{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# MCMC diagnostics via a case study: Artificial funnel of hell {#sec-mcmc-diagnostics}\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden",
    "tags": []
   },
   "outputs": [],
   "source": [
    "#| code-fold: true\n",
    "\n",
    "# Colab setup ------------------\n",
    "import os, shutil, sys, subprocess, urllib.request\n",
    "if \"google.colab\" in sys.modules:\n",
    "    cmd = \"pip install --upgrade iqplot colorcet bebi103 arviz cmdstanpy watermark\"\n",
    "    process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n",
    "    stdout, stderr = process.communicate()\n",
    "    from cmdstanpy.install_cmdstan import latest_version\n",
    "    cmdstan_version = latest_version()\n",
    "    cmdstan_url = f\"https://github.com/stan-dev/cmdstan/releases/download/v{cmdstan_version}/\"\n",
    "    fname = f\"colab-cmdstan-{cmdstan_version}.tgz\"\n",
    "    urllib.request.urlretrieve(cmdstan_url + fname, fname)\n",
    "    shutil.unpack_archive(fname)\n",
    "    os.environ[\"CMDSTAN\"] = f\"./cmdstan-{cmdstan_version}\"\n",
    "    data_path = \"https://s3.amazonaws.com/bebi103.caltech.edu/data/\"\n",
    "else:\n",
    "    data_path = \"../data/\"\n",
    "# ------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/bois/Dropbox/git/bebi103_course/2026/b/.pixi/envs/default/lib/python3.13/site-packages/arviz/__init__.py:39: FutureWarning: \n",
      "ArviZ is undergoing a major refactor to improve flexibility and extensibility while maintaining a user-friendly interface.\n",
      "Some upcoming changes may be backward incompatible.\n",
      "For details and migration guidance, visit: https://python.arviz.org/en/latest/user_guide/migration_guide.html\n",
      "  warn(\n",
      "/Users/bois/Dropbox/git/bebi103_course/2026/b/.pixi/envs/default/lib/python3.13/site-packages/bebi103/image.py:6: DeprecationWarning: `scipy.odr` is deprecated as of version 1.17.0 and will be removed in SciPy 1.19.0. Please use `https://pypi.org/project/odrpack/` instead.\n",
      "  import scipy.odr\n"
     ]
    },
    {
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       "        <span id=\"fb5cbce8-9768-439f-87c5-b5778a9f3bea\">Loading BokehJS ...</span>\n",
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     "output_type": "display_data"
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       "    root._bokeh_onload_callbacks = [];\n",
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       "  }\n",
       "\n",
       "const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
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       "   */\n",
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       "    function drop(id) {\n",
       "      const view = Bokeh.index.get_by_id(id)\n",
       "      if (view != null) {\n",
       "        view.model.document.clear()\n",
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       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim()\n",
       "            drop(id)\n",
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       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
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       "\n",
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       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
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       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\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",
       "  const 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(error = null) {\n",
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       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
       "          if (error == null) {\n",
       "            return `${prefix} successfully loaded.`;\n",
       "          } else {\n",
       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
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       "        wrapper.style.resize = \"vertical\";\n",
       "        const content = document.createElement(\"div\");\n",
       "        content.style.fontFamily = \"monospace\";\n",
       "        content.style.whiteSpace = \"pre-wrap\";\n",
       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
       "        content.textContent = error.stack ?? error.toString();\n",
       "        wrapper.append(content);\n",
       "        el.append(wrapper);\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(() => display_loaded(error), 100);\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",
       "    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",
       "      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",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.8.1.min.js\"];\n",
       "  const css_urls = [];\n",
       "\n",
       "  const inline_js = [    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "function(Bokeh) {\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      try {\n",
       "            for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "\n",
       "      } catch (error) {display_loaded(error);throw error;\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",
       "      const cell = $(document.getElementById(\"fb5cbce8-9768-439f-87c5-b5778a9f3bea\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const 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  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const 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(error = null) {\n    const el = document.getElementById(\"fb5cbce8-9768-439f-87c5-b5778a9f3bea\");\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\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    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      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  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.8.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.8.1.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {display_loaded(error);throw error;\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      const cell = $(document.getElementById(\"fb5cbce8-9768-439f-87c5-b5778a9f3bea\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "import cmdstanpy\n",
    "import arviz as az\n",
    "\n",
    "import bebi103\n",
    "\n",
    "import bokeh.io\n",
    "bokeh.io.output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "\n",
    "In previous lessons, we have seen that we can sample out of arbitrary probability distributions, most notably posterior probability distributions in the context of Bayesian inference, using Markov chain Monte Carlo. However, there are a few questions we need to answer to make sure our MCMC samplers are in fact sampling the target distribution.\n",
    "\n",
    "1. Have we achieved stationarity? That is, have the chains sampled enough that we are effectively getting independent samples out of the target distribution?\n",
    "2. Can the chains access all areas of parameter space?\n",
    "3. Have we taken enough samples to get a good picture of the posterior?\n",
    "\n",
    "There are diagnostic checks we can do to address these questions, and these checks are the topic of this lesson. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The funnel of hell\n",
    "\n",
    "While we will not be directly considering the posterior, it is worthwhile to work with a distribution that is difficult to sample out of when learning how to diagnose issues with the sampler. We will therefore consider the funnel of hell that we visited in @exr-funnel-of-hell. As you will see in forthcoming lessons, it has many of the same pathologies that are often present in **hierarchical models**. Here is our simple-looking, but difficult distribution for sampling.\n",
    "\n",
    "\\begin{align}\n",
    "& v \\sim \\text{Norm}(0, 3),\\\\[1em]\n",
    "& \\theta \\sim \\text{Norm}(0, \\mathrm{e}^{v/2}).\n",
    "\\end{align}\n",
    "\n",
    "That is, $v$ is Normally distribution with mean zero and variance 9, and $\\theta$ is Normally distributed with mean zero and variance $\\mathrm{e}^v$. The joint distribution is then\n",
    "\n",
    "\\begin{align}\n",
    "P(\\theta, v) = P(\\theta\\mid v) \\,P(v) = \\frac{\\mathrm{e}^{-v/2}}{6\\pi}\\,\\exp\\left[-\\frac{1}{2}\\left(\\frac{v^2}{9} + \\frac{\\theta^2}{\\mathrm{e}^v}\\right)\\right]\n",
    "\\end{align}\n",
    "\n",
    "We can compute this analytically, so let's make a plot of it so we know what we're sampling out of."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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     "output_type": "display_data"
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       "  const render_items = [{\"docid\":\"f4f57e15-dc38-43df-919d-70b8ce299e61\",\"roots\":{\"p1009\":\"b1563284-d79d-4cce-ae51-fd2b3f62f5ee\"},\"root_ids\":[\"p1009\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
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     },
     "metadata": {
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       "id": "p1009"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "theta = np.linspace(-4, 4, 400)\n",
    "v = np.linspace(-15, 5, 400)\n",
    "\n",
    "THETA, V = np.meshgrid(theta, v)\n",
    "P = np.exp(-V/2) / 6 / np.pi * np.exp(-(V**2 / 9 + THETA**2 / np.exp(V))/2)\n",
    "\n",
    "# Show it hacking contour to show image, but no contours\n",
    "bokeh.io.show(bebi103.viz.contour(THETA, V, P, overlaid=True, line_kwargs=dict(alpha=0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Much of the probability density lies deep in the funnel, which is a region of high curvature. The sampler may have some real troubles down there.\n",
    "\n",
    "Before proceeding to attempt to sample this, I note that use of this funnel originates from section 8 of [this paper](https://doi.org/10.1214%2Faos%2F1056562461) by Radford Neal, and this section of this tutorial draws from [this paper](https://doi.org/10.48550/arXiv.1312.0906) by Betancourt and Girolami.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sampling out of the funnel\n",
    "\n",
    "Now, we'll code up a Stan model for the funnel and draw some samples using MCMC. The Stan code is short and simple.\n",
    "\n",
    "```stan\n",
    "parameters {\n",
    "  real theta;\n",
    "  real v; \n",
    "}\n",
    "\n",
    "\n",
    "model {\n",
    "v ~ normal(0, 3);\n",
    "theta ~ normal(0, exp(v/2));\n",
    "}\n",
    "```\n",
    "\n",
    "Let's compile and sample!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "21fa4415655b486385d761415099c9e3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 1:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d01fc2ecce694272b893ebc3cf9409ee",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 2:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 3:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f7d5bb35830446bbba7ee88efdefb330",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 4:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                                                                                                                                                                                                                                                \n"
     ]
    }
   ],
   "source": [
    "with bebi103.stan.disable_logging():\n",
    "    sm = cmdstanpy.CmdStanModel(stan_file='funnel.stan')\n",
    "    samples = sm.sample(seed=3252)\n",
    "\n",
    "samples = az.from_cmdstanpy(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With samples in hand, we will proceed to define and compute diagnostics for the sampler."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diagnostics for any MCMC sampler\n",
    "\n",
    "We will first investigate diagnostics that apply to any MCMC sampler, not just Hamiltonian Monte Carlo samplers like Stan uses."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Gelman-Rubin R-hat statistic\n",
    "\n",
    "The **Gelman-Rubin R-hat statistic** is a useful metric to determine if we have achieved stationarity with our chains. The idea is that we run multiple chains in parallel (at least four). For a given parameter, we then compute the variance in the samples *between* the chains, and then the variance of samples *within* the chains. The ratio of these two is the Gelman-Rubin R-hat statistic, usually denoted as $\\hat{R}$, and we compute $\\hat{R}$ for each chain.\n",
    "\n",
    "\\begin{align}\n",
    "\\hat{R} = \\frac{\\text{variance between chains}}{\\text{variance within chains}}.\n",
    "\\end{align}\n",
    "\n",
    "The value of $\\hat{R}$ approaches unity if the chains are properly sampling the target distribution because the chains should be identical in their sampling of the posterior if they have all reached the limiting distribution. As a rule of thumb, recommended by [Vehtari, et al., 2021](https://doi.org/10.1214/20-BA1221), the value of $\\hat{R}$ should be less than 1.01. There are more details involved in calculation of $\\hat{R}$, and you may read about them in the Vehtari, et al. paper.\n",
    "\n",
    "ArviZ automatically computes $\\hat{R}$ using state-of-the-art rank normalization techniques (published in Vehtari, et al.)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "<path d=\"M28.681 7.159c-0.694-0.947-1.662-2.053-2.724-3.116s-2.169-2.030-3.116-2.724c-1.612-1.182-2.393-1.319-2.841-1.319h-15.5c-1.378 0-2.5 1.121-2.5 2.5v27c0 1.378 1.122 2.5 2.5 2.5h23c1.378 0 2.5-1.122 2.5-2.5v-19.5c0-0.448-0.137-1.23-1.319-2.841zM24.543 5.457c0.959 0.959 1.712 1.825 2.268 2.543h-4.811v-4.811c0.718 0.556 1.584 1.309 2.543 2.268zM28 29.5c0 0.271-0.229 0.5-0.5 0.5h-23c-0.271 0-0.5-0.229-0.5-0.5v-27c0-0.271 0.229-0.5 0.5-0.5 0 0 15.499-0 15.5 0v7c0 0.552 0.448 1 1 1h7v19.5z\"></path>\n",
       "<path d=\"M23 26h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 22h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "<path d=\"M23 18h-14c-0.552 0-1-0.448-1-1s0.448-1 1-1h14c0.552 0 1 0.448 1 1s-0.448 1-1 1z\"></path>\n",
       "</symbol>\n",
       "</defs>\n",
       "</svg>\n",
       "<style>/* CSS stylesheet for displaying xarray objects in notebooks */\n",
       "\n",
       ":root {\n",
       "  --xr-font-color0: var(\n",
       "    --jp-content-font-color0,\n",
       "    var(--pst-color-text-base rgba(0, 0, 0, 1))\n",
       "  );\n",
       "  --xr-font-color2: var(\n",
       "    --jp-content-font-color2,\n",
       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\n",
       "  );\n",
       "  --xr-font-color3: var(\n",
       "    --jp-content-font-color3,\n",
       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
       "  );\n",
       "  --xr-border-color: var(\n",
       "    --jp-border-color2,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
       "  );\n",
       "  --xr-disabled-color: var(\n",
       "    --jp-layout-color3,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, white)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
       "  );\n",
       "}\n",
       "\n",
       "html[theme=\"dark\"],\n",
       "html[data-theme=\"dark\"],\n",
       "body[data-theme=\"dark\"],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: var(\n",
       "    --jp-content-font-color0,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
       "  );\n",
       "  --xr-font-color2: var(\n",
       "    --jp-content-font-color2,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
       "  );\n",
       "  --xr-font-color3: var(\n",
       "    --jp-content-font-color3,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
       "  );\n",
       "  --xr-border-color: var(\n",
       "    --jp-border-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
       "  );\n",
       "  --xr-disabled-color: var(\n",
       "    --jp-layout-color3,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, #111111)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
       "  );\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "  line-height: 1.6;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-obj-name,\n",
       ".xr-group-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-group-name::before {\n",
       "  content: \"📁\";\n",
       "  padding-right: 0.3em;\n",
       "}\n",
       "\n",
       ".xr-group-name,\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "  margin-block-start: 0;\n",
       "  margin-block-end: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "  border: 2px solid transparent !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-top: 4px;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-group-box {\n",
       "  display: inline-grid;\n",
       "  grid-template-columns: 0px 20px auto;\n",
       "  width: 100%;\n",
       "}\n",
       "\n",
       ".xr-group-box-vline {\n",
       "  grid-column-start: 1;\n",
       "  border-right: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "  width: 0px;\n",
       "}\n",
       "\n",
       ".xr-group-box-hline {\n",
       "  grid-column-start: 2;\n",
       "  grid-row-start: 1;\n",
       "  height: 1em;\n",
       "  width: 20px;\n",
       "  border-bottom: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-group-box-contents {\n",
       "  grid-column-start: 3;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 16B\n",
       "Dimensions:  ()\n",
       "Data variables:\n",
       "    theta    float64 8B 1.054\n",
       "    v        float64 8B 1.099\n",
       "Attributes:\n",
       "    created_at:                 2026-02-09T19:09:04.506296+00:00\n",
       "    arviz_version:              0.23.0\n",
       "    inference_library:          cmdstanpy\n",
       "    inference_library_version:  1.3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f78c242e-d486-4018-b11d-5e87d971e8ca' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f78c242e-d486-4018-b11d-5e87d971e8ca' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fcfed44b-c619-40ba-b5d9-a7b30bbf06bf' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fcfed44b-c619-40ba-b5d9-a7b30bbf06bf' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>theta</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.054</div><input id='attrs-16b0db29-2f59-4a99-adeb-2137f6d76de2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-16b0db29-2f59-4a99-adeb-2137f6d76de2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-eee835a1-51e9-4b61-9c3e-98533d90912c' class='xr-var-data-in' type='checkbox'><label for='data-eee835a1-51e9-4b61-9c3e-98533d90912c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.05383965)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.099</div><input id='attrs-792a8e5f-89b9-428f-88ff-1bde3f62f069' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-792a8e5f-89b9-428f-88ff-1bde3f62f069' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-96287ca5-b2c5-454b-8d30-95385440f01f' class='xr-var-data-in' type='checkbox'><label for='data-96287ca5-b2c5-454b-8d30-95385440f01f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.09923991)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f9557f61-ff3f-450f-a785-6f0114cca63e' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f9557f61-ff3f-450f-a785-6f0114cca63e' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2026-02-09T19:09:04.506296+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.23.0</dd><dt><span>inference_library :</span></dt><dd>cmdstanpy</dd><dt><span>inference_library_version :</span></dt><dd>1.3.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 16B\n",
       "Dimensions:  ()\n",
       "Data variables:\n",
       "    theta    float64 8B 1.054\n",
       "    v        float64 8B 1.099\n",
       "Attributes:\n",
       "    created_at:                 2026-02-09T19:09:04.506296+00:00\n",
       "    arviz_version:              0.23.0\n",
       "    inference_library:          cmdstanpy\n",
       "    inference_library_version:  1.3.0"
      ]
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     "execution_count": 5,
     "metadata": {},
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   "source": [
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    "We see that `Rhat` for each of the two parameters is above 1.01, violating the rule of thumb.\n",
    "\n",
    "If we want to see a quick summary of the results of MCMC, including mean parameter values, we can use `az.summary()`. This gives a Pandas data frame (which has an index, in this case the names of the parameters), which is convenient for display."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
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   "outputs": [
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       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
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       "\n",
       "       r_hat  \n",
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    "We will discuss what some of these other statistics aside from $\\hat{R}$ mean momentarily.\n",
    "\n",
    "We can take more samples to boost $\\hat{R}$, so let's do that."
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   "cell_type": "code",
   "execution_count": 7,
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 16B\n",
       "Dimensions:  ()\n",
       "Data variables:\n",
       "    theta    float64 8B 1.003\n",
       "    v        float64 8B 1.005\n",
       "Attributes:\n",
       "    created_at:                 2026-02-09T19:17:39.526236+00:00\n",
       "    arviz_version:              0.23.0\n",
       "    inference_library:          cmdstanpy\n",
       "    inference_library_version:  1.3.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-e83214e0-0a75-4700-8e7c-9476097e347f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e83214e0-0a75-4700-8e7c-9476097e347f' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-caa79a6d-7803-474c-b3ed-f370d871a0e8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-caa79a6d-7803-474c-b3ed-f370d871a0e8' class='xr-section-summary' >Data variables: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>theta</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.003</div><input id='attrs-d9d901a9-ac49-4f4a-b483-2d17e17e859c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d9d901a9-ac49-4f4a-b483-2d17e17e859c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13ccd51b-1b21-4533-a8eb-4f8ee1d43bfc' class='xr-var-data-in' type='checkbox'><label for='data-13ccd51b-1b21-4533-a8eb-4f8ee1d43bfc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.00256057)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>v</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.005</div><input id='attrs-4994814a-0fd9-4079-8c86-f615de93cc1e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4994814a-0fd9-4079-8c86-f615de93cc1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-848b7ed0-2849-478d-8128-49c882175b55' class='xr-var-data-in' type='checkbox'><label for='data-848b7ed0-2849-478d-8128-49c882175b55' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(1.00545998)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e398fc3c-07ca-432c-9f6b-14e2de4c1330' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e398fc3c-07ca-432c-9f6b-14e2de4c1330' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>created_at :</span></dt><dd>2026-02-09T19:17:39.526236+00:00</dd><dt><span>arviz_version :</span></dt><dd>0.23.0</dd><dt><span>inference_library :</span></dt><dd>cmdstanpy</dd><dt><span>inference_library_version :</span></dt><dd>1.3.0</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset> Size: 16B\n",
       "Dimensions:  ()\n",
       "Data variables:\n",
       "    theta    float64 8B 1.003\n",
       "    v        float64 8B 1.005\n",
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      ]
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     "execution_count": 7,
     "metadata": {},
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   "source": [
    "with bebi103.stan.disable_logging():\n",
    "    samples = sm.sample(iter_sampling=100_000, seed=3252)\n",
    "\n",
    "samples = az.from_cmdstanpy(samples)\n",
    "\n",
    "# Check R-hat\n",
    "az.rhat(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now in compliance with the rule of thumb. However, taking so many samples to achieve a good $\\hat{R}$ is indicative of other problems with the sampler. We will therefore continue out tour of diagnostics with the standard 1000 samples per chain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "with bebi103.stan.disable_logging():\n",
    "    samples = sm.sample(seed=3252, show_progress=False)\n",
    "\n",
    "samples = az.from_cmdstanpy(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Effective samples size\n",
    "\n",
    "Recall that MCMC samplers do not draw independent samples from the target distribution. Rather, the samples are correlated. Ideally, though, we *would* draw independent samples. We would like to get an estimate for the number of *effectively independent* samples we draw. This is referred to either as **effective samples size** (ESS) or number of effective samples ($n_\\mathrm{eff}$).\n",
    "\n",
    "ArviZ computes ESS according to the prescription laid out in the Vehtari, et al. paper using `az.ess()`. In the summary, this is given in the `ess_bulk` column. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "        mean     sd  hdi_3%  hdi_97%  mcse_mean  mcse_sd  ess_bulk  ess_tail  \\\n",
