshdAoRmAbWzVkgNI6BZqi5y31YDUENTDAqC3KSqLo6IKJPQ8MU6COqY6TagAwZvhn+RrwMRbd4gmCdLInmFx1XqpMdgKVNMcNUjQc5E6uyrFmYj9wBabB+ngiwwhyocLho+3Y1O4d48QkRQUV9cvFonFGiyLD6N0+QuZfJKkaRnD07e/+Dd4ru7w3XhuMh2fLJM1nWpM9WbzS1VttthGuuq768ub5f9anN3t7D19Zvr05PVdCj5fAlJ44RhwKNHD4BDKb7b71JKpfhwONRyePbVM7XIsYWLVJWJFKDr0/oo+faw29VKmKkLcrJOeJjq6ICJJWVh6sABpVRXqqFL6Xy9OusLUNi2GmjESlMTV5Gwh0hC7yGKWm/fbm7fbvDpsz+M6csMfZ+FdZnz+dnZO4/ePz9/mvPqh5/bxe3LH3/1b3f1erGGiiZNQL13SAv2ioTRaKXXti6M32YbtCAhyAkwk6C7qLYgQN5rVOc98ddq0qbsa4SXhsg36/XUDmkUNnHCCDoTv+7kxR21eAoEnTTT6m4RHR5uuLjPlYuCivlgcYKYQ1LsnuIyBMPRFJTaXobCaagDfdPZwhVlGkgrk6h1OXeL5aLPendzSZtKndBZv6xJxzr2r99cnK5W281o3VktU5n8ze3lYTdNB6DqZrPLSIu8uL3d7PeolcUhyKWgTEMpNTj4OWVBef3q+e3tHaylZJfKyeMpYTcNHfx4bVXssCv7yaHIWa0LyxA4WOuYsyx6XO1Lna0N1O2sP3762F6/vZ1zRkUtxMSUTNWiDAqbVQHU1egxmyma3TRZOC16SBqG+urL16++fBsUN05C6ZFpdfKcXWUIYL2VIyGdpkYjPUK1vDbWFQRh+tEmewqLQwR6LzvQqORByZodiyIDkAx6i6qYQMJvwaEqFnnNTUmqsacW0RCTJndtx9HhDqcUQiBBm5n3zk25X+jFpcQWoGVrsjoFOoykgtVMq4eRpIgT4XUUYlUxTOP1MFxBH+QVqnvKvbuSVNWUVA1jPfRceIVaRw5qOXWr3XZPyOQ6DMjAYdwZF3XwTjHst1kWd9urb3z8zm63I31/x+ViuV4ttqs1XWvJu90wcdP1q+IqmF588YwTkwHiVbTOwl+CI+TtoVyBWZN0Ug4oEyyrde4Z6rKfeHvgYoVRZHIls3DK4g52qXu6ltvrMjhFqBH2aQjBOg0eYjpl2/+LekGVOZAWkgQGN9KUqZMuQ8xEdapTnhNGHeKV7gZx0Rj54sKT6ENqJVxASQJqBEQ6AFSYBVVJcpwkEJBKtJRTzKBAqKDZ5rO2cGQDuyIZhQ4P0LRBErFehNCrQ1VSqQxcy9l8j2qhqYhESqdE228qNWod2tLIm80WAJTqAWRIrZ2hSDy2eb0EUCe2b3V3GF8t15+MtRjEUVXSYtkDsJRgMk7jdkeYLpaWkua8rC6kr9fHN9f7w8H3+60gl5JefPHy7KTLqQgm57A67i4u34jyq69enz94uN9NZkkTll2/HTTJcnO3y3nx+sWXb1+9aq5JQVWbXxuYkpyAwWFeMtF3GAbcjfWks+ohgsJuhGccCmsVL25gUiAhJTnKshDdl1EM1V3neAhJQFJNQq/QKo1oJ5YowRsB3KtCsjIbchY1TSnlnJ2AJoZHmteqdJfh4JaALCo0gxe6S3XWgmlkHVkrRJBNghNQ2cIB7kO646ZuWc9CKE2iQ/sao5o1VnNXM19VjdBF+P0VxpnL7lATdyYIGis+pkKRaPJspjZDKGiyweCpky3gtX2ZFuSDWEiNgpSk1KhYYTupmqqZCPqKw/X2Zw+OvgsY6apaa8Eky+VKTat7TtksVfg0TYtV6rt0c3NdisDrfu+7HYf94Xi53Fxfnh4dCYuw3+3q0fHRUG+RDicnJ8UP3VLLyI4rYiQP4zCNVcaBU7n+9LMfEVXELTWJdoTDRPWdxxygogpqLxRshpIHX+QYejFUxaDTWEU8KTqg7zUvknNcZ7x31I2bAtNinhKySsomyau5iiAFUh3e1xQLxBteacJkkrPkXnKni0Xf55wsOUVqIbzUUcXAwurF6aO4M6c2cjlRK6bShH7BzqzOSLWUMBvW1pJFDWsg1nzSCKiFOqGZ4can0WgLbH8h0FF3isJiDTl39qH+CllYKqEp48zu8kA4ZhD2F46tCLzEvNhwi6axj7QxZxLApZI+Bdob/ymmnCAOETJrGnbD69EvM3NKcC+gQhNRD8OY+k5FSqkuhFSRBOd+c1gsT/d795J2d7s+9Zuby5ykT+mw33f9qVon1m1uTeCHwZerk7GM43QYDvlseXqYDrWaQJbL9Fc//pP9/s5MCeReJKFhiJytdOLVjCgsY1FKJzLh4FynfpQRwFDlsGGZ4EQ2sYrwBZvGwwL9Byfrm3EyhWfQxAwmpMISgIisAqO4R2gHQacqBMiRo5REzQTW5WVKXa1VNDlrdFJeSa9eMRXoxJolKcIxahy91FmLFQ9MGl9ANPjJUmN1HJ73MnfKjfwktZFf5qEAzW9PQsva5Ft0ZyAOtXqaT2v73DS+ASSIOmuYmbLRYTDbuzWowkxBb/SJSjIiyMACoQT5y2rT8MTHVsPrIUUia/UGnUAU1Yfd8OZk+SjnpSU16SJaIyUjveu7cRxDxqMqu+0h27Kz1e5md9jWw+3mbn99enranWAsr/fl4vnP30w+FPfcHfddv14eLfLZojuTss499sMwTLJYLUu5/Oxnf3F5+UxTW1NYpppQtNbSmpygYXtoRFAdAvSdTvs6Qe4mlwQVCH0cwYKwvaOwFNTDuFydLiyvFstj22S4JKYeWSQJSqK3bD0isOhwQXFC4IBZ8xVQm58ylA4QKWdFKmVyr84w5In2g6gk4daobs1qm81vwZ2iTBrEdVFVCEwaKBkpIgBqywoUZwSZhtBB24XZIIA4amTDin/haiRJeL0/jvExMjnBRtf6xd+QlJp4ogmam7Yi/nTzX2je/wSqoLKtm8L7z++/BF2KAKxJUgEIscnvco666pVlmjx3nag6cDgcSqmp6+gU4W47+JRKElYZNlse9n/9W9/e+vCDH/2rH3/6rzeHVxUHV0iGGXKHPumyP1svnrzz6OOnT74lPFv3q82b2x99+gdvL5+ZGtWrosWNZhlbtyONuDhPRDHtJWChgiTb0Udw6VwuoAk0qZPQUZ15KSA7yaf9cTf1B8+nuT/OZjqJQkFLMilExbTRoSI7JFgrHsoFhamYBJfca6VKKE3FIucZSCpTdQtnA4oLWRpQYLE/RntGMXUx2utY1qmoipqqGRmoZCVZagmulrcbb37KaHVFZLaLRKuDZDOZIUKE3LIB4s/XoDhDU6nzovD+wgt01GMKBcjqTHP4c6uQ93xB0qtYZTNTgzio1oyJwgEHQpUk0kkaNSepi/1wXcpQJgqHvj/qFyv3aqoC8eo5d9VdxAne3e1RF9fXb8t+5Dj+xq/+8vnx+p//4f/0x3/+v1sarENKFhvxpMmsqvnklze7q8uf/uizL5aPT//6Nz/493/y2Z/ebJ6ljFLMDGDteklZIKy1lWlpbhLSiq4CggQszaTXq3F0iBXJ7jkjDPBNVIwUTBOWablOa7V0OxUfpg6SVAQtJ9eSSLjiscZXEEgJ3iTvO5TmAKUCEVU1S8mSmSoAU3URM50KNWJM28SG6oij6o1uIACcbqHwc5opRHLOBCyZACmZM5U6Qd2nWuaEOJG2LKxRGDifiXY44hwLheEsDH7NgSBjR+QBdqYQ8vBe1WXQGIm1XbQEkqqDLSzD7+9eqVWMIoXaXNTohLB5FakQEu9KhiXJIrZyCDsd5HqcrpOcqCxTFlWnJ0hHqTKpAruySwsMO+x2kpC2V7dPzvujh/WPvv+//MUPvnc1PE89o6aqehKheEqj6Xwvi2YRr4cXr7/37NmfwWkCL0g6KVUz8pLswGRjqRWI2fke+4uIq1C9ME8LQ3eAT1bUDsMhAepiUMLoVUeMI+523I/sHZvhbjOMfW+djJBcDNBJwwpKHHoPDwSDYB6wKFRxEdBTEihdqhrCoQRQVWVY23lEhaCFPzrEjEoHwxBGmpgGCIplimtQfSaFqyaRBC9mHQkVV6mlEA1A16AplGYD2mqeKio5J03DtPFSnRqaBxHUWmPhQCCFWujrnt7b2jjgfGn/3BOS53Ujwroh/BYQLoLR/wY1sYVcaFyPqpZUE8Q0mSQlfKw3YovF8oFpN44lWTLDNBaUGtFjarrbTT5Mk9+8++7yzcsf/c//+B9tDm+6BbRvVluiAocZjKLBYzRh9A2B+QBmtYb/W2hmIVCkLJIw3fONmschYgPFGdMxhap0nSwW3AzFUSHtqYmRKA4Us7uh/slfvdl+ORx5fnm5pZQ+a59xQIWIpgZqteG+wdEIY5fwXETDiBoMq0gmNg1Vu0yKe52msdSplNG9QlgrJEYBRBN9f1mFhAIS/q9Qc0z0mKuSKSleHVJmKCguyQrOJBeBUELG127DeRdkFs1nu7Ja5zTrDu/vMBCimgKtDzAzdtcm7bJviv6Z8iAiytnQxgGHkVIZTjPRSAbCBoGYakgpIGpZxETMUoaqiBKyObzKRyfuPhyqmaliGDZekSxN1atKqbrbTxym99452w7P/uXv/5PN+CathBYrKWnJaZG4pwKwZedJwL/zdxWbV4fGH6dbRnAug2sbU/B9PfiFZUw8Ku+67uREDvvJC6ujeBjJSS0+TrTMKvbV27J5cbV2ORR++CilzlKGKcSIBqy3eZAUr+rurILmeC1zVdCwmlXQS6XWOkmFTH6o86lyVhKqNIu3nXPvEqZlhKNU6twNdakdWwEnr5aQkjkKFGUqsTtUWJdwGMssIaOXewN2ztfrfdfVakz8wr1ZfQZ7L65Or0yJEvZIFhk9KjGwQBE6fFMhUDjTL+bhTwFrX4hZtPH/og/NZr3CoEk0i6jOhoMqYqIGwVAvJ97shttl7lUXkOpOEVORruunMrD6frd57/Sk78o/+af/6OruRV4Iwy86VrsiKuLVg9tRatMLzDUIUMLBSoWWSpaApCEiouoa4o4oVK2kubThI6y/TFWVKuXoOA0HublkKTowoVZ1BP+RtRqyJt0NNEnUAhEzTVkin6P6rJwRcZ/pH1S6e0E7waIAykQoU2b1aTjQ1OlGcKwjvUzT2FoxZ9xN1jZ5IjCHA15rFBcplXCoOKs0s4xaU5bIDonJv5JhxOakU8iwR2DsgiDNNSRuKtWv43PZKlHTXDiFQlGJUJJANBILJBR/nAXKIHUWeLVrIlZMjMUXiGjAWEB39RByeDJRAxLE2BwBDKKhayzZjPMaAAJqPdTLlB8VX1mF7zWlTlSnWumFXuvh8GC5/OCjh//rP/sfXlz+VBeoNFSolApoAJtxrSBcMhUCjq4xXkNKOI5Qp9LKAwihmyoU87AR3MhKspn4yiy9bXUNaq5a18e6ueU00KsLmVCTpKQihVq8X+l4KNthWkHEoaopCYq3uVk0HD0dUt0DEWVlOAW7U4CxVDV1AZxeCzNJNwPpmqyWcr8dBiV8FmJK0zhQxgQoUZp/LGLEKJUgS/Uuq0LExRnCCY9dS61BFhIXqZDizcDIAVWWoNXdtwzxvpnSfT5yTa0a4tX2WkMSa0NWCLDll6PU8DMNwlXIvmK7FEwJ8QKNF8WrOx1MKmqwLJJFs0a0DxSahIrUGZrbdiyQ4FI3+4tObztbl4peT1USharmdBOiTN/+1gff+7N/+YPP/0iWdEKKqkuy2lYC5Fw+pRavAhMVahJIbLaSxF4BEZ1GjQRYEUBByFicqq1ZbFMPZoSwXSCNhCl1dWSrI95MpLgKTZFQ6qS1aCkuSdOR1IlwSZaKWvub7duLkR6VTkJFzABIEtTKMkktThcUFmAaJSeZsicrOUlKIqVGeYwqEpXCLPK2Yy1LM9RRKgEXiEwRHVJhzaUIXrxA4OLu4cbmEZcKAFa8FpCCSkTQUYyrMusbGkDZhDL35g6ByDdGYdzIcXMmoJmZNslPjK4SEhJ4UNwhLf4ZM1tH4FHTw4PLVJSaoAmSRE1olCSSwpM9OgzWgPDMoknxOt5sf2yivXwUs7DQXUcvKx82Hzw5url+9q//8PfY70GIC5z06mQsSqNBMTE4oh4QzRpcgktURAy1reKobQZREalsQsv5GEmoyKXJ6Gb5kzBQAhF2iWdnNo3hRsgs0ArJGAeZCirZrbQcyIGEe5lACrRQWSJyps3urQpSJJIMCREKZSoohUIxs8k4JXZZJvPFwtQ8mcSWpbarkMnUDKBLsIodkqhqLYOUWqa2HwzE0ZOOA90gCrVYsDQPdZIFqBAHird08RbS3BrnYGHc06UAto4BsxQiuKjhISFA0qAyC4JUT48A1QYWzqirNMyshfDSKwjJAN1NYElFavvMQmCkcHoQwRRSWVgFqhALewmZTDiMfHm1q49WT/fTYNJ1OQ220Xr0cJXfe7T8p//XPz7IS8uUGgYEE1MDVJJJHQiiVrIKa1jtIM6LAlTYCI+2SQEyKZUCEwepXkQqG2+4QnyeauZFllBAc4gBVCKpH6/TdIxpDMUUqCJJnBz2rKRK6vtc/XCoRIG4DBORjKCjClWNnSJBhLQ2DhEKhxRKnThRysgipZh4r3RHQhGogSn6D7DRD9UIbdARqA028MJgWYXOPqmMgBevFXQREVQjakjDXBg0DAcK4ILicwCXxmTYBj2Rr+054joWiFiL7pqB9caCiNsxKSRSXd3BhHbtk6xfE5zpreg1XwZSKaiMHB818VotxfGTNoY1GI1SCCVRKCJQ0UQPy9EDxVn67fTzRfrBg/RbI+7ApRR0vPzkW+/+4Id//Orui7wUCaNKF7NIHWbM55YlmjznnF1QEHnpQNhP0JKSEAMdFV4caR0pV/AwhZ5nH2l7sflghZ0c5lugLXGn3MViLqwtbb9RVbiOU1UipexdlYlPhtof+Kzg4D7Gp25COCWWdN5OSRKtcHEGMJYQqRcAMB4cKXwYPPdhXE0qNVLZAFElHCJqCkbSHURFOisjkKGCWgBhEXhFuPI7QmlISNgtUJIQQNOWBjsdCBXq114ynKstGgQaeNfcdbUBOipXhQoSqussLqPCm3JQqweXFSraQKzmCRG3EoKgnLMo1KsrWBwaR1hixgMMEpRn95RUKoACmEg4yZsgUzZXd99fdh9qfppt5Zv6yS+dfvXlj37w4x9MaUfWUJUI0dDgsOtGa7CRpE7OhHGkS6umCoWj9WKCSJGNa9/agAAACu1JREFUGaZK+2mK30N/8wcUjJEwJ2hLmICJCIWpiLoprE9lQh0LPIKNKJBpTEMaF52n4eT11eMrHK6BKeQnsfqY524VMVMwrmbOt7wkSHGKSymsQeQK6LZwqrQkorSMnGOKRAVDDk/3lJIIpIBst6GZ1IlFXUxEhRNHoozNzyG4KXGJsoLiCqlKAmKzg4viXvGOedXT7CEo88pSAPi9s23jTIBkCtQnKp47aABRiuuslA0G6gwQwwsTIk8VatEDUlWKU2epkIKaxUlUQFlHFyXpqqIsglC8CHxF3VH0UC6u7r6f7EEt9u7yeJn9+z/8PvM0DXtTNF2CC4XJlAlaqSJqoCuLJ0WtAhFXFkTSoGu7+2fKUWzEFJrBFHnbX086nPtTmWfpKP5GqtOABCSVfpV3t+Pd3scJZaCUGiTc3nqd7Hg9nR+vX7x+96tX6yu98fOIzIMXgYadJrWthKGiiAGszoZhBT44XAXwEFqRE4SVSklE16lWutEdZrENrxBCpVaKmDYNlwAUb+CLjFVNq4J0EF5YC6qjNvkeqRSVMnnQ/xFuZoL7DqsdZJnvRYiZuvts6xA4XOBewVSliKSYyRsuKBCPKDlBKGKllUCvrNWDhUH3cHCzaJSdJE3V2Sx0CAkU3kvoaxstJOaZ4AeqZWAER8FC7XC7/2y9+HbPd3/513/pxfO/nIRTukllijbSPbS47ZoOPixUpFZh2NkQIkUYt0EdGRHfM14LAC5UExhoQmu4WRwltH+1O7H9gp5NO2EvMIGhdpK7nIbrUlwhEm6fyJLA81V5//zs7vb0qzcnd1M3ZXQmVKAEpSGGQQ2fOokuUII72e4R1kDd4iNGrdHwQUTpVJdaJfRadJQS1kAiSpb2CUOVAlUVuMXdrkIHqksCs9K9orUKrJFf0rLZwK9J0hr2HoHZoCGh0cs1YhUYU047HBLgQ3tHY4WUGHmu0haQOgP1Tg+sQ5qgR2Jsbei0QcTgUosHeDp3dOoKo1T34mwBrRUxXfedgk4XFYOb5B3YkQ7zWm63h8/OT54+eSz/7x/+5SDlwDemRdQ8Mtf1F/hh83JJpVH9Na4kAVWrSlF4DNCzWXlc/6pW1dXCjqd9TrjHF1o3wZauABq9N1lkpMxsUssQcwMNXphMatFC6fL48dN8mk+//6PuYrcWcdEaFDiIVYKoLTwoUF2SHm5mRChNSJJqUG8G6w3xcJJaQYmYpNKoUTHNhOKoKlXckhapkdyplrxSEkSYXUS8FDejGUCqUQBUNv75/F5JRMyD3kTvcCelWbWF6egvfFABxLfQL8yHMA5MrZ6+5rextQIzhtlwQs7vr95vOiTE/15KVCfxAk/Qjo5qak56QXFQmRIkSQUw55I5QaGyqCtZRasUZK23dz+8Wzz8v/9g//JqOPC1+1UKK5LGpGvfekwSMktnLcEL2Px14OpQWJI6YaooIzDFygoihHlOhGqJOJgY1imIuCnei6VoJjmhy7JIutCaFZ2hjqxDQ+tVUOAVJpXH56Lrkx98unrx+gk4lXJp/TZJKRSqQ2gwCwq5z++ukC34VkJUUyNIWymh7mzTOkVcSXcJRQhB83v5g4jRkpgweYWiuJtqZwmqbTFgEEIy6W6dVHc1KCVlCeWqEyEM1Jm7MsNjaFLVKDsCMNh3YHWzQDpbeJKEzCQayjAgaoiUtRrAhg6EhKudTBO0mMpIxrQGOrQ9pAcblWqAwotL09WG3SA0MtAhU60atU8IuJdGvdDAMbm/vPtcZC2djLtXgkGElTXus4DfQLhASEttZyWVmmP5IKpse7yEao4S4J40kwRBygi9V4gvAZJx0XxdrxqtgzSVrMjKLFx1CnLY6+a2lqrWpWZLIN71zMv++av151/0njPKlhxFh6gClS5CRVaUUFxWVkBMRdVqRcQj1iL3VQoCS/GwSAlybkgSQEGDAQKBM6hD3cN1XQ2oE5OJ01KWhti17Ztlcadlc/daMZNFYzIW03nJO8/C893WCo0lFYW731cfbcVMIVRhYQsAFoEJktS2F1MDCVON7dMMtkIACmxmTAdbnkBgtiRCZEECDnPUqXX50uQDAHmP1ZLwSpXGNZBGCaSqqAqx71ebi5svJ7/UTIGqfS2zDIwuDMdFZz9mVVZaePY4JMxdY+JVjU7SBdWLGFIWNzKS8RwSXVgYWLaGJhpSJJFF0s6YpC47XWQdRt9u891t5Tq13QXFlOvTfDisnj9bHIblxEuHIHXIEoG4FlBh4exWDK+ikGkiXMoEn1gLIqn73r+uNpXeTIWI8dHpE7SiTQAa20+Io3NWRWruQl6FqbiqK4KQKsF8haB6YSielcaWSRM/vzAyANsw2Nb5aP+BgJYsBvp49eYQr3jeKlKcMtszJC2iKvOjA721UJypp4jiptDgk6iow4UuYATaB2XCgbFBtk542NwGpak2O5oZQmOtgTnEeKxsYg2fys1XL/58u7/RfJhpHWjt9DzxqqrGoKgyd4T0Gh6WaH2xBjejWhYgBdlSE5DJBAdLg7ylDRS4f01j0UghOpUk7BMWSTpNwzRtdzJ5FG+SXgq6LER+/fzkcHcG652HrtMKpi7OgyWFAckkPNBjHPUqXuiFpTSamzSGEwCaydhYKPdk87Y5cafUdq1LapxfBWpFUnSJZtEtsaKoUEXNkrvXUtzppJjQYakdXmkHq22yojrESOPt/5mJBm1xgKj2UdeiC4dHdibb/RC4GIuHvWSQFxnuuzLXyCgPMSbqvM1u8wAAisKtXYjuwCQeTZsBBtSgS3zNiWgabWcTjsiclyACxaHc+nCrhvZ9Ri5oWy7dP/55YIlACwAqqtHBQASi8AIPMivYgAURZEonkhrBJ55KHHa0iWWe0AABWV3oIOjioww77AefKnqrFCehFEPa3y2nzbspHx98J5JXy1J80g4Rm52EyZDgcVwF6o441l6dVQJIEwFEHVQLEh8FGEorFySD7CrzINJaiKShg0GI16NdM2hznXBEFDec1X2mxMyYIDnPwh5OMoK2DjIBYCLeiDlEcAVnMyOQJCL9tH1+bQaQe8g51QJYRKAKpQnkGUpEaVdpXGJNKMRo9iBOyQKAuRE5UNscQYGYsLobwpLLA6yPq9BhM7ml1to2G3NrHjfy/UXgHpJMtNi6+XMAUKuripkQYknEI5kRsEChCIUPgckLldqLJ1IxBRNXGpvP+TXWADZnuTC8Q2DWBbuBm1ts95Ol5nFNhzAP2zV3jxf9SalCltUSnU0YhqOF+kKnAkuSrRpBGthedYP7xFhP1gmi0a94tHdEaGDC96A9trDeb5CNgPFTeTh1tMcyjshm0QYla6SBYZpMG57ESJBriolAbiXibZzCCggCWA4SkZiELpoNOkZ1t2YV0yZJFdTaLNbuP0mIpCAvRwUq1cXmz/fr6icgHDRpBqaQe1cCcScKEKaj808o1kreTA2YL1mFzTeatxZ//lbuIYTGkIqBEUGJ4AycxOmrNZS0cZdSTeNvqTVXSkDFXIX0+5cJmkGDBzNCA3gOAxS0Syh+NCKpmJkKvbpXlAnjoW63XiYgG2ilUKkofdmfYjjxbkcuc+qPT3Yyepb+3cfd5WFrKqnTbGA1eGo/i6KgVFZSGCymwloAlSD8KBi6EiMBqSVoBpQ5LrQh9oQ7zcVUm+Wwy0QmaxIrnTm9wRG2qM7z/4Js5/MvopDQgUo002WtXtoq775biFiKuKLm1hqCWkJRMavKiP8fzS2qbSxdXFMAAAAASUVORK5CYII=' ><figcaption class='figure-caption'>Iris Virginica</figcaption></figure>\n",
+       "<figure class='text-center p-3'><img class='img-fluid figure-img rounded' alt='./iris-virginica.jpg' 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' ><figcaption class='figure-caption'>Iris Virginica</figcaption></figure>\n",
        "</div>\n",
        "\n",
        "</body>\n",
@@ -393,17 +492,15 @@
     {
      "data": {
       "text/plain": [
-       "<esparto._content.Image at 0x7fdd5e7c4970>"
+       "<esparto._content.Image at 0x7fa82f6acca0>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "pic = \"./iris-virginica.jpg\"\n",
-    "iris_img = es.Image(pic, caption=\"Iris Virginica\", alt_text=pic).set_width(200)\n",
     "iris_img"
    ]
   },
@@ -413,16 +510,17 @@
     "id": "tillrJmYJcPS"
    },
    "source": [
-    "Now that we have some content ready for our introduction section, we can define the structure and check that it renders nicely.\n",
-    "\n",
-    "\n",
-    "Notice that the first row contains our intro text and iris virginica picture. The licenses and attribution have been added to a second row beneath these."
+    "Now that we've finished our Introduction section, we should check that it looks as intended."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.324695Z",
+     "start_time": "2021-05-31T10:41:35.237362Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/",
      "height": 743
@@ -446,9 +544,7 @@
        "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<div class='px-1 mb-5'>\n",
-       "<h3 class='mb-3'>Introduction</h3>\n",
-       "\n",
+       "<div class='px-1 mb-5'><h3 class='mb-3'>Introduction</h3>\n",
        "<div class='row'>\n",
        "<div class='col-lg mb-3'>\n",
        "<div class='px-1'>\n",
@@ -465,27 +561,25 @@
        "discriminant model to distinguish the species from each other.</p>\n",
        "\n",
        "</div>\n",
+       "</div> <div class='col-lg mb-3'>\n",
+       "<figure class='text-center p-3'><img class='img-fluid figure-img rounded' alt='./iris-virginica.jpg' 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Xq1gLZIfImkWAUzgTwMgAkw9+zCop0hQqEB6mZmuXh79PbMwkhAQOew8NAXgNxMmIkQjpcNpmAnGDw7OSGyofgVxiAuac0cR0WAiZhFMtCDb4IpgMR94RHlupEEXUjBLXuEPMKqMaF0+szZnZ3tK1cuH+3drColK2lvzxFnFPrZQJRS6stblHM2GINyDqhsqs4cfGwBSAU/oURa6PrGl5pV5M8B7MvPWK+/IJiB4NwjZQY5nCkq2HEZwExmJvHHiCoEM0jVC05QEEgAVrCjz6Q1WHSz+Esq/AjcEHG/kNgOZ1DQXwT/Y/Du60c5ntwXSclTnFkrOpCoeIc5qfWkFEjV3ZUi0qH4iQgOausia2FcwjVECdLZ16crYkSPh6PuYIFDzFx6txFlptwZGTjSuwwYscG15xNQqGUuFVoEM00Ck0jiPBJf7+9KcDJRT3ADB1AFA9D+FHPPnpaAS2RuzBURu5NwFLfV3HpeW4Oa4Ljd6L1JBHVBzTzdM7H6TW9807vf/UNvfvPbh6Okip/9mZ/+J//4p1Vz2+ZBhaqK6+HEJCJ8W2E9pRTlDhZ296qinA3kKTFRYdDXdzfsHr1B9yRvn1+5C5hQilkkwUVbeY7+v4JUUMh4KiGFAZi7MDF5cGjMROJigVjYOQwMRMA6J4yKkoAJqnA1CQWUQ6KaGJDGo9AB11BFedTzYfzH4d37K1E4yYiCzCxsKIV6BN1EUeU2IibNTk5RN4E7Mcw8MSUmReSvKCkpU/hXCEicpecoEK/nUcKPIBi8deHr+xI60BOcjpxLIurqHNhDnbQURKJqxnFRy8dzJjjMyrfWBzIUUOAi6ioKFvTaD++rNOHkLGCAkEtkL9yTesQsgltnzd0i/JUzW9xzCTmBRUWq6bXu4Qcf+yt/8f/+wP2vOjxYvXTxKLueOHn8h3/8P33169/uefpz//bnfuWXf4HME0gEIGTTSri4dncwMUtiUlVzdzVmcmfNTu7CMCLLcbhvMcPlhq/Dao/mYQ6Nq1ccWVypqIh5sexIPjzKaCLkDlWvKjHNVS1uRuQhxiAqZHJx6oIi2Az6wQo8CqQDcuFyzQBkczEtMYeIfJ25EchFhMntj4fdS9rWW3wfqJlhIqQBWB0OMrUgZILnJodp+fyuACGI0XIdUao2odnqa2xcLJnBiY3cqY8evXkWdUCf0jEH/WVwqLoQm5lmkEJbZwWDFFEQXRtzD3X700trwBp8AWj9f8sOiwMbrIObh0t2EKWKHVAyFuJELETMETgksRXWqED7YlBuDGeKz1lOMghOBqZqkFbLbrHIb33Lu/+zv/Y32oVcOL/PVNWDQT0crNp86RpOnH7E8/y//e/+/te/6a1/+2/9V25KzAQN5wmshTqEog0GEWXkSPEksZkHcOppsf4IxxeBtlHwekkuqThfYTZA9TbRApG6oShYDB6oHRHMzVyzkiNnFQqSoJwNDpkUnIlZGE5sTE7ublAYkfSwjomcLFv/giUQOdw5IExfayM4LIBI6qHD77Xor3n47/6ij3Z9eR9wc3DhY6mnMNbEC5mBDBYcpBHgLHDA1ZgjWFEplRuC//JymgjsBkSZWqiXmVn4ZrbIW+OihQTZQVGg1pKSmoGUPAMZnqEtLJM5CoPcF2ji0xXfys4gI5jB3FlYiFQVhVpBFOvMS+WHiSAczyECqYiruOjlCBb3xDBXeA6+ysySiKubKeDMKauSuIcikcg6Xk7l3d/2gz/83X/t+pWpdWQ5SZVYajNXhbksj+aHB/tXrh+8/Zu/S9X/9t/6L+uazXIiYeb+80XgUyJyZzMQMyckcLbO4VKJF0mx94XRUg9b330ChAlMUQRFFG6s13eu7SZS7Z6SFCI3J2LNTqkEB74VhAP7FSqxV2EROIQGwa2G7yNVDXer7qFogBXypYBZCpWmB2ALkgNwMpBQ6pO/3/Pw9VG9lZWjJ+5ImIRMooEAwkjkziWEmJpaIJwoiXFJwRwUKAEORu4RMavHFQEcvQM0Jo/EURxCzM7sEtjRQUr9Mwa/Ue7nOq8LmTuZe3bPgIIU5KyNkbJl0wx3mABC7IWvhUWSGqCpkIZgqLtaSGnCQQIaXBNEQs4LIgoAzuJVDRZlJkoVJ3ERSglCzkbkwkZiASklVA1mFMm3Oic2Ui1eUHw5/u53/sAPf99fvHZ5ur9/c2tjTF4Ji3bDxLUb56br2k6d5o18+Zmr3/it3//xT378V3/p32xvDoBC75hT4ioJWdSoUg1kIFxvpqi8hdyRisq1yDCKKps8SEkOUzRmYnELCRM5k5v0Wc8632ZCr58JJBPpKXEPWwzOodgJbXexdA54xAyWKIqRuZvCleDC5aa4m1TsCjcCg9Sj+ODR7QKXVHAAB6DqaaQ/yqOnZbynyuMkmJVsueDPUuUnD/nOml3vD5EbSrLpcHcrWiUEw0wElNwxjn+RkttaBSlcEsGgI8s1LqCTORQfAe41knRVz51pdo1WptZht9UNM4RK0AqFoBfPEoxICH2DeYKpFygZWsUCg5yZRCDCzMyJqUpSJRLxUA6X3gACAE1QMSM1Uzc19UJPaJx5MuJci05+6if+6o/8yT/XrbRpVnDkrKmqiLloi53aZkXuiZMAq2Vz4cKlH/+Jnzp+4lyb1TkE987kobMNoObuzKFBjNPLzMQlvw888zXhvL9/Hv9L6TazuUVSEq0zmFJwJyKKNCFSlHIRADVE65OVkpCb9Rnxminr0zDVuN4eztX9VgnEsrnDVMn6apeCHaRurWmjnh2GyFRhf3RzJwIxMXMBcH1rmJbqX7kEoZc0M7qNvir5S8SYuC4FscPi3xO6TvvrH7W5IkwMuEQEMLl7DjUsbpHH8XVJaAlwCNby72LQluFGuXXrnJQkDNDAIVZBLzukuBNuMDBMi1TdzeP+MCAEQcGjiaO/LIRcxAISDsraenqHmMBgJg6hIjiIBkMX+gBVJeLEg+XMVlM0h/XRNX7L69/1DV/3bWhrMmlXrWVV9cFgVNVDlgRw22ZX92xknqRKXE2nq9Hk2A/96T+7ao1YIr2Am1qmEKU5ra08SRKRnsChKOIELyBULmOg6cDBoWeMfxV6LyZEcce0byDsbwqAXmPcU4ruapZDpxC9f8VuIxWgcghB5hYkEgpSRl+1EufIbamoCNTJKe5j1FUogzLYwB76MsDIzV3/6BIxD5DkxsxgMDkTsYDIUyIWtuzhmNWcSULI4b2SjHomt880qZwPFI27M9SM3IXIomvEnQiSKBRRZlEwu+V/yrNRwY4EJGF2WDYYzIpejZyYpM1KGgU+NbWoZ5m61AR3YVaUzBhC3ms0o+CTUJIqXvsxjYaQ4gUCrgXSo+LqGUwkDAFQWGFTdVVQJrRgjfYfhmjG/Ijf8MS3f/2b3u653ruyeOTex3Q14BwyQgfEDA6uB8O2haq5W11Vi2WTOBEYLKp27drBW972zve+999evfLsaMhmCoCcVMNKyN2jb1W9iKejwzi0dHDKVjiIW4TArd8p58wVewE6AWCIAM1OFTFFKc/7Um7BAxEJ1SFSqhSuIEJmh0MQtYVweqUMQkQACQvci/olIr25mbOBlJhY1cydckkWYFT0Z04EtlBICxEo8e1W84d4lJJAKQH0bhugEF5zFLepbxvmUpWxwkJyidnWHx67xf95VIpLuS3oQ+vj4rrsT0xgjk8eNyDEn0GnmEHk1tEqscRhhX80DnClRAxi50IxuRmEoTBiIinaa/Voy6BIoUgDuGDdQMJMrgEUCwVJgCSmRNGfrARJXCQoXBpiicCcnZRJ4TAlcumWLFb/wHf+1Hd954+sFl23gp6kdtFaQ3UlTbsc1eNIG80pB0efjYUcJJJcs0jVtqrZUSdJ4x/6Uz/x9//Hv5nSQHVFbAQ1E+K4gr6WvxexQbmJRWPBjCDUuVfdxCEPhodZ3C00HTAKSipqfrcKfz21UMjA0KCVA8+uZoTEiNqQwqmHW0QUShAzL1Axw93J2QDLGuIgtmhVhatRYD+PXuxg9QkMizpjoqDF7Y9XZqLb6e1ektWjKbfSlReknZuVYBele8IaLnhfv4A7NBS/5S8okzEjkLXDheGhJ4+4purRzRWK81LLKRYfSlVyhpupw4JVNw5+IIpfZFZqz06EIPid1soFkFAvq3R3JGaEst4hLKRFZ7YOoF4uC8DEva1zYghVKRmg5BzH27X/xF3ReLq0M7771Cv+zA//pZfd8w1719vF3Ib1GF2uZQiHmq6aFTuJSKoTcagpycyZadW2zDwYDNzJrRNJwnz50tWXvfzVb3jD2z75iQ9ubaToYAHgRFbKwwTASgdQdL4hzoFwz1uD1lkXCo3t0W4Sn9nVIc5gYuqTnfKuAGemAnCJzF3KYWDNGlkQQG5ODHIiCZYLAfYs+mFDO+pk7l3u4M4kagYFWbgzuAZkdzMKWbKXfNBZWNWLQfQ13z+WwXPvCIioaGYKMIl8Y821l1puacwLDr7/Zv8d3AoaxayjxGOEDI8ZD84hGC3i3j6Pv9WAHG8gSHfqk2COrpdsJSEuvWbOME4uCVJx/IKgb2Iqt6g0lRRON6Sxwd4Y1FxDBlP4eUaRJJUcTZhTYhZmUs+RVJhZdFWwu6rByRTksprqow+84W/81f/+3uOvX+wpZxtABsLJbVglc+tydqc6DVzhIFXrsgbfpdk4VepOIu4mzEK0XCwZIKq/5/t+uK7HDIm+KO8J2/VjzTf3qMMQLchUBO5CHCI/pmi3srjaZo7wYrfTEAj2NFKTdYqHwmsUaRcQ6QEV3r54wD6Xs8Ir93GZEJwfOzybBR4yJ3VTs8j0s7sC6lDAYOqazTIsutrjx+FZ7Y9l7pEaUDm7t1Lo/kLcwkfFyEo95Xc/DYAyTaQYunuRnkauRFxuSbby/bg/8V/Jfq0YfSF8De4QLnwLovanIBR9VxQ1mMECktJcTf1lICYSYomA4aBSHEXfhC5UKgm9qzPqyxsEsFCqklSJkxBzYfLQJ1yW3cxUc85m6DojksVMz5184Cd/4j8b+Mn5TWoWrZANBzyosLE5HAxERDgl5lTXgzrVKVUUaNXcHSLJQQ5Ws5wzUCiXlKrVMt9z70NvfNPbZtMVUeh9CoPl/e/eD59Ze/C4ciGgJ6bbb1uclFInUjc1ODGXZr9STI0k1W+diR7W9g7OLPiAQjaiIM+13ahFhy4RwbS052rWcO1mVmacOHmoO6yYeO48t6adaRf5OZlZ1Dr7agIVgmXtm43Wv8rbI3j0PIQ1OjkSjN1YWaJs5mYwCMDZog2s4JmwAzZhY88AEAKqABQGZArOjdbiLxCITLyQjutkCSCIlJ5oAwxixBbcmTMRG0nfNNF1wVCFuN2Z4AqJyRcKEqiQJ/IE40hlHcIuRCyaqKsdQq6lP8IcNXxknsjJvAIqR+WQADQSgicQQ1KiqkKqTCQLGQtcQrkBzaSKrmVTUs3REjD1O0YP/pd//h/u4LHpvlmaLXW5aGFStYZs5g5h0VZz26q3qR4kmYiMgruImSPIWnFFykRJBNGCW6eJU3U0a77ne39ssHmmMUAycyvuyN6arnKXVUOrH8l0ocZuSRwh0uMmgBwScqvswW2aAQrKSETkLu4CT0Di4KxKC4oLO7GB3ZlNwsO7e85KoCARSjx3ZAv9HrK55khTLEMN0AzrnJUEAiXT6A4gd3ZjU6jCDNFTppHbKAqJE406fdr8/+exzs6L3+WS1BTFZl+UBkHWdQGiwmIVQPOHeJn+VXpcH5QUokTj8GBwi26o8LtFNm1upchZoiOZe5vjzJFpCSABNoo7D411ohg0QAmUyNgAl6gfOZFCiISjCM/snEAVuCISJzaBEjK5sUNIaqmGLJWjT/LIQGzRmZezqrm5qpo5wTx7hY0/86N/+cSxs7PplMhTqpiTSDJFQB2AE8tqvuy6DoRUVVVVuxlAZkqBcaMnyAF4VVU556qqmEWzHR3MTpw48/Vf/w2rVdNlNTc3LSS5F1qsb24Kf5LWOIf7+8o9De+9KA/RF6Y9xWilrIHQKirWg8vi1geTGw3mKfWwvS/XenQj9hbSk9QlSljf+9tzDjC1uIZubtktxxcwhWZkjWfzrIG7gs0royoYPYNXrO0/apdrYpVuSS8Q16YAcS8Miq8Reqk33fLRX3OM1uiv/AcAHpRIDyA0cCIVAOMofMJaKxb/JMNzj/jj/SHKGdmiQ6jMKQoEySABld5Td3ElszgX5uHV3YzB4ULNEaPZ2AmZvAN7Yhc2YRfmIacx8cBInIiklA1Q9KuImRk5a9epGVTVs3VLeeKV3/zgPa872J+pLeuaCJW18M7YCVEDbhVGVaqFxNyqqhKRts3M4qrCZKZmnnPOOcdMFVWt60HWbFnd6Mb1g3d84zuBWi2amNwse5lT4vBQj4KIkqTbqDYHegV0ofciXyqPEtKD5w3IHkfOAbesersdBV4qJhs9PSHF6Fn5Us+wyEzK+em6zCB2mGlUnbkHIb3VcLlnxmYUY6eCBAiUoUBnFqXumArAayvvaesYY/j7GvuaeC1Hs4SGGAJkmfppHOgz0fUhKaGhx9N/0FlCL8wK6OzknCjqnpBQRkSQsugFCVbH+juDnoE0IHcWZurhJh1wCtl9DAZjAQlRIiQggSuAIUJIWAEt1MRdXFIINF0AkDlZDBtzN3V1GHGoIBQVuCZKJEmYxZVcSXPWbKpmWbVTVeta1c5thZ3hqbe+4d37V20561bNjIWZ6joNXZ0pxlqSqWk2zUip4iQUyikWgLJqVYm7MZOIBHmwXC6rqspZc7bBYDSoR6r00MOPvfFNb58vuqzedo2Z5i5b30sGYM2uRhUpOrvjogbH8rsQb59DAoVWpZwjohb2uR9SRlGtjdwz8laLzhIAgPrtyP6Wtw81oRBpzqbR/eKWLXc5EgaA1KDqmqEZIdqL26MGNVJAnYK01LBU4aI8jiTsds9LX2vxtz4nEMkQlTEI8CKgdS4CiZKVofyvZHS3ZlHcRgeUwNBfyXLa4rspZhORlebzEi/KjzI5UXQxlWtHgMDIKQbqef9hDGTOQAxdBEBRLWQYAUKciISi1iJM5BBJVpNxcqFwg2RghbfqMBJkc4NH5R/sikycJWVOCs5O2eFdNqhY55oVap5NO4vUKnpBbEHvePO7TmzfOz1Uomq5XM7n07a1uhoymMHR3CcsZp5SVXRmlMIp5hxDHp1cB3WVhCuR3Oaob1jWShIBq1XjkIPD5bvf/f0io5zdHKrZqSeMEcwjp5iWSkiJiYq+JbjwlDhVzFIKq1Qauot7VnPNxgxX1+jTVXODqZVBUOuydxDzYQ4Ejc7UYFS9z4OdKAqsAZzM3NRyScwJZOpZNdqzXTlct3WAcUiXs6GQNA4DRaIRIV1hMbjtP+Z0cTvrR+vWQ1ufhyj43DZe5TYchh5t/AGP3wc7RYoTat5oTSOndZMpUzao+VqTSms+2CFcuGSYcx+yqOjWy5xBc6gXOtDYjQzhwsHiVHtFLfkKyNCVVSRya94CkREpe8ZqitXcl1Msp94skFdmrYVEIKXainKfGMJaWEtSJ4O1TkZ55Xccu+dtb/iW1axzNRYZDsZu3HXmuDVeD4RWsxOkTlJXAKq6chCT5JxTqnLXEYE55mO6mRIhiQyHQyKaz6YMEOTa1f0z5+59xaOvmc0bM5iZq1pP7mhWM+unKPrau4VyJuoCgHMPXAsyJeIoERccQmYeKYSDnHgd3W83gADfayMJqjpnNwsiB0UaEnc7qmCRZ5nHnIvIPiIsachrASLkrD0/DDXvFIWcNO/UtXAwlHpfG/6wtKH26ubeAhEwt8fNRdQKYifpXTRchMwdcBHS7Otk5A+TDd+6IgQmMrIg2pmCkQw6t7BA0eVluBUmAOKezC8twOU2gUkc5kpmTs6lsizwRMG1R7YNIzJWxVAG28PjqrZ1bPPSzYteZU7oslumdkoDHt596p77X/ngiZ1TW1s7xHTt2tULLz3/0rUXD2dHlJEmpSM+51aIyFDEXB5DBpASLVt92b1fN6l292dHTgOmSV2PKxlah2a1yJY5cbvK7Dydz7a3t+vRsMmNaVaznJGzOTCsB2or6jVwAHVdVw+qycbE3VYr29rYIKbZohuONrPK297+zk9/8iNZrRIpIBTrYZeFYy2jHQgAet7SCZS9T58AjlGA60azcEJRyXPj6JcMGM5rQdwtuw/uOg5PaXkt0Zm+pvriTlGzdMRUWc0OJyayKItbpIWWM6TvxEHPpjhTjJhhAwPZXbOTIxEopo8xQf8AR+z9cejrlyTC1o/fIbgbkVCELoRczHom5z/6uB3V3/pOxLN1hlCuqa+7thFVWC41uUBILHBHJcwxyqYvb1GfziOmjiDHy/RUORBd2OqT4fZf+It/7szm2S3ddOGt09s/80s/+wvvf8+SjJzOnTjzxie+4V3f+u5XPfKakWwM00QkmeUud5f3rrxw+fmPfPpDv/2ZD56/9mw1IvXOYTBIvHSMQ4tPmq0SeeT+1zRLGw7TbDZ33yZUpsREy2ZJhOGwVusWy4W6hoyNE4ty0zTutTuqqoo5AkLEwl3XEnnXddvbmyBezGciaTxOh4eHw+G4quuuWz3wwEPj0YbbMocCAUAqQ1oQc4ydYphhGZvKZQZ8AE0vd4FuZbLuqiByMjOLwbPwKIWTW4xFpmCK+3YcjwkbQJH9UckN+hTZHOQW3Q79ywDUd/GBQOCYrIYydYLgml1QrNcIblCPYSwh3kaMoawSJaJb2qoy5qjvpY1v9xmmA4AAUphRhydhsBdOn0plPaa5wvtuK0KU+Qu72MePfpyB981Yxf6c3NhiVFPkvkEwijMpGSHUNBX6KoCXV3OnUi9RL3PenOCuZcg+E1XmRGRcqQsMNTkqqHWapDpx7PSPfu+PvftNP2gL6lbzTtvR5vAvfO9/cro6d/Xajbe97e0vf+TRVz302Hg4mc9W3cpWi2a+mg+Gg3pUb27svurhY6979HVvf/03/Mt/808+/pWP8hDGyG321k2jQV7dlMCa05mT9z5438sW01VdDSuhbhXNDZYGyLMolac6DfaXh1WqhZOpwgheac7VgBFqPHIyOIO8G9R8eHA0HAzJaTGdV6mq62o+n8KrRBDSVdspKk7DdnZUsSOGAKuhMGyMvlAamN1yNrPwOabGFK0oEd4BeK+bIDOvIIFFxKLk7JRobeKRqkbFytSjq7XXi6CHLhCWwrgQzNAZVSGgsuLxYq5t4BtQqMCMBJagwRFp35cCj/n0FhJkgcKrqIvc8qv9gJd4cP+1x9cxNzAsW/pmxJAfx6lycyKL6WLxISlgKEXDRB8konciYtr69QoX5uwkMY3eQUQCFgrxehkp5IXmXOOkIs9BqQhGGYOdghh2hbTIKxuACU2QZgQkqmzkKh01uPvk3X/+x//yw/c/emzz1NHVzC7TZuXeOTGj+oFv/5ODenjf3fdvbm6Zt24Kt8VqVg3q3e0tEGnOk8kQGcnptQ8/Mfqxv3z1H1555spTNGA3NzXL7AZATVEn75b0+MvfoOqz+XxjMiBIs2oHA8ldMxwPmWkxWzarJqWKelFZzpmIU0pOIsLuua6Tate27c72Zra5t1k1b29tazYiGg1Hy+VssWi3tzZNm65ZcsUbWzuD0WR1qCQwJ4tUWMTMRGLIDm4pDMpWjzJ1oyRs0aOEogAriDEsQC1afqM0ye59m4ffGnhWFImF1gnHX5R+CoMFzjTHIHq2e5BmId+1SLlixKw7gBSTUAkEzWAJRGpOIAEl4kRIt8njQ4lA/ZvH7eRM6WnwdaGd+r91xEuWcQNUxCqx1iQkoSV5lz4A3pYL3IZcSp22r9f2qNELBYZC6FNpeQz+NZoain6mDMh0sDMV7r8MhunnGBoDwqpMqIUqJ/Zq0FWDTjx3OHfi7r/7X/29d77uncd4d35j1nTLWTNtV7padgf7s+s39lZNs1jMZ4vDNi8d1HU2my1OnTp+6tQJZnZT1c69i5jcZbr3vkde+dgTltk7J4UFW+YeZercYXOy+8Rr39SZRklIRLquc9flcumq49GIiJbLZUopJokWTl0kaPWu68ycCF3XjkbDqkoMXiyXw+Ew/Oh4NMy5m05nG5MNALE0oWvzeDS+5577YlryGkyWpS7h4Hr04v36g/irqDetK3hYl5ziR8sAicD66IsnhH7gH4WayN113eUA7ld8EFESTsKlpOMAoDHesbTuorAp0TcX01gSr2UgnJwqhzgl59q5ojRgriEVQczhJE4JziEb/D2PsH0u5lScKqL3KeYDusF9XWb6Xf82ZhP0mrhQXdxqBAzR4S2XXh62ztiL8KoUa/uJK2tu0W7x+X37T7kD2bNGoa90ZgR1jDYhCylVy5U1q8zsWdumm9EsD5f1D33njz5w14Pd6tC7I2hrlrNloip3PJ2u2pUdHc66ttnbvyHiTHzl8tXRaCwp7e3t59x1XSOJNjaq8UTqYUpVYqkH9dizkRq7xUwObXNuXUC5wZ1n7z95/M6uUZFqe3t7c2tDLUuSwWDQdV1VVXVdL5fLtm3retBP4y9eML6uKonco67rpmmyas55PB6Z6XBYm9nR0XQy2airums7U22bTkSI5PTpM21GYZ+p4A2gzMIOvH7rVhbJElG06fTNT33RMGJ1lEJKvQmFx6fojCq/imuiwpUFrr2lHQyVVS8L61O1UFN66SFeqwidSnx2YeIEqcEVpKJqxGkkPADXRrVzBa4hA5YKoLIFA+zJvsbssDbgSJnX7rx/76DSOl7CU9Aa5k5mqWJVoD9DPQEVPfZWmERfP7n32cdtB4VBstYpOGL9SCEE+lBbNOelvaXXDoAqkMfQyp4SJbiDl7Cpntlq3vbms6979fZ99x0zHh0eoTPZPfHY2TveeP3mUe68luNOyF1DEvywtK0PamlX2g3UtKsHcunSzVXbDcej5557cTIZDYaDVKeUpFkdjaqBZq3HPG+WTz3zZXjHgGUNjV45pUba+s7WKeSqaadEuWmb4WBSJXFTAG3TjQZjEWmaZrlcinBo+KqqytlQ9o1BROJ+u2dit87rehDYw0yj0hQyspTSatVMNjZ4wOa0vbvr5b0UK6e+kU9E1hSNl/Yliq7nPslcNx7eIiB4LYwxd4VYn/ZZTCUvVRTv2184bmrML+mJzFKBxi0qL8I+hcWUexnZQtk7EiMNKSS+2U3IDW4Kh1UggTK4KrP5KYErBDBOVlzk78MWrj0ylSSyRKbACt7/Xfnrwsj2g6cdIuxdXMFozlpHw94938bIUgioy/Cw0kHC/ewRj2Uh/Sg2RowmdNOimwSRmQqJgKxTVmqWZg2owynZ/abvfNWf/aHH3/BYO66eA8+QGXQOaXe5uuvpG5ir6Gg0nVfDapO7A9U5QUDJLS2XXWLd2hoTaLmYX7t27Y677rpx82aX89F0Or186b777rFOqyqBXQZYtat/+56f+fQXPi61QZXM3QJWEcocjXT29J1d62ZYNd1orE3XDupKczbVZduOBuPhcNg0TdM0UU3pFyq5mzFx+JKyS4zc3ZqmrapKVVOStm3cPVh5Vc1dNx5P6lHtjKZbnTp9jqUoncKjp5R6WFK4kyBnhFlNTYsyvng0us0dhjvrzZp78yiezm5R0Lcz0boeOB/ZnLoxmPrxYBrVK1dH6l+mcDth/9yD5ErMPAEeoxQVpiCUTjElp0SAs5SB/SgoxVJ/dm5VfHrKBDF20AEPUyZAiqWXjDGyWF/rtHr5FvVvM3rw3PqeGPSNGLhFuZZX9d61EzEkuaR+TKkEcCLmUL2FZh4ESkxkTBmS2I2gllunTMM0fvjee594/LWvffVrH33klY/ce8fErq/2P7w6eInbZyt7bihfWXXfsLd6wGQDYlTtp7qmnKQWN3EXogSkrm2potxo7vSlixc3Njc0d5cuvXT69Jlnnn723LlzbZvbthmPhAaSBvV8dv2XfuM/tLaoyNrGJAMK5IKGHQ7D5sbWYrZUxWI+G48no9EYg8qtwIBV04xHo9VqpapN26YqFTccUw5Ld5h1XTsa1cLUtjmE70RQze42GFTAgLnav3lta3NjsrExXcyW3ZJrYxbhylyZvCccLZiB3rCKz1ZVLwMMbQ3lRaLABxDYy70ooD7IcC9ApbxbhgNqZtR3yPZtSgIQI/adIegbOBwsBFcODscprEuY3ctokiIJj/5TJphViZHY1IjZzUyQGJoQZA6JO8P6FSypt22sMQz6A1B+J19rqmLpA/eKwvg8BI85mewAB4mNwGPR/8BM0e671n9HyKL+S0IM743ChBMTM1iY2UvgjT7yCKoEDc4/l4JeldLWcOvYxu4dZ+582YMvf8UDL3/ZfY88fO9DJ3eOJ6kWnptpYzaytJfl8rJ5VtrLIyxXOOwGW12eIHcDboZV3TTeicooEdLAh9p513Zdu2pbbVbN3s3Vmbt2r167srOztb+/v7W1PZlsXjh/cXNzo2lSlfKpM5NL169duXGZK8k5V5xgSkH8F308mGlrc9Phq7Zl4dlstrW1DbipDgdDy7ZcLofDYb9mY700L6qJ6sTRNCHCIlzVqWmWbi5VlRLt7d3Y2tpKqWqadn//cGOyyYyrV65yLUaOkvtRiNCD6l6vPAjrj5eTyM/cUbpHyzCSYpm38XdFU9CXWKI5K36LrtK+8l2qIDESPXiX9fOYOaBUxtJ7+HqJjAUoBS2ACBKTJdWDJEWRqZTuizh0kghCHYElzq+5uBGUoYS0Tim+5tGjJqYY4I1gXmOwqfQTc5ip35ZVGJcoMAW9X4KLG/d0DIfFRxAoFGcfNyIzJwiTJGrJOjVyeGCvDoCr0sgnG6jr0WhjsnXy2Kl77rr3ofsffPDe++44e/bUsZPHjx3fHG6wkbhYm5dHjXBnQI0EyMbWbuZJpXV3pO3M9rBP9cypSc51Pu5tXaXxEtbmJnF98tTJZrKy3AhJ7trZbHnHHSdXs8PVfFZJvbe3d8899z71zFeZuKrr/Us3Tp85NV8tfvU3fuloepDG3Lbo1MSIzWFU8k13N5sv5qmulqvVzvZ2l7XrdDwcXzu4dvL42E2zdtGiI0yDumpzZ+YganM2p7quzB0wESaQqjVtKxVXtaxWq8lkQ6q6abrZbFFVNTF3uRuPJ6u26TRvbY5Hw2HcNS+qURSPUt5asap1udCsBG6HEW6tawywTn2xyb2Uv6P8UxJaL5tl0QPyPrjfKrau5ZbBgaobE0nM13PqdyY4kcBhpmuPF2ozLwOKA+RHeTeU2kQSKYcRMwQmzgxxL/WAWxl1T2gECxQpghB07aLix0HsViyUfI3fE1MULOKtFNVkz+hTHJjCx4JA7Gyx4YCD8UrdsnGl8eb2id3Td5y76/Tps5PxZl0Ph4PxxtbWXRt37qTtY8dO7O4cP33y5O7WRl3ToCbj3JF2ucMS6mbcmavXhEQp27yZ7R1e76ZXxnqwO+g2d9KcEs2PUz4+rNq2WgHnfJBaXTASaW3EnepoWJ85scOc3VbZm8Oj2dkTfPrY9heffGZz9/hTzz49GFYnj5+YHi1OnjwHtmcuPPkb7/9FYeXMNVK2Tq2UvCN2g9B0OptP1W1Qj5pGB/Vg7+bh5j277mi7VapoMKqbpgFZjBDiYnzcZQshpxBrl91sVA+XqwWc6jEvVws1H483THE0m1bVICVucyai2XwlSYSqZtkkEWI1z1zsAqWdyHE752hmsReJiGLJcBl4Fvm294yF97tSIg2LsQ19XYQ02PoC4713aDFQlfopND1JIylWhiGENITQO3m08cd05dgFF/xPDDhhN+8rwdHtCibSoHeEDYhVCCAPG/4aMPN709UA14E81nDH++qDFqacSuCLSa1EWBOIgIc7IedEunLmUkgLXBLbwGOC2PZo84d/5EcPD6dnTp/5+oe+6e677jt56mRdDUSSGdomM3Oudd7MCQTXRbOQZTtinnVLgJ3HOXcppRSyWBIWdgNX2BptDieVL3O3/9T8phzNV6M0GAyqxhsRGVXDtmV3RlZVdYcrNW0ejSe7J06uFoej4UbbzWbzfal2Z/NZl1dNu5otFmfveORLX3nq2M7xo8Or4830vg//yosXX6iHlLtOO0UG+j5GjQIHQIkkJe+3c42Gw8VsMZvNAKjqaDzJObdNTsIiEthPNYOSWR6NhmbKLG3bVlXVtKvlclFVVdyZjckkZz88OILaaDIw1zZ3TbOqErtah7wxGN+8eSN3WtfF3Uabn7sGkon30MehXl3QA6pQovfLK8mL+ryM0S8JrKPMw5Ay4IAISSikWrenB+6w8KQpTkCZOhB+tJT0I3e0MnSGinYghn2YF9FUyXxBZa5RbGr0YmVmHmM6CeQiSH6r6tRb9m1UU2FZ1glmH5IAMgfUSSgCCsXq5BCoWGlhL0Nt4Mx8SzAZlyeaAYKlZIfh1PETf+En/tLW+NRynofVhqkdzuZtezgcjaoq5axJUkrdaKgiNdFAtUp1JanSPCSKKQueQ1xuqqqr1VK1y37opMLYGa2Ob5/YGNy399KF5dFhpmlr07pqZVgJw51SYjHvFKa2WnYLaXc2x0MyoXZST+aLg65rLlx8vh7VV65fOn3mnie/+tzRtNncoEtXLk0W/JGPfYglEwyW2diVLVv2UA2X4gMxsQhR7KLKVV0NR6OrV6+MRsOm7TaAnDWlUi8r41PiGXNjnipObkZEw+FwuVyw8GBQzxfTzY0NU6zaJTl2d3bMzdXaphmNR5WQmlaVpMRw0+w0oFtW0qOR3vTLPYrkIefcf4PWxD+Kbox7PvNWEmbmMQDLY4IjuWV3B1cczLWXdggHCgvSz+YrcCCcoJpz7IgOz9gPAWUPCKcsBMDU18C9+GRCkb+yA4ie41hcHuuuEta0zPrk3ebkw6/3tbDSbW9RumSKt+PxnilKCi5MInBFHDiUMYJF3dX3jpVHoUFj5BZ74mos2znnmczq0WA4mqBpnBw1KpLBoK69roXU1BwYVJ12s3kH9iSUkrBQoXFJovGCeTiYDBar/YP9688898x5+/yJrZd2NrBZ+exwmrujAWeRATNyboW5qqpWczZy98WyHQ1HG6NN0vmwGmxv7DRNu3ts+8tPPXu0yOPN45euXLvz7F1Hs/mJ0ztPPvvpZ59/MiXkNlsHb907AthIyQDmmKWaszdNs1otUyUg2tvbO3HsxGy2ONg/2N3ZiXC4XC4Hg4F6rFgiInTtqh6kOklVy2JWqEYiGoyGZjoZj3Ori8Vq1XSTyWQ8Hh8eHczm88nmZl2n8aheNYuj+cEYfOPGNfRSx/Ut+F1zZtZOHbdhm1iYFNWl0KZzb4dBTminAFGKXNODIq0kGZuLuxXVCwGhBkj9uKVeUFAk7pH4hcTMYse6I7cOh2VPZDFBVKMaWVYVICW+1ecAEEFvKUuKRFYdMKQiwuzTXMe6HlkMsTwFo8QvJrB5DAYhgMpJ5tjWnQGmnpEsdTsmzhqL3co1JZRlKZFYOIETLl668PFPfPS7vuVBN5tf76bejEZDZgHZXFs3W6bOjavEUnmrq2pAwzFDspBlJ+8GoWvIOUdWLuJmnlfHdyYnT2zer6cfPto/dv3Klf3rXzk+cEdjetSsjobDQSXIuRWpqXOODVbmiyZX82ZzY8zIIrY52e50Oh5Mbu5dq0bbzz33zHB0/Klnn7rv7ruarnvf+9+7WB0O6mwZlOEKy+E2AYdmQ4x7dszn8+FoMG2XKaXp0Ww+n29ubjWrVdM0XZOp720VIdUcw8e6rtne3R4MRDU3zXIwGLdty0KqWYQqqo/ms6btWJIDNw/2F4v5cDQajIZ1JcvVbLWapyTDQfXcs8+mFG7VUXrqinGHnGGNcEJcED4+HFnuW44DopSlDRQzZ2DoZQIxU5WIYF3b8YAoavdeGOvI68C3wp0TAq14NPgawvebErm7kThrNii6iARlKVUMtHERMrWo18akMTOTFLvIjZgA0yKV8RQuVm6x4oRSNYIb1PqVUQ53qFlgbYpd6akIGryfXMCCrnO2KPQiRuf5beKzdRU6hDGODJAz88AXbfcz//5fvvlN3zJvRU2ZueuymSUJrYh1rWVdOWEyGVcDGQzq3EXTEMaTuq7d3VSNpVLtmqaZTg+Xq5Z8WqVW84JJNzdHJ+94pW5f6/a+sJofSVrO53uoa5ZxEjFSpsRMkqCdN50ezZbDQX1qa8TIG4Mdo+HN6ZXpwWFqMle729s0Pbq+6ibXr7/w4otfGVTIHUjLJEpiisVBMIrNYYBbh/0bNy1nEamrCpsbs9msqgYi6fDwaDIep8HA3RbzuUw23JFVK1N1FYHmxkyy5iFR27ajethpSyzLplmsVmCWlGbLhbtv7mwPBvVsOb95c1olJ9JUy3w2ffHFC+GiaL0jiQAgpbRWEwTCCSVP+Ka+I+lWEECPwomA2AffV09d3RhiRNKPcy+AKRjM8KFcuhZ6kwiXK4wys8kAp6DeEXuvnC2bK+BIiZRB5pwCGZOZE0NKPsxAaVqNBZ1GiKVNjp53Ny8WT73FO25TLFKpS0X8iGm86E9seU0QwdcLwXPnKWZExUQ1fM1j/axFNsfsyQdDfPhTv/XLH/j573vXT/B1XjUNs1dSEZEb6o0K4KoeMrupEWOx6KLXQTgdHUy3dnwwGMQMKiANakk7wy3NUi+Fm5tXD27uHV3de2m++Ozu8MIdG7qxlaazNsHVOpYsAriKuBgRGTE5U3YcHM0nlWxujYaDgVm9s9FZtqtXL91z37EXnn96slHtH1z8ypOfWK5uEszVkGFaBthHOQbOMQPUM9x87+Zeu1rlzCJBcPt0Oq2rWtWWq2ZnPK7r6mi50uwOcM1qWYTg1uUmd1SJ5Jyruuq6Rq1NMlgsGmZJg+F8vnDHxtYGJbqxv3c0mw4SMVFKyNq+dOn6jevXBnViVmLpcUsUA9fDC4sdh1MvUDsmHpeMdJ1thqLLKRr5PEQdPaXscHPuq0jU9xuT92SG9Yodj8GzSElitgL3/XIEdodlI2W3wAMEt651SVTqPDH+UUAJaibCzEQC7wVmILiRxzBu3DY0L3LLW+Wc3ip9PXy1HOgyO4ql9JVwmC6FwqD8c2Z4F04cFlVFwxrP9HKcW3DLGSaUav0n//If3ffAyx67++ubaauqClPTuh4YWdt09XgEosVyadaNJ9XOzqaafuYzn7pw/vnHX/XyVz7+2Oxo0eW2rquUeDCsidg6qgb1PedO3n1uSIPlcnX3/ku73d7nZqtp0+4bZhhuuC9J6lRX3I8eD3xr4HowaprcZR+wJBoe3z35xq9743/4tV/O3ero6MZofFxzd+XqBc2ZCcjQTORCTOa5bzmEhlkZ2HF0sO9ui+WyrmpTS0nMbHt7q22atu2SVHBiFiIy1yQ1HHVdcUJdjW7OD4GBmVcVz5ftxuaw7VoDpbpu264ejFKdFs1y7+pN1TweD0eDqhLruuVkMvjCF55bLeeTOrg8LTrHPuNag/UgZ9CrCbyQCbR2UujFTr3NR4XFC7oA4KTW65uKA3U3lPmhxOrGIDULAWEwPLc1BHmsxVhLLMkFahrdj0ogV3MWeN/n4UZsbilwRjhyD+OUkJoZnG6bEekUy9Vui1b9l96rH3z9+RhEBnUQRMAEI6iblKCA0i/NZAW2CFNUVeMyOPVbqUAggSRFrKoa0tNXv/x//e9//H/8r//143c90d20pm1nabngVUXDisaHN9r5csHwLq+WOzTt5vN2/tUXrx7uL1432GYajIYYOBO5qq5Wq5ytW6z28kKSte1RSiupumrydYPtR4aLzxxdW01nV2eHWo9HLMdFF3WqGq27tpE0JGjWjkQHk/HhcgWMNiYkWr/jDd9eo/6FX//5E2eOP/aye1YzvXHlwBywFN2RcDApl4WWIHIWUiWADLZazdvmcDgat92Kcqqlapul+2pre9Q0OY2om5Mbm69MO8FO02LzVCejla0mTZcBmtT1cnVU1ckUi7nCuc2dg5nkcH+2XM5BMhoMR1XH2poNGMMK/uHffG/yFamAmCusgUoQ7lEXzKZl6CliT0l00HkhlL003MQwmkLaEpu7cJnK5AZAYqRVjuU3zk5OYkCIh4zNAS+9sA4qwttSerHC6EELJxgzt8iNtSmTjbz0+HA/o5WcncVs4F65k3tFztCg70NUSPA/5EhUKnXgiAjr3aJFfhsRqQzZvDV2p8yQd4rp3+5rVe7tzwsQg5mJ3d1y1nqEi1cu/PW/9VM/+cP/6Xe+9Qdm11c3Dg5J2LtZBTk4WFXVcDIcDEajyfbGxRtXpsuj/YNDAj319PNVlTY3a7dmY2O8tbVlDgwobQnTGNCqOtksZ/uHaTHNN/YP82wxGc43t+8aru48nJnVL7FsdjJxqrs8X7VNNdzMjR7Npie2J0nq6XyZ0rCWsSm+6R3fOd7ZuLJ/RageD9LJY2efv3C+Fi8TRimaU3saN24qu5knkf39GzeuX90+eXci3xyPK6mvL2bz6XSyudm0HRxm1jTt9uZG263Murbr6noItLP5fNW0g7pqmobYh1U1PZrn7KoNUXKWxeGsy3kyGaXETKq5U3Og3doaXrz45NNPfXk4kFgjqOapT0zXdh+m13+xnowEMzOIkziUQakiVWVAUlLtiLSUxwUsMAFxdlnLaUv8Nl+H8hiV2mvCoyErqCCBWVRsUVY6lh5CuJtrv0UCpUypWYlNhKKcxMkMLg6u4NlNgAo5u7lLKjMy/kBzD5DBa7tefx+lAZSJWIowOMgjzUWh6mVCRlwyLbxsKdzeVrpCD/nhDi8zwxIn9suHX/6b//Nf/fCXPvSTP/x/u+ehh3Sq06ObTT48fcem+GhQi8Mbb6/fvPLVp5/S3I3q+sqNmw/ke19+1/2r5WK1XF6/vj8ajlKVFnkRm3uYqJK0Pbnz+O6J06fuPdofXrr8vpeuf/H+M48O69N78xvzdtn4jBJnbeaLhbQ2HI6Y02y+2jpxQqmaztrVfEbW2s3F1sap6aoBuMv+zm/6zqeefWZ/72ZimMbyZvSVyFKjc0MScseymV84/+zjJ+/JOS8WzfbWCMTzxXKytZW7bjFfaCazLoylywv11ow5W7PKIomI1Xxrc2OxmKvpbLZksXowMBNiP3Filxi5a3LXJhmoZyAPRvjVX3tP2y1TzULEIs4FqTNz13Wxmk9jP2+QElw2FAgR9dIorMk/4Rg+wCQhv4GAGM7O65F7PYpXN3g0mUABdqS+EXUtsSwVgHXHKkHIQRQNnAj/HvmQ3qYhjzwWzozKoou0aCQDnTFT9K91HcRd5A85AdhviXWpT24KQVskjOQWWmS49UKD9c+EfKEfoIOeHL3Nu8fU9tI7koQGY6Sd7hc//q9/8m/8wL9777+oRe84eWp3Z3syEUkroEkDHBzduPe+u2MJelXVnfozz1188qsXug7j0eTY7snRaDKoq0F9LKVd97HZoOn8xv7RtRv7as7poZOnvvHMXadvzt+3sbl/ZveB49unq1FutetWyC2tZnl6uHTjtrOrN24aU2d04+bRdNoe7s2/9PmvvvDshQsvnBemt7zx7d/+ze9eHLlZKW2U5dExhAeg0JLC4TpI/vxzTxI8t52a7u3vq/mqaUx1OKitdPJoVpUqKa22dypiJeKuaZMInKpUrVarLueuy1s726dOnRGp3Xl39/hq2R7uH64WKxgWy3b/4CBV9vGPfeAjH37fcMASWWIknlQasYOWidGjAR7cKKuVOpdFeRNsWWCJjGEVIxFCRcI0JNTkA0ZNKmyJXMSq5EiIwZEINcSaigkERT3dtybLDU5C3gsuImfUvvUkbC+6IcSJHchABjpYi3ZpzcLbBm2LtoXmfsJZaQKK5LLfq+q3Ywz05rh2wv0eZOpXUa23B0shmmJMYf+uStbeb5Ys40si37k9tXcIDE5EImQwEkgsrTYi9rSB69Nn3vub/+Itr3jiFfe9ZptOurS2oXBcuHT54ksX6o3N8XjczJdtqwY/PJq/dOl6u1ptb04W85majsdjze7otnfG43GdUpVG1arhvcODxXx088bGeGNrMLl0uPzcaqqzbrSxe9pMvEt5lcHSNXZFb0weuEMJNw/3N6qNNluzmJ87e+zkiVMXvvBM1tWwkq1jWz/8p37iyuUrv/4bv7bSPB4RC4PAcVu0dF6yAARzuXH1wtHBzZ2tM13XmVKXc+6apmlGo9GwHrTUVRXUrB5WJO32sVq9axtoVgenCmq2mM+cMBpvjkeby8Wq67iuh0eHi8Vi2XVLJtXcpEq2tobu85/7uX/htqoSQ82NuJcnrGcerUc09zxCqCNjHSkBJJ7DJKS/dyyVuzmlrMUuYndsjCuPVMDd1Ys7MyKmGAhQ6qok1Ndh4O5aTkI/rzw4+J6e7+szBRKVFX2h1XWPbaXawQRITEyZVITcOGflWAhOYP5DL4nv4TrKVjPE3mBYzGBlYiqaihj4x95P2FlzXX1v1Nc8a4Q/cjWLOVUGJGZGLd7WZDbGc9c+/4u//bOnzpwdVyc8m4iNx5uHR/uz+byZzza3tlgxPZoNxpOjo/ly2X3q01/Y3pw88vCDx04cn2yMB/Uq1ZQSX7+xb63sH8wuX7m6bGYstLW1c+Xa8etXzp859aVzZzrt7r16sVPaXi50NVOwgXg2nd+8fvU1r3ns+O7u0XIpdbV3/fpklO44e8eXnxpeu3FjerT30osXJtu7f+2v/uff8Z3v+vmf//e//aEPVoKqItdsZSAROzRydIF2zfTiS88eO3YSHarBsO3MgaZthtWgaxuQDQYkiQAQ58HI53PduzmrqpGjllTNFnM1q0eDuh7s7R/kBua0d3BTRFaredctt7dGlu34zqSq2//XP/ofrrz03HhIrsZGIuR027DE2wA6CsImIo618Vx2m5ADVRLzEH2QQ9rW3EVJM9roV7YMCGSIxABpzuQgEri5ERDd2hS8dD+uotj3LQ9bCCJid+NgQRmQsguaE7v6WoJAgPQDZkrHWEZujJhYQl0GJhIhTpGq/uHXCFNfmIiqqBeBRKAvN/eiOS4TNXo/4fCyHckdfX7SF9k8iFhmIWNbZ/3mppJhlJQa80XV/uv3/+87J09+7zf+8NZw2xQO3P/A/c9dvrZaLufTJhk3i2Y03sqdLhftzs7JF154dv/w6OWveOTEyd3l/MUTJ3c2t7cGo/GTT1948qvnDdJZHk/swtXzk7SR+A03D7/U4lM7k9Y1r5bT5bJtmwTa4jQZDgbzefOx3/ncqx5/1c7OhnQ0mRy7fm3/sXN3nzt9x3J5WKfUtcujA2+79v57H/5v/5u/88//+T/9mf/vv0hDksSkxkJkxCmBOhaA2EwPD68tVofuk7YxMFVV1ayaBeapqrKvnFoWkpRkwOorVZ3PVqO65kRN02rW4