{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Confidence region and confidence intervals for a MLE\n",
    "\n",
    "[Dataset download](https://s3.amazonaws.com/bebi103.caltech.edu/data/singer_transcript_counts.csv)\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Colab setup ------------------\n",
    "import os, sys, subprocess\n",
    "if \"google.colab\" in sys.modules:\n",
    "    cmd = \"pip install --upgrade iqplot bebi103 watermark\"\n",
    "    process = subprocess.Popen(cmd.split(), stdout=subprocess.PIPE, stderr=subprocess.PIPE)\n",
    "    stdout, stderr = process.communicate()\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": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "        .bk-notebook-logo {\n",
       "            display: block;\n",
       "            width: 20px;\n",
       "            height: 20px;\n",
       "            background-image: url(data:image/png;base64,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);\n",
       "        }\n",
       "    </style>\n",
       "    <div>\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
       "        <span id=\"bfe1564a-f937-4e0d-934d-bcce60149043\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(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",
       "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",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // 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",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      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() {\n",
       "    const el = document.getElementById(\"bfe1564a-f937-4e0d-934d-bcce60149043\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  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-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.1.min.js\", \"https://unpkg.com/@holoviz/panel@1.2.1/dist/panel.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",
       "          for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"bfe1564a-f937-4e0d-934d-bcce60149043\")).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": "(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() {\n    const el = document.getElementById(\"bfe1564a-f937-4e0d-934d-bcce60149043\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  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-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.1.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.1.min.js\", \"https://unpkg.com/@holoviz/panel@1.2.1/dist/panel.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          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (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(\"bfe1564a-f937-4e0d-934d-bcce60149043\")).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 warnings\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.optimize\n",
    "import scipy.stats as st\n",
    "\n",
    "import tqdm\n",
    "\n",
    "import bebi103\n",
    "\n",
    "import bokeh.io\n",
    "import bokeh.plotting\n",
    "bokeh.io.output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "\n",
    "In our previous lesson on numerical maximum likelihood estimation, we computed an MLE for the parameters of a Negative Binomial model for mRNA counts for Nanog using the [Singer, et al.](https://doi.org/10.1016/j.molcel.2014.06.029) dataset. Here, we will compute the MLEs for the other three genes as well and further compute confidence intervals for these MLEs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MLE for all genes\n",
    "\n",
    "We start by writing function to compute the maximum likelihood estimate for our model. We have a set of Negative-Binomially distributed i.i.d. counts, parametrized by $\\alpha$ and $b=1/\\beta$, and we wish to compute the MLE. We worked out the code previously, so we can write the functions here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def log_like_iid_nbinom(params, n):\n",
    "    \"\"\"Log likelihood for i.i.d. NBinom measurements, parametrized\n",
    "    by alpha, b=1/beta.\"\"\"\n",
    "    alpha, b = params\n",
    "    \n",
    "    if alpha <= 0 or b <= 0:\n",
    "        return -np.inf\n",
    "\n",
    "    return np.sum(st.nbinom.logpmf(n, alpha, 1/(1+b)))\n",
    "\n",
    "\n",
    "def mle_iid_nbinom(n):\n",
    "    \"\"\"Perform maximum likelihood estimates for parameters for i.i.d. \n",
    "    NBinom measurements, parametrized by alpha, b=1/beta\"\"\"\n",
    "    with warnings.catch_warnings():\n",
    "        warnings.simplefilter(\"ignore\")\n",
    "\n",
    "        res = scipy.optimize.minimize(\n",
    "            fun=lambda params, n: -log_like_iid_nbinom(params, n),\n",
    "            x0=np.array([3, 3]),\n",
    "            args=(n,),\n",
    "            method='Powell'\n",
    "        )\n",
    "\n",
    "    if res.success:\n",
    "        return res.x\n",
    "    else:\n",
    "        raise RuntimeError('Convergence failed with message', res.message)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we just have to load in the data and compute the MLEs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load DataFrame\n",
    "df = pd.read_csv(os.path.join(data_path, 'singer_transcript_counts.csv'), comment='#')\n",
    "genes = [\"Nanog\", \"Prdm14\", \"Rest\", \"Rex1\"]\n",
    "\n",
    "# Data frame to store results\n",
    "df_mle = pd.DataFrame(columns=['gene', 'parameter', 'mle'])\n",
    "\n",
    "# Perform MLE for each gene\n",
    "for gene in genes:\n",
    "    mle = mle_iid_nbinom(df[gene].values)\n",
    "    sub_df = pd.DataFrame({'gene': [gene]*2, 'parameter': ['alpha', 'b'], 'mle': mle})\n",
    "    df_mle = pd.concat([df_mle, sub_df])\n",
    "    \n",
    "df_mle = df_mle.reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a look at the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>gene</th>\n",
       "      <th>parameter</th>\n",
       "      <th>mle</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Nanog</td>\n",
       "      <td>alpha</td>\n",
       "      <td>1.263097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Nanog</td>\n",
       "      <td>b</td>\n",
       "      <td>69.347842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>Prdm14</td>\n",
       "      <td>alpha</td>\n",
       "      <td>0.552886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Prdm14</td>\n",
       "      <td>b</td>\n",
       "      <td>8.200636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>Rest</td>\n",
       "      <td>alpha</td>\n",
       "      <td>4.530335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>Rest</td>\n",
       "      <td>b</td>\n",
       "      <td>16.543054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>Rex1</td>\n",
       "      <td>alpha</td>\n",
       "      <td>1.634562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>Rex1</td>\n",
       "      <td>b</td>\n",
       "      <td>84.680915</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index    gene parameter        mle\n",
       "0      0   Nanog     alpha   1.263097\n",
       "1      1   Nanog         b  69.347842\n",
       "2      0  Prdm14     alpha   0.552886\n",
       "3      1  Prdm14         b   8.200636\n",
       "4      0    Rest     alpha   4.530335\n",
       "5      1    Rest         b  16.543054\n",
       "6      0    Rex1     alpha   1.634562\n",
       "7      1    Rex1         b  84.680915"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_mle"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bootstrap confidence intervals\n",
    "\n",
    "Remember that the MLE is a random variable, so we can compute confidence intervals for it. There are several approaches to computing confidence intervals for maximum likelihood estimates. We will explore two methods. They differ in how we use our model to generate bootstrap samples.\n",
    "\n",
    "1. In this case of mRNA counts, the data were generated out of an unknown distribution $F(n)$. We do not know what it is, though we *model* it as Negative Binomial to compute an MLE. (We chould choose other models, some will be closer to $F(n)$ than others.) To generate a bootstrap sample, we sample out of the empirical distribution $\\hat{F}(n;\\mathbf{n})$. We then use the Negative Binomial model to obtain MLEs for the burst frequency $\\alpha$ and burst size $b$. These MLEs constitute our bootstrap replicates for the MLE, and we can compute confidence intervals from the replicates.\n",
    "2. Instead of approximating the generative distribution $F(n)$ with $\\hat{F}(n;\\mathbf{n})$, we approximate the generative distribution with the model distribution, in this case a Negative Binomial, parametrized by the MLE. In other words, $F(n) \\approx F_\\mathrm{NBinom}(n; \\alpha^*, b^*)$. We then sample out of the model distribution to generate our bootstrap samples, and compute the replicates from these. This is called **parametric bootstrap** and seems to be more widely used. It operates under the assumption that our model is indeed a good approximation for the generative distribution.\n",
    "\n",
    "The first method is nonparametric in that we use the plug-in principle for approximating the generative distribution (and only use the model to compute the statistical functional), so we will refer to it as the nonparametric bootstrap for the MLE, but I have not seen that terminology be widely used, probably because of confusion with the fact that a parametric model is used to compute the MLE."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Nonparametric MLE confidence interval\n",
    "\n",
    "For the nonparametric MLE confidence interval, we simply draw a bootstrap sample out of the original data set, as we have been doing, and then compute the MLE estimates. Let's do that. We will use [TQDM](https://tqdm.github.io) to give us a progress bar, since this calculation takes a few minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "rng = np.random.default_rng(3252)\n",
    "\n",
    "def draw_bs_sample(data):\n",
    "    \"\"\"Draw a bootstrap sample from a 1D data set.\"\"\"\n",
    "    return rng.choice(data, size=len(data))\n",
    "\n",
    "\n",
    "def draw_bs_reps_mle(mle_fun, data, args=(), size=1, progress_bar=False):\n",
    "    \"\"\"Draw nonparametric bootstrap replicates of maximum likelihood estimator.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mle_fun : function\n",
    "        Function with call signature mle_fun(data, *args) that computes\n",
    "        a MLE for the parameters\n",
    "    data : one-dimemsional Numpy array\n",
    "        Array of measurements\n",
    "    args : tuple, default ()\n",
    "        Arguments to be passed to `mle_fun()`.\n",
    "    size : int, default 1\n",
    "        Number of bootstrap replicates to draw.\n",
    "    progress_bar : bool, default False\n",
    "        Whether or not to display progress bar.\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    output : numpy array\n",
    "        Bootstrap replicates of MLEs.\n",
    "    \"\"\"\n",
    "    if progress_bar:\n",
    "        iterator = tqdm.tqdm(range(size))\n",
    "    else:\n",
    "        iterator = range(size)\n",
    "\n",
    "    return np.array([mle_fun(draw_bs_sample(data), *args) for _ in iterator])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With these functions in hand, we can draw our bootstrap replicates. Note the the replicates will be returned as a two-dimensional array, with the first column being samples of $\\alpha^*$ and the second being samples of $b^*$. We will do this for Nanog first."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████| 10000/10000 [03:04<00:00, 54.17it/s]\n"
     ]
    }
   ],
   "source": [
    "bs_reps = draw_bs_reps_mle(\n",
    "    mle_iid_nbinom, df[\"Nanog\"].values, size=10000, progress_bar=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get the confidence intervals, we can take the percentiles as we have done before. Note that we can use the `axis` kwarg to enable computing confidence intervals for both parameters in one statement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.05756375, 57.16408783],\n",
       "       [ 1.54925013, 82.33794692]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conf_int = np.percentile(bs_reps, [2.5, 97.5], axis=0)\n",
    "\n",
    "# Take a look\n",
    "conf_int"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, the confidence interval for $\\alpha$ lies between 1.06 and 1.55, and that for $b$ lies between 57.1 and 82.3."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confidence regions\n",
    "\n",
    "The confidence intervals we have just reported are the confidence intervals for the respective parameters, but we really should define a **confidence region**, which is the multidimensional extension of a confidence interval. (A confidence interval is the special case of a confidence region with only one parameter.)\n",
    "\n",
    "Indeed, the confidence interval for $\\alpha$ comes from percentiles computed from the probability density function $f(\\alpha^*;\\mathbf{n})$. (Strictly speaking this is a probability mass function in this case because there are a finite number of unique bootstrap samples, but we do not need to worry about that distinction because there are *a lot(!)* of unique bootstrap samples.) This PDF is computed from the joint PDF of the MLEs as\n",