       "theta  0.060  7.233  -9.078    8.971      0.478    1.507     467.0     298.0   \n",
       "v      0.667  2.627  -4.464    5.145      0.392    0.313      41.0      18.0   \n",
       "\n",
       "       r_hat  \n",
       "theta   1.05  \n",
       "v       1.10  "
      ]
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     "metadata": {},
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   "source": [
    "az.summary(samples)"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We took a total of 4000 steps (1000 on each of four chains), and got an ESS of about 450 for $\\theta$, but a tiny 40 for $v$. As a rule of thumb, according to Vehtari, et al., you should have ESS > 400, so we have a problem here.\n",
    "\n",
    "We will also consider `ess_tail`, commonly referred to as tail-ESS. Again, I will not go into detail of how this is calculated, but this is the effective sample size when considering the more extreme values of the posterior (by default the lower and upper 5th percentiles). Note that this is not the number of samples that landed in the tails, but rather a measure of what the total number of effective samples would be if we were effectively sampling the tails. Again, we want tail-ESS to be greater than 400 as a rule of thumb. We have problems here.\n",
    "\n",
    "Bear in mind that the ESS calculation is approximate and subject to error. There are, as usual, other caveats, which are discussed in the [Vehtari, et al. paper](https://doi.org/10.1214/20-BA1221) and the [Stan manual](https://mc-stan.org/docs/reference-manual/effective-sample-size.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Monte Carlo standard error\n",
    "\n",
    "The **Monte Carlo standard errors** (MCSE) are reported as `msce_mean` and `mcse_sd`. They are measurements of the standard error of the mean and the standard error of the standard deviation of the chains. They provide an estimate as to how accurate the expectation values given from MCMC samples of the mean and standard deviation are. In practice, if the MCSE of the mean is less than the standard deviation of the samples themselves (that is the `mcse_mean` column is much less than the `sd` column), we have taken plenty of samples. The only reason to use the MCSE is if we have a particular strong interest in getting very precise measurement of the mean in particular.\n",
    "\n",
    "I was hesitant to even discuss this here, since I agree with [Gelman](https://statmodeling.stat.columbia.edu/2007/04/02/markov_chain_mo/), \"For Bayesian inference, I don't think it's generally necessary or appropriate to report Monte Carlo standard errors of posterior means and quantiles...\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Diagnostics for HMC\n",
    "\n",
    "Both $\\hat{R}$ and ESS are useful diagnostics for any MCMC sampler, but Hamiltonian Monte Carlo offers other diagnostics to help ensure that the sampling is going as it should. It is important to note that these diagnostics are a *feature* of HMC, not a bug. By that I mean that the absence of these diagnostics, particularly divergences, from other sampling methods means that it is harder to ensure that they are sampling properly. The ability to check that it is working properly makes HMC all the more powerful."
   ]
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Divergences\n",
    "\n",
    "Hamiltonian Monte Carlo enables large step sizes by taking into account the shape of the target distribution and tracing trajectories along it. (This is of course a *very* loose description. You should read [Michael Betancourt's wonderful introduction to HMC](https://arxiv.org/abs/1701.02434) to get a more complete picture.) When a trajectory encounters a region of parameter space where the posterior (target) distribution has high curvature, the trajectory can veer sharply. These events can be detected and are registered as **divergences**. A given Monte Carlo step ends in a divergence if this happens. This does not *necessarily* mean that there is a problem with the sample, but there is a good chance that there is.\n",
    "\n",
    "Stan keeps track of divergences and reports them. In ArviZ `InferenceData` objects, they are stored in the `sample_stats` attribute. Let's look first at our good samples where we properly warmed up the sampler."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "    --jp-content-font-color3,\n",
       "    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\n",
       "  );\n",
       "  --xr-border-color: var(\n",
       "    --jp-border-color2,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\n",
       "  );\n",
       "  --xr-disabled-color: var(\n",
       "    --jp-layout-color3,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, white)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, white) h s calc(l - 15))\n",
       "  );\n",
       "}\n",
       "\n",
       "html[theme=\"dark\"],\n",
       "html[data-theme=\"dark\"],\n",
       "body[data-theme=\"dark\"],\n",
       "body.vscode-dark {\n",
       "  --xr-font-color0: var(\n",
       "    --jp-content-font-color0,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 1))\n",
       "  );\n",
       "  --xr-font-color2: var(\n",
       "    --jp-content-font-color2,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.54))\n",
       "  );\n",
       "  --xr-font-color3: var(\n",
       "    --jp-content-font-color3,\n",
       "    var(--pst-color-text-base, rgba(255, 255, 255, 0.38))\n",
       "  );\n",
       "  --xr-border-color: var(\n",
       "    --jp-border-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 10))\n",
       "  );\n",
       "  --xr-disabled-color: var(\n",
       "    --jp-layout-color3,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\n",
       "  );\n",
       "  --xr-background-color: var(\n",
       "    --jp-layout-color0,\n",
       "    var(--pst-color-on-background, #111111)\n",
       "  );\n",
       "  --xr-background-color-row-even: var(\n",
       "    --jp-layout-color1,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\n",
       "  );\n",
       "  --xr-background-color-row-odd: var(\n",
       "    --jp-layout-color2,\n",
       "    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\n",
       "  );\n",
       "}\n",
       "\n",
       ".xr-wrap {\n",
       "  display: block !important;\n",
       "  min-width: 300px;\n",
       "  max-width: 700px;\n",
       "  line-height: 1.6;\n",
       "}\n",
       "\n",
       ".xr-text-repr-fallback {\n",
       "  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-header {\n",
       "  padding-top: 6px;\n",
       "  padding-bottom: 6px;\n",
       "  margin-bottom: 4px;\n",
       "  border-bottom: solid 1px var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-header > div,\n",
       ".xr-header > ul {\n",
       "  display: inline;\n",
       "  margin-top: 0;\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-obj-type,\n",
       ".xr-obj-name,\n",
       ".xr-group-name {\n",
       "  margin-left: 2px;\n",
       "  margin-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-group-name::before {\n",
       "  content: \"📁\";\n",
       "  padding-right: 0.3em;\n",
       "}\n",
       "\n",
       ".xr-group-name,\n",
       ".xr-obj-type {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-sections {\n",
       "  padding-left: 0 !important;\n",
       "  display: grid;\n",
       "  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\n",
       "  margin-block-start: 0;\n",
       "  margin-block-end: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-section-item input {\n",
       "  display: inline-block;\n",
       "  opacity: 0;\n",
       "  height: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-section-item input + label {\n",
       "  color: var(--xr-disabled-color);\n",
       "  border: 2px solid transparent !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label {\n",
       "  cursor: pointer;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-item input:focus + label {\n",
       "  border: 2px solid var(--xr-font-color0) !important;\n",
       "}\n",
       "\n",
       ".xr-section-item input:enabled + label:hover {\n",
       "  color: var(--xr-font-color0);\n",
       "}\n",
       "\n",
       ".xr-section-summary {\n",
       "  grid-column: 1;\n",
       "  color: var(--xr-font-color2);\n",
       "  font-weight: 500;\n",
       "}\n",
       "\n",
       ".xr-section-summary > span {\n",
       "  display: inline-block;\n",
       "  padding-left: 0.5em;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label {\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in + label:before {\n",
       "  display: inline-block;\n",
       "  content: \"►\";\n",
       "  font-size: 11px;\n",
       "  width: 15px;\n",
       "  text-align: center;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:disabled + label:before {\n",
       "  color: var(--xr-disabled-color);\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label:before {\n",
       "  content: \"▼\";\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked + label > span {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-section-summary,\n",
       ".xr-section-inline-details {\n",
       "  padding-top: 4px;\n",
       "}\n",
       "\n",
       ".xr-section-inline-details {\n",
       "  grid-column: 2 / -1;\n",
       "}\n",
       "\n",
       ".xr-section-details {\n",
       "  display: none;\n",
       "  grid-column: 1 / -1;\n",
       "  margin-top: 4px;\n",
       "  margin-bottom: 5px;\n",
       "}\n",
       "\n",
       ".xr-section-summary-in:checked ~ .xr-section-details {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-group-box {\n",
       "  display: inline-grid;\n",
       "  grid-template-columns: 0px 20px auto;\n",
       "  width: 100%;\n",
       "}\n",
       "\n",
       ".xr-group-box-vline {\n",
       "  grid-column-start: 1;\n",
       "  border-right: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "  width: 0px;\n",
       "}\n",
       "\n",
       ".xr-group-box-hline {\n",
       "  grid-column-start: 2;\n",
       "  grid-row-start: 1;\n",
       "  height: 1em;\n",
       "  width: 20px;\n",
       "  border-bottom: 0.2em solid;\n",
       "  border-color: var(--xr-border-color);\n",
       "}\n",
       "\n",
       ".xr-group-box-contents {\n",
       "  grid-column-start: 3;\n",
       "}\n",
       "\n",
       ".xr-array-wrap {\n",
       "  grid-column: 1 / -1;\n",
       "  display: grid;\n",
       "  grid-template-columns: 20px auto;\n",
       "}\n",
       "\n",
       ".xr-array-wrap > label {\n",
       "  grid-column: 1;\n",
       "  vertical-align: top;\n",
       "}\n",
       "\n",
       ".xr-preview {\n",
       "  color: var(--xr-font-color3);\n",
       "}\n",
       "\n",
       ".xr-array-preview,\n",
       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: \"(\";\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: \")\";\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: \",\";\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  border-color: var(--xr-background-color-row-odd);\n",
       "  margin-bottom: 0;\n",
       "  padding-top: 2px;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "  border-color: var(--xr-background-color-row-even);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  border-top: 2px dotted var(--xr-background-color);\n",
       "  padding-bottom: 20px !important;\n",
       "  padding-top: 10px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in + label,\n",
       ".xr-var-data-in + label,\n",
       ".xr-index-data-in + label {\n",
       "  padding: 0 1px;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-data > pre,\n",
       ".xr-index-data > pre,\n",
       ".xr-var-data > table > tbody > tr {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;diverging&#x27; (chain: 4, draw: 1000)&gt; Size: 4kB\n",
       "array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [ True, False,  True, ..., False, False, False],\n",
       "       [ True, False, False, ..., False, False, False]], shape=(4, 1000))\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-obj-name'>&#x27;diverging&#x27;</div><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-abb41915-5952-470b-81a9-39e8d3e108c4' class='xr-array-in' type='checkbox' checked><label for='section-abb41915-5952-470b-81a9-39e8d3e108c4' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>False False False False False False ... False False False False False</span></div><div class='xr-array-data'><pre>array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [ True, False,  True, ..., False, False, False],\n",
       "       [ True, False, False, ..., False, False, False]], shape=(4, 1000))</pre></div></div></li><li class='xr-section-item'><input id='section-f6d20a36-456a-4435-89a2-b66af550b30f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f6d20a36-456a-4435-89a2-b66af550b30f' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-c57259b0-edc1-43fa-b3a1-dfb91c469755' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c57259b0-edc1-43fa-b3a1-dfb91c469755' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bb5ba106-5d30-46df-bb28-56e77b27bb21' class='xr-var-data-in' type='checkbox'><label for='data-bb5ba106-5d30-46df-bb28-56e77b27bb21' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 995 996 997 998 999</div><input id='attrs-dcd54501-5b74-409e-bd3c-228a42702277' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-dcd54501-5b74-409e-bd3c-228a42702277' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-41b0f0bb-8d43-42f3-8ac3-83a529ff0b4f' class='xr-var-data-in' type='checkbox'><label for='data-41b0f0bb-8d43-42f3-8ac3-83a529ff0b4f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 997, 998, 999], shape=(1000,))</pre></div></li></ul></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'diverging' (chain: 4, draw: 1000)> Size: 4kB\n",
       "array([[False, False, False, ..., False, False, False],\n",
       "       [False, False, False, ..., False, False, False],\n",
       "       [ True, False,  True, ..., False, False, False],\n",
       "       [ True, False, False, ..., False, False, False]], shape=(4, 1000))\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples.sample_stats.diverging"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check how many divergences we had by summing them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "222"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int(np.sum(samples.sample_stats.diverging))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oof! The funnel gave us 222 divergences. This is indicative of a sampler in trouble! We will deal with this momentarily."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tree depth\n",
    "\n",
    "The explanation of this diagnostic is a little computer-sciencey, so you can skip to the last sentence of this section if the CS terms are unfamiliar to you.\n",
    "\n",
    "The HMC algorithm used by Stan uses [recursion](https://en.wikipedia.org/wiki/Recursion_(computer_science). In practice when doing recursive calculations, you need to put a bound on how deep the recursion can go, i.e., you need to cap the **tree depth**, lest you get [stack overflow](https://en.wikipedia.org/wiki/Stack_buffer_overflow). Stan therefore has to have a limit on tree depth, the default of which is 10. If this tree depth is hit while trying to take a sample, the sampling is not wrong, but less efficient. Stan therefore reports the tree depth information for each sample. These are also included in the `sample_stats`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
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       "\n",
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       "\n",
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       "  padding-right: 10px;\n",
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       "\n",
       ".xr-attrs dd {\n",
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       "\n",
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       ".xr-icon-file-text2,\n",
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       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tree_depth&#x27; (chain: 4, draw: 1000)&gt; Size: 32kB\n",
       "array([[2, 4, 4, ..., 2, 3, 4],\n",
       "       [3, 3, 2, ..., 2, 1, 2],\n",
       "       [1, 1, 4, ..., 4, 4, 4],\n",
       "       [1, 1, 1, ..., 4, 2, 2]], shape=(4, 1000))\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-obj-name'>&#x27;tree_depth&#x27;</div><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-5014f6de-8676-4aa7-a394-945e46feb0ba' class='xr-array-in' type='checkbox' checked><label for='section-5014f6de-8676-4aa7-a394-945e46feb0ba' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2 4 4 3 3 2 3 2 2 3 3 3 4 1 3 3 4 ... 3 4 4 3 4 4 4 2 3 3 2 4 4 4 2 2</span></div><div class='xr-array-data'><pre>array([[2, 4, 4, ..., 2, 3, 4],\n",
       "       [3, 3, 2, ..., 2, 1, 2],\n",
       "       [1, 1, 4, ..., 4, 4, 4],\n",
       "       [1, 1, 1, ..., 4, 2, 2]], shape=(4, 1000))</pre></div></div></li><li class='xr-section-item'><input id='section-9723e3e5-8a20-4eca-9b1f-490fdaa60721' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9723e3e5-8a20-4eca-9b1f-490fdaa60721' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-9ac5913e-2bef-419f-9ead-2b03d520a10c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9ac5913e-2bef-419f-9ead-2b03d520a10c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fb21eb85-25aa-4121-9eaa-e69279bd3dab' class='xr-var-data-in' type='checkbox'><label for='data-fb21eb85-25aa-4121-9eaa-e69279bd3dab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 995 996 997 998 999</div><input id='attrs-0963e1f0-0ac1-4e0d-aae7-13e7f1f8fd88' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-0963e1f0-0ac1-4e0d-aae7-13e7f1f8fd88' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f7f1cda3-5345-43ad-98a8-232e727cdd47' class='xr-var-data-in' type='checkbox'><label for='data-f7f1cda3-5345-43ad-98a8-232e727cdd47' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 997, 998, 999], shape=(1000,))</pre></div></li></ul></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'tree_depth' (chain: 4, draw: 1000)> Size: 32kB\n",
       "array([[2, 4, 4, ..., 2, 3, 4],\n",
       "       [3, 3, 2, ..., 2, 1, 2],\n",
       "       [1, 1, 4, ..., 4, 4, 4],\n",
       "       [1, 1, 1, ..., 4, 2, 2]], shape=(4, 1000))\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999"
      ]
     },
     "execution_count": 12,
     "metadata": {},
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    }
   ],
   "source": [
    "samples.sample_stats.tree_depth"
   ]
  },
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   "metadata": {},
   "source": [
    "We can look how many hit a tree depth of 10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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     "execution_count": 13,
     "metadata": {},
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   ],
   "source": [
    "int(np.sum(samples.sample_stats.tree_depth == 10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, in this case, we never hit the tree depth. When we do hit the tree depth often, it typically results in a less efficient sampler and the ESS will decrease."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### E-BFMI\n",
    "\n",
    "The **energy-Bayes fraction of missing information**, or E-BFMI is another metric that is specific to HMC samplers. Loosely speaking (again), it is a measure of how effective the sampler is at taking long steps. Some details are given in the [Betancourt paper on HMC](https://arxiv.org/abs/1701.02434), and we will not go into them here, but say that as a rule of thumb, values below 0.2 can be indicative of inefficient sampling.\n",
    "\n",
    "Stan also automatically computes the E-BFMI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
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       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\n",
       ".xr-var-data-in:checked + label > .xr-icon-database,\n",
       ".xr-index-data-in:checked + label > .xr-icon-database {\n",
       "  color: var(--xr-font-color0);\n",
       "  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\n",
       "  stroke-width: 0.8px;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;energy&#x27; (chain: 4, draw: 1000)&gt; Size: 32kB\n",
       "array([[ 2.38275 ,  4.71404 ,  4.36306 , ...,  1.57001 ,  3.59906 ,\n",
       "         3.32988 ],\n",
       "       [ 0.717477,  2.60399 ,  3.26155 , ...,  0.396415,  2.11211 ,\n",
       "         2.62692 ],\n",
       "       [-0.789693, -0.621038,  2.87434 , ...,  3.22471 ,  1.53535 ,\n",
       "         1.90595 ],\n",
       "       [ 0.604643, -0.27291 ,  1.58246 , ...,  2.04745 ,  0.59004 ,\n",
       "         0.525632]], shape=(4, 1000))\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-obj-name'>&#x27;energy&#x27;</div><ul class='xr-dim-list'><li><span class='xr-has-index'>chain</span>: 4</li><li><span class='xr-has-index'>draw</span>: 1000</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-48bcf993-3348-4a99-9f6b-4cde35b16fad' class='xr-array-in' type='checkbox' checked><label for='section-48bcf993-3348-4a99-9f6b-4cde35b16fad' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>2.383 4.714 4.363 4.343 2.696 3.215 ... 6.306 4.676 2.047 0.59 0.5256</span></div><div class='xr-array-data'><pre>array([[ 2.38275 ,  4.71404 ,  4.36306 , ...,  1.57001 ,  3.59906 ,\n",
       "         3.32988 ],\n",
       "       [ 0.717477,  2.60399 ,  3.26155 , ...,  0.396415,  2.11211 ,\n",
       "         2.62692 ],\n",
       "       [-0.789693, -0.621038,  2.87434 , ...,  3.22471 ,  1.53535 ,\n",
       "         1.90595 ],\n",
       "       [ 0.604643, -0.27291 ,  1.58246 , ...,  2.04745 ,  0.59004 ,\n",
       "         0.525632]], shape=(4, 1000))</pre></div></div></li><li class='xr-section-item'><input id='section-8b2a0fab-302c-48ac-8ecd-7d0cc9e987b6' class='xr-section-summary-in' type='checkbox'  checked><label for='section-8b2a0fab-302c-48ac-8ecd-7d0cc9e987b6' class='xr-section-summary' >Coordinates: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>chain</span></div><div class='xr-var-dims'>(chain)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3</div><input id='attrs-8b4b2e3f-298f-422a-8d54-12315cec9d1f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8b4b2e3f-298f-422a-8d54-12315cec9d1f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26d58734-6c83-4f71-adaa-96347aa24bc5' class='xr-var-data-in' type='checkbox'><label for='data-26d58734-6c83-4f71-adaa-96347aa24bc5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([0, 1, 2, 3])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>draw</span></div><div class='xr-var-dims'>(draw)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 995 996 997 998 999</div><input id='attrs-ef1b19eb-9e0a-4775-8d9d-2b292dfd7026' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ef1b19eb-9e0a-4775-8d9d-2b292dfd7026' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-50af580e-c175-4263-9cb3-11a440124eaf' class='xr-var-data-in' type='checkbox'><label for='data-50af580e-c175-4263-9cb3-11a440124eaf' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 997, 998, 999], shape=(1000,))</pre></div></li></ul></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.DataArray 'energy' (chain: 4, draw: 1000)> Size: 32kB\n",
       "array([[ 2.38275 ,  4.71404 ,  4.36306 , ...,  1.57001 ,  3.59906 ,\n",
       "         3.32988 ],\n",
       "       [ 0.717477,  2.60399 ,  3.26155 , ...,  0.396415,  2.11211 ,\n",
       "         2.62692 ],\n",
       "       [-0.789693, -0.621038,  2.87434 , ...,  3.22471 ,  1.53535 ,\n",
       "         1.90595 ],\n",
       "       [ 0.604643, -0.27291 ,  1.58246 , ...,  2.04745 ,  0.59004 ,\n",
       "         0.525632]], shape=(4, 1000))\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "samples.sample_stats.energy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see some problematic energies; let's do a quick check to see how many small ones we have."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "566"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int(np.sum(samples.sample_stats.energy < 0.2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We do have several small values, but we will not dwell on that here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quickly checking the diagnostics\n",
    "\n",
    "I wrote a function, based on [work by Michael Betancourt](https://github.com/betanalpha/mcmc_diagnostics), to quickly check these diagnostics for a set of samples. It is available in the `bebi103.stan` submodule."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tail-ESS for parameter theta is 297.52415027291516.\n",
      "ESS for parameter v is 40.841114456860105.\n",
      "tail-ESS for parameter v is 17.763583583602472.\n",
      "  ESS or tail-ESS below 100 per chain indicates that expectation values\n",
      "  computed from samples are unlikely to be good approximations of the\n",
      "  true expectation values.\n",
      "\n",
      "Rhat for parameter theta is 1.0538396525577298.\n",
      "Rhat for parameter v is 1.0992399132159116.\n",
      "  Rank-normalized Rhat above 1.01 indicates that the chains very likely have not mixed.\n",
      "\n",
      "222 of 4000 (5.55%) iterations ended with a divergence.\n",