XhowOH0qG0tdyBQ1zWz2aoeytbWcDiis2dOH+w9/4/+wf/zhRe+vDVimBNVTmaudNvU5/V6gl6RS30BkKiv2xCRcbUyUjXhKlWjyXhr9/iJzc2d8WQ0GPJsOjPTRTOdzg73jm4eLg6cVIbMwhSbWvtGNhaKCpyIhCqBuawO5n6TYvD3UduM5a0GYwIEHhu0iygl1jg7USz6JIqeCgOsEN9QJ/FCjwL4Q27NprV5ougcSlZtTlyWv4YMP66TGiTy0XWm3b9e71cIgedub3uNCXnkRJRTTiToBorc1npttffP3vPTu6PJt7/pB4b1Zu50PN7a2to+XKxExFUBnh4djUejw4Ojlz3y0Gq1fP6FZ6ar2YMPPvDIPXcvjvLe3t7Nw4OjxYrrKg1qaFNPMBjfuzycddqwPdh23bz9UuKulodHG62kMWKqnFldjbvsH/udz7/isQdOTXaOD7byan64N3/ssVcvV0ddXs3nR+qzatUult1i3n73d/3Alz7/mae+8unEnJIQEiklJmJzKDEGA7l+4/LGxmA6VUBYiExgcPOcO0VDYpJSPRhOtinrTDvOrS3ysh6mrsVoMjbocrmoBuN6NGibxc0bN5ywvb0hyVLqhsP60uXn/+n/++8c3Hx+c0xc4j2507pNs2cOqPdK7gARm1mw4aYKZhaY5qXS1s6JBx98+P77Hzlz5u5HX/G4VMPJZGeQhrP9Zc6Z2U+ePn5z/9qNg6uXr730kY996Msvfvj6wTU3VKnoZ4ncsq8zv1QVXt+tn6RrDocQwT0xxwAMFWcnTXB3y4Bw2FN2Ewa8LNgK8Y4IcQUwKceMsaJniAHvIlzmzNwO1NdfsPd/c0uwXkquxFzmXnCpymRzAdwpaNo4nNEnQLdOSC+Ai+aYsqvRmRHdoWAYIFzqdQZlRwJxhZeOXvqHv/APtnbPfMNrvkmEGLQxGGxUG/PFovN29/T24c3G1FerZjFbHNs+tre5e3h08OxXX7C9/MirHhru8sc+8csv3bhwx513+EyPbe2083Y82skpJzmoB9t7V85u3jMYVNbOtOtmjpzqepgGwMCmUKNUVV/+4nN6/wM4TqONzcs3Dl595/2vefS1Tz75mesHC6Tq0ktXdk+pjAbVcOMVjz3+5Jc+W1d1cFRlWg5AVJFTxT6/8fzq8OpkcNfc2KE7Jza6ZQdOoSFMVLOssk85DXKn89mC2ADJSpTqVA8Ojq4PRsNKhhfOXz04nB87MZlskquu5k09TrOjq//0n/7t6dHFySh51uiwRvikr8nJ3NdbnYtLy0LsPjCYc2PJ5yve3rrn6177xCMve/3LH34k59mpUzvt9NjssNne0nYxOjw6cuxtjs+df3Zv5/jw5NYd53bvv/vky1b6I1997lO/9el///RLT2YFjZInzpIqg0GZsqtHxcYApb4W62RwMgQPEyVSGITcGCYEhzHBIEJEZb2pRKIgIPZUM9ekySm5i0OiOQQOUvf0NXh6/Yevwdml36QojfspGr1eCG7gREVAYcbB7QePyZxhwbhHh3JfqC2V1yQkiUgQ1FjsWIgCmQGKbObiYh2qET97+fw//nc/vbWz++r7H98ebA9Tdfe955585ulRGmrr1WBgbrnLXddtb208eN+DTz71ZG71hYsXjrrDux86923f+B1/9x/8N//u5//V1u5IKq4HwhiO0+axLbvv7L33nnhQrrYnNjOoVvXp0YHl5bHjPB7XO8fGs7nWw3RwY/HFr3wlP3jf3edOsMv16wcP3v8w+WL44rVrB1Omg65rls1qtqxe+fhrf+W971FfDThJYjMVYYq5fQ4RmnXTyxeee+3rH5u9tE8VqbadtmxVVWlKxKlSaxjL2MSzWCxEqiSJJO0cPzmdH25sboDopfOXtKM77jzTdrOjo+UgyebmmGnxT/7x3z88Oj8eJrRWCn9ALC6KCn1UVMs4IEbsWXBHIlIHkJ2oM/ZO3vaOd7361W87dvrOwXB4YvfuSxcvXL7Y1OnGY4898NlPfnFrK9//0Jnrl4dHh6sTZ1Znz9zzOx96drF4+hWPPjSs73jFA/e/6TVv+dILn/3Il37x009+epFdhm1oVUnIsgJ9I1HfyywxhRnGBkEZQ1AyiHI6HU4wY8Rm55gK70RwBqdAPpQEFAtauGAS6iu4X/MoBh7P3pu8rzu7bhUf+qMQtLkVzqjncIg5YFQkaiGvj4Bp0V0bk5RFwIJQb5aEfd3B2suJAjKZajXgTzz9kX/273768sVLda6feM0rVjg8c/fxEQYTbG5vb7hpl7uj6YxYdnaPHT92fDabHvny8tW9T37gS6sX8Pf+8//5XW/5nqPZ9ID2rzU3ri0vvXj4/Ode+Oov/tavvucD7/3E00++NJ35cMiourZr2nnbHDiOJC03tmh7t949vpESnz//4nzW1mnz2tWDVZPvuuuel73igTNntzc3Bgw62JseHS3vvu+B7/2hH+yyDSpheJ04MaoqpZgtLVWVBi++eB7UDYcpVQzyrllJciLk3FV1IvhoNDDNbdvkrMPRMA2cuD06uqlZmya/eOFyqurNzcl0ennvxk1dJVdJqXnf+/+PqzeeqisuQ7/KQHEnchFJKQbMhnCwPIL8IEhpAeWuyc2gPvZX/srf/MEf/KnjJ06O0sbp4ztXL1/c2Tp3cFMee82ZRXdxsdwYTLqD/dlv/vrnTt2RHn74kU994rkHHj73Te/8hqqefPlLXzi4MbvrzD2ve+Sbf+yd/4+/9H1/84n775s0SitNklUzUupcsosZkRaeSE2jZAkgIH6qpCepWZhZWIRZOJq5g/YRZpbQsMQa0rKCiRkssXyF+qzR+17FWzT5bbwk3eby4/lus/f+4NzSisViptLaYQWXlYJDvDyAWGfEYHhKFHeiDIViAIi3XrxSWe3psRjVBvl9n/jVf/tLP3tl76Wdna277jxFpqPhSIhz225MJl2XZ9PZzZs3k8hDDz548viJFuZSWVt95VPnv/CRp/6Lv/hf/6nv/rE8hzp4ZBi1NIZP+ML+5d/8na984ivPZ6mG9fZouJFzt1odLeY3s04hK07NxlY6cWpnsVw9/8LlLif3wY0bh+ON7Y1Jffb07ngg2jXadvPp4uq1m0+84etf8apXdW1bV1Wd0qCSOnGVhJgVqKu0XM5WyyOWbrk4EsJ4PJiMqyRE5FXFhraqyZBn82ld1+PxuMttl9vlfHZ0NL108brwsOv84OjQsm5vjU+cHJ+5Y/jbH3nPRz76H4ZDS8WJxN56Ktxw6ZvHOvWK0Wxxs9TMwOo+X/nxE3f8+J/9K9/6bd8/ndqJE3flLn/yo09dufzibHZzMM4s1YvnbfvE4KGX3/e5zzz/mjeevefByS+959ljO3c8+trJYtl8+pNfffCR+x597KG9a/sXn72w2t9//QPf9Gfe+Xd/9B1/8cRgxxYQr8yBRKGmTGA2Mi97PmI8RzSDFzRMITEPKN7vWVgDczO3EFQ6hxC1DJgDF/ln4G5L9rUo5pYpU8ErcdBiD3F0gMcg/Rhu5OqQPtSgLCEp5omiOiiiOQZ5OYhgkDiJM5fdMqV+kIo3sr4W6aUnkM2UiJKgpdXPvP//s3tq6wc2f+RVD7zspa9eOeJ2YbPJaFhXtXbdqmlyttWq2d7aeOThh29+4bMOXlF35ej6jeXVI9v/qz/81+85dt//8M//O0oZZACyW1WjUfzW73zudY/unRidND9KMshZF8s5pVECp+SpkuGIJxujixcvb08mDz9w4tr1o+OnNgf1cHMyPHX8WHPl5sFsulo0w/GZVdd923f8iZ+7fGnZLOvEljsWCd6YmQ3cLGfT6XWqd1JyzQ2TqS0VTgy15Xgj1QNatu1iMR+kE02r5mzqplhMm+3NE3v7B+Y6GNST8fHRRqd0/hd/9T0f/civD0aemJANQlTGmILKkKMibYgUrEx090KauFqGtq1/w1u/7Ud+/CdHk92vPvPkdLY8cfyuxfzKXWcf2D0hL1567uGXnfvi5168ftVf/+bdZ5+5djS/8fZXPvrLv/A0Y/Plr9l47um99/3K59/6jlc98vIzv/KLHyar3/Cmx6bTvRvXZna0+dp7f3T35IO/8MF//eT5L8qWKXfMYAOUhcXQqcUuyOgbimIYlR2jRA4j4rBJcxMGESvMKLS3IInl2GV8w3rpxvp4/H5D86gHM+glH3EimFA6XHr0jR6oFCwIDcASOISIgZRQ1ZQEiZECrDOlhJRIEoGtqiilwrASwtxdJDSqZOYi1LfGO3eUKr5B1/6X9/70z/3qv5rt7Q898ZAHu3XMX9va2mq7brFYLRbL3HWbk437zt1bVxVGPpNZU+mFF699/Ne++H1f92P/lz/1N/J1GrY88BQ1damo1eaTn/tkvbnF9ajpMJ93y0U7PZou57OmXSjmwzFv725IovMXLly5tmc+uHDh5mi4PazHu9tbO5NhTdnywrXrWt0+durR17w+K9SZSqeMpVCpOhaLo/2Dq1WlVQLBqkRtO2vaw5RyNcjEK/PFajU167a3d9rGcifC1WrVmPpitkxJxhuCalEN23nz7Ac++r995su/XA2z1MRIzJAUu+rd16Pv0bfKu6ualxUUBJQt563Zd37XD/65n/wbg+FZrgdXrp2/++4zVy9dv+vOOx98ZGcy2cm6ytZevbL3+jefZfbf/tBnX/36+y9doL3r1Vveedy5+cCvX7rnvrOnzxz7+f/zi/WGvP3bHmpy/vyn9y+8cEWqg+Vidm7zVX/5R/7mW1/zHXoEbiFe5lNo7BOOCcSxPTc2p6llU2cvFgBb98e5k5sKxxLbnh8xWxP5TCB24TJy4Gt4dyrjW29z8L3jX7chFtYwYDxjLYRxLf2C67JwP/4GRC7slEBE6GLdIBB7EMSp18JxTA6LSvutxCTURe4eTSsuJp7ch3Rlefmf/bt/ogs7u/vIsqGdneOLbupEo42N2XSZc+7armva8XB4z+kz2qxSRU1etaa5w9Ur0195729/73f9uRcvPvtL7//ZelPqZAZzuFT44lOfefMb37l5YnvVtO1sZZlVdbE47KzlDdSSNrYGu8c3rl++/tLlq8eO3dM03Yljy62tEyd2D81yPaguXL6+mB5SXVlFr3ziDU8/++zBjUvjuiLNfU9nDAbLB3tXz919X5UoCQmhaxpKmVIy5866bKLeTjbGAC2XLaXx4XTaNjqoR4PRcDq/2fnhaNOfu/xbl659fn/2VDUiV08gRAuQARB15FiKV7aZOODkvaqEWMsaGGqyfe+f/pPveteP3DxYDkecvHv00UdPHTvzhU99YLxx54lhY6ute++5/+qVq69/4yuOn1p+9IPXtraGJ06cef8vX3rNGzdY9Jd+/imqZi9/1cOf/fTzx09sPfKyx377/V+YTRePvOLeo/3V1av7J8/a6TN37R/Nfuy7fvLY1uSXf+vncrXyisEwjtGjBoE4qboAZTJLT2wo93YR7El0hzqRly00TJCEoq51LyrGmAxQxABrFvL3CgkK3b62XeKY0LjetrO2/3IVQz5dKBsiiMQa5xiTBJbotlr/QkoUhQYu+n+wsKSYKxLRbD1Vh4hYWdWMO04sVxYX/8G/+Xvv+e2fI7C09bHd7apKara1vTWdzdqma5rGTY9vbtx79o4t2Tg1Pi151HQ40tXF5sav/OLH//KP/vXvf9ePzPa73Jm6KmAJL15/7rNf/cRod7RzfKcejSUlIoCypLZpF11e1QPaOTYZTQYXL7505cp+08jFF/fZB7ubu6eObz/28gfuPHti79qVdr6azVb1ZOfRV71WnWJLZg/zYqyaXb58frWa13VKSQaDKuemHmBjM7F0VeVdXhLp1tbWjes3V8vm4GC/aReTjSpVOp1ek3p15tzoC1/5zY9/+X9r6KtGOXfODKcMyZRCIq4xFiXCeuDzGHgUHrD0n7o3XX7z17/5scffusqQoU92Rs+ff+nalSPX/PBDJ06cqrd2ju+c1Fe88r6HHrr35OnB+aebJ7/03BNPvPx9v/Gxc/fZzrHhhz9wicS++dtf+ZlPP3Py1PH7Hxh99ANfmNRn3vSGx25cu5IbOX3i7OGN9KXPfnn/ysVN2vrT3/mTf+FP/vWzW490S1Iy5ViQFVT6enxAWS+SFf34jl6Q7P17h8VSzCQoezIZScrW78If9raUQmH8e0Uz65o/9WNxzPtFGuzgXqqGMg4q9DBO66yUREgccBchdpjGYDAiJoiRUOFk+r3vicuHAYWEyFEkPg5A1QmAEINIOQlZ7dOj5YraVbvsuDGxKslqmTc3JrPDIyJertqqko3B4OTOrrW4fH2vW2bzvMgrGdLhfP6FTz//fd/+E5ubp/7Zz/yjepONWkpGVb6+/xJE06gabU7aRbNYLiVDEsmwbZpDJE6jye7JzZde2L/w4ovbW5sHh+3Va0e7xyaHR8bID9939+HRQnnQep4t5o+/9nUXX3z+mS99enOYyDKQ1NxdmeTg4HAx3z82nGhus0vTzo+Ntieb9dF8bzIYLZrl0f6cN48vl8Y0sqybm+Pl8khSOn5m0wf5A5/4959/+rfO3Zmdl21LXSZB0dZ6zPlxNY1bA0Y/4MBcEdRwaGnRdvb4ax/7nh/47smxezjJS5evnjx9ZjbNL3vwjpeuXH7ksfsnO+nwAJ/70scevv9VB0fX2q7+9fd++a1ve83zz75w/3333vvQ6LMfv761eewNb5m0qza3x59++sXqeX/DW89uTNInfvuZo5ts+ebR9Ghza+eJJx4X7q7f2Ovm+qoH3nT85Ml/9R/+1y+d/2w9YhczhxDcib2Cu3qnBZMg5/CtTMH5xVoWjc4SAyHkZYCzRNsrQSAJLETCobfpF6KG+7wdwTukDLpzoKSSt9YUkxlibSNi5WNUnhGzU8lBxqxMObEJnIkGSRJLdP5GhwiESQpcT0yJkGLHUxmU33cugvqmEI+Obqo6RUudTHj3kXsfvzG9saQjZ2KSYVWxYXd7e3o0XTTdwXy1arts+fTZYydPTo4fH50+tjtAlbph9vnBQfPkp65969d9/5//nr9mN7nWWphGE/no73zwq8886ZWkybDaGAwno8T18rDtllO3pWLmabF5st44Prp5dOPqtSvzhi9cPiCpNzcm3nWbg9GrH31lRWiWM/duupi//PFX82DsRJq7nHNWV1d3WcwX8BnLzG2ZtR2NaTDKGfvL5aXc3aC82hxurGZtXSeS7vju9sH+YUppY0eO7Jmfe9//9PFn/4Nu7zEl00GnMHJPhIpBKKQ2R4GvdKnBmExgFAPZPZM4cmd33HXi+//Uu3dObZ06vfPi+YsJk5tXFu713uHBF556spG0fzhdLPeO75w9OlBT/cwnn3zDm17RtHvb41Mnjg0/88kv3/0Qv/Edp9SHX/zyCy9c/PzxU5tv/uaXe9r66lOLa/sNBn7nQyff/UNvfse77juY3vz4x55++st7zf7O9NLkTP3Kn/re/+KbHvs2WSQ1gISoco9mESOGCAf/brGj271zdBqbYeFOZuxwhWePuhJio4wLnN3grWp2U7gCaV0x9T4jBW79f62SC5BdjoYDVlRfJRY6iFzAxZeDyIxwK+UtVYBgkJi8dM/ACZyiT8aJYY5UMQjMlHNpnwwI1cccX9cDVDPDifjocHrNb9x/54aTjTfG8+liY2Oyv78Hp7bp9nQ6qGoiOnv2jmo4vH5zb7gxunLtGjFybgF84hOf/ca3fQeP8L/8639YcSKhbItPffaj9/2Jh60V61LnqyrJoE6z2WwyEak6teWgkjNnT1xu9cLFS8PRyNUvX5Q7z51aTFfL5XJrY+Puu07c+NKVZpmGo9Hp02dOnTlz/cLTdUhEsrq35qRdCzR1lZftQkS3tmQ0JrVpPVSnhVT1WKr9piMZjTd4ubp87OQEFZ67/oXf+uTP7i3PVzUlGwwEcKhqGdhmICAxZUV4SzcqQ/CiZE8Og/aTZYcbwz/xPe/aP2p2Tsls1s5n/trX3fHRDz31yCvufPH8lVc9+sT+9f1ktpjfZNedrdEnPvX8ZHT81Ik7Ll7+MvH0wtXnX/fm+86cPXn54ksf+sAXz5y880//yLeNJvr0V5//4ueePbZz5sGHzxw7Vi8XB0fz6pknLz39lfN333lvK03T3jh+anu8LRt07k+++8+ePnPuPR/+P/Kys5GAGiQThawE7VjRWD+mOzQprs6CIk2LJIT7LDNSx4K/g5aCW6yB4dRT5yHORGgvbyWvpdZTCrZA0c7jaw/DGgExgUHkZfF0tOFCiMq8PJD144EJYHOyUHLGUGwIQKZANsqKyEe0X6qmCoInIY01s8JiNBzVyz3b358uTy7GwzGJb21PFvPVZDJp22YwHKrzss3LxWLVdadPn57N58dO7Irw/s0b8/l0Y7LlGH/2k8+84bXfgsT/7F/9o2ps1aj74lc+/cRr3nTn8QeDLMi5EYc7sraqcxZXw+bWpp09efH5a1ev7k3uOfXC89eP79yztX2i3bs2n++fOrlxYnd082iVu26wMXzgoYdffOYrMpCmWYEZ7Fk7CFXJCCt4V1dwPnLkJDrZMLMjYHO5mK9WxryZEo03fKnXXrz53K9/7Odn3eU0JJgPGClJbj13mQLrxVYZIxBHe0Tpqy6dSkDJWN0IK8W3fMPrdk6fgWw5b37mM188efLc0dGs6Q4ODkanTh47tn18dnQ42Rhcfun5U2d2NjZpe3vwyscev3Ll4uHq2bvvvvf1j75S/I7PfeLS0eHh297++jvvOH7x/PUvfubm9u7ud3/vO46fGrDr9auz6WH94Q9+YbWwlz/2SrjuHJskOGylq+Hx3XN7Ly2+7Q0/Npmc+z9/+X9dtFeoBhzinJgptZYTQfsVCFEXC0V7kdNGUTbYQeK1YyzNRqF9g7lxmUS97rUoMOZ3Tw6I1FhoPci4f9KSwoYXL2OAYnhzwSPx1N47dmIpol9mEuFYGcUCEYARO4LiDmnM9+3HF5aCayzmBhX/5G3Xrba3ttXs5v6NyebEoakSSVzXlUgiSGkTFnnxxYtXrlzdGE+axerU8d177r4jJV4u29yw59EzX778qpd9/WseeUs7BdxzXvzG+967yrPBqB6MhpONSVURM7fNqm3m5Av1mVEzmtSDSXX5ytWjo9ViQc88dWU42B7UQ81L0/nLH77n+O6WsC9Wq3sffICGg87NyNWty+6gru2WixmsrVJmWqa0FF7l7oiwVF2a5tg7Ya7TxdFwLC8dfPaDn/1XM7zkA1ZLpqhSW+ZI6m2ccZE3GsPIvY+msa/FCZ4VbcZScd9DZ1/3pq+jNLzjrgdBG0eHR/c/cPqlFy8NxrPFbP7Qg+cO9ve1rdsOw43Nm/v7e4eXN3flAx/6pYVeess7HnvZo/cvD4ef+dTHRuP5a1/34NHB7CO//enpwf7XvemR17/xkXogLzxz9dd+6TNf+OxFYn7jN9z/J37w/tN3ytbu5mA0Ppp2zz9z48VnDy8/O+fFll6v33DP23/sO/6Tl597vS+r3EIdHecsjaIBOmKVZCCLen38QNZIXPuF3UQiIlUi6Re7EokgpTKFOq07/4p0vm+u+91+Gx6LY6MdV4iKfIH6M0DsubRyVEzRCsBEYBMndiYjd42CRy8Uo7UIer1V2/uybjmCRmUjvIMFRRHtgEPEtV3N5gfHh2dOnDixWM2u37xxYudY2622dzZv3tjPWauqJhZJMkkbzWr17LPPPvDA/YeHR1s7W6r6wIMPnH/+ilsil7yypz5//ru+5QcunH/u+uq5QVWdP//0l7/y6Ve//E3m2i4Xg4TJeDSbHzXNvB7QoOZO59Vwe+fUxtXF9StXr2xu3HX9xuL6tfnmzs7e7MpyfjTe3Dp1bPPg/OEi583J8MTps5eef2Y0rFTNlAni1h0eHMynW3W1adaJLwjcNocDBrksV13XZAO13ZFi+eL161/86scamymD2dyQCIkF4LbruuwkRQrLZdKQJ0Z2L0tjHdndDU7Cw+F999xz9o6zb3zz6ze3t7jaXC66z3/uU/fffQd5fvzxB+vhg2QjzZ3mXDG1auOd8aWLN5pu+dJLL3zd17317ntOr7qjG5emLz53ZesY3M+fv3DhzrOPvP51bx5UfP36xSe/+tXD/W4yPPbY44+cOr05HMlyYdevLNr2YPtYTWhPnt6aHdDhzWZjnKYHsprNdnbx+nvfed+dr/vok7/2mx//N4fzS1WCEKUI8FSmsYa9EpKbkli4vzISldzgDLhZaYwqdVgLn5zQI+y1KjKKmj0ts97dBzODUb/N0ZlJb+FpuJsIBCRClJEYUOdgwdxhGgv3zJQ40lpneBA1xBRb1wBW02jgtlJDLvsPCYHVyjlgcYF31l6/fnH73L2rud1x7mRWXa5Wy/l8PBpubU2WizZr3tyczGez4WCwsbG5XC4vXbkiVXXz5sHm1lCznjt35vKlGwwf1qM8PaKm/rHv/6n/6V/8HUImLD/zmY8+/rLXDEfD+WrRtE015PFktFrNZtOp7NSEhtJic7dq55PDm3v7hzunj28+d/7KY9vntrZ2r1ybLmZHG+M0GqZm5c5y7wMPPf/MM9wpBSlsmrMvZ1Pt5kow4yQLJoyGyuKtkrbWNl1VW+bVdPn8x7/4voP5VHPM1bXeH9Xqpm5q7kTO5OYxC4EYpuAknXpn6LJX9Xg4Gn/rt33Hq179ulOnTld1JRU5WVWNn3zywj3nTr/qsUdGo61luyc4lgY+WwnISWy2bFVm4+HW5rh+21seG6fuuS9/6OqV5bDeIl8N+Y77H3jZ1u6ws2Zv75nzz+2zb505d+9D948Ho67N86PZzYsvOfKx55/d46rdP7zCGHVL0hVdvzJrVl8c1aNzp07Zyvbm02NnT37za7/3jhP3fPrLH/zSUx85nF0bGCcW96xlszZ6xF3W4MQsG8BDsRtTOZkJ4hA3g0gpnZYyU2m96zsIidaFK6zdPUVXTo91ejlXuexWxMpOTkJUMWuMniZKTFAnd41/R0RCzlBX8qgAEJEZPKtByMwNZWcBlWaSPsh43yYi7o7hmL/0lc+99fXf++TnLl681L3s4YdJKFVy6cpLd569O+euQt21y83Ncdu0g8FgOBofHh2ePXn6q08/TbI7PTy4++77tncnzWpl2p09dXYxP3ro7ld8xzd+/3ve+78PNujixec/87mPv+6VbzGAOTE5CVdV3XWtdjml3HRHqR5tHq9nR37p6pXJZNR0zbUb+8dObg0Gk1U7qweys7sxvX44Xy4ffOSRj3/kI+1iVgk7ZYdr1radD4aWu6NBPRlP1OlItdEWhJ26rjrlTqfPX/jcJ774ga6eUlV701UOzQw3qpCGqo5Vmy2qgXAzTcQOzy7LJmtndTU5eee5b3zHt95x9307u8cnGxvtcrE/72iuk9GgbRZ13T1y772Daoys3WI5Gm8Kby2bedcqUINrb7NmOzbZ5fzitYsf3Lvx3M0bzx7bfPm9977l2Jl7NzY3rlx75uhool4vl5aqROjatjl/4WbWGSEl2RQebO/qE28ekp1plrxczs18UI1mR6evXT60LrVLvn5tqj7nfdva2XntPe94+R1PXH7iO3/nU7/xpac+de3qpej0JGhp9YguQQYxWAAYR6chjJkMMFigehFar3/6/auq7NDbkAxRaHN7v15MMLYhA0W3qBLdh6E5s8AeXOTvfaHKzNZzSxxecZk2YmXSJLRvmwwBtJrHeO3ScUOFKo6mwKrCzZuX9/evPfLIg1/50lPnX7jw8IP3D4eDWdtdu3bljjvu3t8/MPPVwghUDarRaHQ0nd7c29/eOXbp0qWN8fD5F56dTDaqSoSTdnpy96Qu8Y1v+tZPfuKDV/afZsKHPvj+l93/ytFkfOPK1bGnnZ1t99rNsmbJLVeVYTUaT7Z3N/auTq9dv3n29OTSpWs7x+/c3j62uHK0Wi23tibVwWzZrCaD4ROvf937f+M3JA1UjeAkODo6yt3cHamq3OfmrtYCDB+vVgumjfMXn/uN9//K+ESuxtJ0SxAEiX0ja4N6SVWbnc2RHQCpmmV0nSVISpuves0j99370MOPPL6ze4Zk2HZoQfODWcptVY3bZZdbGw/SqBqNqmo0HI4nEwgvl/WqWbSrYdtO63qcZJS4Ixt7Z9de+sKFF3/uzNnV13/9xhBX6sEnrt/86ue+tH/9uj/62Lfu7VWj8e65u85NNquNMYTOkk/gvFgubt68UVWD/b2V8MFq2d68MR2NdpPQwd5stlxUUqOWtEup3dnfm3eLwxOnvHLctfHoPd/y2sNvffbDH/nND33wV69fvRCDDIxjpl4/F4AhZX+By61WwHDFZfYqYESUYliehRHf2rRGsZkDAAtc+olIQEV9TYmh6EfBln0mDoMASWLjCMSZjNQtZv8KizvU/n+E/Xm0ndl1Hwbuvc8533TnNw+YUQWg5oFkVbGqyCpOEkeLlCwplizLsrQ8JU6yvLzSSdp2ei2vzmpbnY4cJcuW7diWZbmjWZZEieIskRSLrHkCUAWgMD28+b07f+M5e/cf57uvKCdS4y/g4QG4uPd8++z927+B2TJpUt4pGMEhMwIjiKLKifO+FSjirYn8tKqERJgQRIwDw1pp50QwrL70rX//f//P/0mc3ff29auX37i6dvx4s9UeD8ej0aQRN8dpWnNEoGy12mxle3uv0WhpFY2KvLR2VOVhoHvtVjsKk1aIAIkKfvgTP/HP/tU/No1iPNx+6ZUvPv3kp1QcT7MREjaSiFSZTofOxo3mIkjTim3OBcORPRzudDvHldH7u9n8UpOMmWZjHetuC4tC0rI8feG+i29d2rmzERABqEq4KAKuKuf6zGOHLCU46xTMOQfisv3JlS9/8w9LKrpJSFxUGbAzDg2bFIIKDAAp56QouJyCkigw7dXjxxbmFh9++NGFuZPt5gKAsOPJZCJcoYATp1mq8Thzg2azPd9eWls71uvOI6K1XIjKsspZLMtwPE61ChqRRiiH45xQDcpxTNceWyuq2Iw2XDG+Frauxk28b8nA6lzF8dnzn6Ho1NgVu/s3J9GxAHO0WxrRmJhtxtTtrCwGegIcLKwtiosG/ZEy4fJCe7iXTSfZQpfazcWt26rIqzRHrUxlp6rMus1jn332r374fZ/65p98+Q+/9FsHB3cCDQLOMQABaQUaWdmak4KEQIIWNTABIDhhXR990KrGaUTe7VkEfJyx/26uoZwZyd6TY2ZF1gO6vp+i2feI0Ix1QJ636YSI2DLV+VfeUKEeQIRBapU+EGKtnwTw+bS19kvAE32Ut0NAz+qCIFGXr735+lsvPP3IZ+ZWenc2D8ppOWVuN+PxZCQxehOVIs+LshSBxcWFyWSS59lcb273cAeYs2lhrS2zvGgmbO2xtVWt8RPf/6lXX//217/1B0GEL3znxfsvPDbfW8tScK5K02kcmaqaFmUecSW2UFprY+YXeofbg/F03Jtb2NrabXfXmo3OOB9UVbkwPzealiZQGtV73/vYF3a3NYh1oA3keV4UOWHFYrRWzgKyEgBmnKTlF7/4jb390cJxA0SVSypbCoJgKWAVgUaASudTdAVduOvM+x750MriqdXVk+CUiBqNx6PhyHuLlkXJjp3lOEmWlla6x9rdXjeME0VGWIajwjpmkVKQ0JSVm04yItVoNEjJdDzM80kcRcS7+7duRhriLlnKmhGECnRuitSVsAPJlzb5j8d5Uhb35/lZWnyk0Ww7q+Kg02ogB9OdO5ddFoN0wjjWJhcYOSnarVghk8ZwnIBtx3HQ7EJTDLsiz5xWzdDErppWVZ4knc/+wI8+8MB9v/Kr/+6VV74jzmmDSGDZRcqQQqVFCAREKUSjEIUUzER2NYfeB/rNDi8h+qgqAS81ExZUAIAsXlpKjIDe3xbkSNkEs1m3Rh55xn8HZieEJDM9FMzyCkHE+ayp2ZZYBICZUNEstYTr0Fepd7tSR58IMPhMEgJHrBP6P37n395318NJZ+6MvkscZ9keGQmjJlJkq9zZstVqFnneP+wTwbHja7du3tRa9xrd7f09sVA6i6EeT7LxaJwX+ZmTx2wpP/jZH3vuO9+y1XSSjV996YWPfOTjpeIwjMo8c47jOK4qm2XjZjO0nIWaokR1uo3ReFBWbVRwe2Nv9Vivke3tDwdRYJqNsD/InfDp06fX19d3NjaCIHBclVUJyAjMtnKWbU6ESlAm0+LFl25cv7EbtJQKhJWbZJg754CZQRPYKeik3dGne8vrFz74yGLvpKEmOxwfZMjGWVU5Z5nTacZWkqTZbnSWl1a63R6JqgoZjFhGBXNOSqHPpyN0LGVVFKUlokarCSRpNs2KLIwFVZIPLsF4e0KqHEqpQ9d2q21C5Yzy1p3TQBUrvcyovWbj+KQtpXQzO68bIZoqwF5QJQGrvGQntixHtqyKEkeDaWkhjCOMHVXTvJqSxkY8NxlncQLO2rgRaBP2hweuxHwKKyt3/eRf+S/OnXvgS1/6ws7O9WZLITJLpQiljtpT4OnBiAio1Mz33SMzUsePABLMMB5ELyLkOjkN/JqKanQdpNbSfk+6qqfjQ63l81QxH9uOdfCTOOsfG6B6srXev9jbirD3DUUkQGYn4JxoqgkJVD9BogmRhVCQBDRUAkqLSuDm3tu/+aVf/InP/r1pDgZ01Gpl1ShNpyYy7WZirT3cP0iSJEmifn8/TuKTp9duvHM7MkG32Rqn6WA0MFplriqLTGvsH+6eO3/u3Ln7f+on/tbP/2//OG6a55/7k5XlxbN335MXaRSEtspIgTYkYMtqEpjIW8A0OuHhznT/sL+01NrbHc/Nt+KwAdyfjEcIThGzFcfc7c1t3d5AEqPBucpxCVCyqKIoNDQUUlpW79y8/fJrl0ChMmQCESpzgAoFGVwGzcbCuXMPPHD342uLZ+xUaRVAZnJXFuXU2RJFx0mbK8VV1I6bi/MrjaRjdOScHO5Y6wpAIkWOxRiDCgG4ctZ64gEAAIZG50XuNJCCMDZQRuNJqe3rC/P7zUTP66gkLcl0MWgpMgCett4NpomdFGn5VkpvjqvfPxgl4+rC2qkfHtmFDIuFtV5RQSNS3bZpdKLELAAnzNEkG1Y4tlWW9ouNmweTidrZniqMgkBPp4PBaC+OOq1Wi8FNRikjdjonnnrq093eqV/+5Z+bTLcaLY3aepKL+Ew/BSrwbHKGmZqChZVSWnvEiv2R84h3DcsoheK5c0pI+U5FUNUek+JDaWZO4SIQGKVRwHpGKcwopjWi71P7cBZSWZM4AGFm1uP3UF5bpYiYxTEwi1K+aUcUYScaQSkQn+tJAOIIJe7Q7//Rb77noWcfOv6sjKVIJYnjZrvRHxXAupUkOC+bm5srK8vLK/Obm7f2D8Z3nVnf3NxliZXCLJv0Dw67c628LLLKiM3evHh5c+POxz/26Vde+u63nvtamPCXvvCHC0tLvd6Cq5zWCpVYV1a2tIVDrLQCE+lKKhXhYNLvzSXCeme7P7cSh0GUpn1xIlw4R6hg/fixty++4ROsSluk6Wiui9YWXFYCSgiG4+rVN65nJYPBKFFEbEWcBVdAIO3H7v/AQ/c8dmb9bslVkTrHqbVFxUVZZsJlEJpABYphbu44UqJJWwfjgS3yYVlYYcqrzJE1WutQh1E4M+5CUkSikEjEVhWDgNJKuAIUhKiVZAtranILRplVMhatK1sF2pGJjBYFhSbdiFOgvNEogkhOQr+cH+aun/FmTz+B7Y+x6aaNqQO92y/ijIcHW/nU2QLW1pdW1zusdNhrzM+vHx4MXIUHe+mNazvjka0K6XYpzcrKWstVs91EQufi9WPnP/npH/61X/0Fx44QgISUQkIkIRIRIY3OZ2ABH9HBNM4y3b0BUN2UAKAI1ato/xX2nEe/dX3XqG/2gwiddQKoFSq/5qrXqCJuFskws/9VCn1uLiNUVlB7IrI4YJH6YqkfAAR2XPtQ1zxnAQRVxyggADhmJJCA/9V/+Ln/z9+/r2RstJuu4kqk04yrIs3TSa83f/LE8Z297XZ3/b4Hzl+5enlr98aZs6d39wbbe67bSrJsbMuq1+2UVUYI0zTNppPvPpf/9E//tYuXXx1P+8Ph8M2Lrz/11DPT6TjQ1GyFAt41qHSMlSOlNekgbpnh/nBv/2C+293bHSTtdiNqDSYHRBwYdM4ZHfTmenEcVmWFBHFoiLgo8rgyESBglVfq6rXhrY0xBgBGwgg1hMW0ggmtNE598IlP33Xifi1acknHh+lkTFRkqTWq0W0vNZN2FLbjcA4lzjM47A+zbFJVdpLm1jJbKcqKFJimICJlFCWRCXWUhIRYOdYQiBMdKAasnEgmwNaWOXNg+NqrL76oU2AT9wVbSWTVdCiuwswQBso1E2DbD2Nqd8Iw0u1m1gwx1nmkXm2ZVw/LX5vuv7cqnuL2e+dXjqOiwLTTNBv3p/t70/6ua7YaFG53210dgHM2jOnM3SenY8mm1WQ63NnfzbKy3W6n2WG1VVacx834/PlHHnnPky++/LUgAR+ojd6RCRwzoEerZ/i1N0PSCmHmaAMCKFwvOP18WLPmiVCBKGHycCECAs8IX7M1U536qkjRLA6lfjh8u1JnjEBNE/MEbO9iQOhdxOq4d1ejQCCzhZcAiyhPoMejWwE8a1+hIwLVoNt7b/3rX/25v/OT/+3h7bQYw8J8zwSYaZhMpnmehkFw9vSp67evLiy2H330gb3dO1feemt9/XTSjINAWVdO0jEzNFuN4XjobBWQ9IeHZiP/6b/2V/7pz/+vivi7z79w4cI9S/PLeZpO00kYkwIRZx2DoLGcIYoOlQ6xP+xHQYDohv0saus4igbTvoizzoZKhVHQbDX7/SEihKHWGhHZaLS2UmE8HOXXrg0qCy4AbVBrlKKxkKy+777H7jp9r5EG5k6knNoiz9JGHEdhs9sMkmi5mSxxqctCDgYyHQ0H435R5Uopow0RaINhI2xhTAp0AEpR6UogRqikriRSlTkgQEWImoUtuyovXFlFzeXJwcvZZDcxIZhA2mjCYrWjcqwqRwRWEyKj4qhC2hwUqCozdYmRltGthBpNSsJREn61Cl84LH5k47ULk6K1euq+3urC4koPqqoYuSLPB9O9d1650m6upWMAMXEEaMq4w7mY7uL8POhG0gCQ0ua7B9v7e7tKVw899MSlK98VnAJIndEA7M0JAX3Mo6ACqbkyoHGGuROAk1o2UrNTGIiANDHVX1cKmbDE2sOAQazld/ObEJCInYCP2ptxdIiQqbY2BgTRBIo0oQGxaEmRT6Dyhq4MMyfY793s+owjn8410xYikEIDnoQCyAitefWlb/z2qbXzn/rAT/XLfHtzZ24+iBudKJqvKlvZajzJVlaW0nywtbNxbH0uCM+8fflWI17odhrTtMNQHfb3Or2TQZKAsZPDnVMnjh8ebp8+s/70009/9Y//uEwn3/3udz/xsU8SESrNbAFZG7RlXlmDFJAQUNhoJaO9YZpO53rtQX+80mgoVJ6CSiiWK8dVo9XoDwaWIYwMKQAQ5yyBK8p8d99u3ElBmgw5amutve/cw/ee+0AUd8SKuEmgSRwTmZWFk8JRGHQVNtlGO7ezyXhYlkVZlK5kE5tOu20CI8CA7Ng5sYjI7MSqylnPUyICo0mQy6pAsUjoGBUbhd50V1qtZs5qOnx9foELp1I3KjSGIriDZVO0gV5Xh5E0W5UOnXNcFJBliKzzgofTsoWR7VdznU67mUbJeC75raX5Jw4nT75969qrl64dO9M7c7qbdEgZ0fHJpaUz6aToB5PdncGtt68ShI1mu4LAMVu24+2RtZWAHUwOrS2cYNLoLMwvHwzfMeDVn0gks58CACiFPvzLC5I8I7JeIKEXLlGdL0XeO4DED+4eZSQQg+CPmEZwWCfgCHufqjrHRs1YeI7AOQdY+2R6cg0qpxAMgqXaccGbAB+5ogMAEADDbFcA4s0ygcVP3eBTHcp3F08Kc3E4B//st/5pPNf65JM/UuwGypqDcaqNtJqNdqSdyyaTwWJ7cTIavpPtrJ9YeM/j8fVr17tzc3GyNpkMW83W9ubVtVMdLBvt8Hij0enOUeVGzzz76MuvvnhQjF947dXT586dO3MyHw46rcgR5gCilYBlzoCZwAVhqAPqD/tLS/PTtJqMSx1FIs66sVLkPeCNBhTNNo4aJUgJWKZZlQRz46m6fHkwSUU1uCxcmzr3nHr05Mp7Q2oryJCCOOohx4JGY8vmWlGUT8PRcJIXh8Is6IJIx63IGB2EmoFBHINUVakRwLogDBADZrLOlba0pQuQsCxLmwE4ZZVSIJoLKb3rlmM7zcdNd32U7rvIzLVxUYKKpZeoUDQHpQq4LDnNXcnExEEzbHWbphddv1UEzaXcdCVclkBt9rfVYDMJ8NSZFsmujq4//MjyYNq9tdl/7YVhntK9994nUgSamq2mCfTK+vxd50/evL730osXnTWNpN1udu7s7QwHA0RB7YCYCOJmNL+6sjt6BxSAWOC6VxFgb74swjRjYhGBPrLg8AMl+YhUcLUAVgGRZ8rPTNcQkdBv/z3dxcrskCI6EAd16gh6DpgmcHX+DgAIiiJCJQqFvCy3Tn3CI3aaMBCB8/kgNQBUKwgRvFPzzIgGa48Dr6sChRUINPOf+9f/SIP6wH0f39s5aDYXptNJNp2KcKvVbMZLRV4qiYXSi5eur642LtxzZjA4jJqkwhPffu7FwtH2zWyuGwQG7mzdOLbeGwzGZ84c//AzT/zKH3xJhfyt737z+PHFRiNxVQFKAwKzc64iQPHDs0CU6MN0sru/34jVwcFw+XiDEEEq55w4IEAT+uxlarSKLB90WqJUMB2XB326eSsFgumk7C6uPvv0h+fac+1WyyiJdFNhi6RZFcaWwTQXsa4s+2KJgY3BqBEGUawDEhRBRqiYnbXOOacChQCCjqEALtkhERHaqsxE0DpUxmPBRV5WYl0QhGHQUGSa7QgBG9WX+61brXkIjE0o0IobTTuZVIIcNFlLlOXxMIf5xWNb+8Xlm6Ozd59ozj0WRMttWqhcY+P29tJ6q92CSxe/s/PG9gMP39sMF3YH+6XNzpw+nZfxq69d+ca3vmp0uDi/srqyNh4PfI+oI/PI++6/8fb+rdub+wd9y0BBQMgCmOVjo4iw0estertgRYyKvLGFgBc3CRKQHzYBEEF70jAiKOVjjgWRlSL2/C0lqLw3hviOBxUJIRA5ZGuFtYcPEUA8584CMIHUjuY1YdeLr8HPvso38l61XQfbOBYNiEc7pnp+QCfizekJkZm18op+Vh7DqbUjiISVZQq9OguiBv3TX/h/BX8z/PATH6sOBq22MjphVpNpsT/YNmEYNSLrwkZwfOPa3t6djbvvnTONiWmap6J7L76xs7tZTLMBIHFVDvspgd7bvfHUU6dfeGNuY+9wb2fjdz7/+z/4qU8qUFCUFGKkqSoKZUQbrKoUxFEQ6hgPhntRtDgdTruLoaYQhJRCx6IVdOY6pbsRa+p0tQ5YKcdSZfn49qYMx1JUsLJ29mMf/8Tq+hy7MjIQUAhZ14quKnSVZGnKTD7DOm7qdqehjBJwgo6hFPH6fVtVZWUdEdWeHwocO/Tp2I6EITRS2UoEnOUg1IwWFJMiARQRttkkSyOjbo9eXDxN3c6ay02RST/dvz0anjy1urR4dveguvr2rU5rfWHh7KXr/Xvufex0srDfn3z3hduLK+6BB1eTKD7TWSyzcrc/fO8TP5XL8PbWjTtv3HngvvuSRnJnbysKo0fes7S/lz/3rVuXL99YXz0RhOFcr62NTtNpOi0neREm0Wgwnk4zW1WdTtNoirQhJGRcWVpWSgkyEIFCFgcA3phAgP2M6BsEj3rPEEOqB1MEUAqdDyxRWIfO0JFJci1pUhqdzHLL6pWQAIBDsAKGUCmCSmqnhJnH8ru+A952RhOhWJJZYnIt1fP4PaDMjEJAQLQiQlAE9Wa2BpT8looUoIgjAgauIKfE/ZN//g8Oxhs/9tG/nk+qg34Wha0gaC0tdNN8YquCODS22U1iwNHtd3ZWTlCcwOpqrNTiV/eeJ+bxxHZajbI8WFtr9g/32832D336A//m//t7BcqNG9feePutxx59pEz7CipXVQrR2awCFwZNZ0sBCBs4HeTWOgHa3z1IOqFYEWRSLMgLi4thFLgqFyDjWXEFlzndvDGdTOHYiRMf+egH19bm2Lpm0FPcdEWDXcKCWVZZa3UYJ0EQxGESh6AKRLFcWFeKOMtWgK0rhbmwBQBqHQo4RKqsc+zYMVeSF6Vz4JiBJEqCMFTTrK8ojuIkCCMRKKs8jCAI0k4TOu33H+w1R8P81Il7zpy9Ly/cnZ1br1x6sbs99/hj35+000uXblzdUCdOP/vG1X3U1cOPPv3hT6WvvPbiV577ysPvfWhhbp405oPyu2+8tnzs+Nl7PiD68rdfeHNpobe+vjwYZuNxGifdD3z4sY1buy+9cKnZ7KysH5tOphcvXdUqMjopyiKMw063Mzzsl1nGGlqNBATLvMyzAmonTgAC1HUimLDzJi4w4/wiAi6EfsREqhPCapMBjyMCOlToFEMAbEQIUBNorMBxgBah9DJZgRp7ZIkJGkpFIIGQZmBn2ZGt2MMsgKBDxUqApBKxRjGIRRYNXJN+saqECJmhzvsQHw8iRitDiF50OQsr9tMskXIiDp0TIAUEgBbBkp3CM/f/0E/8pZ86d+a+Sb+wqY1It5LYVUWWpsI4HqdEGCQuiCYU9U08JsM3N8bf+dZlm0dlXmpKF+ej+W7TlXmjW33tT174/NdeKglb7fkf/eEfbcekeAKA1jKLY5EobCiKnTXWqcHuuG163bkkL/uLK+Hh+PY4HykTZrm1Dr/yhW/vb2985CO41NKB5sLSzTvqK98sFpZPfOrTn2h3m8YEoWkHssBFR1wo1jrLJg6TRhwmISpgdM5ZgdKxq2zFwqSAxYlwVZUgaJ0j8l4zIFBnckwnWVXSdDrVWrXaDRNImg0sZ2GoYjMPqJUJwyiJjJrvKMX7+7uXV+ZPXzh/7nB4/Rvf/GOiuQcffHbtxIlJuffGGy/s7/Yff/yJXrd3686dixcvdxfmgzgejMYnjp1fWVnZ2d25cvXKwsLi+voJZBKH166/ubDYObZ+gh2/+cabo+F4cWExiuK8nEQN0rpz68bhlbdvZam998JDRcq724fMPBoOESjQgUasiqzMsig0hLoxT1ujV7/2J78aJawUgAY2jAaMQtBAgcciRanZMnQ+qOt6bVjnqzKA82llyDpQTrEYYQNMoAw6ElZgFViCykPqAojEAGA5QGgoihACQc2eEUbOMgA4BqVQheTQgQKHWCE4EUuehYbOiy0deHsIrnXfQAqVh4Y8Z0YhKbCWa3CTgQWZEKiGQ+u7wgEB5gOJVPtD7/++D73/4/effmSpuVKN7bg/QcqiCAH0aGiNaqfpoNEehc2tqDO2lN28cfDaS7cnQy2FMio7fTpGPGwkQeaqP/jqi9988bpT+OCD73v2qfeRGztrAYg0VLYk1EHQBIjZ6uF+CrlaXl4oy8H8cpSVe/3JPmiqnFSl+vqXnx/3N555RiXECiEtgtcv2TuD+NM/8NnFuTWCqBHOhWYun2I2FQTViMOkmQSRQSVOytKVqNhyVZYOEdljBV7YK+ycY0YWIVKOAZGqyqVpaoIwyx1LEBitlBgtzZbqtPXbV14f9HeaYaTDZrOzVJbGWRURrS7Ej73n/Pbmzo0bt9//5Pvac/o7z39j406/t3jigYcejpPo9rVbly9fOn/h/KlTp4aj8esX36ycW1s/trV5bXlldWnxWJZVly+/PRwcPvLIg0FAAdHWxu3K8dr6iaTZur2xdfP27SBMlpaaVnbSFJFaVaneeOPa9sbg3OmHywyn6WA6mdjSppOJWDvf7dqqZGuV0ovHk9eufeWVt74aJawJUINTokLQGkEDakBV1+26Ls4HfkKt0XGlvAsrWo/U+/OtAYxYBaCBDHJ93NEpqDx8KYiomFksa4AAIVEUK1LOIYtY5NpTAEghGqAAHTIjOkIGLgWYALWqnLADZnC1kzE6B0hChASgCLQAgSjv7Or7e4UiUFkBDcygNTnrsxVq7R8BgaNqzKoMFuJjjz/w7Ife//HT6+dPHl/Ks3FgYoWtUZ/Hg2kSl6j2GHZb81mJN97ZePGty9ezYdII5sBOllfikFwYBbv9wS//xrdu7+cQxD/yg59bbAdVVQmC0lLZQgQC3VDUEDbpyKbDcqHXQyjD2Kqo6E92RUnlxFXqpeff2t9654MfRMkrTWqQNp5/efrIU0+eOnNPrBdbwTEN85NxWdkqauhGIw5MRAqtK4EcKnBSObHW1c25MFfWaq199IW11glaywDonLAgs+RFySzaRDo0jSgONGqyw8OtV178k+9+51sI1fxc84mn39dbOiXUGw1weWH90fvvv3Xt8geeuSfP5Rtfe/mhR86eu2/uyrXLV65ul1V43wP3rKy0yqL47ndemOvOn7twj6C5vbF1e+POXXcvDQajweHkrrsuGB1ubd25/PYb586fWewsscX+cLC3v3f85MkwDm/euuVE8mK0stzMS9kfjJSOUMKXn39r49pgrr2OIGEYdFotFN7a3CSBTrudZ5mAXT3T/qMXfv3qxgtRQwwiaQLDZMC7vIti1IAzq10ixMUIjxb4zEwKlPL7UwEEZQiIWYEYYA2sQWlkEtFoNVqCyuMj7B3MgK0lgRAhMSoiVOzQCTCikHOsFDpgVKBjcsAMYBEFoQKxCIJoGZwF52omPSMAEJCPkxKtMERvGYXeS1FqqTgwgCgQC0imqhwAAgGDOHEKUCsBBwGhTYULgNK0kt7x+btXF46vLK6fOn1Xu9FuJ63FzvJCe8mmtp3w0F6S8M7Owc3LF6/tbR8kAS3OJ42wZDtVCi/dOPyPX3lrXMnJk6c+/qGn0MdoYWVdISIKw0C3kCNbUT4pA9KdVlKW/aQN/elOKZUKDbG6cvH27ZtvPPhgFSExm8vvlHHnoTMX3tNszrWCOS6jcmqIkna3EzTJhKoqKyJgsSxOkBlcVZVhGAKhtdZZW5alVopII6Iw5xVbBmauLBMq5wBV0Gg0gpBEJod7hzevXnvzlZffeuOVcjoNNRBCVkFrrvmhT3zs1LmHk9ZKNqkWu91nnnpiZ+vNB+5978vP3yqKfpTYhx58+MrVm2ED3rl1MenO33v+bkJ4/bXXxpPJE08+CaRHw/Hbb99aWJhPpyMT6OWlJaOj0WT66iuvd+ZbS8sL7Xbn5o1bh/uHp0+dmU6mADgeDQ6H++fuOXcw3N/c3WgkTSijK69v79yZBiYR5jgM4jiKwnA8HBVZFkeJijhoF3/wjX8/LG4mCWoRrRRooRBZOdIkSpRBFhYBrQkRcT48Ou7gnUn8cffsX60JtDgSNgIGHQEqYQ2giTUUIKWXZQh6kZKrKnAQEoSEkcIQBVmIyZs8kCIkEWIKUBQIQskiCBbACgph5TxPppaxOhZC5Q+zJiACjagASAFLPWkAgE+ZtexJnloEa+ttERY2HDGXoUERRwjiBJkAlIwdVGQLZscKKVQhcXjf+Sd+9C/85UfP3x+GLRHlbDnNNw8Gb7706ucd7K8uRTsbd1BcBfTyW7tv3cwqgfc99sBD9z9Q5LlSwFKKcyAYhR3CRJy2GRdpfnx9Ncv6QeSG2W4pWRAHrqg2bh7cvPba3eeqKMDDQ0nL9VN3fSiIj/e6y0Wa2ZIbyVyj0Y3ixCEDOseZp+uJsJ9HHVsiQg3OViCCoBRFzrqySifpYVlGQdAWlDAMgyBAwEH/cHdr59q1S9euvniwuTMZFaHCUCsj9WbPOp2zswoeeO9jTz7z4YcfevTOxu2nnnx8fWXhysXbzbh1/crV++45t7MzeuCBh194/YsPPvLg5bf28zw/d+5Euxe+8uoru3vDJ554vzFU2ey55769vHR6cYWuXrl+z70XRkMXmObG3jt7h/srSysLvcX93YPtzZ3QxM2kGQRRmuWHw53FtVZ/vHNnY7PTXIGq9eoLV6QKA6OtLYC5251DxMloGIZBdykZZDc//9VfhGgSGAiN0opEOx2RQ4caGYUUAAkC+lQ1nIu8mbbfgKKIKI1KYe3NR4gKWKNopkgzAWt2xKJQNBY+xR7RMQiAQwAn6CBAMAKNQGlgZFGiZg0+Kw2iADWCAkaxUDvmWAYr6AAcI9feET5EE/1zqKh2LjYaCYCo7o4AgIGYhVC4TjREC0ICbIWIwLKiGevHobCgIAAY0eRAsaBjZHEsTiQtgC3ce/LRz33iL3748Y/ON+bKYpIWB4UcXnz7hVfe/N0bV28eW+3NL3Je5t9+sX+Qkg3Vx555+uTqelmURpNSnOcpotGmgRy5FNPJeHFhAdAJZJbHhR2qEJzFwd504+Yb84tTJptl7fnuBzpz5xrJWpaLE2h2elESBYEWsIgiULBkziE7AlLOMRLrgFhYxDgLhgwKlEVqmatS5RmZSAchksHB8ODKlTfffOWlgzsb00FfBIwCBQAO0EHtFYHgmAkUi1jhwgFp9eDD7/nxn/jpuNFZWz8mliLjXOmSIIiS6NatrQcffvC7z730gafe+87tt29v7d7zwNm5xdbLL17fvNn/2MeedLStsfu7v/Xy+hlot+a2dt65cOERaxXzZG93cGvj9tra6tra2iuvvmqMWVhYuLOx020sospvb145fdfx3d3DS5dvrq3dfbA3vf32bq/T7nUbZVntbR9EYay0ILreWvzmlW++/tZXwyajAiSlAgwiB0pcnaMNQLUro9/YYC9ARCQSUsjMflQVYW9nh17fqpG1SACiEA05zUBgCSthiwCE1gEIWmEQQAe+fQ8VGRStgCovzgBCQAVoEJQwChP4UHVAZETrsGKxzM7VqCX7464AEeucEgKjqV5JyQwWrWN1WGonG2Dvm8OCgErER2KhD4CzggLgQAGhE2RRXDskW+coME6Y2bkMTizd9ekPf/ZHfuBHYx3s72w3kuBwfOPy5efevPjF0t1p9qKNfffq5TRz0ZnjS5/6vmc1otFI6Io8cw5MEINE6Ygn40kURt1Oc5oeqtCm+aEyqHU4POxvb14yYb+qkPDk6soHTLyY5wYxTJrNZqeDikgBi3WuAnEMTimtSJHSlXVEqI0uylIkdFYUKLEqnVZh0DRBgKh2B69fuvLC21fe3tzamE7GoYYAQQu4kqpCwInye8GjpGMAQC0iVrwfsC4q22x2v/8Tn3n66Y+dPrsK3FxYTHa2906dOLl3cD2gTrMRv/Dca9/3Fx7b3h7fuHl4/t6TnW706kuXr759+1M/8ExVVc6ln//d555+9n2j8eHu3p27774XWO8fbGdFPplM5ufn4zh+/Y03VldXJ+Ns+/beQ4/cf3vznZ3drTNn7r709vWb17fiqF0NSROurSw6y7aUfn8AyI1m0FyWL/7RrxyOr4RNIA0ApEOtA+fICQEqv+HxWlVveSQ4F9Z0dEAIAu2D3JUiBEYSVMgoKgQw6LQ4AjAoBhnEkbBCC1Bx7Q5QuTpLkxhCTQZEoSiFyopGAhStQVBUQOIxI5EKxIs1nEDlwDFYhlrnVB93UMrjDaw0+awyYPGRDF437sRTkQUJSys+rRJ9iIgPbHCgiMQBOBEHyIiCwKyRgBkqIUFCZBHQhBpZW2BwBVYTuWv93N/9m//1s48/lQ6m+3vbSu8Mhm98+9tfvHrzarLQunYnu7EpyPDBpx556P57FbqyyMQ5ZjGBUZSkE8rSjB0vLs5Np0PUleWp41KpYH//5nBww7kMuTU/9/6kcXdWOqCo0503YaDDADU5tsJVlqVKqTBKAIQIlNYCSKBYsCyddQjCnqwNAgeHu1euvf3mpZc27+xa57wjBSGUWQ4WNAA4T4AisVb7RTX4BhJEkAV8lqPSxjlhZsu8tHjyJ/7qT7z38WedkmazNR4N7zl3/K3XL95335nBPm/eGV14cGE8tm9fGt774NLyWvTVP7h8ODr42McfR324edNcfvvymbOn0nxvOBzeffY+J9nly2/15noHh4fLy8t7+/tZli3MLe7vDEV4eWX59TfftJa7vbl3rt/c29tfbpxUIFFoNJmq5DTNnJRzC20X7/zeV/49U18FjApQk9KKNKN2aBAVoQIGv0X1sSSCvaAWVfjnmwjq4A9hRCaDoAC0sAYIgBWIRtHAIKzBETKCFXGCRGgrjyP6DggUiCZRREbE+IBZElJIATpgFVBpWQiYZ82MAye1AQHMjrtPX1CEM/hIiDznp3b9BETHPgu85i1Y8Sp18HoW71vmQUlxIJV4or0iABZkIEES8KnfqICI2Ou2iBHB5RZS+Iuf/Mzf+Mm/0sGof/im2L3bN25dvnLp2tZbGfFb77jBGNbW5h595P715QVgQUBnrVISho2q0HlW5NO82+04VwiVDnLrCkWmP7zWH9wsM27F96wsPT0aE4UQxokJYzIKCC1bUqg1lWVBpDSFpJHBCXOeW6IQIBChshrb0onAaLC7vX19MDwkaq8sn1iaPzs/vxxGARJWZTEeDPt7+8N+/+qVyxub7+zv7ygCAtCIioQdsvP8O/AfgBfweNlbYVmHnR//6b/87Ed/6HA4IOTl7urSvHn74sUPfPDpty8O9w6v3Xv/6TJLXn3ljQ9+6JFG0vj6H71sovz8PccUtV956cru/uH7n3r0+s1LeZ6fOnlqNBptbW2FcVSWZa/XG08mIKAx2Li93Wh2Wq3ey6+8aoxqtRsbdzbsgOa6HWAXmdhZqJwtbNrpJTvFq1/79m+aSHQoqEQFGhCArA4JSICA/KgHDAiaAAC032MescRE0DmHiIrAMfhkQKWRFLj6PAGziA+5mUnxFCHPAjfQZyTMnD8AQAgsOL/VJQRmQYPenAlQCMDa2RbA73qd+JB1rG28ZwlniIDCDKS9vkmQ6s1u7VHsKZzeGwdrERYQsGXxQSPuCOYRduCVVcygEetQZgAUMayY2IplAtVE05Bf/fLvvvL2S//tT/7k3WeaUvLqamNp4aG1O8Eb166mg3w0KoeTyc1bV+JIkqitMRQgEUsuBzBaWYA8zyAIlXU5GUZ2zlYiUxOIoe7q8rksZUZuNhNU7Oy4cMzAqCigsLJ+Xc2MAkxFWVoHwroqHYANglihMpFuxp3l7tkLJz7d66xEiWFMq9IaE9uq8s1dfCJSiIpUEHLlDn/jN3/tP/zyLzpxQLPEXaXERw3VK8hahoYsoYayHP3rf/HPbm8cvO/9Hzx+/PTVq7fn2vdnWePG7Vtn71uFS6dvXO3f/0hw4uTqF3//xU997oETJ1d2tg83bw/mF2j9WNeWZnczXV9fv/r2tY1b26goDFuhDrLUOku2wu3NreWlFedgb7efpRAFTcfVaDhpJa29g8FwOOw2m5owSsJpNs1dyaR39m4xOkH03tTMDjWQQk+ihdpFnWfBM6AUkFLk475AhGaOR8xSVOzYt8XoALl+J9AxMKAQ2rpKghOxzA5EkY8V8RIo8SkMJHJkwect73wjVXN1Zl+f0RQQuCYU+MWvc+zYJ9Z5EoJ3Zq3tPGtney/Q8qRlEMe1IwMAsGNXu2aj+JfrOxk5Mi5TLFAxVMwsKCIsTqBktiigAMSJkE66wa39nX/4//6ff/vLXz/IRk6nFR7O95orvZW5JFqZD/JpJTw5PLgjrmDHRgWCULpcuACpwlDl+YSIhQtNjrkQzgEsO241lwHCadqPG66qxtPpQVb0HU9IVUiFdVPrcuYKxVpbZlleFQQ2AddKgoVjK3f3WmvnTj5zevWZhrrQDFY7raCqDibDLOv3yqkqphNDpAFbcUwgitDaMsvLstJ/82//3f/87/xd56R0bB34FZ1PjgAvxKFajS8IyGiMGDBf/N3/4xf/xc9fu3Q5ityrr77TW1rpj9xgsn/q7MpkYm/f7J+7cKzVVZfe3OrNtW2l53pLt27u6tCtri3funF74+bG0tzx/Z2hhsiWeOXtm42oc+3Krf3dYSPp7u8NlDLW8nA4DIyxlbOl9PvjKIrKMp+mk7IstMIwpCACNOXW7gYpEA/NwdEYUvPePZHAnyJSoA2SAi2zqE3hWXlD9ARGz4IRBrDsayKSoFYM7Jyg8aGY3rNsJmOdvUUefdEwix6ZmWHXFswCpDykBjUxh8CWM6kgYQU1J+YILwJAH5LoWcYs3sjWc5XrLBKYEXqk1lwBgCAQ19RjEvAuNwgzFYugOOfZluT/TodgPblNECtRRMigNGiDQy7/99/40ptXjj98dy/ErJjY4agMY3fmeFiUVcBVNdnlfEGQkK2DVBlhgcqWACRSipREjpQERgqbgziQsBEvZlmVNBH0pKrQA6zCyroSRRGGhhQBWctVZZEaYuOyiEBCLa3DPQeAo91DEJdEQTNpmaABUoaxDZo7XCq2QafVYOGqLJytqso1m02koHL68GD8n/3YT/bmuj//c//T8PDA23XWamWp1Q610B59k8saKh3g7saVn/vZv/+pz372gQc/qMaloqiqUKtXzt178o+/+vzc3PLJs+svPHcjjpoLC43trX4ctfa2R+fPH7t9x5VptDk4QAgO9kadbrco5OBgkk5tFEUYBpNJXysTBmGe54DKVVUQRmwREJXWHkdxUoHmbqt5ON2aZCMdeE5hjVZ7xaoTVgRK+xa99qlGEhEgHznoDQiYhUWs9cEZs8GxLu01c8s6diyA4GR2GMkHPvviC4RQ2/+KEIgGUISeNqzI8yC9iAO8u1PdAgEqIk8hqxHGOuEWauY81sccfYuDtZZ8dvvi0QuAmbMTCBBgncxc5zfUWlhmYAfOgq2YGXz6sXXsHDihEkzFRpwBq9CCFoeuNGSrmDlOnnv5zu9+4fU/+tb1V9/YOxhkaVUY5R66kHQb5XQwySb9gCyKQxFwCGyMbmgVBlqzK5USkcoYDALUSnXbC0rFAqwjsW5iXcpcMZcMFXNVlpmtiiLPhoP+4eF+mubZxGYppWO0RVzm4XQs6cQxW2PCwMQiUlW5c+V4VA72KE9JHNpKxCGhicLY6LCsrP9vjsfp7dt3PvKxj/83/91/X0cFCR4FHHhGQk12RUICcIaAyUFs2Ojp7/zmr/3iv/knN25dZaCbNwb9Pt/evHHm3PGvfPmlJDpmXfXmG5ebLXvrxuHiUmfjxvCgf2NlLckmGlH3eot7e33nYGF+aWdrr9uez7KKIDA6StPM2pLZFmXOIM46o8MsL6xzAMAi2mAQkYloc+d2xQUgIumjJ9KXN0Q/l/oPHb7XLEPXfqREqMA5B7UBQ52H55wPvPEPPfvL3lN1iY6cTWvSIrIPA0QC7/FbD4O1E7EXQGHtii0glgUBrAgTlRYqqIFz5+pRsj7JDKiAmUkjCSiuIxO8EyIAWGZEYkAv//Dt04w1M4v98Heez25hUbOdrdQBuk5A/OCqLBIJkgg6n+jgABCpsIIsxWT68Nn7H7j7vuWFldOnT8/Ptfr7B/s7F+/svGTpYFRs39jZPN8+Een1UC+7sjHYLwf7fcRxrxeaYNuYISkjHASqakQa1UqaWgn6hYUiD0mNGY3GRQDWJtW2w7nJ89uByUKzklbzRSFsq0bS7XY6RkeNpJMkLeEiDENEzPOUCBSYqnJhELPYtMzy/kAbFQQa0AFIEkUOLEMVhVpYdneGTz798aef+fIfffUPmoa8rSHUtOqZ3Y/Xl5H1g5VYUYTN0B1sXPvnP/sPPv0DP/bxT/xgWqi3rw3f99gF2jroj2935tykH0+yYnnx1NUrbz/5zF3Pfeutp555+Orbr2vulHkZBubO7Vt33XX2YGcHrHO55dz1Gt3h/rBgW1nOihxJZVURhFGRog7HAiqvsKGKqAmlwNbeFaVK5T02AEA8MociwsAKCVBMQOwhdf8NANp3a54UjIjs3u21Pd9KnChPXGchqUMN6kLuJU/+G0UIQREpJN/j1Nl/flnrfQ18sDCRd/sTBOek9hXzQxGLl7H6odk/ll4cSIQggurIw6aOphD2nnr1dAAohATs5xCROvRrZgoi/tLwDHywVjwV1Dmp73IWIWBhYPCeyc4CKWLGyjJK9IkPff/f+9v/VSfqVdZN02lZpPNzx87dfXY4eHp7d6vdePONN69J/oC4u7YOBnuHd1xhF3qdKFIOiqJMVGCxysOQmU2lG3mu8qnFsKxcSUCCjoJC0zxx4LL9fDpgp1pdF4bzw4O2k2B99WyguwixCFQVp2mqKCSyzlZRHCulvV0DIgu4VitpthbTNHWuqqpSBJm5Kq0KtFK6qgqlFKGyTi7cc9/Xv/oHR53u7NOf6dwA/GdJMy8uFiF2WiOx++3f/HeTyfAv/OBfbjT0pYuvnzh+4tatO8vLx3c2N69dPVhe1Fden567h+cXk1dfvHXX2RO3bmw761rN1tb2ZlXZ9bVjBwf9ZtJM07TdSNZWVvcP++1Wu6qcCYKqqohMGFqlAhKpJC2KaH51cW/n4v5oQwezFAPwgEj98vzRBRbnHCBoVS/S6pU7eKN7BBBib70Hsz9KIoLWCbqaVuBhjZnGuu6YPRneKD8OsodEaIZr1VMDEylUymdkzv4FPDKRQW+AWpPDoG6PZObvPhtJ6wHDd0HiDe1rK0lgZm/i6s81szg3o877R0He7Y78tFr7S/liX9vnoiipY74BkQlYD4fFffee/+t/9e+854GHG6o1GRRXb1zPbV6UmSYpp4ZtlRfNavq+E/PPYh69c/32ZJy3O6trd1GjHZqYEVtpGlR2U6k9owoOUmOlP50YleRlCSiAjl0QoiPcyIZlUUyCICurfDQ8EUbdynXW1+5tNuaNakZhw6e17e/3h8NBux1HUWStExEkJMIojqqyGgz7/cGB1qbRiIMgjKIwyzJjtGNHClWAtirTNHdy+Mgjj4baCFRH5fyIID47+16OL0ffAIxewROF+IUv/Pbrr7/yX/7d/35u/liajfd3h6tLJw76F/Myz+04TlZff+P6fQ+s//6v30yiQKkyCttKUZZnFy9eOnXydFmWi4vLeZqlk7Q3P5+nRV5UnWZnMp0iY1nmcWycC01QKXJC0SSzF6++xCYzBpEFCZSmOkyTwZctRERV2154JZw/qLr2hKlTKv1o61thEQSCWlYHtckX4IxljrO+jp3PTPPcG/G7H5wpSPDoXUNBrDNCZGbYJFIfO78wmj07XMteZw8LEjKzIrBcb2f9Y0C1FRSgQitH8avgwaW6dfP/wVnrQj6i00EtjPXLV0SZYZTsdeJ1ZJviEhXF/8XP/I2PfeSjp1fPJToySJPDrekkx1BrEwtz7iZlTum4cXhQFVMYDg4cy+p6tzenu3OKIldBKRCaaLnMUrb74qYsriqBnVUqV8oBOScjpJDL8PDQlumg25tWGSheHufaSnT6xBNzrSV2Kp1Uo+Gw12tVVZkkjTiiNBsDUhRFWpO1JZEGRGV0qE0UBtZa53g0GmZZFgQmDIJGqxlGkS1SASRSWV7MLSwur6wcbG/AzBbOKySPKqXnccDRdFSfeEBCJa4V4/7ezX/0P/zdz/3Qj3/ykz+0ujw36B8uLc8ljbZwzjR958ro1OnumTMn9rZ2Cx4gcBiGnXZ3b/dgPJ4YE4oAAgVBOB1P53sLm5tblitkCIPIuikiaNVw3KdARIVCOrN9MrNsGARFWKvkPON3tnH3/wFmUbqu+hoRmP14y+/eYrNLgRE8+YsUgRbUUmtGaPY9Iog+081XTXQsuk42BiciDkjV7gYCM1CcCIFdjeMDoAf4SUCIwNqj0j4zgJ8x2MDDP7NKU1+0/hnyxsQkhMS2zsOsH2sBYXEVEPvzjdaJYhB7ZC4iOPO7FAG03sYPR0N7fGX9H/53f//Dz3yYQBtrymmRV6Um1YgbO8ODIAzKvNSG7zn/8N4dfbD95n66h4pPnFyYW7aNBpOmCidEFbPmMhCIQcWOh46bw8FIac0wta5EtKChdJPROHM86PR6k5EU1YQJl1aeXl79TJGHY4Rmo7m4lOTl9M7mjU6nrYXYuoWF5aosBoNBo9HQmoqijKIQkUS4PxgQYhCGC0uLCLi3t3s4HOwe7vfmewu9ttYBImuUTtPMLyzs3rltdG1h7mnVfrj3HY1zgjNLuRrKA2EWFE0goZa8nPzSv/2FP/j8b/+Nv/5fPvTwe9Es33inrw0J9bvd1Tdf2z21fkqqZiiysbEdx8nc3Hy33ckmmS0qV1oQ6XS70/HEaN1Ikkk6BZGiKOMoGU2GjWQxMAI6deB29jcm6SEAEMlMjSRaIypgZFLEKMoHfgEAgPJRNn7PWesnZrHX7/5AgFk6NnubaqjdMBjFHTkP4KzMIwh5oooHuKXWXCtvv+2fOF/FvQZj1tEctRn1aXvXombWeHicU0ghkZfAHjXrUG+NQJxzvhGqSudN0UDAOa+fFfLeTYxcCTsAB2xrwTcBoYdUnYgTtAQ5TQ/ceN/+4Cc+9yu/9B8+/PSHsaKGbtqyGh4e2iJXiMvLywvzi9mknO8sve+B7+/GK3k27h9MwCVrJ+aWT3Czp03ccFCgYq1Bab/5i0pOJkVjUmQQOAn7lvogjU7zoSR6UNP902mTSd3a33BxP2md/egz/4+l7scI2yvLi7s7/UF/XJSV0WZtbXU0GlhbIdHW5k6Wl+12L8+L6TT1fm/WurIqG43GwuJCnER7e7ubW3cWFucvXDh/4uSJ/mB4e2Pjzp3Nvd29oiwBoLIlEiAJgCjtt9c+BBd8prnyAQHvwtYCjMK1bh8ZA4JOiyaj3Z/9J//w61/9jRPHWwo4TQeaaHVtbvOWC6Lqxo23lhfOaENJkhR5mcRN56QoyjzPAaCsCh2YJI7brWagDYiQAiFptTtl5YiaRrd0VLz51jcm44OAwC9Dsd6keLoXgvBM3OxtxWothxeFau/dK3/qpM+2lO+ee+R63w7emXoWooEzdlGNbkCd+Y3e4MbNmmwA8Rlm4kR8JDwKAjgLro4lJhEhIufcu/26LyK+xfetS03t8Jx9AaiDyhzMuO9OiBCBxLLzizH2v11vxcRjRV6vy7XFyKzhEkQEBpvK5z7z2Y99+EM/+AOf9dRksXC4f1gVJRJqY9BQL4pU0Dy1eiHScT6yt68P3nrpwObFsRPt+dXEBKACx5ATGIZqMh4HQWAMREHHwam8jKaTixVVpKfOhVF0eqH7/VkFSWhW2j8A0h+PRmLjcxfO3Pfww+7V/Wvv7DUb8draar8/GI+pN9dMkvDYsfWd7UMQ2263p+m0tLbdbjPbwWjYajU6nU5V5VVVHh4etjutM2fOHB7ub23dMYHqdHonT55y5bQsMysOQDbu3N7Z3lEafGSph6j9XIrEiKiBhNk5bxSEXMfgAZADTzYUCRQBq0bgWNy/+pf/AjH4iz/0d155/dXxNM3S0cLcymiUdnuda1evt5pNRMizIklaRheNBjFzp9c5PNyPg5DFJkkUTI1KScdRJawUNE3gnGrGwfWtr27tPR8FAkAKa7I6g890Z0RQuvYAZHakaqvdGoarw2q+52TVBfOoTfM4xrsOR/WwSMoTzz3eSTXPC0RAfGiq9w4gBEbRhIpIKWRmxlnH7hkI5DkAMqvxwu7oKqgvDWYBFK2RWbw9t99us4B3G/MUCKq78DodF4mQ2VoxUpMa2AGIJxWDdx/2qbT1MAGAAM5JOYS/8dd+5md/9h9Px2N06Co3HY+zaa5JmyAKlDahcQBKsNtql1NJB8V4t7z0yjvFJF1dmet0pdGqnLYVCDtBoaqAgCItDMioDcM8SaOdLKFsWLzKUIrMjYcJhGZheUk5vbLUztP2WxfHFsrD6QiUKEBD4hQuLc3tH+wmTQjjhCyeOnV6f280maTdTmc0GaVp1molc3NzOztbWZb1Oi1jAkQZj0cHB3tLywsnTq6Px8NpNlY6tkUehCaJGkkz2s4PJ9NxZI5amHpFfVRWCBGQlBLf8RKRL0GMwmRVvexWCIBCKNBJ1P/+L/+5VvFnPvNTb117ezgo2r3G9p3B+updr1988ey509tbe1XFYZAYExBp56rxZJI0kyorrHNJM5lzvd3D/bRI40aSl5MoUqHpMOfbu2+aKEemUJuSC0b0wRyIBASATEgyG6u9QUbdCTMAga6gbmJmeuzZefdbd38R4KyrhZqFokgA0XtPOvaYPug6xYYJQAHSjJfjuZcs7H/Dwzoy+3vr5kdmi6p6D1CProTgme4AyCj1CFAPAXWnLSIgqNino3m7BU9QNqYiFA3MUll0ghbAMgsSBOAcshPvBmuBCNhhlcuP/fhP/9Wf+b8998I1WxYX7j4dYCBcoKM4jEBjWbpxxmHUUCoqcijSajTIX3rxneFk2loiTABbVGlBJSgUamWLIdsyiloi4NjZInc+Ls4FzeBYmk+Ic91cHVTUbUS6coC8e7AfBNOCblk5tb3VGU8LiHlcTknMdJolcaPfnyDqViMRtouLrd39cpwOwyjK86LIy+WVxYW5xYODvTyKGACFTRBppbe3duMoXFlZyYt8ko4p0WWRpsOpcOtgew/EKS0kIIyzSPQa0RIBAAe13g14BmeJ52b4ykXC4jxOQUQo0Irln/1vP3vnzv7f+Ft/b+P2cDQeAsaDyZhMMJnYOO7ZclKV7IrKValW0gzCqa2QRBMbwrXlxcFweGd3n8QkQewsmQbs92/0R/uiQWtxzmqtAZynyjLVDnO12YaAOoJoPFoNAAJaZkV9lsP6vR0NsACxkOBsOgGod5zg90W+uZghj4AKgIHAL1CFjkydAFBBTTY96tkBpe7o6/rgzeCB0DEQedYG02wyRUDHoABIk3dURcF6IAVkx95Y1T86xKLFIQnYCoF93qhlQAFbgsus1pQEjTgOozhUyhilR4MpofmJv/xTWQFZDkVWFRX2h4MIhRmHw0kFNk6apIM0FwTOpzzp55fefKd0VdxOTNPZaOpUBapBoBRaEltUohQhOWHUgeGKhVmBc3owHezu72xmrtvszFmmqGGqzJWOR9PxqVNni1xGo4l1hEox6tGkWJprjifjVntufz8b9CeKjIgNAt2ba/X7oyzL4jCpSru3d7Aw15nrzo3GE1MGrUZc5GWzlfQCMzjsv3356vGTxxbm50fTfpqNrBNN6qtf/hI76+ER0oKzNYsnV1mpAQkRQQKFOFtVEvhmkY429VAXRBEAmZ+LP/+7v7S5efOHfuSvNBoLiBqET5040T88LCrbaEZVlSetKE+FAIsS07xanOvmRRlFVayDe++9y0I5mqZh2EalyAxvbH2nkrHy0IKnXKEQgYBTCKSAdO3S5Q8VIcjRxtMyImiaQY9wdPLqfvmob8d6SUSOvmcw9c23/0ppAdEfVt+sI3sWtVdeUA0ZirDMxl8BcMyuNjyoSWOzJwr8KuCIEHb0rHmPkFnt9wwG35YLE4AQimYr4KywIwBFjhDEYjmVMgUSFZjmvefuPnfX+bvO3v3AffdHkQlCrYic5f29fp4WnXbHWhdqFbaauzu7tsjJ2TgImkmSqBBRZ9PKOQHh6bh86+L1ycSCdp1OpBpVBhkGZDSKkzzNxVnAhjFGsLCcKTCtZgMk2N4db21fHey9PR0ftrsrjWhJx1HchGzqbIXWSVZYRHrnnZvnz9/DAs7KYDpuJE0GcgLdud54NDrs9+fmeqXlKFKtVjPLDquqTJJkOp0Ox5N2q9HRwcHhPgIsLvTKooiicGV1vX/Yf+utq7355vxit9edB5FWI7p963oUaAJLBKS8ZTNoTcwsglr5ol77Pvj+FgB9RyMASpEwE5LADIZG1ComlIUF/fa1r//P//Slxx/7kFFzz37wEwFFmiTuBKDBZZUKw1Zr8XB3Yh0ZHRApUbosC+tCIXng/vPjNL96/bDRhbdu/Mmd3e9GrQIJ0CGiEbRaHeVLeptocCLaM9pJ2C/OpMZS2daWqAB+1fOnzzpITT6pH118d+NDgECiVO0Y7HnnpMlLM+qD6RnChFz3xgKqbgo97kI+eNVP+TzD3VlEgJTn+3pumX9QQAR07S7PSOiN9XDmGOzvGWYLDAYRBJSAs5Adguag11196P1P3nXmvsXFleXlZaWoyNKDvWx+IYyjhiIcjA7y3J2/5wFFRhtVEsZxsyxLE0SusmllGyaqLBZZVVWgKMin9spbN4bDNAobKiqituScaSUq0EWeEXOZ51EUgCFX0XTMiqL5uc5kvPPiy1/ZuPNWYCaEKVdo94skaCDiZDpFauswiBWUlTNBlGUHw/FEaWOtFKU76I8QobAWkTu93s7OVhhF3W6nsjkSttuN/uFYKRWE4WQyYYFOt9PtzmXZpD8YhZGx0wIhTxqd9fVw/2BTcKADbDejGzeu3rlzXdOMfg01WbV2jiC/e/bbc3ROAH0nA/W9iiTsP2FHRAr9MgYVKpGSqGw1gWHwned/zxZJnMinPvpXsqlDDZVYW+VacxjA0konz6bDwXg6tSfWj/f3+wpD5xBAL3QWFp4+vTt847e/8jUMJiyg/L7Ay+E11iAReaJKXf6I/K6mPmwyK94a/vQRl9mG8Wg8BU/3d6w9Yi+emiUeefG/oHoyAJ7JA5yAQgRC52agu/hEeAD0Gx7P4IZZtjeCgI9+9j/xEWoe9lWKxCcxACCSdVxfO4DMbgas+CeMEYAYXUnplDVGDz3w2Ac+8JFTJy5oao6GmTZ6mKaNVtRo9EqMqxJ2d4eD/v7m5taF8xdazV4YBNPhGES0MiU41Jpt3mg1KAhLdqAwUuGgn25t7BwcHBBSlKhKV0FTuQqERZHkZdlKEnBRXqZR0Mpyp1Vjrje3tXX187//rwt7u9kBsqAJBkOpyt3BcGPl+L1ZGffzqUHn4as4SeYW5je3ttbXjxsdluVkkpXGUH80IuSlxYWk2dzc2s6Lot0OFBkiipNoNBq12x1tTJ4XMBo1G4nSQZpn1tlGkojIZP+gkcTLy2vjdOR7vBdffC7LRs2I/DDnSzsc7a0FlaoBePZIANKsKvnRoJ7oFKEiBSBKoVIKuNQBkTICjEqh0RLxl77678tSfvCzP1NVYEtli1Ccg9wdW53b3pnq7lxZlGVexXEjSyulTafVbPe6lw6f/4V/9z8ejG83Wh6HUIDAOgNB8LYLgqRqvzml6mgZAfH0YKUABMUJQt27/ykUEr5nGyozQMY3MKSQqB5hsFYAgZCn44qnWTEDie+Z0D8J7AB9hAjOoPQ6L7uenf2YD9+zRyVC8it9rrcJ/jUxi1KIBETIbjbeCtRgmXMk4ErIMwmk9diDTz3++IePrd19eDi8eGk3jtM4SrJ81Osmi6udclBef+f2YLC3vr60vr6iQGfTbHg4OH3q9NatO4LKOiZttAkEIKuqcjAEhnazNxnkh4eH1too1q1WA6RQMZIWV5TGKK21UopZSCvNzUHfhqFeW+289PI3vv713yuKXROBCTAgqEoQoLQYfvNbv/ZDP/xfpUOjjMrzTFGQFZkO9fLq0q2bG85ZUsQA0zSPE4NKooCKMl9eXoqCYDgYGSPtVmiMsZYbzcZkOonjBBWNx2NjtAkDJLa2KqoqDAIWGI4nVT9vtOIkTEjzd57/pg6ESECoZofPElneRcaOmEvaH3Rf8/DowfD8PyIhRcrH5oaiNLFoZNRaWVeALhot++Vv/dsrt1/+sR/922eOv7cRnx7sD22elpOy11wY5a7VAFASNbDdSxrNwMHkq9/+/L/8nX9q5SCOQBhFAiAFWAiK0gTofJdVl1o6InECoJBXrIlPE0NBQPOfHPMj1gQAIDABBYAR6gRFs4kRDagIlBYgqOnFACLEgpVjAnQVE4NG1ARKBKTeUCCJICiDpASJSssM6Bgrx5bBCVoH1gp6yxpiQlAKA63Aa5BUrdem2SfBzqMEfkZCg2GVuWJs2/HS4w9/6KH7nrz7zENFwdZmRVGEYVzZihCEK3BlnqVZv3zfI48dHGwRVQ8/cv9cd6Esq73dg/F4LCJh1ChKq4Oo0+3k2aSqCiLI0zLU8WBvwhXk07w/2Gt34rKYNOYjMG442mdgZYLxKA0Dw1yJqEbcKez2l77265cuf0sRhyGhCBG0YogSGo3V9hZbJz/wub+5tv7sKIVsWszPL1VVlcSJc7y1uYMYKDKjSaqDsDfXztJBoKXZiOd7cwhY5sVg2J+fn48ib+xYTaepcy6M4iA0zlbNZqw1VVUx6A9arRahzvK0qHJESJpqmm78D//g70S60sxKUCl/0BkQ6gwKJL9x96fCOeFZlASL+HqkyHujo9YUGA0gigiNEGlgg2SA2FHOJkPNzkBhwRbm7lOPP/6e73vfIx9Y7C4XaRZEMWujtByOd7Oqf2f3ymsXv/vSq9/ZP9xwkTUGIo0kYMBoRaRzpYVqU2jw/l9CogP01EPSYtnjg6AIPF9SnGjnO4TZPh//00LvWxxhFuVFEISIzgNQ7xo1Yv3Qz/y1ERBFmMXzeOtNPlC90PKQp6fe+ufMH1yYxXXUeyoAZlYKnJ+JGLSubxz//UTgHAgACuTjspOsff9HP33+5Pu6rbWqtDev75oAXZENh4OkEbO4bqsdmdBAvNRbnj/bbTYbS4vngwDiML516yYw5FlZlVVpXdzoFGVuuQzzsihtHAXMFVIwHOXsiUZIgTFlmUYNHYZhJTkh5XnmCluUVoCazWYQwgvf+fzX//jzeXXQmVPAJOwtspWtjMVMJy6vYHFRv/Tybywsne51HsjSA+aqLFOtidnpABFQK83OliV5lQYaLeLYlWVpm0mrqtxoNAUgJAwCEwSd8TRNsxRVHEbBfv+g1YhbrWYYR8PRqN1slZUlrfuDAQbJ9s52UeVRiIgAjkDYZwL4GGl/zSqFzgmiHJV58PNWPZKi8hiaQo93+5gnL5pQxAwZoqBygMCA4tAoCdp8fe+bb/3et37j64snj19YnD8eR3FVZf1h/+3rb02K8TDvV1yFCegWagAgrBwaYAuFT34B0QwOUVTdjNcNcz1EgygFqBBr9W2Nn87WTPhu/45/6lfg/7yPEHPiuSUgIigz+Xo9ifoGo97yMIv3GrYOfM2AmQewsFiGmnYjwj6QyZ/4o85KBAiVUj5Tkma8NMXaW0ZYJwJaBBEtsbjUnD/x+Pc9+4Pt+OzuRn64Pep0olYnikIgFc+1FwGhKHOu7HiS28LeyfaSBlmX3XvvXceOrTiboUiWl4PhKIoaIDpNK0KDSOPRUKQyOmZmZdBBqXUkoqRySMBsjWkxpETINkyCeO9wKwj1/Fxya+PaV7/+Hw/7l+++71QQrFy/cd1WpQNmJ41YA6uiQhVCbxHDpoJg/MIrn//IR+4KAhmO+kQIWDQbvXQqwhVgHsV6kpWTyYQInBUCFYUxu2lg1Fyvtbe/L2DZCQuYIGh3G0DO2rIdNKjbHgwOVYAm1nuHaV46Qo1OhVGkNBz2dxWBCDEw1wqAeqnkrRl8EZpxSH0loqPaBAAepBd/e4vfKioWQVIizFIJ2yPNDpJSQAIs4IIYjJHc7r5xa7d6B50VZPDMcFCgWwodOgSpDdKJfHvMwiLIwE4RAYgTATL+vqmt1WsghLC+hgBYRCmyzFp9Tzn/T9er9VfRb5ycEx14YASYQCE4FqVRWHzKjfIgVI2YAwMDeORfxG+K+GipizxbZQACCnJd8wFV/caygPP8BwBE0ADoE4NQWIgdCChFAKVUE/3kg596+MxfyIcVlMNGj+bDsN2MoyCsioIC6XW6SqkiL9rNqNNtRpGqqjQbcZnlRd6/det6t9OtCihKzrLKurHWJBykWR5EYRAqE0V5DsymKPfiOOCyEAzYiQ5gOJqGqVlbWZ5kozKbsuXFVnuc3v6d3/qly1ffmBTp8TPdYbbfDttB29hpSQ7ZoiUMQwmTRsmWg9wGEjbxzuGLz7/0b973wN/a3BzkRV9hO4pI6yxJ5p0rhVwhFUsJjM5RnpeVqyqbDsb5XHe+1Y6LskSkoiwnWRbFkQqoKtzgYNrstBj0/nCoA+UIi4IVUj6axHExPx9897k/MgYJwVpBqT9Bv+LgGZWDmWvfZa9/qKnSdWkkBV7tr5TxMRPWj3ae3QGEqFEA2Hm4QXTFNW2WqlIUiQrRRFC5GiepHAiAWAcC3ryYCJjZgZAFo9C/DKaSLJIiIEEkh4wkqIlIGLjGrwUAhFChwqJgANH/V73L9x51TwT1izQgQu8zqj0e4/s6AnYgDGwFGBSK5wqo78nbACBmZzQxc43B+46LsFbdzawB/DRLiKRAhOt8giP6mLEoBmxTQQ4q4xJ4En/s/T/2+EMfS4dVq9MBkOGon+dFPh0e7h/GUQIcDweXJqOx0SqJg0YStltRkkRss1Yzqqpsb3/blsXZM2eWFucaiRsOU60WB4fbSbMrYk2o82KCIpoMuXmlWdQYYELMFKAQHoz31/l4M+i1m/tRXH7ru789zK4dOzP32sUoHdtplh8OB/3x0BhlmRUSI7JgWaEW7VthQJsVZdw0o+zV21svnT317J1NnWXZyuoSaUc6rawoTMCVgNBoRs6VWekyW4mON/d2tGkbk+TjftyITRCODvvOVY6tLSmtXFZkQTJXFOOsyMBSmeWOJ0Ljpgk+//u/c/XaxVZiuCoRwFtlo/EqHFBEIqKUAkCuSafvMuBpxs8CYm8ZjfVOhryIfsY6QfBrTq/ZrKWWyALihFGQgAWsE/+nZgW0FvHMWMgMdc0ErLfpNXMRCTQpECAPF9WZu3/qCLNITecU+DOP++yyOiIygojXT/h3BlC4VkjUmY/eyA6cFz0d8XHF1c2PT4RUCAKORUgE0Lqan+tL+IwPBqjq94V8zLx4B3pgBwBkOSUq8wl0zPEnn/yx86ceHR/ktqomowogJGy3O835xcbS3Hg02g8Tff6+swpxoddpxKFREEcK2IUBCrj+eLizGwwG2wf7L9y8fadI9xd6a/O9R6N4MVCEENu0/jgLVxiMXcWkFUMhqoqaoQxoMBxtbr4ZKNzeunRr5/k/ef7Lj773PWfOPPGTP/XIv/6lX5ymEzKU5WXpkJ04EsfARcUmgJKneWkZHHOzCb05126Mbh3+L2DeOn/sr06Hc1IGoUGlh3HUQ26gHISRbrfDwWgSJtEknxQWKq0Pp4dKUe7K6XC6uLhkIuoPDuM4tlCWXFmbcJEgQhQEyFUyl+jAUWSf+/bXv/KV3240CMU7wfmQRmYnWitvIyosAK7eKYrITD3sT7AnZiulEEn5iQ2BlAIRX9SYWSnlD3GNFCM6x+D55ljX/fopmtEUa14Je1aLcL2aRCQ/HXgwVEBE6XoPxMx+Kq01S7PBjxQgehaWEKEw/ilkBr/n57X8ggBCpAggEIohiIkVYMCeXgwaPJfAOmEWLSgOPL1WWAyRIi/3RSIwCgFYGwIFDGBBRKRyYBksQ+Xvh5oXLKSBELUiBlYEynOJAUSINIqzNoP1+fs/+sTPULEipbTbYZwEOsS4oeLEKKXASaDi8WhSOG4miVagEIjt8HDXf8BA0939zcIVlseA+53WtBVOoBhs3dm6dutAUzzfu7Awf69AJzSNOGwvLa+uHF8NzFJZKqEC0O7u9g/2Bgf93c3r37p+6w8n1WB1fakRPtRs3JV0zPIJNckPf/23fi8t+qgkiJE9xmGRLQRaaSOOMctcZw6PnZb5OSAIy7zMU16df/rUymdXFh9ylRmNOc+mFLiN7b2qysIAm60kbjaH09yiSfNKO9dptfI8JyKtgiiMDw+GCEQ6UxoJGtpESWzOnl1lTgOF195587c+/29feuE7cUjIpWIRC2A9obCWshHVSjGPFHss3q8Cj2Qfxigi8vCIUj71zmsGxIsoiHCWs8KgxSkWEFYWtDgFokC8GaNCJnEM3vzDijgf5iU1ZGEQCEGjhIiEokS0RtIYKABkLyunEFADeLY5gdKeIQsA6JyAoHPgrOg/dcT/TyceagGg+IvLVqy1dzMAAHEVgPrehRQCiHMCDtDfNVBDVMLCyHXOZf2N4qcCqXe3R7SFGg318ykhKkJAZhYi9Hs9sBDy2gce+SlVLXsy/s7WAFTV6jQbzaTbCwb9vTzLxDpmTnOrCZMkCA2GGptx2G11wkCH8drS8l150Z+kN4kMwfWDzdt3btwMFJxZ54O90fjw+a2br+3sZvPzpsydUsmpC/fdc+4vPPzg5wpnwqZRNMzytCzSw/T53sooKebne2cdd8kkQdiLw97asfhzP9D9xV/6lxjkypEAE5FjsU4EbOGAlC4tsmhhmUyrQONkLwApd9Q3twbfXN5+/Pj8Xzp57JEwWkhzGySN6WSsEIw2ThQ6JaJDRWV1kHtDNsHJNAMIlInLvFLQrCpWOtBBwFTu9q/9/M//o7IaHhxsOS6SpuaqAPCeJEA1aYmPTolSBOIQ0TnfVPq1pefBU628qR8OQIWKlAgrRd7YQilyzhdxYhGtlJNKwG9ga2crf4HU7tEI7ORoG+MpxsKA9Ugxq/5HoowZr1EpZGIi9Kb+Xh16xOucHSkkAsb/UzNzdOL9rcUMwEJc838QoVaWshCjVv6fF3fU+vh8mdm/VOP/IgA1s/fII0ARWKnfrJp55xWlWLOM/dyN3rpR6rw0KwqZXSmnls93wrOBzKsoLexBoxNnmSlLyfam21vj6XQSGOx14l6ve7xrVlaWet2Gz8WpirTI06oo7uxs3rlzG6XfiHcb8e29nZcaQXHqeDAd2rwwrUjd3ivjUE6thrYqF+eTIq/2tr/70rdfu/TolU9/7ocYI0IgsGl2m8zh8tJans1/8tN/0cn8ndt85cp+lc93G2sXzibPPL395T/+7TAmllqDrjQ5ywxggKyV4ahqDaEDVIJKyxJRpnumrCCrXry88RK9cP6B8z/cai1a3hPL+5uH+ZR7veUgbqmoEUWJRmSXmkATKWM0KttOmocHwzJTRrcDY4IIugv6K3/0y9e33jChDRsYOOUqCwpqk3PPVLWzPdO7nUUN+/qYUv8Y+B/aKGYxWhOiMXq2vK/XgYTEIEcn3stNnDDqes3vHAMSs/ee8HS0WS8rdZ9BSELgGSJAWAen12iHzDz9jgxFhXDWz3gzjBlgrYjY1Z0YBn/6rB9VaYf1Q4gBUAgUA4WgA6AQRYvSqIwCYlQ+TFicCAG6ykfCI7AoHxsGgIRKoUZRCsgAGWJgywKEeSWVg8oC+7otoFAhAmkH4BFMYEAToF+eCSquVOwWP/exv4XT1WyERTUhM213m0nUNZF058JGMwiDKA7axEmZs+O0LFPnsiCAzTs303TcaTWbjeb8cqxNvr/x2rT/PLrLC3NpPnHpCPZ39XAQZLmNwsjavCzzTksbJbZyN7edQFA4c/7BB3/yp/4bqM68/sYr3/juvxxNXv3PfvTHr161t2+FD7/ng/c+dKoo01df2tndnL7nsVNBo/z5X/h/Xrr2XBAzEoOAWHAVWhFjgunU6dgdP0WNBpSZEsQyV8NhNc2tMqSCoKhyx6DRLHSrTtzI+3LnndRW0Gx1gkYrajasawpBksQCgKgazfmTJ++Oolakmovzy6Urtw9uvX7xW6++8UfKlIRMAlQhsLhCiIEY0dYfGVYeUPYkVJ6VPiGoh1HwfAFNSikRMdoQABERkYib8WYZEByg9z6oXSYUO/A8VWYFYBANWnSigTU4FFKzvSGCYwBB64SUYhaDrBWQQACgEAyBUqA0BgYARfkexgAZwBkjUukj2AOYQZh8M/N/fdwBamMMIMAAMEQMRUWgQ1ABoREgUBpJA4O42kMTRNCWLA5qz1EEo0D5VGGFmkAbUIYcOCBwgJVlC2AtVOz1qf5qVYiCilWdFQxIqPTsagshH4RPnPuZu9cene/Q/EJTYQOwhYha27KyqBQLjwfDyXg0nUyYXUAUhnp+vr2yOp/EutttAAqwfPe1P7588bnzx6L772IoXssndw52yq07uHeAEJftVjQewWiUzndRo06CYONWihSJcpjg3qR4z6Of/OzH/+H1m5eee+1/abXis6c/9J73fvrOZvkHf/hNJ/oDzzy9tBzt7RymI91ZoHF+43/6X/9hf3ybvEbYgc3JCaMyecFB7BbXJIpx0pfM4TiDyVCcSwQ5bkHUsg5tpGGtiw2K8gPcuZkVKQAqUchKrLGgABC8YtE6YFGIQUCIJGXFRVWgARMQIgKTYiRrwQk6QgdYAVcOHKIIuaNDgIQ1mqEUoiCLKIUebFOaAEArhT4vtP7yLPJWWEQcoDAAorOuDqlQgkqcYjTESphENIAB0YKGBLxthHiXAOfAOiZFImJQFIICCBGUQiUSGCKNRjH5fA4U1KCCOqMGCJC8qgNFgBl9JIyzgH8WNIP19AsYEgSCoWhf3QOEAMggKgEtfl/kLTakAOeksl79JFogIDQEPjdGG9AGkAANAHnjAKmslBbKCix7emONwCCKVgBSm3MjkpesVlM7l9z12Y/81/PRBVeIdePSTh3AqJ+rsjEcjxmh02kK5O05vXq81+4ESRJEQcNVOB6NxqOD+flgZ+/qO9dfL1X+xHseXw73bPrb/Z0rextGoa4sDwdFGKmDbbCVXT2Oo6FTtLi9M47a1tlAN23pElQpCL/3wo+cfQA2Nnfe++Tf/PXf/ObZsw8++sSDlY2/9sW3Xn/90vseu6fdMdOpyyYUNvONzWv/4bf+x6g9cRU5593PTJE1MpuHrXxpBVtJ82A73R/BMGVnRSkKIolbEoSEiESyPIdNCLI9t3m9dByCDkDloCxoAB/yTCAKmdAxMyBb8R6AMtMlEYBj0ILGCTpAi2QBrYitpbrA6O99FM9X9WcZPBSiCNmxNqT9Sff1kJSHX4jqrh0APHnK69ScNysCx8joT65Gp8QpplCxYlGC3njbD6mEpfUTHYqAQgqJSUAxGAJDoAm0Bq1QadEBkqeme7KCFiQgQ26GLAojIzoLzoK1fzbufiRfndF/2EeCKSIn3iEcSyuo6k7dWfaDp1LArk51RRRmVIRHzg0ebfTufMzfyzauiWie3V43g7MtFaBYJ5ogorOffPZvBbjw1qWr6XjCLouSKE567U5r4TheaK+RscpIEHSDMHGW0ml+eLg96g/H47TdbCwudTbu3LYuve+++xfXFmUiu5vPDXbfmYtpfU2mEzvql90OTycYBzruhgqrbifa3U6JqkADRGmQwHgHTt8VWCsX3/rDk/c9MZrioK9+6Ec/+dUvXfy1X/6TJ5958vGnz95z34kv/8GriyvB0spSQRAG0akTF06fvPfm9ncDFTLkSGAtFFVp2UbkMWZABYCg0OeAe5tm5YkpHnRjx1Vl2avIkRmYanspAAVOvGyT/buGihDA7/6P1DmKAF2tJJu99TUb72iJrpUPLkfw1qBIQB5S90sfklnv7Onh3jLan3WvNkZEx0KAzFA554FCUcB1wJ0fzmo8+ogUyE6IwPmHk5CAPBbk/yp/iXjjWk8KnCEkPCOT+xlXkEWZms3sANhyPRLKn33cPc/cB0US164sTgSE/bDiWdGeTFwvQpUCtn6e8MA7KQQRBiHvy05AChnrF1v7GoiI1KVdRPzEgqAQkBR7JBUJIqOK0l5Yf3q809nP9nqt+K6zq1EkJoqCYA4JWY3jKCnyajLJBoODyfhmWRTaqHYnOnH8ZK/XGQz2p9PDdrexuLiKWOXj4TtvfUEVz59apG5S7W4KVDzfUtubYZXlC3PBeFIFFGa5rYrs5PH2cDxutfRkQnefxnZTGDgOxiponr///V/44h/9pZ/48U985iPf/NrhH3/tlfP3t5Nw+SMf+8Cbb155553b95x/b5Yf9If5009+4uavvQFKO861BmayXJByisCxsFSMrLRWSqz1ArGjbGc0GhFQHFYFVKX/jB3Ub+AM4GJg3wTPqKLe17YmIcmMeTpja6NfevloLfI2KaIU1itFT70mmikYauapyIzHCoAzJgjOnN9mVGH2PG3nnDBYx+zq2EbnxAEoBTLT9NQ+cABKoXXiPaKlpkX5S91PpcLMtbEQ+jBqZGFCJKr9i/TMXvcIHQKAytVkAoE/e810dOJrcMi773phiN8ZkGjtc5REZjXGq7r9feDXFMofbL9rQ579xUhI4J0yBMS3W4qcc1opEFG+FyRhYOVlNRZQYKHX7bVb7fVFhYUJSiFLBOzKydjujSbZuJ9nXBVuabG3srjc7ulON1JIe7vbL738wtJS58yZ44Bllo1u39rYvP3a+srkxGnUmd3c4CTAKIA716URRgI5Srm+kkxTm02KpSUSyUKD8622HdHK4mFZClHUO9na3uVHn3pg7q3LX//6tx97/Jn3PrW6vbfxzlvuiaeSK5ffRlWdOn3mjYuvrR9bDcLG2sJd892Tw8lGYMj7iTOw0aAUKiQGx1AjfaoeEaG+1Am8ISFbqAqwhTcIcIQiDqzzbYaQ8XIZJAJwYNGHldT0Re0vTyf+Aq3JhDVMDOivFEfOcb24RAIU5/edgoKu5kGxkFIg7LdIPNs8AdRMEeeceOc+J+zEOrbsXbO9m7+I32H5raX+nqbf/yX+2WQgQueEWRyKUujLeb1mmjULStVQjtZEur4Sa1hv9g8RobPgLbf+nK3q95JpsF58Eno+fX0PekMvP1ADenjWGxPP6PIyY5HVzYrvkdjVHDWeAZ8eXaIj2jQ4QFFKFIG1okCBUy4tR/3tQ7qeTRtx2BZGAHO4v9/v36BQdVeilZWF8/fMRbEKDGmtUGDzztadWxuNZnjvPRd684lAcfXqOxcvvra+fuyJx5+N9SubGy9Xh3ah2YzCfDSySQvK6XC+TZbRVvl0zFFkFpbM/mG+vp4EoYAa9Zbk8IAVzd//wAe/8s3RqUn57Mee+Le/8Ierx7aOnVz5yPc9/tu/8c2XX7x5/4PrX/jCN5fL1fsePPf6qxfnF1u9oHfm5AOvXLypjKSZ2IqjEJIWagy4Imut+Hl8JvpEBr+mZGGtAAGqUqpcwNX5MsxIKCToD7Vfc7/La52JSmcgMgoLEaL3jKjZgzVKzZ7o4h3cRATQOUeI4HsVH/giDhShiHUuUAo8REFUy9Bmu9HaTBKAxdYUM643kux5CoiekyMs4kQRIImzAOpIdeT7eE+yBVEeRfdcBG+8jjQbV2aOXXX37S9Dj4BDDY56TS0y///jzMxOqbfPE5651SEhIPs3SWbvrRPPgK5VeQh1uCkCGAIWAc+IqG8M70VWhwpIvXxFdpYUAnliEJCAQS2F6UQrJ+85Oxcd6zS7vc7SeFSleTEZD3rz7bMXjsUtChqlY2uiKSlFKhwMJq+/fsno6IF7zy8u9EyIBwc7b158OUnMB595JkkSyPo7+5emk+H6fKJtlU41MAjaVrMZqNw6mOYCZFfXEqUpaXC3V1WSr523jYWA48ZgP1xc+GRn7rnLl68/+vDxp5594Hf/4zd/6qd/Gs34+z79yK/8+z9Eoc9+9jMvv/7aiy8/9+B9j19++zUT4PrauRdeq3ToQxY4DKHZoFjPCyG4A3aVd6WaLSKQrVBEld/XiNiCK+8LD0IKiAGB2LG3FHcsfhsK6LOXgOSo2MCM1SgMoKD+uoDMxPL1x0BEs7Camg3pX4qId1ipHxuHzpd5X/JnLINaw++YnTgBcOKQCKk2Oa/jUUAESMSxE8+WRRBStU8REvp/y98bNe2MBcERgdKglDftIqWRiEkRav+CvYgUgIRUrYIgQmuPnoQ/E5iBureGWbcnIgTg0SmYdeteK8X1etn5CqFm7kWaRAQVKgIBUDWwJZ4GKV7jxzALjSEAYRatcdY/+XIT2Cw4vfLAXasPQxFF+lg6gc07l9tzrWPHVs+2OiayQgdak7iwGXfBxbvb4/2DOyzFubvvWTu2EGvF7J5//uXRqH//Axd6c42imkymo7z//Mb1V++5G5riJjuBzdJ8quzYJEslglSlGU+ypVUwsc1S6PVUo1UeZtiZ71C82m4cu3pjUvKxRx790G/87h+eO2NPnT3d7t7+zV//yvd/+n0mLD73g5/7N//iVypnH37/A4DyjW/8yePvf7TIim5rPY6bQP0kIVaRCtJWQ58//SBRfPH616qiYFe/8SLoGGzFBEYrRCR2LI6qEpwDpUAcM4LngYgDAtA+jmw2sem6P6z9+P1bKu/qY/wp9ydhJneYLST9WWHwc6V/1hiA2DFpAg/Kz+q5YyaqkXjE2jQChNmbe7raOLv+5IHYiThmqIOgoW79oX4NNW9doBZ2kkKurds9lMqi6xusdoFDRFBC3uyFZFbUURhEZmARC/z5vXv9x6iWQxHKrOGreRHk4dC6SwIgZCcaahMOYUEF5G3aZ14IdbVHYBZ2jB7aZwAkH/PrmXZGASoUUWWOJ1bOPXj+A5NNauAy6ihs67nltd58pyhsWeHhwGqdNJOWy+DOuL+982arE9917vjq+jxpLsp0487e5UuX19aOPfrsR1iKrBimxbQ/Oti9/MZ77l9o6mG+b4uxiwKVF26hF4cmDaNw0MdOO5xfYAuQphzHFDddfxPvXft+ExCZhw/6b6Sct9vHlxeOv/32O488/OSzH33Pd79z6Quff+7M6TP33rPwqc985EtffN60zfr6ej5JXnvl4onjdxM0Ou3utBgqEkQ0CsS5VtJptVdvbLXEjkBUXQf9XS/orNMBvYtoOfAie2FAQa00ovXLbmFB8r01gGeP++ZmdgJqsAX9pOc7FO/aOet3Cdkyi6DUjEisOcCCiM45rbw9gRAREjrnY0I9CRZnYJ6/24W8X7yfHeuFqS/pnijulUD1Q8dSG3mID4jmmg3JjkXV21o/DWrtPWQ83aA+XeRDUdEnExJ7tZ4f5VlmON+f17v7B409u7xmPR4ddwHfoJN3vWfQgCDgji7JGroCn0Tnqev1RE8kLI5ZEPmIBul/v/6PIwsqBkLXUksPnvro5KCMzFIzbgetGLTO03SvHIYRxD290OlOJ3D76ng06PeWqofft7q43NGqNTyEra3ttNxIOvr+xx5ZWFjMq2o06hNVWVa8c+X6U+/9YBx8HsZYldBbldFWmRjotKeFmDv7pUrUXJcCDeJcsylhQwHHB1vL8swzU60W5u5ebkzGQ+gsJu95z6O/+ut/fP6ee3rzjVOnT4jtvPLyWxZH9957z3ufuv/5F57b2dpbWjzeXVi6tXnr/IXFtdULF9++rYmyKJNEJtaN+vsnF89r27a0USI4PzciMIMTZMRAcWR8MLKxJYsIobBD0oTgkAGJhUVrBPRaStGIRMDAQGAFBWb8ABJEJMcIwP5DriuRR82ZVB146D9DT1fy9t+AyE5IIRA6RHHCwkQARAK+q68fD/S2NYAMUImwoPNTGilmFgUwM/HUhM7nfilkOmrByfczfvcPgKRqvQQpIPIKZvCMLKWASIDQm8zUbRuCc1xvKT2VAJUV/vOqu9RzMCCAJgQShUIEng6Jqr7qVE1REDWLyfC4an2vAWqFhAyE3k3Yea8OorJky8KuHmKJFAErRUQggkToyurMsftDWCrtrgDkVVam00a7OTcXNhotccG4X/WHe9PpYH6hdff5E625CFVxuE+3rm86PFxdba00HwznijiJDoeHRZFHgRr2+6+/9uJHP/xsOxzgtL23VS11GmlaaMVRAlUFBQdpWnbnOGqwMjAZmKBhK0Rrskkac9KtOBETG4LLF2+995kTy8tLyytrf/y1P/no9z/Rba6/9uq1J5+56zvPXR5N4KFHVtL0/otvbMVRsbjaBLLb22kzPpOlHKlmYQdOABSQqMVuV3FkWSwwAxCBswAC1nqnFwmMYEHICgUJGQAUKi+bIPBwDDKLAvR2VkegOPhJkRiEvH+t74nRX8HEzODldiDoST3+T86CggDJzwAIAM4J+SVUbT5BlWVARkXOOn/oAQRYvAKkssI+yg4EAZwTh0J61lP5pQCJl5L6cVdYHHs003kQD0Csq5N0qaYZAxJoBdo/vdoHEcCswULffQh4bwvSirLC/Xm4e93LeJ86BMCZJRgiIihNSFwT/AEwUK5irfy6QhShZwDUlnc+7I9AqLbc8M8HHr08/xP/EqXOFhOnFejlhbPpxCHHpMN2uxs2LZDkaX7z+u7hQR7+//j6rydLt+w+EFtm788cn768ud72vX3bAOhuEMSAQBNBkENhJDKImdGENG960D+ikPSkB4VMhKQIGcZQM6HgjEYjYkCC8I0G2l1ft3xV+jx57Gf2XmvpYX8nLxghIqPixo2sqqyTedbe31q/9TPF4Oad/ffeeGM0Khxndbu8PJOzi5Mbd7cJt58+/Wrvw1Xuy9V8tZjNJ+PRcjF99uzJD3/z72Wem9X08vnDW7tMLUitpc/6niLLfAp9b/vbPZeHhqpaeTh24IaNbxetecoUfQhh7+aNv/jJzz/63vcXTfODH3z0v/lf/l972d47775LBH/5Z199/3vf/8M/+oN/+f/69Fe/+9snO/H5s+fl4AaaY8od7Hz0jd/e7e3Pmosvnnz8+IsHu9+/fnBjL6jECCJdSFrijJpuzEgUGBBUadMZIgKYuk18RQIUTI0YJe3x6WsJARgkNzmAJFbobDPBNj7fkIZRNlRDRUCVDlpUNdFkqGSJqMjIIapuDCMAQcQIOvAbO167qEIX2Lg5d5ziTlObAZ3JOmISvl1hHpuJM/W53azcHT4xyDvSTjonnekNQrICTdTarlOS5CGCJlHZcQjxbyn3blRNB4wImVLFGzMRmqh5n3YWJkGQEWOXpUEJP0ZgosS+SV8PEZPEKUSNcWOhvcHpVZQcMKFjBFMQ2urfK9zOutGMepnP1vX87KKuVuZ8f3vv+utv9HoT9bmLQS6mzfGLs1V9/P63r+/f3Tt5CZ998uU7710vyvzpo2dF2bt/5/7h4fPDly++/a2PnDMz+5Mf/ctv3L9g1rpaZc48Sp5DtUYRHU9i0XNY4nQJ4zuTSvPJ+JcuLiDQU42UFT2NsHfr1uTxxWK2cn0c9spvffjhH/7+J5Px5Nf+7jv/8r/67MmjZ7/5w1/6w3/1+X//r/74V37wjcFpnJ4GRBpN2ls3712X676tf+2t13oj/8//7//HrdEeUGhiHVro6CYCooCEMVpiafskKhMlMGIAwrQgSlmEqQ90hNEEu4VJYnV12EBqfK1z/0K0ThmMiNqZdmJqc81ADSUaAUHS6lmnVgNAIGiDOdNE5e1MXYAUTRU7WQYoAERNm0dMbEdMHTmZZ0QEYJKUPmGp3FMuXaf+xs5/KLUl3eHfCKFSbkjXpiAjOQTuUmOcT8alCSD92rAOEWOIlJhu//8vdry6NtJcn0BgcARpAeQcUkd9t+QLjgRE6jihRegdEpljc67zCE84Zfddfn1oIamimIzAEExFnDdVvb73OklmsXXs2lhPZ8emfmdn9403r92+WxY9Ca0dH60ePDj67NOvfNF+46NXvdt7+pVdXMy+9ct3Dm72Fst6Z+vg1o07x4cnXz148O677+R5bga///u/f++VD/qj++cX0Fa+9K6XMRs2ayt6GY+g9pX27dmZh/y9l0ffjPBrJ9P33v/OD1AKtEwjaZ4T53UVo3liPrh27c03X1kum5/89U//g9/8xtHLs7PD6ge/+g3v9OOff7y9NekNcDo7DC2gDWPIpSnWZzTmO/+Tf/o/O9i58ejpwybUybx+I5+AxJQKrWk02mRVOIeOgMi8I8+cmAUmBmrS5SQmG57EIQBE9I6IkLHbgXeIBRogsEN2yf0wERJgcyWlosOEuQGSGiqAKqpBVEsR5woYDYIYECUZpzEqdKmMyGQGyCkyOjXZyZ7fkpj7awg0LeoNmJA6bEZVukzI7s8RkMfOA4c6mhBsLLqwWz/DxjUEU+xXuu9FNIE///5y784FwAbJ546dgy61TQ6IjdnYJVNto7+RX4BkyEZs7LsEV8R0BpiZupX2FVuGurRrpi4axwAc+f3tV9ar2rnQtnWUerIzvnPv4JXXdsthmM5OHn519MnPjw+fL/d297/9S6+8/tbObAo/+tNnIcS33701ny9ePj8p+rCzs3t0ePzo8eOPvvXtIu+J4B/90Z/u7h5c2/31enmfKS/7lPk843HT5tyHWWxrP6ThrZW+9uz0ep7/LrrvCL6yNnSjXWkzDb5ZCw9Govzl50+++OplFS9v3XmdvL/32pZE/+mnn3740Ss/+aufVcv19773IQK9ePZsPPI3bu5eTKfsyhg0c73cDerLkNtgZ3z9R3/589PzC8DOuUW7dX0qQ3CAnjq+VqJmpChm4kRo6jrD5EBuaiaKRhuYMa2kLC1o01kS05QNmlIqEj6SWtaUEp3qJiUjGHTyfuvk9iDaNUTWvcZkF61AYKDI5nNyOZNDdGCo5KDL+yXbiF6BCJyjzrTDQBLr92+gkd3OcZOysUmog/RvWSKfX8VtXeW7EDBvhONpIdq1Uqj6tyAzHUyf2M9GSUGXXkSi9WDnmMeMmuzENpFMaduKDLxBmtLFEVP7l6xMyaBTLKY129cAWWqjMldsDW+ezaaZF0/F9t7YlxmzPj88PDpcitBglN1/bW//+igrcDat/+ovXjoHb7632x/iyfFZU8vduwc9P3ny5PmDr7789re/6ZxrY/3o4aPJ9sE33n+XVhEQTeusNGTXijutYnmrXJ+4yfb7fvzRz/56jvm6nHznsv0XjZkQWDasl1bkrq6lKDOiIjR4dnh+Y2+/GK4xD0+ftuPt4Ytn53YY33zttT/+17/4zd/6ldff3Hny9FSaCSOPJovz6RNrxvluL8+zZl155F5xbWt8v1r9QZQuPFMBTAEdEwooOGICqiWqdrqhqBJNwACk08dINCYgJDVNyxFR2KBonecjbtTTRpqoBJ2LYSeG6PoN0A57SNWzcTHviGZo0N1rhHxVcGyJj+YS58bUUipR2nNtSAlEQA6Q0QgUQKJSchLY7H1Tx0KImmQcYgDAjrh75RufDwNMVYiJN9kNqIm8qRudUJo6u8BT+1txd0TofmwEzOydMRvRJjHGkTkFBHQYxZABBAANGcGMHDgmSDbTyUFSAdAcYLCNRmvTymz+04XSECWlIxT5WNqCwBWFoeTLVbU6naq5PPevvHqvN+gNRt5nYXE5Oz07X83dvduv3XqFHj55cnGB917Z2b+2n/Pk2ZOjTz7+5Jd++ZeysricnT9/+QRB3nrzvaqhnn7SLP701tCcsXhbhqbxg8nury6P42Dnh8FPPn7yX7/x9ntraLb3brPzqrn54V/+xc/e+tY3ez2c1831a3cuz1bjewcPH17euZ/deW3307++/KVfeqt8PTt8tjp9GUaDyZ/96Z9+67tvPnp0ERqqqygcR6PRyyf1qkIi8EihRoXBRx/+vT/48R9Nv/pLl4HIZttpYGIiaeTqzCSIiAgIDRUFlBE0auK7Y/LqQSBGU0PSdD2Jpial6xwk2Qps7j8gA+1cwtITuNvObiC8BAxCok0BAIJznJAfdIikzKxkZsZJ063GHUus22tuSsoAOt5VWhlph2R0cbwCnckwIqJo4khueAlXU3B3n6bPEBM7AJQr0toVYUVit+ftvCxt4/L+7634Td0jpVxlg41lexrJN2pF844cJ50LskMmgk5UQj7DRIRMP8cNnw7UwIyYiDd+qpTaOkgJ3YSEVVXHCHUt09n56ek5sNve3jm4vjveA99bvDh89IufP37yaD7q3/rw268Pd5affXxGtnXv7t0yn1yczqbTlw8ffvn+N9/rj6mumsvZtG3l9p1XjSKRnR7923GxKDDLOItAf/0gDG79w2Xzg8XqG+A+nDX5tXvXb9y9E6Eeje563zPJqnkznExEMwWs12G0O5gup3uTvcePH62WbjzZvpwdvnw+Wy5Cr+/2D64B2s7O9l/96NE7b37z8ZNfDMdZs2YJmer6fLo8m86S7bE02M92f/0Hv43iRSjRfztzcjWJkAjjqF5BMCP0TI7ZExEgA7pObyHamdollKITgUJqETteIRIRJ5Osbs2U6gQxLWswLTsV0QwULGlryCH9jfeXHJADcIBsziOwEgMxGigRkEOjlO+SvBpTa9J5eimkKHZITMdE/U8YEhikGNEkgEoYKCCImoiqJuHqRkuktuGHWXeiqHOr7PbxRIm3q5K2bKZ/S++eFv2IgGRGoijYDZ3ETACW+mxC8MRk5gkyb47VO/POmBKrSYnIZUiuI7KxY2aXjPKR0uPUCMw5BDYjFAQjYsyiLbKeloOh8xPyur23vbu/vb1beOcOX8w/++RkOpW9g4NvfOut3Rv9y/l0vqiv3Rlcvz2JYp999ii0sJiv3333je3r+dHJ4fHL8+GAr12/iUQaOLYvtfnLQY7oSbL60XGAya/2b/2zle29+taOeTk5qSzsZbiH6qr1ZRtqNJ9H6u8MD4+mDej6fOW3cCGX9dn67s03p+czR+71V1/7+Oc/ngx3nz59UY5NoBVxRTn86vGjN99+5fGjz65f20fAGGS9omcvz9exARKUaKv43be/9869D+I63XxAkFYSpBFEwKKnWIJTK2LMCHKmTNkpEhmbkIIDSyXLCZFMYXAAapTiErt5qSNPdV2wYeK0sENDA2ecYYoZIk/AiIzkER2gR3TGHrKM0Cl6dXnSyyFQeiZr2nEiwUZTT0RETMBJMgiCJoia9Epp+wWISJ0mWyG95g477ayNgJ3h1SRyxf3qCOQKpICW0qvNUn4vmoKqpmk1qWBTL/S33e4G6Q7A5HbZHR00YnS+U2ykfLarto8YHAMzeE/O0RVjmxnZIXM3OKRcJCRAQ0cEBKKqnRMkqFoUIWTvfGjbLPN7e3tbkwmTe/Hy5NGjp+vV8vU37r///pvb26Ojw+MHXz5qGtndPRgNts7Opg8ePBiPR1meicpka1ivF+16PJps1VH39w88w4CvPfz0v98dL11Wu2G9CPlPfnZw7/4/i7xdsQ52dhEdIe/s7DZNC0Dn57PLy0W/N2yDTLa3Hz/6Cs31yxGI39u//vzF4XgHv/zifLmAm3d7VRMfP31+8/bNn//88/e/8e7z58+d93VdN02zs7t7eXnZ6/WS2f5yvVgu18muIQbdHu78k//BPxv6oUVNugq4+sEiIjkiZMc+z7xn55kI2TNn7Dyl9pKYHBMnJi0ZQBdKjh0zpaN+dOppQmIk7kqBEL0DZGNHLiNyli5s9pDucueJPTEje/LeOc/OEzvcwAzUXeedwwBYsoFLbB40MEh2GulDzARsYxnT9SDp8ZOeON2Tp6MwpOu6a4o2RdUZ3SScMf1eB+933sXd92hmKl2g9L+33LtH0MZp5OozgJrOJ2KXKWCgziWmDjBh+hEgqPOY5YQkmIYRMAOIIqqSAp4ScyeNUJ4TQ3nTzBGoSV2vfea9d+v1+tmzZ4dHR87l9++//tZbb+U5P3321RdffqYq21v7BIUEeP7s8Ojw5LVXX8vzLEp45ZV7s9ni0WcXN2+Wz158VfauLZa1Bro4+lmPn/R7gAXU7H/yRX73zf9xufXhyvT0snL+mgRcLdvd7YPQmip5X5hynveqddjammQ5HB9Oq7U2NRzs3zg5uWDPZdl79PC8GOR3X9396U8/z/ORWnjw1cNvf+e7T54+2d8/ODo5EYP5fL5crlQVGcVsVbcJN/aUzc6W773ywW//8HesSYkB6Y2zBHsTemRWA3bsMmaP7IFzQg9ABoxXJsnI2OnOHDKDY+w2J13pCJh2/fGmE0hvIhIwA7ISGzlED+SNPJBH9ugyzHL2hSOP7IA7sdwVm8ogmaYmFkOKjmHocMfN3d1lH6IZGSbicBJkpzq4wlA2H1/fvLaRwm2660Q4wQ0ZOCHiRMhM1kWoW0cx74r/by33VPNfP/fMAI2IKHGiu5+OdapvsCQOT2c9y9h5JDZmcB45Ya5s3pNzyTxNrctzTWZpXUotIYBqst0DAGIUifP5fD5fDIfDGzdu7GzvSpTT09OPP/nFer26d+9u5guJKBEePng6u1x8+MGHIYSL6floPKqa5vDo6NVXXl1X1cGN7fFkzA68w5OXD954JZesCsXWs4vXjubffe2bf58G2srZ8qIt+ZoZI/os6y2XFaMPrdRVy5y1AUIbb93aPzm8sMBHL89Hw8lssTo/WV+/OXr85Pns0l57Z280mXz14Ohb3/7g8ZOnZxcX91959fmLFzdu3VyvV4PBqK3bpqnFJKpOZ4s6iBqomDRQTeV3f/uffOu9b1mtIJjckA2grpXIJ1Y1pUB0MnSWBA3ogX1qTMxQkRKPJYHuQLSxq9vwaVNv25FOk3UMAzv0HtkjOWBvLkf2SBlwRpyBz7ETg3ojB+QRHKSdKTlM/QxswLv0OEoNegJMpLNjSd4EsBmc054szbMIhEybHL1u/3j1qrvBmjohBaRzm25xIkKk9C0k5+uNM8eGFwkoYioJ9/vbPq6m9YT8bxbElPS6X3dF1H0ZYzZiAIyUlk3OnOsOejqU0OnDE7hlAEoIaW/CuNmyEDBj2zbsqNcrnePxeOizrFqvYwxVVR8dHW1tbd29e0/E1CxGefb0ueN8b3f/9PTs9PTs7t37RPzw0eNbd272R/rwi+lo0js+fRR1NZuf+LynUGlxx/r/4NnFd978zj85WpwDL+rFclIMMuC6DrPLZZ73JUJVtaq4XK4RWdU3Ie7ujU+P571iPL1YtKEtevnnnz7t9fL9/fHHv/jK+fKj77759Mnh5Vn9zruvffbF5zdv3xqMRut1NZlspXeobWPd1IY8X1aXi1VMYIMitG63f/1/9A9/b1gMQYE673Bog8YIMQGKSTfsLF3t6IEcoAdgQDb2uOngDdGYEr890VfBcbfrSzJiS8tvRmbk9B6xsUdy6Dy4DH3OvmTOCT26DClDdOAyShEuyLRZ94CYdmZa6bpnQgYDEIO2laTqiGqi1iVibFiWyassnYZuPu0gks0AmlqNrl/vsoITEsqMm0Vl4vikTkY3u6tuZ28bbvHffrtbSrtOS+BONHnFHQJI0096FanjSmuz5HngPDpOy4VN8jIl0N2gm6MAAZNpMSIyJ/c16PgUYCHWEuO6Wtd1HUUcc38wWMwvV+v5nbt3b964g+BCKy9fHs3m03v37m1vbc9m8/nl7NatW2r61cNHRdF3rnj06PjWvWGRudzlvaJ3erree0UCbfcG//HJ7NsX9d3BwQ3Xg9wNZsdxMhw6X1dVYM6Y/GKxBmAwODk5dc5XVRTRLDdp8ezkkimrm+W1a7sX5xeh5tdev17Vi8dfzcZb/tXXbv/ozz6ZjAeD4eirhw93dnePj08Hw5H3fjabS5S6rpqmrZpwuVgKmZIhkQmuLuLb9z/89jd+RdvuwlEAidY0AYCYmRjRAToDNmMF7hoDct1CcHNnb94UAu/BMTruRHm0aa83ix4AVCRznshh98tzGlU1kXUY0udTiRMzMBkBEnY+z0zI3T2tAFHNFKNAFFBANVTDDeUX+UpJnaTiXcXCFX/466ai27B2AGi6sjvfmhSx2+3BOq5u+qSpJYwodQ0byRyq/G1b1WQJljhEnYdqei3dg8ZAOs9uUgUiYk5wVUqFVwNFNObuBaRXk0SHRJ0XDyRyPAF3kX0dqxMQVeNqtSqLoj/oDwb9umnOTs8m28Nbt69lPru4WMzn9aOHz7Msf+XVe8x2fnZeFkWvV67Xq8ePHjvOnMtWy6g2ckVtEcb9rZPDS9Wh9I7z0fsO/v7nn8t49+6yWjMVKIPFzEY7O8Ia2tDvD1LHpyrXr9+4d++ec940MwV2NhhMzs4uxuNJ21b7Bzu5L+plU+T+nfde/fLzx6dHq1de2Q3N4tNfPL1x69bTZ89X6xUAHr58ubW13TYtIMQQ2xCD2KKu100VIQBTqxrWwLH8B7/1H44HE2214yUCtCFKCsJLaAkDsqJD8sSb3poSg4WBHW06VkBMNkddA5mKIKE3V+Cfc8S8Ce0gdM5lRc7ekSPglFjAyITMnM4HbtprJuIkNO4icqN2JJEoJJFMCYzFOgE+pC0VoCNO+9SEVW7gyk5/nVrZbu+OiICioGLYdRWbffxmILGNetzSdpnpyg4t8ahVLenx/v23O3YAZ6c77SZmwA2C+zWVcQOlI6a5h1LLmOo4zfXp4WB2NY3AZnpI7wptjnWHGzCRmRioc265XM1ml977ra2tqlqdn5++fPni+PDk5Oh8MBhdv3ajqeuqWvf6vbJXzmazpm28z27dujUYjOeLRW/Eod5aLdrjo2eHhy9fff01cgfZ4PWLS5hNm3feer9aCUovBowqrjdq1R8fHTdNC4Cq1jRNWZaIWJRF2eupKgD2y/7F6XQ+W04vp/1R0SuHbbNazNfj4fDg2taXnx5nub3zjZsvnsxDG/b29k9PTvf29szs4mJaN41z3jHHGEOMi9WqiUFNxVTNmlrWi/bV+2/+0nd/OakHUrO6Xjd10xBTGvQ3baGxQ2JIWkdiQIebDrPjymIX8gldP58w9o19OXS6aEgoDSfdaBe8a8RMjsgxJjaBGSCQ41QE7PiK9pIIBUjARIAYxGIEEYvR2iibOofk695dal37kmqte/fhqnGB7lgyd9d2t5ZJHXUH1G+2Y50iHSltwjp9ahIMQIe+qwIYCYEQCEKXYrohLUB6cQzQtWeQ9L8JTUojEAOBdYwxQ01ZUITKBA7BdXSO7hBuwFRUA2QwUuvcJhVQIAG31GGREhFQm3DStq1KPhi6GNrp9FIUTD1zJiH0ynI4HDWVLqbx4rxSstni8uDGflm68aTH3i6XF3VcF33lDMvioFm5QQ79/mlJ7xm+/vNHn+zeuJnlueOMiVbruViTOSa1ZgHj4a5iU+YTDSAhXs4WxsHnDRo0s8n1G+Vy0RAMQhxCrpPt7PmDywe/OLp42b716rvL9fTx85Prr94th3L8+eza5AaCBa16w36IqgGgBWhjbEMTw3K9qlZrC6rRGLO6DbNZjU3vVz/6rWE+ZDUDiMgRshjbqDVyFGsVTQiMDVxkDylpI60csePyGpExAZMxguPUP5CpQ/OW0jYQDA29Kql6hVyJBbmlTMELeBNW8o6YkREcgEfzKGSYpdbFgEjYR9ysILs+nqKgqYqYpNCO1F912CI4Thv67qSooBpaQie1OwOJUitgTVoCIxiBGAh1Xo6QCMRMiiaYBFydc1hqQFRTs0TpoZWmXuqu6a6VN0jaAQLcEBvZYZJcQAf6JEcNtS6K6go8Sk8Zo80MQYjMDJY8ersxGbs5NT0iwLnuL6bhYwOZARGowLK+8HmGDJfzpahNJhMwXq/XoQ2TyWR/f9c5d3Z6Np/Pi6Ko6/rg4MBUY5BerxdCaJrm4OAaoaurVZS2qpavvHq3biqiYrmMy2V1686dqmq2trbH48n5+XR//1rbtm0TMp87n8eo0+lltWoc0dZkx3kHlp+fr6pmPRj6LG9DqB3m05PqxrU7z58/b+rw6WefL5fr7d2tz7940LbhzXfeUJQQ2tFouFyu8iyPbUsIITRN24S2BYO2bafTadu2FlMcEjR1mM+aa3t393ZuakzvqylojAHR1IJBRDSHSHxlst7dswk2SB5MpgTKkMCQZK0BCiTA0bmOoe042f+TAyIlZk/kER05T8xpiUkM5Ii8I++QSRGMUAmMcGMKkFSqYAoxSAhiBrJBHrtHeSKpewaHKZwANjd06r9TX+BSd9QZKKRWPakfOsm5bToZREwx8ETIvOEXJNrApuFBApU0pXA6AOQcpl/EaGTGllwq0YPLulYEyVxGPiNAMxPsnoEdQ+9qmE6F3p1gR91uD7qpFDvrZOtyDhDTzEr09XPNksu7qWpLCKcXT4khyno42JpMJtVqtVxUvV5va3uSZ9liuZxOL0ajQVHkMbST0UhVZpez7e2d89OLy+li0BtkPr88X6yWq6pecCZ56VUxy0fPnpzubB8MB8P1uhax1apaLte93sAUVXE+XzjOVDDPitWqWa3Wp8cXYMRcPvzq5WhSZGVx55Wt9XLBkj/67Ai1zPvlwbUDMLi4OH/tlVf39w7Wi/X1mwctVefz06quGZy2Vi3XCOo9mCoCxBi9c01dhzZIFFUlIgS+vFjH1n/7m7+K5iwRGC1Ayk5K+2yCZNrCidZtmkDebnZK9yh5w0zNISY5WYo9Ss9XQ0q0bWUiR85R7ihH9EQeidMkluXeZQSUwgIQCBQtPRM0ceFR8WsIBWM0NUQg02QUB6qgZgqqnfV/RDJk0GQgmeQ+mGxQTUSvikrFrtTfCbK5cnP5Gkg1AFMmTMu1ZCpKG8ksYlL9GyLIxpiVnANiRDZzhhmaAyyAC+AcOEN0lnZskMZ/BmZIoVNXZ+jKV8c2upXuIt+8MiRUhJQHbxvmo6UHalKQpV4f0uc32zWgk9MnQavhVo9duVgsVOXa3s3JZLKYLy6m07Zpbt26JRqnl+fDUR9QXzx7PhwMpxeXhH61qDzn1bLyXNy4cb2q5/vXd+pQF71B2+BqIffvv75aVc+fvzCF1aqWCKo4m69fPD8pe/0i75tSUfaatXrnQwOxiaNxv2kFEWKbHewdHD4/Xs7WYdWenlyMxqPJZHLz1q2zs3PH/s0333r58mhVrQc7vfn6cms86ue5A0ARRCFWx4nRIWnGAU3pQ6m/hbZqneVvv/F+WQxScotaREMJEdQA1DRyUhIlSREDoDGjcxsonQAoIrVAgh3Ba7M3TGxeAmMAMiWNGIRa5daoZR/JRfJCGXCG5Nj5jB0bg6JZssYmMNQE/6tFM4Gr5PgNN8e6rXyC8IAYyQFz0v50TN9OQ0sImIp1cysjujQBWpL+dzxe2EDy6XZPRAIw21AZuyQy+vr6R8TuaBI5MSTzht44R5cj58A5YAauR5wBZeZyIK/kUyjC5qvC1dyp3UZgo37EDhZFQGDHTIgdM6wj4KTXyR2yiY6QE4DVHRskYtO0deJlPZ0uXkaLi8XKZVSU5WK5Ojw8XK6W29s7B9eunZ2fLRbza9cOer1iOr3IsizzORr3ev1e2VO1pmnBKIZQt+veoBCDLB8uF22/P5lOF00Th4NxkfcdZVuTHTOu12G9ah1li3nV1iZRm7XV67pZSwzifbtazqvKHnx+uryEvZ2b09Pz7XEfNIrIYrmsqnW/P/j0409y9nlePHn29P5rd8xaR7I96OUIjBZDUBVVEYmMGGPDDp1Pt5KEWCk0zNDv927fuHn75q2k9NRooVZLlqWqkNREasmUlzoFgSZUO/E9nBcgYVYE1WgWAFqwBqSGdLbV0BjBG3jTTCwTyiL6lvOILgBF6EJCR6byOgAAl8hJREFUE+jWHRgAVY0GBmiqye7ZrmzJuj9G5jPIC+r2r9zZB6RxM2GQ1gUugplxWjgyJX8K+Bqr6WDTNMNu9kod5cA5ZJeCmbqNEG+AHlM1sWRClvqbxI8kzABzgwwwB84h62FeAjl1OWQFuhyRDdnYbTB1Av4aZkmXysbKMIFBAGaakC8RIUydk119bxuMU1PjBRtstSPlJNEXQIhmZoenX5qhgkWp26Zt25YIr127hmgvXz6vq/X+/r73/vjkOM/8zs7OcrkcDEbzy+XO9p7nLLTaK/pt2w5HAwPM8kEUms9XeZ6rSFMHEQDgo+MzAMeUj8fbw8F23bTLZXV+PiegupK97d0yG6LxZNzLvZ+eNbkfXV62e7sH89msV/TLfrG9s7Nar1QtyzIDfPL46f3b95uqrqr1ZNTXZnVzf6tgC9WKidQwyxgsigbRQGjOkWrUGAwkSkDUXpFtj8Y3dg4gpBpFjZm0BEIS0kqHMM1FYokAuFknYbLDEEFTQKEMB+N8/8bWqze3X7m3+/pueT2HbWr72mSxplCnRC3Q7m6EpLvvduSOUqYcbXaZSWVkaRTd2GolCRIiICqS+gy8B59BUVLmwTEgGX2NRCeRNZkagW5GthQthpQ8DlQdboic8O+0D5vy71oMTKfODLuySs1Rt2FAvIoOQFV0kF+RzGBD7u0wICJgD+w704ErHm/S3hEnoCYVK25QJEg/8YSiIpoqiCZdpSRuapqRExlMBBA6XgfRxohMIbYgMSrA+eXTd177rXWokWKoIjMfHBysVuvlcrmztzvZ3lLRy8u5quxs769XKyaeTWd11eZ57+XhUULSVm27vT9uQj0ZbK9WgZ0nsNyXR0dH9+/fvZzOTcAUEbht4tHLU0Lu9UYXly+Wi2W9dnmRg7rVvN6d7F7bu/7Fx0/efPvd1aLNfd20zYtn0/2bPBj0T05O3333rR//1V/eunX94uJ8OByUef/w5eHeqL/Td6MSl05A2hBQhJjEexKpYwCVFkEyz6LWBFCjjH2zqi6nFxQcVPAr3/8Bg37285+LKYA5zxoVTCUpLxhRLFHSN+pPUjWTclTu3ji488rtt/vFZDLaEpEobdErZ4vlcjWbLy8Pj5/NF+frZmEQo7Sqa+vMIDomDSRjgPSeaWeCRZAS6JJCNNF502iYuuc0mm72QQlcJugSdwFMLYVxOAaX1Mxdo7AhaiIysYhics6BDmbZwCSb6ldLUnRIqj8y040eqosvS8BmsmpEQHRJ4NFN9onaxQhmzAB0RXQ2YiTu9hGpNex0SwRqnXPNRgxpZiAiVwCqGSTWseimn9PuiicE55KVYedam2IBRZJKEk/OXzqfIzVNuyr9zmg0uriYrtfr69evb21tVXVdVdXl5cX9+/cuZ2fOu93t/RcvXzjvZpdziTIaDk9PjsthZkZmDswdHx/mWTEYZBptMtlSNUAyQCJ3+PJoPOkB8ng8IGADzLJ8WjeENOiPphcX1TlLg2cn0/c+WO7uDwb9cmd7v1rm1brhnGazqYi++857z58/uXHj5unp2e7O7un5MYowYLU4B2uco3YRmoBANXkvaiFAG+oYW+KMyAO6EKM3m18uqMfffP87ZvH1229+97sf/dHB/+e//C//xcgXEgM4Q9Mk1zNNIDZqigIwAALn6fr1b967+c2t4e7+5AaJK33mezgaFsTIBw6J1s1yvlrM5hen07N1vVrXq3nzYrm6nM3PV+tLJSEEs5CqNdUYEZkIYGfdi9ilSmpMUhJjRkZTM2dAPrFlsOO+InUuSY42G1/CDRUlwTddewyWHv4Ana9lx+dMOEdnLIKdpRIRktLXOxzbEOMhRujWGYbJgtPledeEpKdV2nV1+wkGQHMOyWOig6Y1tUtpTwa6GRsoCZ3waz03dQmspKqmGKMBkJqKoCqmcZyTbwgYblReIiARQkCNbDFmTNViPp1+Vfhrzu0a63w9a9uws7fHPruYLhbzxWq93t/fCy3Ua+v13csXR3XT7I9HMYoZLZf1bDa/O9xDlF6Rt2ubX8Qil2HpZrOV5xwxD82a0atajNa2OBxt93tuNr/wUG7vjk+fP60qBGsvjhe9kpGNkadH4eBaL4R12Sv7/XIxXw16k0lv5/njp29949V5nbewzHssGq4d7ObNUleri1UzW9frtlYRjNhSZDAmCi2u1k0dxWfqXaAQYrBFo1U72+8N33v9/W+8+8b29vXQun/4W//TR1+e/eznfzLcdgJKjIBkAkjGWYLdWNUAFWJxa/d7r935fuaHGZWrpQx7RRSbTMZ5nl9OL7Yn/dlsDui2BtdG/f2tyer4/Gw6u9zj+71+ASyPn3/+6YOfXCxeGq3BRYpp9LRky5+6dEveftCJWR13EkCXIE80oJS/my6xdMUB28Y+8Yo2k2Y/M3BJs0fJ/h8BkUCk841WAUhsXgRDi6qeOt0qmkoSzeFG2ZJeLnQ+SR2GYkA+B5eBc8YuBWwgOWSHSTrOHtgjJ8I6E3R2A11XtBGTJ3u+zbYs5ewpWEoI3vR9UboQWTMkZLC0qEu6GSNCiSqi3c9PCRRNRNu4Wp5knkMAI22lHQwH7Nzl5XwxXznOmFxTh8OXJ4xFaNQMrx1ca5qmqesYI7Mj5u2d7RDbsihm04WDUlpaLcP0YgbGJnR0eNo2cTZflGVfAjx98nxdN03doDEYNU21XsvBwW6zDmIB0Yb94eHTy3pdSbAo0hv5ovR1Vd25dWt6fj6bTSc7W4vVAolns3Pvmun5y3q5aOt2OpvNl/M2VCa1mogER2RRmybUbRATIjVsCK1tNaoWRf/s5Ox/9b/+X/zFj3/UtLi6tH/yu//Z/t6tthZTlJTpadzB8l0+HqvC9ujG7YNvQhx4V+ZZmRU5OuSMW4mnZ+eT7e06tlHFZ94RxxBj0Mloa29nf1LujsuD+9ff+fXv/aN/+Ju/9/6b3xtk1+Mql8AiaIapW0jKwrSVTM9n5ynZ4xICAzhGn0HiwzoPgAZoSMYe2CGzOQeZ70RYhETE0NEjMEZNcE1Qk2RWZxs0D0B1w4/vtv54JfH/m/9N7RNxwly7NZYpEHtyGXGOnCU3JkBO83UCZQFAiQBBiY0ddhHGG3lIEunR1YKDiTdUoeQLaBtb6wRQJqaMgSYSfDekJuq7gSVNTIcuQeLYPX/8uFd41dg0Ta/seZ+tliszGw4HolKWJSM4JkOLEpndeDwRUQMbDgfO0b37N0VbU63r9vz8Qs3yPGf2YFSW/aZuV4tVluWEPJ/NTZWQ6yq0jVxeLgi94+z46GS5rBHd7Zt379y5u7u71euVz5+/7Pf7eZ5X6/XBrcnx9FG0NXs+OZ2RlaAZKW2PipdPf7ZcHK2r2Wq9im1om7pt1wqNxJpQADU5CK6rVds0qiqidduIaq8/AvS98Xi6uvg//xf/uwfPf/Hi5cu6aT766NtNE8FQpcuLw6tdOFKMgJbfvfVmWfRjDKPBwEzXq9Xsco5A52fnPsvns/mjR4/ZOTNYLBaxCcNiMMh7t/ZvvPnK/evbEycGa7u3+/o//rXf+8/+w//5r3/4P9wbvEk6DrU3cAYoIgCKhMyMyZ5uw8MhSiCcsSPviTeIOHPHBkukcUjeG5vhIJnZXDmyJHOWDmXfEMfUQKTjqyQ219Vua+P2le5eUIOE6YpCFItBQS1hmg46AS8mx3XR5LOH3uHmkYDcgVDmmPAK1Ux7Y+uOORKigXMdpfOqHbvyrk8HND2m0h4hOcFvEBtgIlIMCqDdRs4iZMhPvvoi/NJSIgDlTduEViXq7vauhFCvV8PhUCSCGQK1bdje2To7OzfTGONwNIgSeiMnWjP5k6Np22ho2vFoe3o+c5w3dWDEfm+YZUW1rr3LTCEGbSv1XDarZWilLIfT6WLc70m009OL1169VRTn58tlmeHR0dn16ze/ePDZtmbj7f5yPd/e3Z1eLEbjrZxcxsHB/Oz4swH3F9Iyl2DYL4u6uWylUYUs5ygNEpnGUNdtmzUNiMSo6Ch3PltWzfHZeUPtdP7yx5/8yTdvf+/R00eDwShVV7LvB0VBsQiW3Gkj7e3ePth7NSzJszfV6cVFUWQ3b9/R2BZlb11V8/ls/+Ca81lTN72yl2dF0zQ9V5ZlL8uA0a3WdVW1BpDl2Whvb+879+7fefuLp7/4+JO/PDl/Qi5S59yridHuPaUCTRhdsltKNMkkOvVu4yXWrf/BMSKhiCEl+2hDBhNDQmYwQDFNFFnZwO20odN0cdMKYGgGIpbSsTciDxMFMZDNFiiVNxmKbnzUriZj7B5RqXnqbt3NmTMVSf9A8iff+AheMdQSEUcRMXH5Oh17irq5OiacrgfbTL3JGwLQQAVUTKNpEBDACGy0Xs6ePf68V3Ky0FER59xivlivV+PREEwJoSjyqqpFbL2uZrOF93nTNLP5ZVUvfQFBgs96MRBhZkpFVjZ1NMGmCicnF8PhJAZtm9Dpz4yrVdNWgdGvlo0pEnIIcX//2sMHT06OTlRFY7hx/daDLx82bbh998bp6cWNG7cv54ssz733q/msl6mzi4ef/Rnrqo2LZb2YLRcxhl6RIwpgy6yIymRRWpUGURwDWGjbhhC95yhyfjFdV7UrvGZ2NntRrVtALMqe97kKmiAYIzgzMGMVUgUw3h7fKtx27nuDQa+p1yLx1s1bzDQYDtu2nc3n+/sHgBQl3r59czQcNuuVtgGjFuyzrKyacHm5WK/r0Gq9but1sIjXdu//8oe/8Vu//rv377yr0au4DTxiuAk0zfK06wXnoRM6ERCn/bqlftgRumTvvKkr28x/qYntOiWEDfPRNrSwlHDEEjsCfzKQ7NCXDdPsioCoBlFAkhW7IGjy7aINZ2bzdxARDEFQo0EHHKVnSVeLmzATVL0ibHQwPHVy1Y4umsicHQ8IcGOoAwgpsrBb8CJ1DLK0eUYlSGE6EaQFbSNo/PjnP85zDm0bQ2DnErstz/O2aeezSwQjpLquy7KnCtvbO2VZDof9GJvxeKAaiH2IvF7JatU69s5lAJxlpUSbz5am5Chrm+g4i63EIMvLpUaIQQm5bWORlavlqlf2CVzdtL1e3jR1jDIcTg6PjsdbY+/7bY1ZVoi0/TJDrQaFXB5/7m3miMRs0VartlqtK09Y5j6EBsxMopkQqlpE0rxgYm3bBswA9fTo5fnJ2b27r3z4wQeG4HMu+uXB9ettCIkBkmxiVBQMNRKCT44yuZ8wDDy7svCz2fTatf0o4eT0+OTkKMb25s3ryMje7e7uTqcX5+eneeEPDvYm4/F6vX789PnLo6Oo0huUWcnRWiDNen4y3BsUe/s79375O7/xyv0PRTIV7ka1hKl3GurNLwaXpIPJmcKl+Edzm9SdK9pIKtZOoGhfiygS00QkeaOCASU+ggik2ick0GQpg1dFekW4Tbta63ofFLXU2BAjdyEbkvKtEASTZNyUwAiMNKJIapgIjFVBoiVB1NXV3m1SO4GJpV0RfU087pwKE6iv2jm22ea3wCzVerKa0KAmRgKkljt48ezh5cWxqYiIqjrnvPd1XTlHKtLW1WIx81meZYWKOvZRBADKshgMem1owKheq1leLaMKVut14XNGH6OFVkIT2zaKGBpFUVVw7GMIRVasF6tmXY1GQ2KeLxZ51mvrMBj0nXfrqh5vbTPz6dlJmZerVZ1l6J30StwaFg8+/WlcT3OCuoJ1I+sQqtgEqVUjI6lIDNFUVKP3jKAqNZMQRUgAeL1iiq/eu70z2e7lPYggUc0sxnaxmKt2gb2WHrmKZs6ULSoCFH7IkElsQqjGk+HBtd3F/KKul8hw/cZBGxpAizF8+tknl7Ppvfu3bt+5KRqnlxdqerC/c/vWjd3dLWJYrRbseDAeAXFoQrWoPfZvXnvzG+99b2vrtsRkrZT4s+ZdpzAiB8iQoDzmBHmLI2RKrk+dSfSG/4JXt+FV1aTdPW6oLyk3MGEYKoYAoBjFCFKX0a3YOmPUK1p5Mh0WALUoYikmGYBC0E3UNaiARlBBFVRNfQVotFTrIhBbs6SktYSSQvovQNIMbp4EybO4e9GwyTCEhNYjgveY4kSINu+Zpa2BSlRV02iQ9tMCEkOoV48ffpllLoTIzN65uq5TV7M1Hs8up7FtvfOXl7MQpaqq1XKVNM0AGkKYzVdVJapelbIsn13OTG29rhezRZ6V3mfOeTQU0baNmc/augHDyXgcYptlGbPr9/uJAt02zfTirCyL5WLFlHlfrKs1oCG0bTNXWYyG/vFXXx49fR5XFQv3+7vbezfy0ZCLrA1NDCHLfK/sG8BiuW6bpqkrkSbGVrUVbSSKhKjSjIfFsJ+362o1qywCAYvG5XJ5cnLcba7NEu0UABCdiqW7IPOl47zIszasb92+Xq1Xi8VsPBnv7u22MbZtczm9WMxnu3s7u3tbp2fHDx8/WKwXvsyixnpxyRZ6uRv3e/u7B6XvX56tTl5eXpycr+YLjdzWNB7deOvND7OsH4OBGZl1TRURuU3Fdxw1YEd55ihZVCQcBjBtYZKvRYymKSgeOhsp26yiuvJQwI2w38xMLW7iQOjrM98NAOliJQRUw41eN3VJogaEziKYpTxOTEGYKYiTiaKaho75BoSMhgDChmbgSMSoG0yTfw5SZ+mAEjsnsNT04+YCT1e5dmmdXe9EiDFoslc2Q40JagIRgMgopqro4PPPfvHOB9+XaFW1EFd4zjPv2xDMLO8NgfK2Ccy6uz0mhwCyWi6KAeZlVq+JMVvMm+n5wrF37KrVwjmf+2I6n5VlEVsBA2ZGAwIITSMxZp4BjMkjro+PTxEyMx0OenW1Lnul864NzXaRT2fnLgMmiBDHW0Pv7fz85f3712/t8KNP/kwwe/NbvxTRwHGzXK8uZv28d/3mTQG4nC2ml5ci8fDl87peoDNyZhoIlcgcOaZ8tVxpEdpVm1s5Lvd8ztja0clzJFFIXCMSMzKvYkgY1Rv4oGao5Kif99umfvni2d7ezt07t6bTy6quTGV3d2c0HJ+fHZ+eLlWiBMmKQdVE5/ykV/ZHLogtFuuoVNdhtWqaIHWzamITVlNwFMBu33jzxY2vHj35K98FuqBh0vQQcbJ86ew/DAC1Q1MSEI6JIWUpDWFzXSIhWHdzXhUJfu0gkuJaO0kGJjKpuaw7A9j5SCIkH7WExqsl91brEhnQDJ1ESkMnIsWoBIlxkKgHgB4DABKyB0VFBhEgJNRkHWIA5gipS1bbrGvTEirFRREICnQ2hd1s3U0WkNartuGZIQhaBIxgACqI6kwEQYns7OT56uLcFQNTUQHyuZoJ6KpuXT4myEF0PALnmqYWsqJa6fbuOEpD1m/XYXlZkbKK1asmNOrIQ0SLCkBN3TjXI+TFbA5mDKoG4+EwtDWjzzyFxmJcOuev3dh78aJG8lkhsSGxpjeAqoqarcHa0WByfnY4GRfk4/b1vdH2bzw7Pg9+sl7ONMa2aqNRPui7jKWuBn0uiokR3nvl5oMvP61CpaihqaOIKrU6WK2pllmDp6tZvD58Z3/4WlZksmjmyzPypqgKDCCA5lWJQwRQ8Gq5YkTXsFG/11ut5m+8eW8yHh0fvqzWoSgHO3s7EsLF2Vnhc3Du8OiQ2GVEo+3J5Xz56dMTe3xU9nplr1fk+WK5bOoaEBuCltAwqChhgbj99uvfu7g8Xq2fZS5ZoRImCzGy9KAnVEJKTK2uLTG7etRbsjEQQETRyMQGaJZC3C05hAVJ+SGdFqnTjqBBgmtSF7wxJuooLIZgZJooWagGApD88UGNTJ0GRUCJRiimEDf1CpJUg+AMxGFojA3IQWzNJXtYh0nAmk6YiHi2bsTedDUxRtWOrZ8IYF2vv3kOgJpIJ+kyMYmCgFEsZVeYKJqZABhoW5+fvNy7/aqZZ2QBZOZquXbOe2YVjbHJslHbBu/zuhEmKHtFaNvLi+X5SVWvGK0Aw2rdpGmjbQICMrFzvlo3Td3k3qsIKGTs+r3++cX5erXKs6zM8waxaZsmrjgH752I7xcsUUf9PqiUrh72aDF7sbPVN4R1E+tWR8PtW/d2Z+u6qRowlSgiWuRlU7cxaogSYpyv1nmRvfP2exenL6t1qFetmTMVzizPkDyZla/de+f6dWxrJvC579d1dEVuFKF7UptSRIKoYCYO8tJRZoBGTNAbD3r94smzR8vF+sbB7e3J/mK5Pjo63N4e+bLs5YPJ9rhumvliuZxfZC7b3R2DoYjEtjmaXrRtHI8nBwfXzLKzi5M2LINIU+litdwZ3fzGW7/yVz9b1fEic5LImF2/raqqmHRG0cxSvXbx84ku1WVLAYqKCgBG5GQKhshGADEBLNJ5JiV+gYihJ5VNuliiKFqSKQEhqFkKX0BMDYt1vdOGo+5ISFVBk2NZx60RSUwuICBj0GDKSM40AhrEZBnJHW9dFFJMWYzCvOlDNgCldZGrYGndZFfnIflBAgGKQCL/SzQTNAGLYAFIU2oFgIERfPXZT2+/9ta8imUvCyJtXBtgWRRoXLVtlhMitE3E3DdtOxj0B4PRydkTixwbaOtoscmzfL2qRqMRo1+u5wDofVYUxdnZaV23hc81RkIykLauUU2j9Af9PM9VIhf5qlo0ocnyXMUMNM84yrrI47XdAnSFSMHqJkLdiPeFLqVtV8yW9mghRkYkYjUgcsxUVaHMy+VqdRRPd3d2PcpivvBZKQHyAssej7d2wG03wT99Pgfxy0V4/fV3dvb2zy+fMm8COAxUR6KtQWtCRJmpxdCW5IvcZ1n28NEj03j/1bsI7uHjB4zF66+/MZzknlxdrVfLuXN84/peEqtOL6vZ5bwN5hz7bEsEQivHx6cAHkA9FwgWoJ0M97JCfuXbPyxK/tO/+q9MA5JGEddxewGJQqsbg43EEcBOzqCdH8Wm27bOpBsAU0eAQMxkxmygKdSp6wa667L7f0y2eGkITFyCK+DEAKOkqWCDOhIikAuNmXYxa5sIWwQ1iIgAIKjBIgF7MjEJyoQWARAtAhAwQZLeOrZEtrQN1p6algQVfc1JQyRS2ogBU6cFBhIUlNCSjCV1NWaqGgS6+Ce6OH2u0hqwpj4OqSyKLMtCowg2GPZDiKPxSCRxaA0Am0Ys5hoIIphg5rK2riVKta7bNjjnNWhl1Wq19kQxiogwc+HzarUs8mxJxgim0UyJEV2ReRBVA1FpmHk4JObCYNXEFpg1apczqrZerthh0EhAIoHJOQQR9S5nxvV60bYyHI00Wts289m6V/it3VunJ7NojUIr2oToTk+mTx6esNvOix6Zm4x2fvUHf/ef/1f/+37PdRm70IUOIJOZGUXKYsvL0aQse/7s9GJruFsO8uViaaZ3710/2LularP1RbWqEDSGYLXUzdox7+zslgW9XF0ulxWgV3Oz2Xq9bohc3dQIlhd55sutyd7W1rbLrOzBR+//2tPDL589/8ysShlmAInMCEAQJW1fSBVVFYAS5oGApklO2klCtJvxEBB0kzsoaht+fWKeJOvqrnsRMZdBxy24aicsfdnE6wEGbMW6QVYNyJw2xkygaNEQKMaYWJwSFQAoOdszxFaRARCAgRk1plUwYKLHmSmQGoB0xxG7QicF/RuGOXgl1U24EhlKtBgs4UIxmASIjaEwmqnohs8JZLpcXLx8/vDg9tttu3ZuCCmuVnS1WuZZrhoRwZRWq/V6vdraHYcg9VraZaUBNUKv7Gc+c+xCG2JUJvZd7pkSYJZl3jsQCQDOs5qKBmIM0hT9rAkKSL1yKAHatsoyK8tcdRFChaCNoXLPAGLbAggjkgSvlmE+b4LnlGCObV2nnX+SC3p2mc/WSMPh2FRCJHK+NxjXzUXUEDU+e/bi0ZPDIEVZlARM4JD4zTffLPs9hQaSVwOqwZw4sVBh7/peXvY4d4HixfmznivLzLO57a2d0aQMTfv02edVHXzusiwjdlmRg2mvLBhwXS0A3N27N6uqXSwb53p7e3ByMo1iIs26WhFyjGF6ebZaLwAlhDW49s6Nbx6+OJLYICqqMfnYAqKZT7xAMOvgwmTGmzK+RRQBgVhUxQw4lTFqao/FBAyxs4xOsaXQmYppMtLQFKGs2m2dTJlpA7SDiEm00O2kgIiiKCI6CyAhkVsg5TF3SvDUlotpBM4oLWcTlqkCSChB027WNAUfogBIx+VN9BdKTxncxF11oFL6zcS6MQTRZCsoQSWACaKBtd3TDgDUEDExkPTP/+gPfuc/uqNgWTZIS7nVasXEjrmuq+FwROhjEMe+LPtNHUOLl+cLtDz9aNbrdSJ8SpSiyNfVcjAaVFWTeQegGsVMizIbDPtVVRmxy8gsiraDUW92OavXi7KgPLcs05PjJ+NxMRj05vMLLncMMxFRMEQ2iybRMzlCBsqc896vRZmccxlzVrVVjNrvD2MQMMqyoqorlxXLdc3ERW9AYBezy6ePX4aA/WEBGJDM1Knqp599ohYRNckDNqgXSWOjfOf1Wx9Mst2x71OIKi96g2G/6A/HW4K6XEybtsrKcm9v33kHxG1QRI4hrFarIvMIoLExAe+pyH3dhNAqgKzXlctZkaKoGYDFdd1W62WMIS+Lg+3Xbx58/uTliaARQCPCyEn/AQgxdpCpmSUzSAKUoMnGQESBOwQHCU0h2T2mR6R1gDyqdA1Dgr8T1YoQVQAzwi7gsouzTocqKdExlV9314KaOQ0bQXi62je0hESlTLc4dqFh0CUCCgIAOtao0lFoDEFNkJklSsIXY5tGik0uzQYz2nzSQMGiqYBESNi/JoKyAEkXZps2bK0kQjOcnz7/9Kd/+c3v/Hq1WpDvqaoJ9vOBqIgEU5zP1wDO+7wsehcXs/m8ImMwausWlYAky1lUVYAoRwQEXa+XWZZJDEyQlUXTVEXpgzTsKWNHTIqCYD6n4QCGo+zs/MVPfvbjN16/Pxhutw1oHFBgdqyiTJ4YFaWJa0anyAjoXdYri2ZdETEAxRhjjCljuqqqzDuNqmJBUJSrtjGJGfHLo7PFsimKIRCgawyjBKcSHz192EpdlE5EAFUVIxShCZm5b7z51lt3trZ6p4U+9DzLt5WL3dBoU2M+3B4VpXMDxMyCgUWERFWAotfr9QehqU00I62bVlrJsmyxXMzmy6pq67rSltVo0B855xAkxlot9nlIlMWqunXj7suTH6XmHMHEIpDaxga3S1SPECMApDDtlNIKqeINQc1IwRFwhhqVPAGaQjfpQTekQPKVsk7O3R0AFYWUImsdBCkGnbd9x0roeDCq5kzS58BUCDCRdBETuSD5oqWOyhg2jBxHiKAi4LrRQa2LRU7ZUSl0oVv/KhiYSFKIXY0Hm4g56JqzlFGhAl9vanXzTUrKBDVFcEQ//8mP3njjQ+Vx5oqkSxHRosjTenmxWJZloap5Xlw+e6YCCCRBCImZYgwInAgIjtFM6roWFUSIMbYhlHmuqkGjgbYhsmcka0MD5HqDrD/Ejz/5i7/4y3/7vV/59o0be4t5A1o4N0JRQgExR15EFBg4j8gIVOR5WZQAkGxIVHTdtDFG53zawnnvRJWQY9QQra5bAM17xXiyc362SsA0cBQJooWqfOujb//iwZ+oBUBDwLa1CmqH9vbbN957p9zqP8j0eUGHvaJpZNxUd53Dxbw4n89ckQNYng1zV3rSJsbFuo1CAM6xU5Oc3SDPQxBVqOsqhtY5NxwWorZqNEY8PZs5wixDg4AAeZ73ypHjXjm6/fmj8aquuu0PoSigkpl5TzFaDEoIzCCSMhdAxZDEDAWMPCCCIqgZiCKjGUhCW9KISmwWO7Tauo2kGpqZiDEnKoECYGJSqoJ0IiEAwfSkIQQgdHmWjBvSQAAb1qUm07WkgVJFNhDpUjVEDYzVDEXBO1MzE4nWhXl3/GRKi9+OIqamkqZHQwRQQ3WmmsJETSFGjC2YkomBbPaGCtCpdNVSjhTGqjr78ou/fvfDv9uExpQHRc4WPGSGzlSIRKxFwNDEZt2WPg+NW1Zz5zIAyPOSEdtY9Ucu9wwxxtCoiiK4PI8K60ZixKoOUTWEuiA20Mm4MJAXzx/++R/9+Ozs/Hvf/f7bb3+wXNRILBKdE0Sv4JCIOEMya9sizzQGZzbo97PMhxAcsWByH9DEElfBGKjf68VQV6s1QKOqasqe2rYZT/p7+6NqXSNED31FNQizWXvz5ns+22rCcQ4w9KOtyYHPh5PB+oM3ioPiy6w9y6ByUbDCkZ/7wRcNnmq5coPv+8E1QzMz1p6GiNlJ0WPUnaqi+fK8jY1SiWxImJW9YZ+VqD1brJeV936rlwfR1aoyUUKWiAQgQWo7zzMivjYa31nH4wwZDY0kgqfQEf8YlAE0QgRguQLHMcYNPi1CAMhmDiR1MYrMBJsUMjU1g263Y52lbgQIunH9Utv0ARwBAAQEuiEeMDmioQGSusGgiDGqmiQeQeyMtjdjpRmoRKMisbySVkRFwEyZUgRPx86URGnomL+b/FfbbJXSJJ7GScAYIyrGBq6aGRW0qBrNYpIvdgaW6VtJj0oEywA++fgnr739UbDo+lkrzbg3WK1X5WAoEvr9vqgS+8vpoq0Dlz7GAGDOOYmByANwU9U2GdSVMPfyYjhdLJp2jWjeJbhKKhVEJa/9Mh/18tispmfHJw+/nF3OXn3t9TfefLuqQhJwEpGaemY1dI7VLM8yUwFRUWWfZVmmIhKj975pmhBCAn8QUUQQExfDAKCqKlWNpP2sbNsAzvcHwxDVeScSxJSzkp2enz9jDQOfv33//gdvf/Ng64CoalZPfXxizXlsl47MFegIc4haNWTLOi6bMI+zjyy743s+yxY5D7Jsi6gMIe877Y2227ZpG1CT2WyxOj4jzopsyJ56/ZLAr5ogArnLokXH7PLCVLwjiVVoIxV+PNy6uHQ5ZwggGMgcEySKkzEhJJ0fBhO/KQbpNE4mid+b8EoAZNBolDJcuuYniWA3di5ptoSk0zNNrBoD6zKmNi4dCZJPRZiM7xBd1stJWEVN0URFTERDiIl0DIn/wN2XYcSYvG9UDTuns25DjB1tPbVKxElii2ommpjAiEApS0SCAVCaqRPVDAxBOoMC67RbGzAz+SxsngwMsJgfPfjiZ6+/851qPYNi1EjBmU8jjve5tbFt24v13NRJxLatsyJznkVUVD06cs5nebWqW4uLal70csAIEEWiiqKjRtvdyXhntPXswWcXT5eTXn5zMtH9XSvg29/9XlQQNUDXNFWvLJhRDUOMRVGGILFtHGEIOhoOcueYWUSIyDnnnKvrOn0mPbmIsK7WEmNZFKvlEgA8orQiQQgdZzkQIZvq6vbdu9duHwg8/+N/8y9Grn7lzr13Xnvr1u7WanEszWOK0xiOnVX9rCgJCjbnwHNrxnnly3I5m/+x+XXufzOEO7NVYJyX5YR9q7B0zAQ+c3m9vrhcVHneG423QoTZxXK1XBKVYlav2vlipVEJ0ZgxU++QEjASkQvul4Msyz26FMeiQCZmRM6ZcxZaETQzQ0Ln0EwFLHcoRoIgpm0074ANCQlMk1O7SpccbBssXQ1ENAo4g6v0gw5modRgdza9CInFCAhslgAUQASXDzInTkUkagzRooAAOopBu0wIh+iQ/l03pUSjEVEgwC6tcOOQlnB23Vz8qTsXEEmcnw2XQNLSKiUQgwYzJTBESFZSXegzyL/DT06kOQZ48PnP3nrnQxUDhCZq5pxIKHsDNWtDMMC2Cbkr2yY2oRmNSiJqQlsUhcs4h1xNI1RctFEjMyc7w5SJRKj7+72jF4/+zX/zV97ird2dfHtLSnf7xsHgjVezYrBcVgA+QU9NG8uySByPto0AGpo2z/zWeFxkWYytxICIeZ6HEIhIVdOQGkJLRJnPTEUlIqJj8t73esVssRSxKNAbDtf1HLm6dm1y/UZ5MfvyT//i/7GY/uKVa6Prw7y0dn7yaD4/zJrFqKC90bWt3s1hxv0MJS59huCOPDpry6o9K2y9ko+tGbqc97butzgxc5pVVTtbrlGbISkMBv76tXHdtIvFwvveYDgQdXUlMVpoQ72sUmKOyzBUFTqizBWZI87Qca8oPXtPDgyR0cAFa9MiPcbIxG0rZqJmJoaGaBAVGLBNkCKiJtC60wYl1BoRUEGhs4HvMI9U/AidNFQNRGDjvET/jkbDrhQX3YfzJTtjFW6aFr3DVkUwRiM0BhQATGwZ6Na/aCnfNrnIUtesqwChbIZLoq9fUxKtpGjcNExD11IBI3eaEoMkEUh63pQZnnTm6IAQMUl9IfVgVrCbnh2/fPrV/s23JAbNOApADs5ztW4kStkfzmcr77LlxcxnLs8zAKrRABVJs4wWy2nUwI4hZV+JMGiRu1s3r7352t2+j4/G/W/cv/XZxz9/9NWX3pmSHBwc9IeTNmhyfHfERV7OZnMm9s43TUuAWeaMwDNtjUdMtFho3dbe+84YbjPrwyabhQv2zolIDKHMc0S0ILEJLiuAOELoDRllrnH1J//2j/76sz/t9aav3isxVCyXss5W9VRttj8M/Qz7vVJCuwqwnEWRddmHoufyrBkWS8fNFmND6+PVHyyWP53JLRv+nbJ4zfW3896gv9NzMKkWq8vLF1W7MICqakVXaFkMuFy2bav9XqlRm7rxxHnmQKNJMFEIjEyD/mAY+94zIzlygKTAaXF59RzLso7rqySMaBAtgGl0RIYQLAXDdG36hmOLAACKQGiaXJw6UEQVoppLuyoxY5SoGxIxJs9t7arRiEjSAgzJ9QZlCK0EMHQSIrLDEICRmGMUArMrq3wH6K4cFDaETEPr3GNApdP7mdJVN8Jw5ZqQFr9IaNCNvIIbfNQ76l56t0FILExAQ1PzjhMxmLGjVeSsP/3Jn/yDu68uqgVSn8uBqi2XK1Msy7JpakSs6kpNirIENFNxGYW4jqJZRqt6LeJjsMITaNwaFtcPxnt7/dt39kpH7UW4sbOVZQfXdrcHg/7x6emz84udO/dIqapqz75tAyMzUpHl61Xd63NelADKSEWvl+cZEzl2jjldb855ABBR2/iXi4jzLst84qmaCgKkZ6wDAqImNBHD7PLZ4y/+KNOzpr2YjNpX7m8TVHVb53lcrw6r6nw05NVlE1jnp1OIlu6R4Qjd0vJ+7Pek6kFJVHDBvr0+lhvZ+Vk9P8e6WS4k/NJ62VvD8dZO1R/0b4/vzpf16en5bHYaI5bFaD6rmhaaWjy3MSpAEI2mkHuXlb4sCoRWRNhp0IozJEMmAjQGZ5y6CI6RRCwEIWImbpo6omQGhOAEIhgBsqGiJS+jlGmcLjvr+PGJiZMWmnBV9FHNKQAaqzEBIKliCCLJgTJNkAmf6eIP1PUGRdNSbCM10KBAQBUjTgkIxoyS2EbcYabQvSxE6PgCZkCQjjKIfp2mxowGGEU39paYLrbU25ACAYgoGnqPUc0EyYEpKnRZ5mncYCJQ9T41SeAQDYQI5rNnf/3jf/36u7+6XJ4OBr0QATnpanF+eYmAsa0cg88zQ1PUJLqJVqMCUJuX0suKwvO17b3ru1tFbgDV6cvH4/5wq9wOkl9MZy4r3n7/o1vr9ZdffeX722oEBhJjxlxXbZZl/V5JFYYQB/1+26yKLNsejzrtbwKOLfFX0XvvnFPVtm3N1HlynoisbToNgSOq22AKBwcH56vVxWzaZ5tePFotHpb99fUdu/1q32X28qgKLS7Wl9bUgxKlaVZrqtGYIPckUYdDwsJxCYq6bHixNoc87PFg4DMFXumwjEX/4YLyy9apvY1Cp6eHF85l1Bv0t2/fvr21tfP06VFdxcFwkAdq8yDR2AmBJ0NUa5tKI/bKIvNMDG2Yn569ABbvMofOFAAYAcwoAdPOAWJUBmYxVGxbQmPSGFNHYpRIjhtDSe0QSE3Mz1Q0auC63IBuZWkARMRkKdrNRAGIiNqQ7ldQS4CJdXJYJNfrlcxUQ22xtYwBohlaC2YI6KKKc6xkHcRiBIkv3NU9aOjGSFMz66QeG0zGAIwZN3pENFNCNAWmZMRDzJZMNcE2YYUZCJohJ1YRpCFEUyfXfU3PphDJ8aNHv3j1rQ9cXlT1zPW2zICIqmrNRImmCaZMnMQnqtFn6DNyTldVWKw/fXT+7Fvv/8oHH7yzuqjqRW1iiOW8iWFwXvYGrizWTWRfMtubr78fVRuMycgwc05dd2/k3tdRiXhnsj0Z9ssiM5W2FRHFZPkN0IYWAPI8b9tW0t9yPhlliUii+ImIqgyKISHX1bpt60K1yHVQxmHPXr3DZbG+XAZUV9cRcdXPrWnBMQ8GyM7KHmbevMe8dHmOQQK3kGceSm00HC5D8wx2e8X1PemHyBdhMP45T9ZLoOnJ3f7wpstocTm9eP6sLHvbWzvbO1vTi8WzpycAmURQFZ85NIitlFmR+169Xq9WK+xjL4fZfD5fz1xOlJpQZgAHmmA8EBERAUARAMOsyJFQ2YGTtgkoSogCGAE7LV6yZEREZtCOMUMMIH9DJgfdsigEJUJQQLGOL2eY2OxmKrHTajgHae50Rb/orFwxyloQCATQATpM2z4BxeTk3XnFQ0hYuBkIcJpKIe2xOIp2UmsAR4CIGi2FKIDFDmjR5I6A3Z4YgRFcBgodJ4gA0LTjW6IRILpOIbDhAzGR5k5Jlz/9ye9/57u/e3lxwa7Hmc8cicSszJo2tKrs82iGXAkYFrk5W7RfPH/yb8/OvgKpmeS/+f0/VTn9e9/7PYJ8NbvQoCq8qtejgW1NhqDzQHBWV1lvIqLVeuWYg0gbKse+rltS8lmRccDQjnfGmUPTlpEJQWADnwFKLUQuPWLJgYGYORFp6sY0gmnm3WqxQqPegBfVydn0GLOCyJowxazpj2EwGi/XzapaB0NjQyJtgdHK3NgLZ9qfpHxPErRIYbQN4Hcv19nxRXXtxlv93f3Z0+kfP/zEHZ6+91bvxnZUaWz16dbwRjY+eHhyCvtbO3e2tmdwcTF79PhRG835fm/UOzueakQgX/b6vdwtppehXpHrSdToxLhchtn54hO0s4zUMRIkSzZDdQl6JkcY0DAaijMwQSYnDDEYE2UKrCBqDNAYMkJMlYEoCbdGJLAYwQCQKKqRWBuBOXn2pQKhGNV71qAmAMntFSnRrVSNUo2ZOl/4oEEsevViMWjLGSlQK0EdIKNEIyJkArwKDGRDNbO0uFVJXQZGUTAUASNAsChAmEKQOwEhWApTRhUgBkytO2p6YeQ6xIcddiluQGaGRmaWwE8iQGJChyTgW+9ktnj6/PnH+wfv1WE15l6QQOzY0aqqEcV5jut1LcfRna7aw4v588XsMeo894AeDZS8+//+m//nqL//67/yO71ib3Fxvq4bpnw5XzPSoDc4u5wFqTUuuCyodut1leU+Ro0a8rJsWwOgjF3uEJNjCpLzHAVCFCZmoraNGtXnrBARDFFjbJXYDChRw4C9d6qws70XIxwePglx2es5JluvL0cjODjwQetF065rEyHvPCEQx8m23xpw2a9dDorArjcevV4UB2cX08OL0/HBh/t33wt++eBRlWX79+7cHe0df/Xwxz/67HBvxG+8JZPRxYvjr8Zbe7dvf/Tl4VkV96+Nyv39Xc6Lo5OLi8sL1KzslQ5cKzSbzVqPFBWVFaL3Dkm3dobT+uz04kvm2jlHxGDkHCOIJXZfYuUqgiIQcM7WKIKCoRgQECigKkRLnbeZAkPK7UhsGQBkJAHp3MW+bt87w5cYldmSHAo2DttBOx1JIoARJpcbc3mRRQlRWxby6rywpMWWpmWmGULUVJF21dOYgAH4NB+Yqagm73KEmNAg6loPS3wB2ETOA4gYaIftdALdpPFN/R6mddIGcE/fiKZzQcmWNQE+4JBzGuT47MWP775yb706WZTc7+/lWWlqqrWG6db21qu3x4q3//Vf/OmXz/5lMZYsY9YJxDzyEoABskiz//Zf/x/u3Lz+3Xd/+Ordu8enzx4/P1xU9cvD9e07r5LrI+et1AVQnvfMMLRN8iRv24hAMbbOYZb3iNgghiYQOsfsnJmR8361XMcYs8wnR/WMPaOBRRBDx20btiaj+XxV9IcuL7766tl8qf3BzqBHsX5YFmd7EyCA+Tys2xhaAi2JRK32fVtqlIomPt+d3NjZvXtxyY9Oi9fe+v6NGzfOzi9fvDg/uvB3X/to/07/8y+ePjya3rv16kffee3ho2dn56tPHk/3duqdvfjodJb3X+7vvPno8dH8OOwdHCgAOS7L3snxBanzxcCkKTyimrTqfeG96+WuHPCqOfry0Z8vqtO8v9m+E6EZEShB1/GCpSCnFOtLhIliSEy8ITAjJ65tt0oS0y7ugiGKhtTGqDEzgiLaFaPWXCd3YoIYxbopFpNdfmf3sqFskUOXXMQy9aIhSEOerFFN8bACZgbU8WG6dNaEvBAAQpQulEekGyzFLEGr6RUwQEwKRdg0XqmWsWvKQZPuvDOCSn6ZpkY+0So7KWFKMEZAA0OUFNtJDoHFc9uGs5/9/F+99dbfv5weAheu6CPobHb0+r3t3/un/2B7vELY3t1x/6d/8fRs9SlmphCAW2BScWoRXX2xePR/+y/+t9Ul9f349ddu3LjRO3cxtBTjyhSlhQDeIsamNjPPWbKLEpEQQl5wDCGZNUswBOtiwUEB0TsmIsccQ4tgJpr8+dtQE7FIRMS6adXMCJ++eHm+OHYlZ55YV234anfncncLmnOt67K2gM6RCFJT9oCzsj95ZX/n9Vjz6dSN9j+68cp+sVz/4vnxvsK1W998ZWt9cvT0p59/dvfV2+989OqLFyefP/z09s079967iacPq4tbnz+fba+z+68M1tVZlrWv3dv7+MGDTz7/9NbdV6qmqhoZDPqhisvlwjEVWZ5Trg7qZaOM5Xaxves/+eqTx89/DL4JYi54QANWIFESoxzAokYEUtCU7ishrVrApPOiM1QgIEg+MKgdfQYFwBJiYeCYNj5FX0sp/gasTumPfe3SsYnY6Bgtm4UNIjp26DxjawbSpSNxSpLHtO6MsLmZO21qoq0rESQUcgPOdLQBBUi1TslxxwwtMX2BAE1Sp5NsEhIsigBARiaahFuKBobpR5AOCHUm9gZg7NhMUsYnO4gqmYPl/BBlxVl2cXaY533QMBz4f/Q7v1F6ia178NWX03O5tf/9y4frEA+Ng0EmdY5oBmvSwN4/O/zyj3/0/76z9+EXn33xd37w3v07N0XifLmCeWvtIjaei0xMN+uAjbTCrKmrssxTdjMgOperQjJrT5u5Is8aq2PbgCqA5Jmv2xgl5M6FGNd1dTlf+SxfrJfn5xfCQDyd1Q/QLws+Rucz0GWMVagt84rBoO2VvdHwxrUb76/XY997595bdy6n9edPpvfdznj3zv3y4NnLE4XpzZ1rN28OJju3nz5/Eprq4ODNfnHjyeOHq2Z9+87r9Zjz8uTo5OHz8+nNg91FVRU+v3nn5lcPHz346sFwvLNaLfr5iBCZyRNJ20RGB1meO8PAnh88+ezPf/yvajwuIFfgloCYfRczpgKKRKqSGFMpgwhMzaRzydsk/9qmlOGqLK7E/GqEEDv7DRJR4q6gUxWLAaXGP00MadvTjX22GVuRKNlwm2ubWiQAGHUfSERAqAitQrQuqq87VWbJcD5NzEyJgQlgJh2/xWwz0RpA8ldIrjIEXY7f1+oTSwfQwNBAkYBc8r026EiVm5yqzljZEJBIgZMRE6oiquuVo1//zd/5tR/87myp//V/98cnz78scv/hO68+efzVeY6c7T5++uLFyYuit7W7/8rjk+fIjcSSYg9pZdhqJI0ZWvtXP//X+Yc7cT765/+XP3jr3dvvfXjvzr29a9eHRRF++pMHq9VF67fNIMtyQqqquigKZlYVlcR1E0ZWMZXoHKkENYwhAKhIEI0AluWZoYYY6xCiQdvqYr5EJKsXbdsAqJBN5z8n/Mt+TybFuOf2qvWsikvNpBWMwfZ3bn30wQ+X8/Ebr38vYvbs5fNlpK2bd8Vv/ezjz996+/XJZPuN29ufffqgVNveHRVZdv/26y9fnj5bP795a+/23e2jl8dPfn5x+/6trdEA4ODs/PlX66M7t65frA+93zq4dvDy6LStKwntsplZoIJzh7hcrSIFTxkxZTkcnj76kx//d9P1SVZKVTUcvM+cQW3eIxqRRdhUHjICShQ1EBFQjVGTCNUgmYWktrmj06Y9DSYn9c4oWJkTndaMQATMAVhnxJc6JlFzDiVq5wqTlLypFDfyaABwoY2hbSXE5NEVk4JNJEpyeUmRf6QGZoqGiSnT8W8kjaxd4SauU9KhJmWZIkKKrk+yD01yBOj8eBJ/Z2NGcKXdTnYkqX0CSAaUm9wsZCJUFCRGy2Lrb19/4+/+nR9+64Nfji3c2Nv57V//3p/9+V/+7u/+o+3J6PL8+Pz0+Kd/9WdGbd7rjVyxF944uXw4rx4CrSwaWgREEDYxkTYEOZ4+vL3zrTjPfvyTT/7q4z+/fXfrjTfv3Lt/e/8gHB6eVnUehZq6HvSH/bLXNA0zgdpyuUDUQVnmmYcoptJqMBV2vshzE0lOP2IxNG3dNmfTi7atmVgkqealDVWIlWOcNY9n1ScD17Qr6G+Dd+uLxVqIjPKmqob9G7t737927YcvNa6qyXg3392rvvry8sNv3rtxbVCvqwefP3z3nXd6Pff6KwefPvg86u3d3T3n+Mb1g8vZ5enZSX9o21vbc4Hjly/2r2+vqLxz7Z2nL559+eXl9Rv72tTMWa8sHz9+Puxt1YtgLajHVRUkAHBLmeVF1urqxx//2fOTRy5vFSHLXIzYhoYZNLYpnokdA6bNWiCkxOkVEUIU0SASpUuhNNjQwpNYCJK7rxlsjHWtU98hJnPKzmcm8UoS7ZARJHaRC2n/k3b51jFDuvveNVUlohrV1GKU9EuDhWghgnS2MJAIBGhASW19NU52jMU0QnRlqpLCFpAx0ZDhajlGeOW/nexyUifXxQ4nx3hNchEAREj6PaBEmUuztrgMg8QY3ftvf+e3/94/u7H3qtSUZzQ/P98dZX/nl957/MVPH4PPi35VBUWsVrScty6Dg627jH//F1/+4cXiM9QpQ6YxF40ASzQQoc+++knTVNv9GzRgEfr0yxc//flnWxO/teWvXz/ICgrLGEK8vAxF0ev1eh3vH+FietGsq/2dnXG/7z1bkpjHqNFiaEPbrKrF5WIeNCrhcr1idFHNRBFMYhullriuV/VR/Zn56dBB4QoHbr06j6BCtFgZ2/b3f/n3JN49n+f5qGxxESTs71579GX96NNHb797587NW/USTo6r6zcnWelefe2DFy9Om/ZiPO45n2dFeX6xQi6Js2LSNLVfLquD3b3jk5d3b914+PTl+Xk9KBukpihyAlyvVsNy3EorTcvcK8ostIsmrvuOPv3kp59+8bOWmoJBIrR1JE8uByIJDI6YzAEbEf2NHppijEm7Gk3Tkz/d7BulBCiZKUQwZEyepgopEKGjpaRgHk52fZZs7dLl3UU8QtdibGxToYPbcTMxuqaJqjG0TWwbkyAhRJFGLApKJz5K+0FNR20zbgMAoO/+VTGDZOKqif2SJHqp60/fMMHGIQ+650s3dNBmVE2X+lX7ZWoI6DyBmndkkNAZc8xqICH77rd+/Xd+6z892Hq1rVhJgS3PitGgHPfKqgnFYHy5bM++etIrxkxBoGZfr6pVr9j7lW/+o+eHtz5/8G9Wy7kJK7QGQoCouliefvLFMWNG1Pc0yv0wtuHFSRyP3fOTkxu3D/rljsYYQoytElISRDORMi7Xy6qqizwb9Moscypt28YQsapXy8Vl3a7AgZE1bTBDzlQCRFFHihZD04itFu3zdbvIAUc79MqdbY4wnyl4iFEzLG/e+LvD4i3K9vrj3cvFMWJcLWAy2Prwg/d/8emfz2bjsrc7GG4L4JPnF/deOXDeBqPBdHokVk22Jq3Eop+fXUy3doaz6jJUWEHeBlDj8+nxwbXB8fFJ7XJm0zoMe8XF2RJ4mBREfZ+LqjkSqL56/OlPPv7rVV1RjnVlikiMrBBiZAeOjcnAIqXEG0z4GwJiiGnxgjGRdjvNEVz1B8k9JmWraVSDzsgXCCRC8npXMFFQACNKfkhpI4ObXhspxaFu6q7bCCEkyUQdREId27VIbRqDtE3USiAagEHnfQeS2D2pXJVSN28SOyVsWvdHS612x41MOX1JtkiURrskTLSNrMvYQBTcRnhFBCbABJqGajFCAqag6jyYGbI0ImyT73377//Gr/1Ho/z60Yvzpml29ndd0TcN09myWVXk3KyOT45OjqZnpDErkX1DGfeLntQRRd+6/8Gk5E8//+tlVWWZW1frtlmDNYKqEaIEgFUFZ2YuijmXNbi1iOFi9oev3X9/PLwdIpvyat64HNEhQVAFQ9cAty0s2krapq3XYiKIZlGlilKNBjkbNK0wkuoiRlZlMG1Xc4vrhs8Om59HkJHBtX45zuj44rJprWqBQ37v2ke//L3/ZLGgUS+LYd3z/bIcHh9P40E8uViUw94nnz7/4BuvBT0Gt3Cezo5X4+2M0Ebj/aZp1ys3Go/ni8te2Ts7upyMd1ZhQWTz1SUxGvRQS4Le0cV00M8pxiJ3W/2+tKHICixgmJWmsmjms3r5889/cnR+zA6coUU0h8zGAkjIDiJ11BdCARRmMjNiEjVRtc0NaIamSavc2cIg4+a3TU1NOkNeJEzyByCQ5N6EIGbRzBBaMaKk+0m4V7IPgy5PSbqQvu7KN3CxriQ2MbYxxjqGoNAatH/D2DEl/f47H6nX7mbqhPB0rTgpaGqkFMCSOKvzLOjCgxI+13U33TUfBbrTmb4OJNayIYGxqRo5k87wj0HyX/3Bb//69/9x7rZFoNfvAcbZ5dnp+cmgLHYnW3tbO+D4aDoVDUU/H+QDI4ghSltn0BitYjgP9XS39L/87keL9UJADOL5+eF8fh5DvVq2TY1VFUMwQPHOq+rJyQkzO/fy5PzJB+/+6s7kdQkUq2h14/KaqQ9QkPNqJqnCRdVYVYxaUAEQgCgCqhqljREcZFHWTC4GUmvJn7XhhbSAiNs7cO/OTr2Q2XQVyfLi+sGt73/rox9Otg8aqfO+f/n0xa3bt9o2hlb6/bFZ/eprr/34x7948fL59t7u8fl8a7L7+eeP3t9+ldgtZ9PhcHhycuyzm0TOubyuz+Y0lyjEkOfF6elJWebzxZwdMwIZSIyFz2qIdVX3t4YxtKKh7OVW9B68OH7+/AUIioIKsAPnTBkCiWMU6gLqmJIfWOLngoJg13GDWrfu7AxkCGHDOVQAIogKBMCMknaq0PkDQLLdtXSWkAxVlQlULen9ul+bylYFFdkYjaUiNdesVmIxxhDSFRS1itZoAjLTbNuR0breKKHfumH5GiAZGgBign0SvYAAgEjFDCzRfEVTigcwEyRrHUmDLaoZIUoK/UHsODmUkCZFAoEO5nSh/OVv/sb3v/PbhFsX503uYLJVvvf+W96705NLx4QAWZm1qhfzi6qt2GMFF4uLhVRtRutRb6XNU4oXXipoq7auCyUDZ+itlFzyugYv2mSYOVsupaqkaZXYeedCkLatlsvF5ezstVe/cePg9cJvOepZpBpRoXbe+zxDwhAajQFARUM6o6oRQKtqgWhRgyrFtpQYyKuKCpwHe7yqXmikwuHd671B5k6ezbLc4cBlg/fe//A/6Y1vzFZ1AH+5Wu/s7wnY2fm0avRiujo8PN2/dfeDDz/48Y8eDSf3Li9X+/uDIHp4fDIeD53zIYiovXhxuLu7HVq7du3Wp5/+4v79e7PZZVVVorpcrkJoDZQAyKwNMUgMTYxR61WlGsmW4JuT6ctPP/u4qtYpQiulvGQZMhszpVBiJkCEyGCbKxLpKip+c1smJZBCkvADdSYt4IAMO9slMqDUhCQXbEswZsLkUAGTApWTwSNQWt2rqVqMm3kgRcgTEXUxx66pajGJFhuJlcR1q3WEaAAdzrg5GJs5oBuKu5t/s0ACuHJ3SqD0BjfVlE2TMtHBIImYJBqagWG8elwwpJVVCihE7pBtUHAOLDnvGf7qd3/4j374n7aVm56149FukXvR+uXxy/FomPtstVrWTc2Vu1jMzi7PIwYmFli7fF26mQtPtXmM7SGFmiJkqAxNFWFdQxuZibf62QJqDRIr8GT9AnLPy7UtlgFZHBMhGcK6WnzyxR9Plx9PBrv74w/GxduCjWDbtJBFnxcFEQSrQ2iJGNWlx3gbGnKNWdAozDlBICGLMepp1MdVODRVUxzksN3rz84u27Ae7E6Omvrzz7/Y2z9r9eD07KXEYuean80vtrbGea93dHi2rkIToG3iqmpfHh7ffeXWbF4dHZ/fuHnzydPP33zjdVOazRb9weD4+Hg0Hp+eTw/2927dfuViOmPidbUmcqqhKMrVaunZ1+salNoQQysSbb2unMOYV7VUn33586OTQ0SSoClbBRBCMGWAjIQMCTVJkjhxIpNPKBphly6GndG/bYAXJDM0dkiMFjVB55ziixVCFGJMMroUFEMAkHIG0JyhbQI8zIB5Y8sBlhjClkBABExx3mBu3bRRopDWMTYGrXZKks7BtfM37bhcV7VOyXXsqvC7oseryiaiRA9OqWdXgg1Rg6gIiApmxthxRMWMCEU1aZksdtx6NYsRGbJ6Fd596/1/+Nv/cax7J6cXsaXl6pAdjMbZSF1Ttz1fsnc7B3vLtr48el7H2ucsGkHLjBdh/aSa/WjAZ4UB1GARQ2WskEeIAVAliJi2/RwcMQCgCCowGvaZCZsAIUoTDdURu6ZuD0+mVT1t121+c+Tz/eSf1qyitLEoS8a8amOU4L0BKKIgmoTWexUMyIAWVFCtBTri7IQkagBVGZacQ1GtZr2t/HzVPj1rvnzyZDj4l//Br+4sV1XZG4rSYtn0BmCi6LJW9fJyfTlbIjMgLhZr58vzi8uD67urVT2br4uyCPNFXbfk/cujo62trU8+/WxnZ+diOt/enqiiqqyW652dLWKnEupKennRtlEFnMuBMEgkbZ8+efLg8WfAURojA42dH51GUwSN0rUxDtmhUJdfZICCHaye0mQSYqGGCYQjhpSr3uWCpXQMQ1XQRKfFbnxNymAkTRtMBEADEU2RUJACXlO0jKUEV+sM5lVELcHcbtUEMRG0YFCLRetKfBNEYAhdP2MJqIGurHFzMW9G1Q5CRQMmMk1ZCFds4JTMkbR+hGmfppYU3EjdQgES+8CRYurz0rPQrVd29+Ctf/oP/vMi233w5CWR8wUuFvNJb7xcrznr586kXRSDvjbrFydH09XcyIglc9xUfY1h3AsZcx4Y1irITWTTFtG8c6zQRKqF6gZbVVUtvEoGYFC32gZ1TICQZTTwspprVRmQr1fNTIHt8PnJH22Nvun8hA3WVW1Gvf64NxgxFoqNyhoJ1RrEiNQaRqBWtNZk4mQrl53FuDJBQs4ymfRZ26AEweDR8erZqRjA40d/+Oz2fdd7q66q09P28rLy2TLP+nnZu5zPTo5ns/lkPBm0IV5czvv98WpVAdtyVR8dTa9f32+a2Ia2N+wdHr4sy1IElqt6sax6/X6WlZeX5yHEal0jMEBhGtraqlWMrRWZcxkzuwCXXz37YlFNyaFzoEkn3e34xQwggCkamkYTNmRMnu6GqADIpGYJfsCNO3TiD0YzEGOPXdF3xECUzurINg00GlgQIQVkU4Lkx5S6fhGlTVR8Ok+6UWIkM80kEkImtwoxYfsRTQzQgAm5mx10g0JetTGbuv53Prth5m7COcDMAWCXVWBdzafVqll6cUkH+PXzgQAT1AlgkmxBEAEkAKr73kc/+Gf/+D9/5cZbP/388aqq+4Myy3hvMDGDqrIgXlWKgcsH/UW9Ol/MwFPhC9GWEEeO/ABlMbXlDCqD2lsNBFKWgABtqxFJWo0ttsHWrbYg4tQR9HMCsBDNENpKo0BBsLudrRs6vahiBagwh0j2cDZfFdl27nPPeZb1m3ah65H3fedd1NrM1CqRObkVWMtOwbBpwHgudm5xFtuUgyKOiAyjzLI+P3i2fnlGq5rI5MZWQ/p509xeLYAykch1DdPZRe56yvViGcz49PQiRAlRobXL+fx6mHiX///K+rNeW7IkTQz7zGy5+977jHeKMaeoyMyu7CxWsVRdKjSHEtEPEiHoiRIE6IkAH/QigCAECOCDfoL+hgABFAGRDbS61BLZ1c3qSnWqa+rKzqyKzIyMOe50xj25+zL79GDLz82W7sNFZOSJc/ZxX4PZZ9+w207hIlJu76/KULqu3NzdWGfj5JePHs9T3VycHfZHK3o4HPuhVwxdF8fdbpyoUqZaodGvV4d5uttdl5XMR5QiVRmgMBZ0GSDolMxuIeBUUVYGsgRvXMNmKbEsGAZg0E5k4XupadDdQ0xEc4EwR5wBZDmUIZds9kRRVKWh8m2Umf50yMivSCGFaDCCZXQmJFJT4LS4G3g62SyiqXbUR1ua+akf3PDeVDQBILdUOiSkZ0IjGjS2cLrHiAkg9EWUmE2JiDYxuVd6cOjX/+n/5n/7H//hf3J8LT//6efH0bXYYdyfP3767NmTm+v7+93h40+/+PY33hk2w839zYub6ygC4H63vbw4M/WrFx9J/Tfr6fO4H3HESSm68qhV2M1j3N+nrAJQ35xqIfdTVGJ2CVoNHK1CpPZirn4o22ksGzx5S3f3/f6ubt2Leilf3N59serL2dnpqTypcjr6STecbfRRdYvw4FjKscZW/NiZiJrXLuQ19bm41rkIopSQEGN/dmFfXt998ZzbY3+s46N1eXbZFz6/275U0TnEuvU88/5uN/bebfT05OzVy9vNuT19+uR4PI7u99t7j9r3q5ub7XGc+2G1e74fhnJyevLq9auLi0fX17tHl5fHw1bFSMzT7HOVpCZpf9jfzFMUST8wkUN9cfP1OB1UYR19bkNKWY46WVZwpB+v56AwMsMjrVvJ7NrafF8E4Y0Qy8TbQyPoOVWUh6524cZ4pKNucEmrJyJgIl5DALPG1QVb+F4syDvBWvPnsjyMdUxRirSNJQ8u8AJryGVG3ENADaRGnHxoYtstlTbby8dtCKVT2dJxBNoplKHiKeVYWoWWv4eEZBgmiIof/OB3vvedP/zRj56/+PJVnXbP3nv67O23V6vN7jD+qx//3L32Zk8vziD1o09/9ezkaW/nn00/G8cX3xi+46/mr/afzSWe9RVfjO/GxWp9F/14nPu7nR5HqGrpuSm2DrnZhXdlql5CNjRZl6NH38ewsuttELI/EpvZqxy26PrufGMa0/EYt3f95RORbhpZubt17M71RBzVBfqs677R6abWiHqUMka9P8yjaT/HGH7V22SiQ9ff73yeI1ifPa7jPHz0pdy6ThhrH/oIWPcr3V/qP9/V35Xht24Ou9qR0Kh49aWfPur2R1+d9f1mmutcsJrGcZoDqrOP2/1u1ethe7iFPDp7xFEKyjTtx/3Zxp4MPL1cX3754hOInmwe+3zwEfXY+9hpV6zzWcbt4f7LF5+TVRTFEEWqIZTpvGJEiECX6pZotkPUjKFkenEoPAUQ0gATIUSh1KCDUNWAB1iK+kMZTNqyRhzNh68ttERjkhyAVgi5ExCJ5LdXCCVaco6nMVMp2bgSKoEwQ3rGZHQegF41UxAUCCzGjXlCa5LYfu2AF6RFJZcETRJpBG9FY6YBTA9vaa5JucnRyL2NCTwH3fH2W9/64Q/+/l/95d9ePR9X/fpb33z/B9/7cL/fX718vdsf5sP+yePz995763TTzz7J8M3tjX/21XNbD8/WH75++brK1eU33tOXN7L76tmTm8tZZMY4n+xeFZ3l8rIe5+n0pNS5jpXnA8aopz08NBxXt0dobDboRXXN8yp393G7hU3wAq/HecTlBYZnejhMtUI7Q8RUqZhNtsNaBXG8mU82dnbyhJBat4i7yjsrVHWvx/ApDAqZ60yPAnz7rfXFxfnHn726vvfjhCD6AeuNVp+L2ny4//mv/uKt7z6R4fR+N017GToeD9vN6hEh8xzu3G4P773/lBRlAaTv+8PhsOpPIjiOY62OwDzVoV/v94d+vdptd+++9/7XLz734M3NzbrvMnrbCkrXWSnaGSib9SMrqzpViqtBC9CBs0i+yzzUtJ33akJ/yCAFBLU6DCHQRgpsSyUSjWrizxBd9A8EuLAOH056tPoiBFBEdgNt7LPgeJlPFgIgzYQhS90BOFBMAyKqpMKkDQaY2GDa9gmFUiBeRKKd8S37YPmNsqzPmkcEQma9k3+LwxSM6DpF9aJSVOgMhwn6okj1y0IDdQCqPve/++/+T99759/52U8+Xq1W7zx9+uzx0/uru2ncX56cPnv0SIznFxuV6fSk3+396jC/OL7sTv3Cnu52d3ay2ZydHbZffBd/Pqxf2AwNHia8ut/OhosnZht0VfdjtU0pEDvMZ4ZiuD/E89vp7C0tfZkDz1/Wt9492+9qN9T3v/n+i+c3Qpunaeh1vdG72/uTIfZjORzDZwoxAzupYjKcoE67+/tP63y7Wm2qj103AQdGRJ1Y52AlUEEIGDzp5MO3Tu+385ev/VhBkQien3ertY11DChpv/zVX//FJ8///j/4n5+dvj9J55DdtO/Kps7DbjvudtPd3e6b3+wi5Or1fZ2977txPK5WT09PTm9uX0/jRGIa59OTs5dfXZeLZ/v94fzy8vLy6fX11TxOBVZsUNNSStcVKzasOzOxbn7x6ovjtIMhlNKJFQkXQtoNr0j2n6nU5hUTC1a3oIHpX8EM8aJI1q5MAVIDWyBFxIoRnr5JAuR4RvNkfMBPBKndE7L6woFEE44ywkzB8CR7aRJvpJSMhLdG1owIqHqwsmWMpdSPAoPUbJFFzOC+7L+s56VV8g+p2Qq0uE1tUwAloSLxUMBJoaRmSiUdlVprMNV4960PhvL001+8XA+bd549fu+dZwXaKTYXZxQ9TGMv/fE4Bsf9frvdztejz+vXgnk+WHc+Qy4OX07vr37+W+/86Pb6ajeXm7F7de+3nHQDO7F+2Ly+Oa4uHun65PmLK+njZMD+sH29i7O3v10KStd98otPnr317c3J5dX1l48eP3r65Dfr/LmwrAZTnbfbl/O0q5MWw8mp1VHGvYdjHnE4sAxqxjrv7u4P07wGvBukdFFrFRzTm1XNIkAJU3zw3sWjofvZJ1c3B4zENPH0rJye9s5pdu72x9fX1bl78er6T//U//A//F9beXuux+GkEL4/7EVXwk5Q3KNYf/X6nhRV3W534zjmDzoex8365Obm7r1vfKPve6/Vum48+uXF0/vb7Wq9UnQiOqwGNr8gMx1Mi2CgFoiRVQu00Hr1bPhypqgqyox2NxERJPe8RbADomrZzFmIMhYzDCbdN49FSJei+nCPUEsS4QMNQBBUUyIiQNFobEIwY/QWJxikUhjM+W7SbQmSUrQkxSzpjlBTr6FAEVCFpJrkSeMROedqMKQi0PwPsurO5NYsSIpKURbNOD4K0ZkiKHmgOQGoQFMGpRSIQ5UhatV9ZZs/+L1/7+nFW5998vrsZLi/fbk/7c/Wj/v1yexzdaGV/uR88mm7O97d3BCDrCymENdyMt8Xbq+2v3X26vfO/41NL7ehr7f42Rdg/3e7s288evvJV68///RvX/7mb/7u8OSdr19e11U8uTi9ev7Zi69/1a3tydPvMPj8+fO7Y/3esz948eJmc/5kWJ+/uutWZ79xf7dTasz3B9/cHQ2EyNwVbE77oe8O+2mucdijG2wY0FmdPOq0j8A8snRaClQjIh0/k9fN1UpO1v3rV/cvr3znqAoR9B0Etdbq0l/f76/uxuM0rdb48otf/Mn/8I/+/u//L0tZkWPXn79+dV159uTxYw9s7+4Ou8PZ5kxg3aoEa60VhIjeb3eXF5fz6K9fXIMyzeP5+UWtsu4vurKex0kgZsVKT4ZpATCOE1hv7q7nerQOGdnS9RLO6qkgBowpVCimjCjWqFEqgGoEQYo2boyaBNn1oppRYbROoDQVSVUyI+HBVhJr0q4AtoI+S5fZQy0NVdCkY9qqGi4OXqpFRaL6A1enAI3Xlf1zw1OWfjGNENp9pOoeaIrsBiqFZvEBVXjQDGZiwmIwYihiKV4SUZARStUiPiETO9I5jIEWW0mNKvWIH37/hx+8/cHl2dMnm8fDUN5/763333230+56u395czPuRuuGr16+enV9DUTX2TvvvH2oN/vry83qfMLz3d3wpL/65uX/9fT4l69Fvrg//dvnj+aL7w7nP3zvg9/ez/vXr88//P1nl0+e7sYZZ5dPLy4O25tPrr5851u/d3Xz0lbvM/jV6+eP3v5BdG+5WXei3eb09vW19sP5s5Pw4+F4ZJSpD9A7w0yGj13Xn56vp3Eex3l763oxrNcw83kOFalVpinW62IFjDRQEdLNsFqVg/sXX22PrmUoh3EaOqwHYcwEA7Ydp9f392OFClYdPv3FX8k4/L3f//fLupvmO6KO4/FwPE7T4f6+msJrdKvOfZzneZpmER361fEwHodxtdq8fnFzdn5Ccp5rDbk4Oz0/vby/v2ppGdZp8grDw6fD4XB9+0WN29J76RAVdWIO2usMnwFF6QJA6cSsY4QCusRGtnJCUBJxB7UB1iymplobtMG0QM02NHE79zcxYsmmfFA65UTJlcmBb54P6aC6IJLu7kTaVouKuxcUUBpBJW8OyzlVA3UAQQgaR02ZFhjVW0xr1lLhiKAVyetETYqi18wGbHHJKpCi4mRAOxEgHCliFEnFLg3d/uB/93u//Z//Z//lB9/+7un5ZelPTFemnTDG43aO26mW4/71l18+v9vfl6FUH5++9e5w5i++vFachNrd/fikrN/t/vWw+smtb/7i6/r53Q+f/OB/cYeuW298g9fPP//m994+PXlrdv/q8y/fevoUOP7yk7/95offEuF5kVJOXrx8UbrTJ0/eiyhkKf0AMQcjPNwh7sLb/d3ICUKGdCJBCOe+SEeI2PFY97ujdUVNWYOiQZmmqgUdQIch6XLse/QrPL/d3VRW0Wl2EqcbNXGPEMNxjm2dd/NUQ4mimDYDv/j4x8f7V//B/+QfbJ6eQyZglfrBOh9OzzbuPlg3T07SPXa7XSnl9ORsmmrRTqkAxvGwGk5ilnA1KT7P0L7rBpUOos6qMlP22/3X17e/gm57owChYpBOpS8+jpiPqIRY5sQ7hF1PE0ltB0QMMlc28zqnAFYASERAQlUq08mdXEoDUVQPMVFTfxDqLeuzBdoIXBHJEI5W7uTCJ0Q83shUVWp+HVGSci6NKMkMX012g4okt5GgmWaeX9ohFBNvgiuRtLhskEs2HwI0b8u0+FAVVZhAMwfKVRCVkZBTdr2d2bSPD775G/+H/+K//B998A/muos4jvfXh0PZb7nf30/TzYvrcbv3+/325GTz+MnF6Lt+ffb02fr51S/H+bg+1dfzR5vyrcv5o/fP/9+dfudvxvf+xc+2H/7Wf3J/ctpfzOfd2y9/tT0dvscpZll//dVXG3vyaHj68S9+vub5248++Mnf/O3l+RPU8vKrm9PVZW8nymG/nfrBqkJ8KDaMdbZiEd3t3fFwhHUQ6VSL6VwxcxoNsCKrlUwz94f55EzF4DXMVkDMc6WAxOlQ4DSjdKDGzW7e00RtHqfNaXl8uUEcdh5imMhR3EsEhvABqL1Gv5Lrl7/6x//wv/6D//h/9ejiG7v74+FwPB73quEVJ8OqqB0Jkre3NyJqZqo2jYdVd9r36zrP93U0W6+6s75fbTZnr1+hFBGBWh+EGYKH8LHWuzrfDgMtgTi1ooUeXr0UG03HeRZrE0YRFqUBKCVl+WIqRfIViyaDIAm6khST0mWfIKLN0jShujR1/7ctTZHD0RzNP9AWc4jJhRCABTVJgyNpl0bW7mnTiCWnmImqt59nqqUTIbzJUrDcRACQVjFpfZ2gjyqLSgF7hYLFimp+OJhpZxltpqwQVkHAId5BvEa413799H//v/s/fvjuDz769PP73e5+u7293X/99e3hMJERHN95evHWW89+44Pf1PX6ant7tX11u32xn3ehdb1ZH4/zSf/E5qvu8fF+/Xt7fudf/vzluz/43tSdB+dH/ePrl7f96uTm9vb07KSL1We/+uR//Pd+7/Yev/j489/+d38wTrHf7d9799F2O11dbb/5zW9dX28fPRrmyrPzDSHHebvW4jH6OE3H/fZmdzxybRjVK6IDNFSJXohKBUqvUWU6qqhFuFhVwzwjxWaCdEXG0PfjjGN1mIzuFJwN5bRD9di5OnsR7YusuxNwUswU1hlC6Qc9zDc/+n/9N//Bf/g/e+f970NnseIRgar9vD9u1QxQLT15YKgHwmXWWlZKduM03t7dxQbj8fSkP1mXy6prKbPYrbjCN6yrw/G4nT4P22ePZ5rU1sqZ4WIdacSYCz23ChahaO00PR4jrIlKi5EB8UQUpfEEk4VFltwJBCFqcDamV7ax3kiybBx2hxSoLlyalhNBPAA4pArS/gcicxBZuzPajIAPa1q4IKnp9CKBKEnkEibJGKaeXnaS1VXOd6GgyUOdQwq0mCY4CgEj93ExJQSFcRQGtHA/8vvf/f73Pvzt65e751eH+7vx+mp3d3eojvV6vV5v3nn37ffeOTk/P92N8csvnn/24uvt8S7s+N43noIyTuMwXChX0C9GrG/jdz79eG/Dd8+ePN3td0/Pn463dXu3u7joQ6cynP78o1+enJwT5ad/88tn73zr/NHjl1/fDd1qvVo/v7rbbM5IEbVxnKY6z+HjcdxPh2HVDYNO0/z69YvjcXtx0WnPyetxxhwYTDu1OSioBc1P/7hPFngkSDUeMfRiQq8uK62OEtjufJ4Bxpzu5uHww9CHTphDS99tVuuhzCpHWsuyiCAF/Urm44s/+Wf/7W//3h/+zu/9RzW6w2GexnocjwFXs+rH9fpR3z16+eLlisNqPYzjSInSFUh32N/5vO3l8MPv/52h++CXX16rUaSKFNPVYdrNvr3Zf4IyWW/FoIjmS52UGRHP7jPe8AibiD7dJ4KpSkvjAVVAVFvyRQaL5cEppkzeS7K7ajJqmdJ+ZPB2O+hJcYjRXdyzk4wIVUEmCUjjXy1kdRJAUQlBcYdZrloJZmmCCGqi7k0YTixQel4dosg6po3RWu3VrFmpidwD4gIiVM0W65XGnqFmy0DrTDwiXER+8MPfmar1q8v33z7H2+Vw8OPRV6vToV+p6XZ7f7+7//TrT7/4+uWr29tDHUPmb3zwFoPzHNPk7PfzdDjpV+PBOpztt3z//e9/efWrx48fqXZffvnZO2+/d3t7f3ZyLtQ6y/e/98Prq2uhvvv2O/VYX319NdiJstvvp7PTC7PuOB49ou+HeZqmaQJ4OOx6Q4S/fv3yONVBzEzWqx7HeTyStUXqdKUIOM9u2sQwxYROs2IWimSCcq7RdekBFADGOSqlX3c0hs5npxi2GI9zKZvV+qTrd0w/K8JSig8E2K0w1dv/4U/+7ze7u9/9e394cXkK2DSO1kENPo/XV6+ePH56erKZx7HbnKxXa6+xP+yHoYu+zOPh41999J1vvvPNb783nJ68fPlqt59m6Bwj+vurm18eedUPYibFWpWcZTFVKByKdJ2602ubKiWFVgRCzS41IiV+qJG2LKCgeUsAEGiCl2ntrxICBT1noUJVk+rpf5GoJQmBJHEAjS2f+b25HZah0DLTcqeaKKQUa0s4oYKMMUsJSoI2ZKgoRDwNYNpJ3kopoJmycjF3Z74EffjKUEDEQAa9qIgwFihT2RhsEGxONpeX73z98q6L4dGj883J+cVlub8br2/unz9/uT8cbm6urw+Hu8Nh9rjf78d6+M0ffve9d99+efXFOEUpJ3fbq2Ju5WI9vF1n/fYH713f3XtFhLx6eb3uT9b95sbvJcrt1e7s9FGE3d0eLi+evnp18+iie/Hl60eXF7dX+/1uurw8p8Y4zqVMXemmaa7uq6ET+DzPr199/er1lQ3I5kVNbaUFXiccPBxIvilVAs3EOc2XM/y1BvMxHEdYEUv1TT5btSlwrLVb4+xM11Psjy6qMFMTCOgBWwQ3wvRCVEVX6l/+1R//6tO/+e73fvvb3/r+02fvDN2pSFn169u7+/vbbacrSJ0nitjp6aVXEY/T9aMRK0zd86+2Ty7lvaePHp9efvLF669efM1y9/r2p19d/9Q1Vp2YUCWdanPDQZVOGqqaWIibzDNJmulSViRNKlQVUI9ous5kmjTsWpI+iSSzp1ofzdwlY4Nr/ofL+B2EWlt+bMJr4GG5tdpdJAO7M+hUW/hpyUomkhsgGowa8EpTdCXTFNRjsSbVxPmZBOJwyAJEQtC8uQmHBtMu682Ya3GXYdp6kBJpXR81rxsnX17ffvzZc53L9NEvjtO8247uQupxnNMmd1IbA9vtNuibs9PjNL2+vt7tj32/ur3b22BnF+uhX223c5HNNN7f7F+dXzwSdONxd3H6aJ64u5vkdNjdj3Xq7m/2N1f3v/Ht97f3x6FbC7tVOb2/OVxfbZ88fjbVwzAMZoXENM3jOA4npbOuin/94utxqps1ct/OrGMQnYggHHMla1DRaXrGtSF26Ww81ghExOwiBf2gw2BBzpWEaNf5xFp9s+FqrRen9ujI2zt6rcdxqvOIB5hYEBk9ra1uUMPqFPf7r3/846//7F/902dvvf93/87vv/fOt4Zh9fbbZ13Xl9Kfnb01DKtxnOpc33v/23D23dBpt73dX7++e/789uLDR2rxGx++/fZ37Ed/9ecff/EvHLd9DzNYhpqL0BdbFLA8rLoQAp1k+nTa2DcamZoQMleviYJgmXGahCee0+areQ62kVMKP1SdrXTzlAAtLAOS7hB7GELBTBOFVFU2C5qc3OeGEIBFAA8EGSKpJNOUIhGsWfJHY71pgvV8cDBL349lCrAw3ZJib5r1kQBJ74S2sRUZy75I/mWj1Dn58aefjPePNfrjPJfS9f3atJ/mIDNonLvpMM5TP9hbz54+enI21d3t3R0V++NRwIvzi64LUYPG5nTY396cXnSrsvbKvtsMq5PPP/kqJ4iK4WR18vrll0KbDjNcprHu9/N6cznWK0Qv6IBJoOM4ZWZYP6wg83Ecp3F/f3/fKjqFmlTVSg8SRfpOBy0y1vng1WmGQbOnETUtvTncwQga0HXFOpmPEwRaJJyzRwi0x2ptj85P94fD5zyGz8G5uielW0QClAIVdYRIMQkRD4GssNogfLq5//if/+hj067v+7fffq/vV7VWQp4+ffbBB79xe3W13+8fXzz68Nsf/tYPf/fZO2fvHoarq5ujAz2u96/+xV/80Y//9T+Z5Xa1gkgv9GIezKk9RFMrRLE0YkE6pSzOGinKY2tIkUcs82TUdHDPOZRCLb8y+Y6yrIjWj3pOd4N4sMZbiOeNqtNE/QDhHjnJyTM+y3nN1HkQLgIpsdhmZ1pYVoQI0qSSRc3dzYRgujo+aPMikoCmeGCAsn1oD9SKmUzPP9HWy2qL/c52PQMyoYt5vRWbve6m/aqYZ/k0z8G5VkRoreEOLWVYDycnw5Mnl+uTIsfx7nDrqMX46HwjQFfWhnJy2W/vb+c6jxHjdpviie39cZ6caz0e5uNhutisr59fPXl6UcdaSjf0664bjuP8+ubu5OSylPXkI6C73X3purlO4TFN+74vX3755e3NbelgRaCgiFNc4U06z1Wvm/Xa++NxV48OUZhKAC7s18UlqjMH4NqJCM1YOkhynj2PIwiwLv2jjV2sZqBS0njzTXmMdLxohvtUCAVF6YHSNZGy2gzMz68/yrtVFF9e4a8/+mMTDB061b/8SfdP/tnFZn3x5Mk7Zn2JshvvP3v+89vji/4EfY+InBVq0NtrZmNGqaKlNQYYTWqdVVb7mFhQGrYj2SzpLtJm+iYPBfyyPBv3pknhADRDpVw8IJi2RQTCEIsznUgzRCqwpZKQ/EgkkphDJgFY0OiWkCC9QpnfUZyRMjwgCyZGQLLsgqlJrWzknAf9rCAcFSiEB6zkzieCVdrYDEQ40pag7VdBwOeYRh9rlSK9KgI+z1XQzTNLGYqZ9f1qM/QFx8P9dj92K53myYayPi3Qrcojn+SrV8/ffvL4/u6+hvarc9Lv9/frfv35p18UW91c3YOGkLur282wPl2fHPcH2NFs9kANmSuHfjWOdTyOTFRMFJChH1in43H/+tWVO6VAVfMhzs7KlHKBjN107Id+symqcrfjVGszW1F2vVonoUl6ZkQl2XW6WnE7x+x8U5JSC+3x6emzR3J1c09WVaTXHASqWR5SDSI1S19CISJGMQKsbcrY9BM5fTRmoc9SUCz69Tz6i/nw4vqzj6BFiJkVHVYridB58lUvgrEduxDRdKbQSHasSCmW7EMVqpL6AJ8Ab/gubUWKZhJj4uKZMdGc0/OW50I9yMXLZJqY+RK0JwIz0Sz0icx1THzHLEc+kndCKjoS1WxUTUpZTF+AZmsmEQiRIkrSq5eSZIQGwTA87bAd7pTaePQiyZnJTEkRDUwkNNtuItInJJYprGRF0z6WqGpI1P3h+nR1kGqnJx3pEOv6gSEWns6DfV9SzD/O0a/LPM/r1Sa0htf+ZOj74e5mdzzOQRXtpmOsu/5weDV0/XiYV8NJnWqtk09RtL+5v/7ed795v707Ho+PnmzG4/H0dP3o8fn+sBHR42GeJs4xbvf3ZwWls+Nh6gd9+fzm9YtXpibirUBVDY/wpkkEMDle3Y+DorPCvsz0mOmEmRRqFaITCanB/ehi6HqhZqqPiYqqWxb8tLPV5ulp7HYTaU5XA2q+ZoilgyjQoG6JgKhq0kuFRqGLGNxTlSbNu5Mtu0iEaugGEYWaQaRyLumUmF+FUqfar5vlIR70RI2ZKJLep54PQhDMjPW8AdpigwhokCRKgTl21OR7Q5BZGyKSNVJuA4KaRJhlCkRwobpgWZCLWo5tYxDiLdNUwlvytggjIKSJlBq6FCKQ1u+jBjm7qqhaRETrD0JVTUuwUoVArYzFHKzZvRIZJJa2MBTWypUtfb02wVRWblEhiKqR3mTkfDx+LRghT2bSGSad0CDW9b1ZifC81aY6yxwylP1hPj0dOM9lvaJuamWwPn325H43jbNu73dDt9nvD5enb72+vvGx9h1Zj0ortvK4v3h8cnt/XWPcbcvV69vL8yeH+wO8lBXWmzPCx/22DOU47VRWojYfd1998ikmh9EEogzlRDDj+9K8nJgFk2AXkKg93IzFERUYBV3CNVFMvGI3gxN65d45BYhSJ/TqBaC6g4PIZdEXuj6GBkMhEpmTAgpUoisIWzokBNUFSEeTQlBYI6GzJF+5iXbGIuwUVgDJrNOiqowGm0iECkLCNSgyzRKhIrXv05aaIqQjXEkEIwLzFHANb8C1qZhIBUXFkWG+DaAs2jrHSNTO4AnAKykpZcKSm65gaxXfADEAknXsokpTFbRspgiQblkBRQhQ2tnahEMVKMx8sEwxBjIVJDdNGmY3Eq/pg71ZpInpQnQAM5PMM3eg6XVrZKkiGoQEyCQNNRA/izIRkN3EvJ+N43w9+c1a33HP4q+KiKl1XU+y71faFWcVoNY6HSfkUrOy2qxMMR4PIlpsuN3f1UlEh6+f33R6Oh+6q5dbCb+8GNSk6+zVy+dnFycUznWqdTo9e/bLX/7iw+9+8Orl6/VmPcXW49ANIYfobHM47Mdx1/f9i68//+rrrwSMGr20C7qBT1m3SyOixtK7e3JTV+Ijj7UOYUPRqEENAu4yV0ht1hERs1E7oBSU3kqvZhw6nBjdJ1WhoSKs0AoAVSPEVdH1llWBWCvt8wGqSXljOcQIiriIqKEU7Tp0XSlFhn4QSfTQgQzLYtQGqNaZk3sxzNIUEW1sREbQq9RKd0QNr8ipZyucVAhFeBKiJENrHzT+yyBSgKS35L/MxZWn94J7L9VQgxP5AO9EhFkzEYigmdJjqTEfaqr2s9xZ0h4payAu316laZSSLxC5mg0i4u7pRZyaV18234OcFWmHSkggAmqYKk1gHaBCZWt2QcBEAYaaACtgPNabu93n60ffFSkpTymljMexVj/ZnKhqhIuilFK6JCJjnKb1RjozBV++fHl29mh7mOYZ0zFurw+A9Sd8/uWXm1V/slqN47ZIf9yzK6cnZ9Pu+Ard8fSyGzZyctYHvOu76qpciTB8OhxGD4wTxGSc7n7xi4/ygZigdK1LjyYvEBV4vIn7XmT6EEHtoJCZlON0DvQGatMHj1U42jS7IETZCQs5FOmHEhoR42kn75ytynF+Xg4UhDHRt87EOkHnVUhWZASYgIQViAqdzfEqOToRRVBM+qJdn1Rk7bp+1XeqatZ5ZSY7uytRtbMqtc6ugIdWMoKlaAQlJzAhEdleAy1BIA0e6QEgTATSqFqN7Q6YtWl/Lm4IbOkMcl0k4RwZDrz8yZHqw/Q/Cykuqz8hI5OlAWh9MhITygWcZnilkoyHtS5AO5pS4UfCTPKYJ5nyjPwEteb/ECyCvkTvwxcyRLAILESIAMPpCk1xoEAEZqqikAkQskBniG8PXz17tPe6NjVVD59zIh2MqFMl+6Enwl0ZTqF7AGaq02Hvc3Q2HI9OtzrHePAnlxe725fTeHz25Mlhe+d1HM6e1t20ORmKnV+9rnU6F4nrm8Pb77x/e3/jUQ+HWspJ3+lh3IEl3Ie+h85/9ZO/nOaDmpIhBaVrZLgMqOVi1YnmB9jOFTOBRhVqJ5wxBwPWdeXICaBTWPU4Ra0RFFWaqUYCjuJeaz2upHvrZE1Ir4AhSpPjmDacL2kqjfukACkUWVjX0vyzJM0Li4oqRSgGVQHUtBuGNQmBI4zC5GpFZFaSk6iegV6MEFOYiKowWGvMNac5sqwwlVw8aFVD1lGSUcDtXM+mra1cecD2FtOkFHIvC3vpet8s4SamAxHBEBZtPXGtXlTbqPYBLGy3CgEpSF/HJMr44jPdynEg27G8dB7MZ5jeIVIjskfJuS4rWg3pUBHxZhvCRdPtkgHxVGuuIEFvOCkFKqVgnO+n+drQdaWkVfBqPbQ2izRVIlarVa2ze1hn4XMpwzRO++14ef4EUQ7bfcHq7vrKj/Orr18q/O23nt3fv1ivpF/FbvpUNzZN4zReiAzdCiLwmEtv1WOqXgObYX1zd+tRun5ttg8cfvXpz+5vn6tChE6xQusglg4qgWyGVCXo5K8p1xpyXIDS6aTugSkwungROEJIj/kYDDEVBtNXKoJ1HNU3HUTFhr7fHqaOYQIqbJAiMFKKRElmXgpxHoY4gkTBH2qtBLkBNaqIWnZ7KpCI7ESldL3QM3C6hptZrTXvLFLnShVERN+bI0zAYPVcT1pJUpguBIQEzURVg4RI1ynwMArNEpiBzH0PX/BriNS0HFB4NOsBCFQ1WmOBh0aZTAOCNlN6cLwDKRCPVMsmEsjsfkVQuOij2OzfWzmTUFcG0Vseaa24QjhiwRMbi+yBOBNimV1AMSj8160Kmk19w1YVoEOdRLhCHHQGwueJd6fd233f9f0gKKCMdTazrusjmrArArW6KMTETOdapzGG1SDooqJ6rft9HI4ROH/09lzr/vj6ky9+/sVXv7i9fznF3jnZCqXr+zKcnZydn7z7+Oxb56ffOF2/1a/E7O54c9/3utp0d3fXH3/yr79+/okVMBA1IMnYpphAZJrDE7eNEBX1pQ4EKBKp3BX0KigSzkNwHqeuRulgKsGgaZqnAVHpfY9a4XMM1p/pqXoXurpY87z0vR0sZTuITjQs5nbmURWm4mw3v4hYEfd0egEIVZiI2aL4icxxtFzWfd+LiIgFgGLhYIRJmu8zZ40ZaA5xBVyZVqGtmCZTZK0iQW+nYnPJy6NTOits0yJEU7cwnKkcIhiMZuC1VNTAr1XLOdLxVhrwYUqfv9+vHf9Bgo3WIpKvQvLULmTj7OQWb9sjs2gMZsacLyT2H80GhMvplc1i8mSSwtMobQ6vLCYaQoQoASUbAz7bEIerQKlAEXMpAbFgmepdWWmtc607lV61qx4DknBiEDkcjiTNupSoQDhN9e7m+O77z25utkI9bHf1cHh8evLv/cEf/PSLn/2rP/+nP/6zfxx6UzqWQSuirBAU95hld7t7fbP91Wcv/lSlnJ8+ee/tb7375LdPL55u1o/+5qN/89HP//T+8NKK1MlUPFXGXS/W0Up6f7dXgUb0WorN7C2UJuiAXkQ72x7qniwdVi5SaIUChEQNIYUOF2FHUxj1tNtsuAopRxorN6qroqihAiXUREy1QJjgN4MukmBawgkSsgzzF3F0Ev6CcI+uiEBFtO+7DCqKYLAKopjWWps3J5fzOKCCWqECS6jxzVGG9q1z3g5GJApHUS2lALBSgpGBSEH3CDJmuBBkvMFfgOYkg/CmsNPlUmgmwAKoZj0VJi0lUltdpw/u1XnzuAeQFAMUj7w2HrZLkiMlp6vzXM2aP2vWQpkKJm8AlqVOat9B6Ez5k6nQs7gBfXHGYxtLLdFdEOlFithsRRkdxPaH23k1CkjOprEa7ORkTdI9ytB5BIiu60CdxtF6KOR+d6iOly+udruDhu6ub95/760ffvjhzdUXP/nbP/pXf/2PdLXvOwCihq6UgIuYtgGE950CYmbb3euf/u2rX5aPnl781off+Z3PPv/ZYXo9DJgONOlECbooSiemQmGttQZC2G4+LhcumrImf2UjOtVusGPnRwchJQNV2vgvv7aIZVEgxyN77VdlveJqVtl5TOOkTcuUjulQCdeMgTCgsZsCjAX1i3QNZzZg7Q16czUEKBBRa2RVS59cupkFFUApVn0WFdXGHeBCH5C0QU99j7eV0Y6+gFqbDJQiQRZTM8tkwiJFEuWjirtHLbDZPTy4PAo02T6WBBt5gGdaJaOpBKX7otxbyiQGQoK+lP45GlACLdqp5J31JtkDiaqISmh2okJZDokkbdYlzTUb3CSXAfAQpWhAKjUkBw1hS3hf+h2UhzYcKgViKCZFxdbBjZtIwahXc73t9IxRoMUKVaNWLbZyCAF1NdEppqPv1103HjHuZPLejt14e78Z8Ad/78Pr21/91/+P/9PP/vavr8evtYSZmEmqxTIcTa2WAssWr4YINNAD6CTi/uuX/+KLL38kYFH6hEKEHiNUi6DQVuGdaGdzRIChCMTSOjYnNkIhNIQKqIgy98VXE+s9zPuAHcajSvQqRgZFoBVqs9vICOxGHCdUE4iMvt9OB7Fu1aEbQ7Wj6SiTgkZY5mPZguSREEaFZy/WuCtCkxCaqAfFWHqFsLJqQSY5e1TSVC3TfUkJFw+pAEQjnJEe6KpFF7oh6csRRiIn5Y5SBCoUNVOIhASMFNdOlZ1KqT6bdmksJksrmmVMOJN2kgVHZeQKX9A85NqFssu7Po/gBtRJMAnKoWnkFdUDEElheGnf4dfxTbbzWlozAZGUdWXpziQn5LGustx1y/SrsWo8rwx4dq4qDSKINlR7qAFUTVXzNyzWiUnQZ9+p9KCt1ycq3eEwmg5U72w4zjPnamYBqBWIHcf5uB8LV8f9zempPL7s/m//8P/8L3/8/5Qydr3KKqzRHyiCQJSi1thtCDRLcgBOzwuLIaqAVXpOheFCgJnBYwYrSdhoIAKTBa5iIL1hB8nsSJvO/NuMw0r2W7pXSvQWIqhOUKwI6QJWSBU9VP/0+f4v7ItX3Vmp5fn13fPrG5ZhszE7NLVD5oGGMANbpDlsNSFFziDhaJYHy1kmKslYQ0DEilqdq1iXlEQgao25ThGeVQ3AoNT6BtvLU6y20VErgAElPI89ZvGUKmlGkAazoiJKp9MfrLhy/pXwg8/RPPVyRApxJikFERQVM601CKhKY60vIQANiW+TEAX+LUuYSAhMoGqF9QHWbzMREBCWApXWreYqlza8frMrpHVBDRUyaf54KULMVroNXASaoX3ZOuS9JSbp7A0TLaUYtd0Jx+mq79alOxEp4araJb/S6+h17syO4ximMzCITRPr7J0f1gO+8Y3LP/qj/+r/82d/3J8EUjmoaIzV9o7FKzXTK0FFE5AlOEQ0C6v094uIFOOkvCuny1YgqmoyBwOtO2sz8+Qz/VrblOswR3Wl6ObE9rtpv3XSGfBAyQeoEtU9WANVbRZ89dqPr14+lVelyt0hVit59liKoXSYhJRov5ouv1tbGkpqnj6ggsFACC1fYIAGUzG220epdCR6LJCK2b16nT3meZ49Au04CNNfQxwIiIY3E9J08wpvsg4JoMJMwkNNeysiGg5BqKmA7lVVSK9eUzKqQF90nII5bpOlM/BmQJ1kr0xXj2ComEojVCpSLc0mXMrpWEsjS8YBF3Pedi2JoDm+iBJhD/4wAk3uk4qkqRiaoWOCjpH5aIG8r0BI5DZoX80k4ysokGLWiRZNuoKaqZZM8VO13JxmJYL7+XXvp2s9Ox6PQpZSykoodb8f+zIIxLSffVbrIuR4GOdxfrQ5+fZvPP3jf/7f/ORnfyrdWLOPADo2QZekhVOLAkqjHWT9l2sd0vgYmoa02e49NN8BRGjhA77m5Ox0pAlWDg6zCVrOBLYTKK8Aga6GcnpqdXafMpMnp255pEmdwwmPALQi7o4UkZ46koOpmXZDUZu7omqR2bcNVWvgoxAaHln1hrc5iQBLrjoWD8+sVGOeRxP4Mqyf4kCG+1y9mqmHkwxndoGZE2DtDIeJeqN/E40RKWl+6hI9Ww7ZGHPpTBQMtRx8IgCb67xAOsyhXFEZ3YUiItUjG4PsC6VJUZOp0YCYHGBFhC5kslb7L7OnQJuwMShitUZaqcOdKoJlIpCf2xR54yC1UorkFkVIZjGgkc0aToTIbHsKUMwaMV5SzkPrTDvRoiFeuiLaBmBm2hxxJMMmxVQ8tlO97e3JwbfrvhMB6WSkGArOfuhngJhj9vmwH1Q//I1v/tlf/fd/8qN/cpzurRcpC5kn/diisZwaL0OlDUCl+XLLG/McEjlNh0IZqDUkcj4ID6gqCqNxYjMvgozlZnqAx7JhBFXEVMwocDU5Py919rtrRMg0aVGLOmtAqAAVAfdC7YrR6n7K2rxdTiooBbUlU4h7SNEQSJ61oksYRSYH+UI3ByzhUNTZKRQj6bXOoJsSNFclffIKhNfqXiPrIjaQybQdrotns4STsyOzICNFeqgOAwJEuECsSCk2jd51Kgx65EzIERCJ/EN6BERnz2/yEI+asNUD77k9VDNtgtKlCs/6I6I5YqT2iMpm686c2bkIClrkjbbybkFO0nIgsKCgWZ3nGUyXRdHCiBbRGmClB4Uo0PAAwooAogUwiFEUUsQWT72s5RAY+tJQ0mCkV4HVOe4cO2BdY2URMYpp0dK5R7jHNHutIe6cO8Zvfv+Dq/sv/7t//o/G2NoKpDCMdFWmejfbqqIaFOQPyUtK4LWpB3Je5jkUpAhlrhkrtcgUgtYBmkphZrBO5te3Gj6lwa02FLRRuaiICtUoGl0vq7UetnI8OgIzXIKG6ASipkLOlBr9YNHJNFHnWpjSGlgxa3MN8SBMAwqGTy6mvsxmIkGfZRjijoQJj3OYaWhq8MmoESpALZotp5RCenhd4EQkp1kXnFuEFBRhrQ5B10mtTKOKtD/XPHQDXknSK71E35kL6dH3pXGFicTH3cFgBCn5dyOaUpKmIEw6MCnpEpxHaAN+Q03NNBjCh/urrfgssrNKe0AdS17BzXgpuRX5qgWVC/lDqKpslQBEtPHUnAbJBlQb4uvhrBFlMYgUhXa53BveDyU1zKwNR4qyHZNZh0aAtNhPd71dn63PIPup+tCfhqN0CWkpg2YqpMzTt997a7PCf/UP/y/Xx6/YOwG6ahQDDWzDgIBkaARJCrIvSoVMIPMd2u0L0dKQKLpoWrIxSGW4qYii9N0kMc0VkMgBPdsRQT483OWqXhoHVYCuhpMz2W95HJtUQQtMoPCEdnI4T5GyljpxOrAQyQzOkyIlB9aXhC2DQqjXJtfPkXzajvadulMygDeQaV4h4qDPLEX6DtM09kVFWcwQU0RIY3lowu55h0tZZj1AEqhUEZVF0e7NyF3UjmdLLoWAZJ1dIFJ0niokjWIASK3OJqxWJ2cSCkIcDMJ/rcNG68Jzm2YjvsTLJDiItqyxlP2JuHD5moa4ZKEjKp7u8NLayvx6FVXVjPfO7yfZm4ikCgvNbRL0jOWWZPhmyhQUWkSLiKF0JQ9OWDo2KUW6vhOkSIoRLkkxAiCVmO72NyaXJ0OvZPhq1Z9k0axitTqUXucB8e7jJ//dP/1vf/HFT2yYZy5Ehtr8YVvd4rT0JEkc2WMOhnpJ5otKOEEiKCY1hVc1FNqaJKbXYR4qjHl2EQ9gQXzfPOvmC/6mgNeUMggX/ga7Xk7O9DhGnakqpjRBAaAxHofqNUf5pZfhVCNCpjQmb+pmNWFwrtWDoa2HrFxQBGEDvpK0QkKFlaDWysgaldoV9Yp5jlJQZy+G6AFtNlgkiKgObw0NRCVdFYSwgrSpdkjaxphATGnhHjlzzOO+UapUamW4l6IQag5nRcObIF1VPdylEeojUHMVpyVYy6jEG34Ll5Et4J4u7Qg2KTeaOytMtGlilj9F8mCKJAzlwkVz/VF6Gx4/QA0NvffK9H5sGxokxAiDhLOIWClEFUslECDqIDSaW6xJipqDs6oFETWsGFqJQKlFuQq+uBtfqf1Oz++ZivKw8scsu7ncBp9oZTm+/K1/5ztfPP/Jj3/yj6NsRUMqQIgFOYWFyzJOzrKbjZ8TLgJqDRJBzEGFtNdqwAQXpFMrCRVYUouSdWeBDiFs5T6YpCxfGEQLRBDWXPsZGmxjNUrEoHZ2YtOxTgcoqIJiIs4g+lKnfcxHqx69RD/o3FmlHzFFhXiII0Kp5kSgEs0tJXWZBghEEilWeDRbrgQOsraeZyrFK1VZOuldwgjLC8Rh6rLIOJB9JCSkWPKqJBia8jQRtQQzsvvxHjLPEkAookrDtVRqKIKl2OQk3CzLkYDm9JThtQbCEMx4eE3uA52mjRAWDVaHBIuhWJ4fCwVtYRZgwf4SuNfMTFoMlIqKktGMZbTtA0Zm5WHB3ZMlx4VoEPlXeCCETkaTpyUola4TAES4aGhBRoJYkbIBhSJ/NCJczNxDH9SLLuABMo5+uN3+8snpe7Nv1GuHWnpOMqqERv3W+0+LTH/8J/9otpsiqUyEUrJeYr570IrUifCkogejBb421oe/gQ4pyICWkFzQGXsJNUuLFTLZS3BKdRBUk3QgjKweSaDJ0jyiGZ8rpTH18rHEaqWnG4xCemuPBeKUpFjOsydh3aRIrx6HyTl7X+sMkdnDqWqSA+ZGr8r2g0RQAVMNUiVSCGKitUoVhmCuERHuaQYqowc6akAhYnRz0eZnyswXMO1UmOISsOss6WA5sQQxM4xUNQcZkuOI7Hqauo0p3G4lR1SIRYNNBInwUsSdFERINJt1WSzQ34yFFk+kZCk0xEZETLMObrPRRFtSkIqlrCdZlItpSTrjtQDY1ujQW5xGLIA/qW0bBcEWftBKN3oQxZBUltS2IvU3QSI0Wk1Zg+rIkwk5rPVqpaAloOSy3YJD1G7HT/vx31yufj/Yj3LrVRSG+fbyvH//m2/96Y/++Ob4Qoe5hDZUK6CiMKRzd3MdLG+YcGRN8JQCOhLPi8Y0IgEp0sCcHAmS1T0cZWO5epjT+AeBC9BKiUUn8PBH9EGIkDBHTqlFZcz6gQFmLS5GRvXeyoRS50Cwh1rpaudQOTnEOyPuJs4Vc8C9tu2Xtm2/Ng9Z+rI8jIMMwFvsoREOeAUKQjBNUYTLQcdONZwSlMxR0mQfkEyKQTTwDJKdJUhAzUShXoXaZADuAkBcEqdO9WA484ILhjiomboIyQy90oAvj2h+egSAGg8lBR6etqhoW99Mcm8oTeXha5a30Mq7BZNFyWgPe4g2VuT9qiYQtiTvVPiqZkGWcWLGNq7LXimRTlWoaTaF2qrH5rytmi1TVtbiHtLCWUPVQIaHiC3LxhkzvBMI9fZu/zdn6+/U+sw2PWzlx7qW4w//zrf//M/+5c8/+Wi2Q/WqOT22xWYemlMQpQiYjn+iCgMdrh4uXlumSviS+hOM9PFJf/Hq7UACQPhy2ARQvT0xNg4Tl5oysfelxcvaTaHJEg6IQS2ZbTAT7co8p+AAEFiXyaCortMkYocTY2f9fHz8oj56zXFXM0OgOVPJQ3KEIA2MpNmro+EohDZHCA3m8SskY4IbNSdtghB0hc6GLohCC6yRmrBwdBHg7KECtZISOwmo5Sagqboj5gBcVKuLz0RgCrincXqIqFNY82hvBkuBaIyLNAG2ZjrwQHX8//mTx0fXJXuHpaRHHZPksuzDZH428CCHtQXLWZBljy//HzwjivHrQ5Plr7xN4B6SOVTJnQCsLEC8SIA5fmJEO9Y1G+OE/eERPnu+FgBCJyWRNmgwBpC0MZxzff3i6i/fffLvT/Mg0cnID7//zhef//yvf/LXtcxj3WmHLCbUIBkBt0zCzJm7wAQIRGWCMDQd4RmVOGdrFsgozIbmiDAWbZK0aU4omcoFaYWJKoCHQ70dKlnapZIhAR9Zaic1FNXVGuPBRwdgEZgml+qscB6p0RfVGMLrsOGm1/Hw6Ob68etj3XbjccMo7Uel66Iu9700YgYanhJs0zGClQxKCCvFgZBGHzN4YG64MmegFFGDmZQUNSuSQMYWZR6q7TcrpSDAGmmjQwY9rQRMFDUoDhP1Gh1lirbyPPIChqjlvAKahwCZxhRZ2yUMoGJAbXcuFu5yszzyilKS6tgEGA9He1YN0l7QApSTBaqiCGUbmjbITNC4l23tqizRrDncCiAIb8hENEcEMCdWao2ZR7oLFUZ4YiNv2gmZ5+bnPTM0DfTaCJJaFN5DKmMEBojvpo/343e76JzxZNi89+7jP/rH/8xWncfBedQ853KS7GEmADvTBYiA5ht1mAooUXNIJ26IWdgsDltxCW3jiYeVBBUC2oEmMATYOO4JBEo8lDRv/iw4iUCKwsgC9IqiUMZm1e/LuNvGYZzmSgTECRcYETB0pepa460nfcHFq189enV3dj3v6wlUU/QMsCW95PEjQENmRUyW15eHU7LVKPTwqVFsLGUblCDDpZIPjkhAGt+FJHaZvR8y6AippUgYzdLJP3JIDQqslDo71Di7SMqqJDy6TqK28p1sgzNKK11ze2Q0CA1Aim4Xk9LltE2WqSXLEEzuPhbaTngEG+elrTG28yeSCaJaZri0zheqyLjqlDBJG0e2pwYVhbgjpxjS6oCkAqEYhBn9KnN1yZQzOrnoP4CgJmcoZkJd5IHJ3IZ/0jxtki41QWYQIqY6V7+53f380dnFNPkPf/f7NzdfXG/vo8c833SlItGttPTOW5zMTaoGBgKenqwEhKKFrG4DMAFktxKdEel/0HhHOYfIdQWC1mkYKVDTQCxEo7ROaTdsuwCbRG2pXhhFtCAGhQJCmIQEhr6ozO4UVSIS/PWSkE+cDtM7j/uz4eLLL9Zfvlwd67pyR6Gl70BkJgXSa6lkei2gKX5uyHujeueGzSFADssypTSZZLmXBaJFkzaVLr+65KaHR0W0NyUPD0dUtHEFF3BGRBmUTjVoAZGoQTPtuuwsxZIyqCnRi8zQ03TZW6BzUSGYOo+ciUtyWJYjZMFhUuUNMzYAHg/8LjQwjg2sAdvgvogaGskGRIRDDcLm1ZdnILx9loVHk2BL5jIRkg2uGjU8Ipg7PemFGpKrMMkI1XOQ0xTp2nazFFMyGJCcW0SHsocAXJMzzBWyGz+53Hx3051873vP/ul//ydHn0arI19Bq3kJi+y5l6gpiQgtC2ycKJFq5JrPlIgsaVVpaoqac3dfZkxcHpcgCFNzVDFEzv8STeEC1f3bTWr7Z2moi4GdarEYOoihqNR5ZEgSziioM81EgGkqIMzmxxf41tsX2+35Z7/kzWFjRTG5KgUugIlQyswm5G2jF0LN0t0lIhqMmPTspliFaaZULJRBgWTnFcj5kpMkS8g8OyCMtFoPWY7hpGSphqm6hJgUKxHU0mWdomrhkbAPIqpTTc0IktboVa1k5oJ5JEhBWEPOm6Q96zJ3UBtFL82yG8GqjcPyhF7u1xwpimTrlOVG6y0jSixhYnk2tQyGpFSRSGV4q98b0ok0/VnoGNJYSKiTSwgDdRYFQokiSE2hWgASqC4OQplq+WDGkjGKpEY9Itlk7SUhKObhLFa8Xr2+/un525sf//m//JuPPz/Mx4k35KEzKNR/rUUkk5ofIgJt5KkcWhQFIuPWlut7ubFVEa7urA7UyApdBMgrR8IUZlrz6HhAQnKIF2+uzoczvnRaLIqhKIZOVyadhhiHYjFWeoRDVFO0BgkXBDvWurnAo2f9WPuPP7arV2dEP9YrxL6TyVranMCYpcvCX84xcJuJep7xstxNEGQQAZpeG1lWMk3Y09mPXOh06dyPGe6h1l5xNvNiNBOVCK0QgUsUkuxLJuOZJ03XjAKFis/0KH2JmBEwkwBKkZqE2bxvE7OGCCRyyt2O1/aAlwWaQ8Z8zaomJKu7ttloexfSLi4E2QxItG3t0oxOl3GrSDJmk4qR2cISDbmMJJ1pDlLSui13J8CmZqVQleI1tJOcEAsTc4SENmKCIwSmkoB0SMzuEJQikTaWPKrnL3sUaqGgzkWwP350dTj5s59Nd+Na+u14/FRwEEXITEA0d3bW3FES7McyZ81/btx0BI0OEVIDcC1AoE6AIzyNxdNgl6IwUEuUQipCFkdPuIekoVRTtWdt23QCTISoFOmL9MIO0QmHIsLZZ4kDjkdEgWlX6+xkGBRVzftTmcv5Tz87+cVnF7O+Zf7K60vI0XRvYKWEkJhEYNGZVBXA4REpogVQis5TpE2wz6wzIzQRgPz1hUjNQDS7RDZWv0NEpjlK17rhBs5BkgkiOXpOKbNJRCWjmIVXVWsLUqSiUkildKLQOrkWNdCZ6QGZrNtGEQpVS5h/CeeQpZ4UDTbMIEFRTf4AOXsKQdvGSC6MU0zavOSBEZlxNZmas1DSbSFPP3TBoJrMHmptcLWo3ZiS3QaaCli5XExLawxEDSiKSAh9yra3DRehZKRuJZniCMmjRcQjDNYsMvXXQNcUbmG3uzl9ehjW8839VfBgBRBphj66FNsibZcBXFTJLR5FkgHGtOzNI0EAeBIOKA7MaTIkdDLdiApK0ZAQETNt2T0NhkH4Ay/mDWKTN6wSnWmOTlU4FPRF5xrj2N3fT+MR5aRESIrvRYWI4QRl6G9er55/rkGR7rbOM3ECPYQgUmC2JIlqK69bePU8hyHfowoKAXqEk5TwwAP20PheWDrGZdGkIjFoKuHShixYEIxo5Z8Fi2UmWXJ8nKTDu9KZPZC1EmUPMjRHvsmvz+lRNIQ3IQSSEbDSmEtUEs2OTsWXkv2hVHzDinn45NpuMimqAvFaW0GSc+12OaGIizKjOdpUopgy5a2yZGRnrQoEwgSmIlwaNIeqhkUG4iQ+TS6XUz7haHlmkRqcIoLWpMrSeeQUIy8pWZZS9nxLlS/poak29uvj7f3Lw/QV7NhaT1WRmoNSaVAo0SwTW45hHrwm+eJRVMLIaLVrG7MaBChQDYVoVLo7CetgRcJAhTOCiMiJfSJZsujlG5Ej/TNUZSgcinZaTTh0WK86ICrleOjut1Ot0mnndV5wT/Qr2Wy6+bh+9dLurs8qdKq3EBPppFfrFEqhmEopgEMJawm6jesmUJ/Diaj0mssdkeZHSC/Vxi1xeHPqbL1sg+bycUVOvhdqtuRcCQnDI4iiklRbTVq4MMapWEBsORgbYSZvyGSptZsl/ZUy8HQR+uZDAx7gwPZ7YdFM5Z2ZA7vSSc7q3/TcrSRqKEXOxmptnjRZABVrJQgiVSrNgAZhQPpTywK2I6VfzTFbln8jC4YFLAxptkWvOTfOu6RFj7TCn0DWErbgqXl+x7LmpTmKMM3ul0vDJ7/78uuf3t7diO2tNOxBMiCqHVqNIa3a9n3CEqqp64JYc3SBQG2BYrIiNMgMYbVOscg+ImCd0AgDFNVj8d7JJxO/3qZy0QHkHupEm3eXYSjSqQIyzvVwwDQDBUEXDXjUCgBDL+Hd1c3p/dWp2hlYKSidwFgL1RqGkUHkKihpT2Eiy3SWIV4FgZrJht6g91x++VRLI3I+nNsJQ6eAI9+sMNp0CoAu1mUPy7UGOqUpSqFJw+Mr6VEFoWLN3dcjIsLpQbHWJFlRCD0WRWkDcxc/sWyEFizB46FYxoK4tjsqR7yChjUDTBgim3USXrNZWZAXoESNNk8pEopYogZSppeNBXPLEAJRkWTkKUREfY5mxd2IkMixJQgJJUlP1wKQDM3hX1YUbSPLMpxlhBgeGmwStoywl4sJMO7Hm/vdjRpMvebnJMAwSwlHa7YeLoeH9kUajSTZzliovUBWCNlRANT01GWykkTBCh0EHaRIK9yzvkxGaFYI+gAIPPxoAEAwqsNDBXQadZpjHjE7xhnoSKmA5+vpiplgf9+P149MHksRH6uwH/pQm0ew67QC2eCY5u4LaQIWJcBAFi0R9JrI/HIqSf420F4IcXL06ETnGq0gyLkvQKIu6pa8r9K/QBOMB1SgwBykiVBoMIjHwjiPCnjXDVzcbJYzUERhkMnZDpd8tbJASI2uDRgWEWlOzpIU/rDkVYRqoioRroLwxjaPJjvKczO3R9si+VoKHciWPEdoRUPeCFI9lVWLkLqxaVLcLkxSm6C50yc+CaOYREK7eQ1EO/GxvA8RkspG4Fk63fZIHuqz9KPUdsZLOhMGACvtl5dlxaVLT/6MPHrzjM9n1o7/RPQzHsUo0ViqUEgKcxc1bSg4NzdpVsoAlkAxMZkjahPsiqc4Ir3qo/2oN7MqvIlZVkM4SJ0mTiOOe+z2UzAd1ZvRg0IQ3TQXHy86fSK2nmMbmPu+DINHHCzmzSATJAUSxdCpLIFugKipOlskeu5sd0bANN1JoW3hclFpNOGKR5ba7UEBqbiVdO4yTTVEAvvCh44lWAENdY8qLEUEpOXsH/U453+RQpMcuTgR7kjJ0sN92BIQABexN+gvU+eTwnd5c4TpImjGwqx+g7wJLNVVFDOpbfqdhU4QKF4BAwogoqqVwaB2KilvwvInSwo0+EFsgXK0ndwISEmyN2AL1IU2uCCA7BeBh180T6OHUUCT0wJdJ8unpHtoQ4Io+ahbz55vrV3ECbFmbYfl4CDTWffhl6BZGw6rmSpydNAuD23DtPaSYhnpiYhQenVNulsrYAW/Jt99A5b92gNLQx4RkE0m7BgPMU3Y3vNwdCvIHiBxBokStZt3l1ovhk4j6JOUIpuNd5ing5+u7OJkuD0eglK6ojp1KlHZTtsAA11nCkZN9n7aaeFhbpjRpGZaIwRMPX8AOUMgAabwAg95Ae0ASjVrykiX2p5EVE5AVwo0ao3kU+RjqN6yYthcsOELzpPPqu3Ahw4t3ZTaym7BG4YIFZS2Hx7ubUDIcGeamuRnjuUYSpQgyZbtWgEze6LwAUtYrMxEU2tI6psf84ZttuCVyzcEFhpnUmEfvAdaM4zlu2eZmA8s8ZPl8mfTa7Wiv1aYEgtcioa3Zre/zF9FpL0kT97Iv73SUn2rRBPv5X/eVv/DaDA/jrZvmCoTSHOMSSuJ8LACCsUkm9QG97ARh9783FYatYmFNO05RCL7yHCGyH43jyPdJQSCLleG0YRDnUtMl+KDY0dCpe+Gujk5yhQcy9MnF2cXx8N8E6JdZ2Lambpoc08JqFjUEHgKrAglQ4XhYEUWkKKKFOpDUDTFfwaEi3u0pZAj2eX16fLMycZHyF88/zkCc/ViLYwgJ3B5b6dBizQ9HMk3R1vSGJqTHdr2idTCkuEt4i+5hTUq/v/+MMHlBoAtMHpbZYI3Fplv1hCB/y+PDWG2PHgDvwAAAABJRU5ErkJggg==' ><figcaption class='figure-caption'>Iris Virginica</figcaption></figure>\n",
        "</div>\n",
-       " <div class='col-lg mb-3'>\n",
-       "<figure class='text-center my-1'><img class='figure-img rounded' alt='./iris-virginica.jpg' 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' ><figcaption class='figure-caption'>Iris Virginica</figcaption></figure>\n",
-       "</div>\n",
-       "\n",
-       "</div>\n",
-       " <div class='row'>\n",
+       "</div> <div class='row'>\n",
        "<div class='col-lg mb-3'>\n",
        "<div class='px-1'>\n",
-       "<p><em>Retrieved from <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Wikipedia</a> on 2021-04-05</em><br />\n",
-       "<em>License: <a href=\"https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\">CC-BY-SA-3.0</a></em>  </p>\n",
-       "<p><em>Photo of Iris Virginica by Eric Hunt</em><br />\n",
-       "<em>License: <a href=\"https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0\">CC-BY-SA-4.0</a></em></p>\n",
+       "<p><small><i>\n",
+       "Text retrieved from <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Wikipedia</a> on 2021-04-05<br />\n",
+       "License: <a href=\"https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\">CC-BY-SA-3.0</a><br />\n",
+       "</i></small></p>\n",
+       "<p><small><i>\n",
+       "Photo of Iris Virginica by Eric Hunt<br />\n",
+       "License: <a href=\"https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0\">CC-BY-SA-4.0</a>\n",
+       "</i></small></p>\n",
        "\n",
        "</div>\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</div>\n",
        "\n",
        "</body>\n",
@@ -522,55 +616,19 @@
     {
      "data": {
       "text/plain": [
-       "<class 'esparto._layout.Section'>: Introduction"
+       "{'Introduction': [{'Row 0': [{'Column 0': ['Markdown']},\n",
+       "                             {'Column 1': ['Image']}]},\n",
+       "                  {'Row 1': [{'Column 0': ['Markdown']}]}]}"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "intro_section = es.Section(\n",
-    "    es.Row(intro_md, iris_img),\n",
-    "    es.Row(credits_md),\n",
-    "    title=\"Introduction\"\n",
-    ")\n",
-    "\n",
-    "intro_section"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "TRaAmkG1JcPT"
-   },
-   "source": [
-    "Adding a title helps identify the item when looking at the document structure."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "8hkZgRb6JcPU",
-    "outputId": "45d9fad6-0c10-4d16-9361-ab43c23c9aad"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Introduction': [{'Row': [{'Column': ['Markdown']}, {'Column': ['Image']}]},\n",
-      "                  {'Row': [{'Column': ['Markdown']}]}]}\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(intro_section)"
+    "my_page.introduction[0] += iris_img\n",
+    "my_page.introduction"
    ]
   },
   {
@@ -580,37 +638,48 @@
    },
    "source": [
     "## Pandas DataFrames\n",
-    "For the analysis section we will include a table of sample data from a Pandas DataFrame and a couple of visualisations \n",
+    "For the Analysis section we will include a table of sample data from a Pandas DataFrame and a couple of visualisations \n",
     "produced in MatplotLib and Seaborn.\n",
     "\n",
-    "\n",
-    "To start, we define a new Section object."
+    "The data set is downloaded from GitHub and read in with the usual Pandas API."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {
-    "id": "iwkQMicfwJtT"
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.436334Z",
+     "start_time": "2021-05-31T10:41:35.326875Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 359
+    },
+    "id": "_lAVXOx4JcPX",
+    "outputId": "6dbf1d63-5a12-4715-fd6b-2b3373a4b7f7"
    },
    "outputs": [],
    "source": [
-    "analysis_section = es.Section(title=\"Data Analysis\")"
+    "df = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv')\n",
+    "sample_df = df.sample(10, random_state=1)"
    ]
   },
   {
    "cell_type": "markdown",
-   "metadata": {
-    "id": "DGTfVvaUJcPW"
-   },
+   "metadata": {},
    "source": [
-    "The data set is downloaded from GitHub and read in with the usual Pandas API."
+    "Using the `<<` operator adds content to the page but returns the original object."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.457963Z",
+     "start_time": "2021-05-31T10:41:35.438322Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/",
      "height": 359
@@ -746,1766 +815,174 @@
        "120           6.9          3.2           5.7          2.3   virginica"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df = pd.read_csv('https://raw.githubusercontent.com/mwaskom/seaborn-data/master/iris.csv')\n",
-    "sample_df = df.sample(10, random_state=1)\n",
-    "sample_df"
+    "my_page[\"Analysis\"][\"Sample Data\"] << sample_df"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {
-    "id": "pIrXFUOYJcPY"
+    "id": "5uNuMqJ8JcPc"
    },
    "source": [
-    "To include this in our page, we wrap the DataFrame in the DataFramePd class."
+    "## Plotting with Matplotlib and Seaborn"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can pass a Matplotlib figure directly to any `Layout` object. Matplotlib figures are converted to SVG format for HTML and PDF output. In the notebook environment, however, they are rendered as PNG images. Figures with many elements can take a long time\n",
+    "to display as SVG. This behaviour can be configured through `es.options.matplotlib_notebook_format`."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.469065Z",
+     "start_time": "2021-05-31T10:41:35.462686Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'png'"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "es.options.matplotlib_notebook_format"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.479420Z",
+     "start_time": "2021-05-31T10:41:35.472648Z"
+    },
+    "id": "Yq0cgw3cJcPd"
+   },
+   "outputs": [],
+   "source": [
+    "sns.set_palette(\"colorblind\")\n",
+    "sns.set_style(\"white\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.493841Z",
+     "start_time": "2021-05-31T10:41:35.482989Z"
+    },
+    "id": "auIWd5znJcPe"
+   },
+   "outputs": [],
+   "source": [
+    "df.species = df.species.astype(\"category\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.934857Z",
+     "start_time": "2021-05-31T10:41:35.496744Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/",
-     "height": 538
+     "height": 369
     },
-    "id": "iLGXVhdXJcPY",
-    "outputId": "4b612bc6-9f78-4d61-a759-9c565680fc6d"
+    "id": "EbC6No8KJcPe",
+    "outputId": "fddeeae2-785b-4111-92ea-e604c3632adb"
    },
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 360x252 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.style.use(\"seaborn-paper\")\n",
+    "fig1, ax = plt.subplots(figsize=[5, 3.5])\n",
+    "\n",
+    "for i, s in enumerate(df.species.cat.categories):\n",
+    "    plot_data = df.loc[df.species == s]\n",
+    "    ax.scatter(plot_data.petal_length, plot_data.petal_width, alpha=0.7, c=f\"C{i}\", label=s.capitalize())\n",
+    "\n",
+    "ax.set_title(\"Petal Length vs Petal Width\")\n",
+    "ax.set_xlabel(\"Petal Length (cm)\")\n",
+    "ax.set_ylabel(\"Petal Width (cm)\")\n",
+    "ax.legend()\n",
+    "fig1.tight_layout();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:35.943392Z",
+     "start_time": "2021-05-31T10:41:35.938183Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "my_page[\"Analysis\"][\"Visualisation\"] = fig1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0T9RJ9nXJcPg"
+   },
+   "source": [
+    "For some plots we may need to get the figure by calling `plt.gcf()` (get current figure), as shown below."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:36.335920Z",
+     "start_time": "2021-05-31T10:41:35.947563Z"
+    },
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 473
     },
+    "id": "29-DgjGFYk3z",
+    "outputId": "18525e76-fdc6-48b9-fdcb-1e911f0f1a2c"
+   },
+   "outputs": [
     {
      "data": {
-      "text/html": [
-       "<!doctype html>\n",
-       "<html>\n",
-       "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
-       "<body>\n",
-       "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<table border=\"0\" class=\"dataframe table table-sm table-striped table-hover table-bordered my-1\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th style=\"min-width: 10px;\">sepal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">sepal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">species</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>5.8</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.1</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.6</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.4</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>7.9</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.3</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>4.7</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.9</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>5.1</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.1</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4.7</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.9</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>5.7</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>\n",
-       "\n",
-       "</body>\n",
-       "</html>\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {
-      "isolated": true
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "$('.output_scroll').removeClass('output_scroll')"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<esparto._content.DataFramePd at 0x7fddc8b2d880>"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sample_tbl = es.DataFramePd(sample_df)\n",
-    "sample_tbl"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "L47OVe8hJcPZ"
-   },
-   "source": [
-    "We have not given any information as to how this table should sit in the Section, so let's see how esparto deals with it."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "id": "FQCAiLqlJcPa"
-   },
-   "outputs": [],
-   "source": [
-    "analysis_section += sample_tbl"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "ohwJdEdGJcPa"
-   },
-   "source": [
-    "Notice that the DataFramePd content has been automatically wrapped in a Column and a Row."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "2mT2A6JYJcPa",
-    "outputId": "38f9a600-92a3-400f-c461-49746d36a920"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Data Analysis': [{'Row': [{'Column': ['DataFramePd']}]}]}\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(analysis_section)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "XxkcnDHjJcPb"
-   },
-   "source": [
-    "If we decide to give a title to this Row we can do so by directly accessing its title attribute."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 696
-    },
-    "id": "itQNty6vJcPc",
-    "outputId": "61e852dc-68d7-4168-d619-5e1fe2220d87"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "<!doctype html>\n",
-       "<html>\n",
-       "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
-       "<body>\n",
-       "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<div class='px-1 mb-5'>\n",
-       "<h3 class='mb-3'>Data Analysis</h3>\n",
-       "\n",
-       "<div class='row'>\n",
-       "<div class='col-12'><h5 class='px-1 mb-3'>Sample Data</h5></div>\n",
-       "\n",
-       "<div class='col-lg mb-3'>\n",
-       "<table border=\"0\" class=\"dataframe table table-sm table-striped table-hover table-bordered my-1\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th style=\"min-width: 10px;\">sepal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">sepal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">species</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>5.8</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.1</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.6</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.4</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>7.9</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.3</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>4.7</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.9</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>5.1</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.1</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4.7</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.9</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>5.7</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>\n",
-       "\n",
-       "</div>\n",
-       "\n",
-       "</div>\n",
-       "\n",
-       "</div>\n",
-       "\n",
-       "</body>\n",
-       "</html>\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {
-      "isolated": true
-     },
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "$('.output_scroll').removeClass('output_scroll')"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Javascript object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<class 'esparto._layout.Section'>: Data Analysis"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "analysis_section.children[0].title = \"Sample Data\"\n",
-    "analysis_section"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "5uNuMqJ8JcPc"
-   },
-   "source": [
-    "## Plotting with Matplotlib and Seaborn\n",
-    "The FigureMpl class will convert any Matplotlib figure to an image for inclusion in the document. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {
-    "id": "Yq0cgw3cJcPd"
-   },
-   "outputs": [],
-   "source": [
-    "sns.set_palette(\"colorblind\")\n",
-    "sns.set_style(\"white\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "id": "auIWd5znJcPe"
-   },
-   "outputs": [],
-   "source": [
-    "df.species = df.species.astype(\"category\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 369
-    },
-    "id": "EbC6No8KJcPe",
-    "outputId": "fddeeae2-785b-4111-92ea-e604c3632adb"
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 324x216 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.style.use(\"seaborn-paper\")\n",
-    "fig, ax = plt.subplots(figsize=[4.5, 3])\n",
-    "\n",
-    "for i, s in enumerate(df.species.cat.categories):\n",
-    "    plot_data = df.loc[df.species == s]\n",
-    "    ax.scatter(plot_data.petal_length, plot_data.petal_width, alpha=0.7, c=f\"C{i}\", label=s.capitalize())\n",
-    "\n",
-    "ax.set_title(\"Petal Length vs Petal Width\")\n",
-    "ax.set_xlabel(\"Petal Length (cm)\")\n",
-    "ax.set_ylabel(\"Petal Width (cm)\")\n",
-    "ax.legend()\n",
-    "fig.tight_layout();"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "CYnN9s9NJcPf"
-   },
-   "source": [
-    "We can easily wrap this figure in a FigureMpl class."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/",
-     "height": 473
-    },
-    "id": "3y5XPMaeJcPf",
-    "outputId": "4e912379-5d77-44cd-fba4-24cbbfd9d57b"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
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-       "<body>\n",
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-       "<figure class='text-center my-1'>\n",
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-       "<svg height=\"216pt\" version=\"1.1\" viewBox=\"0 0 324 216\" width=\"324pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
-       " <metadata>\n",
-       "  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
-       "   <cc:Work>\n",
-       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
-       "    <dc:date>2021-05-03T18:36:21.934956</dc:date>\n",
-       "    <dc:format>image/svg+xml</dc:format>\n",
-       "    <dc:creator>\n",
-       "     <cc:Agent>\n",
-       "      <dc:title>Matplotlib v3.3.4, https://matplotlib.org/</dc:title>\n",
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-      "application/javascript": [
-       "$('.output_scroll').removeClass('output_scroll')"
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-       "<esparto._content.FigureMpl at 0x7fddc8ae1280>"
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-     "execution_count": 20,
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-   "source": [
-    "scatter_fig = es.FigureMpl(fig)\n",
-    "scatter_fig"
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-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "0T9RJ9nXJcPg"
-   },
-   "source": [
-    "For some plots we may need to get the figure by using plt.gcf() (get current figure), as shown below."
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-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {
-    "colab": {
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-     "height": 473
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-    "id": "29-DgjGFYk3z",
-    "outputId": "18525e76-fdc6-48b9-fdcb-1e911f0f1a2c"
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-   "outputs": [
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\n",
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       "text/plain": [
-       "<Figure size 391.48x316.8 with 20 Axes>"
+       "<Figure size 360x252 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -2514,27 +991,22 @@
    ],
    "source": [
     "sns.set_context(\"paper\")\n",
-    "ax = sns.pairplot(df, hue=\"species\", height=1.1)\n",
-    "ax.legend.remove()\n",
-    "fig = plt.gcf()\n",
-    "fig.subplots_adjust(top=0.93)\n",
-    "fig.suptitle(\"Iris Measurement Pairplot\")\n",
-    "pairplot_fig = es.FigureMpl(fig)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "gUuTsELBJcPi"
-   },
-   "source": [
-    "Finally, we add these plots in their own row at the end of the data analysis section."
+    "ax = sns.kdeplot(data=df)\n",
+    "ax.set_title(\"Kernel Density Estimates\")\n",
+    "ax.set_xlabel(\"Measurement (cm)\")\n",
+    "fig2 = plt.gcf()\n",
+    "fig2.set_size_inches((5, 3.5))\n",
+    "plt.tight_layout()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 20,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:36.556990Z",
+     "start_time": "2021-05-31T10:41:36.339835Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/",
      "height": 1000
@@ -2558,13325 +1030,13 @@
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        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<div class='px-1 mb-5'>\n",
-       "<h3 class='mb-3'>Data Analysis</h3>\n",
-       "\n",
-       "<div class='row'>\n",
-       "<div class='col-12'><h5 class='px-1 mb-3'>Sample Data</h5></div>\n",
-       "\n",
-       "<div class='col-lg mb-3'>\n",
-       "<table border=\"0\" class=\"dataframe table table-sm table-striped table-hover table-bordered my-1\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th style=\"min-width: 10px;\">sepal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">sepal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">species</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <td>5.8</td>\n",
-       "      <td>4.0</td>\n",
-       "      <td>1.2</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.1</td>\n",
-       "      <td>2.5</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>1.1</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.6</td>\n",
-       "      <td>3.0</td>\n",
-       "      <td>4.4</td>\n",
-       "      <td>1.4</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.4</td>\n",
-       "      <td>3.9</td>\n",
-       "      <td>1.3</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>7.9</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>6.4</td>\n",
-       "      <td>2.0</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.3</td>\n",
-       "      <td>3.3</td>\n",
-       "      <td>4.7</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>versicolor</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.9</td>\n",
-       "      <td>3.1</td>\n",
-       "      <td>5.1</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>5.1</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>1.9</td>\n",
-       "      <td>0.4</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>4.7</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>1.6</td>\n",
-       "      <td>0.2</td>\n",
-       "      <td>setosa</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <td>6.9</td>\n",
-       "      <td>3.2</td>\n",
-       "      <td>5.7</td>\n",
-       "      <td>2.3</td>\n",
-       "      <td>virginica</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>\n",
-       "\n",
-       "</div>\n",
-       " <div class='row'>\n",
-       "<div class='col-12'><h5 class='px-1 mb-3'>Visualisation</h5></div>\n",
-       "\n",
+       "<div class='row'><div class='col-12'><h5 class='px-1 mb-3'>Visualisation</h5></div>\n",
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-       "<figure class='text-center my-1'>\n",
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' ></figure>\n",
+       "</div> <div class='col-lg mb-3'>\n",
+       "<figure class='text-center p-3'><img class='img-fluid figure-img rounded' alt='Image' 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' ></figure>\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</div>\n",
        "\n",
        "</body>\n",
@@ -15913,17 +1073,17 @@
     {
      "data": {
       "text/plain": [
-       "<class 'esparto._layout.Section'>: Data Analysis"
+       "{'Visualisation': [{'Column 0': ['FigureMpl']}, {'Column 1': ['FigureMpl']}]}"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "analysis_section += es.Row(scatter_fig, pairplot_fig, title=\"Visualisation\")\n",
-    "analysis_section"
+    "my_page.analysis.visualisation += fig2\n",
+    "my_page.analysis.visualisation"
    ]
   },
   {
@@ -15932,131 +1092,19 @@
     "id": "35oecWivJcPk"
    },
    "source": [
-    "## Setting up the Page\n",
-    "We're going to return now to the Page object we made at the start of the notebook.\n",
+    "## Checking the Finished Page\n",
     "\n",
-    "\n",
-    "Adding sections is as simple as using the '+=' operator to add them in place."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "y8-brjT0JcPl"
-   },
-   "source": [
-    "First, let's check the initial page structure. It's currently empty."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "y63MH0ChJcPl",
-    "outputId": "09e81c6b-d87f-4f4e-e833-07ec26375ada"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Iris Report': []}\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(my_page)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "NCka63KXJcPm"
-   },
-   "source": [
-    "After adding the introductory section we can see that new content is present. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "d4UeMoYbJcPm",
-    "outputId": "be9c3ed0-62e9-4310-add3-eb3e5c8e5fed"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Iris Report': [{'Introduction': [{'Row': [{'Column': ['Markdown']},\n",
-      "                                            {'Column': ['Image']}]},\n",
-      "                                   {'Row': [{'Column': ['Markdown']}]}]}]}\n"
-     ]
-    }
-   ],
-   "source": [
-    "my_page += intro_section\n",
-    "print(my_page)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "BMgxKVd0JcPn"
-   },
-   "source": [
-    "And again with the analysis section."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {
-    "colab": {
-     "base_uri": "https://localhost:8080/"
-    },
-    "id": "zl25Z5jTJcPn",
-    "outputId": "d7a8264e-36da-4dfb-d4a5-84d55da1254e"
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'Iris Report': [{'Introduction': [{'Row': [{'Column': ['Markdown']},\n",
-      "                                            {'Column': ['Image']}]},\n",
-      "                                   {'Row': [{'Column': ['Markdown']}]}]},\n",
-      "                 {'Data Analysis': [{'Sample Data': [{'Column': ['DataFramePd']}]},\n",
-      "                                    {'Visualisation': [{'Column': ['FigureMpl']},\n",
-      "                                                       {'Column': ['FigureMpl']}]}]}]}\n"
-     ]
-    }
-   ],
-   "source": [
-    "my_page += analysis_section\n",
-    "print(my_page)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "id": "6qJp2_pCJcPo"
-   },
-   "source": [
     "We can view the final page rendering within the notebook."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 21,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:36.798646Z",
+     "start_time": "2021-05-31T10:41:36.561339Z"
+    },
     "colab": {
      "base_uri": "https://localhost:8080/",
      "height": 1000
@@ -16081,12 +1129,8 @@
        "<head><link rel=\"stylesheet\" href=\"https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css\" integrity=\"sha384-Vkoo8x4CGsO3+Hhxv8T/Q5PaXtkKtu6ug5TOeNV6gBiFeWPGFN9MuhOf23Q9Ifjh\" crossorigin=\"anonymous\"></head>\n",