    "\n",
    "\\begin{align}\n",
    "f(\\alpha^*;\\mathbf{n}) = \\int \\mathrm{d}b^*\\,f(\\alpha^*, b^*;\\mathbf{n}).\n",
    "\\end{align}\n",
    "\n",
    "The marginalization was done implicitly by just considering the bootstrap samples of the individual parameters, but bootstrap replicate $i$ of $\\alpha^*$ is related to bootstrap replicate $i$ of $b^*$ because they were found together in a maximization of the likelihood function. We might want to plot the joint distribution. One way to visualize this is to just plot all of the bootstrap replicates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"e4bc4fd1-50e8-4e02-8298-08d86dd5c485\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"4f5b8a7e-afd0-4070-8a98-95aebcbfb822\":{\"version\":\"3.2.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1002\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1003\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1004\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1011\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1012\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1009\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1036\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1030\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1031\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1032\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Es9LRxGZ8z9AEfmSUxH1P5tR1Rmr2fM/xqSTuzFr9T9TtF/NDgTyPyxo5XJ7NvY/814fba2P9D95KfvFIhzzP05mYrHeivM/n5F6dMgg9T8G9x4wPDT2P7qP8tn91fM/6uN/fgSH9T8MT3YirAf1P4UmbTNPg/I/bLC7eL6L8z/pE1PI4aX1P55mGZ0eXvM/faKbKK4l9T8E2NRHeyr0PzGsis+JBPM/nBN/Q9kf9j/vjYcJTXT6P92qLBg8rPI/SQlvnJzn9T8KbAviMPvzPyRp2g3zt/g/Mjjd0SFS9z80xSBb7trzP8C7PeumP/M/uEZgCTdm8j/kYYh4oXfyP5MyE+A2jPc/4miscisA9j8s2MHwZfb2P+uV7YEJmPM/wyOIr1IQ8z/xTSkvK2f0P3MC5lrhWfQ/KLsK+z+L9T+quuIphwLzP42XR9HkkvI/1DWK+qLH9D9cfAPFuHvyP7bXQfYTfvA/VghjkDhi+D/KMtmpuWz0P+vbLCXtwfI/s3OXy+t08j8wjg8LtnfzP3LYtY3eR/U/rkArAoTp8j8pXVodIz30P3tLuP56gPM/fgTCfd/W9D9r6yEvot31P7wzurB+KPU/DVzUQP7E9D/LjejGZ2z3PyYSM5Zd/PM/vIAyNghY9j+jwFSHRMX2Pzxtj/LrX/I/VfI5oTPK9z+QTmRQTyrzP/a9pMHrRvY/WIkVjHE89j+iIT2eMHjzP62neevY6vQ/flQHumYf8j+33egZCk32P8vJ8M80lvM/KeOONiLu9D//ijFAHeXyP1iGeobzg/U//gOigxix8j+aQpXTY0TwPzEhWEKoMPc/P8cb9nic+D/j5ONDRQP2P94KTBnYffQ/wtiP9Fox9D/3yRm9KWT1PwADoSuycvY/Jdd8w2x98T/E/OtiB970Py3XWY5OhvQ/feGOiAC19z+BynZHa/X3P1d9l02ZZPQ/PZ72W+2d8j9eBfltO4PzP1hR6bArNvM/gmvEDrMb9T/Pgx1NoUb0P0btey4DxvQ/rFawA/Al8j/IlZ85mUD2P7XRiEz+b/M/0Q9Ux/Nj9T+imN3JCf7yPwP1DE0P1/E/sHYMHlYB9j//ukHnoH32P1VWxu7jjPg/WyY8wrul9D9Yf8gCgxD2P5U1kQXiAPY/57Hcxqkw8j80OVhBizj2P6UT4g1XNvE/1f+8fPrD8z/a69VchiXzPwQsIbpJxvM/8vevmSwM9D+D6JZt0mb0P2Nv59ij3PY/9W7si+wP9T9cglkIkcfyP0aG0Enl9vQ/WnNA0OGY+j+F3HPewc/1P6yOKeV/ufQ/SKYmaaPb8z/dFVbixinzP2397eqPsfI/pTLw3HAW8T/AvQpmNRXyP8gd0baCVvM/6bWj12tm8z9faVWyXcv1P2vqgBYaKPg//vXaQMUp9T/l7AexW6f0P/WwRv8Z+/Y/1BBbijId8T9yQ2SEKEb0P6B62eyGSfQ/3mTkjrIT+D9XvAxfRE/zP2B+6OiQAfQ/epDPkIWf8z+DhVv/X8zzP9jSdGnBmvU/4IiwUX769T/eu94WfivvP6dJouuNe/Y/LzBq9hNl9T+9auLb/gL1PzFt/qrE4vQ/NiUUEt6y8z9NKHN3DZjzP5bz++AMAPg/aD+r/MrV8D++aH+eDPn1P5FbwdqOa/c/ji/VlLz29j/wEnAWCov1P4vhKc9JkPU/cpq2RaLD8T/CKF6tvuX0P7PcPIowYfM/Sq1Qx1xS8T/oPzRhAzj1P+MzLBRyafY/6kHIEotn8z+uKw+u1P/zP/n+wKyWAfY/9PlbDIY/9D8snKtsTHf2P1zs4gMjgPY/xPyHAwPf9D9kLkueV27wP4Byqjz7c/Y/42GFe7E+9z+1uUrpDcLzP+3U+Y+IVPU/t4/DyjAf9z+3/A7EfdTyP9nOqIYOWPI/gUqiGL8p9T+Spi+R3bD0Pym9GfK8nfI/e/YdtNov9T+IaFV7x0j2PwyAVht5svU/n6V9bubi8j/MNhhcsen0PyoLrhddgfI/UIeXaSmQ9D8E2xz5CP/yP7g+YoLSUfM/kSaYGcL68j+U0n4wkHH0P3rfAzlwAvY/rSvHvhST9T/Xn7v+bXn3P/CbW9smZPI/K2DUgm0q8T+Sa5rJ0Mz1P/A40YIDLvI/O9uAOwIn9T97Wtr/UNrzP8FlSM+tmvM/ydRyiGj18T8FmT/blFvyP0U3EDUEFvY/DepoY9Tw8z9KNB7l47nzP27CMRGm4PI/F34uNGuK9T86UWZAShn2P74OmWqnXPU/sDpM1S4x8j9z5hcedufyP89R2uN1t/M/XfgOIFyT9T9Y7PHaCv71P+diBvP3m/I/LFIER7xH9D8HtEHEiEvzP+SIH7JOe/Y/32ccdkfV8j+jNXADXc/yPxlciGh2zfY/HKFO7s3F9D+TOkkMHfLzP3eyjQfwz/U/ZixkdaKe9T8f/jJnWPD0P/m89iJcbvQ/P9X5hLOj9D+bwgT85bTzPzIfYAxBrPI/OEOyknJ09D9lzg9ROyf0PwINn7qY1/I/c7/HSVQG9T/TV3Y35kvzPwsPhk+a5fI/cTzvpWfN+D+r0GboBuz0P1o2TpLZ5fQ/iCVsjFBI8z/Zx0cuRn3zP21FotDJmvQ/+YIKNWy88z+LKVRbe+f2Pwuouv6Iu/Q/8DCq5MWx8z+uvHcmvSzzP6UI075YBPQ/9oBElAS09T9MxovGsqnxP1bp8dv9MPE/fAXC/aAa8j8SkMjr/m7zP0aKtXq12/Q/YomZfJdU9j8hWBufDmHzP8Vybb0yOPE/Io0ArrlR9z9ClEni7OPyP0kcKYykafI/meJAE9vV8T8XG4f7hpHzP2HAaA1JO/M/tmL80ZW/8j9E8CbxQIfwP+Igc2KU1/M/uxhTsYkh9j/EYgaFTY72P3HowmMa5PM/zfyhjVVv8j+N965MiSzzP1a8W/1F6vY/W/rzS1bU8z+arMozZo71P5ZmwPPcyfM/TC1/6IpK9D9dmtF4vG71P3PnoWLcivM/cgzYoWTZ9j9SE8BnT0zxP7TdgUqd4/U/aRLv9ioq9D/+Wvk1xN3yP7Kt32e7ovM/TKlef7dm8z//bMbWuWvyP4AFiCdVzvQ/sZLU5FYc9D9l1BJO7M30P2PAtD/x4fE/nav3Mbdm8j+gopQrdobxP1CwQjliBvY/0FUNm2gk8T9tzFs/Li30P1+rN2o5IfI/LxmsxMoU8z+q//bHFVj0P1UgRItZ0PQ/4yjhLJfb9z+g0BsBGLH2P0Xa3/LVifM//8OV/paK8T/81wUBnJTzP+edixocyfI/bnlU8KSK9T9wCyhs2UnyP8UsCjfaXfY/WZ9KpXHN8j9JEXPAn7PyP2YySb5PtPM/VGRU1uiA+j9h1fY0+zHxPzHPCFe+E/I/K6QvVCSb8D9BBPuNHZrxPwtrP58iS/Y/o93zCVR99D+JseeV65jzP/chMlm/iPI/cDsJ5jsW9z/S9Xe7jZbzP7sMEv9AqPM/ohri5toa9z+Lf1C3SG70P8Bm5rbCN/Y/ppiq51Rb+j+53E8bZo70P9bnObPLLvM/PH+1YRBb8z8JATM5HEX0P4tji/ZIFPE/hz66U8l/9D9mEBg3K1bxP5xMSJ4vE/g/4/5IQtNY8z+ihRG8hkXzPx3SMvAMqPU/GugFdYaF9z9IaM5E1sHxP3WhGm4KWfQ/ySxeKDyj9D92HwylEID2PyqV6SKj5PA/gezobGl+9T/Ft0tR1hnzP+sC82UpIfI/RRh/Wuip9z/JTofXkqX0P8YRVF/K1/Q/qgZGz7aR8z8D5/ywcUfzP/bLkvc2ovY/otFVTyzn8z808379ujj1P8txpq9ORfI/vxNSf/QB9z/lEUvzRsDzP8i7ugxc7PA/HZrUt5JW9T85BLW9AmfzP0Y2T1dVIPI/3p3axZbp9T95YKePfpnyP1B8HuLsH/Q/9Q1e0xDs8z/kS8X9UmDzP4ZH14YP8Pg/jRNPOn0k8j+4d49yeDr0P0nzj0tOdvU/Wjs38AS29j+HXD62S3r1P2c4GZU6X/I//O2hgXoQ9D+/RJCv7XjxP6Q1q3SapfI/h/126eoT9z8CJSIjYDj3P6qFYBOh3vU/ZYsKpccE9D+onY72y/nyP7yOZqmI7fE/4EODKQiD9T/ZX7NGI9zyP0+KPP8Fd/I/d9eA8H659T8KJfLR41X0P2vED+brCPU/mRq3XVye8T9XZJYQQgjzPxrV8moe8fU/Ni0Eq1DK8z8/DU7Y5jb1P2rm5yd8jfU/l7pIZISU9D9l6noKeRTzPwFN0k48nPI/mSqRAQSM8z+ahkyNktbzP006UDBnyPM/wmeLFYG38z/flIELOuL0PysGECH+p/I/rALOlwF3+D9CxfzFF531PwMZQ6wzqvc/CoQrEXTE9T8KZuRKk4v0P3ZWPppF1/E/UusvHC6T9T9XN8iBdIH5P6qbpcPkJPc/vFdO8bdX9T/L9Cq9nVj2P/B43ro9avM/fMBacWcv9j/VlSRaX0DwP3hniEr9Hfc/55r9SWXF9z/7u1cfNW3zP/pmbiOBvPM/HV3SMi658z8F1c0E+yT0P1O6ODNpBPc/9C/lx8F58z/XLIq2fb71P5l4DOTemvU/dldQQrPC8j8PgajvW9b1PyQRk9Xn+vU/uCmD0YFe8j/J94wwdZb1P4I23hTLc/Y/+U+I7jeM8z+yJPrW8aj0P5v9LpDydPQ/8LIS7N7f9j9+zQvl8632P3dlbTtI7/M/w6bMa2cb+D9OO4IvCr71P3Y4SXkobfU/yaE253fK8z/ut+cINOf0P5PXb+i9V/M/z4iKyPGo8z97PDPrV9j3P4mwompcXPM/jfmmIWSm9T+8Q9ZdcKnyP5qzxuCHGfI/zuLlc0Kj8z8ygZzxioT0P6Pdivvo/vQ/uULJ1ErX9T8RGkhTSP/xPw82T3Hn2vI/HjYn9c998z8xUmRCta/0P/4OfKfzyfY/WsEDfvp08T97LGRUwAf0PywH7KIAL/Q/lKOz9jWs8j/upLytcz7zPy3JYO/MJ/Q/nAXWeTn89z9xjUsgOJb0PwJ9zcPmNfM/UZwkrgZM8j/YIBSAQQj0P8wUQ+nUYPM/0WWE8EQS9D8uqVJrXOPyPyzKnuJM2Pg/G7IQ3XgK9T9bP8wrz5r1P29AREbzMfM/5YtrjZ6Q+D8L6PbR7S70PwwXARMetPM/njaduD1o8z9s+vINz//1Pw9DMSx+gfM/F/h+khz88T9qa7ghGIf0PxQojdAEW/Y/u1+TZXMW9j9oZAD4+671P/7DvUs0ffc/o1BsaQ6K8j+qS0EPS/DxPzOV0YvCafQ/3G+R8CcI9z9ZIKqKD173P9FJFoJNH/I/rzZWa9OK9z8CxDFApKLyPwPVTlvUwPE/SitJauds8j9BvHjtdy3zP2OnOGDQX/M/opM8Muxg9T+y/PVrubv0P2sp6nrtE/Q/GwAUjhTK8z/9a+WbMEnzP4xKGvtE1fE/PrlzYIEf8z9zuCYR+lX2PyduXFXFavQ/cTrIcVwp8z9rwFQTHg33P9bc4IelMvY/kumDmKFm9j9dZqLTUODzP9cRZ3OVWvQ/6utS78AD9D+mb+YjBk7zPyRs82/9YfI/tyRGtj6v8z8xZCJHSHb2P3QqN+UvTPY/7shD0pyf9D/NXTdYvMr0P9g8IWao5PM/Vm6p/xAU9z/MlfcT53z0P8Ah/YhgefQ/GZPSpF4D8z+wdv/X2bf2P6+vIdJtZPQ/z1c1XSkL9j+6LJA1avT0PzD7mC6QnPQ/BE16LiIT8z8+JQpb/i3zP1bq9UWdX/E/R0+u3+yL8T9GCT0EDEv0P/3VwF75gPU/87GUkk2z9j+cSPdLtoz0P/dp+CgPzPk/Q0JGYX1Q9T9HjjW6O2f1P2OQXQzWIvQ/8EHB5to39T+VtgG5NNbzPwWI69W5u/I/mdhrJrF08z9hXw24NNT1P0s4Lf8DXvI//scpsUX08T/hOliAMVP0P9bEHIAvMvQ/aJWazbyK8z9Xu3JFaDf2P9Bjfq1lMPQ/Wr3i0H7y9T8u4IwTePHxP0hM5nPZzvM/F11bCZMM8z+vssUO5CH1P0OD8sUuevU/fb/Tid5g9j+zKDV0L+LyP6R2jq0rB/I/EGo3zSR09T/clOwsO0/0P4mmmDPPxPU/01RwlQzE8z8BCC4eWT3zP5PVsiSBSvE/z1K3ZBD18j+aPvM2gmL1P/izRoAojvE/jxCfaVzi9z8QuD5mDMP0PztgsaNAXfU/EsPZ02BX8D837o6yQ5TzP/H8V4zAM/Q/Of2Ag6dN9T95ds++RD7yP68mwmUANPU/61oLXJBU9T/qcpnjeqv5Pwl889w0q/M/9dH8J7I18z8ZQfRHbM3zP1JEmz/Qlfc/5CVYSbYv8j/PpV6hzC3zP+yWrudxVPY/5XFxhmUJ9j/mcBXGw3vyPzyAMjk22vU/lgVTDMIg9j/X3kbxQSz2P4Zp0g0qhvM/W+mCYSvy8T8uj4NeHafyP8Ri/1hkJvg/TUjDCWg+9T9Goi643IL2P5zBolDCkfE/OEiCunmJ9j8V9MAUnvn4P8CjRUFptPk/bJjIoxmj9T+1lZYbG8z0P3tn53mjpfM/LeCeBR4t9D8qoUhByOn0P2qZU2MstfM/NYwN5Vn39z+duaWdRkbyP6nortpZjPY/hKDqsYJ+9D/UDW54RTH3P+dQauBpJ/Q/hQnCxBR59T+gZlgMjd70PxZsmCq8ivU/2vUS95228j9AIqjiM9ryP3jTnaEtGvM/1IkWAP888j8sna7Oh4P3P6XMy6X44/M/MuBoom0R8z8qwaouMJ/0P0reEc2RjvY/Zq/1mIrO8z/eLRGXupb0PzFbGIxesPc/Cu9GJzbD8T/19Evi3OH0P1GUZEL9O/E/XvhI74pF9T9x58n99C7zP/Mcl6HLcvI/IpTs+2he8j/h+XyKq23zP7CBZ9qlvvg/ua66up0B8j/UL6pBiiL3P+3gHeWZO/M/Pl8YebPG8j+P9oWk3vr1P8cZ+zt5qPA/zhYo77Uj9D+tjRP5AhbzPw5hgIdxe/Q/dhgYdm7W9D8ZJyZxbJrzP9TRBrwLMfU/enxiUjrZ8D++wySDwmLzP7113f61Y/I/9DzWgS5E9T/8EutPVUHyP3LmS6urwvE/1cHkhxWH9D9X70GXZZTyP0e1Z3dCmfY/c81lj9Jn8z9yy0UjZ7XyP2TDNuxIZPY/tyxot1989T+OSR1bbmrzP0Hzg9XrQ/Q/iUbOrV9J8z84JtZ7QmzzP3wBx+z3SfY/bh4EY8h98j+JxknjCv31P2pjULIWsfY/BjHgIOqY9D+7RA/6V0T1P5SsacGHK/o/HCuHtSC8+T/QFdccWMD1P2QJyiRDm/Q/damF+xLN9D9WyvGR3jLzP863wgsHkfM/lRHcWD8g9T9aMASqWE/2P9xaBsL6PPY/7pxuY3lT9D/pElz8g4T1P51ksLrNIfQ/PwkI4cKw9T8/lwsO9QjzP2Me5/fCE/M/qGcP0r8G8D9Xju/JIgr2P5P3tesDPvY/f1fqujF68j/Zm+jCctbzP9RUPS/GIvY/OHI+z9MW9T/rRWDV79z0P6vbvt8MPPU/kW7Q2I349T8aCGvYpzL1P1HzSGKDivU/ruNyPZtv9j8hGTLu1330P0l/ugiygfI/O+k5rSBN8j8VwNdvGBzyP/eqtd+lDPU/rVsfwQD28z82bBK7J4LwPwuAmun2QfU/31RBCJda8z93m5q5Ucv1Pz46+REFsfc/1upwGh738j8uncu1Pwr0PxxbeyLg8vY/XDf7yq8K9T/L4fGUsYb1P/h4OD4bK/c/+R4ZPAFk8j+z/ye+hsT1P1ik9nAervY/calpkx9h9j8ZDDeBtYbyP2k2OphxtPM/SEQtKQun8j+Sq9PrQ933P0hSgSL/9PU/hZbWbxrq9j86AB+25QrzPyWKVG8ip/Y/bOzkJjFD9T+vtMnQdr3zP9a9C9tQLPI/WUKenzUF9z/tb9LNzpDzP7lJpDosbfM/r3VF/Eq29T+RpQvYR1z0P/80f6kNzvY/JhB9Q2/n9D8SSvt5EMXzP3SCwWIdyfQ/GN+CnYf69z+ndjHSz1jzP3jtbAOfv/U/tM9oPl269j/fZZbGPLT6P2z28HTmwPI/9Y5BuID39T9HqLzvvQLyP5yj8OZ9o/U/ZjkI6WA+8z/zFbZI7fD2P+CaSZp94fU/PEslZnWq9D//6AEzGPvyP8viBoDeu/I/PrBJU9B88z+HCN4Gz6r2PzpUYFEfuPQ/WrJkCpTD9T8z7IaKxD73Pzk84DHcp/U/PfLQz8eK7z/2LOC3DMj0P6O3MLxlDPY/75ycOGw58j+lH78FK132P4n3O+1Wbvc/b/QWOo8G9T9qWUzRPpjzP+RBOw7v2vQ/LIOMBklx8z8InzpoCV3zP9SDZFnYLvc//0fPTIpD9z/3298sMbD2P6XfqiL61PM/9anOvgW28z8w6KzYlHXyP1EtnD2bRfg/0VndCU+19j/IqGlz/4X0P3jsBQkZcfQ/+pvDN5Gs8z8mCtB/U0n0Pz6GVCI59vM/3acm9dpm8j+3Sb6PCyPzP932Zb7sN/Q/gWBhyicI+z8ai3JWBtb1P4iaWDcJp/Q/fCsgbvGi9T9IGAiDdMj4P04y48QN1fM/yjYZZkEp+j+msKMRYaT1Pzzg/fbVXPM/o4R+B4x08D8kiq+2RznxP0G+Zm9Wd/M/GmKGrde29T87r1A6LZ/yP4sCO9T0APU/EDC3Xgpk8j8Krlg7VdfzP03x6seM0/Q/CjS7jLJK9j8blxkAnGX1P3urQBpvbfU/ntamYokV9T8EF5dkOV/4Pwu39x6U2fU/NjgukizN+D+MDspQfSP2P8pzHTrYy/Q/IJn6lgtK9T8oekG0zXTzPy/YUnE8t/I/PTuymyWu9D+cuaJ00tXyP/Lc6eTZWvc/GyfhSlMF9j/PKlIDWtDzP+Y8O07mZ/M/wIN3nlLd8z/OdF3FXNL0PzVmooi6LvI/Ohdf7fMD9D/jeJ1b1QX3P8fmFHQQgvQ/y/k6zlbH9T/fdq6y7Gn0Pz1FosVf3fQ/IZOyj0rZ8T8bTF1Bbav1P++x0WpX7/M/k6rmPGHy8j+Wy0O4HaTzPzWyfgM3XfQ/UuY8eToZ8T/+CXB6fq/0P1rej6q1MvU/SGmxOzcF9z+iKc2KjZL1P5DZd0/+RPM/EC81SDGU8z9MRNoUkE30P7mdFmoNEPk/NfcczmEQ9D/ew6z7oYjxP7xdobeG+PI/yeTcd+i/8z++X2lrv8zwP45TNEA/7fU/MZmGpjbz8j8S916Gbtj2P2L8++P7TvQ/VTEtigDU9z9rdDjPdR3wP/SKie+nqPU/q09ZrkiT8j9iMn8RHm70Pz4RV+TDp/U/jSymxYFH9j+VN+MM+qnzPxEeKSstbPI/8GIzsw2+9D+0US0PQz30P3TK6db4GfQ/qKTE8VhT9j8Z8q2uBdv1P6+7UlqGX/c/yP+FJv7E9z/Jn+NI23TzPx5Uz5yv6/M/S57xrDpm8T/OUkS+uef0P6rvmm8lwvU/MuTQX1yP9T9WzACaOVT0P5Hl/eGYIPM/qWk5EXSR9z8aTXN3kCz1Pyz9M4vR+vU/+PCft4gy8z8GY1hWSzT0P4ZEPEYlvvQ/uBTf/lHu9z/oJj4BMR31P5QFkefDXfY/hZUAyH1F9T/dKpWz+lD0P3AJTG38YvM/n+MZFRvg9D8jlxKVdQr0P9MBzG/BuPI/zMJ+MpbH9D8KiX/iVHLxPya+3wL6UvM/GPQWMhiP9j+fbKcuaaD2P1mkVzLYs/M/qL9Vz58w8T8AMQpxpyj0P6lXzqrTmvE/Z7WW+fLz8z8P2D8Gccj0Py0A+oXeMfY/Gec1l/Di9z+XhMmfo873P9y1JFpe7fI/q/n531hH9j9A6BYxeQb1Pz+S4zgZavI/Tx0ueeZD8T9R4Xo2O87zPwYzx89DZPg/V+BK2S5f9j/yyRiTDxHzP6i+yQi6hfY/xHrmc+st9z+cVjb7VFzyP57/e1v7kvU/6imJJVwY8z/hwwgpEC31P28B0FnQn/U/c9woZkqd9z+SO0nrxfrzP7aoUM70svM/tZrQ98pZ9j/LoCkLWg72P2ZOYxzQLPM/D5cGNLrA9D+g2RZk/ur1P2GQS5eRWvI/th1yUNus8T8frJk2GiX0P9xi+oiPhPQ/YYcA7Tz/9T8Fko2LykPzP0KgM0c17Pg/kVEewZ0w8z8UvO1HIOvzP3KD08t3J/A/GM0WCM1U9z900MMsYmH0P45FlCZWcPE/ofe8NaSa8T+1HDcpSX7zPwomaV9kUPQ/ZbjBvJGP9D/W16mnFP30P+CM2hvNO/c/PbI2ICCZ9j8fVpf9btP5P8qYjh5D5vU/n3RCNp2O9T8Cnugcf7X3PxRv2FPrJ/E/cGtZeoxf8T8T3bfzw6r0P1+spy7IWPc/QzHKuD0d8z8fHUF/ODn0Py4vUEiwVfI/wlrNK3zO9D84sgCqDZr7P4WjMj1Zp/Q/iJU861ZV8j9v/Y23SyLxPzCIBvwTZPI/AQnwAv4y9T+yeCnfxgX2Pw3AuHXGx/M/IsgS8AzU8T9HeZlIfPD0P3tmF8A3KPU/V7GS1ByC+D/7kEh/mWL1P+0MI3SCMvM/+z0Imzs/9D8uHShC+yf3PwBj6bG64/M/zBa0CSBC9T84xdqhB5XxP+eI7adG0/Y/Z46N4Hsr8j+pHqIHZbf3P3h5P/hIwPc/2NUstHK+9T8D0/aIWW7yPx5XKxuDg/U/d2SnNKGR8T9CeBgKvBL0P4UYpK0Sv/E/wMHqckjQ9D9PcAbKsSD0P7OFDUJhdvM/EC6WTLu98z8PHOB+tyn0P1Ii0wxOF/M/sd6e9XPP8z/xUA3aQ4j1Pzp+aLIvE/I/L8Whl/K18D9YiDYgjYnxP8VKv7sWmvE/ZKjR8qpt9T9rLE7Rr9f1P5sdFEtXY/M/5A+VzDYC9T8klNQEzH71P28BywRTSfU/k2+QFsGl8T+nTbiARETzP/wUFAGRbPU/j1fF7FIL9j+Lg9LIM+T0P5oyxbHTEfc/njJnTV7j9D9KAdB5N2v1P+mFXFrK+fY/xi6wXRvk8j8AqoZTPY3zP6sHxDhE8PA/jHS/Brw69T9WfZmydSTyPzK2NHjB6vU/mURQ1hV98z82yK+TMdv1Px7awBjqNfY/4+aGJ2XL+D+MTExvCeX6P55Ptnfl8/Y/P/FKvCwR9D9i5AARA/XzP7OjvIbSV/Q/3FhX9ypa9D9leFirCir2P91aMnVQJ/U/DFWc86HY8T+BL7a6vOn2P4AeRYsOFPM/7vVfCilk9j8j7+OPk6D0P2i2aTx1IfU/8ypfBzrF9T/cKzvo7Pf0P60HTRsqTPQ/5XOrKWNO8j963OhsHTzyP7Z0UYWqM/Q/mxnFeu+S9D8lKpgVHPv2P2KVC3EoPPM/sOVpd7mN9D+dDHRL0YHyP79ha7VoLvI/7TMbQEA78z8SrkJ/WH/0P8AouB8Fz/I/n3N1ZjOU8z8c9/JMuYL2P8RCHN5Q7vU/L++hfe5q9D+FXY47AebzP5+TO21S+/k/2ouOF+db8j/BIGtajlb3PxOJ5it6+fI/lHa5Un/+8z9EdJhaX1X0P8uxLPv/qvY/IzyRdHE/9T+fyN57o1b0PzvuskZ7Q/I/dYWuStBu8T9qOLcJBEX2P+cNbFBDo/Y/m3oMCcwm9z9tem92roj2PyIf0sTqHvQ/vfCVpmF38T8gVdRc8+XyPyYPRlC1s/E/Aet7XBF18z8YOCvIQT73PxAKmcmSz/U/Gq9wIM6E8z+J01swYjbzP2yzfuArSPY/6T46Pcas7z+igQqlw9vwP30mNop7r/U/c8hWHD5i9D/MPxVCgIbzP8MxZMD3svE/kxyQUIWN9T/Wr1ogX2v0P5O16zUhh/U/CR7t7qod9j8bmFx9phv0PwrKEhAh3fE/imPDCh0X9D9Ux8upeRDyPzBaBLQHYPY/iDECPF/O8z8yUOn2n2P3P+7zj5CEkvc/9zXcnKSz9j+EXnpCZC33P0Y5UqWNjPI/VVqzikuy9j8CLzAmr772P+6Gs5CF+/M//F8QwVHS8z+GU1kXFOnzPzLLd7KjlvY/jYqqvN8A9T8Qs85eRuHzPwFqGp6Oh/c/GFWr3Kbt+j9gvzezj5XwP5MNaqZv5/U/cnzBPdG69D+HxCoOGkjyP/hxede9TfI/3sYL/rgh+D9beoTF3z/1P80Oyr9WDvY/OXHODjJ08j8pbaGuVvH2P9pGeUedq/U/pxkPkcY+8j8if/p8M77zPxrPxv2lTvM/tQa7L/bQ9T9rQT7HjUX0PxTwHxeJ9/M/pZ1e6NM79D+7ViV12crxP5eNXBGslvo/7GalmHQA9j+zLYzpUKzzPzav/6Vc5fI/7HCCvqj/9T8uTm/z68L2P/TPqlkXDfU/7POv6IRv8z8Uk5R3rZP0P4S6W48aXfY/LvCeIdpV9D92PJAHLYT1P5VBUDJzY/M/wTFZuuR49T/QhzKp/sX2PyG9eekP0vQ/wRtAzCAj8z/4le5CfjPzPzZOWT4IpPU/oHhiJgEh9T9vgw57PPLuP9X5wLJl6fQ/KZ+jn51l9D/wk+eTKrr0P1w5d98XefQ/IJNpQiKT8z/NWw8j8E32P9H0vxzhm/M/CUGJWHej8z9LlDF0qwz3PzRRU+z+hvM/j+7CmCmN8z+atNHN8e7zPzWr4HpXOvU/Lch2/CnD7z+dUBwOVOH0PwS6twza4vI/5GQ+MH+G9z/WvrQ/fZDyP9jJFrqBKfU/TAp24RdM9j9KuWsJ/x7zPxC52jWTtfY/RA1QPSfD9z/bD1+TvHHzPxrHU2JkKfU/RuJSW9Ur9j8T+tYU7F7yP+SGHfnbHPI/xgWWgjWd8j8OVFJ4NS70PyOkPAEfvPM/XsLf8IIe9D/utasq5azzP4cv9sthAfQ/Y4dTjcSu9D+vCd6Il9jwPyzHfcW13PU/BdsB9APj8z/uxTh7cNH0P39lHK1xKfM/y7DeqRwJ9j/ec/tOx2T1P0rqz7Nk8/M/IPp7feyj9D/TNFJLD370P5DyHQ2rvPQ/JVR1VUTf+D8L1Q1iogDzP5C2JhWGdPc/21ZYikML8T+G4p1klNryP+mzxRpsZvY/VD+jdUnw8z8ja/hSai/1P2tpELCUc/Y/BMtgXG3h9D8p5bGuiPv3P9dIbzRDJPU/hHOe6clJ8j95GEJVfqjzP+loaymO9PQ/Qd8t72uX9T+Ofzcz2gT5P1gkUG+/aPU/A2I2MvT+8j/jIJ8OTgjzP9ZE7TAh5vU/JMhTTxQA9T+DniQHRJryP/l1AGJquPE/XVHlPwcX+j8z+13X64/1P5Mwihxix/U/Z9qS8csh9T8Qfn72CAL2P2ICYoslR/U/10m3MPR49z+vWrM0UKvyPze3ZDraDvI/o7TRx2g29D9UTsvNQPb0PwVZlSQqx/I/ID54Dchz8z+pZDfMgazzP79h+Bq++/M/KVJ8r09T9z85XTa/u0jyPw/7GWExSPg/DtslPpo09D+ijPCxQuP1PwpJSHa8JPQ/6kjtoWSL8z8FUy7KakD0P2tBXufY7/E/JrnzD37d9T+RIpuURZrzP3jQEIz7KfQ/i8H3m7/38z8rBTlLvPP1P4XQSTd0E/M/tg/qkc7Z9D8/2oQceW/1P3yhgHLH8fU/qSvmthLy8z+n0slX5e3zP8p2+sp/lPM/5g47nhkD8j/TF1sMCRr2P8k57sLAGfY/27CESf9z9D9diy+Ir9nyP0/5usJagfM/b4BHPv3Z8D+XzWnwGOj4PwVtinf7OfE/U2fvR1Cg8D+pxWFBVHf2P8Czia95mPE/gHuhY7fg8D8BJ3eVkL30P8nV3KHKR/M/Imsd8EHF8T+OrZK1/Un1Pw5brPf3aPQ/vGKAj+wm9D+RDQKGPqj0Py14TVFy8vk/7Mhd5dyT9D/fE72JElL0P14dRS+fb/M/NOvSTX2j9j/7+yfb2v7wP2QG45G0CPM/eLmOfMKW9z8kVwm/xDD2PwKhO2MfhfQ/qnhTLJeL8z8tkRyh47/1Pzo3yhbAr/Q/4dohdem+8z9kyg0o5hrzP4mJJBGC9vE/1kB4JOfr8j/lrYW3JCr2P0v3L2saOPU/A0FPBT0j9D+SAQ8rBX7xPwpEQvkVvfM/IGzckw/m9D+5l5jYnqz0P0CrUCj/3/Y/tfmJm4qo9T8BC93A3sr0P+JXBX/JwvQ/tI81+OTt9T+my/aXdwHyPwYum4Dfo/Q/TRItq5039D8msmkKXvDyP0NiUOH5O/M/5pmL2vH99z9B9wqnN9n0PzX/a4eN2fQ/H2s8pe039z+6MobmjznzPyJzNCyjIvY/tVskAo4g9z/qL4GG2V71P9JsRPP6LPo/ntbBcUCR8z+dYKSrd4bxP4tQq7fAAPc/edhhYGQb8z/etX9HQA37P9nrR5DfqfM/shqTEr7Z8z85pubB4vjyPyyq2N6nie8/i1qdlYwi9T8ShgFaq1r0PyNeDEtpvPQ//G9H942Z+D9XG98FZaz2PzVxYwQ/i/M/jd4XvyAt9D8p/obqIb/zP0efz9Eoz/Q/POFNJqmz8j/bKGY2scHxP/Vwp1vzuvM/+0F/Rg419j/f28okD8XzP/tvLhOhZ/Q/MnuKNWIW8z8Ej5IOjFL4P+dJDRlkC/Q/LMvoTqhy+T/ajBzcc6bzP7c0OCrmyfQ/qIXJ9VSj8z/Prq6w+gX3P01OY2pwufI/w0FT71CS8z+TWKIPfrvwP10wJcRbRPU/TT4cG48R+j+l/NMK/SHxPzU3gFb4d/I/IEeqwPYD8j+zMrqRkwb4P2g/WqR7cfY/s2pN33zS8j8MAVStJFn2P3qHlTM2dvk/HPdPQd0b8z+L0qOyvGX2P5abd9+GP/I/i8GT2Mht8T+eHZhQWC32P0oBMT8YJvI/Cl/fj6pp8z9vSDYZyFf1Px30en+tRfc/nV2CQqUZ8z9+DZuOuKbxPwR6ABCms/U/uC8/VQ5Q9D8PYXw0DxL2P1P58l68avE/bwShk1mU8j8vsRGbw1HzPz7HOY4s6/E/vcdVsnuw8z/eWipnhs/xP3ISnzi7jPQ/PVJKe7hj9z8YENKRnQb0P0LGQ/V3QvM/KGcM5tRP8z/8BBLByUX0P85k6liD3/Y/wTRamccd9T/8+BXYdGLzPwq8hGUrIvM/wC2aEw+C9D+KsBKYjgDzP0+UF+R8e/Q/JtipVhtJ9z/F74GgBPTzP1QvVk9j7fM/cg5HZmRL9T/FzUnuNVHzP0L0Jsv0//I/Lb8JmL+A9D9jv+pqMOP0P2gkO+jdrfI/JB83CVjH8j949z34dV7zPzi7SIGAfvI/lMB4AKf/8z++5q+NCmbwP9ESUrsHtvM/LJtUMavX9T/x4iJxbwD4P2lTQhOKL/M/WkDQAEFk9j8nnEWvBtHzP/5GjsY0j/k/yHGgiMCT8z+SjqeQweDzPxxDNz3DB/Q/STUI6mIR9D96ojrtkVP1P5/yM8y6w/E/LQiuYCab8z+VwkUTvbfxP+Wqp/QOpPI/m7JbZ0cM9T+LuzPD64TzP+K1aR1pNvY/VH4787ct+D8oNID/f+n3P3hAlH+vfvU/zl0dtV0n9j8HPQnBFUT4Pylrya/HOvE/pyrDJYqh8z+T/zaYeWz3P8hkOIagKfU/IldhTWgx9D/3YWkTKcnyP0ZqguEKuvU//6RUKXQF8z9PGgcGRB7zP5Gd0FYkwfE/qkvGPpE78z/3HN7nS9X2PyxHaTluk/M/kOnjqN6i9j+r9W6gRAH2Px1vbEq4DPI/fsTGLUCt9T/EH1Ctj6HxP0DCVy6vFPA/4DlQkuui9D8HVUqIQtjzP/DpB863ePM/lam8ZY5S9D/HXbyO2YX0PxdG8Q0sJvM/bnynu3wk9j+ZRKU7y0b0P7LbEbVFD/M/x+DKfaMs9D98T+mwD4z0P7yuZVHq/vM/EPXPoSc79T/hc5a1Ipz4P/bzCO19DvM/zOYAdFH88z8M+xu9xNr1P29sgrpTi/Q/n4sVkxD28j9EPGWYzCH1P/nLBufLwfU/Dint6dOD8T/cDiYDIGv0P+nxe24oUfc/GnkK3E818j8j3GFF51/0P1BNfYD97/I/P+3BxsRj8j+HUU2B4B/2P/ac/fckFPI/i6tb/0hI8j9TLvSgvW/0P4obD0Bp6/U/GbX+H3ws9D8xWntdT7/0P3xAiawhBfU/VhcYnoGt8z9tB68Z9L7yP2JsZgQIHfc/RMcY2E7y9T8VmKGOCnLyP9cQP+q6h/E/jV12jqyr9D+ZJxArWKT3P2G+WI62M/Q/nplEm5V59D/pZOiaLyv2P+3zPaLpc/M/JBvE0suA9D+8zfhxYXD0P4lo+q8+vfM/P9iBkO3T9D+s5CUXxITzP00TnAKypPQ/uFIdYDL/9T+CwNqSTCv1P9+jjsUi7/I/f7lsoUP48T8+bnFoHQb1PxZxTiQkNPI/7ssZrJpW9j+Rl1nSRK/0P1UR0Fr8lfc/hLzmlaTp8j+gywHB+gv0PwtwrpL2JfQ/wkuX1Ac+9T9aC7iYr1vzP7NPQ9640PI/uwyZ/uUX8z9pL+/Wll32Pz+sp2/C8/M/Pw7LMd1Z8j8lxFiZXfbzPx+WPvNqX/I/X3G/p1zi9D8Cw6FAFzf3P1ahf4XDifI/K7XA2XQ+9z8IcoXUZ2v6PzlNlNQHc/I/unowxxm18z9xlnMuuNnxP2R0fLiDsvM/ZOEGZKcZ9j/cSekLE07yP5cWyF6uGPI/xCpExhid9T9BMoXD9IH0PyntHP9vRPM/mcD3Q3uz8D80GxQBEBv0P+D5S13cYfM/tOJqVOdl9T/LGLBs9iDyPyFdkEUwHvM/ykpDuW7o9j9EbvXY2sjzPxwbchWuG+s/b19vmDBR+D8PEd3ORuf4P4sj+291BvQ/k0kUg0an8j+ku5J2QEzyP8Um5YpEX/Q/ZsAJVsUx8D//iJLF4yz0Px0vTi/64fY/XZhIMlCN9j/Vd5wVgD31P2pSYCbRQPU/nIUw1KJx8z/zOLTVJcz2P2HlKcgyfPA/yDsK0FDw8z8FWJIunV7wP5GJx50j8PY/Ncat4MvP8j80lhAokVv1P9Lg9bsJ4PQ/tcb8tj4s8z+0qNwnC674Pw2OcwICQPI/DvuJKiQE9T/+aWaUM+TyP5wmQxp7ePM/OJPfU+gv8T81zAaq9zr1P1y+mDIV+fI/gfCnbLF49D8SIfM4XDj1P0T28RIyqPY/VgHh1jyj8j8iugalS5bzP+JZywvFE/Q/nD++KlwS9T+5HyKMHkj4P+Mok49dLvM/uQxrf8BQ9D/buCkSD/3zP2Q46efob/M/074zh7vQ8j95mXhWj2H0P21rkB1vU/Q/3Y8Yj2ym9T9HOAuv8Gz0P4RMzPbwjvM/bOdMpD1k9D+vQfUNjUz1P5SBls1dn/Q/4lld8S7t8j+bOolO4YfwP0CVUaUa/vQ/9D1ztFUB9D9EfxkExVbwP66iwjkb5fM/jd7zNk/H8j9wzKbPszz0PxbTF+QhdvE/gKquE+jv8j8mjflLD+XzP9Rn/k1omfM/pxGpsxYj9j+XRYu8tUf2P7xzf01sZvQ/0WL5Js/g9D+Xpu536m3wP9k1m3leZvU/2xmEeEzu8j8sdD4aVyzzP0GH+W+0gPQ/AxxTgL3A8j/hMGeV1f7xPwfG4ygwHPQ/FVeCVz1A9D+yquqa4SHxPxr5bwX/dfU/+91Ce8D97z+v3PKkEKjyP4TnM8Nq1vI/v8WusTdU8T9XCSSEtcT1P7rlMcfmJvU/UUPN2vnP9T9bFZwlIX32P1l+o0XSxPY/Ii/wj7AW8z+MeONMTafwP/7mKStqZfQ/IskZMpGc8j+V5jP9E8b1P16asXCGvvU/DwaUAQeN8z+Xkr2LOzL0P+CO+dX9ZvI/5CrfryUS8T/acNIiWQ71P4K61Zk5RfQ/mhxkz95D9D+rvH0KnNj3P5HqWGI+IPU/Ar3I5DB49T8/Esqdu/7yP4XKFcuJQ/M/0UD+3/rD8z91LCQtxlnzP2jKq1gzAvM/shezMma79j+Y2CPF26H0P/wjm2u31fE/yOg0OLUZ9D8O7egbiZT0PxY2aNh4SPM/tDOAgVN19z/4T9rsVvjwP6O6AwYAqPI/JH91pLjU8j8U5Ys3BvnwP599Ckyf4PQ/hLf1xD009T93IU53U1jzP0SPT90RUvo/jeLxMFQC9j8hYKPL2IzxPyeDagdEmfA/0bTqsWIM9T9jtLCVepXyP4Q3Xux9CfM/L5jqSq9b9j9i02CnJL/1P11TnMlbyfQ/WB0iQyiN8D97MGUan/b0P3pIuGYZ+fI/RQbFbkws9D+iWbNYq5ryP97aZ9m+VfI/u/u9iw1J8z+fWjxwhLj0PxMJgY7SnPY/+b39EIqZ8j82eqzSWqP2P6GgZW6cSvg/ub6pi7hx8z/cHQ4Zf2vzP9krVs2AGvY/3fI8OIsL8z9rkx7c/b3yP9MXdUJIhfI/qZ9s862k8j9/uw/TvSH1P7KMPpXGpfQ/nYalGOby9D+91q9XOnryP6sbIOh/9O8/2roqAZ539D+0gof2JIn0PxFJjjarbfU/Go7C4uuD7j/l0C6bynbxP+DVXGPXHPQ/jNmlyhfT8z8GIp8f5GH0P3g8jhZfVfk/8Q03Os638z804zZZRBb0PzlEWJBvgvI/xF0zoN8c+T/mUBVJRWj1P1Y7fLGJZPc/Um3P2MB19T8ImVcpgBj2P24rAtVZKfk/GrADW0Vb8z/fMufCeEX0P4wzgjuxvvM/WblaBERx9T+KZ0JF5r3yP8M8n/J4uPI/IMwx+RTG8j+0+WGandP1PwIjkebxofU/5XXkuSZB9T+5uZy+uqjzPznOWXp0KPY/hbAkcxew9D/OIY8BRrz2PxdbqEqESfM/XUpTAD++9D8MqxWj0nfyP1BHs/jc0/E/RE6Bnc5a9T8tFTsW8LvzPwMKQlPbUPQ/bdBKwmbG8z++I8+9LFzwP3c0Jvw4aPU/KnoaVURk8z+Bn5ryA0fzP5YIwK5eEPc/kXJFkJeM9T+ms0+4BwTzP88Ho4eI0PA/ug+2Oe6M9j+x/ZmqFZPyP5N1LGzx1fM//iyCLuQ+8z9DW/M0fpfzP+Fr4YD7DPQ/gnzfHvPQ8z9nKgA7VfH1P+YQcV9v2vQ/iVLs4K5r8j93O4hFQWLxPysz34d7+vQ/0rgBSMQL8z+nWelcGif2P8vQ6ZYubPQ/YFmB0fHQ9T88VsbsLg30P6moMSzmLvM/9V4ZhKpU9z+MzSLDnQLyPxnZiFBRXPM/erRLu6lu8j8TdG7/cb3yP+ROhH339vI/rMI1ehTI9D8NL4+v9MD1PyRoQDNYHfA/ekYKIdfe8z8nNJ/LllP4PxWz9TjyrPM/TxnyJMrL8z+bqHzI/Pj3P5Ijrsz5EfM/ejqctQQV9T977WN+ihD2PzkaAcCnBfU/bTIrIgh/8j8CoqXVDmT2Pz9N/bNHM/U/c+6kYG+y8j/PdFi9qUj5Pz+XChDl/fU/Wyc6I3zF9D+jB7rbGxT1Px3GbmzJOfM/Km3IUxkW9T94BjR1yhX4P7aww5jbw/Q/Yg03ofjh8j8pM5xM24PzPzPypLPn1fI/7KOpDy/+9D/pJvWc3ZLyPwp1zV7t3/I/qnBtn9MC9j/MtOLW7NP3P6C0TUje8vY/3+VjWPn89D9i50RUPjn3P6UV+QeTPfM/2Y98sS7l9j/qeenidTj4PwQxGpzJ3vM/n79QOxJH9T+M3DnprfzzP7XyGbBPtvM//3ksIdkX9D9XT/8GB+L2PzudZ23NifU/8nlb4fgx9D8XyIWwggP0P+s0CfNEcPE/dw/t1ZBZ8z/vFckSfmP1P1kepmETm/A/7paQwgkz9D+Ub4QQoqXzP4FVRUWyyfU/vHPtVTEW9j/HDBTmcGnzP/yPBG8hf/I/XuURfvJ09T8d7sNJAdH2P4He7oax2fI/CBQe4Wzw9T+s61YOEWj0P6tCwWZ3evQ/1KyEb84x9D+ZF6g1Hgr2P4B37AFy4vc/WkY8L0/Q9T9Vsn0vG6TzPwzBLihIm/g/Nj2rH2yp9T9Bc8VInGL1P/y1lRpP3fY/zOWAfKuw8T8UtCcmox/1PxeYPOljf/I/WymGeg5W8j9VkxzVlL/0P/jJHIb4RvU/EinXC0Ty9T+ugdeo3Ur0P4WWqcQ+gfI/hJG0DOi4/T9DSrPmz1jzPz3U8M6ExfU/Locnwvaf9D8jyYTXvNv1P8vPydNXjfQ/5/OSQBMg8T+HcGSQ/jP4P1OaFBgcJ/M/cuqD6Ivi9T/FrtrktwfzP4b+bMb04vQ/heag+sBL9T8dVOlhWnPyPyy+UY9z9fU/B8iPeQ2+9z9nQMqZPS7zP8pOidgrJfU/3fRonbB78z9vdn+VQXf0P4BIuxTaIPU/Y1OvLD6H9j/o3gWNuWPzP8vzUQDcnPQ/zmQ2n12g9T+dVtI7wBzyP/4ojOiZiPU/+FtfFE7W8z87mAN/QN70P/Q5KBCDoPQ/fBJ35E9w8z/9Zvj4x5v3P5gIR7cf1vU/xqkDTqnQ8j8nlri+DRf1P+VzcTF8W/U/JusUC33x9T/W8d87b5L0P2AnHwLHk/Y/feF4r5bT9z8NnGuHYy7yP0IOEK4fvfM//QU6fYj58z+j/Rvq8ib1P5S1XyJpP/M/M5KzkmOH8z84JJL/Tjr1P2cm0FB4DPI/EQIv11fm8j/IAqUXWsvyP/kVSPnte/E/HRLGFoS98j9ew84tFbf2P7yXzmonhPc/YGvo/UDo9j9td7pf3azzP3sU+joIhvE/pD8WsDx/8j+TiBKJ9av1P+jGXz5MefQ/btV+FTAa9j84s9h8YVfzP1EgYeVrtPU/WkJ1BY+r9z9xv1zeZ0TyP1rkDJe4r/Q/pmwZUsiK+D/M/hmeWBz0P76wTLxPxfE/Qyc+dFGz9T+BHjBkQC7xP07mdZYI1/I/gIaH6DLR9j+KUXcH4p/zP/JEZmcvE/U/3W/tzB4Q9T93qJF+ja30P+1YudNjhPM/i4skgWZY8T+7Pty2DvfzP6msI+RXxvM/ofcA4VZh8D/3rDfldLfzPzkluRNlzfI/2G67jr+M8z9/1LFIX+byP9qmaRGVg/I/Fdp0n+B49z97ouKwpxP1P9HXkoCxafc/JbourXKo8j94SktE+qDyP6fBMYHVMvE/JHJ8VFhe9j8UlFV0swzzP7adR7gAC/A/OFhRUeoG9z/3ch2gqQzyP8Ngzbjexfg/fqlkziIo8T9Sg2icPiv0P0SMeGeRV/U/UCNNQzHM9D+BxZiy45H1PxB4DCyLZfk/RLsarK8j9z9nZSz457j1P5AWPJAjKfI/xmJMXcXy8z/WqsgEa7D0P9wWSwTOB/U/WImDo6z+9T9qVAs+xu33P6L1fQrKcvQ/1/h0eNS68T+O+Bp/8oPzP/YbgAxKD/U//GndkM8W9j/PVR/nGFz5P2gc/am7QvI/CQJ/4Uwz8z9xKnPqXU/0P4VgmCvi2/Q/nXg1Xyw38j+ipU07Hu/0PxfyobZ+kPQ/DCYcdYol8z/M959/HCTxP7aiwlpauPU/XUWNr5I29T9SVrioYr31P6P74G3F4/M/1132ibxj9j+DWalg1zX0P9cCjSrvzvU/Atp4ZdQa9j+bCM2Q0avwP3gKsGfz9PI/wevHLdG2+D9mTr+ln5H1PxNaypqEcPE/ZYZOP4Ef9T+74dKgFxzzP4AU27WYdvI/OPKX8Xdr9T8o7aEc93z1PwQNTuUcQPg/I11KReNo8j9CM9k1dVXzP/O3+o+io/I/ma515rFP9T8MKL0MN6j0P1RHNzMr7PM/5870+vwe9j+dvIuAD2b2P6oODHNtfPU/pOu0fB/f9T9w/yqyvQzyP7kMbMRxffY/PUd8BH/p8z/mIHO0ZjP1P0V7BTEVjPU/Lub39G5/8T8My1q9ZN30P74AU9I/xvc/nV4c4mtC9T8vqmd0oYr2P0Y7q8gnDfc/PELTxxxU8T/FxG+z0gvzP9badBCxKPI/2V3aF75F9T+lMqdiCIf1P+OsNBd1IvU/vR1Tpgiw+D8hyb7iBULzPyvO+E8GRPM/wyOqtDvW8T9jEK2kOZ/yPzK+9g8TZfQ/qdtX65gB8z/zeEXeDWfzP6OWuaMTdfU/9fBJXRoS+j/Hjj+dtJLzPz/t/ptOo/Y/G5frnjsT8T9Y6LiMugz0P0y0NKHXd/I/0QLCN7V29T9/CmBlq5fzPyZhCblBMPY/06RPaRX89z81q4bzHMPvP53LF0x7A/I/SFUyoXJV9T+L3bpJBkT0PxZOy5lBRfI/XQIeM7Nf8D/zPRidORv0P0Ft+IanDvU/cS5+lDO98z8SuiVUiUj0P2f5VQnjifU/O1uD7Eww9j9e9BxGLpzyP8NWeYxr7vM/eD2N6fcx9T8OKEFm/PrxP1/LSzJnSvM/Pcjs2GiG9D/mk1vmEITyPxFmUm5/OvM/VcBUYHOK8z9rNQ3Fm2v1P8mZPdWak/Q/G2uoiXFJ9D/DirihXVz3P/1mNuSL0fM/OW/sfKxP9j8NATsViT7zP5/k/PV7zfM/0XGAUhVE9D/hH5L4BxL1PytgLmI2ZvQ/qaJIw1W29j+YpNZIB770P4028Mhb7fU/1LKZB2QV+j/TGRlA/6nzP9My6kOkN/Q/qXoygtSW8T8g2Tz9IKb0PwBbNY69mfY/i82ahF309D9PmbdwxDn1PzyccFIlNPY/Q2JJ2fbA8j9dsktRe9LyP3vEZkbaw/U/rZvlInPS8z+ioJzNKkzzP+5z88fBLfM/Xqnjf3Z19j8gTHtjaxP1P5pLFtBUKvE/W3WBV7dS8z8Dpuc07+HyPwPwkQ1CK/Q/YXa9BO+t8T8q3Mg7TVPzPztw0ByHqPo/NKI2iais8z+yj17++//zP7oGBKc2kfM/2ait7PqQ9T+LmyU6iFz4P04ZdCcEHvY/O1yG+9s29D9MddfrhEr0P3rLNP4UMPM/h9ugAmPs8T/msx9EIob1Pws8Qf6orvI/x8Oyi58X9T+GTm3uMDD0P4WGYC1AD/k/cWLsUUS89D/sFDd4w5PxP7aEW248hPQ/UHyMVvig8j9nPVFsZIv0P7hnEpNgIPA/zKwJqzv19D+l7cmwaDXzPwyIZExkGfQ/xq4zGkR58j9nJSL8hRf1P/ns/zXLVvY/of7PPqws7z8SJMEHdDH5Pwge6HQqyvU/68xM6WQ+8j+uvX1UZ6HxP55yApKuUfI/OeKjrJqi8j8EbqFNn4/0P6jyGDStvfQ/Lj581D5y9D/TnyMzpa3yP4dvz/pcl/Q/7MAd+MVL9D/h+hfbxwf1PxXfzmUpa/I/AVmAI7t/9D+XsQKOZ9HxP2vw/y6W5vQ/PyLegZsq9D/s6xK/AUb0P7VTYb6tPfQ/rY2JaGRA9D+NNC6e3Mv0P9Ip8vh8KvY/fIwavKaV8z8zTM3PKHb0P7m34JFXK/E/t8Dk6zcF9T/lF37Gdmr0Pz++gonO9vU/6DSci+1v8j8MH9wmq2vzPy5jbygSH/Q/gXmPbnjE9T/5bgdvWin3P44NWP8uIvY/lGq20ODl8z8JskznEa31Pz2trWdVf/U/Uqz3iURi9D9x4mXv2QfzP9ZBGKpuwPQ/SXfWz5JP9D+qoBeo7VnyP1fAAtl7ffQ/D2VxfRBj9T/OvnCFBqPwP5Z80SdDNPg/TKrKk5sy9j9g2lAbpgP4PyX0coOFvvY/a4lGVTAh8z8FHOopIBHzP+uWVmTqSPM/+AUVAOUH9T+cFNTpO7jzP+UsfjaWx/Q/kWg2P19O8z+7C4EIBFnxP2AoTdKdOPY/asFyfqlx9T9x3zLQ67jzP57iEuG2rPA/3nLPOVrN9D+31hOtarPyP/vfdj+ZPvM/xoVuQgBu9j9bxbS+ueXyPwPCDFyrZvc/XbT+yRDV9D8/32yArN3yP/SerpmoN/E/OGLJqnb39z84iMpz9H3xPyXrlA8b2fI/jwWCy9B/9D+6w7evNaHyP8un1yt0/vQ/qy7bVLw79D82nMsQMHr2P1RbP8LLrPM/o4meODD28T/6fxjEujDxPxoHWLUtFfU/g0G6h7vz8z/mbaiCT5P1P6EV5GWzgvE/rmo3q2ye9D9u6vmyGVbzPzsAsiq2svI/qFnfrCj/8T+w0tfD5h3zP2keYwfUJfM/v1mTIV3l8D+ahUFE6An0P4dKlK8Bb/U/ym1nvaCx9D9gndDeKfD1P0XP1JF4KfM/1AXAbYJ+8j+RmfztiOn1P/rb+WTYB/U/M4AN05IQ8T9rI32+9zjwP5iqmaDRfPM/ykWPtnx29D/Frk0bfh31P0t0peH6DPM/0FQsxl7o9j+OFafsf5bzP8fyThDXhvA/YF8PdXrU8z/qf4bfXt/yP19EJ7G0sfQ/f5vylKvf9z9IeMpFpoLxPxXYgA5vffc/yAUp7Tof8j+cyJ8t5Lv0Pxc5yhiGBvQ/mxDAiDx89D9N1u8rVKb0P8UDl6vIl/Q/v4gxsUFb8D++Twc63grzP+2fXRhU4vI/F6ip8ZJx8z+U+IeViTT1P2KQTbv/FPM/xJ67JbAA9T/6RZV4BRz1PytsZWWRKPM/peWBtpyd8T/KNX8vsN/0P7ubELeSOvM/S8R0wS+49T/6/XI4qG70P64ZGoYgHfU/KdM8Z4Nm9j+PboLfXqf0P7eBGImgkfE/T67Lrf7a9D/gsWG07mX1P4eo6FRnh/I/YGeR0/F28z9395vw87f1P8qa1X9grPI/VgfjLKKl9D+VL1hMZ4nwP0VynkrPt/E/qOIVt2Zw8j/eOxdrnGbxP2lVzOvq5PM/zbJ1F1QZ9z9ycx4q5HX2P1t6N7sSG/M/LPgFlk729T9pNiOweP7xPxrnT8gvOPA/4qFndRvT8z9lJCLi1F3xPzLbF1BrtPU/N87zstFZ9T+A09BMjGrzP5nQWvaAhvY/uwSc7I0n9T83o1mtULL1P+43TQOEtPM/Dtm0M0m48D81yTN26YTzP7/GEHa8y/M/WayiEwke9D+ArL0RntPzPwaHJ/BkSfY/7U3nr2J59D9ako7inJHyP7OGT886NvQ/GHCfqdyq8j/d6T8XAq31P5uOhOAuRvQ/s37Mykht8j8ZozriuvP2P3V/L0G9BfY/tD8Bxiva9D/y5aYhUBLxP3Jn1dcbOvI/SZaAYS9y8D8ECN387ev0P5I/8BmA7/I/yBeYiI8O9T9y8edYQAH1P+4uPb6Ogfc/HxYv9RE89j8/tAZEeYLyP6YQgw2h5/I/jO2L5jSf8j9cZ7j758n0P0IWIeqFPvQ/sTSFHhEy9T8EhT4slmX1Pw6SvSzsJvc/kRZhDXhk9D/BMJ28q6b2P4Cp9BiKB/Q/DoOUsM/O+z/dc3KXDkv0P6cwqlSv8Pg/K1lZ3+C/9j8KFUn7ThD1P+ErbL0dVvM/Jd3xT+Ez9j/2bMRhFZHzP9RtFchHj/U/EW3ZSlwC8z9qNIgs9E3zP0To5gZJIPQ/DsDuy6t/8z8fT3s/maf0PwNKdnLmx/Q/a6WRALeS8T/K5ckSCPr0P06TtwCwcPU/qeMbzuGM8z+aPNKCNAz1P4N/0DYK2/U/R6nv8C0y9D/KicZ4T73uP2noZwDsFfU/PVY9Q6xT9D9TprScoDr0P1SdYDs5kfQ/tBvfoh3J+D9bdrcreqL2P9PhtNaNKvY/x3bUHplk8z9qPdFnu2X1PwQcCQxaRfY/NOaLb4gX+D/B4iqQYuD1Pw2xrtVXmPk/Em7WteXj8z+GL/+1+Tb0P+4W9gkAMvM/dTwOhy1j9T/6JMGKfmLvPyKV7bU8J/U/khdqkREG9z9/Xrbo7zL2P4X5Q2ekrfI/903ApvON9D/6Cl9F7AvzPzjONxDuhvY/g2eII8vf8z8Qahs7SeP0P7i2jxWe1/I/AzowZmYD9D+gWnLMnEPzP4TCn6X9UPU/J4RhJgk58z/+3onoNEnyP1G2cK9sU/Q/6Zyv+fsi9D8OJv9D8y3zP0qhWVwiwvQ/EojaFNH/9T+Tz6rB0Zv1PyAVUrgDDvE/EB51439u9D93j9Z85APzPxemL4dOpPI/Lyc2Ynvo9T/3MCD27wb1P37R09cwS/I/kbZIXmV18T/TfQi/2UnzP7fOrLk2efQ/01NiC/D18j8/gLXLZgX5P+vzuk4UdPQ/iye46KWA8j9SbLj651DzP43VvHDTt/Q//4E5HITf9D8ssg2hxZj1P6poKveVsfM/J4RdR0z09T89hGBsEPDyP4+efgMxNfQ/MfLowgZR9D/en/cURO7yP2aRgqcfiPI/+0PrtQch8D9AgnLGjrbzPypVSSuWvfI//w3wV0hP9j+00TBJkRj1PxeVARh+XPI/5hVwq0fK9T/S+goAK/n0P3iIUU9BjPU/fIuf+4Nf8j+sfjFzjN/1P0VNnCmHxfQ/md0F2hnW8j8r/euPWy/2PyQGMsE8xPY/TFSxoage8T8ctGgbmjf1P7IIy7w+vfU/OC+kV3CD9D9fOUuT9RvxPy2XvoaMnPQ/FP+krYKV9j8O3pCLMgr1P1LUFqWU5/Y/8iOjYJxa9T/1wsJxju71P233K3F0GfM//WgE/Oan8j8aFnT1C0L1P5hjpOkXWvQ/gyu8aZnP8T/6ict0j9r0PwlJ03ztn/Q/sMCM1c8d9z+x8GkG8ZvzP1M5B+WpTvM/oDQ0aphr/D9h3lFIUxv6P/PQcrGnv/Q/I8oWW/CA8T/z27cmCE/yP9+h/dN0cvY/QL3hIUgw9D9MDl//ZQDxP9FO9AulXPQ/yqzZc9su9D/M/aWwoIL3P1zwPO4uh/Y/kCo5P0vI8T/Xq5/UnLDxP8U06ShJ7vM/yYmX8etu+D812OUmV6DzP4WIQdp0iPQ/t7xk+vaF9T/Y50XdOZz3Pzt/v0HYZ/o/mH9KV71s9j+kdX0xZ874P/UOm3uAj/M/89UOEMWC9D/1HmwMML71P+ysLbEcmfM/2JqKuDkh8z8JxWNh9dbyP6tfJeREDvM/C3mZADN+8T/UrlkOfcH0P36vykgOCPQ/YyIAYgN89j/n0Uj1tp32P+RjRUWbBfM/BhZkczvs9D/ejdvwJ8T2P4FA7uuzHfU/IXx/gi318j8UVu5gYBb1PxtqoQRMJ/E/vnrz2qW78j+tNEPgvWn2P6WydeBd9vQ/dVrZh9Tj9j8uayuLLZryP3t+Ia9G4vs/CjvXZ14V9T86ZDZVh930Py6gGq9cs/M/zwleeMxx8j/UQ09n79DxPxXagZSKBPQ/Y03g0/XL9D/4a6io0Tr2P4+l92JKuvM/OjlaOuL+9z+FZimfnSj1PxMXggBn6fU/4pqZEs4z+D9M1eXDIpXzP20tOaikkfY/WmubfkA++T+Dpc/JO0z1P7Jqe8y5B/I/fTJZzx0b9j8s2/0QgmH3P6ehEQd4Y/U//kdmZK9R9D/P5W4VcnfwP/HwfzDocvM/9yZne9TM9D/qTdcFsy7yPyWEAHm0Evc/MGkJMw2j8j+496r31DjzP+5MqNZ8SPQ/U588JgfC8z/+z19/Eu/yPxSCzIEBt/M/sEbGvZer9D9mJViw1DT1P352ypkFSfY/9auHpdwG8z9Mql/AvCr1P5XnXJp0yfA/G+LcXyVi8T/CaHIYhon3P2pTfviWYfM/Ymk0JF9y9D+YxTpVJHjzP6Bt+YyvRfI/eu6BFpeP8j+/OWks63b1PyNkBjCDbfc/IhC6Xcjk9T97+m2hGubzP1wK4oZEAvQ/LfpvNWVW9D9YWEZCrk70PxeDGJ6I9fU/f846xh8R+T+iA341Ypf2P60jpdlci/I/vtJpUc8Z8z8BWV8bpGv1P1cuSzLsIPQ/q3jyjV4d9D94qJmt9TXwP99d4l7QUPM/xtCPEeyO9D/J70LcegD2P1FsUTTCxfU/yGp+2To79z8RUw5/QELyPyrneO1OkvU/VbstOYnf8z9pMPWCjJz0P/b+sBc9wvU/Y1F+RcZF+D8uj2IqshD1P3PcLEIGYPU/FjDDUwC39D9oDx59dALzP69B/M+mSfY/LCv9NmJN9T80GphV7nr1P0ZB1uim0/Q/MZeVDIBa8z+fXByIyG3xP/TxPgOxqvM/RJXzImyL9D9+zFO5Y+T2P0tfwXsEe/I/ft7bqlAP9T8difRdv8f1P9DmVp9BnvQ/pwjY2jjt9D8hCGBiyuX1PzB2b/nAIvU/FTiKrrcb8z/a5ac9LT74P9v7Uahzm/M/v45CYQM59D8GKGROu6X1P8bbTkb0c/4/dQofCOsF9j935sfLLWDyPyVeJGfwsfY//+jAetzX9T/GoOzJUwnzP7+ZD9lnQPY/nH/9NUYp9j+CtCyOAxn5P+lbp7WlXPY/YV1fLIXy9T/1adP9WWH0P+/jWD3TL/Q/k8O2UwuH9D8kD/wW1Af1PzqrbclSgPg/cVVPmw0K8z+kDea9xZL2P1WLHO5JkvI/S3RAGf3d8z8eY+SgphzyP+JpkJHIQfM/yPOEGZ8L9z9s2AcfAtT0P1C8uU71Cvc/57jZQeq48j903mnSMMT3Py/qbun32fc/IVrthh3D9T/lJ2x+DKr1P0rTQQRd/PM/0/mY2Mca9D+LpgJjqg30P+JYXAZalPE/RlMqjBxe9D8eG0wlX3LyPxeoKEefIfg/qXmc4RCh9T+sV1A9wbL2P4BZwYPDKPY/oj2E+ybV8z+XWNGzpIT1P8SWpwNPr/Q/yBPnbJoo8j8wGcPuSFzyP3+SE+jCWPE/9rPtqz6K9T/7WcLJeObxPwjxjpVg/fQ/G791sWYo9j+cSI1nPCL6P+MH1bwRkvU/kvYinPsn9j+1aFnWI3T0P23RMVOA2vU/QsRwxmkf8z8g0YCBiCPyPzSIfBFx0/I/ibK95mAZ9T/Kygaetw7yPxPc4rTNDvQ/HpMgH7KN8z9DF3ZxOg/0PzAATGKjyPo//OlsH5Fm9D/mOjYH9GXxPxKqGx5/tPE/5cxhuXp69j/LlhQYvoL1P+TiPqIpZvQ/umsKupQB9T9nmkL4L5TxP3aBZFdGrfc/gnyhvn7N9D/i5EN0caDyP0fGxtT4g/g/PoHqVcKM9T9k2iuRVd73Pzp6BsURXvc/nRrmHjbu8z953N3nI73zPzTWHc53JfU/6TMeF7Py9z+D2V0+zmv1P0Ji2tlu+fQ/pAu+HHdc8z/4KBs9jH30P3UtJ7rMu/U/pTON3cjQ8j/oyhPJALr2P1P3xeburfY/tS9iyLne8j+qeMGizcnxP/SGZcRwGvM/na+1ROAA9D98iIxLkXn1PyqJgP6XufI/FsP38B+C8z/qe1zVSpLzP9T90/1DfPM/nsVVdP169D8uPlXqNHv2Pz2DrCSTMPc/LVTnuovL8j/6JI+cjhT1P8paOvdXr/g/RhUOtKN59D9ATGdUMqfzP57gQYMy+/Q/y8flfAey8T9EqvxlByz3P24mR8iKo/Q/LJBqLGdV8z8qtFTTrKzyP8C2uQMIIfQ/+QxhAfbI9j8bZuGoOU3zPzyx0xgiLfY/zfL9OskX9D+YOM82k/vzP8dX07Bdm/M/ue1BvHci8T91z+sGf/jxP+phFK3YMvY/psZ3mifq8j83WuHUrPD0P8VUamCiGvY/vSfPe5NJ+D/S8gt8TrbzP9WRgIpaQvQ/0XHdXkq09T9vqhw6t3v1P7IGgb4bL/M/8xjfabs99D+q7Qv86uzzP/OZ0DDdl/U/rECDIpRN8j8pwSkTqBT0P41fCsPS8PY/gfQsLBNW9j+jDEqHi7b2P8U3r8j4mPA/IcXMs2s68z8EhexNF9XyP4WDYAHbafI/mpUZ1eKV9j9raCdY6Jr0P6PU6W+YsPU/R0QAskDm8j+MhIS3Ec3zP0Q5dKY7pfQ/ytwOPxOq8j8vlYvTYgL1PxwRRkkTAfM/eFxLWFmN9z899j9EwMb0PxmfmLVcs/M/LSml5fZn9j/g3VVVGHH0P0dEiw+Pw/I/QlJMMOfV8z/K6ffQh331P7pVmWx7L/U/u7n34Uk09T81+F3K6OXyP3d22AP21fI/3CPc5HNN8z+VLIYc1Kz0PywYFPxiJfQ/BSV4THdQ8T96zB+U3wv0P4xaXP6NQ/M/cAW73QBw8j819fUDCfHzP/XO89zzA/M/Wa6FqyPW9D8gUz9iC8DzP8f82Wo6w/Y/2ysHaNi/9z9KL4f/tlX1PynSj7KqPvM/4CX0tKUF+D8CppBODsrxP1C0uBDNsfQ/jSWsMcZV8z+7l4E9YUfzP5nyITI+0/Y/nsSLjpeN9D9O8C/NIoT0P+e+dsw0Nfg/JxCo62Z39T+3Ll1MPJL1P3XV/cSWkvU/RXGf7p7U9j+TwrsA1ZL0P9j7Ul3xOvU/p3UzjAev8j9P6QHz2ZnyP+DQSchDJ/Q/e+8NMS8V8j99mIjZgQTyP2BIqJILvPU/nLqdMkJg8j/Xk9XRbvDzP+eXblgDA/U/DmvyTAxE8z84wWneCA32P03VA/c+mPI/LE2W8Vxw8j+VEUkFVafzP5TTA4wszPM/U3/WXgQX8z+WwW0o1HLzP7EkziFkg/Y/FP+CrMqy8T9iKMm42uj3PyNHPl9XOPE//ztXleAm9T+H74NtKLnzP+++VKwh3vk/Yer1EfVy9D+1s9EK1+P1P1UsHeG/KfE/dntCpFZb8z8ftTLJgkn2P3i/YV00ZfM/cmgcglkY9T+M39EL7qH1P/0ALLPf5vM/24s2He8P8T8mJmiOuyTxP/rt0SQv4PI/CmT9p+VN9j9ZcOJO9eLzP8DPMTzFGfg/H280BBnU8j/SMMWBPaz0P3wQutI6nvY/SQ3qv4kn8z9KRzCnsDzzP1wJeEhXBfg/HsAH/agI9j+ny8HQTbjzP13rrNrZwfQ/n1L0wxcP8j/6ZHhPDE/1P6l3Mkkgm/Q//kBe/p5F9D8qqbUHMj3zPzCm4RrydPI/STTDrg0g9D9dNBLcXZT1P5sc6gh0sPU/y/Wc/Fcd9j+imwNC2H31P00nk+r6sPQ/borDouSO8T8OK+zvgFf0P/gUYipYbPI/6HZvEgQK8z+ccNNvP4DxP5uLk9B5h/c/toLz5aks9D+YoVa0WIL0P9sH4MYJrvQ/vGp33IJ79T/7oQoLsF7xPys1LvuIlPQ/VfWBF/2x8z/gtnGjdsHzP22QznP9y/Y/mOPEiN4j9z9mlpIDSFvzP/ejvunWw/I/8dufkD+L8z8wKwJnEhjzP8qqkGPqsfQ/8uXYnz7x7z9PNBdtXuryP/IWdiNGKPc/Tx4gBrUb9T/u4BA7ISv0P9xzcbp8W/Y/3T14p9tN9T+M2YOg7uzzPxd4o74Ewfg/T5JAo9jS9D+drd6gC7DxPwOio9TjNPQ/bn2Hpmih8T9w6YH9cLDzP5DYc7vQm/U/1Mpny4ma+D+KQBCeY1v0P/ghgZiLN/Q/R22Cprc48z/y3G/tP9HxP5TuhaDXUPE/EoNtjWgA8z8SpuQggTzxP2jGbB4/nPU/okSirOvE8z9de1WqfD3xPwo3uZl7ufc/hGIv6TRb8z9FUyra5jrzP6fsiMAS7fU/bxMCrbj/9j/u5XF0YW/yP7NWE93DgPQ/sJEPi4ce+T/2Y2lloT/zP3ewwowjJvM/ZjsJbOJh8z/dH/a00Pj2P4sCL0kDdPE/C2KEN4LC8z8TgxfuXKrzP7fK45Ib+Pg/1ma0JyJG9z+ePrFYvun0P+82uhfRIPM/TRVJnIGK9D/7vTSkXkr0P6YUsobc0PI/IEVPs18c9j/D/1t2/TPyP2aZvtr/F/Y/dbIMYe5h8j8qX0SVPsz2P+mupfSJt/Y/INp+HtnN9D/kL5tYNYHyP6oQfSloqvM/hVfiXym19z9QBUBKqlj0Px+XOrOEJPU/zc2oUoYh9D8eSs79OjH1P8dljxG+ffI/dT8pTRZx8j+Iemx+RQ71P6dqhGYxRvM/jUUH1CTF8z/GoeMu0R/3P/34aPyFx/Y/zyBlq+dA9D8h+MdW/2L2P4sUFy2Ws/I/Iu5huAGS9D9/LifaU8D0P86fLRSG+vU/5zTA0kze9D/EmUUXLxTzP+lzRBMDQ/E/2JiCMARH+D+o2KKZ5Gr2Pzni0rMev/c/jHbTbQS/9D8l5BfWZoDzP7oPeKqOn/Q/iulFTK1N9T9Ve252Go/xP4tjs1E6ePU/1YxYt3UF9T9VLWM9w+b1P4LkF3YjN/Y/SIGycnOR+T9LMVfO3+7yP56OKB0v+PI/ErUScp809T+BmgYAIMLzP9BgPr8TIfQ/ecLZpCIc9z9YN8lxDKb0P/lkRw6GsPE/+REHkd658z+ClI9BLeryP66NT08TlfI/x9hqXfDt8z++wQDWLEb1P3I6ZfXKbfM/9HJU7n6R9T+xc4jQQFHyP7kcCwu11fQ/+kE9jynV9D+WuuufN8LxP33D5ZWtBfM/ddkhwk7K8j9dsPPEdF73PyvEmn3PzvI/4DR4Qvzq8z9kB4c/6kv1P/Xo9WDsTPQ/202R49/L8z+71sbwpxT2P8MY+LIoh+0/aw6J9h6q9j9w+yabharyPw7MlmLJwfM/SQRku6z28j+/1XSo7Sb3Py3zzckFbfQ/muIzTPK59T9AddhPPj3xP+ecEtNXNvY/qGt29OjW9j/VoQzd9KD1PzLOJJjIGPI///ZjMkou9D/JV6IssKjzP7OuoaQHh/o/Tyg552bA9D9Jnhw2k7T0P2vP7ixjbfg/ywHPxrad8z+7teJ8jUHxPxOBwcgNRfY/LqRM3vmU8T/cEOuM+Xj0P6TtdOgphvs/TUM7wUZO9D9xq94hhYv2PzrXYyeU2fM/gygb2Cxo8j8TfGCw8fLvP8LN/EPOyvM/XOUGFYjb9D9Sp6KhgG3zPw5HoxaFX/I/E8XRI3Gw9D/Hw1K75efzP2OZxJN2KfM/IWVpwpnG8z+eNr6mpjHyP2CDMc/CIfY/O21D3Y4Y9z85AnPYFXT0P0L2G6wsn/I/M5giQ5LG8j8oDmtKuzP0P0pm0jiB9fI/53Ae0jIb8z8FWdSViX30P3ELp0yae/M/But5hY/J8T92Uvv+ox7yPyDiqhuBtfM/lGuB4vac+D+G5jjlX7D1P9IOUEQpvvQ/LA5wREW58z/uJQ6nxtbxP/CC3ia5ZfQ/Clq8zjdG9T8Nj4fZUnv1P/lAiqncHvc/uJNlo6Nd8D+3VISu8Ab1P67r690mpfM/OvKuNWdn9D/uWVqOoKvxP2cN24gCUvY/okbr9r4J8z9AfoBIf0f0P6FcAoIXnfE/uYu85B8z8j+MKCPh3gD3PywC1zoerfU/ggaG2rzp8T8cCFqz8jTzPwOuyrOkaPA/YaJC14gK8z+ZGREHA6fzP5n9GsOsh/o/Kjso/uRy9D9VCUqqEvD1PyPntbHkavU/H20FDhzh8z9/9BQm64T1Py/vmC5SGPQ/7dvpo6HU9T8tizI2OsfxP+BNKI5mX/E/b+p7oFhO8j8id7TSI4P0P8/b+hjT3vQ/zOBEQiz69j8W50zgOiH0Pxjl/BSf5vE/oDRLTud48j86hDUaq53xPxidNM/D9/E/Zkr19k438z/yA2UBMivzP3KEZZxoEvQ/6WaKfyu69D8EI0z6TWz1P/D+YCtufvQ/CGlhPiYC8T+sEX7vMlv0P0AcDwCNKPQ/ZdenZTnO9z/jO5MGITrzP8z9+hCcFfQ/NRaMWDoW8z8cMt5ABTL0P2DDPRon0fE/nBkn+jXA+D+cDu63sLzxP0mP5QyFH/M/7alCBwNs9z9KguF9bcLxPwNuW0uR5PI/N+olAy3M9D/DAa9IrAXzP7nTXTJhDPI/ODYVBoei8z9JWczx9o71PxNWXWkRAfY/AkUu2vka9j95/bPMn4LyPz1k3D4sQfY/l0d08EZm+D8RzxZTVpfzP1DQHfvNEPY/6waov2CX9D9eHDGUNRPzPw2JbsoiBvE/dZCUySPW8T/M7bCfXcjxP4ZOSxU5F/Y/eLsBC6c98z87bWGspRTzPzzXGokXafI/bbu1zlib9D9TVBaZgdH0P7b6RXn2KvQ/VfDDND+L8j+nmiFN6oXyP6Oy1EkDqPQ/BHBJhwGc8z8SntK/4D3zP7wWwm1mCvc/MI+ybwF19T8qRSgIX6HxP14iZTQTePQ/RWUNoJ2n8j+/usq7NJX2P8U6bdp0OfU/52GErt4v8z8Ye2TycPHvP0UrCCtqxvM/g0IG+UE99T+9H2VWjjrzP3zcbyqbofI/Mcpu3uBO9D8OHZ7HeOv1P6yo7FUkzPM/nWmtWQav8j+9mrAi9e70P2jhiT7Au/U/0m1NWhdB9z9oJdRR94nxPyX5WusmK/Q/ysyspFLe8z9FyVVyip3yP33QNosozfY/mfO7wLI89T8gMQc7/Wv4P/lV2Bc3sfM/lOw/NQBj+D9FeA14Elv0P6W2q27NFPY/Y1+SbnE/9D/TSa61y8HzP1m6UWaxrfQ/9+wPP9Qy9T/X7/8LVF/7P+Qve1+fg/M/mL9yxX0+8j/C7H6Pt+P2P/bHEj/mavU/dMPhXU4K9T/FEzHlMZr3P6U/CwnhCvI/8qKh58od+T/FRfWLZ5nzP/G7anUPKPI/fgMGff+r8j9f8b5ZO3fyP721tNyKXvc/B96Javk89D8DXfP4aVH0PyyS0qDYn/Q/jAxZoq2f8j9Oo3fIPIX0P4FJLDm1tfM/uSI3FafC9z+pMdPXq/L5PwQgL4tGOvk/CxhjXo/h8j+ywYAVMQr7P4rlujtSufE/xkJP9YiQ8z+3F4E9ZLP1P8J6tU6bPPI/sLfjNuik7z+tQhKT1nLzP2ySZPOZufU/pdkNKISN8j+fppiB5HH0PwupppCsT/U//2e0ytlU8z8qrctZ6X32PyC8O/C9VPI/K8uUIM4h9D9vyKbH3yD0Pz9hf9d0GfM/92K+tj2H9j/swDwtDE/2P3mNf3XydvE/6rOiEt9o9T9aJ1ySu9nxP4dhsFFpEvU/EjsNKhDu8z/WLkuJaZT3P0T9f0+wLPI/FRiI6YnT9D9Smcfdy27zP8/Ar+aMwfI/RXLJG4cn9D/oCcQKJcb0P45GxNjOiPM/O4Vi6JKc9T/PDEYmGd7xPyBkfg5TVfY/QU8gIsxN9D/jYZoF/ITzPxVAbzs1+/U/ePkSTNLV+D9rlB7mdjr2PyIoqTk6KvU/oTsbdtBB9T+25o/PY6vzP5239yNosvc/pW8bmESl8D+PztpXDerxPwx8qkJhofU/w6jkVpv78j/jKFrHpQL3P/wQs7xGSPg/rHNIyHEN9j95zEXKe6j3Pzu6P+sXC/M/TV/ANf5y9T9Z3TrICRj3P4rJESjF7/I/mCfUgLeZ9j93fC3fPNjyPxqJMVVONfM/ftSJQgQy9D99o3SHcRn0P0DSpQgMHvA/g91eFA0j9D8sNmE7el/2P58j7b6QA/U/Q/eameyq9T+ZHyaE37rxP/ytF6DErfE/+hmmZRUO9D9ejtZS26j4P5ZilbhMgPM/XFi6lMUx9z++e4TVwD70P3PiLknzvvI/gqViHAoW9T+eGuoV7Pn2PwG9s+3AL/I/DSqu5zTT8j+kXfhFswr2P0ZiamuRPPI/8tCgdtDd8T+wUvbsihHyPxhYZGgnZvU/Q/rwfjgu9j/Upre9OnXyPxWxPDbUivY/jUVSZt4j9T+3S3QCauDzPwF/L4DlrvU/Aq7i3pfT9D+Vf1he4Kb0P2zp1pbfKfE/KgOduyno8z9KAQDPjmX0P9q3ZJdotfM/UM7OFCen8z99QzqDLVXzP6WttaOKQPg/v6wCZG+d9j8YwGV8Vr7yP5Fgvm9ZH/U/J0cuwC0c9j+MqWqLwCv2P+f8GU9mjfY/mTydnzpi9j++aoBJ123zP/gOr/WT4vg/3verYlCG9D/NxW4ZW6LzP/QsWfoPSvQ/j8bCWOga9T84rGjetOLzP4neG2w53/M/KwKs8I9+8z+yi3y56T/4P1ae6mPdzvQ/bVN3chW98j9k4wunmZfzP6EMPlf2IvU/KMc/HF9K9D/LW2aCwFf0Pw/QBfQjGvI/k8POaA0/8z9TqROK+lTzP1W58dwnHfQ/ObpUMM+Z8j9vvdPa8eH0P/A13QbTj/w/l/KKsUc89T/RC/V+UZX1P3dIO3B7BPs/mcMYHUba8j/c+ZRESk3zP8LUnXIdnvM/AWs+22Ky+D/DEq3r8L/zP6O4McUVZ/M/sKXiUIo89D+UJfJuaVntP1KfXI0SG/Y/dBUZhB5G8T9wZv6bMzXzP6wufvTIrvM/kXf4EgUs8z/C39ZkpeHzPzdbcMN/gPU//l+FGK1V+T9y4ocw/c/2P6NIbAnQSPM/c2mPLZsi8j+Q5N9xILL1PwSj5J9GMPY/Qjwbasof9T/+72L2Dk/xP0znGKUYpfE/vDPbvVRJ9T+mQwfby2vzP9khL1i57fI/XbuRlnI9+D+U/b5TOAX2P6NwXj1NavY/7vMl0b/e8z8w+pSkNvr3PzBZAHTQr/Y/RSrchEiz8j+AMhWgbPX0P6tkjOy7bfQ/h8efrv+f8j84MKq5NOjzP79pXrgmbfM/cXbubOB1+T9zQ2l1GXDxP/BD5XoUnPM/F07YLua/8z8VTaWZAK/wP7UJ7Ig7afM/7rEb4MSy9z+T9JS5Egn2P9WT+uTfje4/PRg+f7309z/2k617KtP0P7mMDuqEmPY/kanv4Ol99j/nQ0KzTM7xPzI/8z2GZPQ/yCUMsm2u9T9nY0n9cYj0P6pE8q1fBPM/wFok+KXB9D9atZF7Iwj2P/CUP1//L/c/PjAXNKJu9j+Y9rNDLCr2P8Dqh7kH6vM/KBjZ91zZ9j+DtFBTFHTxP9l0x2vco/Q/AEhbGX698z80ZHX1Ssn2P2PwvAGU1vA/Ni0ZR7w79D+rkM4N+pD0PyMF9MfIGfI/ounhw1Oo9z/1bOedJlTzP3jKK3eRI/Q/iDoHVsyp8z8GhwTQCpbyP+5FdbLnzvE/3h0pEpw29D+dG1g71xn1P2+xQe2EyvU/btRhzUJQ8z+lvR9dJiP5PxKTD5cLW/E/J7ya/9XI9T/2YBjTBmT0P9xDeXM4+/I/VyjUuLOA9D/ZRS+29af0P5ceNOySnPI/RYAwEWtV8j8X1+ZML6H1PwVXdnxKqvE/vny+IWST9D8YRXVg2WT1P6tSv8VMvvU/+uMwBbh79D/vCZ37y4zyPyTH8JLXjPE/VaGm0K0m9T/6MG9YRl/xPxm37NuDp/U/LXcDp37f9T/tpO233Bb0P/6hIF15svA/fbPuvLR++D9oGKHpaDL1P4S7UeX8Gfg/pkxJXMcV9T+HbFyX2lrxP04o058HCvM/074k/IL28j+xneenAb3zP/gFiQxtO/Q/oSkkwXoB8z/eXHIPbLfzPxDifR+5J/M/vVhpVGhf9D8lOpLetJn0P5TtE/V/EvE/xQjBBYB38z9QV8BYBsv2P+I/p/pT1vM/YHAkkigj9D/LECJxIevzP310f4Ef1vQ/4oohEW338T9PJSm6+Xf2PxpwJoJZL/E/6BepaJr/9T+l8YCaBlr0P0j7j1d97PU/p1rW5nq39T9Zr1E8exD1P1eCAFXTUvQ/ZyZ0okSU8T/DJFUTvUnzPy42CmU7xPc/4z3KF7b78z8LZ4xB36D0PxHn4drOGPQ/g6hgahBe8T+ZK9Dfggn1P4wvOqAGkvQ/iqizKXPg8z9jCIW05OX9P9yYWmp1lvQ/afFiB77p9T8cSjQFi6jxP4REXWvT7/M/FloblOVm9j+1ozr2XDT1P6BYGPGYz/M/v0NiNQj58z+21K+FNyD5Pz0AX3Un7vI/f6HZXsYD+D+edVxTd6L3PwyJ1T3e1fU/1yVz/Zel9z8srtYUlX31PzHa1oWRK/c/hNRWQDjU8j/rPy96gTLzP8VexWWSPvk/TOsawNhT8j+T8RcA0RH0P9nohfR9G/g/B3Ju9Mao9D+YfnQ6aZv1P8HrRKDF/fI/R+aJ+QuH9z/2elkHnbT2P07FfA1g4/M/cVrlAIhM9z9EldrCHXL0P46WQXRCs/U/B4qQLc5C9z/4MsCzoAL0PzkFKsycRvY/GD8MUIUo+D9dBqceugH5P4oeopU96vU/nBIRQjYS9z/WkscKzoPzP42IWcmCefE/9uebURtk9j+/Cd14SRz1P5o8D+EvKPU/EQey7URv8j8b8t0ktH71P+YzIJn0QPM/JhEdBAVe9D9YLO87wjP0P5g7V9mHDvk/rT2wU+7j9D8lFIb+LcH0P0dJMHjBh/U/8OHO2fnU8z+ggWD4Pp7zP9CgoBW98vQ/XW90N36E+D+iEwOlTRb0P4ZbEMEGR/U/TjZpUdwI8z8PhX+XAwT0P2fLA8XSYfU/TPmJOkLq8z9OjRg++yj1P1i8nbgq+fU/VMqkHOVM8j+yKosEVtn1P0nwL+FO7fQ/H8FuBuDU9D/TqwkPrSTwP4p6Y8sUq/Q/QXsGCYQB9D9MI+LyTzX0P6lYdeUe0PU/i1Viq2Fw8D8WZF1MQQfyPzAzVyEFpPM/E91cHmhS8T8V6ih82KH3P81rLJX3ZfI/MopekOy19D95i//JHS71P55G7W8vL/U/HBaWqSDc8z8lNzYS+4z0P5AETctjAfE/bhnZDpbs8j9xGqXq1jfzPymIL4bS+fQ/0J9QnkrT8j8/noAXqvvzP1iH+pOa/Po/yI0Oujt29D8UpVsfOSTxP7YgKaimfPQ/rnN739sF9T+DMrSRAvjwP2c4FYdPr/Y/Q+nnc+Ff8z/NugrjyGn6P79DkU19z+8/A1s1B4p49j/QsYbh9NnzP1t/hFJT3PM/2TSHxFvy9z/kp82RM6vwPxHBa32RQvI/QJKZZTMI9z+b374HG0H1P/ohVExAMvI/er3wxGMn9D/U8cQefmz0PxgkxRXJuPQ/zKsP22th8T82+nWVtfLwP81u7cIjDfU/KlFFP0l48T/AkqP646DyP20mpHp9NPU/S/GlAl2F9j+Ehc/mMEL0P5TVmEOiXPE/p+Tx6V/v8j8kUgdalRD1P13i7RI3ZvQ/NUD9En3q8z8DFYHExUz3P/8kD6oh0fU/PC5AeNZJ+D+JMpar5+z2P5UIEf0MOPE/3X+la29T8z8Klg36/DP3P7ajApUq0vU/DVV2c87j9T/knkjuK7v2P6Me3lkPWfQ/JswpitAg8z9C2B8hTO/0P51ddV5PHvI/aEYY+0Lv9j92blD8pPDzP/lAE7vwevA/VZGAnsVt+D9c4Eq0MBf1PxQGC/j3FvI/MweuvCZ7+D+TkCoEKTXyP3ZHlJVnKvU/RJXbzB0B9T+wbzue+az0P2pos3/ya/E/0xPxMkzs8T9QefskQiT3P/bD0eTc+fQ/N35fHCyv8T+R6BJWRlTxPyxaoJ+YAPY/8TSU8G1r8z+jcObpwSj2P6h3w5Yvlfg/zzUBjxfb8j9+ukK1Fln0P6mRQfXXTfU/UZp8nDK+8z8l/ihbza72PygjpMHGofE/sFdX9ffC8T90yPiNpx3wP3GzrDQPSvQ/PH03uN6n8j++SlETTm3zP8GME9wsI/Q/FlErp/3H9T9A2Ng07bbzP7o08KNWUfY/X0OytTKP8j9WuGgNvL/zPwt6xieZY/I/I1Pl6+7I9z9Rec5/oGz0P/RVMJqnn/M/dRfJbzg79D9JZoO0vgzyP+pBgGAJF/Q/CLLN+zvN8z8xfZFgZnHyP51SpiKHBf0/kQh6od4S9T/irWbCFFryP4VsztMKqvU/0W/1FawL9T+ccYT8hGL1PyaQAoBcMPY/DXuUC1vS9j/YqVC9K2n1P3jjwaFpI/Y/0zUnYnET9D9yTozN5lH2PwEWUBkh0vA/12CgCJC38z8aS5vBuBT0P9o0eZC3qfQ/aaXgEoO29j9aabp1VT3zP3qzwrPILvQ/Qy/VVp+i8j84NDUhWT/0Pz1l3NLf9vQ/gPDmtjTY8z/sF1AUJfX2P8Fyw9CeNPM/kSjbtCzZ9T/RM7t+Fs7zPzpnhdEtD/M/7MrLC7ps8z+C+K2uc0X1PxtfZ386cPQ/MxAQs3Zj8j+TRnghp2HyP9sY6aMGdvM/a7+uUujG8D9zPssLBSfzP0lEhiN77fU/VyRRxLUD9D/JgnhUY3j0P+QUNxVWZPQ/fokktteC8z83RmQM1Tf0P/G0CTChJ/U/G3+AGplk9D9pH+3nmAr2P8R2+VLkOPk/ZLMQs2TR9D8eMaWxUtv3P8TTV9Mh4PU/x/LqRgwq9T8LPQrdAczzP9RdQhfYSPI/Q18ThA+Z8j/4ZzGSC4X1P778wMvXfvU/PRSWEMyB9D+6PSxjnVL3P7ZTo4bMJfQ/3R4qKT/e8z+LKbVm1Xf2P0kUz9IbFPE/NnPXhoMh9T+GwOtGab7zP7h/PfhLSPM/MvFDDRNQ8j971dWhwZT5P8j0tYxJX/o/CuEP1khf9T8gWpDdm370P1zSxF9dDPQ/PqPQFIbu9T8TWE3anHz0PzAqGSgAF/I/cMG7HcsZ8j8Wc01Lcnb0P3DUB22N9fQ/37qV/zFI8j9AifSe4bb2P6D6WgHXavE/ifnY496E9T9xR6H4NIT0P8EvMZAt3PQ/iP6nRwdo8z87pv0IJTnyP/k/Wteap/Q/EwgxNtMa9D/wIg8hWsLxPyAVW1inrfQ/JN2DWNmJ8z/Cm38pQ1j4P1PgK2/ITfU/mdn0i+9/9D94i8yT8Jn0PyHSo0vPHvc/8aB/h6+E9T/QJp3nrADwP7QNDLcv3vQ/HJXma3po8z9OlxqouNHxPxmvYMJEcvM/F5fK3w4e8z9KSeebfPP0P3RE6rA2IvU/OKfP4hfY9j8/CGZIU0L2P8FOMKvkffY/2PN5/4gH9D9njQsxBhf0P/gZH7g8wfY/46zLtrA39D9KWqP0wIjzP6TatRDqqPc/KlKNX/tH9T+WJg3EUvzxP+S0Kb5X0vY/+STP50zM8j+w7laGIsfxP0pxqzFSiPQ/z68aTRdm9j/usBqL6wf0P4Uqb9CNBvQ/lSX9Lcg98j83jdbpl/DxP46EKDqipvI/AJT8HjhH8z+4Aioq4uzyP9+bPvVJOvM/QRiCjDoW8j8uRGY2NlL2P3P0y5vQePU/hDW7yleQ8D/trcsv11L0P3xMoRvqlfI/p3qsJ6748z9vM8oAmOj3Pz9SCfUSqfQ/oGeLHM3K9T+VSJPqvej2Pwb6JNrqyvg/2lQEaoMs8j9Y2GAPDGXzP8Ah69gJe/Q/vQCwOo2k+D8mwmgmBlvwP+AdFrYV0fI/38mkw9QB9z/207HWSt/yPwKwewvw5/M/wCQcArmG8z8pzPu7DCv5PxAMJ/wtwfQ/FnnW1kG19D/92udvQCb0P3KBPBGfQfU/MASu45t+7z/W6ACZm1n3P5SNbsORWPY/rkA/4LaC8j+ivzQUFd/0P6mtlF1qpfI/e4DC0DGW8z+8zI7P7znzP4LbhD1lBfQ/jLYSpNdV9T/VAY20j2DzP10DL2T3hfQ/kKZ16E6p8T/tTcHHiNDyP8dEa0kfAPU/bpu04Ewo8j9l/8LG8wb3P6S7jb/qe/k/XcT7r4eQ+D81s/IcJ2b2P0FbIDaVWvE/O0PSV+Q68j8vvMG4qKL1P9PD4WDbffI/PKP85L2a8z/xZmYDN4L0P1EzeqF1BPU/p4sQg1Ma8z+BQeAXeczzP1SNTjCi3/U/QaO3aVge9T8kUIOrVB70P82DpbOOnvY/7oEE2Yft8z82RZbHQPfzP5TYnHJ9xvM/aMyKKT9B9D+wWJeKhwjyP/tAfmP7rPE/uT9oI/7y9D+wRZ6EqzDxP3XFA0ToRfg/b6tOyl5P8z+tufNZigL3P9Hn3/Ua9vI/d5K9izHh8T/uga5AuwzzP8VWDeNV0fc/MG4sZ2Ba8D+EwV2KYe72P3+rFerMvvE/HaETpFhl9z+SbaDUuJf2P7nKhgVncvQ/TCl1CBhg9D9hXfjh5QDxP9Toim35lPI/j3o8l55t8z9+RNYsfanyP1NGnc2HGvY/HGoIjwym9j+xgPmm69H0P8Sxhq/TuvI/qh0ypWNX9T9aJ5T8c7/0P7Ub9wQLlvM/wAuKjWNF+D9jpNGcLE3xPzqE0fB6+/E/DCmIdfML8j9k3vSkYfD3P0qzkpCoI/U/XBELYhu88z/4t/RU29vyP/l5y7sug/U/B5g6JfDq8z8UBzkBDFTzPydPHXruNPQ/77u1FC2P9T9qBUBuZJn3P9lA9VTajvE/oE3WL8H18z/1YSVVOcf1P8Cido8Og/Y/VF6iNKjk8z/8wp8Gi832Pz1IG4/1pPY/h0OtDMWX9z+Xct26CYP0P7Xc1snKsPQ/lKSsfXQb9j+bSRrNVH3yPxA+IPBJpPM/ilqJxX1H9D/Kjer68iDwP2zzNmhlkPQ/rpxaNedr8T/y9fipVyf0P6W6USxuBfk/JKs/NJKH8z9k2vBOns75P2w2a7eynfI/YEDyV2gq9z8efrHNL+jxPyZcEdDP5fE/AOfUCfdj9D+P33wmuA32P4c7js0VlfQ/mNoily3b8T/ymATlk93zPxILX+dY8/E/p5QtyVtC9D+rbWvL14v0P/fMCiIkBvk//dVnMkr+9j8ic/P90vP1P6qTbPZWofU/yGPqRbmy9D9eKHfHNir3P/uOYedkpvI/mfQQXK/29D/mRQQw02r2P0hYC1nD5PQ/GcaYXDVS9T8z6QqLUODzP775xE9FLPg/pjwqnbD18j9sYKQoA4f1Pxl7IdQnj/Q/U+Qa0gbj8T9G7DtXXpD2P10LLlEwIvQ/Hb58I58T9j/4ww0Sod70P7biH8QBiPQ/kJhb+bXJ+D9EHT7a3xHyPwlnLDBskvY/ttubSWpv9z9izu3bf7D0P6EqItSjhvI/dNe5/vks9j/+qXxuifz0PyGP+hh+5PI/Ad82IKJA9D+xs/9oQrPzP/5HtT78nvQ/aA4PsNTx9D+H7ddaiIj0P0qzYPmWdfE/wLfX5TO59D9LcYcRaS/0P0gat25BMPQ/r9FZ8AB29T+GwEwPtXH0PzOITG+GyvY/3v4t1UBi8T+il4S2/sP1P7JV1uK7QPM/S9ouA9cD+D+IaJ+FxAPzPwMCEFKI7/A/ktcSUCo19T8RlQWNTvLzP8rVkLnLDvM/KIvIa7P48z8teIA9IcX3P6SPp3XmzvI/V2fXcOiv8z8WmKMDC3H3P5ehhXhPwvQ/NFsAqjaZ8j+LhnLqGLb2P13wDWNxSfQ/1Qgf/WpD8j8qgp7ZITXyP5vLi5KW2PI/Ep8ot5lt9j9DgoywxunxP+P51bTjWfE/ab+89EFL8j8LYDzZ7C/0P+CPiSL/bPU/zu4QEygm9z96zQravxf0P9bKLoudIPY/fMP4RASY9j/uwVwYNo/1P0B21IEFyvY/Br7FZNRN8z+TPPJ4WwL0P+ThzNIIV/M/7YWwkYbJ9j9qQ4mtzT/2P7wUO2NeWPg/js5JAXud8j9gD7g6xRn0P0N4pnMnkPQ/dFkjHpWW9T8VhIvHQ6fyP/aP5U0gBPM/1blWOwJ18j+Ad6lfF7X4P2OXV6RHIfU/jos4FZjc9T85J7oxFmn0P1sBIuftm/M/D5ZRB7o/9T/Oz0r/hAv2P/VNi7DCk/I/wB/cI8dP9D+ULPY7Q5/3P1p6+w/rUPg/zpbNPhnT8D8XzP5yg130PyX2bIaItvI/pyJZTQQ39D8rYP5ksZT0P3hhOD2K9vM/Whwxbgq79D+Xb8ozNpL1P/pD9ug6Y/Q/y4ZSj1Ay8T+sQzc6anX1P9IRn839q/M/JlLyxwl+8z86Gmy/rFf3P8UIbr5VxvI/E7jsJLCD8z9EcEy251v5P/Qhi1Vk8vY/SGWGQ6n09D//og/pPGf1P753P0RnIPI/wQGKZVx/9T+PO1d2uQX0Py13AHUaiPU/lrRwDLk88j9dremszBTyP/81h+R0u/M/6aIH0UvN8z8X4LGgXj/yP3xJ9SXGQfQ/X7pXW7PO8z8hjqpT1FP0P+VbrFhH4PI/E9o21iFe9D8uVEQxbLv2P2qOusefePY/H0TdJLVa9D8wWAGN5S71P2gnX6Q3+fQ/3DoQZsvA8j+QfNQotWvyP61b/ehG5/Q/fInPgmOF9D/08+k3npf1P+v8yYPcE/U/y9MGqkyS9T/lnKGfpFD5Pxf4ekSP2vI/bMBDlfAc9T85+/HPaLr0P//+hJuzsfE/fZXPm7EA+T8UqHi385P0PwxFZlZ8ffY/cr/aJ3aT9D/HRYc8Jtr0P7EMIoxoO/U/kO8WO8cx9T/t8HDxb3byP/2aD/Brt/c/xW4clvUQ9z/rYhc143ryP+8TVAHY9vU/GTKeET6E+D/sF7geY+P2P1E3j7g54PU/mm21CBqs9T/gYqB/91b7P2+xjTrgoPY/LaP0XN3h8z+3rot5O4z0P9U9VagjcvI/TmIlZ0xc9j/YC8Wf2h7zP4h7eXklGfQ/AcnJxE4D9T+3fTkE/Hn1PyjlH65c0fE/zBYY97uw8T8oyTRgDNfyP3j09V2jWfY/9wIXARzJ8z86EufE2k7yP8W2YeyGgfM/0fIDFdE/9j+apfl5jOPyP/81gGBDQPQ/mq9pmOb19D/xd8k3lN3zP8SIFfz0gfM/OV0aLfVA9D/i/cXEmYTzPypX89ZoPPI/2kRhwJCA8j9ADYQn2zvzP3g006PmGPU/HCXsnBML8z+S6riBd3bzP/45vaaWUu8/D+O9Axt48z/OLYxv/cTwPwW3FX9WD/Q/5Ak8kYYg9j8AOLJ0a4LyP1z/NQg9m/Q/hJgItrBU8T8NHP63Et/zPxj3BTY3UvQ/mzU5DKtj9D/+5S+Xvwj2P3lESDbjFvU/ZLZDAZjD9D9obeoSA4r0P7wdINDaGPU/2eg0AlUY9T8/PcfVjDX1P72qzL1AT/Q/dSxqYYoF8z+PH29IHDnzP3kkphX5lvU/PSxAKRXJ9j9lP+cDVxT0P7W7KcqAz/M/XEFoD5mQ8j9VmEN5RjTzP6kuHBXpkPQ/iLZKPc4+9D92tliu7VX1P+1cv8ndefI/PG0u7ol08z8NIskwAaD1P8EJUtB+5Pc/oup562T38z/ujKEZ9DL1P8vxBqRpkPM/tenzpALi8T/awbc+fafzPwlsxzqnTPU/q/IBg3WP+T8tWnJJdGT1Px3Q+g66TPM/4r8Qw6xB8D8Rhbs/OkPyP5jP7p0i7/Q/tNltd6um8D+VDHC7exn2P9NHaRBubPU/XIjDA1Wy9D81mFRN/tf2P3kVT3OBNvQ/LpaFalE38T87T0jM3zjzP5+VEpOhTvQ/nN1e8dQx+D+yPsBG4kr1PxRvv4AqUPQ/GcepWUry8z/L1pOi2EX1P3kbgiCMG/E/ABT9m1kO8z8jPptc/IPyP3ASTjels/I//uWTt5ik8j/mE+vjH4zzP5fh5FBLmPM/3yRds2nO8z9EHjdHTi31P4xoH69VO/Y/MP7F3DD18j+A4xzsg33yP6EXNpQ2RvM/HByzeKez9D+Cbb+izon1P+QNyyQa/vY/0VbYnxhY9j9FKR8kRu/zPzVGlnwjRvQ/oeMVWFXF9j+Za8C7zv7yP+Jr1h5u8vE/02h3tLhE8j8Bvr7MVcX0P3u55DE4fPQ/nWG9x0Wq8z9lB8DcthbyP7yZ6jemlfM/YujrUD0m+T+fQ9Ozelr0P+KjUQD3ZPM/bzMSCrin8T9XI5xxvYH0P7aet2MqpPQ/DFWui/8I9j+wxzvmV2ryP65aMYfjo/I/5VxuCfCu8z/uG4H7nOz1P1y3BgPB3fA/R6A8AUae8T8pOVY4wWf2P2rJodPQj/U/5oI5DWdq9T+mQlaCeE/yP3G8SFESO/U/xlOTjXbd8j8uATxdPon2P+eQzQTfNvM/XdO6pjLZ9T8OW0EsneH1P1sodpiQGfI/ma5ZmD7g9j/x2XZ//Zn5P1f+KAW9FPY/klH+Udsj8j9PbZVENT/xP6JMINDtq/U/y7fUmsDO9T/SDS12T233P9RGaMNdjPU//tEpDU2+8j9RK7Q/M7D0P1iTIoKouPU/NCoCW0oi9T8cjVNBrdX0P4Txc8Mjw/c/+d7cLn089D/nT8UGF132P5CSFo7z2vM/ciDtK3/n8j+isucbuQvzP9y64Xx+Q/Y/ytx6y3vS9z9tV4Hx5Lz4PwpIVCij/fI/YcqiVvr88j8A/xqI+Vj1PzTQz7U33vQ/V6g+M65q8z9usjcbSAr0P3Q1H+4Qt/I/3MCAi8tE8z8Y9kfOcTzzP7fmFs5bau0/2MJGDf2P9T+alK1BBXHzP5BxN2cgi/M/cNXkUktr9T+A83gJnGD0P9swz13nBPU/JI0FjxCw8z+6XxDC54L6Pz47trnrXPM/+re6Qmhn9T+c+fz7jx3yP/DjqahvC/M/X3Zr8eK68D+9rxqBiwH5P+S3xh1OqvM/gpkMuM348j8sD2zRmqL5P2psfJSFFPY/Vcl1bOyQ8z+XAx4OOsDzPx5jBBZXH/Y/phlXmvJp8T/vDYW6iYL0P0FkWBW1EPk/vpw/n7or9T+AZD/St4z0Pw8PgXSnq/Q/xtfIMRM59D+aN3pWyxzxP009sjzu+PQ/mSndXDUh9D9gaXifv3H1P68h33u1svE/SSu/9eEw9z+ZtrqMuDvxPwrY8SmJ9/I/omFgKJmi8j+lYVHUcZLzP2HisQ6xEfU/dbxQH4yl8z/fT0QeEg/7PyWWZT0TI/A/3akKeM3O9T+IcUDF48/yP2VeYVdlm/Q/rE78rj5T8T/umKqmzYTyPyiFfyJ5OPU/MolSD4EH9j9TsKy3ilz0P3K4Md4zEvQ/55UKTGM19j90MudMVRLyP1KkrnBdEPc/QH6Jda4V8z9OC9rQlsrxPxeWb6VlFfQ/LmcssuZS8j+o0P4enpD1P3rdO9gwz/U/9B04Kttc8j97YY2Yn7b3P8dsO6HKMvc/5pRmpKyo8j8nbZo14lH5P/+J1TDHS/U/eNdVyLP69T/cOFEYkYr0PzMBTTwyw/U/K79TxITE8z93Wx6wXPT0P+84S4TITvU/474a11bR8j9zlTCfTCP2P/XKLiNJQ/Q/fMFFn07A8T/lJTtJlpPyP7/cDGiFH/Q/ezhFylEQ9z+iANiF5BT1P+nwt+8Mn/Y/OK6/0SAf9j+UqS5H/s30P/WPqVm6hPI/UBQRGGvK+D/OVUf33XX5P7PfdnMPOfQ/z+Kx8hpY9T9fMjpJfSDxPybZ1RUlWPI/ztFpeNpS9D+U3kPqk8v0P1bUGyl9CPM/lS+LmpZ18z9FeCk1/aH0P/w/4Znz5PY/P8NX4VfO8z8mSyHj+h/0PzCb1+Ac2fI/eV72pluI9D/wRyxrnV/1P7JaGndKhfc/CN3w2iT19T/jNUbKNy30P4oESyuOifI/fip+w6EF9T/n+f10bhLzP2OZ2rL0HfU/azpw+0Nl8T9DxexZDFb2Pzg9AEsM1fA/Nx6r2t6K9j/LF7t6UUv2P7UEEIrMOPI/01JSDvZZ9D8KmuCinB/1P8t7L9pRCfQ/RWRRXysw9z+2imCuurL1Py1BM9AVzPQ/lB1nIEo89j/bTMnGsJbxPxA2z34V7vM/6GnuWiqx8z/mG/DwMmH0PytLSllTGPg/jAstq1Sp9D/L9x0x/cH3P9TnL4kGzfQ/nK2kl6g19z/yC6I/JEz4P8T+RjqZ1vQ/ZdWPiElm9z9Xs4B4vZPzP22AnSVCvvQ/Vwmw6OMm/D8iTYMW0BjyPwbJDKpogfU/CjnUdNo49j+kR2T/NDHyPzWdOvpztPQ/0Yzt/htJ9T/50bSj13n1Pzyd8pfLafQ/79nah3Ft8j8J2B+BEKbyP0HCggDQzvI/9wIXfp5W9T8w9WK0LQnzP6ObpkR6d/Q/rFwmUcR68z81O7sMLLTzP/i6EwVTzvY/WkJpYB+c8z+o+QeZ/tPzP4LhFWybrvM/xnFSDBXo+j+xhrvx6Jb0PzMvKTMXN/U/vUL6iRAb9j/2c0DBOWT0P4e4Mug4tfU/V/3/8QKp9T/YLwBvnFzyP9X5DiIq8/U/JXBZR/HD8j/r8VT7ILn0P7M+ztzgWfE/8niRknNg9T8eJlfF1yz0Pz3cQ0BZqu8/gVSgneb19T/g65R7ezf2P7wUBensJ/I/W+Zp9iCd9T87xlwZnqbzP8Jp1lPy9fg/oqyX9KdW9j8D5VzZPRv1PypfdCOXVvM/NlBtKAnU8j+hPvkg07H5P7Nnh3jfb/Y/iG+4Qr6N9D8t9Hc3dAf1P1hFgyqHj/M/+JjZglU99D9O+xtR6fbzP59WC2OSy/Q/n5qMdGnR8T+y23471wz0P3KlbaYomPQ/aUHWG66m9D/Qx7mBOzf1P5jGI4NOAfc/Sq9Mdjon9j8buolrhkf2P/VYPr+/TvI/vR7ulhkb9T/xJKu8N83zPx5fNgtnAvI/CV379hbe9D9yURHZ9Jv1PxiDfDuk9/U/eOScFYS68z93JzoWHV/2P7Q/wReP5/M/LbPYnjwc9T9I6W41LPbyPzuR6KD/qfI/WS3wNxzK8z+yy63cg3zzP9DALumkjfM/8k7edXre8D+b9peD+DjyP7p6db9ajfI/bEDC6TTu9T/XKUht30fyP5V5rO3ZxfE/qqdDUr8c9D/MCPAcgevzPxszT2pNKvQ/PdC4yVju8z/5XYl8R+v0P2zGXOIYZ/U/7EHS/O/H8j8GQB0FdTL2PxEiDGowsPg/GWF6YgJk8D94BMAvwILyP6DNLpegDvQ/B257S66S8z/REkk1TRT0P8UteMRCPvE/A+wXKeF68T9xz9PjaXP3Pwgh1KUlnPQ/Z0foOE+h9j+7eqFGSMLzPwmD8BTguvc/5CCxLHHa8z/H9tp50t72Pwkqrqi3GfI/LIV+UmaU8z8pgtmNa9/0P354RX6WUvg/6pgWSbvS9j/ttHrPGHLzP3JoiyLROvM/KH80D7yZ8z+yH3auSJL1P8+7GWYFWvM/YMwArDW88z9B3KE3kbb1P4P2s4TvPPY/UAMwsMpz8j9Q0+fn+9j4PzP7JlD+sfc/9RBTu7aO8z894CaI4Hn1P5HgC5kI1fM/dC97gUct+D9tHgSYXir0P9mykxe/NfU/pZYdIV/F8z8FYN5yxBD3PwITRoTpefU/kKm2R86U8z/szPrNx/L5P5XEnKgU6fM/KSLndehw9T9UA5hH1VTyPwW7e3q5lPQ/1OrjG3L79D/YwDMeakb8PwGwLISYU/I/yjRYBR3w9D8fCL8alxXxPzDlEOfzQ/Y/7/UAweTq9j8rd7pj6cH1P2Xb4BvxcfM/Zu+UoKPE8T9THXqjEgTyP/qOjtT9H/I/qbbgcCkn8z8vCCjjuD70P3oxfR5ulPI/6lD0sOZj9D+t+S/wURXzP6To1wHkRfQ/eVTRI3yj9D8LF4jtj9XxP5ymlaWiQ/U/Pvapll7d9D/chfvQpar2P1eF0IjnBPg/hhnDScVU9T+ARamieLDzP+jXHMnOzfQ/+4tiC/D19T+mCYx5GXnxP0ucSV2GVfU/Z/L9LBMZ9j/custLzgDyP0AeeH6AfPI/0UrG7Ifn8z/jA4Jj/nzyPyltieU9wvE/paOEUwLW8T8cVIFsRP/1P3wm6KP4Bfg/pNQXU8Dx8T/GOaxbuRXxPzL7HuCTqfE/xMbhSmww9j9LapDywmrzP18XWZg0FPU/DdPFGqjc9z8WeYR07aP0P6sT8PThu/E/9mW2gQJT8z+OMGoAjw7yP5wRSoEA+vA/G6lsht078z+hHR8/BDT0PykF8/XJ0vI/Z2BkZT5Y9D9LtdBTxijyPwqgXEQv+vY/2nuIxuQm8T+PzwUcSE7xP2/vPhzoEfY//y58IU3Z9T9KMCWd6j71P8cNbYRBYPM/JRREc5u08j9dRnexisvyP0G+LgvTMPU/HANp4rb68T8dD5W3ix/zPyWOmlDgQ/I/2vmbq2Q08z+KKqrB7FT0P/4jHExuS/U/OTTegAvV9j9FRKy6rFb2P9tEGtZc9/I/bIymttRc+T8FRHzi7iD1P5EK6yc8DvE/nL6ZTMwV9D+B0iO97QTyP1fGTvby1/M/CVev6LmL9T89NYycHn/4P703Lzh1a/Q/tsmYQ4/B9D8rF52eIUL0P07ixR5pEfY/XZVo3NcD+D/mb5bTujf2P/d4ntcxSvE/FJ0LUmYT8z+97oS5loX0PwVgrhMtOfE/U1dPXm1L8z8zWDRyD1XyPxW51NwQD/Q/XLQiay1Z8j/6N4NWeyr0PwsCetuzivQ/ciLJQX8W8j/egaxtEjTzPyIMGpCj1/I/0JQohLWt9T/gSgHTUu7yP3CGtryrz/c/WYvraE9F8T8SaWEznvT0PwekltXJ2/M/Ry7k548t8z8hhjA4bl/zPxUNK4twPfQ/pOFCCu5J8j/LU5N18pD0P7c7ku9AwfU/gsWvZ7698z9rSee5Zuv4PxjccQ09dvQ/CXlG7grh8z9icX477Yz3PwtkiCzZz/I/AuXEfiV79T+0NerVMKHyP8bMB5DKHfU/7kjkswCV8z/M6G8Mvoz4P+cdw1rXo/Y/4sNjGXxl8z8ZoirOuRXzP4Lmj6BubvU/HH1qu0XS9T+oJAYhUoTyPwfX0kJWrPQ/zTn586Bq9T8iIVADTbTwP1isepBodvM/ks2SzHZh9D+irMZ57rfxP/suWxvyXPk/uzRmxOqP9D/Yv7qhfXr1P5gOmtNmRPk/vrmgYzhh9D8vzYJLiGnyPxpVeyjn0PI/JEAcQA/39D+tvfyB0LPyP5iXddUA+/E/VZzpmX3I8j9brmkK+aXwP8NfO6Xx3PA/j9wb6oRM9T8iG7wHo0b1Pz5g4+x/cfc/upL7wgcY8z8+lUUdfiH3P+pqVhCYF/U/u6g/DfNy9j8G0eAChLHyP7iY654q/PI/tyvjx0Vp8z87J/Hiq0nxP9LB5svhTfQ/9C2Umd629j/mS5/DQg72P/8VK+y8x/M/oUYAE62b8T+s+yRDkoHyP3JQ1ZULKPc/0nkp27/o9D+K7fmB0sT0P2QXjXmTmfA/ppY87u858j9e42D986vyP1V51VJPW/Q/oVcVnXr58j+y58GuIePzP5ytXMAVEPg/Lh7pW9H/9T95AbfSNJj0P+F1khSrNPQ/NCUxh13z8T8qiSRIfT72P2JlNNF8xfQ/VG49MFFR+j9iD23xYyL3P9gNW2ozOvM/RCSiiRS99D/NSaSsJJ71P7RiSrWgpPE/C53sIJJ19T+6pUQs37z1PyoUG7rMafM/LSyqX7dW9j/Up/VjkQv2Py3kvWBqe/M/eOvdwSVL8T+FMXNR2lH0Pw9uf7ELGPQ/FKGLkqJ29T+nYrJV6w/3P72hsqv7lvQ/W0O6SBgb9T/5QItJG2H0P51fxC2CNfc/I6NH2stb9T88xrURbkfzP4nMKrBlIPM/YQ+uDoSs8T9U8MLRLO7yP4GNnrsemPI/I3SKjenh8j+hBmED9iT2Pxtg2++MFPI/Th+jWoYo+j/qP3XcoeL0P4yD/6LM//c/MzmdeDqN8T+pJVb4vkHzP66SCeLph/M/YMNl5R4p9T8ZOsFWBuvzP3Byhp7btfQ/KXmXBFDQ8z98RCKEBrn4PzfIOC8ebvU/zJOsjWr+8T/HJarPRobxPzPF7+5z1/U/tzx/X1r88z9JiICPKBL2Pw45R08bH/E/0j+c5V098j+kF1pV9C/1Pz/VC+tNfPI/XAezh9BI9T9wrGwQcUnzP3UHjLhtAfM/v4xHi5+e9j8mjlR/0E31Pysl0ZMz/fQ/Su2gDdW69T9fhACYxvn0PyayRgW6TPE/X2FD/bsm+D+5Try6iI7zP4zJGXbjRPU/+66AqpKy9D8QaN34ZiPzP0p8bHrxDfU/c+jP16p49T9gmt1/e7T1P2yOzgyQ0vE/A5E0hv7I8z9YAclQ1gv1P13iRmEA3fM/OradCTRc9j+FbgGcoKf5P6QQIrnjOvU/qSS7sP2n8z9iIf7hET/1Pw+a/WXELvU/A+AvyqS38z+Oj5ZjNTrzP7AXuArElPU/91I3gigl9D9KiMpwdxz2P1rIop/HXvY/5VyCwZ139j+N03NCDU71P/GpujmEIfc/0yMzY38T8T+bKdc2InP1P7rC5jvaBvE/J12W7lBo8z/spQAEtX3zPxgW9eUAaPU/kXU55IT+8D9SwB4IbV70P9SK+yMrc/U/v8QCvtQX9D86nF7E+VfyP6JF1rZ7VPI/u4aiWcM58j/NMUrcUbvzP4t7Qt4vVvQ/8dS32wmg9D8d4ytVzbfyPzHJezUnePM/a+yZAvvP8j/jPPcs8VH0P6ZMAzExSvQ/UtKITdel8D8QSmaGxp32P30ZqIxVkPM//cSivXT59D/IsSDVlej0P1u32xqzzPQ/7yIS1FFt7z/URebERP/wPxc52sTTT/I/z3rE6SEJ9T/aofqVHCD4PzG/ABx79/Y/Q+zjy0Ab9j/fIGILuwD0P4uOvf+8x/M/bydz4Km58z/Xv2rUZ830PwydwRONtfI/jaDvzagw9D+5JEPfHzj1