      "  Try running with larger adapt_delta to remove divergences.\n",
      "\n",
      "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n",
      "\n",
      "E-BFMI indicated no pathological behavior.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bebi103.stan.check_all_diagnostics(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a quick check you can do to make sure everything is in order after obtaining samples. But it is very important to note that passing all of these diagnostic checks does not ensure that you achieved effective sampling. And perhaps even more importantly, getting effective sampling certainly does not guarantee that your model is a good one. Nonetheless, good, identifiable models tend to pass the diagnostic checks more often than poor ones.\n",
    "\n",
    "The funnel is a tough one, and we are failing in many diagnostics."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fixing the model: Be nice to your sampler\n",
    "\n",
    "The diagnostics indicated several divergences, which, as I mentioned before, tend to happen in regions where the target distribution has high curvature. We also have poor effective sample sizes for the parameter $v$, and the R-hats are large.\n",
    "\n",
    "Let's look at a plot of the samples, overlaid with the samples we trust that we can compute by sampling directly with Numpy as we did in @exr-funnel-of-hell. (You can click on the legend to display or hide respective samples.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
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qs9nHq8Bq3VGoVP8zPALdSPQTmfDLg0t4RZkCuQ/mOgUcoIWW7S+uBtnv4QcrE8F9CjNIw04Yno39B+4bXRcR1eQiK98C/y4eYUEfdevFAidpcHXDUeHol/WAz4b6cGAHxToIj40KOBCgh4Z4aMEmRXAYntM7xZlG1lyJCy9eDwGhC9ln6uzGkOpa+kmb/3JmKX5z+04HQbM26bexrObm0vUAdZb6nPoX4MYP3MmBQ4ntD35qrOOEl/GVFqnrALWZOny5NwBlGTf85DgtdujSVe8vwUx4DD3YwEac8WAu+zDP0POcqD7Q4xxyIQZE6LMduh0qXHlj3mtvldzoL6J/mCx5yJyvPiv/FZnPyiSdDFi/UmH9bfkiuhDlsCrfva818Lt6G4gw4+41XZUd/8qcfg1ES7rnOVqK81BQUcEmO40COLmmP3DTaQVAKX/s3k9yoALZKqTzQ5sINGfPUZ8BRywdiEjxO89I7y+58RAOAsLpAnPNbjdyArdLfwqy/t3kArLfp63UcPg3cjLusp9S0j4IagXP0WH7SUKzzw/MwjW/Q6dvnyQCGt0lGiqHtHh8kLge7mpDyiEdo5f99kEDUp6e/d8IUOpMma5vQEsMPreucsErxFwRsRaQfUbA7bV0p5U3N+GXNiB8REuDhxki1mzSQvIKqNdptJqG226GdqEStPAw8rZMnFkVqgw8RHEH1gG6a7m8SoZZNzAQG4cObkCjL/QjSnok7FVsWumx902JGxwdb1FghH+OnR0Re0MFbSknFh7jBhgpCkNT/GbIdTwxePqQy4aLHtGzDvjwBwYTTNO9DJbQWX3mLy4ttNQJIk+8uzhNTR9V/7Q4ZlclMJGHxTwZBG0tCrfjOlgx0Gn6ZQuzDLi1DT65T25O+DAm9CJdfPduQmvJNF4bIIufVehlf1r6NcmqynvYU54tCdG+kPmMHhs36y2d4EWt5k7Bu9dpoIlk8OLZvuXQRWxbchDbhk0ejy2Nk3dQN6yzMntzwaR7eFrHm07XFhG+B7PnrMIGDspSRrfZIGnrs1GxI/TQnykatR5jAq2/sj21r0rhB/7rRS/G+tHTutBeP4aFSx76tqvOb2Elrhfx0lI0OColfSKJP1e9O/TVZrJe8PIMe2I9MgDInT/78abRZlKtO5unx/3kYJ17Piafr+hQK5hBTHyM3ac77hnwqSZDdce7lAMih0BG8VhlvZJu88NZOVK1Nyd1yjpsNKNebA4u0LbrUaFW8beKdUNz4BiLWvLr111qH2uY6ZKlxGKyqrP6Bd/RVnCtPZVI4xwNfFu2F/ZReS3nfOduW0d3H9xvZXafBtVoFy6+bod0P+li/9z4zKq8Vr6bL1GwOX5QmYDH6cBtt//+FM5K7YJP9HiK0oL3ZYD4F1nXrioiPPcRehxyFXTnKdThUj90RqXVw8nvr8UVVAcK4i56UZaY03X0F5F4tqNsnwwHxl9WujvJ+Qv03E0I54WVqwcv1rwkxYLVkZi7wdUODL6tdqVGgr8b7kgiDGYACfXXUQjbs0h73CliQnnb4g5Z6ogK4KAzzOle9RosMCkZiMmyEOFzd5e9QyY30HlTbYJuoNbwCVVwOGFaz14fDQqM+w1GXf/XA/RUh8BwfHJx6JvsuGLbg4dOe+WAYG89voVGxHffBlAR0MYBZNJueKj4b3g0fPOKYZgerwviqJ7124BTYfYOxy8NIVUZI9kX44cRNdPqwo9MtkCj/76/H17ZhM5y/me7w2fBt906CIGf9Dgpxp9xZ4Sm4Cv9855TkFaGOZ5vSw6dxbIdkYG8YcIYK4B4/qczCXke6Q8rgnsgAjDrDmtSUYstqdXgV2QH/5RXKDfma8CucdNnG3sqXH8da5Hhh7rQKI+jZL/jg0Hd+SlNyesAaIQtHi63AZCOXpzBj8xwAFFk534xH6kN0Wy3tmhhpPHiXdyP7LCUwlyaEuLE2q5eHz9sUGGFvkvzZQerwKbQ0bGfbv3T1QtRe9urIKXJmwhFqVkXPxxG8Xu9lozu1EyE5EX+4Yd1XbcGAKerPH8jicZ8I2R54dyzCsB6fdx4rm+JsDvkhqUREeBenVhvIxP58Clm3+ETMTY8ZNYvs3hHxso4p3M+nEjIuTIHY3cjmPHRjd01drMmbHDpRJrLpVVcN1AToKyNQycAzj/cyWNAWXj8Z24D3S4APyzkUKs+G1Mcuq94nl0zOLxVaohJui6XH+mrpURSzq47tGU7UTtfY9lbh8Tx2nmQWMpfkvom7aTqZF/G5DlPtT4nG0TxVxZ9L23jx6Xf5p5KLp3EJXXSj/8xRcGHgDtfVLf2LHJgeQQ+cAp9LvQbCZnlozf2tD0Jjr/Bpm0r7rLBEi4gdU8gzaPC2/BxtiHZqPoYEkyq3jpGlqXdjWq151H2W7K5RG1dNBZx957PIwEo4qDff+mbKPauqHOIToi1nC7RHc8lxN/8vwK1dQYcKC5kIad2SB6rqrBFxExD0Tu7bEr7aKCjckZtGndTLtzSxK85sEA3++nTT7CT417pqmG1Z12kPdIm/xMOAU6lQnW7QmbBxdnj4r0f6aF37OelXlIroN1Dw7vd/tXwY0HgV7BVbNIgczu/DSXB3NBhhYJmXnQSTl9CT8sRfyfzOdBPAX7v23PCPX4Aapj8ea+xQW0ert5+6wPL5we8aPl7SHg1fwTqofBX1DBKyDXc5gTy5dlNL+rnAe5/sW8sR5baJW73/dbJz3MSNiMOK/AgFld1B7ekxTFHV2yK1JvaXFwCtPc2rtZMHr/uG5mHBfUtRh7xurTCgzuNN5gO8UIubwqqdl/skPtx0aRt2j7gWAi58frpTxYUZMpyy84AWGB6qXzrnMAZtrEcwnz4V6VpINbC5z4hdSJ1DrVcJQy/Mb22GoJao3LLNnaT4TfRz/12dX9BP2zm7fcvnLC7Z3nHIyF1PBcoZLjxrUBJD74b6P0Qxt6nmmwcM4sH0mt+Le3sQwjyXOuDyt278txhYrBUpUM46ee3+7dqgcRjsd8twAbbJZQZDYJnQQmHfcUGWWXwLz8VdW8mTlQU2z2+dP4Dno2YCTL1sCKd5rjD1MfmwBnxN8LnxxkhPvb7w9UnKLFp5VGAhNuUbBwhSd/3L+fgCV32aZjqRFQSgrUqPl58LkiqUpbcyK+5vH9aeDVDVDP7ehaYjIPJHR0/5F/96MdS4pmpiI1tLn5OsimbBu8q7Yt8jm426P7rvjus10HOhWfxA6WL6NKUXDk0X02WB0SfVjvLw2u2qQc3ltHh0kWiXEP9wtiTels/kfnhoFvxInBlhxWKNnFSeFjXUXPLhZfUo0dQOdy1/Ki7vwFiw8Ple99SMHUfJkNB4p/ghEWm2cOu/5DU+rrKys7AwQs3UITx9YBKZrBLmsfI/wcxP/3NOscSnvx34fC7DFgCeWX2E9Og+QAs7yKMi54SmjsjgMzG15nLPl9gXcFfOvVpEntYMXNczWST0LXUBVL3icmwiryorv1ye4THdyu52f8aTIDMmJ1rGocCPipTOV9bc4vqGxrZ+6+YiRqSFhot9ElwA+GlR/G2Wlw3oGXjqEkAjzMz64utciOfzCt10hXLaDWJbmjV5lYYczE47NxFizwnfpdPccFAmypd9pWekLEJXoXDrn5NKEb7I1XfQWWUc5nAnKb2wI5LLVdmmYLgOXqUe9nghQoL/uD13mSGjo+Fb0tUUaLHT7emO+6s4CS9GgIgWVb6NS70q4e8WlQtLX8vcN0EbwoGn553GwecDLwa+jRU8PSAIq9rv0UGk5KGRRabke26qcF7onz4PmZ0htOF0nw2ukaba43q6C7m1K78HEeeHoZPh/TGUd7V7W3S39RYbmwwK4rcYywoLG749AEI1YV9pFQ+cQBk78P2FI+0+CA0Rdy/q4s8K25bNxAMT0km3z/HqlEDdlZWaTaJieA4vz9xfTdTdYstDF+1rSNck7sKb10bBlIgSrtn+0krKzpo6nYPArCrJe36zKSAfVqtHjRkRnA+b65ep82CRoI2Yqd30vGFR/36I6uzSENg8gHA88rwYnS0/xCvX3gXJmzW3XkMPBmPzYeUk+FE2o/T5roc8BAYuJnk8ItxMLXcPqxBDX+5UOb4hVKi/0D3gkqiI6ArfMl5ve+kHCerbPq0nNO6F377InTIhd8G26Qau3EDfuHa66r73LL/NNiVfdUDlhl+8TNvoQVCpP7WTf1QlG8hUhAcNYC0mXLa79iSoPFXPWokt3mAY/nwzWqLBpsRaOv6adMCy9JFPdK0Wwj5a+naB549wAlxujCE+vVYJ2ubEGQSA3PKlkrl/DRQ4Uz0bwKa8NAa9J9TR13gSee53TTo3rR0oO6T2WqVFBjhySVd3svllXP7rmw67taKQYOD2UWkfQ17pvc//HBA8oPDlBRfQfb/54I9XDTQwbeCTFzPRpsy9wzmEocQbdLWkSrd3NdNPxszS0SH8RZEo3NbrS4Bg7Vnt3PDP/T4jlWEUSLf4qpvYk9uQGc2QJT6k0agc5bmijdzG4UGnamqqvsFSAsc8hXV1JhPmbJYTkhAuSnt8iMBqOI0H8jLFqVjF/1utCE9UwDQePqZX3vemCVnp23n0SHHVLfBZjS0+BRsa8HRAeo4Tr/FGtF0DZSjxMLryHSwWMfmnID9NeRHn3++YufxkDl9Y1DXNzNgKjzMb6BjhmLVltF9LFwY6XHfCo3Krhwlqh/7DsHEUh4qlWuqMwJt9gNsi74UbCj9G/Tb65LwOfLww2WR4KY/n330QY7IrQfrwvWONmPKgIfHbBmqgItc8+NM9up8RXVx/7NJ5pAAI0f72WfNmCLVcS1jqwCKW32R06CFOymoBQlPMIHLf8p10svlgLLVsbjRnaz6ISZ/ln230Ts98qAZ/wpO/yV5/2qtJ8ZPr3ddOjO4xFApysS47DIgJ8n9gb27mOGdgfVm25b08C36fFvanLYYYcSdPmLe8FSk6omg802umnVOh53lIyDY5jWLtsQMLdbQzWqZcdPI1nXS+J3wOvnWTQZzfSYlq39PGf3Bio/4/8sUKkO7Dk4dKhwlgY6DnM5uKk3AHJzkcTVgxS4v6657aHgPLrHX1WjbEeDvylux3Lls8HihkN+w+fKUHf3x7Cwpg3UIlue17mPB3dj1i/dulsoz8lTMjVkGmnc/UYz3EWLAydlrYQeboNGPqEjP5xmkfiP+ebjeozw/eZlqW4/DhxJvLS4XUENvyY60lJ4NgDxnUXIgT30cNVbvfXHyyUgZneqZyJnEXX6B082ynNA8RctZ49cCkE/mKqVu+uGwOK7VsH7lzYRg91HV/26DUDr/XYiTJQBcmaLx00tD4F8ptmfl9xJsMroQRl3Hwm+AZYcafZNSNek4tTtXU9I2+QcexXUDPJOOTsefSkKbSbuMiaT1pF3b/vPMpUlwKszwh1+nITX72sKmzwXgaV/B6mnPQTw55WOe01/qlCl0Oltz9udwNVX9qIU3QrosMlJsHw9CWoCe6fyv7PALv+vr30O8sKWdalpxSO7HBN/b1iaawmcOytqGGTCCcUdXotsSW0C8Yb5rCVbVvjAueyceNIyUJGW/Nmux4b1Ips6Gg8x4t+vvH1VawkwzUdWtFoyD5jVi3VvB3Pi2jjzGumb1DCRlfNuYisNlkyxvJauNQDcE8U8vMY3wA6jXnBPQQ84tWKtLFOwCGSeH/8lVjAFxD9nC9TPc+KpGbFLh28y4QIJLpMGR3qsdFbTSDGSBv74cpsptrkN1LyOFIhV6wF6NulfR+xK0afRpAdVFux4Vp/A1RXCBJ0DUhweWncBxna52jA2EuZ3vWg5/GsUHRl50fGfHgV/mOX0VJjkwjNXLjAxsJSBhlyhmeCPS+C7yHYe8esyKDcYOg+zFsF85SVnqEeGiXaT1Bf2kuC32bn2I7u8maSVIFuUvgo8Gk3dQ/9xQGkvPl3W1TlE007+eC6AFb/2mFFQCqbCel3qPF84yPCzmti/4dFF4GO2FZRFT8Bu/y4s+2V0IvIJ6ZuPYlaARFXDuT1hg+DNzYmo/YGL6LnVj/C4pVX06fw1n+4VJqh51g9c3qGFdkONDk9OMkMR2ksnJg4SYbbnWLrA6CyIW16as3WiwsdSxPpUt2YR5/efFUrrLLjfbhKrXZ0F/B5eC+2Ku7l5JB3HmO3eg4nSofgzm8A2UkmWlpsHO7rSqayDMaDhmvSiiIYVLvnu5zgruIiMz1qWustxY9InUXWCaDNo/3ZZ/X4/AX+TMHHoJ6+A1xc75ySGCVDSK1JFa44XR+031hYBJBhZa9/eGseLhRfXKnLE5xHz1x9nO/ZyYEZ//+WTpaMouvcb7xlrevifHYkmLJIOM/Fv2JGP/wV4iLb/gvgqunIyQsJlLwnb3pOdtcnmh0eph1ZVjjYDG8FzAuldY8jY4HF2RjgBB4c4JN3io8JX8i8xPS5ggKHFpnK5jT2I+7Gy1OOSXe/4Un7mel854LSqYb6WS4EFVLoeDIbMGNOEYIXpL2CejmjRZ9mPlAoTGi+93QYPZkNcPa2+oCzCt1vE4p9IO2DrVq/aOtoMoGF7GTSOOjuPVlNCikDSAyWT1ZYydJEpuiB67xby5S0b7pumgvzOeisuNGPo3rpAVlsPFY6TdjjaWr3LzzGRqbk6HLhe5v4y179F9OlLqafBFhn785Ty30NLaK9k80yW/Q6qSrw91LuPCr/QnvygqFIH/gsbjfGxoceZJkIDLgGzoFPcX+wAIGC+OTHN8xETIEJl4Td7bjGq8RkOkQjfQnPvAyels6jgOQf2MP+3bDDtgnOB0/0edKpKsZ9Nrgo4iw0XRjcz46hivD+cgQDbfPZQ7/nIDTm5vHt02Iiw4yML1+X7nPA/OZr4LtMttLm/L10gfQ0t/6pbO5qwhZhO2uR9oWaAludbRhwUSPi18Wuj/25XIf2Dn+dNaGiwO+nhAbMTtYi6KiX6WO86+E/VXDClqBXN+/0i5Gk0oiL7V+JVZtzwl+NiS+MZJvzzv42XDQ20WOjtrOnsbTJe8h9QTJpaR0lEv5KSmVl0Odi6jsGPjE2nRa9Zd4+AtKThkGHGbeAWs6X4YZfDoljijMtWNpH/xYsls5bJyM0m9OXnuWUkWpZVosjHhJ+LnrxtqjuEJu981n9k1QgOnRm5Vxi+gSSprN1nq+fAO900870WdJAoV+1dtvv+flGK1Cl9XPDqq646miuzIHosjsMwdh18tP/vRtytKdTTpFymqkXA8r+LziRtUvA249S1ZoXfyIVuvKMoaAwRDmsmP/akQHsFEZMv/VXI+EOMU1InGUq++CIXmS0EnTfVcPjsHIrsXr+7uNvn86OFm+f+NoEEvVWUeH8NCMu979QvY8OJp483+TZQ40aH8I6nWlxQ+cyZ7JorOyCYlf3W87T3gOiaFH+ieBrJK3FdNFISwIR0vqeax6mxXuqKjPNvEt66vbjnhaMQ7r+9p7jPoh2FUQcfOfuvG9zwEhAyrWWC1j9UBWvrV5DMQHEeb80qehRzV9baaw3J7SmtO3qZGa7KrTCeWZkGt3geVCgrUMF7H6LYGM4g5CAX7OfEPw5YtTt/gptr6FXMrAvuEIJ98uLEfdI8uOtJ6d/jN9jxIZ9cr1KRfhT3Z2Sk3HkYpP08bZ97nxVqLAiRs+dJmL5SbefJHSYsEuof7LjOhd96Zqnc8uSF4s9r8sxq2PHOz5LMppe/QdoXRrOIrxuIVoWV/0gFM15yKy56rDIHzpbZbcwqbAOlrKGbAqcJeOVZ+Mvj9Yu7/+f6nWQHCo6T2vkULTOLWixZDw7cWkaWypTNDWsC1stL7/u3xoTbLRd6f7Kug6xbH2r/zrQD9w6ZPoNKenjJR195MeQvMPXkjll9yYkdhMiZ/DLs2Gwi/svk+hTK2UirSZKhheek3Dy1OnoBNae1ONNnEs5q0O03UKWB2kaV9b7anFDaym6vXAAJVmSe9lTt70XdpcdoTAeYcM3DIoNX64totJqnhr2SAE/qZbTJvk4Eyf/OYuEBCny6+l2j9TwNPLkkuOhPP4XEVxmKvMdnkKzj5aP7nvJCUWXBujVfPkhJV6fQSRDx/e33tOTkBVQzviS6PEQLUUc+F007CXK3kYS6GMcR8WAFu0UtF3wpMCVq2L8GrqRRBZ1xykOlr1j03zCtoUrCQlHFK2a4n7feYyesH4n+MeW7j5iw5MWr8R2cc2j9OfH0hW/UGKux7BtNZsQWChk/U/i3wcWbaqtJl2bQz7PV+V59tDDxemXaH6UGUJtol8igzA5bZA//XJasBdRtWQ9G9akwzHbznawbBTIUNsuvi/OoCBagfUwU+KSrsH/eawxwOo6+ZGkdQbmHZV7Ui9LhjnfnUj99mQEEfUatp4pb6N+Jhz/9ZHb3VFbIQIV1EowqvO7Q8l8EF7BIjHoFGce3piQ+HPyClD0jPs4bs2MRLr4sg2xa3D81E/rTiA0bSFke1Bj+DYxJ3qKK6XT4lEvQxQo1MlxOp3z3O7iAJl+ij88DBPA/oNLf57CB3szs9XzJ0AXGdYr0OP+rQc8+i5E8FNvAvVnHaqUsWny+ImWgjGoBGF8tWP1eMYk6Hp/k/yFCwk4Rd/ZyEQeBzHn9t62GZCy9NNEVmVEK8u+NPOrsG0SVgSddn6muoF+WaQJNoszYm1mcZ/7GHNhr1qgjf5MGFtwy7JD0LQPtGh5zdbgZeI3JPtQU5cVVh57GnhMZA41yuf/Y1acQp74pYjakgtPfamqUenbvgMGLm0WKALWVHJpAiTB0OkaVyeSZi3Qezq15PCZjaqmAZ7zG62h+Y4Tq0VI+sOHp1qwPHwXDP/SJHy4S4Q8l+WVnn2b0W6O2wGuYBPfkP1v/s8QKmeoSaUurxKCxA7NFQOwcch2SZtwTOYe8365oZPxmxILG7h4ylbPgYJeHaLMrNbwymRT8KGASaERxRkwKDSC/tc6HphwC+G2IN/MF4yXEOXVhsTxsDe1Id5AlzxOxcaGN+4xYLYryk9MxCWWEFhNCw8w+w0C/dF9DetYk2Bb9pBq+QoVToi40z9svAc/vS2epKJtAQ3hvKkVkHRhP3ciZFF1G8kYZpnes2aCTTbuayf4NtCqfzZ/TP4DMnW9IVA0z4bKh5dEhRTKePdf+52frAii3Cpo7mcSGGab+0v1I2UGJwep1VyTWQXehklLkzXHk0vg+XvgCDS6qb0z+Xr+FqLmjKoJG1wA/tcrVPVIsEKuz//hGIOI/Nr5/ua0wsI6tIxuqbQONkAsT3zIqAHnDWvyy/QJYFztZkSfOAp90Hqj3pebEXcVuGyRNAn73six68iQVfmJzdcU0ag6UNZ57Bx+UgR+6BecO7/Llz/u/eoYeMUK35/wn1hAbvPpvjlr7aBfQXrOwPulDwoI3Rc7bgyG0ebpMXdZ7cdceCK+750bAXYErv/+9poIq1BVHzsXMgQw9NjTgxQ+z0bsYlbhpFLOS+bfkCgEHrPtsB8my4deK2PF9KhEWNWQ99QnYBMEUMeG/nwhwftnCKcl8Ey1qvIuOkFoHFLro3GO5HFhjf9AK/+s+ZMvv8qNsnReq0Q2LTDzfBt/mtixbXHigb9GizBxtA3itvpPxoZAVPrsYJjt/lQqvyt1zCKXpB5wz3zbCmliweLmu1YERAo5LGDv1fYoep2i4/GvtYsGcZc//isywwO7k7gs3LVlxAt+6Y6o2PeY2PCLVZ0iE7T5vhezi59H6fjfBkE/c8G3ymvDri3No8U1M3AP+StAvsnPe9NE6Inw/YxN1bw4VVz/UEg6mgkLPpAqKyUSozdV+QMCFBS+M1lLbfuTEGQGn1Xas+pGtQEXX2+leFJ7e/kF1aRaphOv7Fsmy4mZ17bTU/yqBfv31OGy9ucsx/egj8zh6kvSNs/Y1G/a8kHPO0P43+i808/CpOD54TKp+laphC3yTfvS+xXAJiUnXzr+U+IlkAp9pvPjDCdXycn1+xtBC7ESOt2IYQjlb5cK3bu5+l5LmFe9TRBwwe3Zz7hktlmJ/+qygfgV8eN3E6XBiCdHKFSm13qGH8dPvFIJNWPArgtj0jcRNxMnxy1fnEDs22IggJESPokSn3EIfHX58kfVrpHfdNtJgrqUEpS+hcGJzAevmKpjKriiToWeBgyzolnXbIjBQ9Ns5kfEVjed2faV248B+1S+3T8bUIbozyneMJaig9ODtPZURUyhoO4tjgXEcMFsWx7RrzaJ28xM5xd5z4LhflINAzzY69d/bgltgHRCGfjeP36HGH761Jpk+oeB0llonziez4MY5kZgLzuxwPfWGV+oPDkyfeLfE0pwID5l5e07sYYS6mQ+ChZ72o4vD3+rpE6ig7HIR2wfbLYD2pqg/7Q1FOtf8HHXHafGFWLWdkbvM0KZeh5Dc2As2n/QIPh9kh50vpAtq4TZIuTgnyC5FwtkWy8Sp52SYKiV27OsvWlx11Jit4gQ93KzVoFZWZ8S00aEywvQ8eP8dw0PqMXPooaArFXP+Fjh1wFynpWIZXL8bs7z2fQ4J8BWr74yQ4XZf8JOr0pz4M1q18uFkwc4Mru3lgjxweQ+NisvFKnCr+mXgvAcVvmkaNmCKOSBv9oiFjiEDZrl7fva6EgE6X5N1+JpBB/fOBNfwP1wHvLyynh7SjFCSUj87208PCyuyRUS+7CBJ8oufPIocWCehPpSpUQA6XxRiTb5LhK6jj1ZD7y2iha9bdSV3/wFfP7rmsGRGqK+ZPydPtY2eKAxfPlDdD7zeGTvRU2zQXkHpD13Ua6BsiHLiUgYzbNKLHvPbz4VXqQcPvGipRqF+fIPnZ1ihVG3RHVkjVoxveryzN6HHU97k1NPFveBk/j/Sh1AqeHzP4eN6B9vQWsvJ85au7ujlGVZZw89ckEjqW25JikJPumJbn/XMAiDk7uxQTsLx5jMPW3L6UVWJ5qeVP02gklRvQrMxg6zurskUMk0jydyA6smTbFBMRVe/4BUR5ve9WtQ/xQ6ffgxKvcQ8iPpz5aY3NzqAR/eWnBQcQSFCMTqB9CTszl1l8JR6GriT31hfaifAJW8FF9a3u1zVSL3fk2sV0Fcf+4PrN8DX5RNWNcJNKNK+hZn9Ay/8G8RkaWvFjo9dITsK7WPGGaWGbh9NplBUwb0O8fFpQMVj9OBWJA30or/LdXhnCwnyfZhg9GOCAf62Sq3OnFBKju6vu940eNNu3KJKXYhUnkd8e6BOh4OcLyuDSW48+VUj3WmXN6L2XhtKDqDALd3eF2bfWKDa3o819M/bgdZtETec0YRULtBY3RVhxE+vd9Sk1RHhtnp//dhUNuDX8jI+dZmIazhOlV6I5sO+1aeDl2zHQc3L5mzx82yYdU1brUS1F5HgpR4vA1p8w0w/VAWsINr7mjtVPQvgDuQSMDNghdqKM/PT3tRQVCigxejbHIpoGz1UGkOHlbYZtUef0sEFNp4vJ7RnwOVbuafN9vJCAwWek98UGKGglXmmqDIbLulrTKc4MGFDgT/hm/1U0NluWZDt6zxqVIrLEL+9ijIPyWTU0nYizsEFJyMLZvxfuKqmpBUV/DLvfcRjhgCJLgp6TeOrKInJaL6bdwydb9vzkO4VATL1n5oyKP+DIj3sbsvsIcPxZTltcu8uZ7Bxx6osMELbepoHrKM8WNNR/IaJFwuclBGZozengabfPI3va5Hx4S/hk5Oi9Pipm9Wh24Q1lFGX8t9c3zQK6np15IoZB5SPfkqs9d5BHevP5EPlSXjPucg+gjkDPmb892NixwqQp3o/YCvNDbsDpT4w3KkBdzylPgqPs8GnDrExh7vo4UGFz1ZKuSOg04fnn9GTYSCodvv4DysyjJt4+91vgQpnj/es39JrByEHSsp7XGl2OV/8uejZScQ6EB3RZkiAywYs45X3BWCibDjxrTMFWz5TCUwnbQEbxouE3ukpJMGkuPlXkoCnnwFl7stlyNYS2kjGdIGipBtxGYFs+LljKm+VDgXTe6dXkVl4seSRKJA7xQAVhwZnmaZ/gFvUfqvKxkRMOW0byCNICx+Gsv0VOrkGjCoPDjxKpMb0pWO5yV9m0PJa/dCNDk58tdVexluQHUbrWbw5FlwF6PKp7+r/I+Mq/Cco0GEAnfL/cxI/Y4b10RYSQWGCWMVkYoCnePc7yFZVxUPzqFr4k7xE8BjidxccCdX8ibjvs36s9uPB9nxGJj8uboOBrJz14A12yDsgoqZzlB1LGTn9DWnghNGjP+T8Fekw11vtwMFMamjcP550zWQBfJiIXVb4ygK9OhmernmMAs3Ec+dqArfR3X2/2B1bCTBe7dSX02dH0eRFnc+6yevgzv5qJR+7CbDE++zR7eeLIJJ87bli1jiY93Cfzl9ngg6PFrMs+f6AJxHvLlt6zyH3S0fJXLvemwA7PSMekKFv2RZB8iQttFq9yrK9uAoqfvKJX11fA4/e63mak1ZRWufT85WjbJDtxv2wwPYNMHd+dO/ct3kQxjyXxB/3BWWJ7tB3ENaRoXLYnbITNFiuv+H4IKkPPY4GoULW06ixO08lrHgKzdmsd33dnAeMTiYDg0MMOG9qmGsbbqArgm71x2dXQW37HvvbhiL46K8FL/b78yDLRWm8NUQYf/c47CSlsIYi3v+ayhmjh2I80ZJue7YQ1yKtbo4wLfSle4Ge+BJxAtdmsc3zTXBXjIsmmbibE0lqHxYku9DYUef3bMT3SDmniml9gxO33HolWT6wCJw70i/ql5SiPH/TU2xVzHAvgzkb2+FlYOzIJNQ1zQCFPSlS4A0JpnWixYzjq8BlTkQqZWMcUJj3NqeZs+D2+tppC0TC+27KbfC00UK5pb6TbTMDKIZKa3PBjg4zSd0HbUJ0MEHtO0Hh+hhK1eW7vZXCDoHZIcdnSumA9+qePWmMS8DEyCkyYJaMmQdcPz/WngAhxI8r8nFbQG0ggmFvJwWCeiO3mpF50MVBx36/lwHnFHy9q5xPhyWezaycCVlGo+esOvlJFNh1+2X1HytG/MtKmXuDmhv730y4YX1hBTQ33M0l3OKA9vfnlBPZ5tDriL2j9ScWQBqlpfHVC1Hc9Zn7G8f0MqIayak+04ZQ0nF2xROft9B0bPQ1hX35KPmX6znqRwRYm/xKxectM/4roja/9q4FlCjYlsZ8nEPxPn0tzMlrYCO4nV1Cgh1qsm1EhffPIotz93ifEf+AflOmC2eZ11HTXPSxstBZ1JnlHevJPY7yxbXO/WWcBdTnfn85+IAeesrIKnVzbIPx/TuMVowCmE/8xGWV5X4k/+Wsxpv/JoGIqGAWN8cOAETXngvyZCz/W71UCZNgzF8n7upcIejdf+K1+PoUyqzRD5VorUSkQaH+vjkWzHxvq6PzChcMjN9oP+rKAWUEy3pfuU+jQK373kK/CJC36YHq1vIKynxW99nqNhmyC2m6G31YRP3pvDaiahwwNcqRe4rQhs4aTg79khGHGn+l/n5SJeFfWfUH2GyJ+IkK89WdzGHEr93w4VrwBrrYy5jb8XENyPwaCS55Q48zjmx75w4TYb2kevKfF+NIKLnjbuB7diym1uhpMUiDbWy4Qj+5rQNNglW4YCMJdl96WGu4yz/0yV2S6pLtgDWqjZRwhB6OZvdebUxuR/GJqysavqz41PsPz13uC+O5S6nVR2i7kT6rmc3B/B/gvc/9xY8D3WA5X3hmK5mMp6bEF1RYV9CzhC8faT4uIbcJJ2c971EQ8/iD4Ol7dNg80ysx58oSGG2SyHCMpcA9r5hPr3ZRoMZhpjxxq2lwKb855dDnVPTMOHOq0ZMOe4u/kxxu2UH5n9x7e20YcamXZI/0t1kkL3vQasGOFmvxu4x83h5FGXbabJY59Fiz7eEb69Z5oGN3wJuKgwnSB5WWn55rBZHGzUz/ac4jlzs7933t+lErY7C8f9IE+u6QFxmuuOuvOoUX9imzYJwhGuv4Ph001Gq1mYWRMJ9JsDZRnwbHeftoBbsy4uGAl+5UG21gdf9pFaLJBoAivEZXz7LBJDHRtVvMtHC5ommfszkfdDZ/rhv2ioiFZRh0ucZH0LfLDWTOU3yQf0Z7/18PFrzVEvr+x2USfFXDay6xSoaHZQxyPJ9tIA1Px2eF3itIK3uh7Z6UIBYthcYPZSn46YW+Hx4N3Pj64588tMdoca5ZM6enCwXuE3nPrCzLCoWzaV3jb1LD+/tUt/f8ZYO69w1Fxi8voknBSH9oNYxaJC2n1aJrkDvjK8n2AwT8h5B6wWi6Cp2a5NOtf7KAAv1MU+3PUEH78bQnzacZsIc6KWmcngyfSl0fHtzlj9CkZyzCzazwWEAJp/BnZsg9kD3sn0aDjT3s5sWfN6KnisnzAgIEnHCs/LHxtTUwmxN4/caXLeB8hENrR4cTXnR0Kqq/zwSRmWhKQm0rsFdVKHqvtADM050bgtQJUCVmoorfjIg/KYnWT2lRY+07di71FnOg9vjCS46X9PjAkdLmb10EGDx0+ajn7x3EWn5p4MBubt1tedx6u0YSv1Pr+XrQm4ifXk3YSA+uBMckLM8mpNDDgjsnblJur4Jf9I7UEot5aLtf7oZpxSYwAXvaNOrHwM3Ik8OnCcOoOrIn5s4k+y4vTLaVaPxBP/Uc2CY5KJj47s1v8bRNJChY4YSaKNC4lU3xcx8NjCuV5hF/RQtfSEfdKDDfQQmRAhtPyBSsbFB/9GQsC7Y8GRqZtptf0+dfdqUd/QGOluxh7Cvd9SgpDWVd6VF0rM3+yN9pTqx5uu2v3a7Pi3SrrcUO9QNhpdh6zxNNoDvPmIlo2ALcQ6PvekRQ4MWqrY2RlCWUtfZTOKBcHBtEUnFNHWbCvM8/PL49tISeuRPTc5V7EXPjSYOUlRXwS+A6Ediso/eJQbED5YvgV+ANzPSRiEf7uA7f22TG58/l1DC9nUcb/wn6fwhngOZ1C7onmUeBe9t18nHZLVSnbWS13IBRfq+0Z3UcBRs9TFQ9tEjCfsd5DCZb21DGL06TgvQtEGtiIH7nORHzzS69+uBVBqiZvfJXGcnQ3S7XseImFbwudylt/OYKcPqPfDXbbguwWR3sizRbRXSDCju+z3rR8nevvXdsiLBmczvBS20JXQMnS2c8hGBZR6P63MIrIGlpwptk2IVUn57RfFtNBdcPqb4SmCbBceKDc2KbLJjhvX55nhINXL/RZ+W3NAqqQmNjNJK6wapUbgEPHxnqhi9p/6ilxYFOphJvIugws7ljVq0DM97wOGP/kWcB5TVs0cVcH0Xfxc+cJ9WNI4mryrHyhrQwgezUGyW6BnI+8embX1oAce12Lea1o0idsGq0fJEGa8726tTdnACLSktJV7w6kJescaHB1hCgzH2xqfk9iG4f7SDo3qWBWiPbA8rHOWBlR0slZZOMg4viNdAhaiwR1bjc85sR+2ZEWLrlUOFNou+5KzQ14OOx7/FPX3YC3rKu8yMnckApJ+8B4a1lpOJg+EqnYxmRTvaWfPXYBO95UJHLI0ZIiX9t55y2CLx9DIe3aXrQodG9xXxsVPhF6NfNC1+HQKP+av75dV7cnhDOckFpE2BLRo9eUI6u89hMFXUtIQ23L/cqHm0jP5Z0Pz2VXnCAuyrjN6CCGpZtJ23lGWCjrSYrszsVDlRrOe5wkQPOPhbjY3s5Brgfuv8uJpOgK1BI5cvZQYlGx7r2LLSDyJywx9C1D2Tx6U/4kqkx40GauKrFMmSZt600WdcLQu2c+Bvufwaugw8O/WKdRLVWLYZH7aqQklSpgsIhZvwlzrvMY5WEiQ5iBoNVLNjAlrv+Zcg20jc96oUblkCqvtyt8j2cePzAQfNiTi4Yzaudx31rBl3/F+TfdImIo3r8ciuiWaCec/8Fqakd1BwvFBjssQiW39+bH//NBK++ZzL8uUjEf7RtX5S5rqAhJoff/9iZMfsE9zz9m938xYdnh8nb6FSLUqHNDhcm2LIWJTVsoROkxcI1F3YY4x7/M1GVH76xL7/59toK6lQ2lVMMWEff1+0lhgvZocuSfmyjJSPO198auaKZjb5yh8SPdS8g4aImjmsUHryhlP8598cQkvl+urC0mQkfmf6dIsLOgA34+MQYZXtR0NGL0W892HF/34LKwK5nabt07RSvEnAhXCrKH2WH87wNWWiAHVIOCAmdMtsBluMm3PwmBEjdKnPQYmGXE4qJ0hT7JtT+8R+LWr4QdjyYpH+rhwaO3lzZkVEjYYE9glv+3YVImMzPJXpqAcAEh9QU6XKgkaIvE8m0jgruvv10sZEFSyreKuExXAaKrZeumV4kwXbN5QnCyiLSk64YfKI1AR5Iudidke0BD2K6XWkd+GFZRE2pH5gGD8nafxMKV8Af1Xdqv8kMeATslTqyvgh+eoWQJl+vA1nrr6qX/dtA2Oxnxq81P4D/n7bcD5GdKI52KOLo1BYgnQ7PGn1ZgO425/GXNW2j7dsfzyItIj6VfmjTt5MDGzwwi5oPXAXiVp992y2HQcQQDe/Ybm+YPDidVvuKDitWnaoB51fRTgIfZ6AuBVOFbGTKPKLF26Apd5Z7B4Xd/XHtMckdnae9VWtnxAw/OUQufPm1DYK/cw3u69kAai/kZ930CHDI/W0C1Rg7bgwPI/Mc3QTWp522KmRmwZH19KybM3xwADoNdxqNg0+076SS5haR9v7tr8dDNxD3YkFvuDw/fP1yVn1ioRpxBykdCbq8CRIvvVnKX69FC4z985fc+kF9QzqZ34gXj2Z9uHP1UBOQtPcv6rjDCAM5+BVOxvPhU5QD1/fO7ID/qKuenP1GwIN5+3VC/DZQQV3oCpsINea+cCs7RlcQfzaYE1I4zQtFml/diUikht2vkKkQfS2omeYtW8ukgqdzqqQsPu32ocU1Id8HU4i3JdXifNgccGDaw05VQwffGArrzrNyQHGyUMrVY9NoI8rnum0BNUwboQ1BWfmo5FfKsawKBlx8Mbv9dZUARA1JrkFC06isFRO7WGjwwFAZ6x0TGuw5Sv3B7REdvjXw61mqLgk+gVpX9pdx4dyGlI/+D9hgvEJNsnchE8y5r/vmhnUjOLD2wMsjngMefzjZXMU/iv4pOh6aJKYjGS2CfN9hVrw64KWbYLmNHOrKIqWOcMHC694H/ByY4SsOIaFAcU7sLnRzsaNkDX3Q/erH9XMLtcnIa2n7EXGyfxS48ZMKfqeSIW4lCMPskzG2/SzDyCGnyEfBnII3hT59lzjdg86W3aeEWrNjkQ7aBrlXU0iz+dpn8T9T4LDsHTM31VnQ4jpYnxJOhIvGWy0ZFltI1Ichq/pzB3JfdXXWsGGEN8bjdIV9GXClh+rn3000cDhD3zW9hApOWzRfIWlMIlvBP1eZrFjh5h35/xx4SLhO79LqPUlaqOwg3uZjTg9vn2EhZHO2gbychrh86U7wnea8SdJaP3hl7/CjN7wP+Tpr7R9MW0DvGROmbM5/RvTLsMfoWyNq9rJ66CJIDSXSE9/D3Ty4r1vkfDNpEghO9a91ZXBiQq7F26dwHs0ds60//Gw3XwdaFtIUJwH/S1U/kXQS/FleR/dwl9M+1i0r/DhHxp1NSthUjIxPmI8IhbB1g7P6FivmGXOgLZ3vj1rhEnKXvW4YFLCJtN6Rdz6cp4bD4jqda1H88MmWXK7DGRIWVKl+febkGHiZbOC7n5UES7hobikF02GqF7Ew4WYTemAskhWwWY1Wnb8v0MtSQYYY6YXfNGPoU6aAcqsSN/wTa6hpyzSP2N/BuPKdHrAZGuwIMjmhYrZ01ORcO7rekKtY+I8Juv0+Gp6vyoGvUyZdbvitIs/oLjlqkWbAnEXzsvQMBRe8l/5m/WEW6Masc+R9IcDmwwEidwbo4VV6vRHadCI8I9vZuiDEgJm/Cj46TLsKxvuNRfaIkvGlzhPLB5J44XXrvS0X9MbRsn3mK/tPM2iRksrGVUKNzzX56f93axuIzhySEHVnxmuH6QULx2hxv8bxQ+rftoCNQptbxKVFUIvvMG2f3+2ZF5/qWEPYsWWJV8lzo3VgmuISXZFFwm76YSphM+VgU6fPfeIbI2b34eVNU+KB/X0XVE75EzCnR3f4/iUhXKyptZFtvgp8lnemeqh3PZq+I1LMjBM7XDr7b8CTCxsr+onE2pDg2egIg7shTFCsaMaDOMWJoxr3GfLtZ4OxhxddmwmDwEkuReku6yzYoa876+ZBDb2fZJYGujPgZb+Nl7eNmLH5rXpT471UmPljfLX+6RUUY5V2IiWHCxvmPPd+f5IK/8l12lgIFMADN+ZMKud293poebtpzyrqPU2XekS1H6XdkuL3ecSJb4z+TN9/gQfG6j2QvKjFAcu1+qO8d+iwpsznltCq5V2P+iWqrTaKvHNhCXE/HdYl6LiVHGbGIVprMvl+9FD5T413+3UC3GN5v//6KVEc/6yqXvogFbw6Fj98IZET/uLcPrL1lxVP+nkE5P+qBSxDyVf+6TDCGCV3btKH3f2/SIi7c/s7YGAdtY0/yAN/heg7lLRSwZ/qaQfNYtlxsYG5dU03A0zscAsKVKTA2BYaPsfOPmTm8PWj5zQRfpq9jTLy2eB5qUWBo8Rt4B/hLmpowYBPC97nPJBCxu8z99aeceeCvopqx12jZ0GjwOyayEFa2CD714DzIxXOPfPNfPZ6J5BPxCTfAHb4mtpa6IX8GtJ/1ERjrU/GwrH1XNzSf5AD3Urq055NoDNsbuA6wYDFc+WvzpwfByMHvk9ElDNhnYk+TeZ4EqY+eu0Z8zwL9F3zrkw7uAxGkj9+T3jeiuRlNCcVlZYA7fj84Qd6zBjL200+OLyF4IfY76/FGWH1VMjv1hfseNuo8Mp0GgOkGhZducowCG4S2g2N8gmw/P75ez4uBJgbfp51fYkefoi519oqzgq3i9WEkDAnDA8vWi39Ioq/p++IuWoOgeD1uD1uuzkbFVu4v6KPAdrNmvK1BU6BEFGRA0+WKfD9IXnFYSoO+G/E38vVZBZVD1M3IA8W6KR6aFTdbQGJxaqzjLgQ8PcRbpqGg8soRdQ7yrOaHqapF+07yDQKGm+h+rpqAlwhtF918KJgTbNvmvcO82CVm+dMG3i7UMhGROs/eQ4clJlxWIWwgIpZnF9PFS6D8h6JxHPSI8D+0vvxitUNYNszp17twgz96XUIv74uo+GFD9aglwbGGBAZWxTX/q/gvKOx8P44/gyex/Y89l5RkrSUWfcWChUllVH0lRVSqCQJhYQWKiHJ3pUkUt1rz4xkz+y99/z5/X/P+Zx7z+fzfr9f95x7gd34w+6klSLAUXB/WtyRHYoY/lRK1J4HGbnNGuoTU0iNjVH10FbOyWXcU3EhnRmmU1tWenhIuKdXRyQtkoAtrr7luGk3gnpslHwHzStRxoLC6+0FS4jpG1+lRRkFi1q1O53JZ8EOPu9ix3w58cXsQwLbaES4Fv/h9KcvJFzblRF6yWEdRL8crgyXHENFISrX90WNI8576yscOgww9Wm+rGKxOBQUUxNVMWOCZ2vTgo5AEpQ7vFtptkYIO1wbLOt9mYMsr6lFPr9eCGS7Z52mpql4KrvrJ7WKD1cJn30XcZwf72g7PVq0xV3t1grOKpJLYMV34LzwBzKksmh6rBxZRVkFT5p6LrLCC+8fxSrkcuHmmAPunw23+p60Mnpm25ZeO7b+vpy3AvgCxr1926dBwb6DgO8iAfbqltoImH5FLGLVUSLyVBxJzskjMpBx+IemTI1WBixsHG13c6EK6Z2cIu6Pp0GBK73P9E6VoK4sfRTGzA+XZOU03lMWgPj5ZuUnQZzQXHmnz9N7zPglv039xftUeMPo19MN327wVu5UsgHbKii66mbZPsOAS+/3hHkGkTC32cYyx0ECtM32FA8YYIZJHG+zRW98QpLfJM7l6tLg2wNUvb9ln9Edtt92ndd5IAg38KwOnwfap2tO30qeAomqo18Uz5JxxdJarIg2IxZYMPhhaT+HMkY2vU54bQKjO+I+f0kUnKbIfGagfhBdeW42+jqQHwts79ArZKTjtMGPle8yS0DgwM0bmqbseEY8TXgXpwCMa5J+euLOFEqpaBSf/VOHVCQMWBODSfDfVpry4FkEliKcYVeqabClXOyKcMAKUPPOMlyOZsKkewtJknxEzGL90eYSoOICG57BQzem0X6mJTcjfi7INixfariXCJvy3f8w8nPDY+uqtRLK/PhH9rBuRCAdMy1pm9rOMeCJnes/WAXnUZjJ9/IWXlZ8kvW5hhSVB/4alFE8/4qMpRoNSy3Z+KH4+5p9dT3FKLMk1/K5agsIRag98wQrtOu5HZcqQ8bGU/9RBZvpsIdRJYcnmBHvli3UXci/Cqo2VtiYW1aQXHLjrtH3dOwCfgrr+1Sh7OmBgGj5BlB4sotRIJ4Mm2oNTtpdyEYXXTPVZCp+o0M9S5x1I1t+m7ORqWNIwsKLDYxa/JMgir9A6LpkLtid3iBW/pIbZ36Q+6Fu3YmEztivGN1gxsqX56J5mCgw8qVC9Ml5IoS+/UNHElrQbomTHPfurwDqNSbTW+nTgGdwN/XNTTYsd9R8e3HgL5Bl2b2+bkSB3YqZ+ML1eWDyK97seMkSKh1r9xwX6wWHRDvsW27WouZShbvcWXEgWlfJbtiLFX5o+RWg/noE8BgThxOu/0Pi+z9dKIkThgquDrrap4fB8bdVHSfiNlHSw12PLKIIcHe+qz3BtBkceJm10UXfAAxSbmHCd8hY73i0jd81Fhx5+LJF0To3XNjf0UarEsBHuJ5PNN1aQXpV2N38Nhu2Z5aJD2ImYGfrrpynG2tIZeVY8CQTGVqze9VHqcyjVsDa8EiQBct4aaxcvtkNMt873b3xrQEYR6vet1tfB0IWVAJO4oLN4ZdVTquw4UMqJ4+ofqRhmRci39Y0GPGM9dngLHFefO9ATYvmHhZ8i3Ze4pb7EMohxQwlcpNx3J1w6X6LIbC/79XZPU8ygVZT9E1r3zXk/F2LfrVqA8VO54WmgQFkEkwuGlubQFHZSicaTzNAJUv3Hj89BthSeNS90YoXV/RT3sV9J+Ifd6Tjeo8PoVQqY/MxAS48s91jPvpuITilRtHvsFsD98XfEuXFKVAwRX6AolKLlBufq4ye5cbXpzttVxr5YLXy+rvijTHQXEk2P0TnwRQV4GTdtYIUVldyzklsoOBd1sLxmpMozvSbbaUiFQYpPPDX/sWIqzZibbJvT6BceQuvaWcyfOJ2JPDqqRXkfJC/t88xH/jZeW8qcAtgP7f47TwSNJwrkUJoUyBBHufCUWiajkrMLMPPeg+AcPtt459Me1B5uEb+YsgKGOMUDm14t4gebrvOp/l0GDnyH39XdnoK1V1WGj+p04hyvPa5fSzqRPKO31eM+5lh6o0L+RW/1xBzvpPVf/FMeO36yyMGqdwwg+uOgEniMmr/+Dqhx46Krz5ZVv65IwVJUorNtzHQsKx9RmnPEgtObGR8Sdei49Exl5K59BEQVDYapdLZgn4JvTIut2WHDn6KLZH/zQHrtWdp00eIcO/o+otfj0Xx/g9RlHRjVkhRni1olJtAbYGvWe3UuTDpWNuj1+YkfOHAukZUOQkTcGPluhkZG0Y3nT8p3Q72f7xp9C9+GDiM2mc/NqfiMCAc+KxnGbC6itw+9JEAC5fZvnqNrSF/1p6rp0yKETsbk9+0/RQqLvwa6/yxBUV3KLYBkUWQ9CJI7v4CK/ZfPKUzGTGNxs6ze7xVp0Gi+t+LGbG8cPXoz8on76aAhynKKDcYQupMh0yYtvLQAl/VvpciFEj7rt1jzkCCJhvpUvkq5eBvUuJta/cpJHoiJ57x7RSa09z36cXOZWRc/wA6zzNCIWX4MlnsNeLLFfUVjCHAt0c222/OLKDqTwLf5lbK0Z7V6dTgxEHQPu0ZoxTOD5fzvj4JorDC8Tw3C2fyOoipo+YVF7NCvIz/FGuPgQDPjugC3iokRRL0fWM1BwqTDhyo0ebB+QXHJU3MOXAaxzXG+PvTqGGzNZmXiQ5DPk8lWxvUg1fUlPTZ7n6gXnaLGOS9DqJ6b2jfEp1GtvTHp6O2VaJwLmMddT8Slu1l7NtRzghvZ+CzflITSMKxNuS7ARlnalbOTlgOIjue8kqBOik8WLOyfODkOErYbarR9HMIsE8u8R+eZ8HRt2v41Qw2QPGodcpe40fAiEr/KRa2DAbOHrD2KFkHuXTxmyOOJFhw9FRed2ozIpRc5P0rLogFE8+r9QI6/tvM2fDcRAR/Op5jy3q3FyQN5qlT3CTxr9tCRsLRG0Dhhoay59IUkoWH91cwz4M/Kp+P2Nb0AALncF3xez7ck3PF3fAJM6bw83DwTjHhDl+dB886VsA5jRglk4uMUORgRmVE7RISKxT+UaXSABZIPl9mlwXg8D4LGtG5D82s/ar2kWfHYannubunV5BHZFxMrIYYlo36Rlwe2wCXGAcPROeR4WHWWO9JTh4YvJN48/5TXhzMe91Ap+4mMFQazOrN58B+o20hm1eTgdHYQDZ92wYItB+7lTfVB0R2Xrl62m0cVOhc2nhG3wQSDJbFbVlM+BkSKamgscCEj1dM4lSWwcTpmcljHKz4wtt9tzOyx1DJJ4/anI8z4Gy6qQpbNC9s39yYnzLig5k1G5KpL7hx9gZHihaFA/pm3m1G9kw4RZTfqdmgHRwPzn1iSWaDbzr+nj794gOoeto0+vDEX8RqnaLlSOHD6c4DC5G/ZpG7Piuf4ovPoFFLsc3Zfhb88pUNudzGBq+tR37+5NiNIBPDbu3OFeTiOeb9KIuKVSVYNdf2seDqy69XXv2ZBg/2F7+W2MmPNfZu+8TLu4wecQrGLbuMojSTpEOh2gmg3dBBl7F6BEg0zn7W5uGBuovvm66SltHtl8SDTdd4IE/fa3Vx3SnwfDA50SR/CWXyurgVCjPi+4cdrs7ys8AmC4GbnpiCrw1U9YfcW0MxN8+7Gyay4JoHviZnG4g4Uzk4l87JDaudvL7LcfNC55nFv/FXC0DwkC/pg9EcGroxPn+UKxsJOfwgiKy1gaoXnNQEKACJfA47zYPI+NwphSv0x8JYu/dC7bNIIkaW4JVXpAT+zvciucewF8ChjaTfoA9dqmbbOH2LDN9s8/xawT0NotaOJCXIsWAmeaAfXcEEPVPcWBJuTSLNf6698pWT4MuuTFLuK0acwxX4kcG4FHg4gUdmZxggcuxx+cvaCo6n/a0S3b01367dL76WT4O/1MCyVMZyMPcfxUtLiggDrOzvjViXg/4LRamUpgUQJ7vm4ruXAbOWN0hH1FHxsM9ngdDqaZQwkBld+oCIbT+w1OZo0qDBtzsJRsZcOOOU3YFgtQ1wTsbz1LPsTcTVbMNhOU7Az8pmFHxtMsG6MrNk7qEpNDPiE3nQWQR3l2aci5geRs8sjbYr1S4jSyGjpQ+H/6EW+9gF3ZNb3G5dGyysveVXluc4lXK4oIV5hPDLcipumkVZMeKzKNzFp+PQNA9esbc2fJ3IiG1O7Hoo0kfDTA4nvb79ngB3mWIIviN8WIGk12y/2AuyO8GT8bUu5HDiBPngxjRI9ShT3PaciE+c3U7rT+eBtZWLhRNRdJwVaWted+MbqpHXumrqOI8s5bmYBqu58emgBRJrIhknXxZ2r/RkgD9fkK7ali2AT8+Fe2XM15Fs/4u4AyJ5oDiTGNvBxwm/39x18rquDXojHnctRokZhwXn3hRrfQMMPYZLMs+RYOQzo5aQdTpcaD6xqXGdG0q3sThWC26A0m05H7jlRKHd+3NCT3WbgaLcHY0MXhqu9lk1WxOl4K9JogtxogTo5diS93CHGL7wlFQ9zsaKJ5+bPGY7Mgdem6UbHvv/O0I82vhp5wbopkaV2/b8Q4dvO/VuP0yH6kVFNTcjJPCx80XNrBqMcF/kEuHZlw2E4lxvDXaugZQqqCXZSoDRYo6jgdtZMc9Rruqn5RNox/197b/LeWBKOdc3P7NZ1Mq5o9NRmQI/Eb4rfBaYQ3sY+BjKBopAWHUmsORjg+oTXGylRTR8UzVVfMa2DfhaMqbrFnQDL+dqG113dtzuoTb1XZIF5icMWzwamEMhI7+TCBFEvC+Ph9S+QIJGTt4+mGMeDdmOb8jEMuFSS9+arud0fCRE1elWCj8UU30j2rfwF7HkTDnZj7SihFE308l2CmS5c