        "<body>\n",
        "<div class='container' style='width: 100%; height: 100%;'>\n",
-       "<main class='container px-2'>\n",
-       "<h1 class='display-4 my-3'>Iris Report</h1>\n",
-       "\n",
-       "<div class='px-1 mb-5'>\n",
-       "<h3 class='mb-3'>Introduction</h3>\n",
-       "\n",
+       "<main class='container px-2'><h1 class='display-4 my-3'>Iris Report</h1>\n",
+       "<div class='px-1 mb-5'><h3 class='mb-3'>Introduction</h3>\n",
        "<div class='row'>\n",
        "<div class='col-lg mb-3'>\n",
        "<div class='px-1'>\n",
@@ -16103,41 +1147,35 @@
        "discriminant model to distinguish the species from each other.</p>\n",
        "\n",
        "</div>\n",
+       "</div> <div class='col-lg mb-3'>\n",
+       "<figure class='text-center p-3'><img class='img-fluid figure-img rounded' alt='./iris-virginica.jpg' 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' ><figcaption class='figure-caption'>Iris Virginica</figcaption></figure>\n",
        "</div>\n",
-       " <div class='col-lg mb-3'>\n",
-       "<figure class='text-center my-1'><img class='figure-img rounded' alt='./iris-virginica.jpg' 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><figcaption class='figure-caption'>Iris Virginica</figcaption></figure>\n",
-       "</div>\n",
-       "\n",
-       "</div>\n",
-       " <div class='row'>\n",
+       "</div> <div class='row'>\n",
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-       "<p><em>Retrieved from <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Wikipedia</a> on 2021-04-05</em><br />\n",
-       "<em>License: <a href=\"https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\">CC-BY-SA-3.0</a></em>  </p>\n",
-       "<p><em>Photo of Iris Virginica by Eric Hunt</em><br />\n",
-       "<em>License: <a href=\"https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0\">CC-BY-SA-4.0</a></em></p>\n",
+       "<p><small><i>\n",
+       "Text retrieved from <a href=\"https://en.wikipedia.org/wiki/Iris_flower_data_set\">Wikipedia</a> on 2021-04-05<br />\n",
+       "License: <a href=\"https://en.wikipedia.org/wiki/Wikipedia:Text_of_Creative_Commons_Attribution-ShareAlike_3.0_Unported_License\">CC-BY-SA-3.0</a><br />\n",
+       "</i></small></p>\n",
+       "<p><small><i>\n",
+       "Photo of Iris Virginica by Eric Hunt<br />\n",
+       "License: <a href=\"https://commons.wikimedia.org/wiki/Category:CC-BY-SA-4.0\">CC-BY-SA-4.0</a>\n",
+       "</i></small></p>\n",
        "\n",
        "</div>\n",
        "</div>\n",
-       "\n",
-       "</div>\n",
-       "\n",
        "</div>\n",
-       " <div class='px-1 mb-5'>\n",
-       "<h3 class='mb-3'>Data Analysis</h3>\n",
-       "\n",
-       "<div class='row'>\n",
-       "<div class='col-12'><h5 class='px-1 mb-3'>Sample Data</h5></div>\n",
-       "\n",
+       "</div> <div class='px-1 mb-5'><h3 class='mb-3'>Analysis</h3>\n",
+       "<div class='row'><div class='col-12'><h5 class='px-1 mb-3'>Sample Data</h5></div>\n",
        "<div class='col-lg mb-3'>\n",
-       "<table border=\"0\" class=\"dataframe table table-sm table-striped table-hover table-bordered my-1\">\n",
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        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
-       "      <th style=\"min-width: 10px;\">sepal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">sepal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_length</th>\n",
-       "      <th style=\"min-width: 10px;\">petal_width</th>\n",
-       "      <th style=\"min-width: 10px;\">species</th>\n",
+       "      <th style=\"min-width: 0px;\">sepal_length</th>\n",
+       "      <th style=\"min-width: 0px;\">sepal_width</th>\n",
+       "      <th style=\"min-width: 0px;\">petal_length</th>\n",
+       "      <th style=\"min-width: 0px;\">petal_width</th>\n",
+       "      <th style=\"min-width: 0px;\">species</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
@@ -16212,13238 +1250,17 @@
        "      <td>virginica</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
-       "</table>\n",
-       "</div>\n",
-       "\n",
+       "</table></div>\n",
        "</div>\n",
-       " <div class='row'>\n",
-       "<div class='col-12'><h5 class='px-1 mb-3'>Visualisation</h5></div>\n",
-       "\n",
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' ></figure>\n",
+       "</div> <div class='col-lg mb-3'>\n",
+       "<figure class='text-center p-3'><img class='img-fluid figure-img rounded' alt='Image' 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iH9PCqvxre8JpPJUXo2xCgStHCPEQlaqFIMmbGoPBve9rrKsyGGjIt2iEgQrEckaKHKkEwGTDkJKN3r3XZM5Rkohjjuc3eqZncnUVFR/PLLL7e9PmXKFE6fPk1CQgK7d+8ufv3hhx+uVJzlIRK0UGUYcxJAMqN0D7jtmNIzEGNGtB2iEqq6pk2bMnbs2FKPJyYm3pKgbUlMsxOqDGNWHDKlM3Ktz23HVB71MWTGiql2VYgtq9mNGzeOuXPncvLkSSZPnsz+/ftZs2YN+fn5BAYGFi+G2bRpE99//z116tQhKysLgMWLF3Pq1CkuXrzIhx9+WLw938mTJ2nRogXvvvuu1d4jkaCFKsOYdQWle90SE7DSzR/JkINZl4FCU3JRG6FsTAUZSMa8SrcjUzqj0HiWetyW1ezatm3L0aNHOXbsGK1ateLixYscPnyY8ePHk5qaWvhzm0x88803rFq1CqVSyeDBgwF48sknb1nNmJ+fT2hoKO+88w5DhgwhJycHV1fXSr9fJREJWqgyjFmXSxx/BlC41f3nnDiRoCtBMhuJXxiIpM+qdFsytTsBE1OQyUtOM7asZhccHMyePXuIi4vjiSeeICIigpiYGAIDA4sTdHp6Or6+vjg7F1ZFbNasWYltabXa4qXbRZXvRIIW7nvGrLgSx5+hsGiSwtkXY3Y8TjVa2zawe4hMrsT/6WiL3UGXlpzBttXsWrduzWeffUZAQADt2rVj7ty51K5d+5ZzvLy8uHr1Kvn5+SiVyuKdnlQqFUbjv+VX//sJzprljESCFqoMY3Y82oC+pR5XutXFmH3FhhHdmwqHJTyt3o8tq9k5OTmh1Wpp06YNWq0WmUxGcHDwLecoFApeeOEFRo0aRZ06dahVqxYAjRs3Jjo6mpdffpk333zTwu/CnYlqdkKVkfDLA3gG/w/XpmNKPH51QyhKtwCq9fjUxpFVfaKanfWIanbCfcGYk4zCtXapx5VuAZjEHfR9z5LV7OxNJGihSjDrspAMOShc7pCg3euiS9xrw6gEa7N3NTt7EwtVhCrB+E+lOuUd76D9xRi0cE8RCVqoEkw5ScjUbsjVbqWeo3SriynvKmZjgQ0jEwTrEQlaqBKMuUkoXWrd8ZyiKXim7HhbhCQIVicStFAlmHKSULjWueM5cidPZGo3Mcxxj4mKiuLYsWN3POebb75h8+bNJR4rKnpkCeHh4eTn5xf//4IFCyzSbmlEghaqBFNO0h3Hn6FwAUHhOHSCjaISbCEqKorjx4/bOwyA4vodtiJmcQhVgjE3CZVn4F3PE4tVqo6IiIjbCiF5enoyc+ZMzGYz9evX58MPP2Tx4sXk5OSwa9cu5s2bx/Tp00lOTiYvL4/333+f1q1bl7nPTz/9lDNnzmA0GnnnnXdo2bIlgwYNolu3brcUP8rJyeHVV1/FZDIRGBjIlStXGD9+PFFRUUyaNIkOHTpQv359Tpw4waRJk0hISOCLL74gMPDuf0fLw2YJesWKFYSHh6NSqfj444/x9/cHICsri5deegmDwYAkSbz33ns88MADmM1mPvzwQy5evEiNGjX45JNP0Gg0tgpXcDCmnCQ0fj3vel7hHbQYg66MDF0+eSZ9pdtxVqjxdNLe8Zz/FkLSarV88cUXVK9enU8++YS9e/fy5JNPkp6ezvjx4wGYOnUqzs7OxMTE8PHHH/PTTz+VKZ7du3djNptZsmQJaWlpvPLKKyxZsqTE4kcrVqygW7duPPXUU6xZs4YrV64QHBxM06ZNmTNnDt7e3oSHh6NWq/n888/ZunUrq1atYsqUKZV+325mkwSdkZHBypUrWbZsGZGRkcyePZs5c+YAoFarmTVrFr6+vly6dImPPvqIRYsWsWfPHuRyOUuXLuWnn35i9erVjBlT8goy4d5nzE2+60NCKEzQ+Qn2qd17LzCaTdRfOYMsQ+VnwrirNFwf/SFKuaLUc/5bCCkhIYHXX38dgNzcXBo1anRL7QuTycRXX33F6dOnUSqVZGRklDmeixcvsnfvXsLCworbh5KLH12+fJlHHnkEgJYtW5Y6vt20adNbrrM0myToU6dOERwcjFKppGXLlsTGxhYf02g0xXfGarUahaLwD/PIkSP06tULgN69ezN37lyRoO9TkmTGlJt814eEUJigxWrCilPKFcQ+/q7F7qDvlJyB2wohNW7cmK+++gpvb28ADAYDmzdvxmQyAXDu3DkSExNZtmwZly5d4pVXXilzPIGBgYSEhDB58mSgsBgTlFz8KCAggDNnztCuXbtbHjCqVKriWP57rTWqZtgkQWdmZuLh4VH8fUk/SFER7AkTJtx2jZubm1V+OwlVgznvOpiNZbqDVrjVxZgVLwr3V4KnkxZP7jw0YSn/LYTk5eXF5MmTMRqNyOVy3nvvPdq0acNvv/3GmTNnmDFjBpmZmTz55JO0bdu2XH316tWLI0eOFN9Bt2zZstTiRyNGjODVV19l586d1KtXD5VKBUCfPn1488036dKlCz4+t28cYXGSDezatUv67LPPir8fMmTIbedMnz5dWrRoUfH3s2bNknbv3i1JkiRFR0dLr776arn6bNy4ccWCFRxOwdVjUsyXasls1N/1XH1GrBTzpUoy5l6zQWT3jpiYGJv3efDgQenDDz+0eb9lYTabJYPBIEmSJIWHh0uzZs2qcFslvbdlzU82uYNu1aoV8+bNw2Qyce7cOQICbq3p+91336FQKHjqqaeKX+vQoQN79uyhR48e7Nmzh/bt29siVMEBmXKSUDjXQKZQ3fVcpWsdQIYxOx6Fc3XrByc4lKeffhqDwVD8fUhICOPGjSt3O0ajkbFjxyKTyZDL5cyePduSYZaZzcqNLlu2jLVr16JUKpkxYwZHjx7Fz88Pf39/QkJCaNeuHTKZjBo1avD5559jNpuZOnUq0dHRxU90tdqyf+wS5UbvHVmnfiT79I/UGXOoTOdf+ak+1Xp9iUvgUOsGdg9x1HKj94IqUW501KhRjBo1qvj7m++ii3YuuJlcLq/QFurCvceUm3jHMqP/JabaCfcKsZJQcHjGnGSUdygz+l8iQQv3CpGgBYdXWIejvAlaTLUTqj6RoAWHZ8q9ex2Omynd6mLKEnfQ94rKFku6k/DwcA4duv3ZxsMPPwwULkePjo4GICEhgeeee67cfVSGSNCCwzPmJN1xJ5X/UoghjnuKNYslPfroo7dtHnuzQ4cOFSdoexDFkgSHJhl1mAtSUbjefZFKEaWbP6a8FCSjDpnSyYrRCZVhi2JJOp2OCRMmsGTJEr788ktiY2P5+uuvmTJlCuPHj2fz5s00atSI/v378+mnn3L8+HHq16+PwWAgOzubNWvWoNVqWbVqFVOnTiU9PZ3Jkydz4cIFJk6cyKBBg6z6HokELTg0Y24yUDS/uWyU7nULr81JQOXZ0Cpx3ctMuRmY9XmVbkeudkbh4nnHc6xdLMnJyQmlUklubi7R0dGYTCYkSeLSpUs0atSoeFgkMjKS2NhYli9fzpUrV3j00Udxc3Nj2LBhxQk8ISGBGzdu8Ouvv5KTk8OECRNEghbub6bcZJCrkGuqlfkauZMXMpULxux4kaDLSTIZuTg5AHN+VqXbkmvdCfo2FZmi9DRji2JJbdu2Zd++fWg0Gvz8/Ni1axd16tz6C//y5cu0atUKgLp16+Ll5VViW4GBgajVary9vYtreViTSNCCQzPlJqF0qV2uuhr/Fu4XMznKS6ZQ0ujzOIvdQd8pOYNtiiUFBwcza9Yshg0bRv369fniiy947LHHbjknICCA9evXAxAfH096ejpw5+JItiAStODQjDnJ5Rp/LlJYuF88KKwIhYvnXYcmLMUWxZJat27NhQsXCA4Oxt/fn/Pnz9/2YPCBBx4gICCA0NBQGjduXFwIqXPnznzyySfs2rWrXJXzLMVmS71tTSz1vjek7f0fhoxL+D78e7muu7H9eSQkqvf9zkqR3VvssdQ7IiKCLVu28MEHH9i0X1urEku9BaEiTGUs1P9fCjd/dIn7rBCR4MgsVSzJUYgELTg0Y04yWv8m5b5O6eZPrhiDdmgdO3akY8eOFm1z4cKFFm3P3sRCFcGhmXKTKjUGfY+O4An3CZGgBYdmKmehpCJKd38kYx7mgjQrRCUItiEStOCwzIY8zPrMit1BuxQV7hfDHGWhUqnIyqr83GfhVllZWcXbZVWEGIMWHJbpn1WE5anDUUSmdELhUhNjdjxONdpYOrR7Tu3atUlKSiI1NdXeodxTVCoVtWuX/+9vEZGgBYdlyk1GptAgd/Ks0PWiLnTZyeVy/Pz87B2G8B9iiENwWMZ/6kBXdPWW0s0fY1achaMSBNsRCVpwWKbcZBQVmANdROlRH2NmjAUjEgTbEglacFgVXaRSROnREGNmrAUjEgTbEglacFjGcm519V8qj/oYMmPEXGihyhIJWnBYlR/iaIBkyMWcf92CUQmC7YgELTiswr0IK5Gg3fxArsSQIcahhapJJGjBYRlzkis0B7qITK5E6V4PY5ZI0ELVJBK04JDM+mwkQw4Kl5qVakflXl/cQQtVlkjQgkMy5iQBVKgOx82Ung3ETA6hyhIJWnBIptxkZCoXZGq3SrVTNJNDEKoikaAFh2TKTULhUqvSe8ApPcQdtFB12SxBr1ixgtDQUMLCwoiPv7U+wrRp0+jWrRvTpk0rfi0iIoLu3bsTFhZGWFgY16+LqVL3E2N2Ako3/0q3o/Sojyk3CbMx3wJRCYJt2aRYUkZGBitXrmTZsmVERkYye/Zs5syZU3z8ueee48EHH2Tr1q23XNevX797fr8yoWTG7ASUrpUv3qPyaFDYXmYs6mrNKt2eINhSue+gT548We5OTp06RXBwMEqlkpYtWxIbe+tHTl9f3xI/yu7atYtRo0bx5ZdfitVg9xlj9pXCecyVJFe7IddWFzU5hCqp3An6xx9/ZPDgwcyfP5/ExMQyXZOZmYmHh0fx92VJts2bN2fz5s389ttvXLt2jY0bN5Y3VKEKM2UnoLDAEAeAyrMhhoxLFmlLEGyp3Al67ty5LFmyBHd3dyZPnkxYWBgrV64kJyen1Gvc3d1v2a1BLr97ty4uLqjVauRyOf379ycyMrK8oQpVmDHHMkMcACrPQAwZ0RZpSxBsqUIPCT09PenTpw8hISEkJyeze/duQkNDS91Rt1WrVhw+fBiTycTZs2cJCAi4ax/Z2dnF/3/o0CHq1atXkVCFKshsKNxL0BJDHAAqr0YY0i9apC1BsKVyPyRcvXo1a9euxWg0MnToUP744w9cXV3R6/X079+fp59++rZrPD09GTp0KGPGjEGpVDJjxgzCw8Px8/MjODiY+fPns23bNlJTU4mLi2PBggVs2LCBFStWoNFoqFu3Lq+++qolfl6hCijaBcUSszgAlJ6BGE4vsEhbgmBLMqmcT98+//xzhg0bRoMGDW47du7cOZo0aWKx4CojKCiI8+fP2zsMoQLyr/zF1T9HUG+SZfbH0107QdLSYAJezESu1FqkTUGojLLmp3IPcSQmJt6WnF9//XUAh0nOQtVmqSl2RVSegYXtigeFQhVT5gRtNpvR6/XExMRgMBjQ6/Xo9XrS0tKIioqyZozCfcaYHW+x4Q0AudoVhUttDBliHFqoWso8Br1kyRJ++eUXrl27Rv/+/Yunyrm6ujJ69GirBSjcf4w5CSgs9ICwiHhQKFRFZU7QY8eOZezYsfz222+MGTPGmjEJ9zlTdgJOtTpZtE0x1U6oisqcoE+cOEHr1q0JCAhg7969tx3v1q2bRQMT7l/G7Cu4NB5h0TZVXo3IvbTeom0KgrWVOUHv2bOH1q1bs2HDhhKPiwQtWIIkSf8USrLsEIfSMxCjuIMWqpgyJ+iXX34ZgJkzZ1otGEEw6zKRDDkWT9Aqr0aY8q5i1mUhd3K3aNuCYC3lnmY3c+ZMcnJy0Ov1hIWF0aNHD1avXm2N2IT7kCmncJGKwoLT7ABU7g1AJhfj0EKVUu4EHRERgaurK9u3b6dhw4Zs2bKFX375xRqxCfchY1YccucayFXOFm1XpnRC6RaAIf2CRdsVBGsqd4LW6XTo9Xo2b97MQw89hFYrVmYJlmPIvIzKvZ5V2lZ5NRJzoYUqpdwJeuTIkfTs2ZP8/Hw6depEUlISLi4u1ohNuA8ZM2NRWitBi6l2QhVT7mJJTz31FE899VTx97Vr12bJkiWWjEm4jxmzYlFVe8AqbSu9GlEQ9ZtV2hYEayh3gr569SrLli0jMTERs9lc/Prnn39u0cCE+5Mh6zLODR62Stuqf6baSZJU6c1oBcEWyp2gn3/+eQYPHkynTp3KVHhfEMpKkiTrDnF4NcKsy8CcfwOFc3Wr9CEIllShTWPHjRtn6TgEAXP+DSRDLkqP+lZpX+lWF+QqDBkXRYIWqoRyJ+guXbowf/58QkJCUKvVxa/Xr2+df1SCbZnys8jYvQD91YtoAtrg3jEUhdbNJn0bsy6DTGHRSnY3k8mVqDwaYEiPRlO7i1X6EARLKneCLtrVe//+/cWvyWQyFi9ebLmoBLvQX79M3Ky+yGRytA07cmP9DK7/8SF1nl2MS7MQq/dvyIxB6eaPTF6hD3ZlUjjVTsyFFqqGcv9LEDM27k3mghziZvVF49eCOpOWI1c5IRn1XF87nSufD6DOxKW4dxhu1RiMmZetNrxRROnZSEy1E6qMcj/li4uLY+LEiTz22GMAXLhwgR9//NHigQm2dXXFFGQKFXWeX4Zc5QSATKmmxvDp+I6ZQ+L3Y8g9/7dVYzBkWe8BYRGVVyOMoi60UEWUO0G/++67vPDCCxiNRgAaNWrE2rVrLR6YYDu65POk75hP7fELkKs1tx33DplItf5vED/nEfRXrXf3aUyPRuXVyGrtw7+LVSTJfPeTBcHOyp2gCwoKaNGiRfH3MpkMhUJh0aAE27rx5ye4tngI50alPzirPnw6Lk1DSPh2JGaDzipxGDIuFu8faC0qr0ZIxnxMOYlW7UcQLKHcCbpGjRpERUUVT/RfsWIF/v7Weep+vym4cpLMiN8x6/Nt1qchPYnMA7/iM/h/dzxPJpNR++mfMOWmcW3F2xaPw6zPxpSbbPU7aIVLbWRqN/Rp56zajyBYQrkT9PTp0/npp5+4fv063bt358CBA3z44YfWiO2+kn1iAzFT25P883PEffYgktFgk34z9y/BqVZTtI263vVchYsndSYtJ+2veWQft+zuJIUP7mQoPRpatN3/kslkqLyCMKTdfct7QbC3cs/iqFatmljWbWFmfT7Ji56h+tCpePV+jpj3WpK27WuqDZhs1X4lSSJjz0K8ek8s89Jn54YdqfHoNJIWTqDhx2dRuvlYJBZD+kWUbnWRK28fA7c0tXcTDOIOWqgCynUHvXfvXiZNmsSgQYMYNGgQL774Yon7Ewrlk7lvCSDDZ+CbKN18qD5sGjc2fYZZX2DVfgtiDqO/dgmPLuXbBLjagDdQV69PypIXLRaLIeMiSisPbxRRiQQtVBFlTtCbN2/mww8/5MEHH+Tzzz/n888/p2/fvkybNo0tW7ZYM8Z7Xsb+JXj2HI9MWbgy06PLE0gGHTmnN1u136xjf+DcpCdK9xrluk6mUFL7mV/IPraWrEMrLRKLIf2i1cefi6i8gjCkiyEOwfGVOUEvWrSI7777jqFDh9KkSROaNGnC0KFD+e6771i4cKE1Y7ynGTNSyL+4D/f2jxW/JldrcG83jKyI363ad87xdbi1eaRC1zrVCqLGYzNI/uV5jJlXKx2LMSPa6jM4iqi8m2DKu4qpIN0m/QlCRZU5QWdnZ9Ow4e0PcBo0aEBWVtZdr1+xYgWhoaGEhYURHx9/y7Fp06bRrVs3pk2bVvya2Wzm//7v/xg9ejSvvvoqBQXW/bhvL1lH16Cu0RAn/xa3vO7ecSTZJ9Zj1uVZpV/91UvoEs/i1rZiCRrA+8FXUNcM4uqyyo2VS5JUeAftaaM7aI8GhUWTxDCH4ODKnKA1mtIf3tzpGEBGRgYrV67k119/5c0332T27Nm3HH/uuedue23Pnj3I5XKWLl1K8+bN79mNaXNOrMet3bDbHtK5NA1BrnQi9+w2q/SbfXwtTnVbofYJqHAbMrmCWmPnk3nod3Kjdla4HXPeNcy6dFTejSvcRnnIFCpUng3FMIfg8Mo8i+P8+fN069atxGMZGRl3vPbUqVMEBwejVCpp2bIlsbGxtxz39fXl8uXLt7x25MgRevXqBUDv3r2ZO3cuY8aU72GWo5PMJvIu7MX7wVduOyZTqnBuFkLO2e2VusstTfbxdbi1GVLpdjR1W+Ld7xWSf5lEw49OFo+jl4c+LRKZ0tnqy7xvJh4UClVBmRP02bNnK9xJZmYmHh4exd9LklSua9zc3MjMzKxw/46q4MpJzLpctIGdSzzu0qwPadu+tni/Zl0ueRf3UePxmRZpr8awqWQd+p0bm2ZT/S4LXkqiT41E5d0Emcx2G0CovJugv37KZv0JQkVYr67jTdzd3Tl//t+Pk2XZicXd3b14bDs7O/uWBH+vyDu/B01AGxRa9xKPuzTrQ8ovz2NIS0TlXcdy/V7cj0zphLZee4u0J9e4UnPMHBK/G4NnlydQVatbrusNqVGoqzWzSCxlpfYKIvf8Cpv2aUspWQWcSMridHIWKdk6UnP1GM0SaqUcd42S2u4aartrCPDS0sjHBV83J7ENmAOySYJu1aoV8+bNw2Qyce7cOQIC7j7u2aFDB/bs2UOPHj3Ys2cP7dtbJpk4krzze3AO6lHqcbVvIKpqdcmN2oFn1zDL9XtuF86NuyFTqizWplu7YWgbdeFa+P9R55lF5bpWnxaJc70BFoulLFTVmmHMjMVsyEWuqnq70uuNZpKyCkjIzCcho4D4jHwSMgu4eD2H40lZXM3W4aFR0rKWO3U8NHg7q1EpZOhNEqm5ek4nZZGYVUBcej46oxk3JyWNfFwIquFKB39Putbzpq2fBwq5SNr2ZJME7enpydChQxkzZgxKpZIZM2YQHh6On58fwcHBzJ8/n23btpGamkpcXBwLFiygR48e7Nixg9GjR1O9enU++eQTW4RqU/mXDuLReXSpx2UyGdrG3ci/uN+iCTr33G7cWlt2Y1aZTIbv458QO60T1fq/juY/s1JKI0kShtRI1O2su2ryv9TezUAmx5AaiVPNDjbtu7z0RjPrI1PYcv46p5OziEvP52qODkkCtUKOn6cGPw8N/p5a2vt78kynAFrX9qCet/aud8Vms0R8Rj4XbuRy4XoOkVdz+PVoAm/+GUl1FzWj29bhtR4NqOOhtdFPK9xMJpVlQLgKCgoKumVYxdEY0pO4+GodAmfHoq5er9Tz0rZ/S/ruH2k4/YRF+jXrcjn3vBf1/rcb51LGvisj4duRmHW51H39zzKdb8q9ypUf/fEbdx6VlYv1/1fCkta4t34J9xbjbdpveaw+lcRLa85QYDQzuJkvreu408DbBX9PDX4eWqq7qq0yNJFVYGDd2avM33+ZY4mZvNU7kHf7NEKtFBtFW0JZ85NN7qCF2xVcPorCxRvVXaa5aQM7k/Lry5jysy2yN2Be9AFkCpXFxp//q/rwj7j0v2bkntuDS5PSh2+K/DuDo+LT/SpK7dMSw43TNu+3LCRJ4rV1Z/n+QBwfPhTEy93qo1HZrqyvu0bFE+38GNO2DpvOXWPiqlNsirrKuqeDqelu/XopQiHx69BO8mOPoKnf/q53Pxr/lshUGvJjDlmk37woy48/38ypZiM8u43jxrqPynS+ITXK5jM4iqh9WqB30AT9+rqzLD6SwN4Xu/JW70CbJuebyWQyBjb15dQbvfDUqujyzV4u3ci1Syz3I5Gg7aTg8lE09drd9TyZQom2QTD50Qcs0m/u+d04N+lpkbZK4zPoLXIj/yI/9shdz9WnRtp8BkcRtU8L9NdPlWnapy0tPZbA9wfi2PpsJ9r5edo7HAA8tSr+HN+R9v6e9P/xINeyrbNpg3ArkaDtpODyUbRlSNAAzo26kB+9/+4n3oVZl0f+pQhcmvSqdFt3ovYNxD14BDf+vPs8a31aJCrvplaNpzTq6i0x6zMxZcff/WQbuZyWx6Tw08we/ADt/T3tHc4t1Eo5S0a3wc9DyyOLDqE3im3DrE0kaDswZl3HmJmCpm6rMp2vDexM3qWDSObK/YMoHn+ub/0piz4PTyH76Bp0KaVv0CpJEoYbZ1D7PGD1eEqicKmFXFMN3fWTdum/JK+vO0uXAC+e72L7MfmycFIqCH+qPclZOv63Kcre4dzzRIK2A13iWWRqLarqZZu1oG3YCXNuOvqUC5XqN+/8bpwbdanQcuzy0tRthXNQT9L/mlfqOcbsK5h1Gairl+0XlaXJZDKcfNuhv3bULv3/198xqfwZeZUvH2nu0ItGvJzVLH2iLV//Hcu2C9ftHc49TSRoO9AlnMGpdjNk8rI9+FG6+aD2DSQ/JqJS/eZF7cLZysMbN/Pu9xIZexdhLsgp8bj++inkWh8ULrVtFtN/OdVsjy75sN36LyJJEm+uj+TZTgEE1XC1dzh31aWeN2/1DmTiqlPk6Y32DueeJRK0HegSz+Dk17xc12gbdiI/+mCF+zTr88mPsf74883c2gxBrnEj88BvJR7XXz+Junoru94tOtUMRnf1MJJk3/HUvy7e4GRyFu/3s01FP0t4t28jFHIZ07aVPowlVI5I0HZQkHAGpzoVSNCXKp6g8y8dBLkCbQPbrZqTKZR49Z5I2l/zSpwpob9+ErVPS5vFUxIn3w6YdRkYM6LtGsfsXZd4sr0fvm5Odo2jPLQqBXOHNefLPZeISRVT76xBJGgbkyQJXeKZMi+FLqJt2ImC+FOYdRX7h5AbtQvnQNuMP9/Ms9tT6BLOUHDlxG3H9DdO41Tdvgla4VwdpXt9ClIsM8+8Ik4mZbLt4nVe72HdHc2t4cGgGoQE+vD+ZsddtVuViQRtY8b0RMx5meW+g9b4t0SmVJMfW7EHWnnnbDv+XETlXQeX5g+S+fetBZTMukyMmTF2e0B4M6ea7dGn3H3OtrV8u+8yg5r4Vomx55LMHNiU308kciwhw96h3HNEgrYxXcIZ5M6eKL3K92BMplShqdeuQsMcZn0B+TERVl+gUhrP7uPI3P8bZsO/ixv0N06DQo3KK8guMd3MqVYnCpL22aXvXJ2R308k8Uyn8pVodSSt63gwuk0dpmwQ0+4sTSRoGytIKHxAWJEHYxUdhy68Roa2QXC5r7UEtzZDkJDIObG++DX99VOoqz2ATGGdJeflofHrgf76KbtsIrvyVDKuTgoGNCnfzuqOZlr/JuyOSWX3pRv2DuWeIhK0jekSz6Ap5/BGEefATuRHHyj30uTcqJ1oG3VBrrLPAyi5WoNH8AgyDy4rfk33zwwOR6D2aYHcyZOCxL9t3veCiDjGtvdHqaja/xTreTsT1s6fmX/Z92HrvaZq/62ognQJ5Z9iV0TbsBPGzBSMaeVbmpwbtQOXpiEV6tNS3INHkHNyI6b8bMAxZnAUkcnkaPy6U5Cwx6b9nruWzb7L6TwdXHWHN272du+GbL94ncNXMuwdyj1DJGgbkswmdIlnK5ygVd5+KD1rk1eO+dBmXW5h/Y1m9k3Qzk16Ite6k3NiPZLZiCH1rMPcQQNo/HpRkLDbpn0uPBRPr4bVCPSpeju6lKRRdVdGtKrNzB1iXrSliARtQ/prMUiGApzqVLz2hDawU7lWFOZd2IdcZbn9BytKJlfg3uExMiN+x5B2DsmkQ+1TvqmG1qQtGofOT7VJf2azxLLjiTzZ3t8m/dnKlJBGrD2bwtmUbHuHck8QCdqGdAlnUHrUROnmU+E2ClcUlr30aG7UDpyDelit/nN5uAePJPf0ZvIT9qH0DESh8bR3SMVUPs1RONcgP36HTfrbG5vG9Rw9w5rXtEl/ttKytjsDm9Tgiz2X7B3KPUEkaBsqXOJdubtG58AuFFw+ilmfX6bzcyN34Nykd6X6tBTnxl1RuFYjN3INTjXa2jucW8hkcjR1+5Aft80m/S0/kcjApjXw0Nr/F6elvdajIb8dTeSqqBldaSJB21BlHhAW0TboAHIleRfvXh/alJtBweWjdh9/LlI4zPE4uqtHcfItWy1sW3IO6Ed+3HarF/A3msysOpVMaOs6Vu3HXnoHVqOpryvz91+2dyhVnkjQNqRLOFOp8WcAmVKNc+Nu5EXtvOu5OWe2oHCvjqZu60r1aUmubR5GkjJRedunBvSdaOv2xZSTgCHNugsu/oq+Qb7BxKCmVXvuc2lkMhmvdm/A/P2XKTCY7B1OlSYStI1IRj26qxcqfQcN4NK0N7lRdx8rzTmxAdcWA5DJHeePWVXNG2Sgv+Z4CxoULr6oq7ciP267Vfv5/XgSQx6oiYvTvbtnc2ib2sjlMn47lmjvUKq0e/dviIPRpVwAkxGn2pXff8+laQjXwt/HlJeJwtmjxHMks4mc05uoNXZ+pfuzJP2NU8jkbuSe2oZnx9H2Duc22oB+5Mdtw6PtyxZvO99oYGv8RZaevMIDD2TQcOUmkvKyMEkSJsmMl1pLPVdv6rl507l6AL1rBdLKuzYKB/oFW1ZOSgUvdK3HV3tieDrY36E3IHBkIkHbiC7hDCqfeii0bpVuS1O/HQoXb3JOb8aj48gSz8mPPogpLxOXB/pVuj9L0l09irpaS3IO/olkNpV50wJb0Qb0I+vEt5iNBciVmkq3J0kSO5OjmXduP5sTziFlV0OSGjGwSQ2aebfA38UTpUyOXCYjXZ/P5ew0orNusOrySaYc3YC32pnRDdsyNrA9ratVrTHriZ0D+Hj7RbZduM6DQffmcI61iQRtI5Z4QFhEJlfg1now2cfWlpqgMw8uw7VF/1LvsO1Fd+0Yzo2GkrljH/nRB3Fu3NXeId1CU6sLIEOXtA9t3T4VbkeSJJbHnuCTk39xIes6oxq0YV3fp/n+r0xcWiuZ3r71XdvI1OezKeEci6OP0GH9V7Sv5sc7rfoy2L9Zlbgj9XFxIqy9H1/tiREJuoKq3menKkqXWPkHhDdza/sIOSc3IBn1tx2TTEayDq3Ao7NjDSFIJj36G6fQ+nXFpVkI2cfX2juk28iUTmj8e1Vqut2+q7F0+fNrnt+/iuH1WhI34j0Wdg+lk099NkReY2SbslUy9FBrCW3Qho0PPkPs4+/SzbcBY3b/Stu1X7AxvmpUjnu1ewO2XLhOpFi4UiEiQduILvFsuWtA34nLA31BJiP7+PrbjuWc3oJZn4dbm8EW688S9KlnwWxEXb0Vbm2GkH18nb1DKpG2bt8KJehsQwET962i96b5tPXx48LwKXzQ5kFq/DOstSHqGlqVnJDA8i9U8nPx5LPgwcQ+/h4P1Qli+I6feXjbT5zPvFbutmypqa8b/YNq8OXfMfYOpUoSCdoGzLo89NcuobHQEAeAXK3Fs9tTpO24fdfs1E2z8ew2FrmTY9V40F09isq7CXK1K25thqBPPo8u2fF24tAG9EN/4zTG3OQyX7M75RKt//ic/ddiOfDwy3zbeXhxYi6y4kQSj7ashaoSlet8NC580uFhzj76Fmq5klZ/fM5HJ7ZhMDvudLbXejTg16MJYuFKBdgsQa9YsYLQ0FDCwsKIj7+1GtupU6cIDQ1l5MiR7NxZOL83ISGBjh07EhYWRlhYGFFRVeMjXUl0SVGADHWtJhZt1yvkefKidlKQcKb4tbxLEeSd30O1/pMt2pcl6K8exalG4QIVlbcfmoC2DnkXrfJqjNItoEx30WbJzMyTf/Hg5u8ZUb81h4e8Rjsfv9vOyy4wsiHqKiNbWeZBXwO3aoT3eYpVIWP5/vwBOq//mpNpSRZp29L6NPKhaQ1X5u6LtXcoVY5NEnRGRgYrV67k119/5c0332T27Nm3HJ85cyZz5sxh4cKFzJkzB5Op8G6gdevWLFmyhCVLltC0aVNbhGoVusQzqH0DkasrPyvgZk61gnBr9ygpv72CZDYhGfWk/PoyHl3DUNdoYNG+LOG/Kwjd2gwhp4QhGnuTyWRoA/redT50hi6fR//6hS/O7mZdv/HMbD8IJ0XJz93XR6bgoVXRs2E1i8b6sH8zTg99k5betej859fMj9pn9ZWQ5SWTyZjcqyHz918mV2e0dzhVik0S9KlTpwgODkapVNKyZUtiY//9TarT6TCZTPj6+uLi4kK9evW4fPkyAKdPn2b06NFMnTqVgoICW4RqFZacwfFfNcd8hS7hDPFfDibuswcxZV3DN3T23S+0MbMxH33qGdQ3JWjXNoPJu7gPY45tKsiVhzagH/lXtiNJ5hKPX85Oo9uGb0jMy+Dw4Fd5qM6dt+5acTKJ4S1qoZBbfvaFp5OWhd1DWdhtJO8c3ciInYvJ0JWtVoutjGhVGxe1gkWHy1fL/H5nkwSdmZmJh8e/071u/g2fkZGBm9u/Y3Xu7u5kZmZSo0YNtm7dytKlS/Hy8mLx4sW2CNUqLP2A8GYqbz/qvbsXhasPat/G1Hv373JXy9OZjKyNO8NLB8LptfFbmofPou3aLxi8bQHTjm/lRGpipe/K9FePgUyOU/XWxa9pAtqg9KxFzsmNlWrbGjT+IZgL0tBfP3nbsWM3Eui64RsaeVRn98AXqOfmfce2MvINbD53nZGty7cPZXmFNmjDkSGvcTknjXbrvuDQ9StW7a88VAo5r3RvwJd7YjCaSv6lJ9zOJgna3d2drKysfzu9aWWUh4cH2dn/TsHJzs7Gw8MDtVqNq2vhLseDBg0iMjLSFqFaRUHCGYs+IPwvp5qNqPPcYmo//QMq79vHP0uTY9Ax48R26v4+nXF7l3NDl8fD/s14q2UIk5p2pZV3bXalRNNh/Vd0XD+H8MunK5yodSkROFVvg0z577ZbMpkMt9YPO+Qwh0LjiVPNYPIvb73l9U0JUfTaNI/h9VqyqvdYnJXqu7a17mwKPi5quta7cyK3hEB3H/YOeomH/R+g58Zv+fniYav3WVbPdAwgLU9P+OkUe4dSZdhkoUqrVq2YN28eJpOJc+fOERAQUHxMo9GgUCi4du0arq6uxMXFERAQQE5OTnGCPnTo0C3XVCWm3HSMafFWG+KoqHVXzvLigXC0ChWfdniYUQ3alDp+mpSXydzIfYz9eynfRtXlx24jaOBWvrHUguQInGp1vO111zZDSJwXimTUIytDsrOlomXfnsFvA7DwwiEmHVjNx+0G8NoDPcu8WGTFiSQea1ULuRWGN0ripFAyp9NQ2vv489z+lZxMS+KzDg+jtPOqTTeNkuc61+OzXdE83qpWlVhsY3eSjSxdulQaOXKkNGbMGOny5cvS6tWrpYiICEmSJOnEiRPSyJEjpREjRkjbt2+XJEmSduzYIQ0bNkwaM2aM9Pzzz0uZmZnl6q9x48YW/xkqIufsX1LkBGfJbDLaOxRJkiRJZzRIz+9bJWl+fkv6+MR2SWc0lPnahJwMaej2hZLnknel32OOl6vfuB/rSdnnfr/tdZMuX4qc4Cxln95arvZsIT/poBQzx1ky6bKkuWf/lpx+fktadulYudpIzdVJqjfXS/tjU60U5Z0duhYn+S3/UOq36TvpRn6OXWK4WUpWgeQ85U9p/dkUe4diV2XNTzJJcrBHvhYSFBTE+fP2n2Obuulzso6spv77d6/fbG3pujwe3/ELMTlprA55ijYVqO0gSRLzovbxxuH1PN04mDkdh971zsyYnUD8ggb4PX0Rlfvtn4Ti5wxFVa0uNZ/4utzxWJNkNnLl+9rsDXqNCfEZ/N77SYbULd9q0J8i4vho20Vi3+1jtzvG5LwsHtvxC9cKcljbdxzNPO27i8sb68+y+1Iqh17pft/eRZc1P4mFKlZWEHccTUAbe4dBbHYq3TbMJceo58DDL1coOUPhuPELzbqx/+GX+fNKJI/u+Jm8Epab30yXEoHCuSZKt5J3r3ZtPZjs4+sdbnoYMgWx7g8Qe34Nf/R9utzJGeDXowmMblvHromolrM7OwY8T5ca9ej651y2JNr3xuWtXoFEXc1hfeRVu8ZRFYgEbWX5ccfQ1LVvgo7JTqXXxnkEedRgx4Dn8bVARb021eqwd9BLxGSl0m/z96QW5JZ6bkHyIZxqdSw1Sbm1fhhDahy6mxbc2JskSbx7dBOL8lwYoUq/6zS6ksSm5rEnJo2wdmV/cGstTgolP3cPZUrLEIZsW8DcyL12+4VYw82JSV3r8eHW85jNDvZL2cGIBG1FZl0e+uTzdr2DvpydRp9N8wmuXpffe4eVadZBWfm7erJn0IvIZTL6bv6u1CStSyn5AWERpYcv2gbBZJ9wjNkckiTx+qF1zD+3n+f7vIMqJw5DZvlXwf16LIEO/p409a38L0RLkMlkvN0yhOW9w3jn6AZePBhutyXib/ZqyKXUPJYeFwX970QkaCsqiD8FcrndZnAk5GbQd/N3tKnmx9JeT6CywlN8bydnNj34DG4qJx7a8gPpurxbjksmPfqrx3CqWXqChsJhDkeYbmeWzEw6sJol0UfY1v85OjXoisorqNy7rEiSxJKjCQ5x9/xfwwJasGfgi/x5JZJBW3+67c/MFqq7OvF+38ZM2RBFjlhdWCqRoK2oIO44TnUeQK5yuvvJFpalL2DwtgU09qjOcisl5yKuKif+7DcBtULBgK0/knnTjuP666eQzAacfO+8i7dbmyHkx0RgzLTfuKTRbOLpv39nTdxp/hrwPO19/AHQBjxIftzWu1x9q4Nx6VxOyyO0jKVFba1NtTocHPwK2YYCuvz5DRczr9s8hpe61cfVScEnO6Jt3ndVIRK0FRXYafzZYDbx+M7FKGRyfu8dhrqU+c2W5K7WsLHfM5gkM4O2/kS2oXBpfkHi3zjVaItcdefKek5+zVFVq0v2yQ1Wj7UkepORMbt/Y3vSRXYOmEQr738TqzagL/nxO5FMhjK398uRBAY2rYGPi+1/OZdV4cPDSbSpVofOf37NjqSLNu1frZTzxZAH+Hz3JWJSS3+GcT8TCdqK8mMOoa3f3qZ9SpLExP2rOJ95jXX9nsZNZdkCTXfi6aRly0PPkWcyMHjbAnINOvITdqPx637Xa2Uymd2GOQqMBobv+IXDN+LZPXASTT19bzmu8euBZCpAd7Vsq/KyC4wsPZ7A08Elz1pxJFqlit96juGVB7ozcNtPfH/ugE37H9jUl4eCqjNhxUnxwLAEIkFbiSk/G13CGbSBnW3a74yT21kTd5oN/SZQ2w7bXXk7ObPloWdJ1eXx6F8LKUjch8avZ5mudWszhJwzWzHbcEw016BjyF8LuZh1nd0DXqCh++11TOQqFzS1u5Z5mOO3Ywl4aVUMaup795MdgEwm4/3WD7K4xyheP7SW1yLWYrThw8P5w1tyMimLb/dftlmfVYVI0FaSH3MImUqDxr+lzfpcHH2Ej05uZ1XvsTzgZb/FCNU1rmx76DlU6ecw6bOQ3+UBYRGXJr2QqzTk2GiYI1Ofz4CtP3I1L5tdAybh7+pZ6rmFy77v/qBQkiS+PxjHM50CrFK5zppG1G/NrgGTWBl7kiHbF97yLMGaarlrmDe8BW/9GcmxhAyb9FlViARtJfnRB9A26IDMBuO/ADuSLvLsvpX82HUEIbUb2aTPO6np7M639WtxUVWLMfvXlWk6l0ypwq3DY2RG/G71+FLysui7+TsKTEZ2DHiems7udzzfud5D6FIOY8y9c6Gfg3HpnE3JZnwVGN4oSYfqdYkY/ArXC3LotmEuMdm2KQU7snUdng6uy/BfjnAjV+y8UkQkaCvJv3QAbUPbDG+cTU/hsZ2/8F6rvoQFtrv7BTaiuXaIoKAhHE1NYOyeZZjMdy8z6dEplJyTGzDlZ9313IqKzEihy4Zv8HJyZlv/56imufvWYKpqzVF5BZIX/ccdz/v+QBxDm9eklrvtxv4trY6LB7sGTKKJRw06rZ/DnpRLNun3yyEP4OehYfCCQ2Lq3T9EgrYCyWQk78JenBt3s3pfSXmZPLztJx4NaMm7rfpavb+ykiQzBYn78G3wENseeo49KTFM2LfirknaOagHCmdPso9ZZyusXcnRdNswl141G7Kh3wQ81NoyXSeTyXBuNJzcC6tKPSc5q4DlJ5KY2LmehaK1HxeVE7/3DuO5oM48tOUHFl08ZPU+1Uo5a58OJldv4tGfD4vdVxAJ2ioK4o5j1uXiHHT32QuVkanPZ9DWn2ji6cv8LsMdqvCM/tpxzPosnGp3pZFHdbb1f46tiecZtftXdKbS/+HJ5Arcg0eQFbHc4jH9eukoA7b+yGsP9GBBt5Hlnhvu2ugxChL/LnUz2a/2xNCylhu9Ay27rZW9yGVyprcbwE/dRvLCgXDeOry+TJ+CKsPbWc2WZzuRkq2j7/cHuHafbzQrErQV5EbtRFu/Awrtncc1K0NnMjL8r59RyRWs7P2kVReiVERe7EY0tbug0HgC0NTTl78Hvcjx1EQGb19AjqH0f3junULJObMFU06aRWLRm4y8evAPntm7gu+6PMb7rR+s0C8zlU8LVF6NyD1/+xh5Zr6B7w/G8XZIoEP9orSEMQ3b8lf/iSyJPsqjO34mS2/d7edquWvYPakLGqWCNl/uZsfFG1btz5GJBG0FuVE7cGkWYrX2zZKZcX8vJy43g/X9xuNqh5WKd5MXuwltvf63vNbArRp/D3yB6/k59No4j8vZJSdgbcNOqLz9yTywtNJxxOdkELJpPuviz/L3oBcZ26hDhduSyWS4tZhA1qkfbturcP6By9R0c2Jo81qVDdkhda5Rj4ODXyY+N4P2677kyA3r7i3o5axm23OdeDq4Lv1/PMib6yPvy3FpkaAtzKzPJ+/8Hlya9bFK+5Ik8dbhP/kr6SIb+02wSGU6SzPlXkV/9QjO9Qfcdqymszu7Bk7Cz8WT4PVfsT3pwm3nyGQyvHo+Q/qu7ytccU2SJH6+eJhWa2fjodZyePCrxUu3K8O12ZOYshMouLKj+LV8g4k5f8fyZq/AKje1rjwCXL3ZP+gl+vs1oduGuXx+ehfmUjbVtQSlQs70/k3Y+mwn/oxMoemsnSw/Xvn9MasSkaAtLDfyL2RKNc6NrTP+PP3ENn44f5D1/cbTyKO6VfqorLzLW1C41UVVreT6yR5qLeF9xvJys+4M2voT7x7dSL7x1mXUnt3HoUs+R350+Ve2xWanMmT7Ql45+AeftH+YP/uNL9NMjbJQaLxxCRpJ5om5xa99u+8yTgo5T7SrWI3tqkSjVPF1p2H83iuMT07vYNC2BaTkWW/GDUCvQB9OTu7Fi13r8+yqk/T4dh+Hr2RYtU9HIRK0hWUfW4driwHIlCqLt/3xye18dmYn6/uNJ7i6486zzb24GpeGg+84FiuXyXmvdT82PDiB32NO0PqPz2+pBaH0rIlb26Gk7/qhzP2m6fJ449A6moXPwiiZOTl0Ms8GdbL4mLBHu9fIv7yFguQI0vP0zPzrItP6B+GkdKznANb0SEBzjj/yOnqTkeZrPuOXi4etemerVsp5OySQ82+H0LiGK13m7uXJpcdIyLDNYhp7EQnagiSzmZwT63FrM8TibX96agczTm5nbZ+n6VmzocXbtxRT3nXy47biEjSqTOf3rd2Yk0MnMzSgOf23/kjIpnlsiI/ELJnx6j2RrIjlGDPuvDgkMiOFlw+uocHKGfyVdJG1fZ9m04PPUM/NOrtoq6s1w7XpE6TvfZeZf13Ez1PDmLaOV1bU2vxcPNnW/zmmtxvAywf/YNC2n7iSk27VPmu5a1gwojWHXulOQmYBQZ/uYOqW8+iM9qlrbW1iT0ILyo3cwZUvBtH46xQUFqqDIUkSU45sYN65fawOeYoHK7Czhy1lnfyOzGNz8Hsqstx3rjHZqXx1dg8LLxyijrMHQwOa0+Svr2kd0IpWoZ8il8mRJImU/GxOpSezM+kiO5KjOZaaSJ/ajXi+SRcG+zdDIbf+fYcxO54dPz7Ew8mfsPGZzvRt7JjDTbYSl5PGxP2r2X/1MtPaPsSkpl2tPrNIkiTWnk3htbVncdco+SW0Da3r2L7+TEWUNT+JBG1Bid8/iWQy4DdpmUXaM5hNPLtvJX/GR7K+73g61bh9w1VHk/R7D7R1++DV+f8q3EZqQS4rYk+wPj6S/cnRZP+zTFyjUKIzmZCQcFU60b1mffrUasTD/s1sPh4vSRLdP1tNtbwTrJ78HEq3yj+ArOokSWLJpaO8c2QDnmots4MHM8CvqdX7zSow8Pq6SJYcjeeDfo2ZEtLI4R/WigRt4wRtys/mwss18X85HNcWD1W6vesFOYzZ9RvnM6+x+aFnbyuB6Yh0106QtKwTfk9FovJoYJE2TSYjEVM7ktOiP5oeT6NVqKipdaeOiztymf1G6ObujeWDLefZ2XwhPuZ4ag3fhlztard4HEm2oYCZJ3fw5dndhNRqxKcdBtHcy/rTDzdEXmX8ihM083Xj19Ftqe3huMvtxa7eNpax+yeU7tVxeaDyy60PX79Ch3VfoTMbiRj8SpVIzgBZJ+biXH+QxZIzgEKhpPkj7+G/7Us6q9R0qF4Xf1dPuybnsynZvPlnJPOHt6D5Iz8gmXRc2xCK2WD7raMckZtKw8ftB3L20bdwVqpos/YLRuxczKm0JKv2O6iZLyde74lSLqP1F7vZFFX1dw0XCdoCJKOe1M2fU23Am8gqMe5mNJv47PROem6ax9C6zdnef+Jdq6w5CkNmDDnnluLR7jWLt+3WbijawM5cXTbZ4m2XV3qensd+OczIVrUZ2boOCo0nNYeux5gVR0p4f0z5tqn+VhU0cKvGypCxHB78KmZJot26Lxn+188cun7Fan3WdNew+ZlOvNqjAY8sOsyb6yPRG627PN2aRIK2gPSdPyCZDHh2H1fhNiIzUui+YS5fnNnNrz3G8FWnoQ63fPtO0g9MQ+vXG00dyxeIkslk1Ar7luwT621SirQ0eqOZkUuO4q5RMf+xf+t8K13rUGvELkBG0vJu6K4dt1uMjqh1tTqsChnLsSGvo5Ir6LZhLh3Xf8Wii4dum/9uCXK5jP/1acTO57uw4mQiPb7dR2xq1fx0IxJ0JRmzrnEt/D1qPD4TuZNzua9PycvihQOrafPHFzR09+HMsDd5tF4LK0RqPfnxu8i9sAKvbjOs1odT7SbUGPEpyT8/hy7Ztg9/AXRGEyOWHCH6Ri5/jOuAVnXrL0+Ftho1h29BW7cPyb/3IOtkxVdB3qtaeNdiee8wYh7/H/3rNOHdo5vw/30arxz8g/1XL1t8VWLX+t4cf70ntdydaPvlbladtO4QizWIh4SVIJnNxH81GFNuOvXe3YusHNO7ruSkMy9qH/PO7aeFVy1mth9IDwee31waU34qiUs74tr4cby7z7RqX5IkkfR9GPkxEQS8sxuVl212zE7N1RP661FiUvPYMbEzAd53/kWcc/53bmx/Hm3dEHxCvkXhUjWeIdia3mTkjytn+PXSUbYmXqCm1o3H67ViWEALgqv7o7TQJ0hJkpi77zJvro9kXLA/nz3cDFcn22ykURoxi8PKCVqSJK4uf4PMfYtp8OFRVNXuvrKvwGhga9IFFkcfYe2VM3T0qcvrzXsxLKB5layAZjbkcfWPwUhmA7Ue245MobZ+n/oC4uc8guF6DP6vrsepdhOr9rfj4g3GrzhBbXcNK59sX+aZAYaMaK5vnYAh7TzVQr7GtfHjVo2zqkvX5bEm7gwrYk+wK+USzkoVvWsG0q9OY3rXCqSRu0+lHwwfS8jgiaXHycg3ML1/E57q4G+36XgOl6BXrFhBeHg4KpWKjz/+GH//f+eNnjp1io8//rhwR+qJE+nduzcA33zzDfv378fFxYVZs2bh7V32lWHWTNCm/GxSlrxI9vF11J28CefATiWeJ0kSl3PS2Jl8iR3JF9kQHwXAsIDmPN+kCx0ceLn23Riy4ri2YRSSIZdaj21H4Wy7echmfQFJC8eTc3wd1YdNw7vvC8iUlv3lcCopixnbL7DmTAqv9WjA9P5NUCvLlyAks4msE3NJ3/c+2noP4d1tBiqvxhaN816UY9CxO+US2xIvsDXpPOczr+Op1tLex5+O1evSplodmnr40tC9Wrmf0+iNZr47cJkPt17Ay1nFi13r81QHfzy1li/NcCcOlaAzMjJ45plnWLZsGZGRkSxYsIA5c+YUHx81ahRfffUVrq6ujBkzhtWrVxMTE8Nnn33GDz/8wKZNmzh9+jRvvfVWmfu0RoLWX79M1uGVpG35EoVrNeo8vwyNX3P0JiPxuRnE5aRzOSed6KwbnExL4mRaEsn5WQS6+dCzVkOG1H2AfrUb42SjfQqtwZiTSPbpBWQe/xqtX3d8HlyIQuNl8zgkSSJz3xKurZyCTKnGs9s43DoMx6l2s3INNRXRGU2cSspmR/QNVp5M4nhSJkMfqMn/PRhEy9qVm0ljSL9A2t9vkxe7GZegkbg1exKNX89Kzfi5n1zLz+bwjXgO34gn4voVTqYlcTU/G5VcQaBbNRp5VMfP2QN/F0/quHji5+JBHWcPqjk546HWlHjnnZlvYNHheObuiyU+I5/eDX0Y2LQGnQK8aFnLHY3Kun82Zc1PNskUp06dIjg4GKVSScuWLYmNjS0+ptPpMJlM+PoWjtPVq1ePy5cvc+TIEXr16gVA7969+fnnn60e55bE85xNT0ZvNqE3mdCbTRTkZ5F+ZhsFuWnodLnku1Ynr+N4cly8yDi4ngz9CtJ1+UhIuCjV1HP1ooGbD+19/BjfuCPB1f3xc/G0euyWZjbkkXNuKeb8G5j1WRizE9CnnsFw4wyqas3w6TMPl8aPIbPTfGSZTIZntydx7zCcjD2LyNi/hOt/TEXu7IFTrSaofOqh9KiJXOuBS5OebDQ0IT4jn3yDiTyDiXyDmbRcPYlZBSRk5BOTlodZgja13XmsVS1+D2tHQx/LVMBTeTXGd8gaCpL2k3VyPlfXDgWFCqca7VB6NkDp7Itc443SzR+XRo9apM97SQ2tG4P8mzHIv1nxa+m6PM5lXiMq4xqXsm+QmJvJtqQLxOdmkJCbSb6pcHaIDBkeag1eai3eTs64qZxwUijRKlRolSp6dlORlakiPuU6M3df51pmYfsezjI8XGR4ucjRqmVoVYX/VSvlqBQylHIZNT2VhLaoZ5EytqWxSYLOzMzEw+PfNfI337RnZGTg5vZvTWN3d3cyMzPJzMwsHgbRaDTk5ZV/mkxQkDXqVlwGDgOFU2C8//kqogOi/vmy/KZNjqA+kA+8/8+XIykaPkj/56vI3f8k6v3z30xg0T9f1lO0qi7un6+bvWPVnu8HpRV9zfznqzTu/3zdLPefr9KsL0dcFWGTBO3u7n7L7bz8po+gHh4eZGdnF3+fnZ2Nh4cH7u7uZGUV1pnV6XQ4O5dvCput63AIgiBYmk0+n7Zq1YrDhw9jMpk4e/YsAQH/Fv3RaDQoFAquXbtGXl4ecXFxBAQE0KFDB/bs2QPA7t27adu2rS1CFQRBcBg2m8WxbNky1q5di1KpZMaMGRw9ehQ/Pz+Cg4M5efIkM2fORJIknn32Wfr0Kdwuas6cORw8eLBCszgEQRCqunt2HrQgCEJVJ5Z6C4IgOCiRoAVBEByUSNCCIAgOSiRoQRAEByUStCAIgoMSCVoQBMFBiQRtYytWrCA0NJSwsDDi4+PtHY7FHD9+nJEjR/LEE0/w7LPPFq8CvZccOXKEoKAg0tLS7B2KRZ06dYqnn36asLAwfvrpJ3uHY1HTpk0jNDSUESNGEBERYe9wyk8SbCY9PV167LHHJIPBIJ08eVJ6+eWX7R2SxaSkpEh5eXmSJEnS0qVLpXnz5tk5Ist78cUXpUcffVRKTU21dygWo9PppGeeeab4z+5eEhsbKz355JOSJElSUlKSNHr0aDtHVH7iDtqG7lTVr6rz9fVFq9UCoFKpUCjurVKaO3fupF27duWuCePoTpw4gUaj4eWXX+bpp5/m3Llz9g7JYnx8fNBoNBiNRrKysqrkSuSqW5i4CrpTVb97RXp6OkuXLr2nPiqbzWaWLl3K3Llz+euvv+wdjkVdu3aN6OhoVq1aRXJyMu+99x7Lli2zd1gW4eLiQu3atenfvz8FBQXMnTvX3iGVm7iDtqGbK/TBrVX97gX5+fm88sorvPfee1XybqU069evJyQkBCcnJ3uHYnHu7u60bdsWZ2dnGjZsSE5Ojr1Dsph9+/aRkZHB1q1bCQ8PZ9q0afYOqdzurQzh4O5U1a+qMxqNvPbaa4SFhd1zlQcvXLjAli1bGD9+POfPn+eNN96wd0gW06pVK2JjYzGbzVy/fh212vr7StqK2WzGw8MDuVyOq6trhWrK25solmRj/63qd68k6T/++IOPPvqIpk2bAtCzZ08mTJhg56gsLywsjDlz5txTnxBWrVpFeHg4RqORN998kw4dOtg7JIswmUxMmTKFxMREdDodY8eOZciQIfYOq1xEghYEQXBQYohDEATBQYkELQiC4KBEghYEQXBQIkELgiA4KJGgBUEQHJRI0ILNBQUF8dFHHxV/HxMTQ1BQ0D2zgq004eHhpRZaMplMjB07Fr1eX6k+vv76a/bv31+pNgTHIRK0YHPe3t4cO3aseKn75s2bady4sc3jMJlMNu1vzZo1pKenl3jsr7/+om3btpVeKDJy5EgWLFhQqTYExyFqcQg2J5fLadmyJcePH6dt27bs2bOHHj16FB+/fPkyH374IZmZmXh5efHpp5/i4+PD119/ze7du9HpdISEhPD6669jMpl4++23iYqKQi6X8+yzzzJ48GBCQkLYtGkTTk5OhIeHExMTwxtvvEFYWBhNmzblyJEjjB8/HhcXF+bNm4dOp6NVq1ZMnTqVpKQkXnzxRerXr8/p06cZNGgQfn5+LFu2DJVKxY8//oi7u3upcYaEhDB06FC2b9+Om5sb33//PQcOHODMmTO8+OKLeHl5sXTp0lvekw0bNvDMM88Ufz937lw2b96MTCZjzJgxhIaG0rVrVx588EH2799Pq1atGDBgAPPmzaOgoID58+fj5+eHr68vWVlZpKWl3VOLae5X4g5asIv+/fuzefNmYmNjqVmzJhqNpvjYtGnT+OijjwgPD+exxx5j3rx5ADz55JOsXr2adevWcf78ec6dO0dUVBQpKSls2LCB9evX06tXr7v2XZS0O3fuzC+//MKSJUtYu3YtCoWCrVu3AnDp0iVef/11Nm7cyJo1a8jKyiI8PJzWrVuzcePGO8YJULduXdatW0eTJk3YuHEj/fr1o3nz5sydO/e25Axw5swZgoKCgMLKeceOHSM8PJz169fTv39/AG7cuMHgwYPZvHkz0dHR7N+/n5UrV/L444/z+++/F7fVpEkTTp8+Xc4/EcERiTtowS46dOjA7Nmz8fT05KGHHiI6OhqAnJwcjh07xqRJk4DCegr+/v4AHDhwgJ9++gm9Xk9qairR0dF0796dpKQkpk+fTt++fencufNd+y5KeCdOnOD8+fOMGDECgIKCAmrXrk3z5s0JDAws7tff35+uXbsC0KhRI+Lj4+8YJ0CfPn0AaNq0aZk2ZtDpdKhUKgAOHjzI8OHDi4c7PD09AfDw8CiucxIYGEinTp2KYzp58mRxW97e3ly/fv2ufQqOTyRowS4UCgXNmzdn+fLlxXeEUFiC1dfXl7Vr195yvk6n45NPPiE8PJxq1aoxbdo09Ho9Hh4erFu3jj179vDjjz9y5MgRXnrpJeRyOWazGeC2B29Fd+uSJNGnTx+mT59+y/GEhITiZAmFQzJF38vlckwmU6lxFilKrkXnW8KdYir6WaHwvbr5E4lQdYkhDsFuwsLCeOONN24pgu/m5oa7uzt79+4FwGAwcOnSJXQ6HXK5HHd3dzIyMti5cydA8ayIgQMHMnHiRKKiogCoXbs2UVFRmM1mdu3aVWL/rVu35sCBA6SkpACFtayL/v9uSovzTlxcXMjNzS3xWM2aNblx4wYAXbp0YfXq1cW/WDIyMsoUU5G4uDgaNGhQrmsExyTuoAW7adiwIQ0bNrzt9dmzZzN16lRmzZqFyWRi/PjxPProowwaNIiBAwdSs2ZNWrduDcDVq1d55513kCQJhULBBx98AMDzzz/P22+/jZeXF02aNCmx/2rVqvHBBx8wadIkDAYDKpWK6dOn37Kpwp2UFGdJP0+RYcOG8dZbb+Ht7X3bOHT37t05dOgQAwcOpGfPnpw+fZphw4ahUCh44okniodh7sZkMpGQkFA8ni1UbaKanSA4gMTERGbOnFnpXT/27NnD0aNHee211ywUmWBPYohDEBxAnTp1eOihhyq9UEWv1zNu3DgLRSXYm7iDFgRBcFDiDloQBMFBiQQtCILgoESCFgRBcFAiQQuCIDgokaAFQRAclEjQgiAIDkokaEEQBAclErQgCIKDEglaEATBQf0/XgZTqowRoOoAAAAASUVORK5CYII=' ></figure>\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</div>\n",
-       "\n",
        "</main>\n",
-       "\n",
        "</div>\n",
        "\n",
        "</body>\n",
@@ -29480,10 +1297,15 @@
     {
      "data": {
       "text/plain": [
-       "<class 'esparto._layout.Page'>: Iris Report"
+       "{'Iris Report': [{'Introduction': [{'Row 0': [{'Column 0': ['Markdown']},\n",
+       "                                              {'Column 1': ['Image']}]},\n",
+       "                                   {'Row 1': [{'Column 0': ['Markdown']}]}]},\n",
+       "                 {'Analysis': [{'Sample Data': [{'Column 0': ['DataFramePd']}]},\n",
+       "                               {'Visualisation': [{'Column 0': ['FigureMpl']},\n",
+       "                                                  {'Column 1': ['FigureMpl']}]}]}]}"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -29498,26 +1320,24 @@
     "id": "jeDYcQ2iJcPp"
    },
    "source": [
-    "We can now save our page to an HTML file and share it."
+    "The page can now be saved as HTML or PDF."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 22,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2021-05-31T10:41:41.178867Z",
+     "start_time": "2021-05-31T10:41:36.802340Z"
+    },
     "id": "05oH3hyt7Bvh"
    },
    "outputs": [],
    "source": [
     "page_name = \"iris-report.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(\"iris-report.html\")\n",
+    "my_page.save_pdf(\"iris-report.pdf\")"
    ]
   }
  ],
@@ -29527,6 +1347,7 @@
    "name": "esparto-iris-example-colab.ipynb",
    "provenance": []
   },
+  "hide_input": false,
   "kernelspec": {
    "display_name": "Python 3",
    "language": "python",
@@ -29543,6 +1364,48 @@
    "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/images/iris-report-compressed.png b/docs/images/iris-report-compressed.png
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diff --git a/esparto/__init__.py b/esparto/__init__.py
index aa48b83..339f1e0 100644
--- a/esparto/__init__.py
+++ b/esparto/__init__.py
@@ -1,5 +1,84 @@
 # -*- coding: utf-8 -*-
-"""Top-level package for esparto."""
+"""
+esparto
+=======
+
+Simple HTML and PDF document generator for Python.
+
+esparto represents documents as a tree structure consisting of Layout
+elements at the top and middle levels and Content elements in the leaves.
+These objects are arranged in a fixed hierarchy, so esparto always knows
+how to deal with new content if it hasn't been explicitly wrapped, or how
+to fix the structure if it doesn't adhere to the nesting requirements.
+It helps to understand this hierarchy when using the API so that we know what
+to expect when adding content that required implicit wrapping and formatting.
+
+A document is created by first defining a Page object - this is the primary
+interface for the library and all tasks should be achievable through methods
+attached to the page.
+Manipulating a page is similar to working with a Python dictionary:
+square brackets are used for getting and setting items, while titles act as
+keys and layout objects and content act as values.
+
+
+Basic Usage
+-----------
+
+import esparto as es
+
+
+# Instantiating a Page
+page = es.Page(title="Research")
+
+# Page layout hierarchy:
+# Page -> Section -> Row -> Column -> Content
+
+# 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"
+
+# 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)
+
+Documentation
+-------------
+
+Please visit https://domvwt.github.io/esparto/ for documentation and examples.
+
+"""
 