+2ChGUXKLUnq5WYk6GtEedo5W4KNtKRCaiuWAB2DEjJxmw7/rDHYG5crAfNXOjymSdzwx7POcE/j4bBvtcdVsw3qdBZ+dEBn6xaVDKbuj2UjwYbB85wf5nkw2ORipiatIEMyd55sUHM8GZ+xJkTiptgLrzmxDFSB/iuyn1p/uocuhEqLklUnEKvedoW6ksosHncoXOBkwXa5Fgu2mMC/MWfflydsAwKzgy+yiteQj3qZxYLERmzuVE5w9QmQEDRQWc1biq0lrt02oZ7CdxvN7onRZCGKbfip8NMOfDU9ef14/uF4SXG9ua9VvNAsLpP59tYMzjObO8nmTGPohYDuVbxLDJKga1uK5MgM83/aaXXKlBwKZv0f7QBMv3Cd+95NYVaLYi/uPJ58dSJBOaP/Uz45s2NusGGZWSx5CW78GkVWRdaNrjOzoMwZJqqvDEKfES+3MwUX0Ysb7eZ1EbxYLNNycj9Jzjx0HuZAFkRDnyctovrPx5RCGNjn3Q/JMNZvoqEy7qziN6IH/6RnwAXvVSyFYl8WNuMc6GmlwczrN74+1ueA19oTD/KorwGjOrD0aQ/ESZsG9xe4UGAY/kNlJlgSajtZCxV3coMz4tahcnFkmHaB+OIGS5hTLgTw9Z8YQM9qzNY/S1LhgtGNrfiAxdQQfxHDrncAaDC6/ieZjsMqtYMhFYHiTDY5cV3SmwdGKja9P+xdwOxJtWVtOq2gIgL0UYPttUg44Tfbwr1N4C6SXb7QsYy2v/lv53x11eBbv3TyVkFdniUiUn+WM0Y+EGI7SAKsmKvUPk726rJ+Oij5KNM4kWA4bbMO+YjiyAmmUm8Np8bj9mKzFFCWeF/Wh1vHQcZYILHgKik0Qz4xL2iO/SwFPxlqqdvv9kDKmzKX4TPtAKenc/vjb9mw4ncj290JfBAodvWfpKIAAMzas/aZDWj7Q/8J4aUP4JLTu46T4KmAantcuMlEiOWk05hyqKxYe7/Pp2JbaPB128+htusEeDsCv+eIybr6Lfb/v27TDeB91z85o877DBt1x2nUR1BHKLnHDisPo2O7vW5tusLBb/fNirIcLUFvAxf/tFo3Y3+klAaOkTEPioViV00Iqx4oyS/7QAZ2od5ttmOLIKh5079b7QnUJnc/pM66usgYlso8Y8DAzQVs69P5hxDk44HNr6G8+BNv+y/0/6C+FjgfxxddlQ4VjTVqtO3Cao1vzobvubBEvOl7Ktb/MLobcUsWs8LjR9uvpq9twiqxUVTjzJOA2npmJKERBJeessfrXZdBE+9Dv1yr5SMdf9j0hd5TMd/SKd3XAxYAY+nVW1KjxAw48WgmfsXF4DaVNo9TGCGmSOuE1+Ml8D5Kje1yH8UbDe/cupVpBQ2iZ68dn2GHTemtj8r+LYB1gp3C0QVdQCuO/9cv3kXAeukcWKhODe+9e+Fd2UPL9bQ/cn+NIQd/7I9snh7Lyv0/6Ap+V8UB2Qpfn1mhp0T4lDVt2fiKdA8InAiT3oF2GYb9QcVToJ98oxGLbMDQLWE++GHhCUkp3zsX/XIGOpX2DvwcIYFFzpbywaW9yOb+wJWspNzQODFDeY9dqxYuflglpEbBx7+99h+VGsTTTQcHzalUfHyT+r5U8RF5CTx+YiTKg0H7PrvVM4AC76jbTSZN7kAckQrXGd9OfGdt6vBJIEJUG8Z/akxhQEuHN/YTfvBAOOjVA6ZSbDh9LFkckpYI5C392x9oyOJeSLrBfdE56M/eiVPraL54Jy2Wh7TcxK+KHo6XM2AAj/3rGRlrZeBp0cde1XmulGf+jHX7Vq96L5FzZkDt2iwYLf7vfe/GfEpFah29CcXXuDczse28g98e3Tgg8q3OZTb6m/wZ5CKfRwX1tuLMTAL3d9Z/mUFfG/5/If8iBW3XvYw9D3Liw++Yd199REJUyPSnUsmJtBvhXlDNXo3kmvaFGQYY8Kt2sW2ZWalYMYsuLzZcwi8uL9zg/fKOtpldHPwIXEBaKvzR1sf6EUOoo913FQouOtPWuLmXwI+qmYg575nBci22zwqPC2I97ZCl54QZry+m6XKv5gTOqbJiLRVCeEH14VL5VPGgfhZH+6TWf3AR6O+KJxGwkO/zfQWJHrAl/51QbTGCC+V7SkmJTDhO0OMA15MXDDn08VSKV8+LHbbbPEdKwnWGWsJTNDXwYAVjWP0zAqQeNF+9pgAA8zXPnim24wBCtEn2vdt0GG7mWt6oFIvIsxMpZ2Qz0ZZz6v0zmv0obkOgw/zaKvOwVAj8300PMB84GQKswAMjZhw/SRMhVK2ljPLcvPovysZRdpqs6jPXr/vvzQq5BKpO5NVPYM6uF9mchykw5k/w+VuKixY9dfURRkpEbhsuvFf/N0FoHLv4s93O2eAiPSVLL9gMryyykXcE0fGuXvVf+etLSD51IW3J8KF8fZnFn9d+cZQ7f1409ue7PiSecauslu1SITjcIXHTgKsmqkTtE5dQpZs12OzWWn4yjsjpqdC3NioQIu2Jr+GMgH/8VIvRvypwmLCaG8tyq7TN9Z/xw2tY/7792VpHo3/dLa3HWTEyudOr9evM+KP7oShKw8JMG0iJuqc6iwYkJ7ZbXF7EmULnR9z+W8DzVqdTEl4zIibJSRGps9jlFk+OTDTwYeNbCSyl48yQg7us9MMhbPonwxX5MDRfpRef1Zo8DUJaj9j6O+kB4AN9S/BJIt+VJHS2RVG2gRTbp7lH7ZyVJu3c3DVRTKs5ZI+46jcAFhLRIesstaRxaLnQgAPDdaC+x/dzflh+XjJnHESB5Ze/LDqplaK7MofIAM6HV7aIyl4xokVr748fUYOkTDxjV1djhI7fH945bpbBg98JtJ9wntpGHXX6r0K59zyJ5XHR4aNmOGSzVG9gZVxZLS6IOZ5cQQYGW3HQwclIeNUzLngRRb4nCleJap2HZWa//3JtGcIHY68bqaRScCB4uM25sd5sfzpAxx13UJ4P+8uzR0MccB18O39Pd+nwEKZVW3ec1b8i8Wt385xAXCxttlmBJNw01ervDACJ3yvMuTJ7kOCtywF+gWnOGCGSDrPac9NNOvs/IR2egyRPA4QBSJ54QsJOdgqQYVGhxqi60bWUdxL32LX5Sm0M2Iw0qN/APmv7+nVK5xHe53x5EtTZsj1TrHh8zUy9G4rnHEiTyH1PbwBxqwM8NAjvcXrSYPIpDdjPyFGBP8wzhNUiB1EAsrnTG/ep+EzO2e74lIksIT6g6GrDbMgeHnN8Zg4AZp61dpIYSLueLVwJO2/AVCyb6K/34sOHXpbvhwSo2PbbYrPha5sgJEYx6Un/yRgQASnzy9HKl7CZ0fFDcZAUueKpebldTR1PjK1bPsI+kwNkQHdf1F3lOFb1wgq3Gh4dJzNUwIK3N3HIUAiYjLta7et1CySUqpJfRbCDu2mj0QnCXeBuaoDqbECdeDjkr1qeiYBXvmZaHPBiwTf/d2Xe/oJAR/ze02/tncNAKLhW92+UfCIYWRHZxUDPm5uaeVbwg6HVi+8PnDxK/K7P3dQRosD9nzvUmg0iUG7D/Y4MF5mw0F5wT+i5mh409rd61wxExz8qnRbF2/NL42jxfc4DyTuuX7opVYjSNtRatHNNAEazc1BuzgbHksRnA1s/geeP3su9+YLAy7YRumV/cCFjwRYvS23mkafE51p6itEXF8S6cbCOo++P+J6bGHNAoOahyu5Gxjh9sRHhA+PmXHRIGq4OC0JeZ4ySDG/FISRrBS6ux83DoPWdRdjptC108yXRF1a0WcTtyPbXMQg1zkR1vHcz6BER4h55VwXYtEf8D4qVgv8rxqPJvFPgMV3ztUnagdRIyqwiZ+RgjNiVi/jjlChnlRjX2zaOhgVNCEO0yQhV+aa+FH9XrBk3RDHFvET9J0Jkq5hp+HjudY5yRoN6MW2yIZXl0YAz1QM/ZHxHzRftKTNvLwMOmWCKwOM1kCMhrWdOKbixoJ38sVjQtBOYCaAuDKDBtRuXNp1iwO+tzscX3SLEb8iqx/vnadAQwWPvWK1gyD25cnX9OAioNpM53J8vQQmvS9R+Fj4YXIBiz6Jl45vMs2qN5kvg6rHNN8vhyhw7cw1bqFaJixerqBn403FOaEjszLWnYhx2/j+D+nriNv87tdTs31AbLbQng4awAwTOTVzjADfPz1rZsxAxLNtqzNruhxYdDVOWx4T8CePgOzkeF6cm3efCvlI8Hq+oTufJhuc8h5d2snKAlsOALqVwhbXcfzmFf5Fx5lOP97odf0B0LDNw+PoFj++F233ciXgzlK3CI+oeZT85uBLj4hZcLAp9op3DSdOXoz0uPq0BGWKdqAbA2zY2+RVY6kiG0yqGS+6odAB5GSPdQeIM8OgLrfvdmQGCE8orYzoE+Apec26iw1M+ABfxTVf+jKgu++of9/SC1y5DfUfHR5BhiwWIU5flxDzuve/vZ/J+APf2/1/FudBguSZ1lS7cbCjidH1lC4dj1jUGM4++okErjv52WeNg8T1bmoAgRVWlTo3lPCzwrRciqfx/q196kh20DfqQcn0kcv57mx46Y1PK9tZLmzh4wKYtYjwjjj50kiAIFRSkug48ooMI2Yfp+pPLYFLb7cxmP7+g3pqdw8wqjUguEs/L0urF9iwp+QeY1oAVjosl+UAERteJmnPE5tAnIPTe6boOlAXsuxeo8+Bf3HUHJ7c1oso9yIevP/HBj/+Puh/Mp0OlWt2VFaNraIHLXtnlOACGvNpnN21kwlHPv5aondfEEqH7dvf7bYMcqrKzkl3t6KjK936A7qScMyhMMvOc2vOtcwSA/92I4upj+auw0S4Vzeu6qjRFCgch7dMPFrAyQ+qN1r1eOCZV8PCV8LnQcCQi7zKf6PAe0Iw5Z8CAcKEUq2rjTxQc5uLzvPrVMxXT+ofNKHA24dQx4MPvFjgaNLxcz1roO8QqqWVDICAxlMyzXGj6GHLryi/hm/g8rXV/z5GEnECX7py3FkSNAzY9lCgqhtNPGmU5X/LDIl9sqKj9HikpV15vGOKBHt1FteVbEm4sinR6rx9P6CMTIVKC66hyVbXYWlVOoxmPals7CGwpb9xZ+iVEyjrUMSXJacl5JfV5pqmRsM0mf9Ey9NXkWz6sn+tXy8YVr2j5/qdiE80aprJTdNho8bdK5MmxaA9UKHpJ88w+LTby+3AKBuuvNUQa8w2D/aYPDvE+3MVdJyiOzrrscNdD0QzT/7uRY7qM9uPbLYAIc18o1PlIlj8c7nDT8NutJcpaZfh8DSo3aNraxkkBB08DNusxERxElN4Wf3UNFCxUjweJ8eLd16ME9hRM4VEn38Kz/rcDbTGpthSnWiYcWNVficTEd/zrs9VutQEbnth2cdjc8DPRbgm2HAZBNSwn7wqzYJPnB5anXvLiF+U6lSd6v2DSPx3xD2qFoGdzLRQvikRvxc6e2z/FDv2OrbXYEBlA2FTlrT+gUbgpXCsofGUEFRcoMro7WbFr1qoD0LfzoKSgYf7CLO88N0bg+f64dPIRWqi86/sFHptkLjdp5QFH+xqq1b7bxM06r88stN7Bn1+XRtW0TAOyg2vjtaP8UKKkvH1cw+4ocu7zf0bHpx4/tZhJ3HGdcDFJ7O0l5UXqriLyn/Rm0JNSNnS2KUPCWwX5vQsmUA9Kipek5LlQNjskvR89zpoFP4UG31vHlSLdV1cC2LCcitl+7Q/NiGna1n/3kbSoS7HZIaj3xToXh80+9XKha0PrPnWHVsGLc4GP1VSF4Hw8+fePqE0eCHM5afMX1HcFZpy18+QA2enNH08njAKFN6gfO2PdIx0f4+r+DPBKNLluob8HnTqju40LZWOg72cxab8qXhN/GExd+kSSjOjlpLu/gIu0X2qvmm96GXZA973CvMgLEGS3vOEiLk+nZglJTFghys7urXleWG5z2iC2TMqjsYyZkZORKw5n7ucN1kDsksTXqX7TIMkC09oYUSDHaXXpy/IMeL77q7fTUTZcPB9+vel1Fmg9OHq+vaKOZCTudd4rLoR/T1mVqcvI4KDH+bMOJoTsPRj3zyH4glUYku+yb8+g/QW3A+FzJYDu5LTw8HDVMzSxqg/38yA7d0Vf1aGLKCizZ4Nh4oZUJvSCWpjZlBeH3j6ABSjMSVL2z39otC7KG/aY5UIBzLCTRry58EvNa6m45sLSPnUS/HglGG0S89H4eDnT+h+WO94oNAkCDx/J9jdmQFmTobm1d/dRM9qHT98f0zF8g0mx8wW0kAZdnnt4tqJPMNfWyTcYsfHPj+y3ZbdhNZ3sMzsuL4TapsYznpWNKCwvkzp3jdkqEjY/3whhwh5lq/whGi1g7uzZ0yz//SgxHeVLIIJm0j+LLv0WMUGCvzMSj72rAPF2yzkvoumwMfza0rSnbzYb+XjvpBH3SiUWGVaM84HrfYFjvc94YFZ51OWjgasA+v1By/+uq8jG+0/a4fTueAKvC/z8v/3lVxsMhwLBNws8k7B1I4ImVxvN55Z3gDd3DaM2S8IkGW0O7hRZhrVblCCpsya0ZP+/tgXpUMoph5Iz+ePouKjA22Xn/UDzT97D+VRtnTL6kj8ej8PjHuv/1VyjIr1tg34aQRyYGMlykHbjmlU4lmbzxTMA7mWJI98vsOM5WJsywO/rgCOiH3JibyCcGrBXzpvXRgvqA4LubBPg7WE803lrkzY56jIoa/yNOyn2OwRFULC3kFENXoxE/5SMDPKWs6Bb8Idh+zfdwN5NcM3E3lC0Odd7mArfQZl5Gj2vdLhwqKsbY8t/OZA1JrSiIEPAbMY/Fv4+Y4ZVws//oXe0uFAkLv6xlUq/FcX3XT/Ah/8RLY5ONogDGU8tawOdWz57m1yCb7EBldM+Zs2KxtAUGGsWG/uKnDidTwzbzINLGNXnkK0ANRnRPUndWkwGiV8eR43ADYKM+/93kGC0k5fBy0/bh2ahk+3455NEDexs7e/ax1sr/X0mvxEwpTl88N2fzkwW6r0enopL9w3zOy29yQXtKiLgFpOrUD781pxAgMTPCLvEEY+toG+7zciar7gx8ZnjZo1r3ShWeHk7awJjehHzHLEn1czoO7Awxsau6lYOOOXD45oBCHR7HfDHEbQrKneQTO1bfDpmnPJKyUK7HdFyS82hXGRqKJrjXIvCu4qPKlUzY8HXkTLOvZOgGRS0fuUTB5IntdY9HSm44Gf3jKT83y481ONrdMtAXxkbDz3TUcPKijq+bfjXA14WW2pKrK5AXiFDt+mHJwEMW9MNsmpNMwWNWQdeZiCtQ4OS1C4KdBZ9WyBhSwRnzZq2rezjRMf/LzI1BPahHSHukwvm+UDxVt+s+8kmWD+Uea9ucuT4PtY2ewTUSKOPpo1E1nahySS5Vinkwi4HfOEPkgXxJ/kI8uTiBQo7Vp/3LlgCnnPLvs05nFjZfqeq5r1VPwuyMz5qh0bJhPtZJ1N14GyyzekmMOCtc/ftbL5sojUtfR9csfpuOKW/66CPgKuqoh/OnZPGOa/uGNH0yLiDXdN3/tBc+CkVda7EB0yDqDndDQfYsHqpqfa1ZMbwbN7t3bdDmKBD8PV3U2IfegZ17AGZ8Mr0LBLOevb6SkQXnpSc4Y2j3Ze/u8jceAv+pNk9qAwmR+GxUlzf97K+1/67l/LsSfAW4oL3soMvJjv2uHnxcHTQIBd60ZG2CZgG7j2kq47ic6ahO/ARdzwCtB8l7pzE5zPusIrF8qGF85Hz+4qJ2A2hgjzt/Q69NHDpVStdRoccj1Wc38iE5Hc2n5tPKPgfs/JPuH9TYjliOnuiFc1YHtnslayXCGImp9uv17HDve+ptSfv8wIp+7dIb4K6AQrh8MOKU6Ssdw+6ZAxfjr0/PcLbdwgwUtWH9IPFqyi9dSqZHZvIu6598ip9ILglp6ovts4yQzT3kflyJA2EVvRYjktl4j9Ll7L+0ueBxW3XOIaSsSgPU1DNdi2Hq0rXO6mB80hjsr+peGBDcSjopgTaErBBwha+++mE3GwVlk0z3YK5GiYHT/XQ8DyvuQLP2aHwKWF64YqtSTYMyrH8sK2fys3NhmSDjYj0r0o398X+DDPw6+226OWUa0tcki1I+LtiRGsy/rr6FQK/UWizxL48ZOYWSFVhJS1Ep5vZ/y/D31IIYctoqh/1c//Gi+j9PpAckEzK1bxZdLs2EeFyf4Dzxcz+KF8JmfFvOwg2mYelqsQOg/epv6K2sm3BAzTMuXq3Al4zaGpziVtFu1uG4N6nmScUlt618doDjXf8tp+2JEXdlc1fpN4tgLSnEctWbI4oV3qlaansQuAJnPsMOFfFnp76HOcMmcd0BEIlfVkoUEBgZ18qnfYYb+T2fsesAxce4V9kw4xwirmP54ZTivoldjKW1RahwZKip9edegCBs+e/UjvoUDlm5blZWkE/OyETWinKzNkuDp3/+7xcXBasUfJL2gDvWkphZ05gvBe6zy7JOH/XHl2bEWWAb7+Vb3Uu4cNfz8fnjFBpOPC4+c8TeP7kdmLxrc9b1cQm9TXcM7zHNBrubY66/ESOJNUp2pUS8GWSZKygS6cUPlnmmZg/hjiY9ar7/HlxROExpyFpGVUoHbp2CaRFXufi7rIOrMGzBQPqGZAGtzvkdPOcEoYV+nkbBCubwLnOyF50YADWgR8fdQswQKTcjWzEjv6UJj6lE7rFX786WXVl2KhWbDyKCrgibAg3iUauu3Db37IoBT/+2s5I44I6Dzn94QP+l2QqWUZHgWX7p5a2/dpCISzMF3wk2aAAQ/YvorRifjRWeJA2T4u3AV2Ilt/Cnz7LXlRwmkaPLBjWmb12/IRzz33zq+uIx/Oy67xopNo4tyQUpsSBYtwvpd/d56EV+JvPp59MA16Qgya824socEwmn/HZQLcuyy9wObVAzqjSvNeOzDCtqNFxx4ULyKmjQjPx5Mc8CBX5M0L7+ZQ+fqucb++dbRDSrTg+oVhVEYjknRS+KHc3SDjKw6MuDIspVWTqweorir+t7FvEKm85yyy5WDDdOrZm5O0RRDhvSxirkuAHLvR9g3XFXSV7kOQV5hCwprnAotgL5hnDyRPMxUhW/fXISEzs+C4p0P/NbVOwKY4ef7HT1GYK8mI/Fiy0JI8zbhnWRD67ckvjyaRoAelOKJeNBH9iFomZmT3A1KBxcl0PwoM0X9CsiNNg6EWrzBKCQGX//t8rbiAHaprhPSxfCoCCr6Z+0vF+bCUVFwSoz0rZArLvn/44yqIZK/1bVNjgK32F6K8Cmlw1NWmbf7+Cqj+GCdW0MGAbwcfH/+VhZHJC877T7+SsU3OeRWeB4xYPrlB+PuVdWRqc7fg5Qsq7g1cYWn83AAUdSupTKbTIJNmYNeQNwWyY16FVioToWBpAcHIsg5M9MmR3CUTUcCKvWvgFudv7G53YZcnwdNxRt8s9pBhte/E/aPqLDAoi6mrgMoMD+dcOO8824I6Hp85pC9AhZIdvjH6W5wUNdzl8O/iIGqdUFplojShqFdSYeHRInBTRKO2XIMdxi77LV97TYZhx+es7sN/6MH+vpLwj8to5wzhvz0PBlFKx+YNzVsMUMe5VvLJgxE0niDc6tFTC7JmE55a3l9BcY6Hry3HE/GTZIL7Ow1OHKFm1P1VmxGSA0aTNc8SsOLS05j3bOxQ6tPY2N67rLj6avrOox/GkRkPzd2+kge2F937LtLVDkyqiyZfhDDiw/dE/C+rbvHEK417sl9b0QUbs/iu7wXo2+6iaSZGL5B4lC1D5MwWtwV+XGgoIGPNqowvmTfaUPgK32uthXVU53j5o3znOnp9PtPF1WMZOSWvtrxo/w0SouucGLbqXCmIRoLyzLDiCbFFdmudR0zr2L1wLnjWQNBn88QIULwrHxp1kRM+cz41feQEFwz6Trq2nXUKjTFKcwI3LnzshLWh4FA5Sttcs5uqnAaX6i2VyB0r4C7wOW5DJWFzUqzwURsaFOcz7I3NXUHGcSGjbiUEqHdqcg+PwDi4Hnqx5sm9AfTdSL14po+IV0p2k+J1ueBLy2v8KffI8HX4t/Jn60LwXoYeX9AQKwwXZ1QVZygEZyMEr5sZMeAHZcUjusSfqMR/ZucPt3Uk8PWDYa0DE34VLe2fLD8FelwGGw3/1CEcYqi5DpqBamZB0yVfMjQ6ylhF4yLi3SbYaIP9D2JUPLColboCSq9G8bQ+pEOjXU9MeMso+Nsvj6QMDwqMK71aEP1sCF0WPrjry+cWFPW8Zh/1DAduczMW+/KHAnesF4dyf1sGf/4l9iUUCmLXl18MlSzp2Fr6bbacCzOUiqzKWzGi44sd5CdvEoaQtXOz7K1TUph575H/hKSWkP+Frter9szQkNaTuPRzDGWK9352IhExVHE4MnqDDdYaNb+ukJgGFirOr5nreKAsM02Oy4MNMuhoifqa0uCtB++IjbsWwM093CNJPzlwvjeXwvVtPNgx6p+Obi8rvvkVxc4c5oEWT/baoYYVELnNwL6ilwozv1uhLxd+A95D9V/C3/cDCXT6g4smGVf/XPQ9ZUTFkjwwpk1uG1TlXh/QF6HB2js8T0xT/qGviqxphvMsOKOEY7e86AzQzbk4duzybyDA8/EVobEO5VDrz9/+3o4Y+/wjPIX6gPXnZQ0plXkUuTvRc3nLpwyYHLQVs+aB46Mn5QzTbLgg5mBXltMguuN6/mk6PwesrTvUwHeCAtNU+8OYzvcA15hWoZykCvSqSf7UyOde8KmEQvgxgBEXyx7vHo4y9JHtDtvhjwWgRtZbTuF4G/DfK+ooYyiAM5vu3GsU7kdpjtVaNHsS7DpXcOrW0pYe+kRayZWzQMeC7oqWejaoXenUwN28DKCxhmf9TB3yHiN3PzStAzzM/hFxy+vojJ6Y54uIOaQRtN4xKTeJft88JvOFOIU0nb+WxNutAmmpjUeHK5vA3Ld75rNWRPzJ6d09bX8SlGp4eyc2bxg4byrKRTWT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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1130\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1131\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1126\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.3},\"fill_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.3},\"hatch_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.3}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1127\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p1128\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#fc8d62\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1085\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1099\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1100\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1101\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1102\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1108\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1107\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1109\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1110\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1111\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1094\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1095\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1096\"},\"axis_label\":\"v\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1097\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1089\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1090\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1091\"},\"axis_label\":\"\\u03b8\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1092\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1093\",\"attributes\":{\"axis\":{\"id\":\"p1089\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1098\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1094\"}}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1121\",\"attributes\":{\"location\":\"bottom_left\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1122\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"indep. samples\"},\"renderers\":[{\"id\":\"p1118\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1132\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"default sampling\"},\"renderers\":[{\"id\":\"p1129\"}]}}]}}]}}]}};\n",
       "  const render_items = [{\"docid\":\"45a49414-49d4-4413-9d59-855defa89c9c\",\"roots\":{\"p1077\":\"c7cca738-dfca-4b7c-aae7-c4994115450c\"},\"root_ids\":[\"p1077\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "p1077"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample out of distribution using Numpy\n",
    "np.random.seed(3252)\n",
    "v = np.random.normal(0, 3, size=4000)\n",
    "theta = np.random.normal(0, np.exp(v / 2))\n",
    "\n",
    "p = bokeh.plotting.figure(\n",
    "    height=400, width=450, x_range=[-100, 100], x_axis_label=\"θ\", y_axis_label=\"v\"\n",
    ")\n",
    "p.scatter(theta, v, alpha=0.3, color=\"#66c2a5\", legend_label=\"indep. samples\")\n",
    "p.legend.location = \"bottom_left\"\n",
    "\n",
    "# Overlay MCMC samples\n",
    "p.scatter(\n",
    "    samples.posterior.theta.values.flatten(),\n",
    "    samples.posterior.v.values.flatten(),\n",
    "    color=\"#fc8d62\",\n",
    "    alpha=0.3,\n",
    "    legend_label=\"default sampling\",\n",
    ")\n",
    "p.legend.click_policy = \"hide\"\n",
    "\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stan's sampler is clearly not penetrating to the lower regions of the funnel. If we did not have the correctly generated independent samples to compare to, we might not ever discover that this is an issue. So how can we be aware of sampling issues like this?\n",
    "\n",
    "First off, the divergences clue us in that there is a problem. We can start to investigate what the chains are doing by taking a graphical approach. We can start with the trace plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"fa904de5-d596-427b-bb1a-953764eb125f\" data-root-id=\"p1289\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"86475947-ebdb-465e-adc8-1351842a9e00\":{\"version\":\"3.8.1\",\"title\":\"Bokeh 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       "  const render_items = [{\"docid\":\"86475947-ebdb-465e-adc8-1351842a9e00\",\"roots\":{\"p1289\":\"fa904de5-d596-427b-bb1a-953764eb125f\"},\"root_ids\":[\"p1289\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "p1289"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bokeh.io.show(bebi103.viz.trace(samples, parameters=['theta', 'v']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We immediately see a pathology in the trace plot for $v$. When $v$ is small, the chains get stuck and keep rejecting steps. They cannot move. This is because the proposal steps keep ending in divergences and the steps cannot be taken.\n",
    "\n",
    "We can look at this another way using a parallel coordinate plot. To allow for easy comparison, we will apply a transformation to $\\theta$ such that we show its logarithm (of the absolute value). The function `bebi103.viz.parcoord()` displays divergent samples in orange."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"a540fe78-fb56-42f7-9588-48ffcd4d639a\" data-root-id=\"p1309\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"499090cc-e1ab-413d-9adb-908bc4c65123\":{\"version\":\"3.8.1\",\"title\":\"Bokeh 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       "  const render_items = [{\"docid\":\"499090cc-e1ab-413d-9adb-908bc4c65123\",\"roots\":{\"p1309\":\"a540fe78-fb56-42f7-9588-48ffcd4d639a\"},\"root_ids\":[\"p1309\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "p1309"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bokeh.io.show(\n",
    "    bebi103.viz.parcoord(\n",
    "        samples,\n",
    "        transformation={'theta': lambda x: np.log10(np.abs(x))},\n",
    "        divergence_kwargs={\"line_width\": 1, \"line_alpha\": 0.15},\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the parallel coordinate plot, most divergences come when $v$ is small and $\\theta$ is close to zero, which is the bottom of the funnel. The log posterior is also high for these divergences. There is substantial probability mass in the funnel, so we do really need to sample it.\n",
    "\n",
    "As an alternative plot, we can plot the divergent samples in a different color in a scatter plot of our samples. The `bebi103.viz.corner()` function automatically does this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"e6a860f7-c2d6-4651-abb4-260237698950\" data-root-id=\"p5551\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"94f6bdba-a1cd-4cbc-8082-f956fd014305\":{\"version\":\"3.8.1\",\"title\":\"Bokeh 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VRWbfctfNPdIB2CgooKKCKCsi4wEFsRbGzFwsJu7MRWbAQDDAQEAdF1IUgp3SDd3V3n3vsW/3h/4x3nO2d8Y3yffzzT8QyEm72vvdacc821L7x3aX/iOgAGuQ6zu8UEiGGOv9wlZXnSkyzUPq5VknZY3xdSOJWKY0oLt64OGcTTbleVJoWo0kWqg1alG7SpbPUXP4FKfdow8nqKhbgu/ePM2X1GcBSN3mV6+ovOGHpo3HDtNg1revNFl0mFlTWdmd3UNsfDihZL3PFxa7aiNfcCJPdeM6MN/m2eEtsHwCh/hPCZe4MoLzcwM/lhGuqrTpE4trIFW9Z3BNR/LsSNKa4HJ5i3w6P7y1WvH6/EV+fWOXzrq4KE25xJQTtTcAhzxIwifGSiMCb8hvkmgW//Fbv+fJxaf+8+vl6yDo1sN+DLphwL8+w8DCr+ZNrklQpWOsken32q8XXGzZCYJe2QnOFYZ2RZj8t3p4undcbDvsLtT0M0fkHbhCvl9x3z/h+jT74f//EvJaDzwLyFbMr7hxauRwuun6/5/wxfr++69PB2M0QXdghe3lUPLi7zFi4vacV+Y5vDn/2lqE+OwAd6U54mnf0aeNBSk1odWf520nx5+pts7uuVbIBHNpWTDl5uA8fwW0fKZAahgF/sivbGHJgW1FPjS4qhP8dd8VZxy//ATTe/itrfzcX416uL13xsgRm24RfGzPoCZ+raG9wPtYLTxgdvC9S6cK522Ivvmztg69hHiQsudOLib5M+ObiJ0OlTUj7aXBGjnm6RErpL8rDgzsXzK+/I8c6ZyTBaGd12bqRWG86+EvvpyiEx+q1UUTNu5EjqYxwsW/ZC5x+OPnLgBp/dcPpwntK1Odv5aamZGl1VJEK9oz7W198vgtxlWt5vYlNhp37hzv1e/CSySc5k5O0eeHZfOyReIRxSlt3cMlatF26DyuGGb134R26BhJNrD4ocP6kyPLwfu3YEzJo2owGdyTfVSWsr4D+xfOOhM7f5EeqfTR2b/qgDj+1Y905Qohm0ohIVLXbzkVsZH57dcepGt5KYh1/vd8MQMqdq+oYm/PFtwu6MA2mQr2ucOdk4AabfPCu/JbcZZu8qKTspUo49toXe25LLMWCcQOKSgHhYdP2Bi/zZJlwwRm3Hqa0ZULVQPaOapMDDbbl2uw4dQfPWd1PIp2a8Me3YePs7NfDsmMwDjUN85EBC2eNdLqlwraqK/22rG+4U636xNbAYP8qPld460IFrFhVOePOrFy84MAehH8cazp9j/aUe7rY/vlxtk/cPR1qH8Iu3x6Nji/9XYleDVmI7EyMmFsHur8mr36Tw0/6LbXlZfP1YuiNprNhNATrBvS+CBoqSxtbRci1XA3DiJLGCm7PSYSXYtlfWPcP/v6OXkPOqBAv8H3h5Q4vww+5k+D9F7i8vtMCsHCOOTt6bcHgL8l3WXxSlmwMbnA/su1CSgr/Ora2pnN+Nv4Oc+XIdyzH+7YRrXyNK8eS10B1i3YK09MjauSePBsDI21WbFX+1/MPYZP+zc1bXobjXihyrsiScIxbhe7T7Ffy/jZo3z52wFCtGneA2Z1+DehjCxyuDM5XFUnEIhUOvGs8MzcDMq55PnJUFiVnNcLV86y5sODRKvE1MjLLnL02JOPS6Tt1C1Mmxs0bzXl8ZSTK5ZTv1oh7Ry+s+uX3qCMI+Jy165Oy8CfuG3VcjcXvfuH76rklurx6Y3nNiItFJ3b1W5ONospAorI8MHEkmvC+5/rtUm9DDwlL9+zVIfNGoIwdc5EnARj1Zv3fiRNlN466xPT/vXO6XoLGSS6NRhkOuCSUlBnp9RD5uN/rgNwhLS189jtJJRwvBG4JqO+Nhovqm27da+cixzphjGds1yTvBq5EehX3A/SkKq+s4ZPRq9x/tl0YR9j4dGUVGhPZxnwR9sn7yzlV3p2iRpmGzF/UtF6VjZ08cNr9Slt74rXfKeM8AzhxzbZzglFY4mL/q1sMX8TiEF5VneL/OL4Yku0b1tcda8PDnvVEr+5rAemvq6xqtKtzjkbbZxL8Nz+Z/2rW4oheuH70069AifkIDUr0V20RJAp/blKNTOeRP21ZYMqMfdzSP5kRPFKDJ9Uzj7/z7fItTfTPtrAviwrR8vWemqZE4Dd2jM0LiYQ/6XHR2FTHpRV6f70DuVR9I8lSmTya+/Dw5W4UWj2IKrxyNfHawa0eLNNWZJepuJi1BJ99YfnXhelnKre7xC30F6Dlu28kTkqCKDxfUmo0qwTE+CskzskVI/JXiGs6lcth6rO1Cb2wGzD24U7DkQB9O896fM93RFwcDjrV8WtSONzKe7LOsccK9AlZwTbYdt6tY6b6O6oaW1PkbZLPb8L7gW5/NtYMw83HpH/3VZZD/WfXNcN9CMPHvDjFLr8XPFlOm741JxfwEe819gfJUTyl6mNsTCXpPOnNwyjUReuPAXnWpdUK0khOhMc1JlnJPSa3yTln6yX3Bmu73wmRL9qjayXeqQIpttBzSkJi7S1mtCYcZn1l1KJCfmO2fvd2zrApt93XLVE8uhfwvQUUvVIJx6vZ5l0K9a9HpTJWdx9JKWDtqnaWKfz1a1fgtW76nFqPPCwxfUSRLy2d8FR+NEjSx8JyNoAaHmqR1+L03FaOWhQu5lX4QVUacWDnzVCyurnBdMW8shwY+zD6+Ok+ciK48M/xdXhtEiRzsUxbNRG63uPiSxECqhe8jne0CPH7mO4zaMzfcRIGMcjOXMTAuxoFH7xfLpLRAlz1zwAVIyIHJCw/E8pNhyrbl+jW1kFG53bBDuRdRdl/BYEweCkns7VDpeIqKH22Lj96VoU/bvjcH2SrQ7xfn3rA8r0B097q/klmjSSbv3YfTU7TIuICnjW8ujCYvZwa39i8dQ+T4Li56VaFBppxSEJfbI0oKVnytt+E+l9xuvPHoBB3il7LvxcWV1cg8xokegzBx4AT30vShPveU+j7qQfUzh9fgug4oeiL36ltEE25bNrzcIGMQrGdz74C6NL16OSEmyFqLbI+4+t3NVY083nf+UOhbbTK9RGuudq4aORgZPNOjXoNoOsyXPfBcjpTZpU66465KWHryUJs0j1dufhqiQyZMW39ZJF2HvI2eO/lyxFjCfZpHrW4cTzTNt87YtnsCYdsuGUtskrZkVPpO4n2dvykRYOiStCkRdJQeF6A5iXCfjq4fiqbElPnLkknktfiskQc2mJFVaeFcBqNFJjgYj/GZqEKmfI49+P2UCnlyZanKqksypHvB76MmS2XIEvGwb94m7fjMafQv2RhVMjrZoGWEnTKp+CXxyT2xGcvOux4WLS1D6e/GHmNU+OnaY1vsTo/Ro117mMrYBZO59EfHugqG9f5qiJvOR4ybbRdvbaiAczmCKvexHjtm2qxK3CxGRD67CuVdqoHlJXyb7ccPwu8NG1r31reA1QMfu6YLDf8Ds9sluJeyCfY65Byauaf7H+5k6JFXF4/3XG2CSxna61WMS6Fnnap6WE7KX/4RheUh9hbLT9XA/d/+4e+0ijBS8rqBm3kjDOGIMUsnK5/KgBWmT59KSreB/mKjLtM3Dej7RTh4jnEbDKHotMcOz991weh6qe/GquK8viE+iHcWb1Y5dLYIrQJCtz/TK8Ork7kV3roZo3uE9SdfKcMl9WnND9dr0AN3VAQdEzVpj3jqtZl3VKjT+BJLk3d8JD/o3PHkVg4JrNkfpNSrTjzOxHd1rlAmCdwy3fSEn9gwBfiRIhk+Ndd8wzh+8vLB4rFfXAUppic9vnJXggZkfYUCCXXqeXZ8cfKqYFTq9/QwyDqHe+0vCl1zXvkP3X+a+Ti/z0XPp2ljk10q0EpPTi0iugi+vWUERiom7lxWdXZzKcwr4EwsjEj7r1j3+m7WHOdyvLhTZ83O3DJ87L5j+s+QFnxWt2UWPKpDr5UzFO9MroCsed9zKqJb0Lp1yqGvTmXQcZTbwBxawF317bVTz7uxlnPp61GlNHxX6d153UiIV38+S9C3P4vW504uQW51Ap8ODlmSIbi4k0+GNE0cryHqI0taD55Lc1OWIxd0REb+blMjclq7NPwzhYmiUM+MZyOESX7NlOoTXjLknOGLRQufl8P76/4KTm61OIQrvC8fOm2Q+w9TOYzyqMcDXLU4p6ADvWqWWWg/S8JdN+1mJdoIEFv3wry2mGF0L9OeihQpe+wsBahOo4OhwkArjg3/NfN4pSitP+O4LnaMAN0Vr1RQzi9LXa1P/HriIkyrTy6wPmlWCgtvf/Q4PrEeuJ/6c3+tEJU9avbOalkLPD2t/+PCVn4ayj2mg1sF6U6njBXjjGthd3bwqEDuORqss70SayxPpM9t4lMwFyAf02bPLU/QI0dVf+6b+1iPcFwfGhlRAaJ4/zDJuStMK/nGttReTMPTwRnvJ35vBLFdUx6U+PZi2di6bRdBkOj2dxwoeiJNHL8cXXB0bQeI6gRdvvOVQz4v05Y50VkPGfoLGg45C9LLo2/NMCoVJa86r/tNU9AmWy5tXPNHmEO5zUjezrUZ0j2Oze4qKAOc7fwr9G4dMlUjLKQNHF6N+9jsUQZ/NlZPV05PQZ3Cu28TGrzwcdzkvD8Po5CV5fF9cGWF0YV9L4XIrZY725/fGMDMikEHW+lGYPlXeBMO4b5v8vVJNYHgleUwOaH5IXiJ54Jv+Cc4kySjdy6mBdcvOX7cpqMao7sfL7p0WoLOUE7/8nu0OGXL+fAaZNqH4vhBdDXIPvX0cQ0M4ds9gj6KlqUYEe85M3g/H1VZJbpvkU0XXh+9vHSnRTV0NLh3+joIkyt3ejWv/JDh8bw7IuRi1LT7Vq7dsCHv5W/hHH5yteiUYc5eAbLrg5F87r5mYHWcqQQp2rraXDaVQwx7P4oOfBElm9gG34bnj7hPnJ9dCM3pelIuOyqQrdM2cvSQ0pKTS8ZpUDUXWnnRU4cuu3dimeBaRar1pmr2+MFmdOnVas961wDdcrhBSjkd8xTdr26XywblryccPUZn/Q9023hezv/QUxwRtGjClEklMCvmqMzUjZ9AN+pe4KFZZVA/9ugbfpdSqCu4EiU4qR4KfGsXzY+rgc9VT8VDKqvwTIv/ownrXFCsR2LaBtciZNvh5CacyRASUS7v+7y04EbTILB+zpge2KweInAgPg3MJzpcLVU/j+1zVlwwz+wCo9WS6SobL+DdV5m91w9GQ6DBmYQph4uB5cU7uOfuTsTilpoBuFBhcf2zIh9pcQqaUJwlROOZ4/KsFZVcj9ltNBUjI7jl8I+6IikXb9wnB0rkYL9b/qdxKkTOZYKvZGkdEO/C79JPBiCnNl+7MYOPHGYE9k4JaitwWGLEKEnqdP7u86VfpXj8aqcMXShsG/eudTjVOL5+gkPTaPrT3eTQuOFjqIq+vZDXPkPK6uVhhjTdcLNqiYom7VJVlj4XpUbjDn5/rtaoQj2/b17w4LwarfSRDlVNVKHfeku/bS9XoOKnmyXVjnZjlBNDvILQ7+5m7pOTiKdPuNbEb22HlsBbta/vpsAB7dPp+onlABojZnTz1+Lr5CPX1+j2gID+nlqXZ51gM5xf2nNOB/RkaOg89KrH4M10xZz7eVjhv2XTTcsGvHbhmq3PuXzkM35mPf1UN9oesLjZvrQCwj+u/aQePIBJNPbXo+xi+LLWaoXJn3LMzh7JbWV1mLfIhEv5mmCKxLHcYqM+wKY5tyt7KqHeljE8+GmDcMrKlIoCXMc3T9X8RR3I6p2zVbdtAi5LPbk7rRXeTA2TG6b0C/8TWZ8nrwPd3vZyvIPboP955PEj1hw6OtBaX3VKPu522/3I6msFBMxdulvqPYdYlm0J4Xs+gPfOCKwMc6uESY3mM20DxpNTOdOOLL+kT00Ym0VRj/SsP9fk7CVP5t5ZwmWUzQiaTAdpRv2Yp6kRYRL0uMGWbyrx4nQNV5bV7xCjXJJmpSnTA0MoeHDSkfjtabjUd0bOqvhf/7BJOXDkO90oPA+RjycdzkCmnL4bXo2H5F6PehBdhK9nyH+79pKPeE/+Y+syPx25Kizw05tWYOv7Bj4ePzMaQRak3OIqwnHkGENU1YwJe7/zjQnbV3KNSfyEKP/xDSZk18+BgGOpJqSKS3Mf5E8mrA0SP578yTqzf1abAmHoQO3PSozzFZ2s6hALQzj5qrLE9LIclJl5xupWpRB9/fTRL6kLFCRrVlW45giQhcwPFBhB1kemGW5eMYI8rtB8U/VQh9isK0/WfTyW7H1/Nc9ZR5+wj4HTSHqTOeaoT5n/zTHSp9zTvVy5cySV/Z1S2nlfkX7cFDNL57smNVmtydm7rBBmeUhNiIttgkdE7qrKwXh8LuQZ7u7VgNclRGwCOM144O5ZLsMrxvspsZVKC2PQfJuaYoJAOS48LLbgxItaGMKrrwO5T3omrFs+cHzVp+J/yJ5Dv3YYaWnG3xxWB5ml3zMs9uZDY/Ht0gXV3SB5x8dtsZ0AudwY9V5ZgI+w/KFQjBgWxE5tsZUgs6Puzn75oAlZf9lAkG7PWbl2hCmHGuxIn27aI0QNtxtLRdo24QN3b++LnpWwec/dcIuYbAyLc3q118kXzm7jCjv9JviaLto/b1ojPrP5mB6oUw1KmnHl4M1Py2SEnx1z7wNt+e+dk50jQWzYxYkorkNVkl54nipRoh/HcAu8lTgVPrujoepUHvL0Oj/l8flB4FZzuR96zaB51zitQ0aOcKs9/6NL/KSP4222t0WS3HNzMdp2TZDy9EcT5jRovejd9wcUV79/G2HaivplZ58l+PJT4dNjXP5syAAl8xzhBloDOqO+1B9Lz/mHcqqOzbP0OYSxWRMse2HHo0NPXuq1YucwHfXb3p4Y5HI2d3d9EepyzDvqQov/8mY+usqjaW5/eB0WKTqOeTuqHrxVdFIExUshJ7HTvnRkDTo+usv9hJ3I+qCbe/CFmlH+iFnDyB72hv2Gsc/Lj+yZzEdEBZK+XfzVBsob2m1VhEvw0tPRrk56ErTppZ9OwkMherrJc8ZcrWJg2NMlzRYcK7315CSRVlSQGcWVTs1YVRA5MkazA351daoq32jBIax12ORK5MMgvs9rd6ppIgT9nGR150Q5uh3QgKVqof/H2LNx5ePojhQMU2Q6bDQMoUIjZ+HKkHrczBganS3QYLDx+MNpFfifaC+2sKr9TQm+0xEO6xAq+68Y861bSkEq//8aWb27NQWGcPbCW9OjEhJwCFuXXvwjOTkdhrCwK3fiXP5iHMJVh53GmFVkw/8O38dWnR5RV4D/t3gmpTyheGUMLHpXJZMwtQg/3XbPF4qvBoGthb8mll9GlkfqlWNDLZ2iF9+NXPX9Q36hCO2tSr+XtI+PbskduHdPfwDXMcaRBfecdzycvc0sCXh+SCN4ep5yu3pvEN199S+FyXSgzb1H05LFBzB7TETJngo+spYhnhbN8Ou7odvguAFY68TttGPkifKjWtPUlmHEp0Ate8wZDbLM6ldrkUsb8Pi7HKlTrruwS0KZqASEZexPHQCf+U/+NC5SIGeZx9FRmMQvjXjrnchPuM10XPzOcGDPqVAnst83tRcKR0Xy+zh543KNxL7tiRwyhFndX36dzE/D6w06B18nCxK2/YSFQeFVo9zS85V4QpdRAq1wyDN0gd6HJmCfg4stwPOH+vB84o46+Xsc0tPCX+eV1ocJy7nC9Fo3rr8scnf+lGaw8Zh156pJMG9ukdYCK9tDc6/0t6F0V5+xzeFmdNbLmj/azwcbNeIXKdmXwlmvsowpwtzrk52cMEAq/+HRKXXfNx4+jp0H5+6jH1Mw3Pqz4+cpFGrE5k59UdcEPD1Ujjy9EIqpxcOvPZ9Vgzs8JGNaPeoxnNvtz1f8gHF67c/iq6twsunmN9rpdSB579Q4v9UN8EnzWrbB6TxIX6d2wf0SH/3e8fs2J2gQ1UzbFu65pUJ/n5qNJ/IVqJAyU6EVeXV2twbl1YUuMLw4LCfxkAA9xP0pFtc5xID5RboliH+UQPzr44rEmTXgxIiJ6HuNlZv6YHOhUsTgfVHCnituXV2tPoYrCQQJ6zuUyxO2Tj+TJ6xPESFC5vWH+8yeyffXH+XQxwNcoTVbkrL3JUGJKqQ3jXv/uAoZFfPldweKRdX2CFm2AOsjLm8H4RCdVff98pGxYRpWNgFrG+nUw9SzFwbEPorSl0+clw1/JU0Pnwpf9kFShM4SGbG+cEEOHgu/KS2zPg9LtIPbnMcUg90Y+9/WyQ04hJsIVynbNoMsMxgxaAJWb3wWI3e43XBd/ylk+5pFL1hUnyjd4c7Vi8yAZFsJRJumfVtQ8xMX+Z6w0GqVoGzbSGoGbrcRVdfqxSE05croOLdenn+i1wvbLCxVNcpVyWf+6VxJqErWxTmMPWmfBUncY5iR1wSWMafr2l3EyDS7sC0t8/vRbt6iyC+fCnDmsxFrJnbn4o/udP851ZEophob+OtLEa5ePrlAUzUZqhSO3HaVEiJyhZdXGAmLk58CzMROmVqJ8nXL+1bhqrs5Oneu1cOgkBtH1SIH2Dny/l6MPHNz7LofcpTl7/NkqdvP4t9+r4WoBNs4O/HM9LdLAkVe4qTUJUcsf4iTgc2dZeuL1Xj8Xl2VXlBv6l4fpUc1akvM1NaNoC5efOFCS0bRfcM6PkeCBmH7Yqk6SfRNynCcp0WzjLKl8oap0mV1Rl8NZAyoDvdu2pzU4fnzC7Xpta3JyVCsSb1jGnf1tGrQJ1E6n/ZdMqTMt6fqoylL2/YoUVa/tCnS2d12QQtjurCyNJfLtIUo68uVdeKCo0xlFqfzz0kt9EuXJoz9fcVElJw1ZSbVA+CPdc+mjq1FjsXvB8pFbXBhhXOlqUQUsGO5k1U45+G23mWZXfjpgI9cj2odcD+lVVVOK7YEbeU+CaL0CCPPxipQ+6rw6PEmKjTgtNifsDwByrhgc2KEaO3Nx8XC4UKEoZ01acN5PqPfSOKsu/Pw0fMm5Fnjm+i5yiY8nb9lNNlV2evTPEGfbGaNAw0yJbTQc1TycGLdvPH3GnVT0sSlY9OPCNM/T4Pyxn/uwyXrdw6Pte6EkdWP4iari5Fxq2qvnjPrAJ7f3wE7H3o2z7jZCGb3Zq5X/lmDPgv3XZy/iatL/f+kbo/tg3XMg3O5hdd/JwtQSX5uBfAQomYJlgtSFgvRd0z5X6dIDY03HXhnIEcdmYNhJElLfvtVcM4Mo4PcLvKKKFEO84fqU2WGwNyxoP6LuHdc0pKe+Bi84VS3BZVdPuVzrON0Mk08y2vPOEvC9qVcC/LOatkq/0YL4sAt+wuMzUjPye3hrhvNSMHeKzfKlpgSxmb/IjOJzJt82XqdkDFhy2LKCOITYSqp3TycsPzOqBMcz6yU1HqdBBZ6c46d9WtD3tynHf2O36+MyO/Bb9HjF3+b1IquIv4Tzy+oxBGjTl4LfcdHIucIKTngbWAv85v2f8jzudtA8Z7UjjESZZA9a2pOwrUSTArXOFjoX4EHI4oeWfbkwBBui35ZXbepEY2Um58+PNABT5Y4GXpa1vD6rnsLzJmV+OPZwS7covhr3Afhfhib/oirGARJrSMz8elF9VnWTV0d2XAo0+VrsoYgYR/ziiZoFfyxwH97Oejzbd+eYyFHfTqqD/9eJ0eZuy62X46wvMNNmMgxjY/Lp+MvH1RaclKQ3pJhjK5y4J0jPsLTVRx6XXr2j+9Py2Fqp9b4KR/FqccYlXvplwXp8Borjk+CMM2Sb7FOqmhHB+8f2TayQjw9vkWH5jcuUqwK1KYfFsukVI3X/qvfNSlb518pUZYvKPHTdR9nSiQH5+FKqcvHxp4QIAHZ+krXg74iRP8JOndckX75rCbf2aVEmTHgi33DKEM36vTVKXtf/dUoOwdQk6G57oq31t/TpXc01c8c7telrE+7ahQVYRrH8dHEKnAEmf9tOIXSH2du1ulQw0nHXig91KK9q7mK77YCPeo73eXCMXlqzK0uEpOGU+a4z67T5Z3XFz9hG2O8l8lS29JFKLEqE3ewArodeXxFkUzkykcXrwHUGrZ9fqt0L7o7Bnl7aYTj4ZZq/3Fna5Cty9dVCavPz+oQC62Ji1RRlZDtCgadlrKEnRPOkyVBkWvvTLoiS7infpp4pyphZdc2NWJV35S1KUGAJsswQl+YrrvZtk2pPw6+cllRb7QcXWLw4vInazlqt/nKFNGwEui0ZJzWbmDKikhtB8SraG8xWlUF2udrF4c8E+H9vnlS9HLNhzMflijSqwv5jJ9x6z6Pp3XCqLHNpwN8epCtB7I5yONfLRh5oizTO68CXT/7jtQsL8US95eJf6ZX8PIh7p14dQJXWMkN/tUNAiTvTamJwL0BnLnBTe37+VxQy7eum+fJ1YnWXOHL1e3s3EixDbSdhS68b+gAr+Uu2yaN6ITLI46q/pRXJVGixSnR/irEhB1ka5PvEcr69ptHE9dZdzuET+mTGYtfLCyL0yRsH3DXImzOwESOmM9xerqRI0NK91Qs288ZRnl8kUNPMITjSDMe7St4DcfagGE9o2+J0f1MA/RrQvP2M2VPp0cgEwfZ2NMK9+uyRaN2tMIwb9Wrr/dzeaYDU9DEqDf39mSVylCmTdzdLE5JwTtHfQ1F+t73QeG2CT8BuWrg/rk+YGnPY0XCzjvDdOkOxla4o0/ZOcEuTSqpLWevaydM7xfMrlkQ8QW5V8GlXWMQrUTu623SqYUXkceP8HUMgBFzYYJ6kaHNNVeEyA+v63qZL0WJH2Mj1YsQNp4TrUNiE/YIWIHE3+s2nDy/UzD5e6Y2mS6oYXPvig4JPnc8OfDIyL/z51GEfe6mqVPzcdxObizL+zyXS2EIl77z+yieXoz/iTMu35/67H4M/Ceyc7K7ETiET2ZnqK8U+wj/p5hnGpzlVlCIj4RyNZdIxv/DeexgqQNjgzw3PMFyFBRf9PGc3V1UPBQetzulCh4dzdc1dqyFtPPL++UuxCGbs/GrhP/EWXrPl009UIb8z7Vnico0IVMeJ9Z3Iet3aXMoE2tbwa27lZpvqmY3yBCenyRG2Ot0kyLj1gfsrsPrG0JfZcgWwxDGBkuaz42L/d/ieavl0RcaamGR+y7VPfdTYcTJn2rj90WioSIzicgD3jy0GXjzxX6c6nwwf5VcEbw5EjPaYgk/HUI2//RFiO4fo8rxDfmFmzlvS6LH1aLwvKLM/D5huvjVFpnP/F2YMXxypFRXM96x4ONSmybgnRNBwowXCg/LkHcBjVeKUI0oh1cZzm5VJjs2/zBqt1cgbF1PVie8uW83sHX4tgJh5x4R4oTnx8sSdj4+IENE4/j19+zgkDEWt3+diu0Afa1FZuXirXDwjeXCqVuT8dHxwITr1aEYH/XBTcW5FEdsmDMi5VcnetgOrCsKbcFLod7bv14uhiGcJstMgKKxaKSb2xPrULyb1zGtxi8Djnw413DbvB593RbbPeW04uXUgiIJewEyK7i1P/2hAmFsNtUfJsS3OXX+htOmvLzIb1PCjgcTTEl5i3bq7oU2hHGPCp1sSKfw2ofzXtkQNl+23obER9p82Gb1l28kmZOm83FLI1TMCct7vogTp63TBzysy+CtSuVum+GC5HCw7e4Q9z/gKx2q6nJaiI5zGit5K60Surc8Vk9T6ILzerNfZS8uhcrFzadsufqLx/vl//roWoTt43/ESJTH2gQ+fnFyo5or8HTkyRnj1wvXrwpEtv8b9CI7r54vSVgdlsRPctYeXKg1TIKX88ySIrw8pixZfOk0l4GXQKhv3Vfdrj5k2tIN+07wzDRtNP/ZgUzc88cZPuq4ZU7tbrF8YHlXDj95tYAZoEiQXSwREaE7k8aKLbIXp7mcneRcSCzc0MsssedEI+vzlkvShuMwySmsE51Xm8venilBGTqaOr8THzhOL9G6yqFblMwEVt8sRjb319mKD+Lz5BZI9MJLD4MsxdgKOP/7nnVQxE+s37TnbnhYMyRvvLvV6UYl8rPCshxmM8eCyzP3rmQcKgHKft+5HQDc24J1nViGRFZnei6MZoVjwz+MNdhUuWtnFV5tPTPe0OkCeoz+gCM56TCEGVz1OdW8Ag9L9aTmPY9AiROfrknlZ0LI7+qAh9ldEFQ0c611mBxldYiAAmXnd0SOFhYxB2Qc3co8EMFj6Yyeei4zHUe5rJdsn8jVTR+llEpXq1Be/kCL2uo4ZRmN0qVsv1prSBmWU8WvRg0VTvo836pHWZ9uyyhaeW1UvdR3fbpWJFF1sYUB/Tufp3ZjRx96XlqF8zPfXnRukyLbtKguniwAZkwZeF2YjApZvvhsNR9hbAAnzQ4smcY0jlTksIZ0BlxSPSB66EcI+u9avOXsvDY43vJp0Q61PmDk50RZPsKW+WccMrJ2j+u9hjRgxjfHQlrQnqvatkXkgXX6Cc6Sxx3QI7b1y/24WjjLfdxO63cAc6rvHxbjjXNaxYiZP13muqMYm2dylfONSuD160LwO8QV1uN60ZW9MV2wMjtN+tT8HrimNOnhhfW9wPObOsH1yP4Qx2Nl4PNnxriED9XI+uOz+Qk7h9jZgsyU45Xhb5wxj8sMPMr/YT/fz5NC2h/+4X/OwZUs1S72rCmABB8x20m3fDE9Q/PqriU1CIPTDtenZsM7p5Nv4q6l/UPX2tyzQZkv8L/hYKXxWqfTybh7/ECwwewfEMgtm6feleMQqtgk9g6al6H189g73rVtcEvK++p8wxTYv3nRrj265ZDLxG0d2uHlqGSDFu9+4OW8+vFRivsF+woKmYNTuMKyFYeQ9+8zYdHidsOnMjFYf8Srt2Duhb+5alnynJ+ryPTlCDNm6TmlRe5y233HTnmSZnyce4k68IPCg1Il0cZ/GBnW3BCbXQm8fGg2zmcE4AwBMhg/586SmxwizP/xQOuzc/ChcN485Q0R0Bptt76gtBzqPE+8L/qSg9/eXxb6/jIV2Xnidn6y/+Wa83e1NQlrD5arEdaXmidHmKq0fX4znj1/x/TUvBr89C7O3tG+DI8HS0t36GfBgO3r6W8qEyDQSbJ8xtcOSJ7BFK5a/BXukOWpVgrM9MvmnCzlzV3F6KHZJuSl2Cdg2+Gedqh9944/SCURZrLBqkiej5EwAOmpf8TXBxXD6Zkn+2UfV2Gdlz2XonfB1xntmfSgLGH9kCPNMITuZjeWX03qQVY3NnJoDffpP64hQOcrXZtTI5jD+/fceuMlzL2iUU3AxklmaRJ2DOCpQXj+vBzZxTSCH9LkvKj5uTEOmuSbRczpukk6hK13X3V4c6dcZSJSO6hRUTucnOLK1jvmE8h+RkDhFF7/cZhCDLnySuzwFGLNCKleY2Lw48KbZTWjyHomGLRtLGFoLanQI1+41XqaqhG5upOpuEaEzfuIGvPyRzX6RGrnvXV7zSVJ+eNdLvN2axD53H3jf94bRnzCNYs/rxOmGVaa7qpVAmQbE++fyU8YujD1nghZzgwSEuUJm2/uk6XHLs06JHtMgefTnJanXBadufiAEmWqRJl5P6S7KZ8Qqq4E33VLlxjo8NGVsvG95o+qcO674VxF3IZrvMqJzKQq1HQVu1hQUg47WUMukrd3sJyPtGhJFk97/xk4P2NvT7lfhEPI5hfavuPN73ZpL6rKIVvu4k6d/Eocwl06a3auHB2LR8MEm3/5+uNZhRS/D8+z4b9hI1+Y0dbgFGDK7mSlFhxCAcbQONmPTMzpozGHMjbGrT8dyGEHbGkwhFdkpayjwq/jYiX7agONIvilIGr507cMWDq4JRW2sRe2GLJ6rx/8s6cCsy5c2Tug34yOYV8TL/Q1Ave7N41/0Ashlju+rHEewAqhbNs3H/uAq+4vRH3rx4nMAoaeOCnsb3YKChDi6XxLOTKLHZxKEtaXnSRJjjKxhJMZyM7XC1vhdoJDq8atVBTexFTacuhP1zT+XBiIefr6oVKfP4FhJ3+gza1KUDzmrG3YlY/Lze1aYz4XgRLfgsaS/mSINjZwvhOZgZN3P1GsmJaHcdPW5Ptz64PA4CtHnxp/5J6On+7NHMrOJ6kQGWclRA9H81Hp7Iyy0e+KYAh1PKSfPussRU2tH13b/tT+DzRLfK13+nEcJEuWCFgO5OOjIMWbHVgBwwWOHOzOLEF7vbaJ7WHZoOHpoPEt+REOIfe0dxw91AdlF+fobelIghnz27pH6WUCq7NvcCgzLj0pKfIPM4IWd8Vkcuv8TPHNxbV/UJYt9GnY8mjZAUeJWswpCdpfmmf8D72Vg3odOI3I6udiYcrL6Q3idan8OhnFCtSNHFMQO7UDBZkGfX0QGFuWf4sA8X+jOfDofRwm4ZqO2sRqUN3L53x3fCUy8VY+YymavP57OOeYGH1z63583q0WzLT8Iy11tQA2Lf+p7mErQMuZOKa2OGViH0ET82FJS42GQEASfuhhDIlumJZaFBzcVIRS9qtqdPzKMKrhPlgk+2LRKT85x6euqHvVtFm6qRBPrLkw6Hq2HlqOMc54M5gwZb+MQzPfT/xu9LEceHkJEcrzBQXoMdbgFKK8PQwOpf5bkzZvzwabmoMd90TS/uH0zE1ZIl6B+J+4ZxUzkfrxDz02SLvdcMzDcL2NQd2D5XCb++vKJQoSiY0S1tJX+Cmum7xz1VJ+yrhqKyz5qAqz2PFDkrKy/2MnjP597Mk2mwo4nP5Qdn9cBWxzOf9JbW4l7mSJVCvM/bih+fGPXOBMWf/D2fEPYobF3ilOhfBy7Sro35qC/4mjxq12XD8xG0sn5sBCgQpg7AG71BY4Uq1vIjq2CXn5WCFS3cy9YGP5qWPzrIpbp0TovTbjzxahDSjXt3ukZXAzTNA59q3Xi4/kvufekPNihM2tX5Yk78ReNgjI9gAvByRGTjPEO1aQbODe7l7nPgwBZSlV92jkqp/ZeKLyH07ZJFC9Ie02Tn93Z6LiIQpDKBd1xPzMtgqcYyA/b1JgGchvnZk+4zliCkT8vKKW8V9RSnB1bcW0QNBiBxQhaMiM2bI6walNyVtVohxaY7Ulpx5qBqY9P0/vAcYOnjtbmLA+wiQh0iD6RsjoaDWIzLhkuLWxHJ4M4wo/UWHK5tbXcsjC30dN7t7pAKt7ac9u7y/9hzwe2wwb2MZehCfZRY4BXMcSuMJ/eEmBCXSH/8MtnWXrPTObQf1caP6vEzlQcZ8h8kO5GTHCy+2K8Xz2YBlS6ZI1114wBesm9L1RH5WCpp03m75hAgaKMMHmZBzKpfBy5S3A+khL+cjEN782bNjfjDIMgVJuwps7pv80H+zBNG9F12NxYpTN0Sp2gDpDoCLU6E8mJuapyssrj1Sh+20HfwU5F+N3Zu3mbT6yOpF7Pb452hyy06hE9n5fauHNA20FCewes2T9ewHStnCP/8tZHJpy5PqalxaS5LR0a7lQ9k+0/5XZozucnzTclc4cVB1GZDZsFX/6gI+EJCy9ZFuSClMZm06rE9YJXveY8S0f1q1gnEYxyq5FJXZgUWjnnrjmDsiLiuuXnlkKXd2NETseZIF9y4jYa0WbUGVHXNu9xReQfd7mlILstNF31HIbgJc3lCOsPyusR9ixo6IcZcceXrL0i0TCAbVqGepX835Y9sZiYOuVpQBh3LcGk0EM28EkX4r+4ff82xqf3n2B/0QX2/z9QqfdcQg1mDGsbBGa9vFnPLL2wpjNf9LJ/mp8b+DD713n9Q/PeayKbrH3gCE8FvFmypFb/jiEn1ytps6VrUGfH8+LEx41Atr2t4tLJP/Dc8IiOiuTA+DnLRFuKSzABZsq+B/EpMGKqE+RD9uqkZ0v17ShIyNsB/swTodJDNUjZxmTaBMkzFguaawgcRilcfVL4VXYN6CvqLuuAc6NmXTsxT1ZWqg+nbOnrhYe8KcOiCzPx149SYH7q2NQ+UlEoVFFERxgArHz+SgvvzyA1l8emM6qbccz+lzCltUD7JilWoE436o/DkEt4DknQctZqA+3dBy51jKvFnXf+FXu4PKcIeT5HC9gCD11H35utX35D02+HAtdeCMff4f4nKnYXwMzW+6ROXXpyNAzS3v6D5OFheb47fsCQ2g/dbzvzBml+J/4J+NdbBWnEVTZAtiCbIxFUonyeJA8eaGkEhAWpETvc2VyiGUTmi8Qb9XaWsPzz4xEKHvcsoWpCUMfDGKQSfWumShA3ItmxQ+Lq8H5mxdnz0zJhiHs2u30pKumGl57NBxYUliJQxi+XIV7CTLg00DS+u9Tu3l1q7MP2HPo3w0yhn9abt2tRLMLc3a1yj7H2NWqS9WfUPhPlNPkt+WXyvqHFxda3FrnGwnHWaE4CMHM+G0bHy2voMq/PHz/1oV+XGnroDBjTTNv/0NBjgamcgtFL4daLpaX36YeB6wflNKMfT8M7Z7tKMXlFR/CpB0qkTfnTIQkT0kHk3up4MbE4+rLkBlLEYUM/L6IHjTe8AWZ2LFBRQ+Mm5q+6q1nALD1y1CElj/Jnt67vAotiLGt+9pmZPdrSRsw7kvau0EY8bl89RXDgb9zxEpuXx1579zzd8jmaW1TQMCJ2TxJBaNh1S3eS3fgJW75enU2Fdm5i0ISrHi9VrfAIo3n449uRrM7u4NDTbpBvisy6ZRMCWjuf+ZvlPMDpz2qievzSoW73149MeqoA9uIpw6fsvzhIBN0zO8Eb7O9+zByEFifuF+OHN6QedVztSJh5wby/IT93C+UaPW6/ueRT4bR9WzBagQmfvXobBV4+ekkLDcNRbHI0yOX+Tei+vh9C5d1FqPGEZ2A2QqRyLgIZEU1nM7amtijWAvD2UBgIbo2HPxmOpP7ewaflesVTIZisW8DI6x+oj4b9B8E1ofhF6E//jSUW02p4t2PXK7+4HaHVf3ClBnrGb0fR1kZZ2pEWbs7awI9ze3Gml0T6Kd93Cfzjwnl5YUtKDtnTl9IGRnoJ+NAjZiB9K1FlJ3rrFpEdx4++mqswlxervTUHMqssUTX2tHQ68JNw/bMoey8xnYuZcZHQa/nUtcgpd5fN+by5siucymbK7xix5szH7f7+/V2lM0duthRZkr83m02dZobKzJNz46eZIzf9XZ0zZ9ZAoclZlB27vFzNGX3UWv0qJDXbQu+XSMoE8fc5zGCsrkANQXqKhnr1OgkT9n57cxy1BRgNg9yocFPq/ODYynYXdBYlSQbDYe4v4ZRfhtwi0ZVePQPXPrh/Arnyixg3Ex+6Tj8IVgysfjTVmx0vF81NrAUBNamfMhqC8ebRz32JQm+hf+GtrO+3Z/l9hw+ZjPGZCyuYRc4otGmQXfe4vFpUH/CV1wqKgtZHZmRDw+WffySsDQLHol8ivXTLsZK+5gxryqL4P3k7eerj8X8/fpEeN2BfmnEDXg5s1SwYATPYAvwcrv8lFnvMS2VpKwOMxWlrN9Vp0xVrDfqLzaqASb2NvdGJ7B7wTrdIFhyoN9tTfdfXtSGV6pt3g+IZmH1Y1OpK1vKMTxAQjhrdT2yMUROO25jBsEzxSkvL9T7d0+qCaaNGjXT8FAD+OTlLNMaUQ3sfqJI0788bgezFvOzCUSC53wy1yhDlv4PFKLXMoG7F9TywfnoZf95mAOzL140Pqn2C9xKJ7hsf5GCdobfPZtyCoBLEsqrV6fy+s31NmDHVTPaIVzU/u7cjZXA7qtIJ8DS/kRtZzgD7zV/TqmpegiMOhbcl4YqZW3DrgY7wMNkFyuc4gkfrKQS72/wgfd7ftkuSS2DasPZE4cl1EO+zTLdRf0lyPqYClz+WbuwZL/Bb6i5Jfwl6HwhLEha1zWuMIiXbwoVJDl3DcN/CfETNvcw0IJ/TjOFqQXPHGIGnhXI8s6lMWCmnnxodbc/ytjvHHbEKxgZt9hOkqL4HuMr6duDcaqy58QoyU8whPYrFA8ubkvGfTErimYsc4QhnHbvcLm2bgiy+9w5P1Hztz791PcTJlheLfA5XQB3tzpJf20sBKUqlwlC0V/AfXL3OIsV8VhsIP2isDOFN48TbMMTyYEr2qf0YfgR3+kus/gpO8Y9KECf7y0mszMFqCIzeBaU4eVLrNLBdcSDwZsFspT735O9FiaU1RFTTWhN5fyZY66JUe8+79w3pdKUlwPjo0zZExBMBeZx7lmdAmyuMrsFAkfVvaziq+Tl7R0HkbVn0oYT+Rev73+YpEvYfHqDLmH9Z3MNwt6XccpEgpH5YrpElxnIz1Mk49bxf2kQViBsrsJPmUgVLCu3KS+C0ktBXYqnu4CX667DmFk6Tll+zfh4uIOiX0AFdKytfJ0QUgrijI27Jxt5OYJ8bCriXqC1lTBx2PytBmdj4ITErNPjD4TimS6/DW+kQ4DdW3qXBuHE7ozQp2Jg15HaK6BcfztXquXCkXtB85tD0nGBxpV54tNCYOyG7PXzemJwCDG1u2msdTTKflDadWN/HJS2C3mIGb6Geo+RfNu3l8Alu5CbtntKYNLjmPXGp9LRK3bldJ9vsbjpln4B37N4fKhqFt+TUAJ9mlf4T7wsgtBLjVHvHzQBb8+hEsS3Xbc2OJcL3Y+udDtVbYG1+lduhj2Nwf+G8u1uC/e3fAc2R22Wg5KCfBNcd9ZAZ0J/RqlVMbZFTDBzDSwBIe9+mU+O6WDGDoB6gadHpchWrurQ3iJPf3Pb+panqnS1wKqRy6dq0Bsk/OPaPZp0Ln96eoCSKrVhYnqJJWAnf87wRXIVsH35Ti/8yF/xtf5HByTcurdWeGMwvO2TpftGB6ICIyiCmoH1/2bL0y3Mn4oWZPebS9qQsY+UF6tSASaYKC1PQ82WXmud3Au88ydIuxU5pap3FSm7D+gjT9nzZT+Mh/ubMFNtTv3Mz7k4KLL83cH5uSjuFvPlkFQOmuQJJoqOfAk116aobgm4hS0/Kh9OU3uL+m+LVy2fXASxqRfHv23sQCa+kGDWCvbVBk/yV/5G3twnAyLbR612/9EMb10YQ/w3PFpnnmU8PQ6Ln+x0MlYIQS02OJYFHrO3mblHZmHeK6mLr87EgdEVrS6V98VwxN94xoK1GdBWeqVidXkAb3/5WSVasgUq6i+P+oUdM7LOa2uUwXXxJzsFDkVhZhQ/tyNlg6SITcBpsSJ8xBynnA5g0qGKznwk/fHiVod9lXDw4PXmcD9PUGRswIFy+DhqpOC7mjQQjX2wKKI4FO/fLh9x93s9+Ey49tX6cwl4bs6HYbplEDPa4vavwUaYPd7b+cqrD2gcfrss9HsyOLnZa88uiIQosXlvDqhToDWxtxJpNIxhg1UJqOq+RGxh1U80vefeYPLSBXg5z1SUefrs0EbrDBy9Xbt4u/2Xf8juGf+OgB85S95jfABcm+uQW6KWAG4O7S2W86Px4WVdb5etpdjwMMzw67ps+DDcgP9qwHUMWWkwPsawEJzmrJlw49ZvuJh/SNK9PxFrzU++Nd2QCV9qX43mf1IMTQuspgVvTgFPkztvlY/XwNqgCcUPenqRXXe63YLXuG1z4+JWCHArvKBiVAIoGX1pxvBGKHpWuVDdoeofJs1Z2Sx1vhQlrRLirs4rQ365kvgcy5/IfMot4XHopXP4+LGsaEjTW9Z73vk1/noy/url+Q3wwctX7GXDO/zwZMPRrSu8gc2rpTaD51YmoVOOU1+dbT91own+2M3oUrbOQTZmelaEsHnHV82Q5D0/Y1pA/l99koO7mUHsGQHyKU6tXfZ6Or4UP3Vh8o4SMBN+KmtRVYtPuT82wbYVnVd0up+visfNuxjFUwFRj2+apFa8gT3HuZXnTCm67/35c3FoLpxrPyXdurkJWR4Q24bMuoDbVa7eYHJ/e1tgJmvY5cP60MYN75T8QedatX224xcQyNpTZzouBH9a0jvDxiM6j7DRyw5Jw9aSqGWWV1Lh+CxdU7fracjGbHdnYiEe2VtiWIzX17w8uqOoCO5a6t5TCQvAyMrQuQJf10NilOtwx8FKDL6w5JjcrnwIzo10GrWuFg08287fbE2BOXW5BS52FTB7j97mq94/Qe2Hya9ngmnIxv63JUIYHv3zZWUuVsl5VQ4LK4G27adTF3mVg53iysz+jfXAvlblZxmG3AqYmeryG0cLzzY9o5sIzHR23K8UsLyhPeb6wySYy8TbUlP+B65QKtb3ii/C/4Z3+ltN190shMjx3Af7YTH+7zCHhGV/XhIPe2oE4iwvJmJFgVRgcc8H9PhSY7HUPgd77yVe3CqWAbwYXCDy9EYIxMLESzJ1KRDB/3DCHloFPp5SVHhGMnyruy6bXuiJ/j/GadvFlcLGEwJ31GcGIHGedtxjFIV2+Y0eJy9nQmOlYtlWrwoYr/601V4jFa66fHstIpSK7PsRZEvhPBm/t+zMb9j18VHlpeNxyMbuqqLBTX30qhH1FZAgNN59kl4dqrckSZacrcbZ9tM8TrWlwKO652/4zmbCcf3eym3UGxQvVQ3ftP0aOicnQ8TPUmTf/zCqDV+3HDyXxt/+d0+vB9j5imUzrj7EbAi0weQ+l7DN3OuhW9O270ZTwF9foREWMTHMinpkTqnItCTee2cEhQjfn7FOY69VA/senfIenNPcLJZzJAm2rl9o2RfUi4vYxbNmLKlmXszU+tc3vguvTBjlGw2lRakmlaoNOD93ab7e42SoZ8b0Y4ognnm8XPiIADMA+96MZUxMtrAVn2YxC2qdWJ96ITKV/sJUsWUdCuduwdcduvet9x/AYxO3f59jlYks/bxcDBuGTWqFpR8wpDrppPelYrQ/4L7zo1oNb0+nqgKZpX+H7XXw4CXf+nnPX0LfTflhe8aEQuuLGs+YKaGYsOqApu/oSGDWzM55JMLViRemWD9ORSNjQ8XqgWq00d1VunBpNub8Hu5zXr4Smi6JZyT8fICt4TOuWH5zhOZx79Ubb0QBzx9tQp7uacJNq4SfvNoUiWy8+UkhsutL+Xz0fPCTuXsd+GnWxHMb70+LhF39bc8nQQ5M9nF+3/+Ue35KnW+878uGNwnmUovPp4CQS36C/VNB0mVqYDThTC2wuWAdcZrYt11adp4QvfKpmHvl+Qmztn7jdj8w8Zjaj/yk4/6+79nHauHzivbQ3Hg+ws73XTn0h7zMqMctnXB9ZlpO3LouYOvhdD4yl7GPZgmS9ZPufzKLzsfR+rtPezQWA7t/J9gK1pv7eq9dbYZQFQFuC2gAvQua0d4YCTMw+GRPUjmwfO9xK/D0eTfO+R4b5sL5DB+kRw6aC/vAdhD9sqMrAJ+vYBhpJejtkHrV8ZLL49mcRgoysWbHXCHe+0CuiPDynJ9aeO+52N+M63cEt9w+VQnaoZOqg2cU4IhNOknjCzPBa5VftbV1GrDvXdFrghxRJqDPT14bjG0+PaED+MOF5BVPcYjmjY+p+QdS8QhfR4qPYQE+mr5EYuSddJy9qE9lf1YysGvYqzJw9wtq2d32Gw2/makbmkTApCS57vGv0vFUwVLvH9kUKstm6hdlZYFP59IFx+aUwBZscK0UK4JJTHw7oA0ibgzyW3Mq8QHzeifRSOinDs9IdjKeXCY4uCruO/qOS7abkxEEy8TPrC7h9nM5NtBXgbcFi8VHpcf83TtqxLVLn3wOqwiCE9X1STMj62HJjAsO4XKdf/lNI6qzi4gZsGin753sld7osvOgd8+CIuyY9cH4hF8eds/rSEo7nYDCXDYc9sgDRMTD7yx0/4lmK7y0XqbE/EOVlU+feIYk4/rrgdWiRfUYk+MquCcwGbUmlE9fNKkKAx/sevPhViXy+Es58uaFGdiqrq/mXZSGj6cli0vmtKDOqW2Ln2+qx+/bN/8wOtCFYQv0xt37wqHMmkKYnhq5Jsss6CsTdq9Vi59qsS/W4KP7PVv8yu/FoEmCq9+dnjQw39H0fYxyFvYEr/MZX8Tlz/vdzKYcr0KbunmerSuF6aOH46Nq3GthdEDmou1GFRBtm0Ff3PdG5q0VKy9yCDs+eChDWLq0dzhh616fFmGmGvMiB9BciVHoonQZE/NZK0CP+mQ/zLpVDdwi0UEMm5CdUztwzw9TR904NFWFYRjNf/3eFlBhFul1BQhjn70T5/+bP5Uj/QpcBnGGn/DeW5YM0R/MryacuIlP+oY9HRv0Hf4byu1+euprHWImn+yh9jGxmNLzyl38w1uYndUsuPWeL2aWjX5XfTQaXje9yDmwuwhC/AQqr41KQyPmRWYZzWDMDt5TwZwxlnWasHVqiOWOyXyE9xwmwDkmBpbBoYxrdOQiH+XlQtp4fuBpfho2lvvEPeDQJY0+TzrulsD5BI7yprklsEnkXsiNvYXAe/9Y91+d1g2v8qs2WunUYzgwgdRSXs5kRCtc5spDTmk3L3dT3I683HUUsu9rO6NDmuf2h/tkDycfTEcL5VtpkxWLz25TcVIiS2at5qiNbETW7oyVJ2yOx0WIPHVeNrx8qwg53DBt9b7V7cDmkg2Hk8wpwpv8lqmQZw/bN4yKUePt4ZvqEXZfO3ce1WEWEw4soEws1hKsKbs3Otqasnz7og1l13TFp9EZTLAhzoyHUywpG/PonESZbfWfT01p54GiJ3LnTelZGu8508yEt0/waSJltioX8JlSPKFpvjXKnLL7oaaTKEo/mfhy6XgayLw26Oo4ylzumMtjKWuvjTCg7PtjikfSM2J/wh5f1KXMluvJ4br0E3M7d6ny3qvzuA2M3ghGjVgdz9uTvSVJmRi1+p5uZGyF0Fw+nv+ULkdZXd8uR5j19f07ZQm7DxMjw9P1CSKEjUckcQivHtTifvZG9yKbvzsrSN1fH50wWJWGvL0pfsryt/Mc3p5LBIdGY1LInhd8ZHOU0IvFYQXAxMffV0mQteyihhBt5ec27gf8dE332KSzXwfQjlk8je5CJr13rZJD3zvq9y0ZlKTJIXt0RhjK0p4QrqBM06K2TMA1S4IG5403zdqmQFmdECBPOezinTpl35f4VZvaMuOGWC1681tBf7OTFm/vfsQwqmTh5z93qQBvj2etMB0WMegY4CXEe8+gbD/a3x9+48BeQToyQCZg7MMCjBKWMNg2kI/T4xf6nghrRQ12cbAWFdlgUBNE7Gc2jAPATvbjaZtvjdjoWnm5cmcJ7qzacurFn3g8cZAe+ClZh6w/8luQsvYSfwsyr8e7qDsARtTK4kB5P7D5GqVB4O2BDYIN8yLK3kGcIHCvuXE/H70RPz89dXUNHDO5q1A/phtn0OFLfXJ60SY5xfe+axluZl+8UAHdMz8Sj1pPyFrMvPAkGXnzhXZgX38yux1ymPV9sw5g32czOIBbmBdNdXB4ufF5XSA4ZdT617v6YPr+p7NWjumE3vtT1gxL4/ub++wEJqb96FsF3jFz6IytiIb/RDZG1pPydw6eBmy71C4DTyuFd4saXiA7/1tZhU0KIsmNvSX4+rio7yy/UrDr3C/eEvgBy6WMWzX7UiAq6ZSM09douPlM9+Klx+XweapMQ2JuB7B5o/gmWLYutsZxYRnqeY6rXLK6BfB/dXdeUVFlXxonSFKyICiKGEAFcyIY9m2zAmJCVKQVA6KYUExoiwEjLaLYgoqCKGZbQEQMuC8gURQocpKCImeKIJmpc27ZD/1fvWZm/WfmYfplv/Uq9d5zv7P39/32LdHBvqsO4rPvrVfnyzKDaXBEks1/GBjSdiQJis1nd+nPeQVBMscu6E8KRf3RvJm9C76A3/kn0f7FGRA6ihl4Ju0ExPUQ49cDCM3rxuqEKBwz8G3/LQG1cOSChvTo2y9ga627Dz+Dh49Fb8/Cea0wf/Xhzl/sioFgsjJEj36PSFYlp7Uh7cuP6gYyXr0/oRLE+hSoDYcvxVDZoN4Jb3YT4EcTJtc2a5fdKsHsmXp3NV+E41Efj/blyZUgZfJik3/DS6A+LQ95Vvey1G8jVaRYMg7kew1gr7j5OxezP5C2r3Rq8Mnb13v0Dp9GLj+ahSR2V3+1BB8+srOYZifAGycVdyREv0RTYky72obhreluWd2FMLLX3vyqQQMaX34x40YeDyqObra9Hf5InBsqAi6H1QgrNSoHHlOXYtibpDFeCFLuKvobhA1i/k0Wd17bt4t9cL2QP2j7zISHCuzBlvZIyz4Flj5va1WZeILHTFVgaF7tRQVETl94Kv1DJmru26bbcbYAtj9tPflg2DtwLvzudsjhd5j0MGa+NgTBW5FavD08Hbh5Zwqo9iPkwAwAegDkin2MCWBeVif/WCYTVr1vmbR0+6d/qZEVOuN/2IWB6DIbn2En0iPDuj9LtmSiRILCwEXTikHQE9EjTCzEIT2OJtv3lnL99XOtQFx8pXfKUbHy3CytuDIMG2DvZTUqDDmBlQZWX8tk598tRUf9l+3no2PhZ+093pgXpJQCm5hJBe8ml+CllLub+w4Vwq72QVlXjqRAu13libk1hyHAvNDsYWQ4vCUyP/c1TqMNtmfie3QJBsqTTn4+zre2CPLfnwduWuEORpPycRIFQqWg87oh7SuVMoHYIwbW5SCxfVRmNKPhpPkTtGY9gGXE4OfQiadPKGgO/TUbePFmo7/VrfqrelwkoMd4cPlod1nW/S30ld7QL1ILxN9297xveb4CuN/DQrO1MOQDW4pT1jKLyr48xHuOSjeSkoLEPFU5lranHfuxlMMxthGfDlKLLVWKw69ehpdt1n8AU9MrvcXt3nD8k8O73S5J0JK0Yr/ixhAgsbyKh5lY/s1isp+T6HkwXVDgl1QH3oP3iSR1DVI/TnQ5cDpMkiVq/YP9IHYNMUh56bOUSwb67KnNnrroo8W23h9QbeswkC1UNOY3x0iz6gQkuEidoRzDC2osaV9fWq/CbiVAGpP+LM1bLu/DIVqElNSFOmeXyw9zycWx7yd280/Ug16TUdb+aykc3+ByEb7Pb+VpSBYh7bu/iEMaH2pOxrJbPjH1swrhMPlwz2kGU+WPG+qT82Dduv3APx2FPGKndShHinFsKAPXNd1FapplSPM6Zb2g0Pv2+rA7QiCYsFuGrZBQ52O1VjEfRF9F2GdYCZxeroBb94I/Sy8TwuBZxfomh2rh5AENvf4OPGTcIw60ffsMid4PnQyKeEBoGutKc7Bq0/UkjYPpnG/EX4GhuCcjeXH+XYKhPDGjfmwLv/5FYZsU+2AUmUz2Yw2NV5offF7OvXcFVcidm6ngPExw2eMBD/Uyg4sG1kTDzzp2KSF3peH/l7r0tMzk7fwcGDj/wFTn56n4T/XH9TjHYdZf/rGaHzRyz1wnOp/+VvUZ4nT+AAlz93TUeYWA0/WdJxdNCwfRZXGJuns6znZza8h/cw3XPJZeb/WSBz9siQOg+OfcDlS2kZsDDyg/bFcpzLlrtEwh6hNQ/dfYLOaSKTAPLyo+PypQZLaRwW37JIbyArrVmRly8uWVTY0wnxppm5DOkV+1Iv1ZHs3gWZ6QNOlsNsfpVC0GYWbVnatxNyC7cHbmCOMa7DVJttuddYrj5q5oQ5KijDBUY2hbdLgaU6EtUmJXRjEkNhATaMhQPTvCkKEcTBMjhs6LLSczRD7vmT6JofhSvilDc9JjzRi1mbMjV92cxdiRQbXTHMaZBG/5cxlyzZ+8ZR5DqIFN3mbMVAIA15jFTKP/mTFUrxuaMeV/6pee3WvM+ZSL5zM0zy00ZUhs1qnDmMlUcBy522QB40qE/vwFDJ1rT1vAUFvY+AViLuoC5rWi8wuPDzYMzfPE2DADhb+kOGiuY3ozjlYZDFvHjHX74TnEuwbNvkrVKY9LgyplYqhqBIrd+9QJym0G50tLy8GPddnw9pdcoHMUA1l29HH32yMyy+GQXs3TTJs09HpW0OkfGgqnw/oks569g4G8IaKTKAoKY/atiZj0FpMV8kobl+ahRd/1NY98E1EnYHrG2NEFuFPHLTC0uBivHTMYnyNYKe6rKrEvvAggrRuDnzY/accyTJlCDIR1sF7rbZrEXD32iYR2SoC9LCs6JOWLr0myzjpK/AkiPUxo3JLbNVjX1df6b/VQZE2VVp6D+ZV4i1yjJ6ejy2tYsde2/OfcE+aKrvPr7RqB47p8A1/RqWUjl/xXPTSrK+msSxV0l45lNJLLUcdxbsVeG9F5UrjBIKYpAUedcd5f5RsDXmaNeuMHB0NGmvOMUKMUND11UnTIJuJnJvvTqV+TsCHXPVbY7g9rF3u6yC4SYJ3wpUrNlQzYHnM7KTAY4TBtyCb8VYsZEnjx/rerw7QLDwctSxX7QP/9OtPaT8Vl/X38n6rUBy2B8Pca1VtTEDYY4fhuAzOD8rD/dj2ZGHd2wuEo/KfK8ZOi4P+68u+YD/JzCPzHSqZxAcuv4f92TRrLr3TZFfxv1/rhwVqvdMPhn2r/iw+dpW9d/E/r0zeuvnKdQfifVe/fFuU82hEK/1Rdp2d6dyyOwv9qpXnVqyysEd0uKxolGK7Pzhdzvcoguan/AqskAbr7NjbOXxYMpjlhb6b6O+ENgu8bysMn5ZN3pCRsE3Meu/G164X8+/bFaBS0w/VSSDgQW3Ndeis27ul8PXxcIVKMm9s7IG04tQsfscqegMhZeH8259a8ilw4HlgTrfKtAJ38PeMVM/rg2W296rkSafCQP6502ZwUpNioI0IcQAEKbfj7EjKQykDqUx/9g5uzhUixteqZttL5vZiqHPGnr1odusauvjo9Ih84H8Z3pDE0kxao6BRsCRH64qg6rxdKm0LBDGKd+dY1SH2uDgIk6rxrThWu8IiKCdtXjMoUvJYIQa1v+/H9o2Gz7NYFgamP8EjgaNENNRdrVnsmlvR+gYUfD/XWhabgUnqxKUFHEly5Wo7Xr+ueXzumEEh7wkw3DxXLX3m9m8oDfbnaXcIbPPxZX6whCa143PD+zJ7P3vEwl/lRlnw4F8s2z5Q8X5bN+R43ZUPysbhP2wQifbGuM1XmUAn+rP3NZwfsTsoE92Ub4yNKUmHtGMV9x8e8A1PyuT6VCvf9lO796e0DlBeey8OKW5YzM76Hwc/KcRxzYeupBQPHbvmKZ3rnXdWeU4Q9vWMXng9++i9VJb7foidbH4O++YZXTaGnYTw1PkTh36u9dWT3cu9Y8N2kddXv5ksY5xM36eP1DExwTm0uNtmGy9N3yG20KQVqr5qVCiOJ3SQ8E5ad/PxqXUz+X3VhQKfcNcUUCCevhfVl/G6fOMB/ayjQ53CdDMdhvtIM991vhbuVtXDcYWVdhv5zbNdjmrK3XXGV1+T6viXajKds46AlXjoMzet06zB0fvtkGEP93L9oMxK0UabCft7kPaO6WIulcUQPHZbm9D6MZKnd/JO4v1c4kutr3ZnKUv1jO5Gl/p3u8ewWAiJxNGKp/tk6gm1dHGnxbsd1OPOSLEboBMqvdugE6ic8IcF8P3z/3XJBf4ZyTvmqTGOHvXvjuhEMoRyteKLNUHyeripDOeuuEowRMXDs6C/OzykwlC8ZWAmX/xwAJv5VIFgt+pOoSjAX0MApI6YJFhJjTXIp7HfVaoivy8bLa+tlHM4VQ2sWu1bhZjN+G6duZz/gOXD9jwEM5XW5NuGhI3eVOnbkAfWf29QhN5f6jLPPbXy645c0VL+Y3Trg8FfIPRocu9c/FS2oQVMAEWYSJX/+WgFvrOK3yhrm4NHjqlLCoHJI9LzCfJzYjSmtv5ksuViPC7PPDfezSsP49xFXZCfLMHm6kcVzhSWwi4COH1fDsy2GPe6va9G/vHShweYqCCT4jxk9KOueFeNzqRi/H2jd6t2dBVsLJ1YvtXoA1NY2oRncT1d8j9FvB6/xMksX3PUEmq+bweNy6FMTkPJ2IwS42o79oqgTCUqrGjUOBGVh/dz4xR7TRPq8ZeC3vROiYH+Y4HyRZSGXR33JYuXES69H7noPLyOtrO+frgSun5OJ+ZaNluk7suGIRsWTB4I6mCFSfbcyEduLlh3e7S7DyDx5ut0pUoJRItfdJVIMtatelWRqV0bonjNXZQgWxXKoMsfv9m+FWMmWrl7LSrzrztOa9+07juftPGM57xkGvAqruFL/Fvifdlo/ag7Fn1ViVMw5n1nP4Cg1OpUhHVeKdOdms5f5AYf5wNDGRhRQH9u7ZPhxwH+ozMVUpDyhlaL7qluL5e3zZWB1iCT8q2FeZYC5iYsAFhQVJqnfjUKbG+pnrFuTMDTRaMTO0xdA3uv+VjnNMtjgvsXIcUMCvFklX6q+mEU9e+3gUkMegM67vcuOpXJ9zfAepFyvjd1IvhJN2i0Y+fhA3uoDqWK/Jh/oXh1eORxVvaloqxwi7qfygM7BFxbD5lfB/JNsGmy590dYic57jLz8u/KS6CT4p5qZcufyGu0MILT8XbNKwL7z1/n7N36DC24jN3+SDYP8nU4LJntW48JmiUEdrZkoPSafHTa2GCcOmaobpH5T7NvKgTwy5pXp5vLvC5HjfqTJsfvUyQRBQfz96c9SDkuyOksoqv5zNFgyHjurrcs+qtu0fidPl6XP/Z+6LMfHVmEfE1zm1H7ivrwMSzkBT9pgp+eL7qnaiNRG4MOilcVYT8vZQXDHK0vbJboUBv+udmneFx5Sv6OLABfZOTWszqzFBmIvPdaIHOe1AgkeNP8YH1Icn19PmBuHsdXVVSefBsMeyfutjdtZXL67Ra/57YO/6nfrsO8aXU8w4CEr5Tv1MxrPSD3xzU4Auh57VqWtixX7UlNRQUsov/dhEoTsUi0/POkt+D0JeqcZXQlDKcChAfbylTPGXRXdQ2Z7hnleOvVX5ebWX9HBcbba52M1uJhgjk4WArd/4RvMWrP6+iGTAph5I8/D8YMA1MjYfmYzx80b2oFEtkwuEgK1Q2xsgQNOvD2XNqahT+4ULPXyxLVu7vbs9Upgx8kpxwQGYe2OEI1Em3R4VHHGvzDuFbgsHDdinTWCdtXCupOa39C385jo5iQEanP+3gYE/3LtZiOYqoyZfHdtGVolmoZcaPuCJvdVRSd1PFLeqm0THiGDs8gmVJi2py8pqQ3offWAEccdizFi6L6e93MYKj8S5jBTCPhIYw7D2bFnMHReFy/FFvpMy9fsjEODzxtXvbGrEs+rq5HmxmLzgLdS2WEgvwRovn9uE4wVjq66fUmGVVEo6tKZXgv0ubNtx1XpE0US4T588FNX9d5fLebAF+DWReTELQL2V/uonlMVkKQiOd5n6js09IieeFk3U5x3y4NBms5miWtj8Wc9MaAm7sODYgyy2OUoHZwBo3JHZSg+TYZnRgQEmo7DVSst8tbEwFBqVKhBOl/Pr0S6lyFDAHR9kX4x1D1atmyyx3OYGGu9vUizEbnf8QEpzyuqCUPP6cnpW7TibrlRbQoB2bCcGPBuVIDCqnGHpyvXgqWF1pbWeAF89i5MrlxcAiQOM+N7Kzgs94n97CCEYVQg5eCkoImD45dkIqELRMt2Y8Io4lTK5LhbNS0g3KQnOqpSgctdNoLw60zjR4+FeIfIzXFt2PT+ZNTenAqgf69hH3CL+sRStYJsDBs+bmTMs3L4WafToFYW6D791OyhnoZG0ZaL/hDpX2fHfFcfvxtYWzi8wdqoEQ+SBqebBEufgyHt8M6TGMbqOf/grnoocNtm5uJaDxP1wnQ/WZRy+4+ii4FyM64LcB35H9xrBel7KobJWUGQEnjEkK9bAyO7PQKmeBdiD8Gkjk3j9mEZy7J4ZvrWtBsj2dlTamJXeOqxz23njIls0OQ4ETZaHG9rghbHse3txybLvj/w1WoHcjwFGY4XESPLLibYzCWabNNd39YtldKsoUTcNMdKCZZySVhpdsTwlt1rf6tC7j0qxeA4Yij4ikkzZKbO8kiGQ7KLfs1aUImXvk31WLH7K+j5WQ17fiMdSEr3QqsA/faQBWJdqK1fOanlYgZUnum8aWqXC2IOCJCut+q1NKT+FX4TFLsZ5YZcKwHfJonN51XfYMyZLkkVxQyMWyc5+A/RuRO0jCRPEGyD12g1hlYgnUMvaYUTmUnum55JMFy/TJ2h943HmowiAYMf68eEXCYLHPqQ7sPaIM2uH3N0zaI9EUBw77e28YHjREpyOkyiBSjPMqQZksfetN1wpQsifrxf+3u/h2JfWDrQfF6HJEvzWclZeJ05a3k3vhoH8H5fmL5eCH4XSJCxBnK2kQ5dDlK+3PYupFy0+nxcIXqqZNO7Od56sDQzmNgSRjZB/SYS6AtDzpfzHWn+xKQVKJdNT4/ZS7AcoUO5vKD2CIbE93eZGzB9ChPXZjCjmKEhg/ylNsuI9xQNE/fJlJn+gfXSXhvaQWUrr8jcng+hH5/rTlb5iuTn5i4VwgQ51yd7Ymrw4Nn7ykYFxUjHbE4FOJoAon0bcEDaiP2jU/n4w3TuBr+QcuDyyG3oRoxIlU1Y07No1t6jNUh5zjFCrD5mPEhDNgoSjvUNH2PxEYZ/GHBDY10mcDm6fJSu/vqkwzAXOC7yN86PLhEi9r3yIOfeevWAchnGi8QXXnUj9VEvkmdN/Toyh+oJxc9TEU6m4E4eDn1du3TzwSxMjK+X0pephd/diTGrBX/6ndpGB5vKpXxHu5IE6WsiXcHl6AWwmwIri2FFycExOX0Cbq8J5GLf+mbBpAll4H+Z7dFf7g0udu1RHRmx8HxO7TmpmVXA+ezb0bdD+WSJRAF49BBgZSfQvPQQCYbez5b94DgHAc1APssd99Q4vf9AjTmT1P5j8BFVJvcEAYwpMTRHqKnE0H1sMaLnlchtiwEM5YdsHsiQKcaQLhlGgwy8RsswFMejKgQuJ92JlOtp24XUnyPdxPnThvUi/z4xdHQAsbPZNDeC4tdDQ3Y+LYBTObwHT+/li8+fXjGnuwse+Wh/aTGvhUd3SKO3k+O+rGgFQgGYeYUHLdMJSe4L/r2Gpx9PqUt6hfGtDZ3J62PxqCFxAifi49qWs++XZHPvkVIB0rhqZBtEjCIJYnmW5ij5Muxv11JvHnwqy1Je+jkZdleXzdrbGjosHc/XDGXp3q8fuizlzbTrsEEB+eZD5g9iJ5AXPlyInE+5EM7Hnxxkfk0AW+cbd0mX5XBcsF8rUIU2ejPh6GvZhucHvnKcO6dGUD32JfOqZQ7ErlebkVaRBxkRxmg/shTpHh35Rlz8IvaxhHY77vDNWyXXUYfeJYKBoc2V6EzW4+yXYf2DicCVZun+o9HDOP7fZll2HhEKl/uzNF9dM5ilj7V9Jd6rJsDOVvyNYK0UuuCH6LVmyspgFF3YUgwcN7caKL8ooBdH+nefOfMjDFV8L1h0qGYD5XwebMWLht2Dv48X6cBNv9wOqRTgVRMSGC9EJlBBI0R0znK8ykz0IWNx23wcSi+WjfhbhZbozREA18fIwugZR1pwYwE4bTn9qjIrC6ISZ+6Xq46ACZWRU/qdqgOyhWGvaiqS67YST40ltsLzL5pQyfO6TYW2MjtfapGPsVw53HuTP3G6TY/YN/+B+27PVWcSZwvlpK1UmNxb8ypmhMsxer4P4hteyjPbZA0FRWOkmDv7XyXbHkpB6rdxkWO2WHQeHzc7CXXuDBN9cUtw4/rA18mBFVi7wnJpln0JGtOBdhMOIXK6SYjWU/44Gb2+Am4akCdCgJEJ/bqHLI1Dq+A+M+M9z2AzEMfIU8w4WzhgzOcQmGW8J27nxU945+XHUjdhlJjHnYlc7i8DqkmsK6YEqY430WOpT9JJl6X8d4EeS+RpeF8zUt0/vhFjl0ffdMwLQWKr8C/7DtOcxunV9VWjNQGdeSmw3/b5OnqdieG4Y6d+INfvkuW4Tx/lGM4nKc/tv7GR5faRrBZyvObdGuwgYr96IMe6EqOnrQT3Pf8kxei0ql6plxjC7QkQGHBcmH2jGcqfW27AjCANBssxDOW+TR3HLHn854mbjwcwdC/NmC4IMDl1sggqxPuB6rh9YLtZ/A/3O1XNEHYAAA==\"},\"shape\":[3778],\"dtype\":\"float64\",\"order\":\"little\"}],[\"v\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"H4sIAAEAAAAC/8y8Z1BVW9M1uhM55yAomBVRMIC525wQA2BWzAEVE+aIOWEEM2YUAyIqAgrOLSgoipIzSM5pb3L+1lwLeaqeU6fe+351q+71T9cpj7D3WnN2jzF6dJ/XGXbj5ANFPDNueX50jjoeGiYnX/BNCwNl309/PVwCid6n1rvItYL5G8/Kp5NFKO8+Myh0vxZm79N+NWWcJkqVDZv67JHHV1UD9SSeajh4+PRlnhM0USn2/KS4vVp4t+TS7ewnJij7cUXaw5dd8MNGhcb7U3TQ1fTF4jGF2jh34kmHYIkxLhjx7tuusQoo8hFfSvD5Rm6hxjn9XV/g9siLZ9s/5kOf0x/U0CkaFldap24L+wxF6eX7NpyNhkm1ieJ5Cvnk8dkch0SrtM64rEbnsYFSHmlTneQ69rLkX2O/PYpBc2dlk6031l86+jSDgMu4gz+Msoj2D3Ofk1+k0COt8ZBTcC5Z1bdPqsPUOGJc8EPp9cWfsFm4+77tXm9imnn8/GWrR2TeahfUrCv7fxzV0UmrT30xuevxLqeLYmln3N2w8c3kMQ3/n8XYHUpLz2A+5D5/U3k2qxTOXsiTdotVwB2ekxf1H8RH0241m+a18vGcvf5ieak2GojmqZpv5+HAdtPWup3NsLe4t6X8gHoIf+Ix3kSvEF7uUP62rFIK8Yc29pk+/hvkDTIvuZpeSP47Hk9YEJqqn04cy0IaHo4JB5+QWQ4PXDNJXc/XI+R+p5F7I+f1GxMXDfeuZlp/qmuA1Vi3r75QA6f7z4pYtVYD1wNzkjyEaFZ3PeNqhCxWpe8PzAsUYcaNu6+/hImwbMMp0nujLEasku2f66iOfg9l4yxa1HB3tf2p9POCzkh/nGx/LdyddqJg5EwDXL3ga5ebTw3QYeMK3dQR34nF3XET2kXtEPe5CU7tbYC1GaD7MKwUnJ1tZi3IiQf5i1YXFvwQ4PTYYVe3WNVBbHN40t2FdbDjxO6g01vqoa+0Z/Gt71XwKtlx16yuUvLf0bs10dZdVABmnx5UpYzMhOI19CTWwC3HKP7RoFroMuXl16c8Kbhc/7JQY1gZ+RuFE+YF7LP9Q7b+rn7qVvKLmCt+7LsvK4E0nHUOeXIqh0RMW5GZa5MAHsu3Da9+EU9CHzc0HC+LhbX0T0EV+XNm4aCT2yUEv5+PK3GbBA5zgiNTexeDv5Vbuf/9JKhYNH5sUUop9F0+St9vVjE8+1R9TtOliBRtvPZjcmER+ZpjfcJDsRyOxH3cAxU5XN441QR2PxKbupvWwMOmEKE07QlxUTiVmbOitDP6Xm16884umsi6ekw4V5YNb5W3vTy3uBkuhtb2XTJLFiU10xeeDGyEFPkvpU0nmmHpl90rE5VkcN/QhKuNEVmwY3X+9c/6yRB3r3WqRoqM+P/vcc7GW7vvrBT9I44yMOrle0Hwv44q1lnVYael5Fao+5VBb14R4wg1j8k/vUmXVX2CRX0qoG+V7dgxVjlwf1betFh/KQwYENitCnOg/NalRH2XLGI5fs+7bV8y4dKgB0fDlH51xszRCabWYekkv1z+qcygDLLiXMbYFzbF/6/H6y7ux1KOZ5PXL4f2k8mQdMZZXXWdZlZLO6NDyu5JVZBDYnbZZHgsjSM789+OVnMW4CPmGh84zseZaeRN7GMeDh1oJP99PB9jilRXrpuujat/Lp3x7akubiuYv+OIWAfnBV/em/dbAU8ciH67cKcG3i4wflr0TQ01tso7ONVp48Wti