 from importlib.util import find_spec as _find_spec
 from pathlib import Path as _Path
@@ -7,7 +86,7 @@
 
 __author__ = """Dominic Thorn"""
 __email__ = "dominic.thorn@gmail.com"
-__version__ = "0.2.4"
+__version__ = "1.0.0"
 
 _MODULE_PATH: _Path = _Path(__file__).parent.absolute()
 
diff --git a/esparto/_adaptors.py b/esparto/_adaptors.py
index 7574a36..ba7d9cf 100644
--- a/esparto/_adaptors.py
+++ b/esparto/_adaptors.py
@@ -27,7 +27,6 @@ def content_adaptor(content: Content) -> Content:
     """
     if not issubclass(type(content), Content):
         raise TypeError(f"Unsupported content type: {type(content)}")
-
     return content
 
 
@@ -37,7 +36,6 @@ def content_adaptor_core(content: str) -> Content:
     guess = guess_type(content)
     if guess and "image" in str(guess[0]):
         return Image(content)
-
     return Markdown(content)
 
 
diff --git a/esparto/_content.py b/esparto/_content.py
index ee7beea..effd1e7 100644
--- a/esparto/_content.py
+++ b/esparto/_content.py
@@ -14,6 +14,7 @@
 from esparto import _INSTALLED_MODULES
 from esparto._options import options
 from esparto._publish import nb_display
+from esparto._utils import responsive_svg_mpl
 
 if "pandas" in _INSTALLED_MODULES:
     from pandas import DataFrame  # type: ignore
@@ -34,21 +35,18 @@ class Content(ABC):
     """Template for Content elements. All Content classes come with these methods and attributes.
 
     Attributes:
-      content (Any): Text or image to be rendered - should match the encompassing Content class.
+      content (Any): Item to be included in the page - should match the encompassing Content class.
     """
 
-    @property
-    @abstractmethod
-    def content(self) -> Any:
-        """Text or image to be rendered - should match the encompassing Content class."""
-        raise NotImplementedError
+    content: Any
+    _dependencies: Set[str]
 
     @abstractmethod
     def to_html(self, **kwargs) -> str:
-        """Render content to HTML code.
+        """Convert content to HTML code.
 
         Returns:
-          HTML code.
+          str: HTML code.
 
         """
         raise NotImplementedError
@@ -57,24 +55,10 @@ def display(self) -> None:
         """Display rendered content in a Jupyter Notebook cell."""
         nb_display(self)
 
-    @property
-    def _dependencies(self) -> Set[str]:
-        raise NotImplementedError
-
-    @_dependencies.getter
-    def _dependencies(self) -> Set[str]:
-        if hasattr(self, "_deps"):
-            return self._deps
-        return set()
-
-    @_dependencies.setter
-    def _dependencies(self, deps) -> None:
-        self._deps = deps
-
     def __add__(self, other):
         from esparto._layout import Row
 
-        return Row(self, other)
+        return Row(children=[self, other])
 
     def __iter__(self):
         return iter([self])
@@ -83,11 +67,10 @@ def __len__(self):
         return len(list(self.content))
 
     def _repr_html_(self):
-        """ """
         nb_display(self)
 
     def __str__(self):
-        return str(self.__class__.__name__)
+        return getattr(self, "title", None) or self.__class__.__name__
 
     def __eq__(self, other):
         if isinstance(other, self.__class__):
@@ -108,28 +91,14 @@ class Markdown(Content):
 
     """
 
-    @property
-    def content(self) -> str:
-        """ """
-        raise NotImplementedError
-
-    @content.getter
-    def content(self) -> str:
-        """ """
-        return self._content
-
-    @content.setter
-    def content(self, content) -> None:
-        """ """
-        self._content = content
+    _dependencies = {"bootstrap"}
 
     def __init__(self, text):
 
         if not isinstance(text, str):
             raise TypeError(r"text must be str")
 
-        self.content = str(text)
-        self._dependencies = {"bootstrap"}
+        self.content: str = text
 
     def to_html(self, **kwargs) -> str:
         html = md.markdown(self.content)
@@ -157,20 +126,7 @@ class Image(Content):
 
     """
 
-    @property
-    def content(self) -> Union[str, BytesIO]:
-        """ """
-        raise NotImplementedError
-
-    @content.getter
-    def content(self) -> Union[str, BytesIO]:
-        """ """
-        return self._content
-
-    @content.setter
-    def content(self, content) -> None:
-        """ """
-        self._content = content
+    _dependencies = {"bootstrap"}
 
     def __init__(
         self,
@@ -191,9 +147,8 @@ def __init__(
         self._scale = scale
         self._width = set_width
         self._height = set_height
-        self._dependencies = {"bootstrap"}
 
-    def set_width(self, width) -> "Image":
+    def set_width(self, width) -> None:
         """Set width of image prior to rendering.
 
         Args:
@@ -201,9 +156,8 @@ def set_width(self, width) -> "Image":
 
         """
         self._width = width
-        return self
 
-    def set_height(self, height) -> "Image":
+    def set_height(self, height) -> None:
         """Set height of image prior to rendering.
 
         Args:
@@ -211,9 +165,8 @@ def set_height(self, height) -> "Image":
 
         """
         self._height = height
-        return self
 
-    def rescale(self, scale) -> "Image":
+    def rescale(self, scale) -> None:
         """Rescale the image proportionately prior to rendering.
 
         Note:
@@ -224,7 +177,6 @@ def rescale(self, scale) -> "Image":
 
         """
         self._scale = scale
-        return self
 
     def to_html(self, **kwargs) -> str:
         if isinstance(self.content, PILImage):
@@ -237,8 +189,8 @@ def to_html(self, **kwargs) -> str:
 
         image_encoded = _image_to_base64(image)
         html = (
-            "<figure class='text-center my-1'>"
-            + "<img class='figure-img rounded' "
+            "<figure class='text-center p-3'>"
+            + "<img class='img-fluid figure-img rounded' "
             + f"alt='{self.alt_text}' "
             + f"src='data:image/png;base64,{image_encoded}' "
             + ">"
@@ -253,47 +205,34 @@ def to_html(self, **kwargs) -> str:
 
 
 class DataFramePd(Content):
-    """Pandas DataFrame to be rendered as a table.
+    """Pandas DataFrame to be converted to table.
 
     Args:
       df (pd.DataFrame): A Pandas DataFrame
       index (bool): If True, render the DataFrame index. (default = False)
-      col_space (str, int): Minimum column width in CSS units. Use int for pixels. (default = 10)
+      col_space (str, int): Minimum column width in CSS units. Use int for pixels. (default = 0)
 
     """
 
-    @property
-    def content(self) -> "DataFrame":
-        """ """
-        raise NotImplementedError
-
-    @content.getter
-    def content(self) -> "DataFrame":
-        """ """
-        return self._content
-
-    @content.setter
-    def content(self, content) -> None:
-        """ """
-        self._content = content
+    _dependencies = {"bootstrap"}
 
     def __init__(
-        self, df: "DataFrame", index: bool = False, col_space: Union[int, str] = 10
+        self, df: "DataFrame", index: bool = False, col_space: Union[int, str] = 0
     ):
 
         if not isinstance(df, DataFrame):
             raise TypeError(r"df must be Pandas DataFrame")
 
-        self.content = df
+        self.content: "DataFrame" = df
         self.index = index
         self.col_space = col_space
-        self._dependencies = {"bootstrap"}
 
     def to_html(self, **kwargs) -> str:
         classes = "table table-sm table-striped table-hover table-bordered my-1"
         html = self.content.to_html(
             index=self.index, border=0, col_space=self.col_space, classes=classes
         )
+        html = f"<div class='table-responsive'>{html}</div>"
         return html
 
 
@@ -302,75 +241,62 @@ class FigureMpl(Content):
 
     Args:
       figure (plt.Figure): A Matplotlib figure.
-      caption (str): Image caption (default = None)
-      alt_text (str): Alternative text. (default = None)
+      width (int): Width in pixels. (default = '100%')
+      height (int): Height in pixels. (default = 'auto')
       output_format (str): One of 'svg', 'png', or 'esparto.options'. (default = 'esparto.options')
 
     """
 
-    @property
-    def content(self) -> "MplFigure":
-        """ """
-        raise NotImplementedError
-
-    @content.getter
-    def content(self) -> "MplFigure":
-        """ """
-        return self._content
-
-    @content.setter
-    def content(self, content) -> None:
-        """ """
-        self._content = content
+    _dependencies = {"bootstrap"}
 
     def __init__(
         self,
         figure: "MplFigure",
-        caption: str = "",
-        alt_text: str = "Image",
+        width: Union[str, int] = "100%",
+        height: Union[str, int] = "auto",
         output_format="esparto.options",
     ):
 
         if not isinstance(figure, MplFigure):
             raise TypeError(r"figure must be a Matplotlib Figure")
 
-        self.content = figure
-        self.caption = caption
-        self.alt_text = alt_text
+        self.content: MplFigure = figure
+        self.width = html_dim(width)
+        self.height = html_dim(height)
         self.output_format = output_format
-        self._dependencies = {"bootstrap"}
-
-    def __deepcopy__(self, *args, **kwargs):
-        cls = self.__class__
-        return cls(self.content)
 
     def to_html(self, **kwargs):
-
-        if self.output_format == "esparto.options":
+        if kwargs.get("notebook_mode"):
+            output_format = options.matplotlib_notebook_format
+        elif self.output_format == "esparto.options":
             output_format = options.matplotlib_output_format
         else:
             output_format = self.output_format
 
         if output_format == "svg":
-            if kwargs.get("pdf_mode"):
-                temp_file = Path(options.pdf_temp_dir) / f"{uuid4()}.svg"
-                self.content.savefig(temp_file, format="svg")
-                source = f"<img src='{temp_file.name}'>\n"
 
-            else:
-                buffer = StringIO()
-                self.content.savefig(buffer, format="svg")
-                buffer.seek(0)
-                source = buffer.read()
-
-            html = f"<figure class='text-center my-1'>\n{source}\n"
+            buffer = StringIO()
+            self.content.savefig(buffer, format="svg")
+            buffer.seek(0)
+            xml = buffer.read()
 
-            if self.caption:
-                html += (
-                    f"<figcaption class='figure-caption'>{self.caption}</figcaption>\n"
+            if kwargs.get("pdf_mode"):
+                width, height = self.content.get_size_inches() * 96
+                xml = responsive_svg_mpl(xml, width=int(width), height=int(height))
+                temp_file = Path(options.pdf_temp_dir) / f"{uuid4()}.svg"
+                temp_file.write_text(xml)
+                inner = (
+                    "<object type='image/svg+xml' width='100%' height='100%' "
+                    f"class='svg-content-mpl' data='{temp_file.name}'></object>\n"
                 )
+            else:
+                xml = responsive_svg_mpl(xml)
+                inner = xml
 
-            html += "</figure>\n"
+            html = (
+                f"<div class='svg-container-mpl' style='max-width: {self.width}; height: {self.height};'>\n"
+                + f"{inner}\n</div>\n"
+            )
 
             return html
 
@@ -378,7 +304,7 @@ def to_html(self, **kwargs):
         buffer = BytesIO()
         self.content.savefig(buffer, format="png")
         buffer.seek(0)
-        return Image(buffer, caption=self.caption, alt_text=self.alt_text).to_html()
+        return Image(buffer).to_html()
 
 
 class FigureBokeh(Content):
@@ -386,90 +312,34 @@ class FigureBokeh(Content):
 
     Args:
       figure (bokeh.layouts.LayoutDOM): A Bokeh object.
-      width (int): Width in pixels. (default = figure.width or 'auto')
+      width (int): Width in pixels. (default = figure.width or '100%')
       height (int): Height in pixels. (default = figure.height or 'auto')
 
     """
 
-    @property
-    def content(self) -> "BokehObject":
-        """ """
-        raise NotImplementedError
-
-    @content.getter
-    def content(self) -> "BokehObject":
-        """ """
-        return self._content
-
-    @content.setter
-    def content(self, content) -> None:
-        """ """
-        self._content = content
-
-    @property
-    def width(self) -> Union[int, str, None]:
-        """ """
-        raise NotImplementedError
-
-    @width.getter
-    def width(self) -> str:
-        """ """
-        if isinstance(self._width, str) and self._width == "auto":
-            return self._width
-
-        return f"{self._width}px"
-
-    @width.setter
-    def width(self, width) -> None:
-        """ """
-        self._width = width
-
-    @property
-    def height(self) -> Union[int, str, None]:
-        """ """
-        raise NotImplementedError
-
-    @height.getter
-    def height(self) -> str:
-        """ """
-        if isinstance(self._height, str) and self._height == "auto":
-            return self._height
-
-        return f"{self._height}px"
-
-    @height.setter
-    def height(self, height) -> None:
-        """ """
-        self._height = height
+    _dependencies = {"bokeh"}
 
     def __init__(
         self,
         figure: "BokehObject",
-        width: int = None,
-        height: int = None,
+        width: Union[int, str] = None,
+        height: Union[int, str] = None,
     ):
-
-        self._dependencies = {"bokeh"}
-        self.content = figure
-
         if not issubclass(type(figure), BokehObject):
             raise TypeError(r"figure must be a Bokeh object")
 
+        self.content: BokehObject = figure
+
         fig_width = figure.properties_with_values().get("width")
         fig_height = figure.properties_with_values().get("height")
 
-        self.width = width or fig_width or "auto"
-        self.height = height or fig_height or "auto"
-
-    # Required as deep copy is not defined for Bokeh figures
-    # Also need to catch some erroneous args that get passed to the function
-    def __deepcopy__(self, *args, **kwargs):
-        cls = self.__class__
-        return cls(self.content)
+        self.width = html_dim(width or fig_width or "100%")
+        self.height = html_dim(height or fig_height or "auto")
 
     def to_html(self, **kwargs) -> str:
 
-        if kwargs.get("pdf_mode"):
+        # Bokeh to PDF is experimental and untested
+        if kwargs.get("pdf_mode"):  # pragma: no cover
             from bokeh.io import export_svg  # type: ignore
 
             temp_file = Path(options.pdf_temp_dir) / f"{uuid4()}.svg"
@@ -482,7 +352,7 @@ def to_html(self, **kwargs) -> str:
         # Remove outer <div> tag so we can give our own attributes
         html = _remove_outer_div(html)
 
-        return f"<div class='mb-3' style='width: {self.width}; height: {self.height};'>{html}\n{js}\n</div>"
+        return f"<div class='mb-3' style='max-width: {self.width}; height: {self.height};'>{html}\n{js}\n</div>"
 
 
 class FigurePlotly(Content):
@@ -490,72 +360,22 @@ class FigurePlotly(Content):
 
     Args:
       figure (plotly.graph_objs._figure.Figure): A Plotly figure.
-      width (int): Width in pixels. (default = 'auto')
+      width (int): Width in pixels. (default = '100%')
       height (int): Height in pixels. (default = 500)
 
     """
 
-    @property
-    def content(self) -> "PlotlyFigure":
-        """ """
-        raise NotImplementedError
-
-    @content.getter
-    def content(self) -> "PlotlyFigure":
-        """ """
-        return self._content
-
-    @content.setter
-    def content(self, content) -> None:
-        """ """
-        self._content = content
-
-    @property
-    def width(self) -> Union[int, str, None]:
-        """ """
-        raise NotImplementedError
-
-    @width.getter
-    def width(self) -> str:
-        """ """
-        if self._width == "auto":
-            return self._width
-
-        return f"{self._width}px"
-
-    @width.setter
-    def width(self, width) -> None:
-        """ """
-        self._width = width
-
-    @property
-    def height(self) -> Union[int, str, None]:
-        """ """
-        raise NotImplementedError
-
-    @height.getter
-    def height(self) -> str:
-        """ """
-        if self._height == "auto":
-            return self._height
-
-        return f"{self._height}px"
-
-    @height.setter
-    def height(self, height) -> None:
-        """ """
-        self._height = height
+    _dependencies = {"plotly"}
 
     def __init__(self, figure: "PlotlyFigure", width: int = None, height: int = None):
 
         if not isinstance(figure, PlotlyFigure):
             raise TypeError(r"figure must be a Plotly Figure")
 
-        self.width = width or figure.layout["width"] or "auto"
-        self.height = height or figure.layout["height"] or 500
+        self.width = html_dim(width or int(figure.layout["width"] or 0) or "100%")  # type: ignore
+        self.height = html_dim(height or int(figure.layout["height"] or 0) or 500)  # type: ignore
 
-        self.content = figure
-        self._dependencies = {"plotly"}
+        self.content: PlotlyFigure = figure
 
     def to_html(self, **kwargs) -> str:
 
@@ -571,7 +391,7 @@ def to_html(self, **kwargs) -> str:
             html = _remove_outer_div(html)
             html = (
                 "<div class='responsive-plot mb-3' "
-                + f"style='width: {self.width}; height: {self.height};'>{html}\n</div>"
+                + f"style='max-width: {self.width}; height: {self.height};'>{html}\n</div>"
             )
 
         return html
@@ -628,3 +448,12 @@ def _rescale_dims(
 
     new_size = (int(size[0] * ratio), int(size[1] * ratio))
     return new_size
+
+
+def html_dim(size: Union[int, str]) -> str:
+    if isinstance(size, int):
+        return f"{size}px"
+    elif isinstance(size, str):
+        return size
+    else:
+        raise TypeError(type(size))
diff --git a/esparto/_contentdeps.py b/esparto/_contentdeps.py
index a92e2b7..80be032 100644
--- a/esparto/_contentdeps.py
+++ b/esparto/_contentdeps.py
@@ -1,6 +1,7 @@
+"""Content dependency management."""
+
 from collections import UserDict
 from dataclasses import dataclass, field
-from functools import lru_cache
 from pathlib import Path
 from typing import List, Set
 
@@ -23,15 +24,14 @@ class ResolvedDeps:
 
 
 class ContentDependencyDict(UserDict):
-    def __add__(self, other: ContentDependency):
-        self.data[other.name] = other
+    def __add__(self, item: ContentDependency):
+        super().__setitem__(item.name, item)
         return self
 
 
 JS_DEPS = {"bokeh", "plotly"}
 
 
-@lru_cache(maxsize=None)
 def lazy_content_dependency_dict() -> ContentDependencyDict:
     bootstrap_cdn = (
         '<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.4.1/css/bootstrap.min.css" '
diff --git a/esparto/_layout.py b/esparto/_layout.py
index 8cb217c..0037fd6 100644
--- a/esparto/_layout.py
+++ b/esparto/_layout.py
@@ -1,11 +1,12 @@
-"""Layout classes for defining a document."""
+"""Layout classes for defining and interacting with a document."""
 
 import copy
-from abc import ABC, abstractmethod
+from abc import ABC
 from pprint import pformat
-from typing import TYPE_CHECKING, Any, Iterable, Optional, Set, Type, Union
+from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Set, Type, Union
 
 from esparto._publish import nb_display, publish_html, publish_pdf
+from esparto._utils import clean_attr_name, clean_iterator, get_matching_titles
 
 if TYPE_CHECKING:
     from esparto._content import Content
@@ -14,83 +15,211 @@
 class Layout(ABC):
     """Template for Layout elements. All Layout classes come with these methods and attributes.
 
+    Layout class hierarchy:
+        `Page -> Section -> Row -> Column -> Content`
+
     Attributes:
-      title (str): Title for object reference and HTML rendering.
-      children (list): Child elements representing the document tree.
+      title (str): Object title. Used as a title within the document and as a key value.
+      children (list): Child items defining the document layout and content.
 
     """
 
-    # Each element should return title with appropriate HTML tags
-    @abstractmethod
-    def _render_title(self) -> str:
-        """Each element should return its title with appropriate HTML tags."""
-        raise NotImplementedError
+    # ------------------------------------------------------------------------+
+    #                              Magic Methods                              |
+    # ------------------------------------------------------------------------+
 
-    @property
-    def title(self) -> Optional[str]:
-        """Title for use in document layout and as object reference."""
-        raise NotImplementedError
+    def __init__(
+        self,
+        title: Optional[str] = None,
+        children: Union[
+            List[Union["Layout", "Content", Any]], "Layout", "Content"
+        ] = list(),
+    ):
+        self.set_children(children)
+        self.title = title
 
-    @title.getter
-    def title(self) -> Optional[str]:
-        """ """
-        return self._title
+    def __iter__(self):
+        return iter([self])
 
-    @title.setter
-    def title(self, title: Optional[str]) -> None:
-        """ """
-        self._title = title
+    def __repr__(self):
+        return self._tree()
 
-    @property
-    def children(self) -> list:
-        """List of child elements representing the document tree.
+    def _repr_html_(self):
+        self.display()
 
-        Layout and Content elements can be added to any existing Layout object.
+    def __str__(self):
+        return self._tree()
 
-        When an item is added to a Layout element it is automatically nested in a suitable child class
-        and matched to an appropriate Content class as required.
+    def __add__(self, other: Union["Layout", "Content", Any]):
 
-        """
-        raise NotImplementedError
+        if isinstance(other, type(self)):
+            return self._parent_class(
+                title=self.title, children=[*(*self.children, *other.children)]
+            )
 
-    @children.getter
-    def children(self) -> Iterable:
-        """ """
-        if hasattr(self, "_children"):
-            children = self._children
+        new = copy.copy(self)
+        new.children = self.children + [*self._smart_wrap(other)]
+
+        return new
+
+    def __eq__(self, other):
+        if isinstance(other, self.__class__):
+            return (
+                self.title == other.title
+                and len(self.children) == len(other.children)
+                and all((x == y for x, y in zip(self.children, other.children)))
+            )
+        return False
+
+    def __ne__(self, other):
+        return not self.__eq__(other)
+
+    def __getattribute__(self, key: str) -> Any:
+        child_id = super().__getattribute__("_child_ids").get(key)
+        if child_id:
+            return self.__getitem__(child_id)
+        return super().__getattribute__(key)
+
+    def __setattr__(self, key: str, value: Any) -> None:
+        child_id = super().__getattribute__("_child_ids").get(key)
+        if child_id:
+            self.__setitem__(child_id, value)
         else:
-            children = []
-        return children
+            super().__setattr__(key, value)
 
-    @children.setter
-    def children(self, children) -> None:
-        """ """
-        children = self._sanitize_child_iter(children)
-        children = self._smart_wrap(children)
-        self._children = children
+    def __delattr__(self, key: str) -> None:
+        child_id = super().__getattribute__("_child_ids").get(key)
+        if child_id:
+            self.__delitem__(child_id)
+        else:
+            super().__delattr__(key)
+
+    def __getitem__(self, key: Union[str, int]):
+        if isinstance(key, str):
+            indexes = get_matching_titles(key, self.children)
+            if len(indexes):
+                return self.children[indexes[0]]
+            value = self._child_class(title=key)
+            self.children.append(value)
+            if key:
+                self._add_child_id(key)
+            return self[key]
+
+        elif isinstance(key, int) and key < len(self.children):
+            return self.children[key]
+
+        raise KeyError(key)
+
+    def __setitem__(self, key: Union[str, int], value: Any):
+        value = copy.copy(value)
+        value = self._smart_wrap(value)
+        value = value[0]
+        if isinstance(key, str):
+            if key:
+                value.title = key
+                indexes = get_matching_titles(key, self.children)
+                if indexes:
+                    self.children[indexes[0]] = value
+                else:
+                    self.children.append(value)
+                self._add_child_id(key)
+            else:
+                self.children.append(value)
+            return None
+        elif isinstance(key, int) and key < len(self.children):
+            value.title = getattr(self.children[key], "title", None)
+            self.children[key] = value
+            return None
+        raise KeyError(key)
+
+    def __delitem__(self, key) -> None:
+        if isinstance(key, str):
+            indexes = get_matching_titles(key, self.children)
+            if len(indexes):
+                self._remove_child_id(key)
+                del self.children[indexes[0]]
+                return None
+        elif isinstance(key, int) and key < len(self.children):
+            child_title = getattr(self.children[key], "title", None)
+            self._remove_child_id(child_title)
+            del self.children[key]
+            return None
+        raise KeyError(key)
+
+    def __lshift__(self, other: Union["Layout", "Content", Any]):
+        self.set_children(other)
+        return other
+
+    def __rshift__(self, other: Union["Layout", "Content", Any]):
+        self.set_children(other)
+        return self
+
+    title: Optional[str]
+    children: List[Any] = []
+    _parent_class: Type["Layout"]
+    _child_class: Type["Layout"]
+    _title_tags: str
+    _body_tags: str
+    _dependencies = {"bootstrap"}
+
+    @property
+    def _child_ids(self) -> Dict[str, str]:
+        """Return existing child IDs or a new dict."""
+        try:
+            super().__getattribute__("__child_ids")
+        except AttributeError:
+            super().__setattr__("__child_ids", dict())
+        return super().__getattribute__("__child_ids")
+
+    # ------------------------------------------------------------------------+
+    #                              Public Methods                             |
+    # ------------------------------------------------------------------------+
+
+    def display(self) -> None:
+        """Display rendered document in a Notebook environment."""
+        nb_display(self)
 
-    def _sanitize_child_iter(self, children: Iterable[Any]) -> Iterable[Any]:
-        """Ensure new Content and Layout elements are in the correct format for further processing.
+    def set_children(self, other: Union["Layout", "Content", Any]):
+        """Set children as other."""
+        other = copy.copy(other)
+        self.children = [*self._smart_wrap(other)]
 
-        Args:
-          children: Iterable[Any]: Sequence of Layout and / or Content items.
+    def to_html(self, **kwargs) -> str:
+        """Convert document to HTML code.
 
         Returns:
-          Iterable[Any]: Clean sequence of Layout and / or Content items.
+          str: HTML code.
 
         """
-        # Convert any non-list iterators to lists
-        children_: Iterable[Any] = (
-            list(children)
-            if hasattr(children, "__iter__") and not isinstance(children, str)
-            else [children]
-        )
-        # Unnest any nested lists of children
-        if len(list(children_)) == 1 and isinstance(list(children_)[0], (list, tuple)):
-            children_ = list(children_)[0]
-        return children_
+        children_rendered = " ".join([c.to_html(**kwargs) for c in self.children])
+        title_rendered = self._title_tags.format(self.title) if self.title else ""
+
+        html = self._body_tags.format(f"{title_rendered}\n{children_rendered}\n")
+        return html
 
-    def _smart_wrap(self, children: Iterable[Any]) -> Iterable[Any]:
+    def tree(self) -> None:
+        """Display document tree."""
+        print(self._tree())
+
+    # ------------------------------------------------------------------------+
+    #                             Private Methods                             |
+    # ------------------------------------------------------------------------+
+
+    def _add_child_id(self, key):
+        attr_name = clean_attr_name(key)
+        if attr_name:
+            self._child_ids[attr_name] = key
+            super().__setattr__(attr_name, self[key])
+
+    def _remove_child_id(self, key):
+        attr_name = clean_attr_name(key)
+        if attr_name in self._child_ids:
+            del self._child_ids[attr_name]
+            super().__delattr__(attr_name)
+
+    def _smart_wrap(
+        self, child_list: Iterable[Any]
+    ) -> Iterable[Union["Layout", "Content"]]:
         """Wrap children in a coherent class hierarchy.
 
         Args:
@@ -122,213 +251,105 @@ def _smart_wrap(self, children: Iterable[Any]) -> Iterable[Any]:
         """
         from esparto._adaptors import content_adaptor
 
+        child_list = clean_iterator(child_list)
+
         if isinstance(self, Column):
-            return [content_adaptor(x) for x in children]
+            return [content_adaptor(x) for x in child_list]
 
         is_row = isinstance(self, Row)
         unwrapped_acc: list = []
         output = []
 
-        for item in children:
-            is_wrapped = isinstance(item, self._child_class)
+        for child in child_list:
+            is_wrapped = isinstance(child, self._child_class)
 
             if is_wrapped:
                 if unwrapped_acc:
-                    wrapped_segment = self._child_class(*unwrapped_acc)
+                    wrapped_segment = self._child_class(children=unwrapped_acc)
                     output.append(wrapped_segment)
-                    output.append(item)
+                    output.append(child)
                     unwrapped_acc = []
                 else:
-                    output.append(item)
+                    output.append(child)
             else:  # if not is_wrapped
                 if is_row:
-                    assert (
-                        not unwrapped_acc
-                    ), "Elements should not be accumulated for row"
-                    output.append(self._child_class(item))
+                    output.append(self._child_class(children=[child]))
                 else:
-                    unwrapped_acc.append(item)
+                    unwrapped_acc.append(child)
 
         if unwrapped_acc:
-            wrapped_segment = self._child_class(*unwrapped_acc)
+            wrapped_segment = self._child_class(children=unwrapped_acc)
             output.append(wrapped_segment)
 
         return output
 
-    @property
-    @abstractmethod
-    def _parent_class(self) -> Type["Layout"]:
-        """Parent class - used by _smart_wrap."""
-        raise NotImplementedError
-
-    @property
-    @abstractmethod
-    def _child_class(self) -> Type["Layout"]:
-        """Child class - used by _smart_wrap."""
-        raise NotImplementedError
-
-    @property
-    @abstractmethod
-    def _tag_open(self) -> str:
-        """Opening HTML tag and arguments."""
-        raise NotImplementedError
-
-    @property
-    @abstractmethod
-    def _tag_close(self) -> str:
-        """Closing HTML tag."""
-        raise NotImplementedError
-
-    def to_html(self, **kwargs) -> str:
-        """Render document to HTML code.
-
-        Returns:
-          str: HTML code.
-
-        """
-        children_rendered = " ".join([c.to_html(**kwargs) for c in self.children])
-        title_rendered = f"{self._render_title()}\n" if self._title else None
-        if title_rendered:
-            html = f"{self._tag_open}\n{title_rendered}{children_rendered}\n{self._tag_close}\n"
-        else:
-            html = f"{self._tag_open}\n{children_rendered}\n{self._tag_close}\n"
-        return html
-
-    def display(self):
-        """Display rendered document in a Jupyter Notebook cell."""
-        nb_display(self)
-
-    def __init__(
-        self,
-        *children: Union["Layout", "Content", Any],
-        title: Optional[str] = None,
-    ):
-        self.children = list(children)
-        self.title = title
-        self._dependencies = {"bootstrap"}
-
-    def __call__(self, *children: Union["Layout", "Content", None]):
-        new = copy.deepcopy(self)
-        if children:
-            new.children = list(children)
-        return new
-
-    def __add__(self, other: Union["Layout", "Content", Any]):
-        from esparto._content import Content
-
-        if isinstance(other, type(self)):
-            return self._parent_class(
-                *(*self.children, *other.children), title=self.title
-            )
-
-        new = copy.deepcopy(self)
-        new.children = self.children
-
-        if isinstance(other, (Layout, Content, list, tuple)):
-            new.children += list(other)
-        else:
-            from esparto._adaptors import content_adaptor
-
-            new.children += [content_adaptor(other)]
-
-        return new
-
-    def __iter__(self):
-        return iter([self])
-
-    def _repr_html_(self):
-        """ """
-        nb_display(self)
-
-    def __repr__(self):
-        title = self._title or "Untitled"
-        return f"{type(self)}: {title}"
-
-    def _recurse_children(self) -> dict:
-        """ """
-        key = self._title or type(self).__name__
+    def _recurse_children(self, idx) -> dict:
+        key = self.title or f"{type(self).__name__} {idx}"
         tree = {
             f"{key}": [
-                x._recurse_children()
-                if hasattr(x, "_recurse_children")
-                else type(x).__name__
-                for x in self.children
+                child._recurse_children(idx)  # type: ignore
+                if hasattr(child, "_recurse_children")
+                else str(child)
+                for idx, child in enumerate(self.children)
             ]
         }
         return tree
 
     def _required_dependencies(self) -> Set[str]:
-        """ """
         deps: Set[str] = self._dependencies
 
         def dep_finder(item):
             nonlocal deps
             for child in item.children:
-                if hasattr(child, "_dependencies"):
-                    deps = deps | set(child._dependencies)
+                deps = deps | set(getattr(child, "_dependencies", None))
                 if hasattr(child, "children"):
                     dep_finder(child)
 
         dep_finder(self)
-
         return deps
 
-    def __str__(self):
-        return pformat(self._recurse_children())
-
-    def __eq__(self, other):
-        if isinstance(other, self.__class__):
-            return self._title == other._title and all(
-                (x == y for x, y in zip(self.children, other.children))
-            )
-        return False
+    def _tree(self) -> str:
+        return pformat(self._recurse_children(idx=0))
 
-    def __ne__(self, other):
-        return not self.__eq__(other)
+    def _ipython_key_completions_(self):  # pragma: no cover
+        return [
+            getattr(child, "title")
+            for child in self.children
+            if hasattr(child, "title")
+        ]
 
 
 class Page(Layout):
-    """Page - top level element for defining a document.
+    """Defines the top level of a document.
 
     Args:
-        *children (Layout, Any):  Child items to include within the element.
-        title (str): Element title.
-        org_name (str): Organisation name.
+        title (str): Used as a title within the document and as a key value.
+        navbrand (str): Brand name. Displayed in the page navbar if provided.
+        children (list): Child items defining layout and content.
 
     """
 
-    def _render_title(self) -> str:
-        """ """
-        return f"<h1 class='display-4 my-3'>{self._title}</h1>\n"
-
-    @property
-    def _tag_open(self) -> str:
-        """ """
-        return "<main class='container px-2'>"
-
-    @property
-    def _tag_close(self) -> str:
-        """ """
-        return "</main>"
-
-    @property
-    def _parent_class(self) -> Type["Layout"]:
-        """ """
-        return Page
-
-    @property
-    def _child_class(self) -> Type["Layout"]:
-        """ """
-        return Section
+    def __init__(
+        self,
+        title: Optional[str] = None,
+        navbrand: Optional[str] = "",
+        children: Union[
+            List[Union["Layout", "Content", Any]], "Layout", "Content"
+        ] = list(),
+    ):
+        super().__init__(title, children)
+        self.org_name = navbrand
 
-    def save_html(
+    def save(
         self,
         filepath: str = "./esparto-doc.html",
         return_html: bool = False,
         dependency_source="esparto.options",
     ) -> Optional[str]:
         """
-        Save document as an HTML file.
+        Save document to HTML file.
+
+        Note: Alias for `self.save_html()`.
 
         Args:
           filepath (str): Destination filepath.
@@ -336,11 +357,10 @@ def save_html(
           dependency_source (str): One of 'cdn', 'inline', or 'esparto.options'.
 
         Returns:
-          Document rendered as HTML. (If 'return_html' is True)
+          Document rendered as HTML. (If `return_html` is True)
 
         """
-        html = publish_html(
-            self,
+        html = self.save_html(
             filepath=filepath,
             return_html=return_html,
             dependency_source=dependency_source,
@@ -350,16 +370,14 @@ def save_html(
             return html
         return None
 
-    def save(
+    def save_html(
         self,
         filepath: str = "./esparto-doc.html",
         return_html: bool = False,
         dependency_source="esparto.options",
     ) -> Optional[str]:
         """
-        Save document as an HTML file.
-
-        Note: Alias for `self.save_html()`.
+        Save document to HTML file.
 
         Args:
           filepath (str): Destination filepath.
@@ -367,10 +385,11 @@ def save(
           dependency_source (str): One of 'cdn', 'inline', or 'esparto.options'.
 
         Returns:
-          Document rendered as HTML. (If 'return_html' is True)
+          Document rendered as HTML. (If `return_html` is True)
 
         """
-        html = self.save_html(
+        html = publish_html(
+            self,
             filepath=filepath,
             return_html=return_html,
             dependency_source=dependency_source,
@@ -384,16 +403,16 @@ def save_pdf(
         self, filepath: str = "./esparto-doc.pdf", return_html: bool = False
     ) -> Optional[str]:
         """
-        Save document as a PDF file.
+        Save document to PDF file.
 
         Note: Requires optional module `weasyprint`.
 
         Args:
           filepath (str): Destination filepath.
-          return_html (bool): If True, return HTML as a string.
+          return_html (bool): If True, return intermediate HTML representation as a string.
 
         Returns:
-          Document rendered as HTML. (If 'return_html' is True)
+          Document rendered as HTML. (If `return_html` is True)
 
         """
         html = publish_pdf(self, filepath, return_html=return_html)
@@ -402,113 +421,67 @@ def save_pdf(
             return html
         return None
 
-    def __init__(
-        self,
-        *children: Union["Layout", "Content", Any],
-        title: Optional[str] = None,
-        org_name: Optional[str] = "esparto",
-    ):
-        super().__init__(*children, title=title)
-        self.org_name = org_name
+    _title_tags = "<h1 class='display-4 my-3'>{}</h1>"
+    _body_tags = "<main class='container px-2'>{}</main>"
+
+    @property
+    def _parent_class(self):
+        return Page
+
+    @property
+    def _child_class(self):
+        return Section
 
 
 class Section(Layout):
-    """Section - defines a Section within a Page.
+    """Sections define thematically distinct groups of content within a Page.
 
     Args:
-        *children (Layout, Any):  Child items to include within the element.
-        title (str): Element title.
+        title (str): Used as a title within the document and as a key value.
+        children (list): Child items defining layout and content.
 
     """
 
-    def _render_title(self) -> str:
-        """ """
-        return f"<h3 class='mb-3'>{self._title}</h3>\n"
+    _title_tags = "<h3 class='mb-3'>{}</h3>"
+    _body_tags = "<div class='px-1 mb-5'>{}</div>"
+    _parent_class = Page
 
     @property
-    def _tag_open(self) -> str:
-        """ """
-        return "<div class='px-1 mb-5'>"
-
-    @property
-    def _tag_close(self) -> str:
-        """ """
-        return "</div>"
-
-    @property
-    def _parent_class(self) -> Type["Layout"]:
-        """ """
-        return Page
-
-    @property
-    def _child_class(self) -> Type["Layout"]:
-        """ """
+    def _child_class(self):
         return Row
 
 
 class Row(Layout):
-    """Row -  defines a Row within a Section.
+    """Rows are used in combination with Columns to define the grid layout within a section.
 
     Args:
-        *children (Layout, Any):  Child items to include within the element.
-        title (str): Element title.
+        title (str): Used as a title within the document and as a key value.
+        children (list): Child items defining layout and content.
 
     """
 
-    def _render_title(self) -> str:
-        """ """
-        return f"<div class='col-12'><h5 class='px-1 mb-3'>{self._title}</h5></div>\n"
-
-    @property
-    def _tag_open(self) -> str:
-        """ """
-        return "<div class='row'>"
-
-    @property
-    def _tag_close(self) -> str:
-        """ """
-        return "</div>"
-
-    @property
-    def _parent_class(self) -> Type["Layout"]:
-        """ """
-        return Section
+    _title_tags = "<div class='col-12'><h5 class='px-1 mb-3'>{}</h5></div>"
+    _body_tags = "<div class='row'>{}</div>"
+    _parent_class = Section
 
     @property
-    def _child_class(self) -> Type["Layout"]:
-        """ """
+    def _child_class(self):
         return Column
 
 
 class Column(Layout):
-    """Column -  defines a Column within a Row.
+    """Columns sit within Rows and act as content holders.
 
     Args:
-        *children (Layout, Any):  Child items to include within the element.
-        title (str): Element title.
+        title (str): Used as a title within the document and as a key value.
+        children (list): Child items defining layout and content.
 
     """
 
-    def _render_title(self) -> str:
-        """ """
-        return f"<h5 class='px-1 mb-3'>{self._title}</h5>\n"
-
-    @property
-    def _tag_open(self) -> str:
-        """ """
-        return "<div class='col-lg mb-3'>"
-
-    @property
-    def _tag_close(self) -> str:
-        """ """
-        return "</div>"
-
-    @property
-    def _parent_class(self) -> Type["Layout"]:
-        """ """
-        return Row
+    _title_tags = "<h5 class='px-1 mb-3'>{}</h5>"
+    _body_tags = "<div class='col-lg mb-3'>{}</div>"
+    _parent_class = Row
 
     @property
-    def _child_class(self) -> Any:
-        """ """
+    def _child_class(self):
         raise NotImplementedError
diff --git a/esparto/_options.py b/esparto/_options.py
index e7e2a89..11ee0de 100644
--- a/esparto/_options.py
+++ b/esparto/_options.py
@@ -1,3 +1,5 @@
+"""Global configuration options."""
+
 from dataclasses import dataclass
 
 
@@ -8,6 +10,7 @@ class ConfigOptions:
     _offline_source: str = "inline"
 
     matplotlib_output_format: str = "svg"
+    matplotlib_notebook_format: str = "png"
 
     pdf_temp_dir: str = ".pdf-temp"
 
diff --git a/esparto/_publish.py b/esparto/_publish.py
index 57cc5e6..eccf302 100644
--- a/esparto/_publish.py
+++ b/esparto/_publish.py
@@ -1,3 +1,5 @@
+"""Functions for rendering and saving documents and content."""
+
 import time
 from pathlib import Path
 from typing import TYPE_CHECKING, Optional, Union
@@ -125,23 +127,24 @@ def nb_display(
 
     from esparto._layout import Layout
 
-    required_deps: set = set()
-
     if isinstance(item, Layout):
         required_deps = item._required_dependencies()
-    elif hasattr(item, "_dependencies"):
-        required_deps = item._dependencies
+    else:
+        required_deps = getattr(item, "_dependencies", set())
 
     dependency_source = get_source_from_options(dependency_source)
 
     resolved_deps = resolve_deps(required_deps, source=dependency_source)
     head_deps = "\n".join(resolved_deps.head)
     tail_deps = "\n".join(resolved_deps.tail)
-    content_html = f"<div class='container' style='width: 100%; height: 100%;'>\n{item.to_html()}\n</div>"
+    html = item.to_html(notebook_mode=True)
+    render_html = (
+        f"<div class='container' style='width: 100%; height: 100%;'>\n{html}\n</div>"
+    )
 
     render_html = (
         f"<!doctype html>\n<html>\n<head>{head_deps}</head>\n"
-        f"<body>\n{content_html}\n{tail_deps}\n</body>\n</html>\n"
+        f"<body>\n{render_html}\n{tail_deps}\n</body>\n</html>\n"
     )
 
     print()
diff --git a/esparto/_utils.py b/esparto/_utils.py
new file mode 100644
index 0000000..326d72b
--- /dev/null
+++ b/esparto/_utils.py
@@ -0,0 +1,56 @@
+import re
+from typing import Callable, Iterable, List
+
+
+def get_index_where(condition: Callable[..., bool], iterable: Iterable) -> List[int]:
+    """Return index values where `condition` is `True`."""
+    return [idx for idx, item in enumerate(iterable) if condition(item)]
+
+
+def get_matching_titles(title: str, children: list) -> List[int]:
+    """Return child items with matching title."""
+    return get_index_where(lambda x: getattr(x, "title", None) == title, children)
+
+
+def clean_attr_name(attr_name: str):
+    # Remove leading and trailing spaces
+    attr_name = attr_name.strip().replace(" ", "_").lower()
+
+    # Remove invalid characters
+    attr_name = re.sub("[^0-9a-zA-Z_]", "", attr_name)
+
+    # Remove leading characters until we find a letter or underscore
+    attr_name = re.sub("^[^a-zA-Z_]+", "", attr_name)
+
+    return attr_name
+
+
+def clean_iterator(iterator: Iterable) -> Iterable:
+    # Convert any non-list iterators to lists
+    iterator = (
+        list(iterator) if isinstance(iterator, (list, tuple, set)) else [iterator]
+    )
+    # Unnest any nested lists of children
+    if len(list(iterator)) == 1 and isinstance(list(iterator)[0], (list, tuple, set)):
+        iterator = list(iterator)[0]
+    return iterator
+
+
+def responsive_svg_mpl(source: str, width: int = None, height: int = None) -> str:
+    """Make SVG element responsive."""
+
+    regex_w = r"width=\S*"
+    regex_h = r"height=\S*"
+
+    width_ = f"weight='{width}px'" if width else ""
+    height_ = f"height='{height}px'" if height else ""
+
+    source = re.sub(regex_w, width_, source, count=1)
+    source = re.sub(regex_h, height_, source, count=1)
+
+    # Preserve aspect ratio of SVG
+    regexp = r"<svg"
+    repl = '<svg class="svg-content-mpl" preserveAspectRatio="xMinYMin meet" '
+    source = re.sub(regexp, repl, source, count=1)
+
+    return source
diff --git a/esparto/resources/jinja/base.html b/esparto/resources/jinja/base.html
index 3cd51ac..8df3c8f 100644
--- a/esparto/resources/jinja/base.html
+++ b/esparto/resources/jinja/base.html
@@ -9,21 +9,24 @@
   <meta charset="utf-8">
   <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
 
-  <!-- Print friendly page formatting -->
   <style>
+    /* Print friendly page formatting */
     @page {
       size: auto;
       margin: 15mm 20mm;
     }
 
     @media print {
-      html, body, main {
+
+      html,
+      body,
+      main {
         border: 1px solid white;
         width: 90%;
         height: auto;
       }
 
-      div {
+      .row {
         page-break-inside: avoid;
         page-break-after: auto;
         page-break-before: auto;
@@ -34,16 +37,54 @@
       }
 
     }
-  </style>
 
+    /* Sticky footer styles */
+    html {
+      position: relative;
+      min-height: 100%;
+    }
+
+    body {
+      margin-bottom: 35px;
+      /* Margin bottom by footer height */
+    }
+
+    .footer {
+      position: absolute;
+      bottom: 0;
+      width: 100%;
+      height: 40px;
+      /* Set the fixed height of the footer here */
+      line-height: 35px;
+      /* Vertically center the text there */
+      background-color: #f5f5f5;
+    }
+
+    .footer p {
+      margin-bottom: 0;
+    }
+
+    /* Responsive SVG */
+    .svg-container-mpl {
+      display: inline-flex;
+      position: relative;
+      width: 100%;
+      padding-bottom: 0;
+      vertical-align: middle;
+      overflow: hidden;
+    }
+
+    .svg-content-mpl {
+      margin: auto;
+    }
+  </style>
 
   {% if head_deps is defined and head_deps|length %}
   <!-- Required dependencies -->
-    {% for dep in head_deps %}
-    {{ dep }}
-    {% endfor %}
+  {% for dep in head_deps %}
+  {{ dep }}
+  {% endfor %}
   {% endif %}
-
 </head>
 
 <body>
@@ -52,18 +93,27 @@
       <a class="navbar-brand" href="#">{{ org_name }}</a>
     </div>
   </nav>
-
   <!-- GENERATED CONTENT START -->
   {{ content }}
   <!-- GENERATED CONTENT END -->
-
   {% if tail_deps is defined and tail_deps|length %}
   <!-- Required JS dependencies -->
-    {% for dep in tail_deps %}
-    {{ dep }}
-    {% endfor %}
+  {% for dep in tail_deps %}
+  {{ dep }}
+  {% endfor %}
   {% endif %}
-
+  <!-- Footer -->
+  <footer class="footer d-print-none">
+    <div class="container">
+      <div class="row justify-items-about">
+        <div class="col">
+          <a href="https://domvwt.github.io/esparto/">
+            <small class="text-muted font-italic">esparto</small>
+          </a>
+        </div>
+      </div>
+    </div>
+  </footer>
 </body>
 
 </html>
diff --git a/poetry.lock b/poetry.lock
index edbf333..a159257 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -29,8 +29,8 @@ category = "dev"
 description = "Classes Without Boilerplate"
 name = "attrs"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "21.1.0"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "21.2.0"
 
 [package.extras]
 dev = ["coverage (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
@@ -95,10 +95,10 @@ description = "Interactive plots and applications in the browser from Python"
 name = "bokeh"
 optional = false
 python-versions = ">=3.6"
-version = "2.3.1"
+version = "2.3.2"
 
 [package.dependencies]
-Jinja2 = ">=2.7"
+Jinja2 = ">=2.9"
 PyYAML = ">=3.10"
 numpy = ">=1.11.3"
 packaging = ">=16.8"
@@ -148,7 +148,7 @@ description = "Python package for providing Mozilla's CA Bundle."
 name = "certifi"
 optional = false
 python-versions = "*"
-version = "2020.12.5"
+version = "2021.5.30"
 
 [[package]]
 category = "main"
@@ -167,7 +167,7 @@ description = "Validate configuration and produce human readable error messages.
 name = "cfgv"
 optional = false
 python-versions = ">=3.6.1"
-version = "3.2.0"
+version = "3.3.0"
 
 [[package]]
 category = "dev"
@@ -182,13 +182,20 @@ category = "dev"
 description = "Composable command line interface toolkit"
 name = "click"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "7.1.2"
+python-versions = ">=3.6"
+version = "8.0.1"
+
+[package.dependencies]
+colorama = "*"
+
+[package.dependencies.importlib-metadata]
+python = "<3.8"
+version = "*"
 
 [[package]]
 category = "dev"
 description = "Cross-platform colored terminal text."
-marker = "sys_platform == \"win32\" or platform_system == \"Windows\""
+marker = "platform_system == \"Windows\" or sys_platform == \"win32\" or python_version > \"2.7\" and platform_system == \"Windows\""
 name = "colorama"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
@@ -247,7 +254,7 @@ description = "Decorators for Humans"
 name = "decorator"
 optional = false
 python-versions = ">=3.5"
-version = "5.0.7"
+version = "5.0.9"
 
 [[package]]
 category = "main"
@@ -277,7 +284,7 @@ description = "Distribution utilities"
 name = "distlib"
 optional = false
 python-versions = "*"
-version = "0.3.1"
+version = "0.3.2"
 
 [[package]]
 category = "dev"
@@ -293,7 +300,7 @@ description = "the modular source code checker: pep8 pyflakes and co"
 name = "flake8"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
-version = "3.9.1"
+version = "3.9.2"
 
 [package.dependencies]
 mccabe = ">=0.6.0,<0.7.0"
@@ -336,7 +343,7 @@ description = "File identification library for Python"
 name = "identify"
 optional = false
 python-versions = ">=3.6.1"
-version = "2.2.4"
+version = "2.2.7"
 
 [package.extras]
 license = ["editdistance-s"]
@@ -352,11 +359,11 @@ version = "2.10"
 [[package]]
 category = "main"
 description = "Read metadata from Python packages"
-marker = "python_version < \"3.8\""
+marker = "python_version > \"2.7\" and python_version < \"3.8\" or python_version < \"3.8\""
 name = "importlib-metadata"
 optional = false
 python-versions = ">=3.6"
-version = "4.0.1"
+version = "4.3.1"
 
 [package.dependencies]
 zipp = ">=0.5"
@@ -376,16 +383,16 @@ marker = "python_version < \"3.7\""
 name = "importlib-resources"
 optional = false
 python-versions = ">=3.6"
-version = "5.1.2"
+version = "5.1.4"
 
 [package.dependencies]
 [package.dependencies.zipp]
-python = "<3.8"
-version = ">=0.4"
+python = "<3.10"
+version = ">=3.1.0"
 
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=4.6)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pytest-cov", "pytest-enabler", "pytest-black (>=0.3.7)", "pytest-mypy"]
+testing = ["pytest (>=4.6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
 
 [[package]]
 category = "dev"
@@ -558,8 +565,8 @@ category = "main"
 description = "Safely add untrusted strings to HTML/XML markup."
 name = "markupsafe"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*"
-version = "1.1.1"
+python-versions = ">=3.6"
+version = "2.0.1"
 
 [[package]]
 category = "dev"
@@ -611,7 +618,7 @@ description = "Automatically link across pages in MkDocs."
 name = "mkdocs-autorefs"
 optional = false
 python-versions = ">=3.6,<4.0"
-version = "0.1.1"
+version = "0.2.1"
 
 [package.dependencies]
 Markdown = ">=3.3,<4.0"
@@ -647,7 +654,7 @@ description = "A Material Design theme for MkDocs"
 name = "mkdocs-material"
 optional = false
 python-versions = "*"
-version = "7.1.4"
+version = "7.1.6"
 
 [package.dependencies]
 Pygments = ">=2.4"
@@ -673,14 +680,14 @@ description = "Automatic documentation from sources, for MkDocs."
 name = "mkdocstrings"
 optional = false
 python-versions = ">=3.6,<4.0"
-version = "0.15.0"
+version = "0.15.1"
 
 [package.dependencies]
-Jinja2 = ">=2.11,<3.0"
+Jinja2 = ">=2.11.1,<4.0"
 Markdown = ">=3.3,<4.0"
-MarkupSafe = ">=1.1,<2.0"
+MarkupSafe = ">=1.1,<3.0"
 mkdocs = ">=1.1,<2.0"
-mkdocs-autorefs = ">=0.1,<0.2"
+mkdocs-autorefs = ">=0.1,<0.3"
 pymdown-extensions = ">=6.3,<9.0"
 pytkdocs = ">=0.2.0,<0.12.0"
 
@@ -867,7 +874,7 @@ description = "A framework for managing and maintaining multi-language pre-commi
 name = "pre-commit"
 optional = false
 python-versions = ">=3.6.1"
-version = "2.12.1"
+version = "2.13.0"
 
 [package.dependencies]
 cfgv = ">=2.0.0"
@@ -982,7 +989,7 @@ description = "Extension pack for Python Markdown."
 name = "pymdown-extensions"
 optional = false
 python-versions = ">=3.6"
-version = "8.1.1"
+version = "8.2"
 
 [package.dependencies]
 Markdown = ">=3.2"
@@ -1219,7 +1226,7 @@ marker = "python_version > \"2.7\""
 name = "tqdm"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-version = "4.60.0"
+version = "4.61.0"
 
 [package.extras]
 dev = ["py-make (>=0.1.0)", "twine", "wheel"]
@@ -1264,7 +1271,7 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 name = "urllib3"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
-version = "1.26.4"
+version = "1.26.5"
 
 [package.extras]
 brotli = ["brotlipy (>=0.6.0)"]
@@ -1277,7 +1284,7 @@ description = "Virtual Python Environment builder"
 name = "virtualenv"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-version = "20.4.6"
+version = "20.4.7"
 
 [package.dependencies]
 appdirs = ">=1.4.3,<2"
@@ -1347,7 +1354,7 @@ version = "1.12.1"
 [[package]]
 category = "main"
 description = "Backport of pathlib-compatible object wrapper for zip files"
-marker = "python_version < \"3.8\""
+marker = "python_version > \"2.7\" and python_version < \"3.8\" or python_version < \"3.8\""
 name = "zipp"
 optional = false
 python-versions = ">=3.6"
@@ -1361,9 +1368,9 @@ testing = ["pytest (>=4.6)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pyt
 extras = ["beautifulsoup4", "weasyprint"]
 
 [metadata]
-content-hash = "65d69ad54fb9ae2bab6c2865dec82a0c30af484099367aa1cfe1d0bdf4c3f6aa"
+content-hash = "a68dc06c89f35cc329ec2df448027596563ae794409f15129795c74ad285949d"
 lock-version = "1.0"
-python-versions = "^3.6.1"
+python-versions = ">=3.6.1, <4.0"
 
 [metadata.files]
 appdirs = [
@@ -1379,8 +1386,8 @@ atomicwrites = [
     {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
 ]
 attrs = [
-    {file = "attrs-21.1.0-py2.py3-none-any.whl", hash = "sha256:8ee1e5f5a1afc5b19bdfae4fdf0c35ed324074bdce3500c939842c8f818645d9"},
-    {file = "attrs-21.1.0.tar.gz", hash = "sha256:3901be1cb7c2a780f14668691474d9252c070a756be0a9ead98cfeabfa11aeb8"},
+    {file = "attrs-21.2.0-py2.py3-none-any.whl", hash = "sha256:149e90d6d8ac20db7a955ad60cf0e6881a3f20d37096140088356da6c716b0b1"},
+    {file = "attrs-21.2.0.tar.gz", hash = "sha256:ef6aaac3ca6cd92904cdd0d83f629a15f18053ec84e6432106f7a4d04ae4f5fb"},
 ]
 backcall = [
     {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
@@ -1395,7 +1402,7 @@ black = [
     {file = "black-20.8b1.tar.gz", hash = "sha256:1c02557aa099101b9d21496f8a914e9ed2222ef70336404eeeac8edba836fbea"},
 ]
 bokeh = [
-    {file = "bokeh-2.3.1.tar.gz", hash = "sha256:2f2fb8bab8ca8fa039f48b1f0bed56d3a847c75694ece1d206ffab645ff5beec"},
+    {file = "bokeh-2.3.2.tar.gz", hash = "sha256:fcc0d0a3129ae457cdb0a4f503843a4d13d1f5d07af7748424ea8c7ddfc321f1"},
 ]
 cairocffi = [
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@@ -1405,8 +1412,8 @@ cairosvg = [
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 ]
 certifi = [
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-    {file = "certifi-2020.12.5.tar.gz", hash = "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c"},
+    {file = "certifi-2021.5.30-py2.py3-none-any.whl", hash = "sha256:50b1e4f8446b06f41be7dd6338db18e0990601dce795c2b1686458aa7e8fa7d8"},
+    {file = "certifi-2021.5.30.tar.gz", hash = "sha256:2bbf76fd432960138b3ef6dda3dde0544f27cbf8546c458e60baf371917ba9ee"},
 ]
 cffi = [
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@@ -1448,16 +1455,16 @@ cffi = [
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 ]
 cfgv = [
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-    {file = "cfgv-3.2.0.tar.gz", hash = "sha256:cf22deb93d4bcf92f345a5c3cd39d3d41d6340adc60c78bbbd6588c384fda6a1"},
+    {file = "cfgv-3.3.0-py2.py3-none-any.whl", hash = "sha256:b449c9c6118fe8cca7fa5e00b9ec60ba08145d281d52164230a69211c5d597a1"},
+    {file = "cfgv-3.3.0.tar.gz", hash = "sha256:9e600479b3b99e8af981ecdfc80a0296104ee610cab48a5ae4ffd0b668650eb1"},
 ]
 chardet = [
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     {file = "chardet-4.0.0.tar.gz", hash = "sha256:0d6f53a15db4120f2b08c94f11e7d93d2c911ee118b6b30a04ec3ee8310179fa"},
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+    {file = "click-8.0.1-py3-none-any.whl", hash = "sha256:fba402a4a47334742d782209a7c79bc448911afe1149d07bdabdf480b3e2f4b6"},
+    {file = "click-8.0.1.tar.gz", hash = "sha256:8c04c11192119b1ef78ea049e0a6f0463e4c48ef00a30160c704337586f3ad7a"},
 ]
 colorama = [
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@@ -1530,8 +1537,8 @@ dataclasses = [
     {file = "dataclasses-0.6.tar.gz", hash = "sha256:6988bd2b895eef432d562370bb707d540f32f7360ab13da45340101bc2307d84"},
 ]
 decorator = [
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-    {file = "decorator-5.0.7.tar.gz", hash = "sha256:6f201a6c4dac3d187352661f508b9364ec8091217442c9478f1f83c003a0f060"},
+    {file = "decorator-5.0.9-py3-none-any.whl", hash = "sha256:6e5c199c16f7a9f0e3a61a4a54b3d27e7dad0dbdde92b944426cb20914376323"},
+    {file = "decorator-5.0.9.tar.gz", hash = "sha256:72ecfba4320a893c53f9706bebb2d55c270c1e51a28789361aa93e4a21319ed5"},
 ]
 defusedxml = [
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@@ -1542,16 +1549,16 @@ deprecated = [
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 ]
 distlib = [
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-    {file = "distlib-0.3.1.zip", hash = "sha256:edf6116872c863e1aa9d5bb7cb5e05a022c519a4594dc703843343a9ddd9bff1"},
+    {file = "distlib-0.3.2-py2.py3-none-any.whl", hash = "sha256:23e223426b28491b1ced97dc3bbe183027419dfc7982b4fa2f05d5f3ff10711c"},
+    {file = "distlib-0.3.2.zip", hash = "sha256:106fef6dc37dd8c0e2c0a60d3fca3e77460a48907f335fa28420463a6f799736"},
 ]
 filelock = [
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 flake8 = [
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+    {file = "flake8-3.9.2-py2.py3-none-any.whl", hash = "sha256:bf8fd333346d844f616e8d47905ef3a3384edae6b4e9beb0c5101e25e3110907"},
+    {file = "flake8-3.9.2.tar.gz", hash = "sha256:07528381786f2a6237b061f6e96610a4167b226cb926e2aa2b6b1d78057c576b"},
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 future = [
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@@ -1561,20 +1568,20 @@ html5lib = [
     {file = "html5lib-1.1.tar.gz", hash = "sha256:b2e5b40261e20f354d198eae92afc10d750afb487ed5e50f9c4eaf07c184146f"},
 ]
 identify = [
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+    {file = "identify-2.2.7.tar.gz", hash = "sha256:c29e74c3671fe9537715cb695148231d777170ca1498e1c30c675d4ea782afe9"},
 ]
 idna = [
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 importlib-metadata = [
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 importlib-resources = [
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@@ -1658,58 +1665,40 @@ markdown = [
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 ]
 virtualenv = [
-    {file = "virtualenv-20.4.6-py2.py3-none-any.whl", hash = "sha256:307a555cf21e1550885c82120eccaf5acedf42978fd362d32ba8410f9593f543"},
-    {file = "virtualenv-20.4.6.tar.gz", hash = "sha256:72cf267afc04bf9c86ec932329b7e94db6a0331ae9847576daaa7ca3c86b29a4"},
+    {file = "virtualenv-20.4.7-py2.py3-none-any.whl", hash = "sha256:2b0126166ea7c9c3661f5b8e06773d28f83322de7a3ff7d06f0aed18c9de6a76"},
+    {file = "virtualenv-20.4.7.tar.gz", hash = "sha256:14fdf849f80dbb29a4eb6caa9875d476ee2a5cf76a5f5415fa2f1606010ab467"},
 ]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
diff --git a/pyproject.toml b/pyproject.toml
index f2fbd4a..9c6c139 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,18 +1,26 @@
 [tool.poetry]
 name = "esparto"
-version = "0.2.5"
+version = "1.0.0"
 description = "Simple HTML and PDF document generator for Python."
 authors = ["Dominic Thorn <dominic.thorn@gmail.com>"]
 license = "MIT"
 readme = "README.md"
 homepage = "https://domvwt.github.io/esparto"
 repository = "https://github.com/domvwt/esparto"
+classifiers = [
+    "Development Status :: 5 - Production/Stable",
+    "Programming Language :: Python :: 3.6",
+    "Programming Language :: Python :: 3.7",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Intended Audience :: Developers",
+]
 
 [tool.poetry.dependencies]
-python = "^3.6.1"
+python = ">=3.6.1, <4.0"
 jinja2 = "^2.10.1"
 markdown = "^3.1"
-Pillow = [">=7.0.0", "<9.0.0"]
+Pillow = ">=7.0.0, <9"
 dataclasses = {version = "*", python = "<3.7"}
 beautifulsoup4 = {version = ">=4.7", optional = true}
 weasyprint = {version = ">=51", optional = true}
diff --git a/tests/conftest.py b/tests/conftest.py
index 9282fde..c620b28 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -10,8 +10,6 @@
 
 _EXTRAS = _OPTIONAL_DEPENDENCIES <= _INSTALLED_MODULES
 
-pytestmark = pytest.mark.filterwarnings("ignore:Row titles are not rendered")
-
 _irises_path = str(Path("tests/resources/irises.jpg").absolute())
 
 with Path(_irises_path).open("rb") as f:
@@ -26,10 +24,10 @@
 
 # Add new layout classes here
 layout_list = [
-    (la.Page(*content_list)),
-    (la.Section(*content_list)),
-    (la.Row(*content_list)),
-    (la.Column(*content_list)),
+    (la.Page(children=[*content_list])),
+    (la.Section(children=[*content_list])),
+    (la.Row(children=[*content_list])),
+    (la.Column(children=[*content_list])),
 ]
 
 # Add new adaptor types here
@@ -61,6 +59,11 @@
 
     content_list += content_extra
 
+    content_pdf = content_list + [
+        (co.FigureMpl(plt.Figure())),
+        (co.FigureMpl(plt.Figure(), output_format="svg")),
+    ]
+
     adaptors_extra = [
         (pd.DataFrame({"a": range(1, 11), "b": range(11, 21)}), co.DataFramePd),
         (plt.figure(), co.FigureMpl),
@@ -90,8 +93,26 @@ def adaptor_list_fn():
 @pytest.fixture
 def page_layout(content_list_fn) -> la.Page:
     return la.Page(
-        la.Section(la.Row(*[la.Column(x) for x in content_list_fn])), title="jazz"
+        title="jazz",
+        children=la.Section(
+            children=la.Row(children=[la.Column(children=[x]) for x in content_list_fn])
+        ),
+    )
+
+
+@pytest.fixture
+def page_basic_layout() -> la.Page:
+    page = la.Page(
+        title="Test Page",
+        children=la.Section(
+            title="Section One",
+            children=la.Row(
+                title="Row One",
+                children=la.Column(children=co.Markdown("markdown content")),
+            ),
+        ),
     )
+    return page
 
 
 @pytest.fixture
diff --git a/tests/test_content.py b/tests/test_content.py
index 17f701e..ad00de9 100644
--- a/tests/test_content.py
+++ b/tests/test_content.py
@@ -26,7 +26,7 @@ def test_all_content_classes_have_deps(content_list_fn):
 @pytest.mark.parametrize("b", content_list)
 def test_content_add(a, b):
     output = a + b
-    expected = la.Row(a, b)
+    expected = la.Row(children=[a, b])
     assert output == expected
 
 
diff --git a/tests/test_layout.py b/tests/test_layout.py
index d1e5393..5cc9c66 100644
--- a/tests/test_layout.py
+++ b/tests/test_layout.py
@@ -4,7 +4,7 @@
 
 import esparto._content as co
 import esparto._layout as la
-from tests.conftest import _irises_path, layout_list
+from tests.conftest import _irises_path
 
 
 def test_all_layout_classes_covered(layout_list_fn):
@@ -18,11 +18,25 @@ def test_all_layout_classes_covered(layout_list_fn):
 
 def test_layout_smart_wrapping(page_layout):
     strings = ["first", "second", "third"]
-    output = page_layout + la.Section(*strings, "fourth", la.Column("fifth"), "sixth")
-    expected = page_layout()
+    output = page_layout + la.Section(
+        children=[
+            la.Row(children=[*strings, "fourth"]),
+            "another bit of content",
+            la.Row(children=[la.Column(children=["fifth"]), "sixth"]),
+        ]
+    )
+    expected = page_layout
     expected += la.Section(
-        *[co.Markdown(x) for x in strings],
-        la.Row("fourth", la.Column("fifth"), "sixth")
+        children=[
+            la.Row(children=[*[co.Markdown(x) for x in strings], "fourth"]),
+            co.Markdown("another bit of content"),
+            la.Row(
+                children=[
+                    la.Column(children=[co.Markdown("fifth")]),
+                    la.Column(children=[co.Markdown("sixth")]),
+                ]
+            ),
+        ]
     )
     print(output)
     print()
@@ -30,20 +44,13 @@ def test_layout_smart_wrapping(page_layout):
     assert output == expected
 
 
-@pytest.mark.parametrize("a", layout_list)
-def test_layout_call(a):
-    b = a()
-    assert a == b
-    assert a is not b
-
-
 def test_layout_call_many(page_layout, content_list_fn):
-    a = la.Page(*content_list_fn, title="jazz")
+    a = la.Page(title="jazz", children=content_list_fn)
     assert a == page_layout
 
 
 def test_layout_call_list(page_layout, content_list_fn):
-    a = la.Page(content_list_fn, title="jazz")
+    a = la.Page(title="jazz", children=content_list_fn)
     assert a == page_layout
 
 
@@ -57,38 +64,69 @@ def test_layout_equality(layout_list_fn):
 
 
 layout_add_list = [
-    (la.Column(), "miles davis", la.Column(co.Markdown("miles davis"))),
+    (
+        la.Column(),
+        "miles davis",
+        la.Column(children=co.Markdown("miles davis")),
+    ),
     (
         la.Row(),
         co.Markdown("ornette coleman"),
-        la.Row(la.Column(co.Markdown("ornette coleman"))),
+        la.Row(children=la.Column(children=co.Markdown("ornette coleman"))),
     ),
     (
-        la.Page("charles mingus"),
-        la.Section("thelonious monk"),
-        la.Page(["charles mingus", "thelonious monk"]),
+        la.Page(children=["charles mingus"]),
+        la.Section(children=["thelonious monk"]),
+        la.Page(
+            children=[
+                la.Section(children=["charles mingus"]),
+                la.Section(children=["thelonious monk"]),
+            ]
+        ),
     ),
     (
         la.Section(title="jazz"),
-        la.Row(la.Column("john coltrane"), la.Column("wayne shorter")),
+        la.Row(
+            children=[
+                la.Column(children=["john coltrane"]),
+                la.Column(children=["wayne shorter"]),
+            ]
+        ),
         la.Section(
-            la.Row(la.Column("john coltrane"), la.Column("wayne shorter")), title="jazz"
+            title="jazz",
+            children=[
+                la.Row(
+                    children=[
+                        la.Column(children=["john coltrane"]),
+                        la.Column(children=["wayne shorter"]),
+                    ]
+                )
+            ],
         ),
     ),
     (
-        la.Column("eric dolphy"),
-        la.Column("grant green"),
-        la.Row(la.Column("eric dolphy"), la.Column("grant green")),
+        la.Column(children=["eric dolphy"]),
+        la.Column(children=["grant green"]),
+        la.Row(
+            children=[
+                la.Column(children=["eric dolphy"]),
+                la.Column(children=["grant green"]),
+            ]
+        ),
     ),
     (
         la.Page(title="piano"),
         "bill evans",
-        la.Page(co.Markdown("bill evans"), title="piano"),
+        la.Page(title="piano", children=[co.Markdown("bill evans")]),
     ),
     (
         la.Page(),
         _irises_path,
-        la.Page(la.Section(la.Row(la.Column(co.Image(_irises_path))))),
+        la.Page(
+            children=la.Section(
+                children=la.Row(children=la.Column(children=co.Image(_irises_path)))
+            )
+        ),
     ),
 ]
 
@@ -97,3 +135,113 @@ def test_layout_equality(layout_list_fn):
 def test_layout_add(a, b, expected):
     output = a + b
     assert output == expected
+
+
+def test_get_item(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    assert page.section_one.row_one[0] == page_basic_layout[0][0][0]
+
+
+def test_get_item_key_str_error(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    with pytest.raises(KeyError):
+        page["Section One"][2]
+
+
+def test_set_item_key_int_error(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    with pytest.raises(KeyError):
+        page["Section One"][2] = "different content"
+
+
+def test_set_item_new(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    assert page == page_basic_layout
+
+
+def test_set_item_existing_str(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "different content"
+    page["Section One"]["Row One"] = "markdown content"
+    assert page == page_basic_layout
+
+
+def test_set_item_existing_int(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "different content"
+    page[0][0] = "markdown content"
+    assert page == page_basic_layout
+
+
+def test_set_item_existing_attr(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "different content"
+    page.section_one.row_one = "markdown content"
+    assert page == page_basic_layout
+
+
+def test_delitem_str(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    page["Section One"]["Row Two"] = "different content"
+    del page["Section One"]["Row Two"]
+    assert page == page_basic_layout
+
+
+def test_delitem_int(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    page["Section One"]["Row Two"] = "different content"
+    del page["Section One"][1]
+    assert page == page_basic_layout
+
+
+def test_delattr(page_basic_layout):
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    page["Section One"]["Row Two"]["Markdown"] = "different content"
+    del page.section_one.row_two
+    assert page == page_basic_layout
+
+
+def test_delitem_key_int_error():
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    page["Section One"]["Row Two"] = "different content"
+    with pytest.raises(KeyError):
+        del page["Section One"][3]
+
+
+def test_delitem_key_str_error():
+    page = la.Page(title="Test Page")
+    page["Section One"]["Row One"] = "markdown content"
+    page["Section One"]["Row Two"] = "different content"
+    with pytest.raises(KeyError):
+        del page["Section One"]["Row Three"]
+
+
+def test_child_id_maps_to_child():
+    page = la.Page()
+    page["Section One"]["Row One"] = "markdown content"
+    assert page.section_one is page.children[0]
+
+
+def test_lshift(page_basic_layout):
+    page = la.Page(title="Test Page")
+    content = "markdown content"
+    passthrough = page["Section One"]["Row One"] << content
+    assert passthrough == content
+    assert page.children == page_basic_layout.children
+    assert page == page_basic_layout
+
+
+def test_rshift(page_basic_layout):
+    page = la.Page(title="Test Page")
+    content = "markdown content"
+    passthrough = page["Section One"]["Row One"] >> content
+    assert passthrough == page_basic_layout["Section One"]["Row One"]
+    assert page == page_basic_layout
diff --git a/tests/test_publish.py b/tests/test_publish.py
index 82997fc..57134cb 100644
--- a/tests/test_publish.py
+++ b/tests/test_publish.py
@@ -60,7 +60,30 @@ def test_saved_html_valid_inline(page_layout: es.Page, tmp_path):
     assert html_is_valid(html)
 
 
+def test_saved_html_valid_online(page_layout: es.Page, tmp_path, monkeypatch):
+    monkeypatch.setattr(es.options, "offline_mode", False)
+    path: Path = tmp_path / "my_page.html"
+    page_layout.save_html(str(path))
+    html = path.read_text()
+    assert html_is_valid(html)
+
+
+def test_saved_html_valid_offline(page_layout: es.Page, tmp_path, monkeypatch):
+    monkeypatch.setattr(es.options, "offline_mode", True)
+    path: Path = tmp_path / "my_page.html"
+    page_layout.save_html(str(path))
+    html = path.read_text()
+    assert html_is_valid(html)
+
+
+def test_saved_html_valid_bad_source(page_layout: es.Page, tmp_path):
+    path: Path = tmp_path / "my_page.html"
+    with pytest.raises(ValueError):
+        page_layout.save_html(str(path), dependency_source="flapjack")
+
+
 if _EXTRAS:
+    from tests.conftest import content_pdf
 
     def test_notebook_html_valid_cdn(page_layout):
         html = pu.nb_display(page_layout, return_html=True, dependency_source="cdn")
@@ -70,10 +93,20 @@ def test_notebook_html_valid_inline(page_layout):
         html = pu.nb_display(page_layout, return_html=True, dependency_source="inline")
         assert html_is_valid(html)
 
-    @pytest.mark.parametrize("content", content_list)
+    def test_notebook_html_valid_offline(page_layout, monkeypatch):
+        monkeypatch.setattr(es.options, "offline_mode", True)
+        html = pu.nb_display(page_layout, return_html=True)
+        assert html_is_valid(html)
+
+    def test_notebook_html_valid_online(page_layout, monkeypatch):
+        monkeypatch.setattr(es.options, "offline_mode", False)
+        html = pu.nb_display(page_layout, return_html=True)
+        assert html_is_valid(html)
+
+    @pytest.mark.parametrize("content", content_pdf)
     def test_pdf_output(content, tmp_path):
         if "bokeh" not in content._dependencies:
-            page = es.Page(content)
+            page = es.Page(children=[content])
             path: Path = tmp_path / "my_page.pdf"
             page.save_pdf(str(path))
             size = path.stat().st_size