6oeXtTE+2EH9vLfK6D9+WrrB9FqmHpR+/IKHXlcMdjBon8/ATL/ujboliJX12xEOJlefH0eKgyb8LzvsjAYbVn6dfavFvj02HLRFId20P99/8Hh8UJ8sadH9bd7NbBXVqVVy0gWRy5oL7RwlMd5a/7ofAY+FuzdujtxoAyWeLxR3lamgex7VtVEm7AqDcteymjVLenkWUsVbMkNcVoTWgs5sgcO6ZvWwpiJj0adzuDjRql7gktICcz3f/zI6Gcq+Rt95dsCrhjHg1fq01xLYRMkx6kenjmvDvqEbDlQfrMR5tADMrcKtLtnqT935+GHtdIoq92K+D5RT2HziHZgsv7BV7t42HjMtTAzrBlK3txIPrCkFfTuCZaPFoqQ+fTt8wbzMDz7p28BClA8duTO/B0itLB5ojjZS4Rtt17OUdPg4eFTD/GevDzSMnLQVoP7eUJN5H82GnPIVx1rDD9OrL2mgNYUkMzmY/3PK7xhtYpY13cJkxKUUObRlZF8FTkc8vTHypXV7RDikPTglmYxNM+fd8tdIIVRz2+ZlHyqhbE/qrMqmDp0WyjaUdNQD5u/tr3Zv505QT1WTu85pwGcLeJXnFgcTXqNCxQo1oqBLV9Z8eTX7HRJb5JJ2g5ZLn7TP5NcGpwjiO5bBmEflzCZJxkq5EZbHKmqJPSnhkQp4ETvuW/lFimhhetipoQ0wMKhnp7KtkK8yZQd4fQWmCstMRIOVkb/wdnXmxpbYYYgPv6Nfz2Y5vdJGOtZDxb9n2lFT4wkbrcN148tjCTseZz6hej/dDTdsSYculuHqTS0FMD25+olB8cGwEKxyDkj6jvJ8D/OnGAFbI+cfnVutAJeuDK/UF9dEedO8zzSe7wCutwYNEjcpoBfhx/WUoyRwd2PLjYeEVfCUl2t2xdfKGPoI7ceid2VMFklTXeNlQKa74mZf+mJMsYvNzx58XQmDJg6RHfmuioIPfl0fuTgNujjdT9thqEKRnwIdJPdWgvMqfxlaVINzie7VDVmt0Pl97DxPhsaQOXJiobT+rVQYmqYMa5MDuOZY5bYV4iB/HvdJssXQXjztub8qwXwkfkxVfOEuGFYzwo/lxoYsdJ8rExWVxz7tifOdDNG9rFmG6HC2W6rKvbp4+RSb6ejU3WQSPzXXRMpY2q273fDYTJo7G4RV7dFBTVtlZbVeCigzkhfvxnxQvzlbH41uyEXDIfWzNpqyUeaPoiDAE9+Ky5tNCyALM0jh6d7xEH6DMNHO+OrIfjaJbV9u2Tw0NzyOEmyEmqmbh/41UMFzz+4s35+tiIu3DBX8UOrKpZErtvb1Uieu58/DbFlS69RVkd10f5ZitBHrIhCD0nlEGc99Fqr9k4woQsKx8J59VcmuJm+qDddUfFDCJMRjJEt48mqOLVxmv+spybI4srfhmj1Yuz8xX76eKbyy0u9HobInLKZhxONsSF09fPl9kbYdbZVvuIWIxx8seWzeIcGdj+zbLLfHT7eZ8qLwTw5fGy1bTs5poSinJ2tRzOE2NtghNJ+Qz53L4+oIpMlPPu58JHv5JSyqJsmVpSKR/SI1EEHehAvKeMZ/wZtXg95vFk1ozW4WBZfCwvP9y2XwxTFW9cW3CyFn7G2UfmyhXB1JH/mcZUWoK9nUWg5lLxzPpa6pQgmzh62bxjGQOabu/5WRSdJzL6GwXOOp/wjlp6vPDfDIYlEGbcOSnqYAH/jhtzT/g3u+RAsiLk6+Fk2nBXZRb30SgK+XBvfZPh9IpZJeXNgaTS4n1ksYxkdArb7/jSkDokl9Jq9SSKdccN2S9nEbfHkj8FmB82UHMi5atvzhlMx2TJow/nEObWdkT0/vo3wYZqywIzBK88e5TqtTqqEsNvD9jh65MGInWebvod4EsteV4rWaH8kZU/ck6YXRZJfEf4PVt5Rx1ONUkFZriKWKMwYfX+AMuZP/KjYD9rBi6Z9LSEyh2BewCItjN3iKPcrRRNvzBkQ8C5VGa/1Zi7UD2Xstc/g6/YZyhjoSx90ExyzGbxdt64RmMtj8+CtCvJerY6YbCKPUkcT+UumleRSg87GwG9/OqNXvZvvmCEVxNBJ+8rPkihS7PCKv3hLELkavt7YYeY3uFv5NHyGdTn0OHX6tt33LPJvkc0Xn8qhZ2/v7MXJxWD8sn3HDd9m+G27gje6NQDUl87+M5jhRwM+Lt8aZZwBO6Pybm9+xcdZHpUGZ6IjyU7BLfkuywQddaAV6PHW/y3E38c+vt21WB5/vms1M/PRwqPnGMLZ2wADlq5/Feeti0u69A9vHKXDnXNdHWSSTp9jzPmz2nWmxGecIo4zs1i900wR/7RKlvlL1XAxhaEDqsnkmyqDv3+r6Yw31/XyaThZ0BkDZWbs5A/6SnK30sIfCXk2Wu/vnfcnIpq4x6hj17OCg90vKuPjP59U77xVwu8X3DB4YAtseBZsnP1ODkcfO9mm8KoBWih8vyKFs99en7UenAu2QaFMJcgCeFZXvMcmD0JGLHkxpiwNZqHWijA7AYYPWV90z0QTj0gYYvy0Hth6LakH9vPP1cCvX+cEnVkUR1ie8VweL08c9GiBcxOwefK0DrpVmOx6oq6Dgxg2faO2lcvXZnw82/2x8zrHNBj0271QaeMbyD9EC6kYZLIV+8bHpQKbb5i6HNY/89topg7PTRDNqXdtgtTvWX33DlPBiXrxAT+fqWH/LVOGmzfw8dFO+2HjajRxx/rL5QdIPpgX95V7qyAG1FMxuBhbAO4Ulu/4DjmLylcM0s6FmZ9SCsJrcmFwcaVXFcMHIg1r1d2ci2GwiBdxd0wEBO/aELaiOB8swXromqfJIGHQypX1DfC9m/Lo+rvFcFPyPnbj26DOKNh1WDY/4iaUhBTuyt/gD7du0j95UGPZTb3IJgtawq51nVmbA0+ku47HHW0FWp7WDqgC1ek3NjTPbwS9W6VDY2ObYV1v/V/DfsaQv7G1VlGpQi6YFD5TDTIYKI/O5wZ3Wa1ZA79DTs24sF8Rh+s8s3h/qQbWsAe1FcIbb88+faQOFD2Tknv1rwEWV42vhxHXc56/8eWh3TXTCzu3NcCM18PvNDq0QtFjeuGUMaqYAqAauOG01lymZwUkaUrH/S6oh93mDEMuE+ByeoCm8XBtiH7kmTp1TH3ZtGRzL3UsOqXBlF45NNM69OxeQDVEfT9nIx5UCGleKqe8XCPgs5u7+ZVdReR92sChSRuk/4jKC7brnHPMI1eHmz3s3fQT+iVFjoz9/ZrDN4MF+CR6r9vSHAF6qI1LKEooAlHeDO+sraUQZEeRZh0U1V0JX+9ZBUeWLf1QMfcRhFndGG2v4Ecu9EjMsRMrI1N1XU3NFLBgydkXkYcUMPFSYERshAAjPGM/NxERDv1wLPmmQB7B+KKB90+BWEl5YUZJIw+ZrGaoGSCLDs0uo9fer4Wum/zS1nnkQ1jy+EvHNJvgdlvZlLPf2uGF6FzYzT+NUMzAc0XjVqDoxkKgiSHPpp7wm6TO1ffjGnjnLBUYmkBpcq+dAkMJbHwvvdI+rRzmqZq/8fRVwC6rr1x+ayGDy5IGJat0UcF15e+VomoVMNI6Lf3GXVWctv5HkPYUU3Tbd3ry7uWmaMIcw66HTFCt4lfqZutueHJ44tfN8epo9a1nj3WuGqizZXXXxgl8XN1D3bdUj49Bz8s+dg8U4gft+R4H5wuQoqJ+l6thZ8TK2/ZDI0loY7zf9OIECB2q3E3DLhWut1861DwyGHRU5Fc1ab8ByfQrhU1jc2Gi2NT+GcP/2XsplULPd/lLzprVgdGvFidV9SoYMWnK9kY1Ccgzj/1FmgiZrDh1BoPzs39XrVVZlgtL8u6+qliQCdvbemt3X14HxdKCrT518USZLTR18FeXYev90nrgdK9aWHhuFt/ibiNctHPpeb1diGy+Os/DyDO7dOa25QCTXV19mPfyfdtTl9djeWhS6cAcyTjy35HDjVkwTHCNr7z1JDn6lQKJVvh5eCo5aNwGLM5/2wh5BNVNJnwmjxlYmRMnhyfHlFclrVbB60a7p8uV6iL3e2RxFz2gnsp48qVz7Z13Kpi+nrfFdaIQezwwL5ybLkCB5MOhz0w+pKpRW0MzZDHpecjDVmDQm0dZ8rfOeHC32QyXazFEK+7EglaN7M7oZHM66LFTKozf223KjtWJxLWHq+ztkRlEYQhFYGnEPmdkuI5eIrB4xqAQfgzUX7JjSjmkbaYZpR2cKSDV0ENBsIym9h99pMd9fKEuMklI7+AJTTw2iBIaLbzLXAeQ08djG/THdl9riGQCw6B6aiEDKhJEEj3sP/LKj8PfZHHUHE3NDV0SSWHzM0lsVG1nNNP3iFcoqiJlDPya3izA9TL0idTBXbnd68rrVPHaHkxxN9PC2uon3XVkldG6NeWitoYOrlIax6RAY4yX3HCNHK7bUafUMNP+cWiyQAEN56R2OfBA1JHntJCry+pofWHBuVnjFHB18QS9+HpZHLaMIp4ISDxHAa4Ehn+qY5hWA0QEzQycv7aAUNosNyad3NsRUOr1LAeEr/kaOZERoMa+0BryN+bsGSssmZlDHrfnL3rH8+mMB6/PvX5+VRz8qD8/cf3xfGBx5vQKyFq3ZLj6FUV8x9Dn1Eh1HEwT5lAhOla27fFd1ApHll/oSqxbud83vRLkKL1tESGFAS/WCVFcdnf0APsaoE/18MNceG52L3/vVgnANl7rp8Nfoa/nVIuEn6Ed+oUE7MPJ78CtVbBg5zylMstY0u3D/U9rbKUw9OE764ZQIe6Y8cJ028VWyHy9ec7aVepYqH8pJLOV4UWuOya7M3y35x3d4KIXEmB17Mn8jucoQFbu48th4BXjLq57GmGT6bdxCm9VUZepKm96KCLQa3FAFs9rR4YmJSWC8vfvX3yOBpPIpqgvLqZJMH5cv0VBejlw6HzQRoXGarjy9vVT47YYQmWtKX/SOyN33gV4Q+zzcW9/PuJM88Wl55rh09qgTS6/0mGN17R+RXV1UPp1tu27F83Q5e6yfj8u8TreOw9j5+4dFVrcCDZZiRmjHdpgF8MKXpfXA3feYkDHwPjS8YPJnK42g/n8jw3OPXkrj3pHjdwtrgqRf2q219qLcrhJofH+urd1cCe9crZ2kRC5fC6Lb8dRhtECBS4LbTYd4mO/vTsv8FOqYUVWUP3WaTVgs2nsKxWdKjidVKu0a0I2+RtDdWZ7P72YQSYMX5tyVVxChrMEtJrMn5DTdUa3+v91lOtFEWYDOXV2W1tv97rOyOoH/n/I90UTnoWcziWXK+eWXNlW/I+48tHLPzY2FQRyQ10vvaz/16jBEr6m/+t4o2mv3eWz7Z3xYNHRpmtBrZ2R01lbOqMmJR75rZ3RePi6iRsq/+fInZvm/+tI6bZ3cwPRoMKwrJT0ocJQfwlBUvknODAPBhe86pUXJsAVVE4OagCbjXHJy84VgtUVEYNIK6DnJKqcV0H5xGlTH2+uAFquXz9tBpdlq657Z8bC93nX7QQr48G+29TMEe7xoNF1s5GfrhTu2H3nzZ6UB05MWn0yUQKXqOzmq4h3sqnQpYpUbvsZrord6AF+xfByqofMVEA1KvjJqSOTtG47AMOvmapaXK+LHJ+qgSeHaIbkcX2u7nUQ+JMBcAvawHXvN3e1cZ9hsM/MVfvNy4DNy958jHTrvlHFqxL+RgWrV4eT1uVB8CvH1112CTH7sFmKn0YdcH2cQhCFN8n2to6HVZVf9cq35YCkH4+hAiXgbTVcozX1G7B6YWo56Oq/+ZCw4xYZtEU1yUktAJjLkdsSxeAcWrhTZPBAH4oY28Dwc3ht5b5yMGSJYAV8qxD0ktEVk22sEJpAZofaUMWTsHrloLzOKHK7OTEk6zZZm7Zh40SLLzDliskS/okMUqwVP6Owqz/Irj3RPWNWDrDn/Wc2lCxUj2we/oSwvGwyD4s+3Ul5NTsbNGfePz1JOYV0+TixNhFrgV8X88zsXj3MZR90FRwov9mL/5yH0tezN96ylsGhJ35tLIuVwfqdWXc0vqoji9tzNHAv/YdK6ihdRhWwZtjF/LXXGB5+v/p4Y+8/asjymG4iZOnlj2bYP23Vuwv9hVi3lN4YGZzatjwrKECAHJ7n453GBCOTZCUMydU2/t6Lj71ZYNoEHgE97uiOFuG5rVfnrNH/CIHFvw89lq+Hz+c+HR3ag4cUPmXNlkOKhi61yWCcFlNhDWRx8bKgTCu7cuC9vGBUfL4Sega1nKpJq4CRxQdzN86qght6y7t5fhBgbG69VWuKGlI6cUVDC5nL+bIpvQ4Oyj+f7CubCOv3vJWtfPGH7NaZe2hueRPsz+hukWidQf7GKJqGNkXDy3Np63m+unjYoip9f4MusvLvMk30ZY7V+83yqLi++6Y9TVLg8H4VqaDy+y1dfPaZAZoxyvh6O0PYWmTxZM4F60bzTPI3sn3XVe3QnyU0rcCggfGXmHrG4sou6nj6xKK44NwqMKFChK0CGlU1rjhepcr1bY1roG/CWAbRF8P6Bec/JGamk+67I/RVR/qC2zv7zAuXNJDC0nyfv3o5w5MFkwasTM6CaUduLXqvq4Eszr0pj+qj7IqCJwuxSTH2/CS7OjigSJkwH2lVKM2QwcnudbKON0S4mRIshqc6vl1iNbKwHNhr9FGEv07HZmYpyXM6oI8ATVhhXYgbwh8Wlx3XxjV8rcCdARrI1rsZGsjp2W1AP0ainghPOgRf3rtahjtvSXJ4/8zr7OIEdfRchXX7dquiQfvY3NBxmhz//y2D5gqz7X7UaWLVENo4UEXmJfkMeqOBt37Zyk45o46Txy/+5TVcHQ/NF7UvnsZH2dW+uw+3qKFM08S7PZdWw3cqC8xSwXawvWFxK7ujv1YDZkO8agNEOVzdOyaD62hjfW0TaLAEvwZ2Vd/Vrt/whrDtQOsYCNxpPWvn1Cqgp02aUgMc7hTgLsMNz4I9BZweyOTbjWtCB9XaqeMnrbfLlL20keObTcDVe21MdP4YvWSKFhpQoB+rxfH+M1oYKt5Rmb1dExsY9vpWpI5ffmmP9NUwwPV7u6Z7ehhh6ByqnKmhF3MrN1W3wC6WILTAg2rDjxOHCXFNS/N5pVM1wBQxgWSktOOe/CH01GFdIln33qzm8+BfkMdek3pg2xVX6rh8WtQIW1xFXy/61QErf0bUwesxzAuOagPJkTf95u9RR3vj7UPSxdoYnu5//MBsA/xG5bV2BRxvKlB9MF0Ru1N5PlgTqVwBDtroqeEV8rlPD6THwbqbCTLf/u6yM3rcz0EjPCPnPjOoe1dkio1h8vOu6HbnxJhydXWMWjDU03OADma/y5rkaNoFaXV4J9THniun94wx08SFLGDRQCqrpmsyz3ME88brW4HFzdZNnL5/QYHTp/kyaKNb3+2maimMcm7IcPlRCVS1Wdm3GRi20/Y7uwouj5HvLtdygIxIWHTjxK7KzviivHfDkw25hHlbTy9fyyQsjjonhbKMbgzzqoPK4ZQY/uiMJT0XL7VVCCYZUXbMN2wDjREHxzi+fU1YfWFXLfjQttmyNvDm0U6TLNLHvn6lAI0XrR71Z5YU1Pre3n5idxWn4xWq42zamH0ojxSmjr7Y8f/nqGMBUEWsFTbMN83v48DHkrLVW90Z/H1XmXYYFDBhH4m50KWog7croesVgdLyyAq4Ubh7NiwLhB39DXjPA8MI9/taIcjK/nx1vTL+eDDpfXWrBGQ1tSH8Dg/ZvNakgonzygZ97MPHy4oMs/ml1KGfiTC1zcOjt5cIT693kfOz08CQkRFHyvwVkaLuNXY8vAL6eyrGVEOx4nuNWbtKgWE9KwbXaiALa42EGM/QNZkNAlzX59ijvAQpODjVodnrZvBjUPatTSKk7pY7I5SQ1f3naaJ3+AzrM66KHbq5Gv5cubJ6m7kcTqJyroI2TmwqZxhMNxwVuoEpKRpc369MHaemryqecF2dyxtXNDg9t1QdlzYO+H2sWQnLhjII/GMNnGPgqPZDGWTL+3ceUhYkY1MNvZ/ZWMqNqwBn+mKljVDdjUnQpxrhIX1c2upI20TGarrcuR+mi6q0XeOtjWqssKyJ97NWTlIp0MTv+cyLW6aFLK500sLVBYLrEUw+YnHC4Brwa/eo+qP3ClSr82WS12niQ4b1meYr48ARFe6q86rhg20Pc4+ABmBxVUU7nDRhEPVQAcbI1Jrv+CDCQ+EnhKZB2pzuUqWMS8ly602LmTxsovhZZugb8rS7TriuoAYmFA7bdcapCQL60hNdC1NMliUNWlAN/Xs5rl5qHQiPTyu/2NOjnBRlhvWKyFDEZzMpo1DECe0iPTOG31TvNGiLcyuCt1FuxQozpHAod+PvAWd4XN+0Gx8LtzAZwVYN5zBs59IbObxqmMrbJK6AAapMho3QRL8vwsgnRrpcfzZVBzU3UiSmiQwqvPdiszpSePFcVgM9bo2JVtykjc8ZWOEs5uNdf1pwJXDRS23pbEdtpKpOdwURUvXgomIeqH6s1O+6v4js/Ba1VfipGQJieJmCaUKM8zo8rX9cDhwdrtbHwjOU/Mp4df2JfDQE131c643uMH1cwPWhk//2SeW5PuhlVeT8HO3A6Wp83Ooo98vgshr3viv1Ubi41wKjX1p4hL6wBn1cSgW+UZroRBud2iqYJJ6noMucE7/sYo8356vA59FzhYcVbcDqCaOEeGvsqKwPK7PIdLnSdqMCZbwemaZh+0MNmZfmnrJcHe9vitTJXCODXekH+q2AByiQM1TCbzc+Xrs0Sx1Zm8t1XaT0e3SqMq5/W7LDn6kTh7UUNbaeVkVaPmfFaiKnL9WSv/FN0kfINGv8R1zMoA9tT774v6N/q5nZTMX/RNa/c0rmfx0f9rr4NF8uhzw4NjA7Oi2vM7IyRM88svTFDa8Gu9fkKEPr607ycNaVVzcPDGkCStdXPZLAxyPXDawiEyFu8NzKZ3dyyH9HDl99Iyx+4DPndJFCRi9JOWQHmIZvzCyHuyucZhjnZULmrgdBto/4uIg5fWdba4DKfS8iayBhMfNGk6th7LWxLuMO1pG/kauD7f9jZPu9Q2oI22faxPDkxX6k7O4vcuLgtfH7Z/vDN2X7cDJLwvXjxsfB2d1H+pgvKQFK39Xe1XXGev7UzTmrJfDI1yRqgYsI/8xyu+4cK8TxvnDmt2clCNhCykPxtfmvAqLKgG1DdJfDbiSg+PcnOc43dUAFM5Sts6onaKN7s/FZQYYWmlJhb7MWsn20Kco4Qml/arYvD5cdOehSMl0GuwzK6CnrKoeXUr98b73A7+iv8tB7ZN7aQL48fkzYEdsczsdrYxQ2/fpcBP5eqtJ9rwtIma6r3yfXdNLSPnxF6PpyiB7e9WDGEG/S49780bVTc6Bs0zcYIs/8fx3xd/L1TaMXFJNJa8JuRT7MBQrfAp+HQ8hcKuRXg6Nj6dweNZ9h3jGLgP1BX4HV6ftp4X4q7EVqIVufjHQwS/15fJmrPlZuZxjwCP0O/G+AzGUYvjLKkLsX/U2QpamDu2BdxcX65w6GuM9rwASjc4ZY0cstZuRzA2RI4umkYXIY/HZX2om1dfDyu928uNpsmMyk9/g9pcA+7g0K2D2nwH4wr4DsWLUvVFONwU3z42a3Tbve4QdQRjivzjDkdjCnDbV52sjysKMaHfW6HRi2G+ArFCHr8/Cs43SezbFEGjtzpbq+JtK29MA7akhVvdsJEuDqqxS2MbTR934rsO9DR4i87aHHY16mgNbkt28OTmX4pIvjr03zE0iflJLt08U5kJc62/LXnyb45MQA0Z18bLT9uc8yXojWhuLFJuOaIOenbwHPVQb3XD/XYGvDx/6U8BfJ4CLN+0+umTfAGoOcBXr16pjMwOIwK6ZOMugnMk2G89tFySHHT3g4nhaEF1KgrsvGaWkk7fzAyIhpm4htdn2vGNdzZLpEopCyN4W0zN7w5eenbCLzdOyl4OosyJq+a5Mopw5WTVJ5smKPAFtnzL25UjUDqGrbq1bK6Xgn28HhrLHbhIMl5G9UoISkfzWY5gW3X9QqJGnN9jqGp+M64/E1m4rWHi4i13Y5DbS+kUXCt0YHWfmeIC92zZy6UTmasHrhezV0mKm+s5uJBtquVF8wwkUJgQqtZTrI+gCD9Dj9e6kesvVKTgbZfuRBEZ6nPlxTNfxWubnpbTdNXJM3oGzDKTVs/lHxPay7Pv4I0p7vMUYTE9tH/Ly+WwfTzrauqc9TQuom+fRNEQ8E5gXaLVLn6tpLhh9QOXenLGqwhg1ZpLQlOKkGHiQOrRx+QoAGFwqH3M/8AiNYQp1BPnc71LZ/azmw9tZfVbAgcvAXv4FtwNo8Rsmiqk5uy8z1IjSmX/CPCBfSBoq5MrJ9I54SulDB/lANSNZRIhwPt4cH/XnQtx4oG47z46P3fOYHSoScT+GaCp6hMGBHI/j6zbDfMpOPHmbBPyaNFuIjvPft6mMJcPVBhC9kVzjXS/MgY7l3mKJ1JfC2lqXsMKiAzQs/DQw7XE7qHAufRA1PISV7fjIcpQF6vd13Ku1BBlE2LWw9bFRJNnvrF24Jre6MY1ZQZhDRGc3STgXnl8R2xts+wXmHpbEweYXeJLUDkWR5SeHMSf1DYYmMZbS/bxZRTFadXKaV2xnZ73+k+l/j2zi1ku4ncgmH80qJakaZmntafGdk+2CeOWQq22BOh5GvjUyFjflgO6n/efPj9bBHqWffQ8r1wPrPPOrBsd8P9YiRuaD/sHHuwAnv4NDwqaelJ0rI30j/+kNgLBwYQBXFOth6M26NpV8tNFjRBoICLjvhfs9+vwKutfRrDNyljlnml+43SDTw2stBASY8fwi8erpq0NE48jd+vbK9fsTYGFLXL2L1tvZKeL7cfm6f+/UgoXZv/XZQp8btulawdNcq79+Th2w5nsTkEZbwySGrn+zjcT7dJxrYJBWUPdLSQfHvwK0mqxUwjNpargiQVgePCVXguFXvhZ7bEzK2V+GXrqkZpPUxJfj1MGorVQZqoaaNEu0saGXYZ5KrBBxpI+xsDbB+v7PNwOruLXL42oF2qkTI6n4CGeT6jgL8KF14V253G7Cyu4kMlqt8srjZvwbYNONfxemQ13jI+XtrwMdp2pQRN753xucTnE922VoHM6sv2Lnk8dBs9rnPYUPLgdILi54yaHHMsvucoiKiwBKsWojqcdiiaokCTnt4fc4AawVk2w0ymh11VBc1aJmZZ4SLqeGmpQtSGvpDviuy/nTmvVyl7QVPVe6eHdHChq3ftz1118a8Y3ejnvsaIcsbYrtinqXQQ+KrhSkHlnTpf1IDTXoq3RCbqyJ965dXaOAM2vjoZYT2W1Q2eYi7INvPH9qF8/OPkkejm1PalqMeRkfD569nNZC2U3c26eHU2S36O64zOO9PWs26P7pIbVAhedoY9n7STRWpLNKuptwxPuc3G1sHDEhXHl0vhQtIldJWoHawG5ryqDt4vmyCbAT0fzqGebOJhEeB/5ZmzidQ1Axnr1Ig0QAK2/LLPOdkQ8KVC9stbqeSYfvv6+i/iYHzScHP36YyPHMDA4ANG4G10X2SkL9xmrm7je3mEnLC33JX6Ix4snJA3CCNLcmdcRQv59WySZHgf4b+olpiNpNB5npt/xqvzqedIAlxf8SbY5GbDX8jyycdFHDv1T8Pr3rlQe20itdnfhaCz8Z3RkUPijoj/a2eh38QLs/VAPGcePywRjxc/uB5MH/cL3JRf0xAtEcRKV6xfuf2k39g17YuKlnmmdDHtmJ3X8V6sFxizNs2/zskzUkQzdmdBffdllh7BZ8kdiVXtp1fnU2mJdl8SpHVQtVZvu5r5DXwS2mTzMcHiriBJmh/OfzOvBbhbzkUGY1nSkINrDi7fUNLaDZ8kVXqs6GtGKjNM35TNbDy2oIYuGr/5Max+0Uwc/2VBXMroqHtwOLX9nqppDDrZnRPyyyyh20MFJEC+6TJ2d0CiP2I8n4j+mTAE4b+2P1MJL3n+zXMXBEL4ugek3+bl0CPj7EMck6Et/6fpq7/oYRGZTOVv3/PJn9jlU7GvplqP4nJ74F/miwK/hFZuOPXBuuocfCkgJ0G0b+aAzelpt6GIemEKFZlFLiVENaW8kUo/htvOGseE0fWwopZo1qGLayB4Pk+Ng1eRZw+4FANn2Yeruvx9T/xYrtg3JHzxVAgb/Dt7Y8E2D9TTXF6TCTxjdl+/1RqKglN8Vkz2Oh3Z9QNdRqwYnMckAHl8Uuci+G+96YFdgt/ATe/UgMKVNY4WwmfLzA/mJcLX5b1XT7qRgWkDvAO6l3xENj7vDQF5MN6bcpzfAMyTFpydFPmfIv2cpyu9FkVQ86vDPLyYPATNWLpN3I+3wdKOOBou8/qKY1AKlwKzxQmEvv5Y39UL5cCO/+QUAc/ktY0zAqogBNLtcdUWYaD9v713cwagoDTD0pAkFKa0a0yGUTbutouH5kFy1YLDrn1jAHKNluceHjL/ajzoA3lMDZaUXnh0no4yjMYuWv2b+D4TDSUnXmlBMM/kzQLxaMRAcWdMXLTpWmTbVv/EbUo8fGSEf+N1BXgti8JWF1kVCtMocZleR4u2Z7ez1hZHamtzHmTOj4PkH0/3aIGGJZ55ZVBGzSPSntknZ5IRgS6/NwbHk2kvx4oO1hmkj3SYj9zYRrZuu1uc3C1P+z//HTE3ssZsJaOTchWQeZOq7x7BtEwK//d07w7SeS/o/f2VLvttgmEnTMaFU6mzro84UtUGDHf91RQsTeasLz4Fg+TMmhDuZXLH4qKmB9oN3IBqGKVLs2QCsjOK6gp4YvCx/Vug6ph5OXlz2/658HnyAeT3tvpoI/ehBExA6uB7U9168A9bnykbdLv2yRkAz913ttfCZ1RkdI8hjeyMsCBAvI3mi868j7h5e2OvJoCIz2UeQ7pKaQpkBXa/jWyfdv11UT0ymztcets2MgKVzx0nhuzoHlUJjAfVvvSriyoY2D5+0m1kNTU/YH5OiGy7WVNAdffYeq0HFO1JtoooXb0xOQqFzn8PefhkamG96D/pZSFNb+KCOdvreuMCuGfvVbZlpFR1pvDN5z+ADt3USYdQeIPeBwoG1jeGe/uV7tuVC/tjL6yfVWGKaaTWQy9cL/aDAcvR1/b8UwGZz8/OLJrtRy6jr3cZ9p1WaRy9Ie2NohhUPXDJhEq/7i3RUm3EFoH6/fQPFEB97Zl49RERWTl6qQ/cPvixglfGxTxnJ7ShLyaChgpCFwYnFzUoVPUkMWl546/XyLCh0oliwtqFNCVytN6zcCW8+7KuOhj+fgdngpoMk6y6merBjJsJiDmSBNQeTjgZ4ee0EMG9zEfZ1+pBFjd/YoUYEv/uSvK6qE/bQsW1QJ1uaXafwXWZ18vQB/n2js1bUJkbddP+Sg3/s0RhfQakBHvkVUJ4aF78MiIIwMEGDKMQTYySphcVTN9oawcygt/h5w6J8DLavusXozlI5NcyHJrGUzLELo42lZCY03yNf66Hx3zE1VkTEnAt/un9oCmV8hnvSdK+Me2eyiRT+L8DxOU0PfAtcLPxspI2wqbEuuAZs9DmfWwtG1CU3mpIlL5cMrTFmB9UyuqIe7UQO8tKQLO55lWQ/7GwK4nSucM54v/O36Rz44J12gnfyOrW/yuJpGtFPDUEE5XrCHsPINxbWdsipapNa9u7oy3ltHKntcZWb8OSIkSJewKUuLHfJ1jP6s64yJ24CGcZMfLXdmt+pU40HLXoxjyzOeD1fevsCi+T1BY71IIsd/0s1S+mOtvLG6BhMs9PF0vl3B+qe0aqFm/gPkI8tiVpvF2IbI+95ci3EYbe/c1OX33jBAnsS8on/i3iB3uYgZsorDAqgj6rnhS7nhTCZ/KyXitX1MIdtHlvdzmNEA3KsReUEW2v3tJA4dIw+Y6l/mRO07mP8ePiiI9jk/pMuVlVWdc/rrLe/PIuv9E2jdift/f6Bl/3cvzViUx2EGdiVLikHlh66KqBsL5DoXiv5HaGhPuyHdGtm96mnl//xWzHvSN7qNpxPVDrNVx+dVhJaZN6si2+Q2q4NljW9RaoYz2w8bFH0Q+sj7s63zOByUvj3ZLHOqWaqgivb5DotWR7RvO42O//TNGOJYFga3ZCRy4rYT8jVO9DeZOksQDq2t/qiB/4+i19we3tRZ0zAX9Iq+fVXs3QDb0rPCrecDcA1Z2+l5FKvPiVi2Wje2YE6r+Rxx75UrXk4lFnTF//NknC1IfwsGSBV41NhHQNWua0nWH+4TaKqWX1MW0i+J2vQkexhh/+WUvi399cy79XvVvHijAGrLknO79H5x/esFnaJPQBmQ8cDg/EUIfBOzZMyuf9L0l9/rboALSfc76hfUXCwjb5yK5hPMxyIhZv3OpCNdsZW68nExnf+TnJOoMaAWbC6O8jtXykI4F/fJT5vj4vSrOj+/W1MGDWgk7t2DKE7N9rXN88TAqaOfIiS0dlx05+E5BbDGFQfQufDE7tiInFL89sPRku0sZKR1RfDCXyVtsv2xrNcfft1V39OkayfDQ1jTxHh+y5uLsIY8VywhFVRbP6whrwxlZAym/6u1yvSRc/Q1Xxau5tsXLmfzVN3DBnGMbBNiXAteFzVB14rv95yK1jr5/FZxm0shNu2ow1H30yr8+njTa1P2O45WTByk7t0zKKSNevpaNr/u+Jx+DGtLumvwGK9+Sl7rJWdy9jmoiY1kAUUfosbbWaSYs7xvfTHL/UMOZLB52Cna5ekMJ1Xd2OxL/RAUpDfPaoo5fbjpG8QWanN+v3YDTMbrqIkujNxviTNogdDHk+tqyaphCxzStDJG6Ve51N+L6i2dNOJ/pVkOMfLIke2lFD7SKGmUbo9GL6wvl9ED2eZw04PpWm7uj+E3sY+2hJmjTGvxsar4hN7fz0AhPyA8/3t+/KzYlGJncEBoi6+dSN0S2bPwxRouPfdSU/I3p9GvEfh1j7hxo6ONsvsXdcbkGSMfObF26cv7k0SpIbbDzh+kgV9/kuX7OPhnUpI3peTq4diNTWXdp48+D27VNFL9Aqkj/GvzJANrGKTHPgU/aXYd+rIgmn2pXhMwx+0ICVB6Z7DkQR1bdIQon5JU4vD29nqjRNsq6FsLWM+t2wuFZefGxoatiXHYp/2vk5gX4YtYeNV5W/GW8z4ZMCV/M+cHriYu/TvOPijbC6o3DhOLmy90Hv3woELM6dWYzOSwWCuW7fSEmNx5FVG5uh/7z91w/t6cFTjLHy7tnXUf+qiVtR+Rk1cemkn12lxVX/eDhK80BquvalNHq6pb3QX5qyPrIHAXI6vWKAtyy5syvwedKQLr3q93Fd8UwXHM9k2qKgR2zbaqGmx9p41AFv/gNdH7kWgnC0ap9MegJnBpCbglFNaDFNkD5mPy+79txa4XcfKEVn/PT/eZ1+Kaawaz5lXybdSPna65s4OZYDeqhYZMxQ5XSO/THRHLuTFSE/wMJ2X1KW9jzVjlheba1nLhsDq2sMmLJ5ILLoC8Qs3OLzO/J0zZmUmYjiBbO8vn0IRVW+83sb7gxk1DWKW+fSujU7GXvUhLj7nlotl4hNy8SJSXHVRhCmV9LOLzXRtg5oGfVZNCfpteZfSuJhbroW7RlOQm33aNg25pDdo7oZdI7u4ycSnuwwtIpn0CBUOA5rYzzOb/Ihh4h3hm+R3PAY2LduGsyRcDO199pB1ZPYD7fCw8FEv+7HpZcvnH/ZGU2Nwd/Noew9eWWnJjtW7jIiVmdylJFTN0SaUbKndGUGv8OKokn0EG3SJXOeJv56/RkJfF+86IQS1EpMXLcv3Yar63D/8kT0/UEKUyduLk6b0BZcS2ZVjP4bL5uM3EODRm8JSGPvJzXu2XuYRFyeVWE+u8uHYlh6nUkc6we/8qCRtKjv711FlA6FhEuiyMSv24eylNHOUoIDnTh+ocbtJGOw79cos35VMIU0OfklzHX2kQ4ur7rwBHO9cD6Sr5LwUXOb8iJXxKo6Nm95dz9MOBZU4QaR/azDzYGWP+QjTpGzmIq6F1VTE9y3TG5puPnG6ljbLjGRkk/TWRt28VKSMfNK78o4Snm140dqoLKV58dnXNGCVm7gAODL+kX31TKwtJNpmVEJ29dj6SZOYSdh7NvIKMijpTVVtST8rujB8QbthHWXxXcSqbMO2RwXiOdcPquhLwcgUwpaSJTv7hPfZgkELP1fipPzOp8djzxxnsXIpS1eWJ2nmgQX8z6vhzlxFxdURDTtoPDmv/EfrRtHMQX67NAppmw9rdqKVlMjUTn6wmP/jnSSLh7V0+GURo5vpHzj6q3EdYnUNtOGDT9SeLfSi5XhZBx+0sJ5xcoIxZqN6WmfQvJJafkyjO1BYS1035RFv9bpPC7NY4vpnJfT71qoNPHFoEFcCJ63PWtRfFkS0BPuTKnGNAYulazVpAPStSo2yiLe/oq1pwZrcT5kXoaIatz9VXg5qDcVFGHXs+ecjiXXt/LynhHr8+n1DmpsKifaPuZHinw6KpXYrNbONS9v6komRoDuXE+RSaNx4nHbW+vIJ1QoGOKN/hZ8MzivXqeiTIuo4MD54TcvWdwKcsXg4UoSwlVizrnu9qjgVT2tRqqzvWDlsigoff5w/ckHfNOAxVR3oQy3Hqw+6W3f9CnCs6/FFYGLQ5HKq22lMGzY8FdbRSzoN++rFWvc7I5HW5sFVy5Fpmm8asUxlDZKaQWBoUd/uB6tJC82L96R8LoFLhvTwdDssj0pYMvXC4rJzZzBro57vlMFvdzNGtxOUUUKB0wkxWzfYXNzYTth8dUkdjQNTpWwkywoQPBa6pA7lqP1Sa/M8hotqFXQzh/cRNh/ZMGrSTg8Bqvac/ayHdB762lzo3kfBodMGglTrOHqi2/nEhqP74etnhvLrRueDTSeGoOjK7J8BkwpwQWURvkrWLgdL9sWJ8vfJqb6AoO0W1z8r8eg6vnLF9fWJUPOyxu88KkMWSL2nj8JKqEVb0KFk4zKyZvJMvPZYzNIazv1LqFsO0d+TrCzV0KxbXTmW92TUb8I03DVmmZvJidV/GXE7N5Z56cmONR8uIttADMURRvG6OY9KhKQczmiVf/iez8c5SsmNtTIi9+7CXdddxOVhwx2WRZkm8DuVT/3EMB2giLE/15Yta2md/K9d+X8sSsHW9fKzcXx2snVPbNGtFCWD/LeZ74zxNovrySJ96hOd1RfkQqsHhHtwHevbgkvVpSA14bmAeZlQ/s/Fh8O3F3Yi448+9YX+3K/0QGbemL5slw9+eqjJjKzsv9BOIdD5eecL/XTFwneM99e4onZn2OxdXklVqp26IVkaSrwYuo9hdfwIS2sT9JiPFOlyVuZRXEhR7gPyWEtrHmmyshO3dzVRUZNNfb1rkdHuv5NzscKQV23vlyE4mhMrZhI/EcSCtnCwjfH9NoFomBHZshUnJN5P1szca3wM7dt1eRAkprX0m4uTHnZhKpk5nffWw7ebrUZkhGaRJxZmikzWAJCQt47Rw8KgnY9zlPStj6HVBF2HmWmmrSk00A2eDEvph8UC5ZXOCSIiNm8aG6jJj129WKxJzfTkp60zaxYTOhMOxadQOJTqCAv47Qp+4U1UCmUUD1vp4Y0LGEbeVktNatntfc84HDzcmkio53npGQ5GPTJBKFZEJt/gkPJEBlSMXYRmLIvqg6EqAUtdOwuJ5YsAMlQvGjBc4bhq0Wip8ycHVgd754AB2j2F1LaDcqKbkKFvcOkxw4mUMOs4MliWQ0wzoOX2gkO1kCVk9oNS54JS9+1sx7bOWn8I+4UVX9Z8wq5X+NL32SHXepqYm7b9qzz2uT6v8Yh7MDz6WE7Xvn8MXsx00Uiiuzr+TaPlMUs3JvD2UxtekPyFIQu9M1MTY8MUvbBvLEdLpXN6UeWH6uUAO2KkPv7QhIJ9wcjJTUjeenfZYvJPNYINVO7nwxeb29qJ3sp69tVBsha2yvf53YzuEg7yzgbZvv2/1RHFEZpjhtbW0kUWYv6C+ikiMc1aaUT2ZRO1WPKrI4+Yzr6qpA0jbStSkr3A9MqQExQyQ+KTRdKP4iErutDPJKYM7FYWqMaqiBR2OWTT0ll0v6vXvZHBFaRCx7BI+Rd80hcm/uLjq4M5uw9bymDtTM0qWX3RNhKrsQRkpm0MQ5qQl06r/8uT3jPYnM6rt35wUp7KSGRmcBehu33XqpoYkLLlxyHf0xhrD7KWyrYczhVG9buXD4WOEz1WZ2BuhcPOekMec90V82TbrkTxa4/lbrcTwii/w6p+VY7p1FJOvpgDZzD1RXxf6ZEU/YPQIPecjNA7WDdoyvz722DKJ08PV5laW5xFmrwmPvixRilrF03YS2LELtEpohcuLzDbY/920TiFn9I6aG848dbeHuw60WQum8klMdmUcHU4eUkKVHG9YknH9GBm7Lc/3WvZT05rW794+pJOz494xWQtshBeFtxI4dYBSIC+dSwaGB3EgLSe8zJYEEZugouW17Sz591uttd0Io5vqjgeRyYETsqVfF5HYX6ghvJ0JqCDkkErP7kA7ykdUdi/nI4WIBzqSLbWqEyPlvRDjthN8JkwgRzmUHILVRxbCpT2CgBuYxtLeVaHB7HxaqI1ueZqhhvmLldo17Sly9niGD1wo/ZyxcrIVsn3ObNh76Hn7MfFcB6K1abhyhlgOyquuLFd9/hS6ssbsJvGyc1gtffwbzJfNWDBFHQKvF+D3vLEXc3EO3JqD2tLGkuaOfWQJeJ37033SyHA7rZH2M6vIVWL9fYjuw/mi9RmD3GoxpANZPJtdMBtKLvbaNtCneNDvmlA+H2IIk5X6PpJrQNQ1i5jklOantf8DLJQMXPFfac7OYrMi5+PDXkjKuHze2DVjfnSyf2/PhLMRuVDixrYGWlvos/x9lEF32IaC7XynxYD7MCJt6Im9q4jheJoGQg3SCpQyuLKGCYyy8uksXPgm5PSi/eJgZqem5RjeM20fyXsTNY7k2kCDmNQ70biZsXuvZSnotPPXoRU0ZYfdULBeIM3rcflEwIo3EWRYaNF/JICN/Xtdb3k1KHrfQB19DpqNN6InR4R3/nUUCJotys2KLO/hsKWl/9ftO7bNycl04Jv79ilRg/WC5TeTovOXfSuY1k91sQa8mFM1fcJMSVo6cXEs4v4mUbKcGhMoyoCrt/DSmXlB+ulrI7ZvZIsJiyf7bbZsKgcqDC4sLoPeL7umr7T8DK5u1RAMDzvv5egTDSGpABwUxC6d95cTsHNt4YWekdv/FrQIxOx/6rIqYhQV2mbixlExlF7ZVERan2UpIP7pOxVvSMXdUTPhDp19v61VKJmyLuN2im0as231Hbn9cDHTNyUzC4/yUhiJk2C9z5YR4a3zhsF0Keqhd3p95ZNUd+yBqIJPal+34uPW1tWXPpwXc3MuidsLybMsaYH1Md2SQex7KSGWomqdKyNqU3dq4eYLEGni7jH6DKjjef9j++w7y6HfWevDFYBXk9hXpI5PMf9XbVcHvxn4XhL5pHb7SHJjHCqalMJZn697v3ClQXjRVXCRNhudH9t+F8gKSlLa2/5ceWeTWYtOX4VfKgZsDaAa2Lvs3AlNUnD9ekuH6BfMFHfsZalj2sGR7M2H5+U058b/FjXSxwVWhuGbo8ks1xUWE/dwH2smODwN6W3VrJ6+m0Bch5fAZw1NEdL2GiqyY88eXw1iRw6P5whJwn5Grt2xaLgjZBSjFwM1vNALQxLOpCV65+mgOUBWi9GbZvad8AnjoSHu9xI+wOPJmPYQpu/U5OrwYlNiFNYlguWKoWdqpTO5chteCPbt4qJab07qdT+ZSQreCh+w6jE08VKRC1PM6aG516uOzaSmRNe+53KWxCFjfbogmhjbBqcbBmvjFkSHqfE1k1zAYiDr8ti3A/RwhKtDG9Kh20JqYIWcyrI3zm2UpcD4mPU1k8/AHJWSfQ5Qqxgf8LH6zQBZ70UHHFwaYssix5zuZrlhxAIYtu6WHYVMYotldF31L9cpO+ugh7VbddOvC7XnroY/VlHYm6SA7b6erz82LPdFAOs4YV6eJh2h6OWOAJaKhGlYtGsi2v2focPO0yd0wpRftPJoii4PHayK758dNHdk+hKcKtz8hUAeH0zFzC0VkeXkZH9n+aYk8Ho1sqDe4roHlU2s9Hd0jycHi8t+TJlQAW2cGClFrbWqbhw4fR9M1LMv4nC9Lr2NOs58QnR/xg2WuiPA4baN8FeF72j4PkkNufk6I1Vcp4G6AneyCvCLOD1gnh9x7TQenzG1nL6xug6vnqYBbDXlqlAHWwGCT/SHNqySdfdFSuialmY9mDZtPS259Br3kVd29Ur6AwbRBfdNSnAg7Lz+wlpt3s5IAu7/ntIjbk2GrgdRONX6FBrJzq4eEuGFL1Ynv8SJkcapEicvLK7RxDC0gGdr4qAdzo7SN8PqOfq/6L9bl5nfMNLn5k2FVcPvlHLWY9XUQ1ZUa0BuBnTsIlgDHS6UdewBE+OnUDObmiPBZ+kTzKJ90YHHWo1z4vcZJM9g0gtAtf/ETpITVHeKrCOe775ij2ldFtNZs6Vd4Lpb0pos5FBuB7WcEyGKhc9IMOwavh7T1HLv7aCbE3Hlx56XcK9jJNnQ/klN0DdKXFmDbwbtbQYY5PqNDGoDt12ytAVlpmdRHrQhYX86sahI/dUZ+uXwTOdZ0bcTSa/WkUYOsVNHLJc/OjO22ZmIW3LDROT+dqa8LH7792d29kvueznKYTse+Hjdz8xXjG4H1/42vggHUmGJdBxz+LgT6OnNDUsG2yfKOqZIvoTLyCYmM+L/j6BmXNGZnlxBufreR6HwrG7Dv6Qc4EqRrjmmlcNJsXtjQUC9CXYwjTXOBvU8q8eRkwUi3d/a5YPTePHLTJSlhbeylEnIgriaFP78cONwcB0LF2hqNhs/wh0kLnnNbuO/xqgbYea+ljbCEHpjRzcD6mrw79hOcE3H7FOYIxbzLh5pHVknIMTquES4hkzV8tvbmnyCZiygBCSVU1X9JGDxP80mZUBx+KuXHe7tssulKN4lZYg6YLjJLNVpXSI6duDr0sM0PMqbKcsG259nE8r163v3jeaR50XXDB/eigKoOGk6fgJ1721pAOP4lIYl14uTzxs+hfvs9I5nTV+AIXWuwRw5N2MUSSWQUtSffqwV2PuZhM7w0PB6UMaOC6NIXk6uFbPo+pIUs35rbBPq97WQeaUpg3IrZT2LywknM4DsHvjT6Abf3KKNj71AEKVvnp/19fjhhz9/uRBKguPL+RscYQqdDY/e3wripuhauaY1wwXfM255iKREyaW3+WCmhdpEoPk/8XMV2IrHKA/Vrfg9uHywHVhfPKQCuv1LV4RdpgftWz+NcX2Z2+H5yYM7gEf5DfpZD+5v90tfRhcDprHXA+rsPNXXsW+ChnCNzQm0UuD1hKxVwz8PUawEpgYTNI7k8MYvTjsuJ2f09t/OIY6y+z6P+7WQiuyCklbA0376RzDl9hGH6MmK43Gda0k9ZMV2/pzZZ8R+Rds+LpQIxN1/aTNg5D9U2Ql1GddElZAu19Zg2kcBuVWJe6HfCzaPVg365ZPzI0aVEPHp15CmTXOJSsStk6KQcwu7/HN5IHp2eN/zqkVfA/vtsofhvZOdKpgnEWdVh8tkxrYR+/OcKfPEpJtvMs28ivdkFWRJyz8QvYwzmk/QHKyxLUkvI/SfXfGonSQlVTb+58pC2eS4byYhZ2eqdSMz6+Rheeipd2TprCE98YE3m89LZn4llQh/tgzf9yf25vSIz5ybCi7eLll88Uw6c3tUCL+i61fYqjq8NVBD/jZ+pfWCVrPj0qqXpk8ME4ug+dGJQVszuZZPKiLm9oYripRUZFl1e+UL4dfA4o/EabtP1juNLgLWpYgWoKfk/2TslD7h+cBYhiV6TiwpziecMJoPVVxC6pmjbJwbH0LnYmyLxH4Y+/4wViY/NmeZ5pEAoHtwnzMZq7zPitkxltmFJBVE3XKty7O4tMilo6KFsj1hg974sl+H2B68XIWXDFfEanK9TqIYs383TQXEhXYBjyPWxPPS5PpiLFOpl6YGTAHsMHzfCGLqoxUcGZ/A3tAsHFIOYpvV3PPyhMfjSuusRoHStRLBsbSWJYNhS88ufsMaOTrIWdexVkZLeOwZUPj9VSqRveus2nC0l3NxoHdhRxTu7HDRrj87aIY0nXb3tumbIRxHfnntfVYbFEdLvpf3sOb/hybIA+fO1CeQ4HcP0l4ASOziQBrn2dBFsAtj+n+7OMyrKa+vjMwMMvToggqKgxhrFGvs5GmOviYqKHfRGg7EmiopiRVCDUWyxEEFFIooYIyjqfiyRKFgQECkqdajCDMzADDBw5+wz8cPNct33XXnf++F+2mu5lovFw3mes8v//9vme8cnHPwd/CodMryNHoCnam/qun3VgHXnGxWccpzeKmBEJdwcUHZjdK8yQI7sWB3wOZexwHUC9eA28McTlrnlBr2bJRUxEJxnDVl4PcmyTFFG0JZ7UU4sMiNXDw9p5D76EhNao09XNPV29JJ5RJXRwSbCpuE/HBbT9ACRPpWT0mfMPrXFVvgzOq7fPN6nv81/TVSftSz3vmAmII+zzOKjkeFVI3wsPxpD9enMlXDrv8SmaOXLyQUWQjd84YwF5AI6iwTNV4XnT47WAbuFA8Y0QniM8xWbwAzC9QZZZK3f8M8HLSuFIN2Z2VFPiiDryNEfN03NBu7fzwLLDWkvt0+/Dvx9MXA/wZz7Fm/r89ClfeK0G81olr/ryXbRV4jtex8TsM4loYVBEzoue0dwXrxbQyakW454Ol5OihcNFO8priTX3e5OkrknEZxb7LKkaNsaZEqHXM75uc47ifMYe1pShtn1K2km2PfNsqeQ/vxkSJgdRb3eMxt69bGL2u5Te1rCbCdTnKgbMwpPbUO5fqQtLXmk2tV5a1uKOJ1+behgFLQ40msq/R8k0Yn78otdKB9QO3POlZcT7cmMH5+5UtamizzThs55Uz64bL7MwM10oe4sYW3nRJGj9ciJRqZIT/gau9JZDEgZ60Z7rPC0fhDkxn2gju3pkI4TNu+c6kJrGR6stTu1Y/YXLw/KxvSPenWkyD+a4kFZ23mNxpLzWIaZUcQ4GdvTDWiUVnE9xUwH+m3/wHhaYM/1KuPMKUs7Wmob4H5r/YWuv+/ws7JfIvRgguTZFjweNxNyNK2OWFdUA+dG6d9n9rxWiYTZFwc8HWojEliXYsk2HaA+bZMGOP/BimJZ2aPJoG+RGjiNMnpoPVNAtnCOyzQnrsfs5kR9MRGVUWaTOXDdlDJaLb2kI7k3PV/uyy4js7AwrydtvOa1PXJSTrC+eFtDsM86VQ18jlkHnngxGgt/xkOd2YcyD05vS6zMPJ1CuiOQTkFi2uor8nCJMJJdtBONBM77MxKOsuOzWWPoB2tge6W6KvQziYB8gh/rSG/Z1Xb7X78ArN+H1kPTfkvTUTUi4ezZbTv2zbT6EE+ol3Ttcsvub0ev5+OrXcOtBLRTLbf525Hn17b/Z/EoG2/nWP0loh/urJ3ATsU3i2z/13EhG7B3t/toRI52jv1/PEriq+TRNh+POJ9+7PD/HtFnsdT+b8dVrIG32O6jMdGWkSvs/23kHEnbfxv/GGneb+U264/GEQiMsfwfR50sabtXcjpBHvETfR7B+jrlIlpsyRpjKYD2IH8VObd6uEWmj5nwXv8615cbC/iZeqmEzJXTGi+fLjH4kxSEyQjGn5ZwTsNBazrAbF3isc1FoP/YZzwxVsDM3ITfm+blAddlNAPuZwiuM+hKFBAw94ttX8vTISLi5yft7281+DnEnLdV10y4X1QBVhtPLI6MeQDIXYhvIrlsbNpfQpl8x/KelmTETSg7sSCDoP/6q3LCdakNwGzel/XfL2a33imtIWHTGkb9oS2Aupcy8ZTqF+AQ5Ndhvl8eWaFxenVgQzZ887o6+LvuJWQtDioy4B+ZdxyDze9yf9NxBaBeTC4ScMwgkQjo49kgEpBr6aaBgzsdlmVvbQD0ic7RQh/z1jVm3xZzP9oWJWBft7IBPH74bo2rtbnwZ8S+UYyZgJzqSlPhvIwlNs28vvLRcN5jN2NhR0HS8UQnifDs/pnvNRXN8GdEHf0QIwFldcclAvqvfCUC1wVJBD4XbATUVRTrAOuIwpYPEXmrdc2APv0TIiHxp2FLB8wvBdTrDbcS/jUir2ajicC63c8fS4VNrLHUaP6XiGOKcSaCMyvnPdSQLWcJwyNo1aV+qGx3HfRijdAbSuDzikb4nD3AuVq4/IYZp1s+RJRZj2kBXzdGCG/m+tO+YoHzXGwo+hYXmRv8L3acuxZpbOiPyegPZcwoLaJHluorp7a2vE7LlfK+3VUpZRiiOyMlhvu0hYSyNRe9pZyzft6U4tw4yIYe01d7o05aURME0FjR28lfbOlywY72/7o0PE/SAbE1Q9M78n50WifK7PUdat0p52zqCOqCBWeaLfKjuxLegBhB8ALR36KN0coGwvMMEb3vwARjYgPf2o76swRis5TieYgU07Ie4/o5PVUR5lZzdhRxfejYFoJ40pPGdEHRDPf0xhiYV9gvi0xNJEw1HDUnj1RmrTvxk3Eo4bwxHVxZdloZsKaCsDTMzUNE+T6FFoLcgakiiud5hIRePpu+YHROGgk2178ps+SEn7NmcHpb7HH3sA5uBTS+u+EdBFwnqIVzed2KJgyPJLeE4rhlvrcJjk3TFOAR8th10bJ83v+8Ys55vpckdPEPbhDfzZRzRVsklFF6F/3QRHqm/yRvF1Vp2B+Rx/uBPVsMepcGUtiWCQKyDXs1FHB+7eMuLnPjAPucoUqoYscmWw3xv+0uOb+kAE41XkoKuFQNqDe9KBa4PkUsYH6coOFzG2sjgfdvTYVkhlNfKRU499tMwL52loWwjr3esY3QDgeoaYD8cbVE0Gkm7ms4VwVb3SKH1a7Nhxvjsg+MkFeQ4bVrXwcklRI8vgsUnMOrVnAexzUlwbnHP+woe53GrxJTvmemxsCPVZMhbODVW004B1ULqEu9ay5ImUyhSfohTmSN7BsiIYHqvxTODRDABi6DGziX8akc0D+6XwN9YwoOpESKhTOd5vfTymthUO2lwfSqAnj/Vgkz9T9l7TQ1MHtIvOk7rrMSKQDbVTNrYTuTT4YVEeSD+9QC5xCqgHMPG0C5NMIsOieZ86h/TYVIf9G+poZcEr9kW9Zw/2ck2bNKmjr3KTm00X+IV9grwmwWp5LzCO4B6vIAmHwu8DM1ORJ4fJeltoQEK3rveDTpEbG6Gjplvr+50IoZpr8zEwoHugjeP0s/Gvl9ayxwHs4z0miSuDjHQwm9sJCog7FG+idysZDEvWtVMcO/hJz5pN/bWZvSCbNrX99rLRi4LYI/MyL0lFHmwrh1sonn0c+NKKbzc0xoZ2ZXrXCg2Ed6bEexTzrNhqIO9dPWVP+foobscuIcm92t+OMabUb596yRoI9zfTNheDVhlpYgb2CkkTAIQe91EMfazG1VsH7s3N1db50FxCccaYIWhl301MHYud1XjU2oIdxfqIQXth13jT2pgjnZ0Tdz88oA914E5UHbigL9k9EBc+0GK0y47mCX6YeYf0z/YbA3E26ezziYkNQCQZYhnqFj4gm2K5rLDbo7lYGTLhJ4f18LOf3YJgMN9yP01MDADqPmDd6cCUEr9/V1LdJ+iGkrxuX6LNcC6r/kdXA9xUPmfa8acH7gLhb4XqkaCPv6ceFyfzlwrmY6/LqIDZQrwBo/oGrgft560FeBYx+GNUBOBCsQxUJhEgOWaAA5nwolPO/JnLcqwL0oZg2APowssWDQ2wmox5nTQvoyPLuxEY1ZM7CdOPcaOfZ49bBw8T1gMtFAFyUMZXawiGKymDWqoxs5B6NAQrF+OWJMr+3uYNp5v4xzxbxaUeR4eblSrudw4TyMT9tQZpc9t8bZUNfJAe8LWSN5LhsSG7dPSu8VrJZ71YppxSxWyKgAsUCLVDDFhylXq0HLrmkfI4pckY6N0MTkwEvl5G729FORNoWEz8vfkK/mbpsoas4jlz0DYt0T5NAHARq5gO+PVkGwb2EsEZBnliASeJ4k/hDlR2d9XnCmGbhOxERAvVW4VPg9tM+GT89KhSUOvYrsc2+TtM8epu1xu0iQV5D/lJhd/SO2/ZI0cHLKtd2YVw28/9RA/Bm+tklKGTZojlBn8D/pyCdsQNJdQbSTF5/fEfIQnkX7ii4WpMKYeSKX8xMBIgJi8uLdy+Ekw7mZVwB7Xbs2F0PhgZSO2zwrDOfIWGiDwJtrBPvH0kzD/iUx5X38YjLxE4mntuE84N6Kn1SAeL6aasgMGZh0c3IZP78z9OeS8ZM+qTDMg9TA9Vq6D5H720u4DiBeyfesnK4x6Cd0nI+wuZmwrsP0OxqSceR5zbBBdUTUnhHRC+H2bGePqNgiGDss6+n+rQXQKTW561HvWsA56ZhawDl+bwXMORe8ITCqhBw0GXp9a1kcWWL/wMbnywJg2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       "  const render_items = [{\"docid\":\"94f6bdba-a1cd-4cbc-8082-f956fd014305\",\"roots\":{\"p5551\":\"e6a860f7-c2d6-4651-abb4-260237698950\"},\"root_ids\":[\"p5551\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "p5551"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bokeh.io.show(bebi103.viz.corner(samples, parameters=[\"theta\", \"v\"]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graphical display of divergences, in particular in the colored scatter plots as above and in the parallel coordinate plot help diagnose the problem."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conquering the Funnel of Hell\n",
    "\n",
    "How can we get our MCMC sampler to get deep into the funnel? The funnel is caused by the variance of the distribution of $\\theta$ getting very small. This narrows the funnel and any step the sampler takes is too large such that it steps out of the funnel. We need to sample down into the funnel to get true samples out of the target distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adjusting `adapt_delta`\n",
    "\n",
    "We could try to take the advice of Stan's warning messages and decrease the `adapt_delta` parameter to take smaller steps. The default value is `0.8`, so let's crank it up to `0.99` and see if that works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
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       "model_id": "b7b085e714ff42ecbd35b879d9ee986a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 1:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "version_minor": 0
      },
      "text/plain": [
       "chain 2:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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      },
      "text/plain": [
       "chain 3:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 4:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                                                                                                                                                                                                                                                \n",
      "tail-ESS for parameter theta is 353.4367993429466.\n",
      "ESS for parameter v is 157.8386124897571.\n",
      "tail-ESS for parameter v is 333.49820097378057.\n",
      "  ESS or tail-ESS below 100 per chain indicates that expectation values\n",
      "  computed from samples are unlikely to be good approximations of the\n",
      "  true expectation values.\n",
      "\n",
      "Rhat for parameter theta is 1.0183414104652264.\n",
      "Rhat for parameter v is 1.0245451664600984.\n",
      "  Rank-normalized Rhat above 1.01 indicates that the chains very likely have not mixed.\n",
      "\n",
      "35 of 4000 (0.875%) iterations ended with a divergence.\n",
      "  Try running with larger adapt_delta to remove divergences.\n",
      "\n",
      "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n",
      "\n",
      "E-BFMI indicated no pathological behavior.\n"
     ]
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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p5577\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p5578\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5573\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.3},\"fill_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.3},\"hatch_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.3}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5574\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Scatter\",\"id\":\"p5575\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"#8da0cb\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1085\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1099\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1100\",\"attributes\":{\"renderers\":\"auto\"}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1101\",\"attributes\":{\"dimensions\":\"both\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1102\",\"attributes\":{\"syncable\":false,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5,\"level\":\"overlay\",\"visible\":false,\"left\":{\"type\":\"number\",\"value\":\"nan\"},\"right\":{\"type\":\"number\",\"value\":\"nan\"},\"top\":{\"type\":\"number\",\"value\":\"nan\"},\"bottom\":{\"type\":\"number\",\"value\":\"nan\"},\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"top_units\":\"canvas\",\"bottom_units\":\"canvas\",\"handles\":{\"type\":\"object\",\"name\":\"BoxInteractionHandles\",\"id\":\"p1108\",\"attributes\":{\"all\":{\"type\":\"object\",\"name\":\"AreaVisuals\",\"id\":\"p1107\",\"attributes\":{\"fill_color\":\"white\",\"hover_fill_color\":\"lightgray\"}}}}}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1109\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1110\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1111\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1094\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1095\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1096\"},\"axis_label\":\"v\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1097\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1089\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1090\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1091\"},\"axis_label\":\"\\u03b8\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1092\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1093\",\"attributes\":{\"axis\":{\"id\":\"p1089\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1098\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1094\"}}},{\"type\":\"object\",\"name\":\"Legend\",\"id\":\"p1121\",\"attributes\":{\"location\":\"bottom_left\",\"click_policy\":\"hide\",\"items\":[{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1122\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"indep. samples\"},\"renderers\":[{\"id\":\"p1118\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1132\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"default sampling\"},\"renderers\":[{\"id\":\"p1129\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5579\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"small adapt_delta\"},\"renderers\":[{\"id\":\"p5576\"}]}}]}}]}}]}};\n",
       "  const render_items = [{\"docid\":\"eb9df794-69f3-44b6-9ced-ae19a243a8bc\",\"roots\":{\"p1077\":\"d2b30a48-b6eb-44cc-a5ba-c347cc983bb1\"},\"root_ids\":[\"p1077\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
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      "application/vnd.bokehjs_exec.v0+json": {
       "id": "p1077"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with bebi103.stan.disable_logging():\n",
    "    samples = sm.sample(seed=3252, adapt_delta=0.99)\n",
    "samples = az.from_cmdstanpy(samples)\n",
    "\n",
    "# Check diagnostics\n",
    "bebi103.stan.check_all_diagnostics(samples)\n",
    "\n",
    "# Add plot of samples\n",
    "p.scatter(\n",
    "    samples.posterior.theta.values.flatten(),\n",
    "    samples.posterior.v.values.flatten(),\n",
    "    color=\"#8da0cb\",\n",
    "    alpha=0.3,\n",
    "    legend_label=\"small adapt_delta\",\n",
    ")\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That helped. We have far fewer divergences. However, we are still just a bit shy of the bottom of the funnel."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Noncentering\n",
    "\n",
    "Instead of making the sampler sample out of a distribution with tiny variance, we can make it sample out of a distribution that has a more reasonable variance, and then apply a *transformation* to those samples to get samples from the tiny variance distribution. To devise a strategy for doing this, we use the **change of variables formula** for probability distributions. Imagine we have a probability distribution of $\\theta$ with probability density function $\\pi(\\theta)$. If we wish to instead had a probability density function of another variable $\\tilde{\\theta}$, which we can express as a function of $\\theta$, $\\tilde{\\theta} = \\tilde{\\theta}(\\theta)$, we need to ensure that $\\pi(\\tilde{\\theta})$ is normalized,\n",
    "\n",
    "\\begin{align}\n",
    "\\int \\mathrm{d}\\tilde{\\theta}\\,\\pi(\\tilde{\\theta}) = 1.\n",
    "\\end{align}\n",
    "\n",
    "To relate this integral to the integral of $\\pi(\\theta)$, we need to [properly change variables in the integral](https://en.wikipedia.org/wiki/Integration_by_substitution). This leads to the change of variables formula,\n",
    "\n",
    "\\begin{align}\n",
    "\\pi(\\tilde{\\theta}) = \\left|\\frac{\\mathrm{d}\\theta}{\\mathrm{d}\\tilde{\\theta}}\\right|\\,\\pi(\\theta).\n",
    "\\end{align}\n",
    "\n",
    "Now, if we choose\n",
    "\n",
    "\\begin{align}\n",
    "\\tilde{\\theta} = \\frac{\\theta - \\mu}{\\sigma},\n",
    "\\end{align}\n",
    "\n",
    "then \n",
    "\n",
    "\\begin{align}\n",
    "\\left|\\frac{\\mathrm{d}\\theta}{\\mathrm{d}\\tilde{\\theta}}\\right| = \\sigma\n",
    "\\end{align}\n",
    "\n",
    "and\n",
    "\n",
    "\\begin{align}\n",
    "\\pi(\\tilde{\\theta}) = \\sigma \\pi(\\theta).\n",
    "\\end{align}\n",
    "\n",
    "If $\\theta$ is Normally distributed with mean $\\mu$ and variance $\\sigma^2$, we have\n",
    "\n",
    "\\begin{align}\n",
    "\\pi(\\theta) = \\frac{1}{\\sqrt{2\\pi\\sigma^2}}\\,\\mathrm{e}^{-(\\theta-\\mu)^2/2\\sigma^2}.\n",
    "\\end{align}\n",
    "\n",
    "Then, to satisfy the change of variables formula,\n",
    "\n",
    "\\begin{align}\n",
    "\\pi(\\tilde{\\theta}) = \\frac{1}{\\sqrt{2\\pi}}\\,\\mathrm{e}^{-\\tilde{\\theta}^2/2}.\n",
    "\\end{align}\n",
    "\n",
    "This means that $\\tilde{\\theta} \\sim \\text{Norm}(0, 1)$. Thus, we can reparametrize using the fact that $\\theta \\sim \\text{Norm}(\\mu, \\sigma)$ is equivalent to \n",
    "\n",
    "\\begin{align}\n",
    "&\\tilde{\\theta} \\sim \\text{Norm}(0, 1),\\\\[1em]\n",
    "&\\theta = \\mu + \\sigma\\,\\tilde{\\theta}.\n",
    "\\end{align}\n",
    "\n",
    "So, in our case, we can instead sample using $\\tilde{\\theta}$ with\n",
    "\n",
    "\\begin{align}\n",
    "&\\tilde{\\theta} \\sim \\text{Norm}(0, 1),\\\\[1em]\n",
    "&\\theta = \\mathrm{e}^{v/2}\\,\\tilde{\\theta}.\n",
    "\\end{align}\n",
    "\n",
    "This process is called **uncentering**. A **non-centered parametrization** has the sampler exploring away from the mean of the target distribution (hence, it is non-centered), and then a transformation ensures that the samples come from the target.\n",
    "\n",
    "Let's implement the non-centered parametrization of this pathological distribution in Stan. The Stan code is\n",
    "\n",
    "```stan\n",
    "parameters {\n",
    "  real theta_tilde;\n",
    "  real v; \n",
    "}\n",
    "\n",
    "\n",
    "transformed parameters {\n",
    "  real theta = exp(v/2) * theta_tilde;\n",
    "}\n",
    "\n",
    "\n",
    "model {\n",
    "  v ~ normal(0, 3);\n",
    "  theta_tilde ~ normal(0, 1);\n",
    "}\n",
    "```\n",
    "\n",
    "Let's compile and sample. We won't bother adjusting `adapt_delta`; we'll just see what we get."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f87a3353bd024e929ca45d0737e37ac7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 1:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db4698673d5041d8ac15b06b2db7b52c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 2:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "995172f98927418fb58c439afa292b73",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 3:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f2b3c169d3dd4d3c8f99ba43de042896",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "chain 4:   0%|          | 0/2000 [00:00<?, ?it/s, (Warmup)]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                                                                                                                                                                                                                                                                                \n",
      "Effective sample size looks reasonable for all parameters.\n",
      "\n",
      "Rhat looks reasonable for all parameters.\n",
      "\n",
      "0 of 4000 (0.0%) iterations ended with a divergence.\n",
      "\n",
      "0 of 4000 (0.0%) iterations saturated the maximum tree depth of 10.\n",
      "\n",
      "E-BFMI indicated no pathological behavior.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with bebi103.stan.disable_logging():\n",
    "    sm = cmdstanpy.CmdStanModel(stan_file='funnel_noncentered.stan')\n",
    "    samples = sm.sample(seed=3252)\n",
    "\n",
    "samples = az.from_cmdstanpy(samples)\n",
    "\n",
    "bebi103.stan.check_all_diagnostics(samples)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Excellent! No divergences and all diagnostics check out. Let's overlay a plot of the samples to see if we got the whole funnel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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qs9nHq8Bq3VGoVP8zPALdSPQTmfDLg0t4RZkCuQ/mOgUcoIWW7S+uBtnv4QcrE8F9CjNIw04Yno39B+4bXRcR1eQiK98C/y4eYUEfdevFAidpcHXDUeHol/WAz4b6cGAHxToIj40KOBCgh4Z4aMEmRXAYntM7xZlG1lyJCy9eDwGhC9ln6uzGkOpa+kmb/3JmKX5z+04HQbM26bexrObm0vUAdZb6nPoX4MYP3MmBQ4ntD35qrOOEl/GVFqnrALWZOny5NwBlGTf85DgtdujSVe8vwUx4DD3YwEac8WAu+zDP0POcqD7Q4xxyIQZE6LMduh0qXHlj3mtvldzoL6J/mCx5yJyvPiv/FZnPyiSdDFi/UmH9bfkiuhDlsCrfva818Lt6G4gw4+41XZUd/8qcfg1ES7rnOVqK81BQUcEmO40COLmmP3DTaQVAKX/s3k9yoALZKqTzQ5sINGfPUZ8BRywdiEjxO89I7y+58RAOAsLpAnPNbjdyArdLfwqy/t3kArLfp63UcPg3cjLusp9S0j4IagXP0WH7SUKzzw/MwjW/Q6dvnyQCGt0lGiqHtHh8kLge7mpDyiEdo5f99kEDUp6e/d8IUOpMma5vQEsMPreucsErxFwRsRaQfUbA7bV0p5U3N+GXNiB8REuDhxki1mzSQvIKqNdptJqG226GdqEStPAw8rZMnFkVqgw8RHEH1gG6a7m8SoZZNzAQG4cObkCjL/QjSnok7FVsWumx902JGxwdb1FghH+OnR0Re0MFbSknFh7jBhgpCkNT/GbIdTwxePqQy4aLHtGzDvjwBwYTTNO9DJbQWX3mLy4ttNQJIk+8uzhNTR9V/7Q4ZlclMJGHxTwZBG0tCrfjOlgx0Gn6ZQuzDLi1DT65T25O+DAm9CJdfPduQmvJNF4bIIufVehlf1r6NcmqynvYU54tCdG+kPmMHhs36y2d4EWt5k7Bu9dpoIlk8OLZvuXQRWxbchDbhk0ejy2Nk3dQN6yzMntzwaR7eFrHm07XFhG+B7PnrMIGDspSRrfZIGnrs1GxI/TQnykatR5jAq2/sj21r0rhB/7rRS/G+tHTutBeP4aFSx76tqvOb2Elrhfx0lI0OColfSKJP1e9O/TVZrJe8PIMe2I9MgDInT/78abRZlKtO5unx/3kYJ17Piafr+hQK5hBTHyM3ac77hnwqSZDdce7lAMih0BG8VhlvZJu88NZOVK1Nyd1yjpsNKNebA4u0LbrUaFW8beKdUNz4BiLWvLr111qH2uY6ZKlxGKyqrP6Bd/RVnCtPZVI4xwNfFu2F/ZReS3nfOduW0d3H9xvZXafBtVoFy6+bod0P+li/9z4zKq8Vr6bL1GwOX5QmYDH6cBtt//+FM5K7YJP9HiK0oL3ZYD4F1nXrioiPPcRehxyFXTnKdThUj90RqXVw8nvr8UVVAcK4i56UZaY03X0F5F4tqNsnwwHxl9WujvJ+Qv03E0I54WVqwcv1rwkxYLVkZi7wdUODL6tdqVGgr8b7kgiDGYACfXXUQjbs0h73CliQnnb4g5Z6ogK4KAzzOle9RosMCkZiMmyEOFzd5e9QyY30HlTbYJuoNbwCVVwOGFaz14fDQqM+w1GXf/XA/RUh8BwfHJx6JvsuGLbg4dOe+WAYG89voVGxHffBlAR0MYBZNJueKj4b3g0fPOKYZgerwviqJ7124BTYfYOxy8NIVUZI9kX44cRNdPqwo9MtkCj/76/H17ZhM5y/me7w2fBt906CIGf9Dgpxp9xZ4Sm4Cv9855TkFaGOZ5vSw6dxbIdkYG8YcIYK4B4/qczCXke6Q8rgnsgAjDrDmtSUYstqdXgV2QH/5RXKDfma8CucdNnG3sqXH8da5Hhh7rQKI+jZL/jg0Hd+SlNyesAaIQtHi63AZCOXpzBj8xwAFFk534xH6kN0Wy3tmhhpPHiXdyP7LCUwlyaEuLE2q5eHz9sUGGFvkvzZQerwKbQ0bGfbv3T1QtRe9urIKXJmwhFqVkXPxxG8Xu9lozu1EyE5EX+4Yd1XbcGAKerPH8jicZ8I2R54dyzCsB6fdx4rm+JsDvkhqUREeBenVhvIxP58Clm3+ETMTY8ZNYvs3hHxso4p3M+nEjIuTIHY3cjmPHRjd01drMmbHDpRJrLpVVcN1AToKyNQycAzj/cyWNAWXj8Z24D3S4APyzkUKs+G1Mcuq94nl0zOLxVaohJui6XH+mrpURSzq47tGU7UTtfY9lbh8Tx2nmQWMpfkvom7aTqZF/G5DlPtT4nG0TxVxZ9L23jx6Xf5p5KLp3EJXXSj/8xRcGHgDtfVLf2LHJgeQQ+cAp9LvQbCZnlozf2tD0Jjr/Bpm0r7rLBEi4gdU8gzaPC2/BxtiHZqPoYEkyq3jpGlqXdjWq151H2W7K5RG1dNBZx957PIwEo4qDff+mbKPauqHOIToi1nC7RHc8lxN/8vwK1dQYcKC5kIad2SB6rqrBFxExD0Tu7bEr7aKCjckZtGndTLtzSxK85sEA3++nTT7CT417pqmG1Z12kPdIm/xMOAU6lQnW7QmbBxdnj4r0f6aF37OelXlIroN1Dw7vd/tXwY0HgV7BVbNIgczu/DSXB3NBhhYJmXnQSTl9CT8sRfyfzOdBPAX7v23PCPX4Aapj8ea+xQW0ert5+6wPL5we8aPl7SHg1fwTqofBX1DBKyDXc5gTy5dlNL+rnAe5/sW8sR5baJW73/dbJz3MSNiMOK/AgFld1B7ekxTFHV2yK1JvaXFwCtPc2rtZMHr/uG5mHBfUtRh7xurTCgzuNN5gO8UIubwqqdl/skPtx0aRt2j7gWAi58frpTxYUZMpyy84AWGB6qXzrnMAZtrEcwnz4V6VpINbC5z4hdSJ1DrVcJQy/Mb22GoJao3LLNnaT4TfRz/12dX9BP2zm7fcvnLC7Z3nHIyF1PBcoZLjxrUBJD74b6P0Qxt6nmmwcM4sH0mt+Le3sQwjyXOuDyt278txhYrBUpUM46ee3+7dqgcRjsd8twAbbJZQZDYJnQQmHfcUGWWXwLz8VdW8mTlQU2z2+dP4Dno2YCTL1sCKd5rjD1MfmwBnxN8LnxxkhPvb7w9UnKLFp5VGAhNuUbBwhSd/3L+fgCV32aZjqRFQSgrUqPl58LkiqUpbcyK+5vH9aeDVDVDP7ehaYjIPJHR0/5F/96MdS4pmpiI1tLn5OsimbBu8q7Yt8jm426P7rvjus10HOhWfxA6WL6NKUXDk0X02WB0SfVjvLw2u2qQc3ltHh0kWiXEP9wtiTels/kfnhoFvxInBlhxWKNnFSeFjXUXPLhZfUo0dQOdy1/Ki7vwFiw8Ple99SMHUfJkNB4p/ghEWm2cOu/5DU+rrKys7AwQs3UITx9YBKZrBLmsfI/wcxP/3NOscSnvx34fC7DFgCeWX2E9Og+QAs7yKMi54SmjsjgMzG15nLPl9gXcFfOvVpEntYMXNczWST0LXUBVL3icmwiryorv1ye4THdyu52f8aTIDMmJ1rGocCPipTOV9bc4vqGxrZ+6+YiRqSFhot9ElwA+GlR/G2Wlw3oGXjqEkAjzMz64utciOfzCt10hXLaDWJbmjV5lYYczE47NxFizwnfpdPccFAmypd9pWekLEJXoXDrn5NKEb7I1XfQWWUc5nAnKb2wI5LLVdmmYLgOXqUe9nghQoL/uD13mSGjo+Fb0tUUaLHT7emO+6s4CS9GgIgWVb6NS70q4e8WlQtLX8vcN0EbwoGn553GwecDLwa+jRU8PSAIq9rv0UGk5KGRRabke26qcF7onz4PmZ0htOF0nw2ukaba43q6C7m1K78HEeeHoZPh/TGUd7V7W3S39RYbmwwK4rcYywoLG749AEI1YV9pFQ+cQBk78P2FI+0+CA0Rdy/q4s8K25bNxAMT0km3z/HqlEDdlZWaTaJieA4vz9xfTdTdYstDF+1rSNck7sKb10bBlIgSrtn+0krKzpo6nYPArCrJe36zKSAfVqtHjRkRnA+b65ep82CRoI2Yqd30vGFR/36I6uzSENg8gHA88rwYnS0/xCvX3gXJmzW3XkMPBmPzYeUk+FE2o/T5roc8BAYuJnk8ItxMLXcPqxBDX+5UOb4hVKi/0D3gkqiI6ArfMl5ve+kHCerbPq0nNO6F377InTIhd8G26Qau3EDfuHa66r73LL/NNiVfdUDlhl+8TNvoQVCpP7WTf1QlG8hUhAcNYC0mXLa79iSoPFXPWokt3mAY/nwzWqLBpsRaOv6adMCy9JFPdK0Wwj5a+naB549wAlxujCE+vVYJ2ubEGQSA3PKlkrl/DRQ4Uz0bwKa8NAa9J9TR13gSee53TTo3rR0oO6T2WqVFBjhySVd3svllXP7rmw67taKQYOD2UWkfQ17pvc//HBA8oPDlBRfQfb/54I9XDTQwbeCTFzPRpsy9wzmEocQbdLWkSrd3NdNPxszS0SH8RZEo3NbrS4Bg7Vnt3PDP/T4jlWEUSLf4qpvYk9uQGc2QJT6k0agc5bmijdzG4UGnamqqvsFSAsc8hXV1JhPmbJYTkhAuSnt8iMBqOI0H8jLFqVjF/1utCE9UwDQePqZX3vemCVnp23n0SHHVLfBZjS0+BRsa8HRAeo4Tr/FGtF0DZSjxMLryHSwWMfmnID9NeRHn3++YufxkDl9Y1DXNzNgKjzMb6BjhmLVltF9LFwY6XHfCo3Krhwlqh/7DsHEUh4qlWuqMwJt9gNsi74UbCj9G/Tb65LwOfLww2WR4KY/n330QY7IrQfrwvWONmPKgIfHbBmqgItc8+NM9up8RXVx/7NJ5pAAI0f72WfNmCLVcS1jqwCKW32R06CFOymoBQlPMIHLf8p10svlgLLVsbjRnaz6ISZ/ln230Ts98qAZ/wpO/yV5/2qtJ8ZPr3ddOjO4xFApysS47DIgJ8n9gb27mOGdgfVm25b08C36fFvanLYYYcSdPmLe8FSk6omg802umnVOh53lIyDY5jWLtsQMLdbQzWqZcdPI1nXS+J3wOvnWTQZzfSYlq39PGf3Bio/4/8sUKkO7Dk4dKhwlgY6DnM5uKk3AHJzkcTVgxS4v6657aHgPLrHX1WjbEeDvylux3Lls8HihkN+w+fKUHf3x7Cwpg3UIlue17mPB3dj1i/dulsoz8lTMjVkGmnc/UYz3EWLAydlrYQeboNGPqEjP5xmkfiP+ebjeozw/eZlqW4/DhxJvLS4XUENvyY60lJ4NgDxnUXIgT30cNVbvfXHyyUgZneqZyJnEXX6B082ynNA8RctZ49cCkE/mKqVu+uGwOK7VsH7lzYRg91HV/26DUDr/XYiTJQBcmaLx00tD4F8ptmfl9xJsMroQRl3Hwm+AZYcafZNSNek4tTtXU9I2+QcexXUDPJOOTsefSkKbSbuMiaT1pF3b/vPMpUlwKszwh1+nITX72sKmzwXgaV/B6mnPQTw55WOe01/qlCl0Oltz9udwNVX9qIU3QrosMlJsHw9CWoCe6fyv7PALv+vr30O8sKWdalpxSO7HBN/b1iaawmcOytqGGTCCcUdXotsSW0C8Yb5rCVbVvjAueyceNIyUJGW/Nmux4b1Ips6Gg8x4t+vvH1VawkwzUdWtFoyD5jVi3VvB3Pi2jjzGumb1DCRlfNuYisNlkyxvJauNQDcE8U8vMY3wA6jXnBPQQ84tWKtLFOwCGSeH/8lVjAFxD9nC9TPc+KpGbFLh28y4QIJLpMGR3qsdFbTSDGSBv74cpsptrkN1LyOFIhV6wF6NulfR+xK0afRpAdVFux4Vp/A1RXCBJ0DUhweWncBxna52jA2EuZ3vWg5/GsUHRl50fGfHgV/mOX0VJjkwjNXLjAxsJSBhlyhmeCPS+C7yHYe8esyKDcYOg+zFsF85SVnqEeGiXaT1Bf2kuC32bn2I7u8maSVIFuUvgo8Gk3dQ/9xQGkvPl3W1TlE007+eC6AFb/2mFFQCqbCel3qPF84yPCzmti/4dFF4GO2FZRFT8Bu/y4s+2V0IvIJ6ZuPYlaARFXDuT1hg+DNzYmo/YGL6LnVj/C4pVX06fw1n+4VJqh51g9c3qGFdkONDk9OMkMR2ksnJg4SYbbnWLrA6CyIW16as3WiwsdSxPpUt2YR5/efFUrrLLjfbhKrXZ0F/B5eC+2Ku7l5JB3HmO3eg4nSofgzm8A2UkmWlpsHO7rSqayDMaDhmvSiiIYVLvnu5zgruIiMz1qWustxY9InUXWCaDNo/3ZZ/X4/AX+TMHHoJ6+A1xc75ySGCVDSK1JFa44XR+031hYBJBhZa9/eGseLhRfXKnLE5xHz1x9nO/ZyYEZ//+WTpaMouvcb7xlrevifHYkmLJIOM/Fv2JGP/wV4iLb/gvgqunIyQsJlLwnb3pOdtcnmh0eph1ZVjjYDG8FzAuldY8jY4HF2RjgBB4c4JN3io8JX8i8xPS5ggKHFpnK5jT2I+7Gy1OOSXe/4Un7mel854LSqYb6WS4EFVLoeDIbMGNOEYIXpL2CejmjRZ9mPlAoTGi+93QYPZkNcPa2+oCzCt1vE4p9IO2DrVq/aOtoMoGF7GTSOOjuPVlNCikDSAyWT1ZYydJEpuiB67xby5S0b7pumgvzOeisuNGPo3rpAVlsPFY6TdjjaWr3LzzGRqbk6HLhe5v4y179F9OlLqafBFhn785Ty30NLaK9k80yW/Q6qSrw91LuPCr/QnvygqFIH/gsbjfGxoceZJkIDLgGzoFPcX+wAIGC+OTHN8xETIEJl4Td7bjGq8RkOkQjfQnPvAyels6jgOQf2MP+3bDDtgnOB0/0edKpKsZ9Nrgo4iw0XRjcz46hivD+cgQDbfPZQ7/nIDTm5vHt02Iiw4yML1+X7nPA/OZr4LtMttLm/L10gfQ0t/6pbO5qwhZhO2uR9oWaAludbRhwUSPi18Wuj/25XIf2Dn+dNaGiwO+nhAbMTtYi6KiX6WO86+E/VXDClqBXN+/0i5Gk0oiL7V+JVZtzwl+NiS+MZJvzzv42XDQ20WOjtrOnsbTJe8h9QTJpaR0lEv5KSmVl0Odi6jsGPjE2nRa9Zd4+AtKThkGHGbeAWs6X4YZfDoljijMtWNpH/xYsls5bJyM0m9OXnuWUkWpZVosjHhJ+LnrxtqjuEJu981n9k1QgOnRm5Vxi+gSSprN1nq+fAO900870WdJAoV+1dtvv+flGK1Cl9XPDqq646miuzIHosjsMwdh18tP/vRtytKdTTpFymqkXA8r+LziRtUvA249S1ZoXfyIVuvKMoaAwRDmsmP/akQHsFEZMv/VXI+EOMU1InGUq++CIXmS0EnTfVcPjsHIrsXr+7uNvn86OFm+f+NoEEvVWUeH8NCMu979QvY8OJp483+TZQ40aH8I6nWlxQ+cyZ7JorOyCYlf3W87T3gOiaFH+ieBrJK3FdNFISwIR0vqeax6mxXuqKjPNvEt66vbjnhaMQ7r+9p7jPoh2FUQcfOfuvG9zwEhAyrWWC1j9UBWvrV5DMQHEeb80qehRzV9baaw3J7SmtO3qZGa7KrTCeWZkGt3geVCgrUMF7H6LYGM4g5CAX7OfEPw5YtTt/gptr6FXMrAvuEIJ98uLEfdI8uOtJ6d/jN9jxIZ9cr1KRfhT3Z2Sk3HkYpP08bZ97nxVqLAiRs+dJmL5SbefJHSYsEuof7LjOhd96Zqnc8uSF4s9r8sxq2PHOz5LMppe/QdoXRrOIrxuIVoWV/0gFM15yKy56rDIHzpbZbcwqbAOlrKGbAqcJeOVZ+Mvj9Yu7/+f6nWQHCo6T2vkULTOLWixZDw7cWkaWypTNDWsC1stL7/u3xoTbLRd6f7Kug6xbH2r/zrQD9w6ZPoNKenjJR195MeQvMPXkjll9yYkdhMiZ/DLs2Gwi/svk+hTK2UirSZKhheek3Dy1OnoBNae1ONNnEs5q0O03UKWB2kaV9b7anFDaym6vXAAJVmSe9lTt70XdpcdoTAeYcM3DIoNX64totJqnhr2SAE/qZbTJvk4Eyf/OYuEBCny6+l2j9TwNPLkkuOhPP4XEVxmKvMdnkKzj5aP7nvJCUWXBujVfPkhJV6fQSRDx/e33tOTkBVQzviS6PEQLUUc+F007CXK3kYS6GMcR8WAFu0UtF3wpMCVq2L8GrqRRBZ1xykOlr1j03zCtoUrCQlHFK2a4n7feYyesH4n+MeW7j5iw5MWr8R2cc2j9OfH0hW/UGKux7BtNZsQWChk/U/i3wcWbaqtJl2bQz7PV+V59tDDxemXaH6UGUJtol8igzA5bZA//XJasBdRtWQ9G9akwzHbznawbBTIUNsuvi/OoCBagfUwU+KSrsH/eawxwOo6+ZGkdQbmHZV7Ui9LhjnfnUj99mQEEfUatp4pb6N+Jhz/9ZHb3VFbIQIV1EowqvO7Q8l8EF7BIjHoFGce3piQ+HPyClD0jPs4bs2MRLr4sg2xa3D81E/rTiA0bSFke1Bj+DYxJ3qKK6XT4lEvQxQo1MlxOp3z3O7iAJl+ij88DBPA/oNLf57CB3szs9XzJ0AXGdYr0OP+rQc8+i5E8FNvAvVnHaqUsWny+ImWgjGoBGF8tWP1eMYk6Hp/k/yFCwk4Rd/ZyEQeBzHn9t62GZCy9NNEVmVEK8u+NPOrsG0SVgSddn6muoF+WaQJNoszYm1mcZ/7GHNhr1qgjf5MGFtwy7JD0LQPtGh5zdbgZeI3JPtQU5cVVh57GnhMZA41yuf/Y1acQp74pYjakgtPfamqUenbvgMGLm0WKALWVHJpAiTB0OkaVyeSZi3Qezq15PCZjaqmAZ7zG62h+Y4Tq0VI+sOHp1qwPHwXDP/SJHy4S4Q8l+WVnn2b0W6O2wGuYBPfkP1v/s8QKmeoSaUurxKCxA7NFQOwcch2SZtwTOYe8365oZPxmxILG7h4ylbPgYJeHaLMrNbwymRT8KGASaERxRkwKDSC/tc6HphwC+G2IN/MF4yXEOXVhsTxsDe1Id5AlzxOxcaGN+4xYLYryk9MxCWWEFhNCw8w+w0C/dF9DetYk2Bb9pBq+QoVToi40z9svAc/vS2epKJtAQ3hvKkVkHRhP3ciZFF1G8kYZpnes2aCTTbuayf4NtCqfzZ/TP4DMnW9IVA0z4bKh5dEhRTKePdf+52frAii3Cpo7mcSGGab+0v1I2UGJwep1VyTWQXehklLkzXHk0vg+XvgCDS6qb0z+Xr+FqLmjKoJG1wA/tcrVPVIsEKuz//hGIOI/Nr5/ua0wsI6tIxuqbQONkAsT3zIqAHnDWvyy/QJYFztZkSfOAp90Hqj3pebEXcVuGyRNAn73six68iQVfmJzdcU0ag6UNZ57Bx+UgR+6BecO7/Llz/u/eoYeMUK35/wn1hAbvPpvjlr7aBfQXrOwPulDwoI3Rc7bgyG0ebpMXdZ7cdceCK+750bAXYErv/+9poIq1BVHzsXMgQw9NjTgxQ+z0bsYlbhpFLOS+bfkCgEHrPtsB8my4deK2PF9KhEWNWQ99QnYBMEUMeG/nwhwftnCKcl8Ey1qvIuOkFoHFLro3GO5HFhjf9AK/+s+ZMvv8qNsnReq0Q2LTDzfBt/mtixbXHigb9GizBxtA3itvpPxoZAVPrsYJjt/lQqvyt1zCKXpB5wz3zbCmliweLmu1YERAo5LGDv1fYoep2i4/GvtYsGcZc//isywwO7k7gs3LVlxAt+6Y6o2PeY2PCLVZ0iE7T5vhezi59H6fjfBkE/c8G3ymvDri3No8U1M3AP+StAvsnPe9NE6Inw/YxN1bw4VVz/UEg6mgkLPpAqKyUSozdV+QMCFBS+M1lLbfuTEGQGn1Xas+pGtQEXX2+leFJ7e/kF1aRaphOv7Fsmy4mZ17bTU/yqBfv31OGy9ucsx/egj8zh6kvSNs/Y1G/a8kHPO0P43+i808/CpOD54TKp+laphC3yTfvS+xXAJiUnXzr+U+IlkAp9pvPjDCdXycn1+xtBC7ESOt2IYQjlb5cK3bu5+l5LmFe9TRBwwe3Zz7hktlmJ/+qygfgV8eN3E6XBiCdHKFSm13qGH8dPvFIJNWPArgtj0jcRNxMnxy1fnEDs22IggJESPokSn3EIfHX58kfVrpHfdNtJgrqUEpS+hcGJzAevmKpjKriiToWeBgyzolnXbIjBQ9Ns5kfEVjed2faV248B+1S+3T8bUIbozyneMJaig9ODtPZURUyhoO4tjgXEcMFsWx7RrzaJ28xM5xd5z4LhflINAzzY69d/bgltgHRCGfjeP36HGH761Jpk+oeB0llonziez4MY5kZgLzuxwPfWGV+oPDkyfeLfE0pwID5l5e07sYYS6mQ+ChZ72o4vD3+rpE6ig7HIR2wfbLYD2pqg/7Q1FOtf8HHXHafGFWLWdkbvM0KZeh5Dc2As2n/QIPh9kh50vpAtq4TZIuTgnyC5FwtkWy8Sp52SYKiV27OsvWlx11Jit4gQ93KzVoFZWZ8S00aEywvQ8eP8dw0PqMXPooaArFXP+Fjh1wFynpWIZXL8bs7z2fQ4J8BWr74yQ4XZf8JOr0pz4M1q18uFkwc4Mru3lgjxweQ+NisvFKnCr+mXgvAcVvmkaNmCKOSBv9oiFjiEDZrl7fva6EgE6X5N1+JpBB/fOBNfwP1wHvLyynh7SjFCSUj87208PCyuyRUS+7CBJ8oufPIocWCehPpSpUQA6XxRiTb5LhK6jj1ZD7y2iha9bdSV3/wFfP7rmsGRGqK+ZPydPtY2eKAxfPlDdD7zeGTvRU2zQXkHpD13Ua6BsiHLiUgYzbNKLHvPbz4VXqQcPvGipRqF+fIPnZ1ihVG3RHVkjVoxveryzN6HHU97k1NPFveBk/j/Sh1AqeHzP4eN6B9vQWsvJ85au7ujlGVZZw89ckEjqW25JikJPumJbn/XMAiDk7uxQTsLx5jMPW3L6UVWJ5qeVP02gklRvQrMxg6zurskUMk0jydyA6smTbFBMRVe/4BUR5ve9WtQ/xQ6ffgxKvcQ8iPpz5aY3NzqAR/eWnBQcQSFCMTqB9CTszl1l8JR6GriT31hfaifAJW8FF9a3u1zVSL3fk2sV0Fcf+4PrN8DX5RNWNcJNKNK+hZn9Ay/8G8RkaWvFjo9dITsK7WPGGaWGbh9NplBUwb0O8fFpQMVj9OBWJA30or/LdXhnCwnyfZhg9GOCAf62Sq3OnFBKju6vu940eNNu3KJKXYhUnkd8e6BOh4OcLyuDSW48+VUj3WmXN6L2XhtKDqDALd3eF2bfWKDa3o819M/bgdZtETec0YRULtBY3RVhxE+vd9Sk1RHhtnp//dhUNuDX8jI+dZmIazhOlV6I5sO+1aeDl2zHQc3L5mzx82yYdU1brUS1F5HgpR4vA1p8w0w/VAWsINr7mjtVPQvgDuQSMDNghdqKM/PT3tRQVCigxejbHIpoGz1UGkOHlbYZtUef0sEFNp4vJ7RnwOVbuafN9vJCAwWek98UGKGglXmmqDIbLulrTKc4MGFDgT/hm/1U0NluWZDt6zxqVIrLEL+9ijIPyWTU0nYizsEFJyMLZvxfuKqmpBUV/DLvfcRjhgCJLgp6TeOrKInJaL6bdwydb9vzkO4VATL1n5oyKP+DIj3sbsvsIcPxZTltcu8uZ7Bxx6osMELbepoHrKM8WNNR/IaJFwuclBGZozengabfPI3va5Hx4S/hk5Oi9Pipm9Wh24Q1lFGX8t9c3zQK6np15IoZB5SPfkqs9d5BHevP5EPlSXjPucg+gjkDPmb892NixwqQp3o/YCvNDbsDpT4w3KkBdzylPgqPs8GnDrExh7vo4UGFz1ZKuSOg04fnn9GTYSCodvv4DysyjJt4+91vgQpnj/es39JrByEHSsp7XGl2OV/8uejZScQ6EB3RZkiAywYs45X3BWCibDjxrTMFWz5TCUwnbQEbxouE3ukpJMGkuPlXkoCnnwFl7stlyNYS2kjGdIGipBtxGYFs+LljKm+VDgXTe6dXkVl4seSRKJA7xQAVhwZnmaZ/gFvUfqvKxkRMOW0byCNICx+Gsv0VOrkGjCoPDjxKpMb0pWO5yV9m0PJa/dCNDk58tdVexluQHUbrWbw5FlwF6PKp7+r/I+Mq/Cco0GEAnfL/cxI/Y4b10RYSQWGCWMVkYoCnePc7yFZVxUPzqFr4k7xE8BjidxccCdX8ibjvs36s9uPB9nxGJj8uboOBrJz14A12yDsgoqZzlB1LGTn9DWnghNGjP+T8Fekw11vtwMFMamjcP550zWQBfJiIXVb4ygK9OhmernmMAs3Ec+dqArfR3X2/2B1bCTBe7dSX02dH0eRFnc+6yevgzv5qJR+7CbDE++zR7eeLIJJ87bli1jiY93Cfzl9ngg6PFrMs+f6AJxHvLlt6zyH3S0fJXLvemwA7PSMekKFv2RZB8iQttFq9yrK9uAoqfvKJX11fA4/e63mak1ZRWufT85WjbJDtxv2wwPYNMHd+dO/ct3kQxjyXxB/3BWWJ7tB3ENaRoXLYnbITNFiuv+H4IKkPPY4GoULW06ixO08lrHgKzdmsd33dnAeMTiYDg0MMOG9qmGsbbqArgm71x2dXQW37HvvbhiL46K8FL/b78yDLRWm8NUQYf/c47CSlsIYi3v+ayhmjh2I80ZJue7YQ1yKtbo4wLfSle4Ge+BJxAtdmsc3zTXBXjIsmmbibE0lqHxYku9DYUef3bMT3SDmniml9gxO33HolWT6wCJw70i/ql5SiPH/TU2xVzHAvgzkb2+FlYOzIJNQ1zQCFPSlS4A0JpnWixYzjq8BlTkQqZWMcUJj3NqeZs+D2+tppC0TC+27KbfC00UK5pb6TbTMDKIZKa3PBjg4zSd0HbUJ0MEHtO0Hh+hhK1eW7vZXCDoHZIcdnSumA9+qePWmMS8DEyCkyYJaMmQdcPz/WngAhxI8r8nFbQG0ggmFvJwWCeiO3mpF50MVBx36/lwHnFHy9q5xPhyWezaycCVlGo+esOvlJFNh1+2X1HytG/MtKmXuDmhv730y4YX1hBTQ33M0l3OKA9vfnlBPZ5tDriL2j9ScWQBqlpfHVC1Hc9Zn7G8f0MqIayak+04ZQ0nF2xROft9B0bPQ1hX35KPmX6znqRwRYm/xKxectM/4roja/9q4FlCjYlsZ8nEPxPn0tzMlrYCO4nV1Cgh1qsm1EhffPIotz93ifEf+AflOmC2eZ11HTXPSxstBZ1JnlHevJPY7yxbXO/WWcBdTnfn85+IAeesrIKnVzbIPx/TuMVowCmE/8xGWV5X4k/+Wsxpv/JoGIqGAWN8cOAETXngvyZCz/W71UCZNgzF8n7upcIejdf+K1+PoUyqzRD5VorUSkQaH+vjkWzHxvq6PzChcMjN9oP+rKAWUEy3pfuU+jQK373kK/CJC36YHq1vIKynxW99nqNhmyC2m6G31YRP3pvDaiahwwNcqRe4rQhs4aTg79khGHGn+l/n5SJeFfWfUH2GyJ+IkK89WdzGHEr93w4VrwBrrYy5jb8XENyPwaCS55Q48zjmx75w4TYb2kevKfF+NIKLnjbuB7diym1uhpMUiDbWy4Qj+5rQNNglW4YCMJdl96WGu4yz/0yV2S6pLtgDWqjZRwhB6OZvdebUxuR/GJqysavqz41PsPz13uC+O5S6nVR2i7kT6rmc3B/B/gvc/9xY8D3WA5X3hmK5mMp6bEF1RYV9CzhC8faT4uIbcJJ2c971EQ8/iD4Ol7dNg80ysx58oSGG2SyHCMpcA9r5hPr3ZRoMZhpjxxq2lwKb855dDnVPTMOHOq0ZMOe4u/kxxu2UH5n9x7e20YcamXZI/0t1kkL3vQasGOFmvxu4x83h5FGXbabJY59Fiz7eEb69Z5oGN3wJuKgwnSB5WWn55rBZHGzUz/ac4jlzs7933t+lErY7C8f9IE+u6QFxmuuOuvOoUX9imzYJwhGuv4Ph001Gq1mYWRMJ9JsDZRnwbHeftoBbsy4uGAl+5UG21gdf9pFaLJBoAivEZXz7LBJDHRtVvMtHC5ommfszkfdDZ/rhv2ioiFZRh0ucZH0LfLDWTOU3yQf0Z7/18PFrzVEvr+x2USfFXDay6xSoaHZQxyPJ9tIA1Px2eF3itIK3uh7Z6UIBYthcYPZSn46YW+Hx4N3Pj64588tMdoca5ZM6enCwXuE3nPrCzLCoWzaV3jb1LD+/tUt/f8ZYO69w1Fxi8voknBSH9oNYxaJC2n1aJrkDvjK8n2AwT8h5B6wWi6Cp2a5NOtf7KAAv1MU+3PUEH78bQnzacZsIc6KWmcngyfSl0fHtzlj9CkZyzCzazwWEAJp/BnZsg9kD3sn0aDjT3s5sWfN6KnisnzAgIEnHCs/LHxtTUwmxN4/caXLeB8hENrR4cTXnR0Kqq/zwSRmWhKQm0rsFdVKHqvtADM050bgtQJUCVmoorfjIg/KYnWT2lRY+07di71FnOg9vjCS46X9PjAkdLmb10EGDx0+ajn7x3EWn5p4MBubt1tedx6u0YSv1Pr+XrQm4ifXk3YSA+uBMckLM8mpNDDgjsnblJur4Jf9I7UEot5aLtf7oZpxSYwAXvaNOrHwM3Ik8OnCcOoOrIn5s4k+y4vTLaVaPxBP/Uc2CY5KJj47s1v8bRNJChY4YSaKNC4lU3xcx8NjCuV5hF/RQtfSEfdKDDfQQmRAhtPyBSsbFB/9GQsC7Y8GRqZtptf0+dfdqUd/QGOluxh7Cvd9SgpDWVd6VF0rM3+yN9pTqx5uu2v3a7Pi3SrrcUO9QNhpdh6zxNNoDvPmIlo2ALcQ6PvekRQ4MWqrY2RlCWUtfZTOKBcHBtEUnFNHWbCvM8/PL49tISeuRPTc5V7EXPjSYOUlRXwS+A6Ediso/eJQbED5YvgV+ANzPSRiEf7uA7f22TG58/l1DC9nUcb/wn6fwhngOZ1C7onmUeBe9t18nHZLVSnbWS13IBRfq+0Z3UcBRs9TFQ9tEjCfsd5DCZb21DGL06TgvQtEGtiIH7nORHzzS69+uBVBqiZvfJXGcnQ3S7XseImFbwudylt/OYKcPqPfDXbbguwWR3sizRbRXSDCju+z3rR8nevvXdsiLBmczvBS20JXQMnS2c8hGBZR6P63MIrIGlpwptk2IVUn57RfFtNBdcPqb4SmCbBceKDc2KbLJjhvX55nhINXL/RZ+W3NAqqQmNjNJK6wapUbgEPHxnqhi9p/6ilxYFOphJvIugws7ljVq0DM97wOGP/kWcB5TVs0cVcH0Xfxc+cJ9WNI4mryrHyhrQwgezUGyW6BnI+8embX1oAce12Lea1o0idsGq0fJEGa8726tTdnACLSktJV7w6kJescaHB1hCgzH2xqfk9iG4f7SDo3qWBWiPbA8rHOWBlR0slZZOMg4viNdAhaiwR1bjc85sR+2ZEWLrlUOFNou+5KzQ14OOx7/FPX3YC3rKu8yMnckApJ+8B4a1lpOJg+EqnYxmRTvaWfPXYBO95UJHLI0ZIiX9t55y2CLx9DIe3aXrQodG9xXxsVPhF6NfNC1+HQKP+av75dV7cnhDOckFpE2BLRo9eUI6u89hMFXUtIQ23L/cqHm0jP5Z0Pz2VXnCAuyrjN6CCGpZtJ23lGWCjrSYrszsVDlRrOe5wkQPOPhbjY3s5Brgfuv8uJpOgK1BI5cvZQYlGx7r2LLSDyJywx9C1D2Tx6U/4kqkx40GauKrFMmSZt600WdcLQu2c+Bvufwaugw8O/WKdRLVWLYZH7aqQklSpgsIhZvwlzrvMY5WEiQ5iBoNVLNjAlrv+Zcg20jc96oUblkCqvtyt8j2cePzAQfNiTi4Yzaudx31rBl3/F+TfdImIo3r8ciuiWaCec/8Fqakd1BwvFBjssQiW39+bH//NBK++ZzL8uUjEf7RtX5S5rqAhJoff/9iZMfsE9zz9m938xYdnh8nb6FSLUqHNDhcm2LIWJTVsoROkxcI1F3YY4x7/M1GVH76xL7/59toK6lQ2lVMMWEff1+0lhgvZocuSfmyjJSPO198auaKZjb5yh8SPdS8g4aImjmsUHryhlP8598cQkvl+urC0mQkfmf6dIsLOgA34+MQYZXtR0NGL0W892HF/34LKwK5nabt07RSvEnAhXCrKH2WH87wNWWiAHVIOCAmdMtsBluMm3PwmBEjdKnPQYmGXE4qJ0hT7JtT+8R+LWr4QdjyYpH+rhwaO3lzZkVEjYYE9glv+3YVImMzPJXpqAcAEh9QU6XKgkaIvE8m0jgruvv10sZEFSyreKuExXAaKrZeumV4kwXbN5QnCyiLSk64YfKI1AR5Iudidke0BD2K6XWkd+GFZRE2pH5gGD8nafxMKV8Af1Xdqv8kMeATslTqyvgh+eoWQJl+vA1nrr6qX/dtA2Oxnxq81P4D/n7bcD5GdKI52KOLo1BYgnQ7PGn1ZgO425/GXNW2j7dsfzyItIj6VfmjTt5MDGzwwi5oPXAXiVp992y2HQcQQDe/Ybm+YPDidVvuKDitWnaoB51fRTgIfZ6AuBVOFbGTKPKLF26Apd5Z7B4Xd/XHtMckdnae9VWtnxAw/OUQufPm1DYK/cw3u69kAai/kZ930CHDI/W0C1Rg7bgwPI/Mc3QTWp522KmRmwZH19KybM3xwADoNdxqNg0+076SS5haR9v7tr8dDNxD3YkFvuDw/fP1yVn1ioRpxBykdCbq8CRIvvVnKX69FC4z985fc+kF9QzqZ34gXj2Z9uHP1UBOQtPcv6rjDCAM5+BVOxvPhU5QD1/fO7ID/qKuenP1GwIN5+3VC/DZQQV3oCpsINea+cCs7RlcQfzaYE1I4zQtFml/diUikht2vkKkQfS2omeYtW8ukgqdzqqQsPu32ocU1Id8HU4i3JdXifNgccGDaw05VQwffGArrzrNyQHGyUMrVY9NoI8rnum0BNUwboQ1BWfmo5FfKsawKBlx8Mbv9dZUARA1JrkFC06isFRO7WGjwwFAZ6x0TGuw5Sv3B7REdvjXw61mqLgk+gVpX9pdx4dyGlI/+D9hgvEJNsnchE8y5r/vmhnUjOLD2wMsjngMefzjZXMU/iv4pOh6aJKYjGS2CfN9hVrw64KWbYLmNHOrKIqWOcMHC694H/ByY4SsOIaFAcU7sLnRzsaNkDX3Q/erH9XMLtcnIa2n7EXGyfxS48ZMKfqeSIW4lCMPskzG2/SzDyCGnyEfBnII3hT59lzjdg86W3aeEWrNjkQ7aBrlXU0iz+dpn8T9T4LDsHTM31VnQ4jpYnxJOhIvGWy0ZFltI1Ichq/pzB3JfdXXWsGGEN8bjdIV9GXClh+rn3000cDhD3zW9hApOWzRfIWlMIlvBP1eZrFjh5h35/xx4SLhO79LqPUlaqOwg3uZjTg9vn2EhZHO2gbychrh86U7wnea8SdJaP3hl7/CjN7wP+Tpr7R9MW0DvGROmbM5/RvTLsMfoWyNq9rJ66CJIDSXSE9/D3Ty4r1vkfDNpEghO9a91ZXBiQq7F26dwHs0ds60//Gw3XwdaFtIUJwH/S1U/kXQS/FleR/dwl9M+1i0r/DhHxp1NSthUjIxPmI8IhbB1g7P6FivmGXOgLZ3vj1rhEnKXvW4YFLCJtN6Rdz6cp4bD4jqda1H88MmWXK7DGRIWVKl+febkGHiZbOC7n5UES7hobikF02GqF7Ew4WYTemAskhWwWY1Wnb8v0MtSQYYY6YXfNGPoU6aAcqsSN/wTa6hpyzSP2N/BuPKdHrAZGuwIMjmhYrZ01ORcO7rekKtY+I8Juv0+Gp6vyoGvUyZdbvitIs/oLjlqkWbAnEXzsvQMBRe8l/5m/WEW6Masc+R9IcDmwwEidwbo4VV6vRHadCI8I9vZuiDEgJm/Cj46TLsKxvuNRfaIkvGlzhPLB5J44XXrvS0X9MbRsn3mK/tPM2iRksrGVUKNzzX56f93axuIzhySEHVnxmuH6QULx2hxv8bxQ+rftoCNQptbxKVFUIvvMG2f3+2ZF5/qWEPYsWWJV8lzo3VgmuISXZFFwm76YSphM+VgU6fPfeIbI2b34eVNU+KB/X0XVE75EzCnR3f4/iUhXKyptZFtvgp8lnemeqh3PZq+I1LMjBM7XDr7b8CTCxsr+onE2pDg2egIg7shTFCsaMaDOMWJoxr3GfLtZ4OxhxddmwmDwEkuReku6yzYoa876+ZBDb2fZJYGujPgZb+Nl7eNmLH5rXpT471UmPljfLX+6RUUY5V2IiWHCxvmPPd+f5IK/8l12lgIFMADN+ZMKud293poebtpzyrqPU2XekS1H6XdkuL3ecSJb4z+TN9/gQfG6j2QvKjFAcu1+qO8d+iwpsznltCq5V2P+iWqrTaKvHNhCXE/HdYl6LiVHGbGIVprMvl+9FD5T413+3UC3GN5v//6KVEc/6yqXvogFbw6Fj98IZET/uLcPrL1lxVP+nkE5P+qBSxDyVf+6TDCGCV3btKH3f2/SIi7c/s7YGAdtY0/yAN/heg7lLRSwZ/qaQfNYtlxsYG5dU03A0zscAsKVKTA2BYaPsfOPmTm8PWj5zQRfpq9jTLy2eB5qUWBo8Rt4B/hLmpowYBPC97nPJBCxu8z99aeceeCvopqx12jZ0GjwOyayEFa2CD714DzIxXOPfPNfPZ6J5BPxCTfAHb4mtpa6IX8GtJ/1ERjrU/GwrH1XNzSf5AD3Urq055NoDNsbuA6wYDFc+WvzpwfByMHvk9ElDNhnYk+TeZ4EqY+eu0Z8zwL9F3zrkw7uAxGkj9+T3jeiuRlNCcVlZYA7fj84Qd6zBjL200+OLyF4IfY76/FGWH1VMjv1hfseNuo8Mp0GgOkGhZducowCG4S2g2N8gmw/P75ez4uBJgbfp51fYkefoi519oqzgq3i9WEkDAnDA8vWi39Ioq/p++IuWoOgeD1uD1uuzkbFVu4v6KPAdrNmvK1BU6BEFGRA0+WKfD9IXnFYSoO+G/E38vVZBZVD1M3IA8W6KR6aFTdbQGJxaqzjLgQ8PcRbpqGg8soRdQ7yrOaHqapF+07yDQKGm+h+rpqAlwhtF918KJgTbNvmvcO82CVm+dMG3i7UMhGROs/eQ4clJlxWIWwgIpZnF9PFS6D8h6JxHPSI8D+0vvxitUNYNszp17twgz96XUIv74uo+GFD9aglwbGGBAZWxTX/q/gvKOx8P44/gyex/Y89l5RkrSUWfcWChUllVH0lRVSqCQJhYQWKiHJ3pUkUt1rz4xkz+y99/z5/X/P+Zx7z+fzfr9f95x7gd34w+6klSLAUXB/WtyRHYoY/lRK1J4HGbnNGuoTU0iNjVH10FbOyWXcU3EhnRmmU1tWenhIuKdXRyQtkoAtrr7luGk3gnpslHwHzStRxoLC6+0FS4jpG1+lRRkFi1q1O53JZ8EOPu9ix3w58cXsQwLbaES4Fv/h9KcvJFzblRF6yWEdRL8crgyXHENFISrX90WNI8576yscOgww9Wm+rGKxOBQUUxNVMWOCZ2vTgo5AEpQ7vFtptkYIO1wbLOt9mYMsr6lFPr9eCGS7Z52mpql4KrvrJ7WKD1cJn30XcZwf72g7PVq0xV3t1grOKpJLYMV34LzwBzKksmh6rBxZRVkFT5p6LrLCC+8fxSrkcuHmmAPunw23+p60Mnpm25ZeO7b+vpy3AvgCxr1926dBwb6DgO8iAfbqltoImH5FLGLVUSLyVBxJzskjMpBx+IemTI1WBixsHG13c6EK6Z2cIu6Pp0GBK73P9E6VoK4sfRTGzA+XZOU03lMWgPj5ZuUnQZzQXHmnz9N7zPglv039xftUeMPo19MN327wVu5UsgHbKii66mbZPsOAS+/3hHkGkTC32cYyx0ECtM32FA8YYIZJHG+zRW98QpLfJM7l6tLg2wNUvb9ln9Edtt92ndd5IAg38KwOnwfap2tO30qeAomqo18Uz5JxxdJarIg2IxZYMPhhaT+HMkY2vU54bQKjO+I+f0kUnKbIfGagfhBdeW42+jqQHwts79ArZKTjtMGPle8yS0DgwM0bmqbseEY8TXgXpwCMa5J+euLOFEqpaBSf/VOHVCQMWBODSfDfVpry4FkEliKcYVeqabClXOyKcMAKUPPOMlyOZsKkewtJknxEzGL90eYSoOICG57BQzem0X6mJTcjfi7INixfariXCJvy3f8w8nPDY+uqtRLK/PhH9rBuRCAdMy1pm9rOMeCJnes/WAXnUZjJ9/IWXlZ8kvW5hhSVB/4alFE8/4qMpRoNSy3Z+KH4+5p9dT3FKLMk1/K5agsIRag98wQrtOu5HZcqQ8bGU/9RBZvpsIdRJYcnmBHvli3UXci/Cqo2VtiYW1aQXHLjrtH3dOwCfgrr+1Sh7OmBgGj5BlB4sotRIJ4Mm2oNTtpdyEYXXTPVZCp+o0M9S5x1I1t+m7ORqWNIwsKLDYxa/JMgir9A6LpkLtid3iBW/pIbZ36Q+6Fu3YmEztivGN1gxsqX56J5mCgw8qVC9Ml5IoS+/UNHElrQbomTHPfurwDqNSbTW+nTgGdwN/XNTTYsd9R8e3HgL5Bl2b2+bkSB3YqZ+ML1eWDyK97seMkSKh1r9xwX6wWHRDvsW27WouZShbvcWXEgWlfJbtiLFX5o+RWg/noE8BgThxOu/0Pi+z9dKIkThgquDrrap4fB8bdVHSfiNlHSw12PLKIIcHe+qz3BtBkceJm10UXfAAxSbmHCd8hY73i0jd81Fhx5+LJF0To3XNjf0UarEsBHuJ5PNN1aQXpV2N38Nhu2Z5aJD2ImYGfrrpynG2tIZeVY8CQTGVqze9VHqcyjVsDa8EiQBct4aaxcvtkNMt873b3xrQEYR6vet1tfB0IWVAJO4oLN4ZdVTquw4UMqJ4+ofqRhmRci39Y0GPGM9dngLHFefO9ATYvmHhZ8i3Ze4pb7EMohxQwlcpNx3J1w6X6LIbC/79XZPU8ygVZT9E1r3zXk/F2LfrVqA8VO54WmgQFkEkwuGlubQFHZSicaTzNAJUv3Hj89BthSeNS90YoXV/RT3sV9J+Ifd6Tjeo8PoVQqY/MxAS48s91jPvpuITilRtHvsFsD98XfEuXFKVAwRX6AolKLlBufq4ye5cbXpzttVxr5YLXy+rvijTHQXEk2P0TnwRQV4GTdtYIUVldyzklsoOBd1sLxmpMozvSbbaUiFQYpPPDX/sWIqzZibbJvT6BceQuvaWcyfOJ2JPDqqRXkfJC/t88xH/jZeW8qcAtgP7f47TwSNJwrkUJoUyBBHufCUWiajkrMLMPPeg+AcPtt459Me1B5uEb+YsgKGOMUDm14t4gebrvOp/l0GDnyH39XdnoK1V1WGj+p04hyvPa5fSzqRPKO31eM+5lh6o0L+RW/1xBzvpPVf/FMeO36yyMGqdwwg+uOgEniMmr/+Dqhx46Krz5ZVv65IwVJUorNtzHQsKx9RmnPEgtObGR8Sdei49Exl5K59BEQVDYapdLZgn4JvTIut2WHDn6KLZH/zQHrtWdp00eIcO/o+otfj0Xx/g9RlHRjVkhRni1olJtAbYGvWe3UuTDpWNuj1+YkfOHAukZUOQkTcGPluhkZG0Y3nT8p3Q72f7xp9C9+GDiM2mc/NqfiMCAc+KxnGbC6itw+9JEAC5fZvnqNrSF/1p6rp0yKETsbk9+0/RQqLvwa6/yxBUV3KLYBkUWQ9CJI7v4CK/ZfPKUzGTGNxs6ze7xVp0Gi+t+LGbG8cPXoz8on76aAhynKKDcYQupMh0yYtvLQAl/VvpciFEj7rt1jzkCCJhvpUvkq5eBvUuJta/cpJHoiJ57x7RSa09z36cXOZWRc/wA6zzNCIWX4MlnsNeLLFfUVjCHAt0c222/OLKDqTwLf5lbK0Z7V6dTgxEHQPu0ZoxTOD5fzvj4JorDC8Tw3C2fyOoipo+YVF7NCvIz/FGuPgQDPjugC3iokRRL0fWM1BwqTDhyo0ebB+QXHJU3MOXAaxzXG+PvTqGGzNZmXiQ5DPk8lWxvUg1fUlPTZ7n6gXnaLGOS9DqJ6b2jfEp1GtvTHp6O2VaJwLmMddT8Slu1l7NtRzghvZ+CzflITSMKxNuS7ARlnalbOTlgOIjue8kqBOik8WLOyfODkOErYbarR9HMIsE8u8R+eZ8HRt2v41Qw2QPGodcpe40fAiEr/KRa2DAbOHrD2KFkHuXTxmyOOJFhw9FRed2ozIpRc5P0rLogFE8+r9QI6/tvM2fDcRAR/Op5jy3q3FyQN5qlT3CTxr9tCRsLRG0Dhhoay59IUkoWH91cwz4M/Kp+P2Nb0AALncF3xez7ck3PF3fAJM6bw83DwTjHhDl+dB886VsA5jRglk4uMUORgRmVE7RISKxT+UaXSABZIPl9mlwXg8D4LGtG5D82s/ar2kWfHYannubunV5BHZFxMrIYYlo36Rlwe2wCXGAcPROeR4WHWWO9JTh4YvJN48/5TXhzMe91Ap+4mMFQazOrN58B+o20hm1eTgdHYQDZ92wYItB+7lTfVB0R2Xrl62m0cVOhc2nhG3wQSDJbFbVlM+BkSKamgscCEj1dM4lSWwcTpmcljHKz4wtt9tzOyx1DJJ4/anI8z4Gy6qQpbNC9s39yYnzLig5k1G5KpL7hx9gZHihaFA/pm3m1G9kw4RZTfqdmgHRwPzn1iSWaDbzr+nj794gOoeto0+vDEX8RqnaLlSOHD6c4DC5G/ZpG7Piuf4ovPoFFLsc3Zfhb88pUNudzGBq+tR37+5NiNIBPDbu3OFeTiOeb9KIuKVSVYNdf2seDqy69XXv2ZBg/2F7+W2MmPNfZu+8TLu4wecQrGLbuMojSTpEOh2gmg3dBBl7F6BEg0zn7W5uGBuovvm66SltHtl8SDTdd4IE/fa3Vx3SnwfDA50SR/CWXyurgVCjPi+4cdrs7ys8AmC4GbnpiCrw1U9YfcW0MxN8+7Gyay4JoHviZnG4g4Uzk4l87JDaudvL7LcfNC55nFv/FXC0DwkC/pg9EcGroxPn+UKxsJOfwgiKy1gaoXnNQEKACJfA47zYPI+NwphSv0x8JYu/dC7bNIIkaW4JVXpAT+zvciucewF8ChjaTfoA9dqmbbOH2LDN9s8/xawT0NotaOJCXIsWAmeaAfXcEEPVPcWBJuTSLNf6698pWT4MuuTFLuK0acwxX4kcG4FHg4gUdmZxggcuxx+cvaCo6n/a0S3b01367dL76WT4O/1MCyVMZyMPcfxUtLiggDrOzvjViXg/4LRamUpgUQJ7vm4ruXAbOWN0hH1FHxsM9ngdDqaZQwkBld+oCIbT+w1OZo0qDBtzsJRsZcOOOU3YFgtQ1wTsbz1LPsTcTVbMNhOU7Az8pmFHxtMsG6MrNk7qEpNDPiE3nQWQR3l2aci5geRs8sjbYr1S4jSyGjpQ+H/6EW+9gF3ZNb3G5dGyysveVXluc4lXK4oIV5hPDLcipumkVZMeKzKNzFp+PQNA9esbc2fJ3IiG1O7Hoo0kfDTA4nvb79ngB3mWIIviN8WIGk12y/2AuyO8GT8bUu5HDiBPngxjRI9ShT3PaciE+c3U7rT+eBtZWLhRNRdJwVaWted+MbqpHXumrqOI8s5bmYBqu58emgBRJrIhknXxZ2r/RkgD9fkK7ali2AT8+Fe2XM15Fs/4u4AyJ5oDiTGNvBxwm/39x18rquDXojHnctRokZhwXn3hRrfQMMPYZLMs+RYOQzo5aQdTpcaD6xqXGdG0q3sThWC26A0m05H7jlRKHd+3NCT3WbgaLcHY0MXhqu9lk1WxOl4K9JogtxogTo5diS93CHGL7wlFQ9zsaKJ5+bPGY7Mgdem6UbHvv/O0I82vhp5wbopkaV2/b8Q4dvO/VuP0yH6kVFNTcjJPCx80XNrBqMcF/kEuHZlw2E4lxvDXaugZQqqCXZSoDRYo6jgdtZMc9Rruqn5RNox/197b/LeWBKOdc3P7NZ1Mq5o9NRmQI/Eb4rfBaYQ3sY+BjKBopAWHUmsORjg+oTXGylRTR8UzVVfMa2DfhaMqbrFnQDL+dqG113dtzuoTb1XZIF5icMWzwamEMhI7+TCBFEvC+Ph9S+QIJGTt4+mGMeDdmOb8jEMuFSS9+arud0fCRE1elWCj8UU30j2rfwF7HkTDnZj7SihFE308l2CmS5c+2ChGUXKLUnq5WYk6GtEedo5W4KNtKRCaiuWAB2DEjJxmw7/rDHYG5crAfNXOjymSdzwx7POcE/j4bBvtcdVsw3qdBZ+dEBn6xaVDKbuj2UjwYbB85wf5nkw2ORipiatIEMyd55sUHM8GZ+xJkTiptgLrzmxDFSB/iuyn1p/uocuhEqLklUnEKvedoW6ksosHncoXOBkwXa5Fgu2mMC/MWfflydsAwKzgy+yiteQj3qZxYLERmzuVE5w9QmQEDRQWc1biq0lrt02oZ7CdxvN7onRZCGKbfip8NMOfDU9ef14/uF4SXG9ua9VvNAsLpP59tYMzjObO8nmTGPohYDuVbxLDJKga1uK5MgM83/aaXXKlBwKZv0f7QBMv3Cd+95NYVaLYi/uPJ58dSJBOaP/Uz45s2NusGGZWSx5CW78GkVWRdaNrjOzoMwZJqqvDEKfES+3MwUX0Ysb7eZ1EbxYLNNycj9Jzjx0HuZAFkRDnyctovrPx5RCGNjn3Q/JMNZvoqEy7qziN6IH/6RnwAXvVSyFYl8WNuMc6GmlwczrN74+1ueA19oTD/KorwGjOrD0aQ/ESZsG9xe4UGAY/kNlJlgSajtZCxV3coMz4tahcnFkmHaB+OIGS5hTLgTw9Z8YQM9qzNY/S1LhgtGNrfiAxdQQfxHDrncAaDC6/ieZjsMqtYMhFYHiTDY5cV3SmwdGKja9P+xdwOxJtWVtOq2gIgL0UYPttUg44Tfbwr1N4C6SXb7QsYy2v/lv53x11eBbv3TyVkFdniUiUn+WM0Y+EGI7SAKsmKvUPk726rJ+Oij5KNM4kWA4bbMO+YjiyAmmUm8Np8bj9mKzFFCWeF/Wh1vHQcZYILHgKik0Qz4xL2iO/SwFPxlqqdvv9kDKmzKX4TPtAKenc/vjb9mw4ncj290JfBAodvWfpKIAAMzas/aZDWj7Q/8J4aUP4JLTu46T4KmAantcuMlEiOWk05hyqKxYe7/Pp2JbaPB128+htusEeDsCv+eIybr6Lfb/v27TDeB91z85o877DBt1x2nUR1BHKLnHDisPo2O7vW5tusLBb/fNirIcLUFvAxf/tFo3Y3+klAaOkTEPioViV00Iqx4oyS/7QAZ2od5ttmOLIKh5079b7QnUJnc/pM66usgYlso8Y8DAzQVs69P5hxDk44HNr6G8+BNv+y/0/6C+FjgfxxddlQ4VjTVqtO3Cao1vzobvubBEvOl7Ktb/MLobcUsWs8LjR9uvpq9twiqxUVTjzJOA2npmJKERBJeessfrXZdBE+9Dv1yr5SMdf9j0hd5TMd/SKd3XAxYAY+nVW1KjxAw48WgmfsXF4DaVNo9TGCGmSOuE1+Ml8D5Kje1yH8UbDe/cupVpBQ2iZ68dn2GHTemtj8r+LYB1gp3C0QVdQCuO/9cv3kXAeukcWKhODe+9e+Fd2UPL9bQ/cn+NIQd/7I9snh7Lyv0/6Ap+V8UB2Qpfn1mhp0T4lDVt2fiKdA8InAiT3oF2GYb9QcVToJ98oxGLbMDQLWE++GHhCUkp3zsX/XIGOpX2DvwcIYFFzpbywaW9yOb+wJWspNzQODFDeY9dqxYuflglpEbBx7+99h+VGsTTTQcHzalUfHyT+r5U8RF5CTx+YiTKg0H7PrvVM4AC76jbTSZN7kAckQrXGd9OfGdt6vBJIEJUG8Z/akxhQEuHN/YTfvBAOOjVA6ZSbDh9LFkckpYI5C392x9oyOJeSLrBfdE56M/eiVPraL54Jy2Wh7TcxK+KHo6XM2AAj/3rGRlrZeBp0cde1XmulGf+jHX7Vq96L5FzZkDt2iwYLf7vfe/GfEpFah29CcXXuDczse28g98e3Tgg8q3OZTb6m/wZ5CKfRwX1tuLMTAL3d9Z/mUFfG/5/If8iBW3XvYw9D3Liw++Yd199REJUyPSnUsmJtBvhXlDNXo3kmvaFGQYY8Kt2sW2ZWalYMYsuLzZcwi8uL9zg/fKOtpldHPwIXEBaKvzR1sf6EUOoo913FQouOtPWuLmXwI+qmYg575nBci22zwqPC2I97ZCl54QZry+m6XKv5gTOqbJiLRVCeEH14VL5VPGgfhZH+6TWf3AR6O+KJxGwkO/zfQWJHrAl/51QbTGCC+V7SkmJTDhO0OMA15MXDDn08VSKV8+LHbbbPEdKwnWGWsJTNDXwYAVjWP0zAqQeNF+9pgAA8zXPnim24wBCtEn2vdt0GG7mWt6oFIvIsxMpZ2Qz0ZZz6v0zmv0obkOgw/zaKvOwVAj8300PMB84GQKswAMjZhw/SRMhVK2ljPLcvPovysZRdpqs6jPXr/vvzQq5BKpO5NVPYM6uF9mchykw5k/w+VuKixY9dfURRkpEbhsuvFf/N0FoHLv4s93O2eAiPSVLL9gMryyykXcE0fGuXvVf+etLSD51IW3J8KF8fZnFn9d+cZQ7f1409ue7PiSecauslu1SITjcIXHTgKsmqkTtE5dQpZs12OzWWn4yjsjpqdC3NioQIu2Jr+GMgH/8VIvRvypwmLCaG8tyq7TN9Z/xw2tY/7792VpHo3/dLa3HWTEyudOr9evM+KP7oShKw8JMG0iJuqc6iwYkJ7ZbXF7EmULnR9z+W8DzVqdTEl4zIibJSRGps9jlFk+OTDTwYeNbCSyl48yQg7us9MMhbPonwxX5MDRfpRef1Zo8DUJaj9j6O+kB4AN9S/BJIt+VJHS2RVG2gRTbp7lH7ZyVJu3c3DVRTKs5ZI+46jcAFhLRIesstaRxaLnQgAPDdaC+x/dzflh+XjJnHESB5Ze/LDqplaK7MofIAM6HV7aIyl4xokVr748fUYOkTDxjV1djhI7fH945bpbBg98JtJ9wntpGHXX6r0K59zyJ5XHR4aNmOGSzVG9gZVxZLS6IOZ5cQQYGW3HQwclIeNUzLngRRb4nCleJap2HZWa//3JtGcIHY68bqaRScCB4uM25sd5sfzpAxx13UJ4P+8uzR0MccB18O39Pd+nwEKZVW3ec1b8i8Wt385xAXCxttlmBJNw01ervDACJ3yvMuTJ7kOCtywF+gWnOGCGSDrPac9NNOvs/IR2egyRPA4QBSJ54QsJOdgqQYVGhxqi60bWUdxL32LX5Sm0M2Iw0qN/APmv7+nVK5xHe53x5EtTZsj1TrHh8zUy9G4rnHEiTyH1PbwBxqwM8NAjvcXrSYPIpDdjPyFGBP8wzhNUiB1EAsrnTG/ep+EzO2e74lIksIT6g6GrDbMgeHnN8Zg4AZp61dpIYSLueLVwJO2/AVCyb6K/34sOHXpbvhwSo2PbbYrPha5sgJEYx6Un/yRgQASnzy9HKl7CZ0fFDcZAUueKpebldTR1PjK1bPsI+kwNkQHdf1F3lOFb1wgq3Gh4dJzNUwIK3N3HIUAiYjLta7et1CySUqpJfRbCDu2mj0QnCXeBuaoDqbECdeDjkr1qeiYBXvmZaHPBiwTf/d2Xe/oJAR/ze02/tncNAKLhW92+UfCIYWRHZxUDPm5uaeVbwg6HVi+8PnDxK/K7P3dQRosD9nzvUmg0iUG7D/Y4MF5mw0F5wT+i5mh409rd61wxExz8qnRbF2/NL42jxfc4DyTuuX7opVYjSNtRatHNNAEazc1BuzgbHksRnA1s/geeP3su9+YLAy7YRumV/cCFjwRYvS23mkafE51p6itEXF8S6cbCOo++P+J6bGHNAoOahyu5Gxjh9sRHhA+PmXHRIGq4OC0JeZ4ySDG/FISRrBS6ux83DoPWdRdjptC108yXRF1a0WcTtyPbXMQg1zkR1vHcz6BER4h55VwXYtEf8D4qVgv8rxqPJvFPgMV3ztUnagdRIyqwiZ+RgjNiVi/jjlChnlRjX2zaOhgVNCEO0yQhV+aa+FH9XrBk3RDHFvET9J0Jkq5hp+HjudY5yRoN6MW2yIZXl0YAz1QM/ZHxHzRftKTNvLwMOmWCKwOM1kCMhrWdOKbixoJ38sVjQtBOYCaAuDKDBtRuXNp1iwO+tzscX3SLEb8iqx/vnadAQwWPvWK1gyD25cnX9OAioNpM53J8vQQmvS9R+Fj4YXIBiz6Jl45vMs2qN5kvg6rHNN8vhyhw7cw1bqFaJixerqBn403FOaEjszLWnYhx2/j+D+nriNv87tdTs31AbLbQng4awAwTOTVzjADfPz1rZsxAxLNtqzNruhxYdDVOWx4T8CePgOzkeF6cm3efCvlI8Hq+oTufJhuc8h5d2snKAlsOALqVwhbXcfzmFf5Fx5lOP97odf0B0LDNw+PoFj++F233ciXgzlK3CI+oeZT85uBLj4hZcLAp9op3DSdOXoz0uPq0BGWKdqAbA2zY2+RVY6kiG0yqGS+6odAB5GSPdQeIM8OgLrfvdmQGCE8orYzoE+Apec26iw1M+ABfxTVf+jKgu++of9/SC1y5DfUfHR5BhiwWIU5flxDzuve/vZ/J+APf2/1/FudBguSZ1lS7cbCjidH1lC4dj1jUGM4++okErjv52WeNg8T1bmoAgRVWlTo3lPCzwrRciqfx/q196kh20DfqQcn0kcv57mx46Y1PK9tZLmzh4wKYtYjwjjj50kiAIFRSkug48ooMI2Yfp+pPLYFLb7cxmP7+g3pqdw8wqjUguEs/L0urF9iwp+QeY1oAVjosl+UAERteJmnPE5tAnIPTe6boOlAXsuxeo8+Bf3HUHJ7c1oso9yIevP/HBj/+Puh/Mp0OlWt2VFaNraIHLXtnlOACGvNpnN21kwlHPv5aondfEEqH7dvf7bYMcqrKzkl3t6KjK936A7qScMyhMMvOc2vOtcwSA/92I4upj+auw0S4Vzeu6qjRFCgch7dMPFrAyQ+qN1r1eOCZV8PCV8LnQcCQi7zKf6PAe0Iw5Z8CAcKEUq2rjTxQc5uLzvPrVMxXT+ofNKHA24dQx4MPvFjgaNLxcz1roO8QqqWVDICAxlMyzXGj6GHLryi/hm/g8rXV/z5GEnECX7py3FkSNAzY9lCgqhtNPGmU5X/LDIl9sqKj9HikpV15vGOKBHt1FteVbEm4sinR6rx9P6CMTIVKC66hyVbXYWlVOoxmPals7CGwpb9xZ+iVEyjrUMSXJacl5JfV5pqmRsM0mf9Ey9NXkWz6sn+tXy8YVr2j5/qdiE80aprJTdNho8bdK5MmxaA9UKHpJ88w+LTby+3AKBuuvNUQa8w2D/aYPDvE+3MVdJyiOzrrscNdD0QzT/7uRY7qM9uPbLYAIc18o1PlIlj8c7nDT8NutJcpaZfh8DSo3aNraxkkBB08DNusxERxElN4Wf3UNFCxUjweJ8eLd16ME9hRM4VEn38Kz/rcDbTGpthSnWiYcWNVficTEd/zrs9VutQEbnth2cdjc8DPRbgm2HAZBNSwn7wqzYJPnB5anXvLiF+U6lSd6v2DSPx3xD2qFoGdzLRQvikRvxc6e2z/FDv2OrbXYEBlA2FTlrT+gUbgpXCsofGUEFRcoMro7WbFr1qoD0LfzoKSgYf7CLO88N0bg+f64dPIRWqi86/sFHptkLjdp5QFH+xqq1b7bxM06r88stN7Bn1+XRtW0TAOyg2vjtaP8UKKkvH1cw+4ocu7zf0bHpx4/tZhJ3HGdcDFJ7O0l5UXqriLyn/Rm0JNSNnS2KUPCWwX5vQsmUA9Kipek5LlQNjskvR89zpoFP4UG31vHlSLdV1cC2LCcitl+7Q/NiGna1n/3kbSoS7HZIaj3xToXh80+9XKha0PrPnWHVsGLc4GP1VSF4Hw8+fePqE0eCHM5afMX1HcFZpy18+QA2enNH08njAKFN6gfO2PdIx0f4+r+DPBKNLluob8HnTqju40LZWOg72cxab8qXhN/GExd+kSSjOjlpLu/gIu0X2qvmm96GXZA973CvMgLEGS3vOEiLk+nZglJTFghys7urXleWG5z2iC2TMqjsYyZkZORKw5n7ucN1kDsksTXqX7TIMkC09oYUSDHaXXpy/IMeL77q7fTUTZcPB9+vel1Fmg9OHq+vaKOZCTudd4rLoR/T1mVqcvI4KDH+bMOJoTsPRj3zyH4glUYku+yb8+g/QW3A+FzJYDu5LTw8HDVMzSxqg/38yA7d0Vf1aGLKCizZ4Nh4oZUJvSCWpjZlBeH3j6ABSjMSVL2z39otC7KG/aY5UIBzLCTRry58EvNa6m45sLSPnUS/HglGG0S89H4eDnT+h+WO94oNAkCDx/J9jdmQFmTobm1d/dRM9qHT98f0zF8g0mx8wW0kAZdnnt4tqJPMNfWyTcYsfHPj+y3ZbdhNZ3sMzsuL4TapsYznpWNKCwvkzp3jdkqEjY/3whhwh5lq/whGi1g7uzZ0yz//SgxHeVLIIJm0j+LLv0WMUGCvzMSj72rAPF2yzkvoumwMfza0rSnbzYb+XjvpBH3SiUWGVaM84HrfYFjvc94YFZ51OWjgasA+v1By/+uq8jG+0/a4fTueAKvC/z8v/3lVxsMhwLBNws8k7B1I4ImVxvN55Z3gDd3DaM2S8IkGW0O7hRZhrVblCCpsya0ZP+/tgXpUMoph5Iz+ePouKjA22Xn/UDzT97D+VRtnTL6kj8ej8PjHuv/1VyjIr1tg34aQRyYGMlykHbjmlU4lmbzxTMA7mWJI98vsOM5WJsywO/rgCOiH3JibyCcGrBXzpvXRgvqA4LubBPg7WE803lrkzY56jIoa/yNOyn2OwRFULC3kFENXoxE/5SMDPKWs6Bb8Idh+zfdwN5NcM3E3lC0Odd7mArfQZl5Gj2vdLhwqKsbY8t/OZA1JrSiIEPAbMY/Fv4+Y4ZVws//oXe0uFAkLv6xlUq/FcX3XT/Ah/8RLY5ONogDGU8tawOdWz57m1yCb7EBldM+Zs2KxtAUGGsWG/uKnDidTwzbzINLGNXnkK0ANRnRPUndWkwGiV8eR43ADYKM+/93kGC0k5fBy0/bh2ahk+3455NEDexs7e/ax1sr/X0mvxEwpTl88N2fzkwW6r0enopL9w3zOy29yQXtKiLgFpOrUD781pxAgMTPCLvEEY+toG+7zciar7gx8ZnjZo1r3ShWeHk7awJjehHzHLEn1czoO7Awxsau6lYOOOXD45oBCHR7HfDHEbQrKneQTO1bfDpmnPJKyUK7HdFyS82hXGRqKJrjXIvCu4qPKlUzY8HXkTLOvZOgGRS0fuUTB5IntdY9HSm44Gf3jKT83y481ONrdMtAXxkbDz3TUcPKijq+bfjXA14WW2pKrK5AXiFDt+mHJwEMW9MNsmpNMwWNWQdeZiCtQ4OS1C4KdBZ9WyBhSwRnzZq2rezjRMf/LzI1BPahHSHukwvm+UDxVt+s+8kmWD+Uea9ucuT4PtY2ewTUSKOPpo1E1nahySS5Vinkwi4HfOEPkgXxJ/kI8uTiBQo7Vp/3LlgCnnPLvs05nFjZfqeq5r1VPwuyMz5qh0bJhPtZJ1N14GyyzekmMOCtc/ftbL5sojUtfR9csfpuOKW/66CPgKuqoh/OnZPGOa/uGNH0yLiDXdN3/tBc+CkVda7EB0yDqDndDQfYsHqpqfa1ZMbwbN7t3bdDmKBD8PV3U2IfegZ17AGZ8Mr0LBLOevb6SkQXnpSc4Y2j3Ze/u8jceAv+pNk9qAwmR+GxUlzf97K+1/67l/LsSfAW4oL3soMvJjv2uHnxcHTQIBd60ZG2CZgG7j2kq47ic6ahO/ARdzwCtB8l7pzE5zPusIrF8qGF85Hz+4qJ2A2hgjzt/Q69NHDpVStdRoccj1Wc38iE5Hc2n5tPKPgfs/JPuH9TYjliOnuiFc1YHtnslayXCGImp9uv17HDve+ptSfv8wIp+7dIb4K6AQrh8MOKU6Ssdw+6ZAxfjr0/PcLbdwgwUtWH9IPFqyi9dSqZHZvIu6598ip9ILglp6ovts4yQzT3kflyJA2EVvRYjktl4j9Ll7L+0ueBxW3XOIaSsSgPU1DNdi2Hq0rXO6mB80hjsr+peGBDcSjopgTaErBBwha+++mE3GwVlk0z3YK5GiYHT/XQ8DyvuQLP2aHwKWF64YqtSTYMyrH8sK2fys3NhmSDjYj0r0o398X+DDPw6+226OWUa0tcki1I+LtiRGsy/rr6FQK/UWizxL48ZOYWSFVhJS1Ep5vZ/y/D31IIYctoqh/1c//Gi+j9PpAckEzK1bxZdLs2EeFyf4Dzxcz+KF8JmfFvOwg2mYelqsQOg/epv6K2sm3BAzTMuXq3Al4zaGpziVtFu1uG4N6nmScUlt618doDjXf8tp+2JEXdlc1fpN4tgLSnEctWbI4oV3qlaansQuAJnPsMOFfFnp76HOcMmcd0BEIlfVkoUEBgZ18qnfYYb+T2fsesAxce4V9kw4xwirmP54ZTivoldjKW1RahwZKip9edegCBs+e/UjvoUDlm5blZWkE/OyETWinKzNkuDp3/+7xcXBasUfJL2gDvWkphZ05gvBe6zy7JOH/XHl2bEWWAb7+Vb3Uu4cNfz8fnjFBpOPC4+c8TeP7kdmLxrc9b1cQm9TXcM7zHNBrubY66/ESOJNUp2pUS8GWSZKygS6cUPlnmmZg/hjiY9ar7/HlxROExpyFpGVUoHbp2CaRFXufi7rIOrMGzBQPqGZAGtzvkdPOcEoYV+nkbBCubwLnOyF50YADWgR8fdQswQKTcjWzEjv6UJj6lE7rFX786WXVl2KhWbDyKCrgibAg3iUauu3Db37IoBT/+2s5I44I6Dzn94QP+l2QqWUZHgWX7p5a2/dpCISzMF3wk2aAAQ/YvorRifjRWeJA2T4u3AV2Ilt/Cnz7LXlRwmkaPLBjWmb12/IRzz33zq+uIx/Oy67xopNo4tyQUpsSBYtwvpd/d56EV+JvPp59MA16Qgya824socEwmn/HZQLcuyy9wObVAzqjSvNeOzDCtqNFxx4ULyKmjQjPx5Mc8CBX5M0L7+ZQ+fqucb++dbRDSrTg+oVhVEYjknRS+KHc3SDjKw6MuDIspVWTqweorir+t7FvEKm85yyy5WDDdOrZm5O0RRDhvSxirkuAHLvR9g3XFXSV7kOQV5hCwprnAotgL5hnDyRPMxUhW/fXISEzs+C4p0P/NbVOwKY4ef7HT1GYK8mI/Fiy0JI8zbhnWRD67ckvjyaRoAelOKJeNBH9iFomZmT3A1KBxcl0PwoM0X9CsiNNg6EWrzBKCQGX//t8rbiAHaprhPSxfCoCCr6Z+0vF+bCUVFwSoz0rZArLvn/44yqIZK/1bVNjgK32F6K8Cmlw1NWmbf7+Cqj+GCdW0MGAbwcfH/+VhZHJC877T7+SsU3OeRWeB4xYPrlB+PuVdWRqc7fg5Qsq7g1cYWn83AAUdSupTKbTIJNmYNeQNwWyY16FVioToWBpAcHIsg5M9MmR3CUTUcCKvWvgFudv7G53YZcnwdNxRt8s9pBhte/E/aPqLDAoi6mrgMoMD+dcOO8824I6Hp85pC9AhZIdvjH6W5wUNdzl8O/iIGqdUFplojShqFdSYeHRInBTRKO2XIMdxi77LV97TYZhx+es7sN/6MH+vpLwj8to5wzhvz0PBlFKx+YNzVsMUMe5VvLJgxE0niDc6tFTC7JmE55a3l9BcY6Hry3HE/GTZIL7Ow1OHKFm1P1VmxGSA0aTNc8SsOLS05j3bOxQ6tPY2N67rLj6avrOox/GkRkPzd2+kge2F937LtLVDkyqiyZfhDDiw/dE/C+rbvHEK417sl9b0QUbs/iu7wXo2+6iaSZGL5B4lC1D5MwWtwV+XGgoIGPNqowvmTfaUPgK32uthXVU53j5o3znOnp9PtPF1WMZOSWvtrxo/w0SouucGLbqXCmIRoLyzLDiCbFFdmudR0zr2L1wLnjWQNBn88QIULwrHxp1kRM+cz41feQEFwz6Trq2nXUKjTFKcwI3LnzshLWh4FA5Sttcs5uqnAaX6i2VyB0r4C7wOW5DJWFzUqzwURsaFOcz7I3NXUHGcSGjbiUEqHdqcg+PwDi4Hnqx5sm9AfTdSL14po+IV0p2k+J1ueBLy2v8KffI8HX4t/Jn60LwXoYeX9AQKwwXZ1QVZygEZyMEr5sZMeAHZcUjusSfqMR/ZucPt3Uk8PWDYa0DE34VLe2fLD8FelwGGw3/1CEcYqi5DpqBamZB0yVfMjQ6ylhF4yLi3SbYaIP9D2JUPLColboCSq9G8bQ+pEOjXU9MeMso+Nsvj6QMDwqMK71aEP1sCF0WPrjry+cWFPW8Zh/1DAduczMW+/KHAnesF4dyf1sGf/4l9iUUCmLXl18MlSzp2Fr6bbacCzOUiqzKWzGi44sd5CdvEoaQtXOz7K1TUph575H/hKSWkP+Frter9szQkNaTuPRzDGWK9352IhExVHE4MnqDDdYaNb+ukJgGFirOr5nreKAsM02Oy4MNMuhoifqa0uCtB++IjbsWwM093CNJPzlwvjeXwvVtPNgx6p+Obi8rvvkVxc4c5oEWT/baoYYVELnNwL6ilwozv1uhLxd+A95D9V/C3/cDCXT6g4smGVf/XPQ9ZUTFkjwwpk1uG1TlXh/QF6HB2js8T0xT/qGviqxphvMsOKOEY7e86AzQzbk4duzybyDA8/EVobEO5VDrz9/+3o4Y+/wjPIX6gPXnZQ0plXkUuTvRc3nLpwyYHLQVs+aB46Mn5QzTbLgg5mBXltMguuN6/mk6PwesrTvUwHeCAtNU+8OYzvcA15hWoZykCvSqSf7UyOde8KmEQvgxgBEXyx7vHo4y9JHtDtvhjwWgRtZbTuF4G/DfK+ooYyiAM5vu3GsU7kdpjtVaNHsS7DpXcOrW0pYe+kRayZWzQMeC7oqWejaoXenUwN28DKCxhmf9TB3yHiN3PzStAzzM/hFxy+vojJ6Y54uIOaQRtN4xKTeJft88JvOFOIU0nb+WxNutAmmpjUeHK5vA3Ld75rNWRPzJ6d09bX8SlGp4eyc2bxg4byrKRTWT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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[4000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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samples\"},\"renderers\":[{\"id\":\"p1118\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p1132\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"default sampling\"},\"renderers\":[{\"id\":\"p1129\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5579\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"small adapt_delta\"},\"renderers\":[{\"id\":\"p5576\"}]}},{\"type\":\"object\",\"name\":\"LegendItem\",\"id\":\"p5597\",\"attributes\":{\"label\":{\"type\":\"value\",\"value\":\"non-centered\"},\"renderers\":[{\"id\":\"p5594\"}]}}]}}]}}]}};\n",
       "  const render_items = [{\"docid\":\"10f1fa0a-87f7-4bf8-a940-2368b029b69e\",\"roots\":{\"p1077\":\"c068a0df-a73a-4d77-a06a-e721f3bd08ed\"},\"root_ids\":[\"p1077\"]}];\n",
       "  void root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "p1077"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p.scatter(\n",
    "    samples.posterior.theta.values.flatten(),\n",
    "    samples.posterior.v.values.flatten(),\n",
    "    color=\"#e78ac3\",\n",
    "    alpha=0.3,\n",
    "    legend_label=\"non-centered\",\n",
    ")\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at that! We have managed to sample all the way down the funnel! We have conquered the Funnel of Hell."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hierarchical models feature a Funnel of Hell\n",
    "\n",
    "It turns out that many hierarchical models feature a Funnel of Hell, so uncentering is often crucial. We will explore this in the future lessons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "bebi103.stan.clean_cmdstan()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python implementation: CPython\n",
      "Python version       : 3.12.11\n",
      "IPython version      : 9.1.0\n",
      "\n",
      "numpy     : 2.1.3\n",
      "cmdstanpy : 1.2.5\n",
      "bokeh     : 3.6.2\n",
      "bebi103   : 0.1.27\n",
      "jupyterlab: 4.3.7\n",
      "\n",
      "cmdstan   : 2.36.0\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -v -p numpy,cmdstanpy,bokeh,bebi103,jupyterlab\n",
    "print(\"cmdstan   :\", bebi103.stan.cmdstan_version())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}