PyHJQB0TGfQ/T035HPjy8T+ZWAvm8T/zP7hG2Mimf/Y/IAjIQt508z8k0nGPMWjxP8RZo7CXGvY/Z4CGz6iX9j8EjhJlI37yP3GbqrzhNPM/o/XLYAeu8z9u3xaw+dPzPxQU51ja4PQ/UYbBH/m69D9y7pa31S32Pwu57f7olfY/Nzx4I8F89T+wAvEHIOn2PwFB+Qs0f/Q/1tGLH82R9j/ChWUYLSzzP4+N+QrpY/c/XJXo6ktJ8j+1JjZYNiH1Py+vbSmvt/k/AiOPiMb68z8chOPqW9TzPxhfqQvOS/M/6yZgOnM58j+QD6/5Xc7yP7xXccD71/M/WtjLheo/8z9qvnHbdU71P2WSA+/zaPQ/Nfw/KPy48T+FlKJM/gn1P7GCAKRZPPI/ZUFKuhRt9j8awjlPm2z0PzbVZyD3avM/dGqUdwVu8z/Rar0tDCzzP/9gWq6BUvQ/IA7LIsdd9D+E+J4QnhnyP33bfetqh/U/a5lDefgV9z/R7QxAmq3wPxGekUUfWvM/k1UJN5Ux8D+sDGmwSxPzP8dNtZGOLfU/mMuk05Ye9j9vprwsckz1P5nf74p///I/n6gex42Z9T+yCIFIMH/yP6pc04yjGvY/8PNRMKpT+D+P2vSyGXj0P4XaFCpkaPI/Pqw/3led8z/67xqnK57xP+Rbe6Qw2fY/9DPDSrlc9T8Bk1tFY5z0P0SEKPtAWfM/7YBSZp2j8D/Bcm4AGZLzP2LLZraqdvU/MnxiIyG29D+BuCHCu2HyPwh+2bGlJvY/dinqqEox9j/GzOvK/mn1P5PwWK5KdvY/7FyJmPK38D8DrwqnN6L2Px7NrhscYfM/Zx50ldjl9z/aHaL8MgT0Pwp5UVHRbfU/D/+xZMP19j+4CrE+Swj2Pyt3d86tJfQ/5R20pVVe9T9eu27Iwcj4P7XFx4ptVPU/yE1cLsab9j+j55f1wnDzP53sF/U1Y/c/oAJzEqf59T9koLKP8bz2P28oViaJm/Y/JVyvRwWX8z+NO7VO4arzP8BT4Fseb/Y/uxk6V7oy8j9qYg4tZa/1P6pLuAiYx/Y/hAPsYYSq9T9hQkGsxpzyP3/sSR+LR/Y//7pKEl8g8z/waZ0y9vv0P4lNr51KHvM/wYTj04lo8z9TNHfykUv3P3Te3Wb2MfY/J8EuS/xK8z8Z6zmuLLbwP55SbWMbb/M/pDX5UXxx9j+9CqLXRpH1P8H+N5eoqvU/BNfdPhf+8z9kQNzvoY70Px+7t8jmWPE/egq/XOL79T9KCTs9vK3xPwX3TEqa1/M/K9zmpPyv8j+bbgaTzmbyP4gZP1rrTvU/kXUuAW6+9T/MXug/e8f0P+qNs4vjuvM/ICMd632c9T9jKeKsb5zxP850D0R3DfI/RojpxF3S9D9QSOgdI9zxP47wO5ZmWPQ/KDBDjZTX8j+5h4CS/iTzP7ZkzXenjfI/LY3a2zBj9T+0PXCqv3j2P5q/QlfHPvY/jO5BpDyW9z/buo2tfab3PwNMQTRorvQ/S7qWvJXl8z+Tu3nhEy3yP15pdebhxPQ/PX1qXQeW9T977GqqGdbzP84KWIhgXPM/EzS+VHj18z+LeFN9Wkj2Pw+MdZbpn/Q/dBb4odlA+D+Gpc1CEf30P6/Zdza3D/I/S1NtvXXs8j/7eZRLc5P0P95kvWZIkPM/+nu4f2v48j8rMmzDJPvyP/w4Yys7KPQ/P4AWccZG9T+k1hwLoozyPxY8RiRRYPQ/mlnxpKW98z8cRZslzgv3P1YJXzd4qPU/jVAl92Mr9j/bk3OcN1rzP3K8Gdtp1vE/cnTximQ88j+1+30QkMTzP6CT5oJU+/E/6JMB/S5Z9D+fFzCOvc7yP7lerRIFAfc/uZUFH0FA8T/BC50Ot8HyP8oPd2OiWfQ/GEz3q2U78z+xoFoDfz75PzREDgh58PM/HFULTSuo8j8AiwARPlP4P7GH6MAUh/E/Vy9Trbtp9T8Zi8dnBIT2P4UOshY+UPQ/3lU8E0nX9D+w4jfXIJTzP0h0ARg52vI/BL6Zphiy9D+2XTx8mMjyPzQwmUrDovQ/DuPsQX3U+D8uOS5R/V/xP+uArHwRJPc/CvN13p9k9D/4c6hm4yT1P18op+gv8/I/QQlcL4mk8z/8SZ67cq70Px5aheUiPfc/KXGZJ1Ko9T82lqR55M7yP0gDfsQXf/I/DX6I8+wd9T8VohkOTz76P2gR2So9x/I/ZJ0MKmSo8z8EGFmEhhPyP2z+Xy8uyfM/zulog4GE9T/6ftdzbUjzP/9lxOgh6PE/3MNfOsI0+D9EYNkELKXwP8QVbcsQdPY/sSAUjqOG8z/M6u0ISTr0P21igEcFhvU/uwCqVKW69T85HgAV2Wn2PwfIBh+c6vM/BNaINPUT9j/dcyzT2WvzP16AiwfHJfM/1Os286GI8z90fL/X6PTyP0EWDmHfPfU/PibhtDKI9D+v8L6nLy71P48xVa6QSPY/mk8fvZU39D+BNHv8t/7xP1wLAy8kSvM/w3XJBOco8z/vcGbwI7bzP6FQh8NOr/Q/weXZ2RVz9T84HAcTP4X2P7013d4SSPM/B34IpPcA8z+e1vYDt2H0P1wVTxcny/I/gm+nt2BP8z/Z8cQTFH71PyGVkV2b/PQ/AozXAm8o8z9qf8xzEQj0P9MQX2DAYPU/Rm1f4rmF8z8D1Y3xmXr6P5U1eUEZevc/LiwXp/PQ9D84XT2PyJP0P60LH8nUc/U/qonQHf4o8z873ohy6a/yP2V8gvQCvfE/68U9dUSF8z99Y4PqeMbxP5R+n0xCZPI/WOTrvjpe8T+YkzqHPuH0P1YmYAqu5PM/Rag9I9jZ8j+vczXEt3L3PxfmAW/CMvU/ZFtz40pj8z+KlNMamR7yP4p5R1YkPvc/SWftfHsb9T/W3ZphJ47wP+VfNxj8VvQ/rwxzSnai8j/MGlkKpq32PxDlmuCObPM/rjYvVWsr8T8yt0uumOjxP4lYtsX2XPM/lqLisAci9T8eM5TMZSbzP3v2EOTsj/M/G5dV5oCo9z8mtM1bx+TzP+Tu7DUh+vU/5QxS04719D8lKFR43pTyPyLy9iJsA/Q/f5lefkIi8j81k+KerG/0P4CvwtSQ//M/HJCk1VbP8T81EZt98zD0P2HQYCu6ovc/3nmKHRBv9D//0d2Xswr5P/tQqP3T4/Y/+Bovc18Y9D84VMyW/ODyP/jOeXkK9/I/Wqwo5vvj9D95HN2IWePyP7gt2RRD7/Q/n7MN8SOD9D+nbVjEHJT0PyM6jIHRrvU/7VIjm1CH9D+mw+tRwLf3P+nNjAex4vQ/g9y11QZt8z/5PPzXOvrzP8cAreTngvI/oXfDM28y9T/4NGf4SuPxP5Yn+zlNCvg/uvslLr9z9j/OP7CHklD1Pz2R0f+KFPU/lerBhuEQ9T9pljK9RwfzP1H2Jis+gPE/kRGmgNsY8z+ibqOOwojyP7kxIJ0Hovo/9H6ix8LI8z/bCpZm0731P10UJRYz8e4/PBUs4Yvk8z9H6q2Fqo/zP8Zwy5Z31/M/FNCfiaMd9T85EyyGDwnyP5DMrrfBD/Q/AV64EIMH9z9g1gzQsZnyP4nXksXDHPQ/+usgEzO29j/Iwv5v7IzzP+lBDaLqUvQ/B1CLBUi08z++DsQ/cS30P8vUDzQF7fI/f4m11ffo8z83uIkW8SfyPzV4ebNnWfU/oP35SmXm9T8TZDO2sK/yP1fifhDrB/I/jFQXCBiQ9D8qIj3XVqn0Pxv0lyDxN/U/xdVoFSIQ8j97qzuHBa3yP5/5ZrsIP/c/bUPHjrN68z/IyrfzDcDzPw0+H1oQLPU/VuzZLYpB8T9xaWyUC6DzP8DJeGvEBPE/tEEqvNow9D+2YUTp3czzP4iXGyfn8/c/nRxo7jT/9j8NtT5IacP0PwJMRx9V8/I/QdHf2Egt9D/cb5Tq2f7yP54whVJ19vg/0vtxEVVT9D8X2lnogvD1PyAAK1vnffQ/N3iHsEi98z86iBbLN/n3P5otvdzp9fI/z6CTo5dJ+T9D3/gnx7D0P5jwkV2JtPc/asBZfhs58T+5dvOnTZP3PwJ253YLrfM/2Gs52mGT9j+zDp47PX/0PwKYaPsNGfM/4TFyixJW8z9dND2cV/byP/NUYGlio/M/ZPNHbWOn8T/R0vt5FLrxPz9lADiMCvQ/1i++35DL8j+6nwKCnT3zP/MvXsez6Po/yApqn6VZ8j/uAdPeTt71P5P+hljlyPQ/BF6atrLh8T86oIcOSpT0P2oF39UMSvU/6pmBA/f48z/YQSIbVA32P2V43cVqnfI/Ty/VvAoH9D/C4S+ZVt7zP4VEt0dLb/Q/euxPO1ly8T+KZkxqkAbzPyQfVhy+TPI/BjfmUxHZ9D/FkVpL+Kj1P+/dHM7k9PU/jgO8wnpi8j/L3AyjiGHzP8KSiIWSy/M/ucIKhp4q8z8B9ezxFXXzP01huz0uIvM/RKMML9/Q9T/S198/79r2P/hkXzbRXfE/M0cM6GyK8z/FDFCOe9P3P/kEQ2sYL/I/PcaC8WsE9j/U6ZhafATzP1ecY8mFuPQ/G+esJy8x8j8oJkEMrInyP+ZHCDhIc/Q/32X0FBzU9D8MheWQm+7xP8IruCVwr/g/p+7EiVVT9T/HnPj72SL0P3XVnMeI6fQ/fyl4lk7f9T+oPXo4eS3yP3ga3vXaFvY/9TKH9Uei9D/WcPIJfon8PwkaB0FEvvQ/KRK5J7l08z817JdbmHf0P+gOzH94BfQ/ROtoBQJ59z/lwNVL3nX2P0G//Eagivc/tsIOTT7T8T/XzEbuUy71Px1YpyCOt/E/+GO687bv9T9H1xx77S3zPz6BcVMwrPI/S6TSpJku9D+j3kknnRL0PwoJJluKkvI/nWZNEWxL9T9tiJFShMzzP8J8UgWQivQ/ru0JiJPX9D/HZALwanT0PxV6lhQlv/Y/CJExCq3F+D+3DlhbrDj2P1ziNs+y6vM/uX2Oedah8j+nWFcXxIf0P/ZsjYPG8PU/LDffcK3S8j+pzqmzE57zP3ZsRU5yrvI/ueRwaJBQ9D+U5KRqOTvzP6U90D/9CPI/NwkLzG018j9ZubhmCYDzP/O+WusT/PM/JQoYOKEd9z+4s3kyo371P7rLax6kbvU/y6aLvQtx8j/2RyRaWFb4P4b9ILd7gvg/ZPk1nYY59D9s16lGUanxP5GcgYapX/E/mafYMgIr+T8dpR3hkpj0PztWdtYfD/M/z+u5SW0z9T8MOUPgKS/yPwo+bnHklPQ/8EKjwkdL9z8MC6JE8FP2Pz6F0Cn6jvM/tCeo205d9j9NLcH+7anzPyH0FlPjyPM/Xap3iPB49D/lHkFuXjvzP7Qe6c5DmvM/5f2JnQ368D8WO1gk9KnyP0dNgASgSvA//L7bOtIQ+D/Bhc91xFPzP0Ul+2qV6vk/66NAZ9J88z8sI7Dw2/bzP2lcd4gwqvU/BdXh1HLs9D/jOwraO0P0PzxAnzcIQ/U/kzLlcfYV9z82xV/Hy0n0P3PsbqbehvQ/JqLvoBwc9D9W+sImlFb3P8xLytZBhfI/kHccJ7wc9T8I2j/rEiLzPzbb6A88rvU/dqNwQ1IE8z8KesvI2WDzPyDrF7WvU/Q/2+dTxli29D9q4OAUCDn1P/x90rCDofM/e0of1mJQ9D+rJPHIV1v2PwRmbwh9A/c/G7Qf+aq28j+8XRT4jpz0PwrBdLcmjPI/rzymKDh/9j8vsbFBbFn2P15GWNauOvY/m5qgI0WM8j/O8PToznTzP5m8dEATKvU/+KB70UpV9T8tdBzP75b0P+xnjjVwfPU/j/xgAPTQ8j/12fEpVtL2PyopqLWhsPI/LpvXiLES8j+se2IWmF/2P1qTfBUOhPY/WRyI8Rss8z9Bj350tK/zP/aeUesb6vM/ZRByV26n9D/IxOo8LRf6P6KHmYl0EfU/KLEO8/Kp8z9ph1bw4Qv1P9tg8VmQZfM/uynIxzN09D8E80gtMgr1P7Dm2mzybfQ/XKmx0aY98j/ZbsG6e9f0PxO4cIKG4vQ//zLmVl+T8z+cdARdlav2PzZnbnZj7PM/TF5orJr99T9px2hmN5j1PwrauU2cxPM/WIjJx3Id8T+ocg3LzfnyP1peO2akVfg/DzQ1z8dc8j+3otQMAnTzP48YkvelDfY/wgXXqxxp9j9YqmrzK5PxPzc3qsqwx/U/TsUfCJti9T/ypkeFbnDyP2K/MD/YsvQ/4hDmcnWt8z/ZaPgTanT1Pwpe1x/cbPE/W6w92nE98z9Q1Pdmpzn0P6vVztKV5PU/UYEnka6P8j/6X94PMuLzP4GOutKHsPg/2JjnfHt29j92p2qHjjD0P45zeWTrWfI/h3HJeDnp8z9CZET+hq/1P1nafRNBmPU/bT3A5Rki8z8d0xvFAo34P8i+nRHvhvI/Nx8DXMGC9D/O0ct/w63zPzVrWbm3TPU/NHrEZbIw9T/lvIdXLWHzP8aT2UJgvfY/5tQtnLiQ9z9MU0gzDif2P0ZwX5ni0PM/xJZE5/249j9Fbpb8Wlr4P38Q8Nz1MPQ/o8mDBFnz8z/KSBLQzHPzP7eNszYr5/I/O34tyNiK8z/DflgU907yP84ZvvH+A/I/Ev15K2QB8z8cO5+YJAL1P9bPae8GlPQ/HJGNMGac8j+asd7JFdTzP7J+dDQ9S/U/YWoiPDiy8T+FsrUd3lb2Pw8/pJT2lPY//LfJAb+V9T9wKMRZcYPzP0CUgEZemvU/TRzi0Saw8j94365Y85H2P/6XZJDoe/I/e5i1ZcTV8j/RBsD7eiL1P3Pl877Kmfk/zl1MMMKv9j9qrSivAdjyPwRHXiGo+fE/FVsKR7tM8j83XreHf1DyP7eLkOFQQ/I/S1UgehRl9D9yh+ann+b2P1e+5Hau+fE/2FWhZHHB8j94vjZWMyj0Pymva2qkEfU/n1xi2HN79T/yIsW0Ab72P/4s03ldqvM/aPkiRAx18D/cUpKISePzP/izdTa4B/U/P8GysJII8z/qFlspGQj1P/jXoHpZLPU/qyR103nF8j8XyrknAy74P8UYb81zavk/F0PCYgUo9T9F3QFno3/3P5p4uG49TPY/SPTvAd2G+T8hJam7ECH0PxpvO4TfAPg/FrvY/jn/9T/ENqRtQ9jzP4VrerM1G/Q/NAk+CK1D9z+30VjxYK/yP6CEwI1iuvM/miPG0VSs9z/BjdqEoufwP16u6ljeWvI/m9faZAoR8z9gRiupCWT1PxCBt8/MLvU/7hHlE4F28T9tGxp4WQb2P+dUG1RoYfo/n46MWH9L9T/53OKB9Nr1P+Ma3N+nAPU/KPa//BjQ8T9unstVsTb2PxZaDiHSMvU/XZvF2aRK9j/PVKZmR47zPwKeKmp+CfQ/pPWwVD2o9T+1+qAFWQXyPy37GACCovM/7TIxw8LC9j93zHO4uMLxP33gglgnT/k/ufiKe8Vs8j+1sVj7N1v2P618OVf7jvM/01nXexwi9D+oYYkxm9HwP6C1n2Qwn/g/8NuU8jrQ8z9JBtsKoFv1PzRgwh1qhPU/sgqqQaiK8z8ufx89U0f2PwisFLUMM/Q/28B63uhR8T+BwrKLE4b0P2WIhlBvIfM/nD9aOmi08z+Tvfjuho/xP2UJKK9nivI/oMOZuvKl9j/ujPE/HlHzP17MJKuPdPQ/do3IG5yL8z8Y+zrIP3f4P71R7naSfvU/t1qZN2nS8T8ctx9+OMXyP1PnYf/QWvI/n8A7kBaC9D8kEwQMKab2P68JpFZp4fA/H/ADPdy48z+mSdhdV5L1P409SIL5/PU/zS1BCr8y8j/89t1rP/vzPyADUB0EvPU/VYNDYZ3V9j+I+9yG+Ar2P94rhJFYdvY/z0y80Tnf9T/WyokRsDzwP5SfQBIVMfY/Tgqv0QUD9T8HerV8jPD1P3gSWBZdffE/20jwb+ZR9j/Xl+45Zzz2PwZJBbnNQ/g/+C5TkPrE8j/CCvI2E6L0P13EEGwN9vQ/qgLBdz3X9D9Lm298tg/0P23Z10B9oPM/ysdbQVnH8D/6+ipOmH/4PxmVEYndJ/Q/af+7WDwX9j9hJvJCxdL0PwaRRVIgWPY/82Kmgt5p9T+EfsMxHt/0PwUxMgfju/U/iVZn4PgR9z+AOU30+9X0Px6XutL3WvU/M3D4dbL59T87l0Q8OfHzP4Jk1AoIYPM/ao6TNRZh8T/TrIgvplzzP5idN7X0n/Y/p9RW8pv89j8fSehlA/30PxHMN8Hj9fU/qx+NNtr58T8P1S2UVTryP3gP2HxQ3fQ/a9Mkk7iW9j8B9YbAh2D0PxntkslhNvU/RDsngn4V8z/UxJnAfBD3P6ULapKQI/M/4+ntQInu8z+YcJnDtXr0P1l5L/Pj5/Q/NkCouR7z8z8XkgGwO0H3P1mDSVpAd/c/LFN1L3YJ9D+etiPB9RbzP2rQp7LzSPk/BO17t7bm9z/oyHa/WeLyPwN70xhMRPY/t6pAVy2k8j/5G9K9a43yP9igX3JTwPU/8ClhOddj9T8APSLRDcryP/N7PGa+TvM/4BSVwMcx8D9/+mZnRwP1PxOWQdSCZvM/8S8G1Uap9D97DNs3FzTxP9LwFw/lpvM/xNBS825L8z+4E6fvC8f1P79AtpoJrfY/coQxKhAS8T8NuoYnnb3wP+yh8lAc7/E/6u+KeBmx8j/H4Ejj9/rxP5kF2T7nv/U/ftdSDMpE9j83WLGo4p30P8WPegu7oPU/HeCeWYrW9j+8W7J7BCT1P3yA85zSqfM/yGrCDZOp8j/AMN5PNYzyP4hCBM3+DvU/yf7iY0+n9D9ht4NluKH1P6cksV3ULPU/oUVxn/mr9j9B2j3kgQbzP7VQrpc44PE/GkgGBIyY8j+iUwHpSM/zP6m126UcFPA/eb5tDKxm+T+bjpSYYmD3PwWzGUAiW/Q/9+zXNspk9D9A8WL2f531P0ATeshIvPU/cWJH2qFp8z9O9D3TQnP0PyQMl04e+fM/PB2AbXLf8D9IZQ0UFxj1P+4HZKCKpvI/jlvPgVzY8z8B/0+WoprxPxK5Y/T3nfU/axnUs5hz9D+d+KfnXSH2P6/9flY91Pc/KWXyFUZy8j/kWKt98Yn1P61Klq9GWfU/tnvTRLTH9D+cUFpWYFH0Px5uRwVRPvM/L4pCpu3Z9D+XVIY5Z4zzP64pI8vnmfY/3owHHM3e8j++sLj5N8jyPxInH4V4uvM/Y5x9Ojwb8j8q8xddvpbyP72jwuCDdfY/PrqAQDa+8D8j3V6L1dH0P8LsmSIPw/Q/J5NJU5kp9j8OK27uz3byPybV2F/SrfQ/6Rg1014R+T/Yj0NG5EfzP7pcCTV/zfI/1VAz3GTw8T/bffEfPiH0P1vEFlWGEfM/QVYkFfi58j+h4cqSbwPyPxBNC3sj5PU/t4XYkkIB9T+SACEX/+LxP9srKKvRFfM/oL0/yY7q8j+UoKgjmkLyP/YHT6LSt/Q/9C4B8K7p9T8RQh+DZiL0P02QO63BMvM/XtwAl4879j+W0qLI1GT0P5i2rSLdxvQ/bzAjTwh38j8YVineCzb4P4VPZDBHzPY/4FRGgxQ68D/HsnHTsxL0P5RvkdHtbvQ/RePUPJKH8z8vpMngRrjyP8DQJoG0S/I/msUUByLo9D/QVr16+i7zPx107d8q7/Q/GF66pvVm9T8VY0IoDdT0P04gE4pR1fM/mMmCCYKv+T8ODol1+tL0PxDl6lJMhfM/ogXtg/Zh8z9GggCBYtP0P1089pmEmPY/babnT37Q9D+VeHt4CPbzP3FuTMUJ9fQ/TgK56RL09z87kE3H9Xj0P/HkYA4kcfI/t77ZDSZp8T/+BS4NobbzP2+P8z5o6fU/vyqYy9JR9z8f4LYgSYr0P1aJRESCvPE/LCiNDtNZ9T8HgEkymjL2P7jcspruRvY/RLAnFhEd9z9eQErCewT0P+js8PO/l/U/wZ+Xx0kV9T99FBVub8j2P/MP6LIBPPQ/IxxiCbcU+T8sucmZl4v3P++wO/WvPPQ/5Lkfiomj9D/gupgfYUH1P0kpDhFMFPA/33kyzjzS8z9enYEFQy70Pw1rD5bFdPM/8gIvXdhd8T/3i7ug2UzzP6dSIVuCOfY/ftEe6gIs9D+QLD5prXH0P017ymUj6vU/epW/uxS89T9uJqvM7u/wP+kck5vJCPM/9S1GHShZ9T+fg0WApz/1Pxc26mTdmfU/FpJ8fVhN9T/Fvzzd7rX2Py4CJtnoefQ/bDz+Vv6P+T/NOR9e3O33PyQP3yFFD/g/PudPkIwh9z/guHuqtwH0P1/tdUR99PU/n0V9Y7tW9D/u625eTl/1P0WtOTL5pPY/T7r6EMEG8j9Ty8j4yrzzPxC3RSokI/c/C3xGl82j+D+8+iLsPtXzP5vBYb70kPU/8Aj+ZjMh8D/vFwW+qdf0P0AG8FIEafU/E2J1Mju/9T+XRDdw6pTyP1nHFz58efI/tLUaBTOv8j8FbEOu/enyP1NLbDPwsfQ/3CK7ZwTM9D8EAkM6ALD2P68eVxYmvPM/8lh/iQ6i8z+inMEawUH4PzBO6eFE4fI/sEFsh+ew9j+DOPgXDwT0PwsWOGuk0PU/SsUkToSP8D8PaH6PKVXzP+Ko++d3D/M/ztuXn8Q98z860Sxoesf4Pw2ZPEXF0/A/y4OmLg638D/qxL2XhoL3P9O5tSKFLfM/gNuaSZqV8z/zfQ9hg/TxP6Kb2/CHNfI/UxvkCxAO9D+Fy1KlX1zxP0q6fl6jL/U/4xUpQsfY+D9EZR1RvRD1PzTKS8hbT/c/jaeeLrd+9D8A04lNG6f0P/Ju/7qoQ/Q/PyYRvFlf8T+BIxVcAB/3Pwy13/VaK/Q/S8BngRfr9D+l+xwsGELyP9QNTHKqn/U/RyW3iUkz8z/iMBqU6PL1P9vClo+nBfM/7h+ZWzDw8z8lOX4SlCjxP8Sm386MMfI/xZrZ4Teg8T86ot4vsiH1PwgN1uNCQPM/l7Za3vPj8j+rJTyIfNnyP4COixdJGvI/0cstE/md8z9q9UDvScv0P3vB7aSmWPY/7jxfIjRZ9j9CO6HEyST1P7Ecj8hEEPU/Ts17GHup9z9tojiOEgfzP2rcR2PQz/c/qT8dTgpE9T+rwBO9tbv0P7IyjEOFHfI/Ij/uXo4u8z/tYH3sfjb0PxEcA/lk9/E/11cPE5Ez9j9FHCWG5mb0P3RviX8ivPU/3qQuGHqj8z9t1xdSlKj1P48neRLNtPI/3ujOq9xC8z+GORWwFTP1P2HnD1jOk/M/jBndx/Hu7z/Pp7o8s8rxP1xB7Izsp/U/ZV74SIvA8z8sI8Z5h7n1P4aFAyYUz/I/X0aGFAId9T+6Ugz06PLyPxtfipOnAPM/dLfq1dRl8j89cxVDiFXxP6oxHneBl/Y/OapjIR7q8z+K5prBYC31P6948y0uyvc/iXv5fP+H9T9r9YB74Qb0PwOSxTg72fU/9wo8WEP18z8gT0j+q031PyWmJjDS4vE/vMLw+7i59D+ewr8sxvXyP33w4hOq4PQ///hfDve+8j/YB5O6kMvzPzJLNw93SvQ/hCpSs0n18z94vBECqOjxP8RBQBuHjPM/jSQ0boGZ9T+QTC9Z7Oz0P6AkdXsybPU/B+BnMfaI9j/6sveFP0/zP4WYzDHuIPU/H3yoU93f8j/npb0xbS70PwzYYeNHW/E/vBBRCsvX8z923CjarcX1P0KsdkxvBvI/j7QA+8la9D+2rijbi0rzP287cmw5KfQ/4298kJtD8z+x/vtDpSH2P8lNJtsQFfc/LPgr8D679T8MUN00XfvzP0PI5wRO4/U/tBc6TUxS8z9HtWcBzJzzP6x1lOF1Y/I/KV2gNABh8z+HLkUULPLzP46nmxlwzPM/Jvg82L3q8D9MUceA8wL1PxUDvk/4IvI/Q1J8VMgW8j/5l7k8MGf3Pz/yk6VgnvA/Aj21FubV9D/7DDEBwVHyPwNzKLSxqfU/TcSDSsuL8T8b2+3fDHXzP1b4XOxO9/Q//+ITfl7j8z+HDupOktjzP/CrK1iMa/Y/NKuGo9+R9D9dLZUYndLyP2W9SHLNzPU/Nj3PITB09D98KbA9IOXzP01e9bXr//Q/88CIyA4z9T8yUwdrHgfzP0iqLtJK+PM/sSWVpco49T8+qiijhpn1PzaVxKFf3vU/McA06MX09j+HwykSUB31P3/2MQHm5/U/vbEqQeVM8j80CLgXtozzP5MHtT1qCPI/8CApPjVf8j8mJQkRU5rxP5LeO39Nk/U/SwsRIZ8t8T89xyxZtEHzPy40/1TRgfI/Cd0KTfu18z/jeEjrBNz2P+hhXHOdwvM/CozbSma89D9sKj13x0z0Px9VQqc2iPM/AF9lLrvR8j8iBpd+mNb0PxDwtJTQGvM/qLzcvZkE+T85UJ6R+yzzP4aameGjd/M/kB7mMZ9H9D8+W4GQ6PjzP70qjk45nPM/iU5MtJw79D+Vyvhu0S3xP1X5mXBiXPM/vwtfnpx/9z+KA5xBg2L1P7gZL119G/Q/vEBhCGUo9j+97RWMzAD2P/4aDLCQYvM/8TkI8Gm18j/PLLwpGiX0P0s3Cg/1IfM/bhq4Jhx68z9L9wJcJxzzP+dHmU/sj/Q/EXn7RmHp9D83iEyJ5Q/yP1bCir4jnfI/ypDeFFtx9T/ir1dp0LL4P4sdpcNFlvI/2MJSGTBs8j/tF5p+LhHzPxHRl4LBkfU/D1VweNTn8j/Bs/K4hPnzP0wg68qnEPY/T6noK0NW8z9xrsuTEJPxP4gj1Z6swfc/yDCFlYwa9T9z6WhYT4T0P5RVuMkUf/M/PfUChsrN8z+Y5A5sHQD2PxaqNMje7vM/grr4gJ/n8T/1IWqTSubxP+a58fp14PM/1/Z814PQ8z8kETpSEQT0Pxsjn1NgY/Q/4vR0Dh6L8j8FDaYGSY71PzJB8iEK4vU/27Tbdiyk8z/yOEH1HzTzP3hQpSB8iPQ/Y/fSut6p8j9D5j91lGbzP1Ur6kxyiPU/JV90RE7f9T9OY7OsB/n1P5EE1Mb5UvI/jVHh4ZVi8z+rGx9ud4r4P1HMIEAS5PU/arf4MOVc+D8bO93F3+71PzEqZSBFQ/c/hfchc4m59D+Dxq0gXXf1P9u6e+v0ivU/33j5xWej8z+tTcx4kEj1P5/om3Sc6vU/52Plc5Hc8z/4XzxAErDyPzXf5JS9efM/9H3Ov/f19D8Trpd39qfzPx7ek3hrdPM//xo5Sqeb9j//VY3tScL0Pz4GynIy3/U/YIJAF5qY8T8NAK45KkP3P9cDaC6SWPQ/JxTeUmwD9j/iblF6Tv73P+LgpaiTPvU/rvTv7KfZ9j+MqEYNImHyP5muKzCAAPc/vmuJIeDu8j/2WBLM/X/1Pw6C5ooXQ/I/e+Qbl43y9T8F8EZ1N37wP8oG3awVZPE/bBzjz7XG8j8mO4Q0x630P9616/Vp/vc/0CW73Pvb8T9HFWlTuo30P1AdUM594fE/PYebuFer9D8Z3yMUPe30P42PJSqCA/M/+Ccmk7vO+z+ejn3o0rTzP0aiQN0T5/M/BCLl25/E9D+K7JC1j+byP3D1uNPwo/U/2NWsgTjW+T8ROXuyk5f0P6uMUKwNj/Y/R7gtlDtz9D/+ttflDEHzPzTBCFq8P/c/E0gBwdPu9D+8QtIA9p31P0B4aTs8o/M/x9dm6G5e9D/gSg/WiG/wP51poqNmqvY/hNvN1r7A9j+w0PpxMaLzPy1IeBfalPI/W4vlVvHz8z/5qv0y77rwPzfI3sfvjvY/ZhyPuq7B9z83GHTObDDzP1wh3BiR7PM/HQuDeeqH8z+FyRUoWTn1P22q31a+efE/bxsRful98D/tvuzs1ij2P0VcGpP53/I/N614Kxuz8z91qmaHQzzzP6JfyQ8zuPM/caR+TeSZ8T9fCb3dR/XzP+ZIbAYA8fQ/lCaITJKP9D8BGQjqQmfzP+mQHR/2cfI/R0PAd5I19j85zXYrgIbzP43XvlXW0/c/qbgJzUMc8z8mTF7vBRD2P+PjwmKY5PU//XNiYhjW8j/Nk+nSvYP3P/+6A393afQ/hY9PAJld9D9h6Y+wYL71P0ZoCPXsRvY/xdlC3Egi8z/xNBUuh0H2P8CGks+D/fQ/pEVN5SP28T8wHrohfmn2PwHwKqcjnPY/CAfokO9+9j+KAmZUnMXvP6yNijVemvM/ANS+wjCd9z8GlNI44+z3P6eJbq7+0PE/MCPLtO6g8z+5X1S3OWX1P745ybKBXfM/DCp3mW1n+j852dgwQEXzPz9lwtonz/Q/tQvGjQi19T8Uc/x8t0v2P95RSpAvX/I/SVbuq9tU9T8rBanH+Xb2PymUF14Ra/Q/1hLgtvgF9D9eM0c988HzPybaknDAJvU/rHOXVBtY9T/vvA8l8HD2P0OEdfTMvvE/0iu5QcgW9T8/E8VkzTL0P4zupEUEavU/UfSDpArM7j/p65tK0FHzP7/LMWfycvc/doAm16Pk9j+BwJivwu/yP0kCDKqpjfQ/4OBAhikT9j8DwNZPkD7yP/Wu0vlbifI/2qbUi7lo9j8tzLFjGgH1P+VidDcGlPU/IrOiySqa9j8duii1P03zP0nG8p5lRfY/Xar479Ta9j8yWl9X1w7zP3pAxLsw7fE/magDuEVi8z+zIbHfxGj1P55ZoBWJXfM/rP0PgVFL9z+ESTFtfEPzP9UZl27Cavk/MlVCcm/H8z89IgmzB1/5PyAGprKYe/Q/zs7u+ONu8z8LcHnjVlvyP4Bc3y+hHPY/I3CKLfsM9D/o54CyL2DzPwt9IajEVPQ/zXeX7Yx58D9r3bv1RN/0P31Qpu5wlPc/uH4BsNeT8j8R37jMBbP1P+jtzMBLDvM/Mt7XHOez8j87JAM6tfLyPw7nfWDPVfQ/gQ1D7RP39D9ArXm3Xs/vP+L3pdUjw/E/YI+tBvaM8z/Ou4i3LOvzPwNknzEdx/U/VnTJdBQo8z8nOGyQlFz1P2omHGaOz/E/tpXEOt4m9D/7BeRKzwf1PzuE4P+5/vM/53jHBdNz9D9YY23yRlDyP+qTvdvCMvQ/z/7J6sin9z9+PFlFrkD0P8fIrYASvPI/PCB9wiY38j/QnMFyu1PxPzTPsDL3vfQ/ymh/wW3P+D81LdiGPDjzP/+Kwv6Q/PM/O5ld4AEj9T/K3G096vf0P35rM1icXPM/ukkCJYYb8j+O5hsr4x73Py2OQf3CRvE/P0eRG72M9D83EHRls6T3PzMqd3XfWfQ/zwP1Ti8o9D9do6tn72j3PwOmDgrJP/Y/teQQuY/Y9T8xJusLsibzP5+RhQQwG/Q/fn7Klopd8j80OeD8Ml7zPxY8xwUdKPI/EOxhqTJK9j/KSA9sBgf9Pxdl6kReP/Y/NKNU828V8z//ypNu9SHzPy2oiEgBivM/9vKHUWQt9D+XFPJclZvxPx3V3PDl0PY/ehgc0XLO8j9WQRPtCST0P8iYWyR9a/I/25gkwQD+9j8YTyLiZ+D3P8rWo6dEHvY/frSEIgIj9T+k9pwhYn31P7dq/WOIxfg/hcBGdlTo9T+aB+sJbsT0P3SoxxlGofI/G29s4NXq9j8xMlpcTRb2P7ceFOSoi/o/nTsNZVAF9j+g/byYmDf1P6Crzfeo3Pg/SQCl1vKa8z/uz4cfi3z3P4cYSlqOGvQ/s+v8nRLM+D+bL3bMekXzP/F73I/zpfY/T8nxUfHi8T8WJQdxooPzPy1Kr12kE/U/EFGL8drx9T/mlrmQhu7yP8iCW6CrV/M/WPQv7rcl9T9avdUrjmzxP/Sx+Vl/i/M/p7glQS+n8j9FeF4XRVXzP37eSllID/U/r8ubaxb79j9SZT1kPbfzPz38QQdKsvY/nJy7wzeq9D9Cnq11v0TzP8rl9nVPl/U/0Ah1ntT18z8GhjQTqdjzPypr6gtJ7vI/prVctDbw9D+KvCDMOMj2P4DHjWE7ivI/AIVQsssm7z+xkuUe3v31PwEoWyOJrPM/WWwH0yKW8j9KWyUPFDvyP9xzyLMjUvU/LVljyvgL+D/v1IKemibxP0JbIMrndvM/+TK811/Z9j/K9mCBII7zPxARLwnmrPI/p4P9TKK+9z9NuawtPtzyP8hof5p2x/I/G7oa25A48j/o0WSFM/3zP2o4pIqmm/M/xSLroorS8z9a/qO7fqfzP3GPxNLB6PQ/TjCtwucN9j8IMFwbYMj1P9X3282+pvY/Mt/VGaMP9j/e/iy/3OzzP+fSVl3phfM/krtyR6nw8z+VSFoDilv1P37O9bES5/U/hrxHfyND8z8yv/u6fNPyP7VjfCUbKPQ/yquw2upG9j9RYmuxBBXzP6u9WZlbcvI/sXEbCTW++D/B0TCbOW73PzrA4+En5/I/9qJuKb0G9j91Vz5Cfy71P2OoHOhFpfQ/ia/9sXZ48z9KbKzTrLvyPxP6KlY1rfM/04JMtbz18j//6ELUmKz0P49gxl94u/M/00yj6dX29T/ePPYJsKf2P4W0GnjW/fM/RyVtKVB78z+motdDkfL1P1Mt6siDWfI/dg5TZj2n9D/S4BSkpkvzPxhvS7jLk/A/GQ/M3JgT9D8D4SyKg8rzP1ZIFtGypvM/uT5ImwZU9z+u2ZVBTCD0P8s5u0GhtvM/ZtirLO5n9T+tUr8tKiD3P4wmtRDqwPQ/+x+zhJ808z8u0wtrP4D0P35q9DSQevQ/KqMIhhu18z+HVOOoLCP1P5oMZiVNkPU/ctf/xM3F9T/ZHHecmvPzP7Ajtbu2RvQ/wxhGOZ/r8j+UlNEFfUPyPwN1Qh0ECfM/yjG4iUHn8z/MW5ThKHDyP8x7fL0x1PM/ugyJ9GTx8j+fJh71psryPxyoCpgfPfQ/zfoTBbBF+j8+mGpqowPzPxV8xTUGnvM/pFNCgkDN9j8t3yJgfy/4P+Vs/15kXPM/VCHX8ha79D8Nw7E8vkfzP7BQuDGc9vI/ZP0fu9wQ9z/BsPYGljr2Pyjwe9yjtfQ/LM1bFjS68z/6r/ENGezyP8oH+2l4v/g/Ts5pF3KS8T/sRRfl2OXyP018epG6AvQ/+DTPyf+v8j9hgmC6u0L0P9Fa8qycVvg/wbSZd8fi9j/TheALQb3yP8mpUYwt0PM/plVA8Vu28j/hzm6No8P0PxU+mccMAvU/3nyaq9xS9z9wNZaOt6D0P0bvA37HT/I/xv5MggPh8D/3dEIn9qP0P0LShkX0cvc/MdWcpPkD9j+z5ouzqbHxPzljXkWE/vA/sIXAUG7X8D8CnXreswL0PyssvvGb9fU/9N2sSEgl8z/iYz6XhTX2P9iKoifdcfM/7ZaLLXkX9D8bwFvFN7DyP/OZ3suFMfM/+beLfgKb9j8oGpTeJRr0P3CzQUxSPfA/WQKtfA0y9T964sce3J7yP6VKw/if8fE/CZ8Pdxkr9D+w0zBUjxHyPyAPiq2M7/U/FpywQ0MK9j+lU5mF9aLzP6/ULXoaBvg/vKG6XK368j9GzJlftzjxP1kAsxPJ4vU/EFqpScnb8j9Wbg3mtCDyP1XU2smDk/Q/+LFbN+RK9z88U2U4Jsz5P5eTPkVLe/U/OIA64Nui9D9RGhG4eVr0PxIJ4Xm84vU/69dpPxxA8j931cJT57HzP/Sz5eLMn/M/sSUAMTHi9z9cMCGeg6rzP7Cx3J3mFvc/ZV6MLpqC8j/kjUHpQnf1P5vmALMgzPI/jYBI9IGX9T9YaJNJZ5bzP8mXFEhSUfU/feq3FaT58j/oWMgHrL3xPxRJx0v6KfU/TNeky3oX9z9kRiXgInn1Px62OOIJ8PI/J/iguqSt9j/mIi3I2DTzPwPibDzVbPY/OgZBdAxs9j8jbDwq5a3yP+xDym1bwvM/N3y3HBxK9j9/uGYFn77yP3vwKcSH3fY/zvY23KXj8z/G5JCnYEP1PwZmRezaR/c/OLj1fZMB9z+BDG2j5ZLxPxIYrzIatPQ/5GVVHjzP9z/reQAdS77zP41ioi0ke/M/+pbarwWg8j+QI6MjlRb1P6RXql93kfA/S5mzljim9D+TOMuF0pH5P5Z+RZx9+vU/RxAZgHkI9T8zTASqgoDzP3+H1ghpvvQ/7WUJewku9T8f7pr1dGz0Pwztv/rNJ/k/6ZLdiTG28j+xP3cybEbxP8t8O7FOrvM/wVvgU5La9T8rc9C4j171PxgfjnrRK/Q/a5/gfMWz9D9xFe0M4KXzP+J8rwwdM/U/rgw7osUX9j9kt0ot5dXzP7tdbtOlavQ/5pmonl+n9D+NTjwBA9PwP8uX94oHZ/E/TPGt+/Op8j+yfiWKxRbzP6e/KOKYofU/glSiZiH78j9nSrrAX6nzP6jC5rmCFPU/iKcazkd98T8HrJlZIjD1P2MobPYbbvU/MZmTCtzg9D/+oQv5IfD2P1vgN8lKHvU/+IDAZh6e9z+qz1aQ4XHxP33WQ952MPM/2EYJ7wsz9j+MK6YqJRj0P0J54zA24fM/jexNLGyF+D/eH1RppFH1P/WNkUC4DfI/dwMnMSPh8T922Xmz2N/2P89nZYEM9/I/JxjTX/GW9D88a6UIvc71P/qxzLNix/A/ZDpeVn/19z/Pcreuuhb4P5/MVJ/3yPU/qUGG3eOK9D/B4H3jawj2P9ef85B5KfI/om0G0QcQ9j8OALNpWZD2P1PL5/bmw/M/rXLdEzJ3+j9s2xA7A9DyP0xG8aIqo/U/ZYmrp1hD9D9YnpDPenb1P7q2DGC/8fI/HiO5klCV9T+BKrvT+br3PxssX2/tLvI/MSZAySOt9D/1EK4kQ1P4P506gcyvivQ/ujX7l4ME9T+Szo748Nr0P6Dka/PIzfM/aHrdS0dH8z8zJMvwbszyP62YWaTi8/E/qYtR1ny49D/4APkWhoj4P9X8aHrBTfc/53LjwIqa9T/tHv0cFi/8PwjF8Am6CfI/TyhR8wMd8z9XkooiCRPzP7cxiTSZWfQ/AIiS0DUR+D+PHiyJdLb1P8oiF+TFc/Q/gLLpK3Sf8j+2tMsmOefyP7gIzhAIH/Q/fSs18+Hm8D+9jkdjb1j3P9DEKxT8+PI/H1IOVegM9D9NXz7z7CXzP3E4pU+L5vY/CnaRb38Z9D9ELUK9Ipr1P8ghhmnIHfE/e8d2In5K8z+yXWeSB430PzzsJf+1U/Y/O426Bov+9z/bJeNc1DTyP+o9ENAkbPI/ja6xtzQL9T88zP7z9jT2Pya7tCsg5PQ/39JmnkPy8j9hY8cGdwzzP9juLjO6T/I/o5j2BrPW9z96BeGOsCb4P6TBkiAaTfY/7DiQOoog9j+tnoFWbLDxP7kEqtO4hfc/T4JjVl6v9T9z9bVv7Vb0P9GgDcnhrfQ/9eYKQEQe9D+ey8HvKgP1Py5W4Ykc2/c/ESgyR3Ps9T8xBoYpDMT1P5uQJzqDjvQ/ILvA95MI9D+wMal2zIv1P03BAFQemfY/csSQQmGD8z9ovHS2j1b0P6UOfCclp/E/FC0S1IRH9T/5AHQCIUj3P1OuJ8LxcPQ/K0DtXLOo9j+hf63ouR/1P0ouf4LRK/M/fvF2TqMl9z9USpMXBzDzP/GPFqe71PM//9/XncN+9D9vBL6o7y72P0QDDzSB6/U/oCkj70LN9T9u1ouaOjz3P4hoinrXu/I/rW7xDypC8z+UyZp9vwn1P/RULXmBcfI/hGqLHBma9T84lcoq8YP0Pwx5wrI+3Pc/R2SCCIc79T+kcdhvcMj1P3ySYn8VP/U/pa3IJOQv8j+49GsiE8r1P8I4Z4aadPM/KBbuh9AP+T/U5aqIVUb2P3CnbuZypfQ/uSrfLQGn9j/9DRb/zszzP1jq321+yvM/SskH4mAs+D+7/9ifvXj1P0bwKMDmavY/f/gSarMz8T8tNS0hPp7zP1+P4XxetPQ/SA46EDNu9j/3v1zgnqD2P3qRI6H/BfY/s1qT1zUl8T/zElWYXO7yP+oM5p+FBfM/xCNqW3Wm8j84Cy/cVf3zPwzblCq2lPQ/B8urt1zP8j9WKZ4yFzP0PyYLcQJhd/A/ApnJI3348j9TFTK26En3PyVCF02zpfM/TvTz+pAc8T8h7sGUBunxP7oQePvLlfQ/m+A3659n8j9oB1Y0bOvzP1MD5Trl5fI/tplb+gwC9T+E78Juepj2Px4i20jbjfI/WCR4ypGl9D99P0cGLHjxP7vuDt2bbfc/ETJPPP0G9j9KEgq3bWryPzW0HMi8YfY/c4QfkAgB9D8CpMxOq3nyP4ygXexg1vQ/3ZUMRzfW8j8zPfpBhlXzPy0k+FK7uvE//R2rXbZX9D9jnYaVvMf3P6eOjBIgX/Q/CYL1l00d9T9zeytdksfyPwqe49+CcvU/emUkuEyA9D+dgRUKRMXzPz/VAUKWpPM/iC9Be5sf8z9a1n9sqXT1P8O3553k7/M/JOyoX5Mp8z8d6mlkErD5P0o5H7Vv7PU/Bv2auZrA8z+pnFvrIhD1PytayvNEgvQ/jpNWmFYZ9D9cyf7FiKvxPyipZVCLefY/jjEk9iTC9T/JuzPjJxrzP5u4nLQvWPI/zgYlDHil8z9G2nqYk830P3yBENNKMPc/+ycMd17O9T9Me5wRP/jzPzhYLUHbwfM/PN6Q5K0d9j9XcFwsJob0PyRiClVIZ/U/zBoP7qt79j/8HotxjNbyPxzwqXnYg/Y/2b9ZlSf58T9MR+fjv8PzP40hFeVL2fQ/qs0fD0e29D+DqzqivgrzPx6D40SR8/I/vGSMcr9q8j9wpckmSIj0P3ZK9XTzs/U/WzBzlAHa9T+0LoO8Jwr2P9mmS/IdOvk/EM2dlnwy9T8/MxiLm8vzP1qKewuQHfM/0suKMwPd9D83z9WEr8L0P6gk8NVJpvQ/n61L3XU79T+BBi0vhHz2P8yvSoJXePM/SFd4cjTQ8z+9VDiBq4DzP5Y++WERFvE/rZlkBCox9z+PH4ckhrDyP2dJN1f/o/U/6prVBtZE8z8/sX/NvCb0P4seDWABCvI/xOPNUH6X9D+i9Ur3umv3P9e7q3gDyvU/JR6TXVai8z+1GLtVxNXzP4iVhShkoPU/3p5F41SD9j8FWMGZMInyP6NOJv3tOfE/tvCSbmtV8j/PgKa/8jfwP/sFTrXvLvQ/9ynZz2+39D9bHWjin8P0PyuGJ5Ppq/U/Tms09V809j9nHCwbRN/0P2SrB9mfJvU/44STJCDl8j89qgF/WFnzP5IqAPiL9fI/VmNPEXKe8z/oU0Dx6bDxP1VE1T1bkPM/HsismckH8z81AiMpGqf2PzDP3aB62PQ/mPCJkoF18z9750KEsyn0P0EvIuKsLPY/uN4cL7HY9j/+QQAT8yH1P4IZ8PpzrPU/+eOQVWex9j9b8KPawdnzPw42eodU6/Q/g/45yXRe9T9prqo31mr1P88bD5trJ/I/QwouTTon9z/pgG94OcbzP+GwDnxoofM/jCEkcXef9z/VOZKqCJP1Pxb1kV07YfQ/DdCaBgHN8z9oLJq7xu7xP4eurso8JfQ/B87O9v4S8z/28ySetfvyP4UMZMJRyPY/MkZXN3cf9D/2EIv/5i/1P9oS/IdfXPU/KLTuABVb8z+6IYC+1DbzP578sSf1CvI/f5SlGY/m9D+0Nbmb0VDxP+F1xuLQtPM/7aBmNHFF9D/+G7VCzhX0Pw3upx+5q/M/90JAGmj68j/yn1l7jf3zP15uUn4yi/g/MCaAy7he8z8SFkOBnl31P3ybxc4aEfc/Q1ABApOR9T9fjn8hSFf1PwKhNpgwBPQ/7mFTEbzu9D8zuhleebD1P1pU6vy49PA//htgKWZG9z9URAdtWj/zP6vbl3Sgb/Q/sRD3I7Ks9T9IIxZujtX0PwhvTy0aPPc/yBqSuYEW9T8QeHnexUb1P7fthdQb9fI/HWyPFUbU9T8FB9mqdHPzP+n32TTbLfM/Qt5fCfhM9D/mpv1YHvPzPw8Vrg73ePQ/jThz/QSe+T9Iqg3blcHyPywsWpGvDPQ/0uQndTo/8T9oj5gFVND0Pxm0hW1i0PI/Jz/L72TU8z9/gQ2ETwT0P5Lh0giGF/E/56gvs+BY8T8uvzBuFlH1PwFokBeIEPQ/fWunkndH9j9Npx3EsrX3P5DNlhUKzPc/s+JTuLbb8z+W4LGj37v0P6gbxzrhPfE/7QuC9iu08j+k5+GXi5rzP4/kWscrKfI/dYQH6WP08T9tRKStGwbvP3VtV6PCaPU/cgdw0hbI8T+8sczlN+L0PzJBNzwzYfQ/KoGykOb29T+hjbCW1OX2P5N2nhC3+/E/8QzdeYRh9D8PqWugHnL3P8kThmv52/U/Rba5y3eK9j8tBqNp9wjzP/IVxCr38/E/Q+kVNQU88j/uNjRKd5DxP7Ilw02E/PQ/h5hJwHg38z9nthS6WBv1Pzq1GhNUOPQ/azhWgIM28j9YuHID1tH0PyMLpgarw/Q/Ffas9Xrz9D+LdP69sC/3P1o+YPGQC/Y/6l5kSech8z+Oa9q1ZADzPwDit/etg/M/AYzVgGZF8T/UhoBXNovxP1mdD9hv6fQ/cLxQTzQW9D+dsI84YPn0PwLMh8frw/Q/kPJcRpNI9D86SMfYUoj1P+lVQvIqkfY/JF6BxfO79T/fvwPs7lnyP1wMmpz6t/U/YDvjD//f9j8CASiwJNr2P1qvwCC62fM/OyOIZVQq8D9RQEgtribxP1PYW4GNXfc/jr973lye9T/RKtaYNH/xP7a5DRYgFfQ/OlHbOHbo8D9a60bAuO7yPxGhyTmJJ/U/IiVFcZP+8z8qj1H6WX/0Px/UuY+dWfU/GgmOIq8E9T/mfIJyr8XxP+aFvZSZA/g/NVf8skBB9T/KHz/e32PzP4ukKBPJkPI/5P9rF4Z28z8St1ryhy7zP128UOu2BfY/geYZ/j2g9D86UiE0byb6PxKNBXyFMfI/HRDGQcoy+D9kpVy3Th7zP1xmonsld/Q/mMe7i0zM9T+jcgyb/sr5P9smhDRTd/M//HzqHofR8j/XTZnyFRryP2kFeyQkDPM/nswLxCdu8j+8qZtkrqvyPz669FUNNvY/v090EqQZ9z8+sIIm7kHzP1o9aJREF/c/PjhnDkxr8z92kvMx4af4PztYTUI1Z/c/rOYRV0P29z9Vxj58NI71PyYAJv2AJfM/IS6IYJrF9T8VuA1GOB/3P60UoTmL4PM/YW6mMNRk8j8E5NqC45T1P2VsOcXUH/Q/mlkREeAR+D9kJ+MsanbyP/2K7oI9YPM/QWpTX3k+9T93IKr3om/1Px/tuboGRPY//LI3EfOF8j864xOIE9v1P1id0h+05vI/wIgJ8hA99D8FlTp06RPzP0azJ6k+qPQ/MQnZyj5C9T+3zm29OvHxPxbd+T4EPfI/dqW4Ow/D8T9gP7cDhmDyP0OSmKjj2vQ/cU8sLd9X8j+q4djunln0P/zgUD1d+/E/+rqIwvUD9T80LPjmKrvzPy78sYkbJPI/k5sfXH3z8j8PnU/FzNz0P6nFc4UCdfM/+45cGJ7U9T92TzzXK5r0PwFTYccHDPQ/FvmAxZ+b9D/I7+Q4PdjzP1ziClyb8fM/Mihn751B8z93w/fQDsjxP09iVa+qBvc/w69Nwah28z9+Qjd0/TLyP65QDSYct/M/Ms4U8Iap9z9fA8k5ofD0P32yRFUHPvQ/vBfLkKRM9T8HBF/SOPP1P2zn9QZ0lPU/DZXDB7u28j9qwGGEVSDxP0C5OeHwdfE/hDaR5EbO9D8WZ8p3h7r3P8Uk5JDV2fQ/EqfmMS9c9D86SEx0nhj0P5aa9fYt4/U/3sEQcD5t8z+1Yc9EJGz1PwDAencykfQ/7GboQ1wo9T94dCcG6s71P56Zc0dpMvU/fjza7BDa9j9GoYBhjFj1PwoFYoahLfQ/TFGNK3TB9j9L3v/PoinzPw1DPH+MQPQ/uU0FVetb9T+u5HZIAcL2Pwv4Du7UEfM/IvzoDyTQ8j/QoS0gADf3P+BsR/BEtPM/tXMbCqYp8j9hbqEiYlXyP3T746svdfg/eFxsH/s19j8cevF2KWrwP5zsGvoRDvI/Nb1zh0yf8z9SOTRAo0D3PxGYyQbqY/Y/2r0Rilo69D/06kxIryrzP7zE413It/Q/tUYz7lfk8z/wuxznMIP0P4hvUCXgufE/m8pN9Z5k8z+K6ZaVizzzP31Jw9jTvvI/tjHAkbp08j9PIQCjM4b2P9+puuomW/M/DNO2Rh9S9z+GbF3tmvPxP06QMktyjPE/j4tu3yWJ+j+Ud5gFQJrzP4orE+xZC/M/rQ7fXR/L9D8FkMiXqmHzP/mi+9y3CPM/vnWBFkZR8j/hkXtANbz0P8FZCZHQofM/eXDM/l3D9D+8aGiZPgL3PwZo9Sf8AfY/c0dZ8oFI9T9RWJ6VS9HxP9c+33dthfk/EY3c9KJu8z+3K0HqW//zP/Kmt50Nbvw/BxMjdoGb8D+43dXOGQr2PzBHFmYqs/M/5X7/QsGW9D9Ejvvwu1r1Pz12g9Xo4fI/ItNguIbi9T/jEyfpZN3yP2nqvfYKyPQ/+7tuUvF99z8UAURjf+P1P68UoJ+Xk/c/QkjxMFLF8j8PHo1XF93xP1aXSy2AxfU/nFju31568z/luNsBuEz2P0seTkbZHPI/8j9XvHxv9D9nuyDORGL2P+sYKSH65vM/RGAHvaeo8z+zdFoY0Q/2P4Qavmejb/I/TbvfOJOb9T+nLJ/kCYj0P/FVPQrFAfQ/+kWVkQ3H9z8Wbc9onaP0P6otU6+gyPE/l7n6aYGP9D/B97wiS2HyP+jNW5Zv4/c/Eq2DiMmb8D9ngbv8CVT2Pz6qD7W/RPc//dR9VN5x8j/v3U95Gpj2P/jdUR/mxPQ/zxmLYN248j82uG8ZgCX4P6198+GdevM/cbf47Kw/9T8w1ma/GqXyP8bmrHt0Z/M/1nkRzHwt9D/X2OPkt3L1P26uMMbPaPU/SaV/QSbw9D/UHNTRwVb0P8DPKpF/ffE/Sv9COXoc+D8wuKkEY9r3Py7QBC3t7/Q/a83kNt0t8z+107rafJb0P8nJl1sNY/Q/UY3gezkQ9T8gPNF++Cz0P5RPR6ZuEfI/i50OflF78T8ST20nYdTzPyGdigxXv/A/wDBaC5kz9T+e4CetJ+rzP4NOB7JjefQ/0AsCrCmI8j95rUM3wu7zP8YLwhEyZvU/2Z1SgZ/Y9j9Cm2MVnLvxPy36w6O7e/Q/qPwq74tX9j/5lZ4d7rHyP2SwENcKFPU/UL4VND3K8j+bWTTP8cXzP7H6iDn3pfQ/6r7jt7HC+T99yNNJZRD8P8Pf6symU/Y/ev055xWN9D8i70INz/jxPxtiW1wv0Pc/mnFQ3Por9z9s6V5rDpT0P/QFqQDPKvI/6j3rDQG/+T+zmGYvd8v0P/6cQXXI8PY/5NcdOKit8j/+CWkuaYzzP5VAgKbGH/Q/lAKoMV/x8D+eMbL6eBn1P3UnHAsDgfI/nKqDs6079T/7KaSAsyb1P7tquXva0PU/jJqmFQPW8j/OKOKgbeLyPw8gLxoayfI/6qjvHPjl8D+dved1xH72P/5Fs4YbVPM/rtoD29mY9j9iKc7snv32P9xM3y1ryvU/XPPHK2UF9D8ruqQPk+XzP/dzPA/po/I/HxG6WxtV8z+CrMIPOG34P0ufV2Cc1PI/Gai9kAQl9D9Rvui9SznyPwXTCG4TfvU/4qPvuFHC9D86BrLYxfD0P6wqHeCQzfA/ZxtQUxdN9j90ejdCkQD0P1n7QakUdvU/CEOwMZX18T+vqdclHefyP3RDO5691vM/cVhlV41w8z+XfwuiJF/0P/IpyedaYfQ/7l77ZjOz8z9843QFE9v2PxfmDShiy/M/3+UEWthv9D8tCCuPZRX1PwesMEnRE/Y/AlDGlFuv8z8sJqtsktzyP2bQ0YIz5PQ/Y+e03pBu9j+L7KLGfBLzPy30cPd/OPQ/qU+wpMJG8z/lDRG0Tuj0P/fB0agz0vI/GRQh+ABG9T8eEfCvvrT0P7pPm3v/EPQ/KWBFhFLl9j9oEnBXFMXzP31Atn4Z9fU/owocqEtD8z/Npn14aufyP9A1BHZn2fU/GqgWv4uP9j9Bb9DBxRT1P+yN4hgimfQ/q3lzCTtG9T89WbxHtTb1P6u1wi58a/Y/044rIgEB8j8G9QW+Pev2P9YmeVGwuPM/MfUp+xpc8z/neYCBivL1P8zfRc3U7fU/+rKSELMy9D8RiYvp9Gn0P9WH8kxqFPQ/XPQnQc8X9j+bfcxetuz2P7ZLJ0FZlPI/KFkjKzwa9T/HV6fqdH3xPziSmWoOo/o/kHbVFClb9j9b3MVnVUT1P11DgQ0aI/Q/wVNV/NN+9D/0fYnJayT3P21N1cpsk/Y/zbjTmSOz9T8h/yyCU2HzP2dc0ezX0fM/U9x4cpS/9D9HJ9sJWUf1Py53ZT/tBvM/5p0pRy0R8D9jWmIMxNP2P1VCunWPDfQ/pT8hfQGv9D/qLZCyouD1P86psdXC6/Y/ahh9k2Hq8j+Y0+E9wePzPyBMxo8wn/I/p8zfqMMK8z+Pk7JGqW7zP0mIqMQ/F/Y/xZhpC7oP9j94Kg6fmNf0P31b/qTaafQ/J3yFxsOc8j+Po8kSXZL1PxdDxjwFDPQ/AWFdMqVg9T/dLciOmRTzP4u3XmRo4vE/RJipn2559T9kHChVQZ30Pw7Xn1faIfc/77J9s5ND9D+93IBEzz71P84LhizE6PA/LFwwDR009D+I6xFPQPTyP+h/jPfMKvY/JQT/pyE18D+RAzpYUUj0P106QW9l3/E//2advbbp8j/nULq1HOLyP/40cRpcCPc/OOsbCb3r8z94N7UbV8P3P7wZQktGa/M/eu2O3BW+8T91fPfqh3/1P+O22LoiUPU/jHgVG6aF8z94yrGQ5YL4Pxj2H/UUp/Q/uXeCTVh08j8JvO8JREfzP3oAfXftDvE/RERED1aI8j+t35HywgL3Pz3mV//+NfY/7iDBdTCG8j+BE0K6nvryP2i4fkqlrPM/gmsmKy6y9T/1tQdDrDHxPy6SdobGCfM/DydvvYYx9D/OUVdis470P+J1P0Nf/PQ/+7w5l5Fm9D9bpMpO4tHyPzt12cRy2vM/NhZbfauU9T/LYudtTcjzP/ceKsqEXfU/iJBU3xoX9D+RSkKlMJPwP2rGQl0P7vI/84kxpTl69D8ISUEjM/7zP2y4LoYywvM/cpyKpWXI9D87fM8Ee6PxP/q8V0SW4PM/JSQ8u9B78j9zUCJuEA7yP6FJmWOa2PQ/gMbbihg09z9MnrZ68z30P3RcX1MDMfU/Jac941M48z/5n04vCSn1P+c3nq1lzvM/+O2NFPBZ9T/bqNTcqOfzPxybFjUIavM/E8l/cDCh8z/yeZgWG9bzP0ISocA4ofU/ckIGW/7U8T+YN5dfJHLyPyyjM08rivM/eFWPTaFZ8T98LfWsAeDyP610qI1A7/M/Jmvu+uGX8j87vH9YRW7zPzU6hcYElvU/UNXihqyP9T8v5plpNLHxP4//FWnMDvY/xnHs5Nbt8j95hrJNjeryP2ExaThbFPQ/gyDNHVX29D/ml03dgiDzP4ZH1Pn2CfY/mUs9Bm7I8T8clW4evNDyP4Uo9GdQt/g/yx8iExO+8z+D10j6+7H1PxnBc5tLgPQ/PIarOrFd9T/GMTxaQU32P1DbBw3ckfI/RTOSY+3H9j93Gx+EzPDzP6g/0Vl/LfE/HAW3G2pI9T9hZ3bldOr0Pw73yGH/NfI/Xc0pQ+Os8j+ddrRXmmXzP76nhd/FjvM/2silrUeF9j/3kwDmV0DzPxUq8Kg1Y/Y/sy15ZcaQ9D/o4kwqqSHzP4qCRSlvB/Y/8rGFtjcE8z8LRf4Bewn3P5DYvmS5y/Q/PM+V9C0i8T8Hb1TNOVD3Pw79p1w56fA/qklrzYTm9D8Ctdp5LZbyPzqdW0ykvPM/F45adqU99T9J+m4vxLnyP+rwVJ2uPfI/KjX1mnw18j8yAKyzZ1bzP0AHagnLX/k/nSJxLGL79T8+MSBXurT0P+VeVDHW6/c/3oczpliq+T8WI/dUNuj1P6VWm0gnTvM/Toy6M5pM8z/63hTTuW/zP0u3lTEbafQ/CNp6AKug9T9dG50nA135P7Vo7g9tNPc/rD+9FxwL8j9EjtF8T83xP9hxiR12QPQ/TBQGf3Jo+j99FxBhSHbyP5y+Gb1tEfM/kErPlphS9j+zkOy2h9D2P3Wz+j9+TPM/hib19Gf+9z/wbvJIKj/0PzDhJqoXPPU//sa22oJU9z+URebX0RvxP/Z0yjPqC/M/tNrUDyrw8z8lfAwD+u7xP13TuOZBevU/O16Hqwl38z9X7dfeLOv1Pwb61lkIR/M/JDkzjvyC9D+eI8ilIIv4P772fA3u4PU/NiTi99eh9T9dpZCCLQf2P3p3Wa6zyPI/SGfwhbrz9D90jF74+uzzP6keqr/MbvE/Go9YLBhV9T8YvvqBMrLzPxfQ8p7sE/U/UA52dmuR8z+s/bcw++D0P/1nu+Y4O/Q//jzMO2oy9j+rJoDhmRzyP0fg5xxb6vQ/RxBeKVjN8T/ICFLo3G70P4ioWQtxLfY/icq/2YbK8j+0jbt34H3yP0kgOSnDD/g/TGMBCe+r9D9M3/U+K8z1P8i8kEozxfQ/0fPNOw8g9D9K91JlCIP3P+FjSZ6/I/E/g2+9xRUr8z8P/c5hV8DwP7BP5XNeTvU/5ajAZAKP8z+kIrAW7AP5Px/GGI/9svE/+3On6Unp9j8rPmi2Hjv2PybrKwiimfE/Fi5/n4BI9T+9gnqK1cX1P5qQP/3Tb/I/wQY6G8nw9j8ReVbqonHzPyeAg1bT7PQ/8N5kjsJU8j/JK2g12XjzP1aOvVsYUvU/hsbFYnZi8T/NMBEW9r70Pzd0S1R/e/g/sLgUO7Zu8z+w7HxC8bP3Pziz7joETvQ/0J9esidn9D8FVrB9D5f1P/jFCMFPnPI/hsRmuHHB9T8bnsUpjxL0P2pKAZ/3QfQ/cvNnwLaz9j/Scjnwi232P/4AZcSUTPI/CLl5CrhN+j+qP92smB71P951B/tskfM/neepVrau9T97DgMsA43xP8c3SJLK6/M/DwsE45kG9T8lI8bxVlvyP+CLWfD1QfM/780qjCqC8z//sNqtbM75P+ZqWpWfsPY/yjJUAErn9T9jWEWjRh3xPxb0eGMqH/Q/mYKq+1an8j8RoRBxmMbzPw3N+H84yvM/A8Q5n9p38z83VFi04D3yPxXgxBNbufU/rFxGJelz9D9BiyK3TM7yP8KJ06sxsPY/Kap2C/KS8j+EkyQ/AIL1P6zmbmL7TvY/sAyhm4QF9z920FPfPXDyP3Mjd08MS/c/u8hIr1JO+j9E+ewP1zTyP0bwIWrBAPQ/N4Mot6u08T/OJxezD8/yP9fRmeuzCfQ/hbtLxeSp9T/Dizgzhzz1P8Kw3JhRhPE/RJL7lWvC8T+wNIKuiLL1P+Hs3clUEPQ/uKgMJpWM8j/qsjukVQD1P20FhCGi4fU/tOrG0rxI8j8ZSXbFixX2P0yys2WP+fI/R1u37Kqu8z93dF/y/aLwP6FloueLQPY/zue1bKs28z9S4gyBP7rzP6aulxi/6vc/nBFp1nLo9j936cyzCRf1P4U6eZfgdPM/IBsZLGsj9z+qk805ODb2P4f2YJWh+fg/+zoG+7pp9T/GVIPVnTz0P96qHNDpP/M/2380fHA98z8wzFwQFfP0P4eGq3FLo/I/oWucqKBw9T8LuDVXc2vyP2lA6S+Cb/I/iygC5jDb8D9Bk2Vlcub3P5j0iEwKPPU/1C1ElIAW9D+SrkoYKT30P0J5fLg0QfI/839nHQze8j8s6MY0gWv0P5XuuiTbdfY/o2Lk05rJ9D8xeipuVk/0PyAUi/0i3vE/RmzYVoln9j+jxIM/KAvxPx9BSl9gb/U/IsJwSfAM9D9ZxkDMvxX1P5+yLSxtePU/vNdqAyek8j8o+7pdHp30P2RBrO5EBPI/DTyCS2Wn9D8NQBLM0k/zPxI79pG6Pe8/+i1thlcI9T8S+g6mJ770P/3lOtjkG/Q/TTxlOC9V8z8flbu7O1n1PzVf3D2Asvc/DCwDyFAj9T8od6MR2gL2P8vFT0eE4fE/l0yzJftM8j/KyxKDixP0P8CCees3Y/Q/U8EE7ztp8z/IvANBDCz0PwAJZvf5Vvc/TvNwMsDC8D/aj33zxcn2P9Jz9/YFXfU/CNtlHVUb9D84IHFVWQDyP59o/YzBSfU/LhKwOkCF9T9PldZwkSz0P4hpIq2g6/M/OZFkRcMU9T/Gac9J6pjzP56taJN4dvM/STowiE4g9T/rq2lPXEHyPx+R3xr5TPE/hvCTe6WK9T95nBT8R3b2Pyb05gcVlPA/+0Y9siie9D+eSq1f5X30P5EuXBs4EPI/zc8yteBt8z8PAiXYgHn1Pxfu7RTmGfM/pnHvzVP+9j89+3Jsjiz0P43ovQ/L5PI/9qfocGyv8z+FwA5INqXxP47RWV6fVvQ/U9YggeTl9z+j9wX6dfv0P6eoPBJ3RfU/+RwRMKWX9D8ffCJwsuf0PwMr+7JYYvQ/I4hcPYd99j/6CWv+GxvzP41+MbTMwPI/+ddxB0v89D/tyUgR0ivyPzdeIcQdAvM/t4WaHNBZ8j80KR6r/C3yP5qTE+RwjPM/P7rR2PlA8z+k2EW9ps31P/BNAPw8FPY/N13/12N39j/0D05UJcLxPxX5yfB1kfE/NQEVNDU19z8CTLyIv9ryP0xKuJP3a/Y/OgUjrycc8j919t99cuj3P1Pv/jfpf/M/hsrIrsC78j8+3SP3UdjyP1QuF2f53PQ/11wQgG6Y9D882l4St7X1P/7QLDzDWPY/bfM5LOXE8D+ZckTR6KXzP4VchUkbkvM/YRc2/gf09D/A4DBEJg31PzRBaiDMxvM/mDraBnAw+T/qUhn3aAb4P8leVAT5N/U/n+q8Ti0V9j8UPU4XG8D1P/QFpma4NfQ/1RQtdpeJ8z9nZvz6eHT1P5BsB8CKHfc/dAbDZkou8j9o+hhcaxX0P97cFqw9LfY/yi24Ek/i8D9MzlOKVdDyP5EWfnG+qvU/3roj72KR9T+FHp7m5dH0P3rSi2sBjPU/XyCDtMny8D+BVnDu35nyP3e8IA2ol/U/tsn89HOu9D/daCPh5B70P+Fgnid4IvM/JfvZgS7x8z/YwAdDMML0P2X/d2BRbfg/9A2Yven++D/8LBvTKfv1P04WYaFvq/Q/jJzttpZ+8j/97cTo6QP0P3dm4KBsXPI/e79IPgk78z/6P30MmmvwP32WclZ7k/U/HVquoCBv9j9GmlidUHDxPyFN3x3mWfE/z2fXzj7J9T9RMZ3tekjxP3+N5TADZ/I/QjDhJPFS9T9iUFV3WfX0P/hF5yWB5PY/W0W/XK+m8j+TgVEr+v31Pykc7til+PM/Nw1uG4Dp8D9fVk/CSXjzP1lzfBlLkfQ/VOejzrs49D/fDHASRpT1P9b87G0gWPI/vujr/IFF8z8Y8qikYgXzP83IV6ahKvY/UQyZrYLq9j/ZKs7hPWL1P1vQ+3XTrvE/8SqS9dkV9D9jRRaiF5j1P6S/32GMX/Q/225Ih2bj9j+HY6kPyQTyP3c+CDSoZ/M/T31ZFyzT9T+MI3jlMlfzP7sP0KD1jvQ/9g2J+S558j/aoYvLknT3P3nOC7DgI/Y/ZQpxcZHG9j/EHZw/lPb2P9emPx33D/I/WmgKH+Qb9z+2PuM3ms3yP5MfR+QtYvQ/WCxg4ohV8z9+YhAwJirxP7BBYiQn9vQ/c+1INqrd8z9EY/wR+z70P8uulzsTB/c/u7h1VpiN9j8TQGoKezzzP/uV/GoJ6vI/NhxOoklk8j/5jnl+bmT0P3Bo9wbJoPY/kzK6xedk8z8EsYt5N4HwP16BGF/yyfM/jbLRH19N8T+eCjcrEvPwP/MKyZRlcPI/sQBDquaB8T9BvK8BTDP1P/vvEaWrgvQ/GFGkFMbt9T/9zLhg5YrxP71VpZ+Fu/U/I2HcX73E8j8gPMafvj71P6UtY9Ax+/U/fcoH5zYp9D+dlgzIHrf1P7uDopLNN/M/TxFk2Ge08T8H/2akaibyP3Si+19movA/MjCBLSEr9D88cS5TV2H1PyXG8YZd/PQ/d3ZXLlu69D8cfSb4n3P5P2D/gxWD1vM/CkkNQHhM9j/71h3Uzs7yPznpKEChXvE/3DL9l1FN9D/RelsD2UzzP4En6q8aG/Q/Ma16HUzu9D+sIM4Yg1v0P5BLa4YslvQ//c4HYpPJ9z8o6IUsOozwPzk/5jFmZfI/rRQ/1Vct8D9gwy7mUjz2Px7ye4jS7/Q/AOlD+G7r8T9OH/nBrUfzP+poTbxgMvI/6HFS5BVw9T/CPwp/ZOLyP9hQztabsfQ/eehUVT8h9D8WemjCfIz0PxQUE7VTWfg/18jem13R9T/cwUmbRFj2P7yk6+TjWvU/psTbpQ5H8j/QOCOvhAf1P8yUqEMAHPI/CVDKSOCW9z/+MGGWk2fxP4g8QKOH8/Y/FS6zvul99D8bRIr+4yz1P0pEx5+Pu/Q/TCfBBwhM9D/d/aYPZUHzPz72fLsmsfU/995iyAPj8z+6LGEqk3TyP5LAX4X+f/Y/ILn/E7sZ9D87CBOntPP0P6E+Xj1grvY/GMT+Q55Z9D+PHDJAwPj0Px+SQpBFgPQ/fyiyt/Ej8T+ZQPIzZJHyP1SgsOCW0/M/NizOhqp+8j96zfNxEKH0P6euqxpop/A/WX5OUtd79T9T2GTzjXn0P/w5Jg1Ce/I/FN+doWgQ8T+UNRgL+7DzP4uQ0Hz7tvM//hFLHlDm9D98/a2KzDn2P0WPHXwD4vM/QY401a5I9j+QBTs/Rxb0P7kiq3hNqPM/SfDnXnsl9T8kCplannj0P9036PTxQ/I/6k79R7JX8z/x98+FoWn3P/ozjP5x/vU/vHpr/gJi9T/EvIQuX2b1P9Hn3uClMvQ/vl0YQYhU9D9G6SD7zQruP5+edhmCV/E/C+QiBlun9D8pBNMYacn0P5k9JSCIgfU/lMc7CfE79T8+wPracHz0PzXUlFPH1/I/W2SgB4qB9T8OeGn3BCn1Pw157G8oCvc/gwNgGPrm8z8JR6ht29n1PyCA2i97zPE/DRrbzAtR8z+fvLCDaUP1P6KXLyBzxvM/JIX/bbBN9D+XNQ9EURj0P/8J8WRJN/Y/nz+eyCC19T8oKJdniOT2P7Ber2GY6/E/Ze54/dEp+j+csUR4hbj0P0STMryPt/c/422gMExU8j9OIyEHMGn1P6OpaN8bq/Y/JvHqnS0o9j9cM2d6aYrzPxT+KB6JCvM/JnLrCQcR9D+NPQqQ9uPxPxLRPrYcefQ/7tFAOrDT8T/jXI92jqr0PzK1rAjtY/Y/Aeml9xXi8z97WnmwO9LxP23ZSpB0+vM/GU62+BvC9D/xr48d1pr0PwzmvWs+fvk/6evRDrn58j+GiPokbT/1P3QPMjVPOPQ/3Y9VltPF9D+gOAqxrj33P1oU5iJzYPE/VXQxYcBs9T+UiAWbP7LyP5JfpcdYpPc/NpmueRmk8T/RXQJlsULwPxmpuAjFxfM/a1QNJE869T9gUfHc4Mv1P2CoK6P1GPU/9lXwB3s99T8AOXPmRm/zP/ZCFMg2OPI/p0ZxKG0V9z/c3XCJLWr4P87/5gSG/vc/zQNDGN/r8T8ObZDqcpv0P/KS/bhQ//E/+kIdjvAe8z+FzXZrZXf1P4eIzuoydvY/Z7oh59Aa8D/2PeHoxlb0PzYEvt+/0fQ/mHr+F9PA9D8yXG+FBJn0P5u+jAz9RfY/YsD3su7S8D/TVC0tUDL1P1S+USs8D/U/DsBzpuXG8z+SArx3rhTzP2TCJsvy9vE/4VHoQx5r8z+xTcv9r17yP/ofku9ipfM/DmmXQkUE9T9mpx+w6VLzPxaPGW6G+fU/EK8zcUj08j+BrZ3leJn2P2GBpxexHPI/kCygu5b49j+o6QnRcgb0P2pkVZsflvE/wi7bnJ3u9T8D+PpT1NT1P0eGXrSgwvc/T1InWID58z81eD/2jij3P0wGVs9V5vA/+UC+s8kW9T/jB1NpSTPyP84XT/WgQ/Q/jf/4topJ8j/3jsTvcPXzP7WD+3RAg/Q/kJ27ghnz9D/5tYJmg/HzP5zU1gbUgvI/E4Q5U/FA8z+JsSJxL8L8P77TIa9KWPU/pK0P73FB9T9GVVUsFBP0P1lvyv7c5PY/VNsMTprN8j9/KwJpSSLxP7jE+Bk33PA/Apw2+EGy9D8zi73AnCX2P/7+gu2VNvE/uAELsbDe+D8ukAVwCaj3P2Yvkn1p//M/J0RlgBgR8T8Az9/53KT1P3CUj7SSsPM//Ks+af349D87FXjbnK/1P3oFopnaT/Y/b78ZpKby9D+XvNBk/Vv5PwzKAN9FB/I/t8eoMy2+8z9PQILeFR35PzoMFUZoJ/M/yWLTtvFr9j8zCAKnS+b0P8fvgTCNkfM/6BhZWr2W8z/0J7O1Izn0P8ynxXcMnvU/ZWT3VhDE9j8WLcW1WqvyP4vDBY5h2/U/uGRMmL8V9D+8vA8z72n1P6w6cioQl/Q/Gsd7wp5K8j9X93nf0Nz2P10Xafx7k/A/fhQQ6eJr9T8BP9Lb/SjzP/A/0a3sJPE/GBrkRFmG9D+vqkOYCc/1Pxpt60m0f/Q/hVrtnOuf8z+gWfzTlv/zP5hWsbtG/u8/mbTAn48e9T9o/XgkEeX0PydZlTqLhvI/nLdPLSk08z/OEuoIMvv4P17UzrMq+/Q/tYO7q6F59T9CrA2sw9fzP5HGpSjVjPI/NPaKo7AC8z8eFZxuBa73PzeSqPbOAPQ/cretxjD08z95w5HdD5j1P9wSJctcHvM/JGRXWEzN9T8rfgJX8ej0P9ELYGfwffQ/I7+ohvMz8T8O4bE29cP0P5j+7ZW08vQ/MsTF/8Me9D8nJf1PVCf1P2Yew3/SBvU/PeSw8znQ9j+P32zrMajyPy5kgBhEK/E/s+Kf1UeU8j+RBPry3Pv1P6eNnFaMZvQ/lawkPePO+T8OiCS2133zP+U/FQWkv/U/mHhOkga29T+KZamdM0rwP0u15TKzZPU/2kGO3Zp49T9nJTa6tyvzP4AXdufPAvM/iHYHJKq28T8lJcWQ9vj1P+eLi3QaHfQ/X9URK1Cp9T80ZSCD1xX2P5+eBA7CJvU/3FTyK6y48j8CFelEmnzzPxax7RFKbPA//I25wZZy8j8veK+wD1j1P9AvLaFg+fU/iM3Du7ZA9D/Ptq7qborzPxRnAlM1GfM/q4jI1vhr9D/lkiRcCij3P9g8KsK87PQ/W0CzlOaK9D+5b5fO5oPyPwRFS1wxjPI/ckDL+jMV9T/qMcLUmUz0Pz6X6YUcSvE/G8VrWkII8j9ghQ5TaeH0PzPhOmCw5/M/PSyS+Akr8z/ZVrRwx3H3PweO1E7gcfM/+yPaYZ+s9T+zD+FRSjf2P/AM5HZjFPM/WZ5D+fJ+8z/fexxaQez2Py1zhvV+lfE/XyJZaz+18z8Fi0D9Rm71P8SFjr7JaPU/74XQrsj58z8moPhCeAvyP9alcB3cx/I/nKONpLxB8j8gqdYKj2jyPyJQszsusPM/20i4Hblw9T8Ftn88d7f2PwhXaMa2x/Q/f8CN/trG9T+rD9Rug4XzP365H6yzzPI/TGPBXsrl8T9AVf+rO4D5PysDrOT1kPU/oR08zS0E8z8lGMwouZn5P9u648pwhvI/WW4L4zCK8T+O1bE0PF7yP/b5fUgtt/I/L2ribLvn8z/4XrmZuGv1Pzvy0bhcp/U/YCNRG/gy8j/gv0L0FufzP/6HNMrgJ/Q/3zm3Fg0s8j8ZXujBt7f0P6FPHINvjPQ/ZWiZuQd08j/PA3Yimtv1P0nHRQg7z/M/wE34ZYj29j+j/3qSffLzP1NgpXtvWPM/8k72GHjT+D/sIvnDy2b3PyYu6WSQPfM/krsyD5gu9j94bzKlXCv1P2mjiyetxvQ/BmBFfuyc9z9JRe3/bLz3Pz6NyTyGUfY//+B6nu6n8T8TXsP/v0f0P9ONstP1yvM/6AUp1cXM8z9iHqk17VPwP/CxTRCYFPQ/ES4D27d39j9R0VPyrojwP3JQG02DRfU/z0rt5XQN9j8WmFbYFtjyP3bi7gIlbvQ/SrltraC99j/mkLS3/cnxPwF8Mn+CEfU/5h158GXu9T+hS81114j2P67Jn/EXHfY/KA+AZKA+8z9plUSZBTvzP7AjfiRoW/g//M+/+VOt8z9OeJdX8S/zP+SI+sdnofU/B4OXN+ML9T97JdTjrYPzP1eaBm9MdfI/K0zohVkq9D9Hy3f/aIz0PyKZywEiv/Q/xvs49EYH9z+mKaJ3tw73P6V2DwwJ0PI/qScvXAPJ8j97GcVLg0n1PzpHQA7mD/Q/a2fyHl4P9T+oaboK26T2P4w+FQ2dlPM/1grz7viU9D/lGoWxxi/zP93VqXwB+vU/DLgj07np9T+FCft3cTv0P09xNwJU1PM/udy1g/X79D+1P7I1tYf0P2EP7rfRRvM/DiyPhRBv9j/3BvABMGH0P+7N6wD6RPY/Vxfagnif8z8Vn/8qw6H0P1GszSKBAvU/CPq5uIx/9T+uvvtBKqrzP75mv19WefU/2dtxDqWF9T8w3gdnNqf2PxJ0j7/FofA/TtXB3n8m9T/PYl6z71XyPy3RqYNXhfQ/tuPymQqe9D/ntHnTQ9j2P0li1d7cTvY/qODCP8fw9D/126pygND0P/HntMNrq/k/f/Nz6Yn09j+DphrCxrjzP0Prv/vR9PU/QVRU95Wp8j/2j1Jk9BP1Pz2niG6+pvM/oVUwpoBu8z/WitnbPUH3P0pQFj0dDfc/KdyyxTQR9T8aUe63cGr1Pyj4Ah4aqfM/WhBdaw709D8CjK2+8tr1P3JXFWBsTPI/4AbF6P0M9D9P6gbk2v3yP0lpgobHtvc/NN+exZSE8z9khDQomq/yP7IsStNWgvM//6O7FAeo8z+MRtFP7pDzP1mhLghvq/Y/qEtpN8Et9D83sG8cttDwP46szIg7r/M/ScYJ+9mu9T9zbO904+byPxrJx6uiCPQ/5jocnrBc9T8KgHj0WSX2P8n3TGxpZPU/kUgJlPOb9j/Td3HgsqbyPyXLMrZt2/A/p/qrFuun+D/OmffZjEn0P0UIEPvPg/U/JUOPiHF+8z/xxJulICD1P4tRo0bJAfY/U3h2O2L09z/NomnA3mLyPyaJ/eAzxfY/QVHwUh+39z85908a6QryP8B2Qf7OU/Q/pfKZs8nn9z+3lniJgp71PzKQNZ/MKfU/J6COBFqO8j9uagrwFq/1P8cHUyazSvQ/0gbvT0sK+T/0qGg50Mr2P7CnabfMkPQ/ZKUOfaXj9D8q4HDjyUzzPzJfobjmMPQ/BOF8o41o8j8KWY7hew34Pxqggi90q/M/az8xnYox8z9lOlKSVCL0P48NbE/ejPI/egt0RA8c+T+rnUqUAjnzPwJwFRZBtPM/22u3q0w59T9dHq3XtS30PzSG2u5mDvQ/uWh02z479T9VVsH2//T0P/xOu7CO1vI/2uD2Rij19T9N2Ta1vsvxP6rUMhtbUvM/xU9B3p0F8T86WV+aGcH2P4KjlIr1ofE/ns2PoY+m9D+S/2LNY1/1P07GAUBCEfQ/cYzhSBuM9D9F82H8LqTzP3/Cn8OvCfQ/jcVye5DQ9T87N4zzl3XxP4pnTbjQrfU/jcEdFZyR9j8ZwvEyvk3zP1byS7jd6fU/4YYy/M+b9T/HnqoHsyz0P2JkUdGSffc/D+qR6BSo9D8GUYaS/7b0PyK3rlvuTPY/3/X4HDnq9D/L2uKZDkj2P40E5B6yD/Q/da42JsmW9D964HIc8db0PyCvsoUL8fE/ulo7IC3k9D/SdcHv5E3xP/hb7J84GvI/bwiG90n+8z/9q4IhUibzPwO+OTMQQPU/1Btd0oAN9T8w9xx7lc/xPxPQ5f9W9/M/4La9QfbI8j/yp4JYFJv5P02rap7Q+vE/ekLYVeuY9z+PoQv1xM35PyQx3NpEmPc/TY+ffpzb9j+PBqu+Ft70PyRswoBs2fI//oIT8TmF9j+DxFa3L1vzP24TLixBP/Y/yunqgKcn+T9JhV/AN5byPyEi9nqMCvY/CwlfKFPW9D/9/GMWPc7zP5JPJyw5X/U/PRzIuWBx8z9lWRlk0S3zP/tRHiIMmfM/GybYG9Ro8z+1HmOFK7b4Py6KeVq6vPU/eBs18wrI9D89ODfWz4LxP4P9SgBJrPM/v9+JVryq8j+W8NryUZH2P//KoQnCKPU/gkjEL++O9D9Fly3nCm/0P4If6N505/E//X550Yyd8z/u35xe4fL1PyEeJvluB/U/6KIOSGMP9T8T/pbeE+/0P/hNbwhfr/E/t/JU15tA9T+e53I/jVn0P9/PZb9xYPY/J2qVS9Dh8z+HeknJ1nLxP9Hjc8qdrfE/94aCCxkV9D8ivGSTwBD2P613BT/DyvI/DcGG/bPG9D84qpqX7OPyPwZO2szHW/Y/ao6tlkN+8T8Mgh3wsWPyP4xns26k7/c/H7E71fxk8T8tSejHH6HyP05YUY4qXPQ//AMUcRJk8j/Gm6hMjzn0P2AGNC28Fvc/yq84xzYh8D8wn35zbgL9P855oEaDWPQ/29XG3BDt8z9zY0qBZ1v3P+9JgVmwPvk/zMw1aPo5+D+8qo4qqMD0P0a22nwPD/M/XFc0TnDn8j9yxcUkYArzP1/R/ly8vvY/bhR7ZsHB8j81D7b8feTyP8JSRpFsQfQ/l5C02X/k8j8OEvFLiRz2P2RCQZC6evI/O5QtLhtX9T9VoEc/usP1Pwcht+1g0/g/MUaNPq7/8z+MoQmYV+f1P6RQHWHqffI/ctato/248z8kiURpYSbyP7EDPN91tfI/OQFAv+X98j+HhUAnhtzzP+sYQP5S4/Q/quFrR/1x8j93lH1/aeH1PzQJY0f+lfM/IF2Fc7iT8z+pyVmUDBb1P8Guk7McwfE/N+nzCW1Z9T8kSjPAuvn1P5PjGJn/DvU/0f7dWXk+9D8x/0maT+z1P4bUWMJNB/Y//Jrnoyhw9D8RmxmdqirxPxCXAxjjz/U/s2vSlSXp9T/RpY0mvJ30P6mQ7XMz6vE/0WM2jSBO8j/oXcEFt070P8xWg/MvSvE/oOF2ela49z+bdA618x30P1YUFIPo//Y/0CpsVB588j9zzFnprzn0P4dD9bVTBvA/F+cHE30+9D8m+MhjoX/1P6VLDfU3pvQ/LBK10fdy8j/aw4892+zzP8k6oDN1CvY/jk52vblh9j8czpg0Bw3xP7/pSq1UPfk/zvZjFAP09j84SiuQ+aDzPxzHDX/UXvI/a57jG+gF9T9n187yl1j0P92LZmCWkvM/HEvC4i1+8j91t+NZuT31P9GqKsurfvY/Sl/205Bc9j9U5F++UX3zP0PTrPFz7/E/xzGHPxO88z8Z7jeLMYrzP/U7qwvdV/Q/0nM+Vq2K9z8t8OBhujr0P4ekgQPA9PE/fGidO54o8T9bVZKvMCf5Pz7o+apebPQ/PasHq5d08z8enYDgb4bzP+lQVvfhXvU/NKulaNXy8j/GKoY03rDzP/KU6gmTkvM/pyR65GbG9j+6AwfPO9n3P9bsrjm51vM/+BTc4JQk8z+EVx0aapP1P4pyLmoiO/Y/3ReIO2iE9D8ZBljtpCHzP1gKhGPLOfI/JeZvlkss+j82Zp9P3ATzP+jesQOA0fI/BBLueFQR8z/k5IlReTLyPxE6vUr3YPg/AEz/svqq8z/wVxmVqTH2P9633RvESfQ/KC1mlxQQ9D+56n3u1T/0Pw/JrEreb/Y/6JTY8VQD8T/BUnN9t3ryP+Siyd968vQ/y+Cp6moc8j/5jS5wMO7xPxt91Su64fQ/hXDKqtZj9j84slEwE6XzP/ziptSImPc/g6dpkQDh8z/ZZglRuYvxP+mMYwP7vPE/9GvHOYuk8j/IQNn6TJLyP4c1o2B0dfQ/Gyrj3cTU9D/bCzcKNL33P/T9wvvEPfU/9D8DdS+u8j8D2UcgeQjzP0eHjhU4Z/Q/BN6pwysj8z+z8etOI9b1P+ylxxPr/fI/ftYz1u999j+zqK3kkWn3PwPouJuUCfI/Zf1nLNwK8T/KgPEGivv0Pxagsf/WmPM/yDmgF92C8j9Jxs8aX1P1P3hxlEZPKPM/FYHU2ThY9D/fZQnoAwn0Pz5A4IvNCvM/oD510tOE+D+fKUcouKP2P6sFvpOSWvQ/7jTLHtHq9j+Zx+Ixqib4PxnEf60IaPM/z+Lbriho9j/OXh3IGJjyPxyya5W7HfQ/axq5PCH68z8eAEwFm7P0P56JTc/utPQ/gMa9EtOn8D+BCl9gGpjzP1NFuvk3CPU/E89H9B518z/6tP/OP6j1P4XAlqs7E/c/xyK6txQp8D8wEatyejrwPwk18zzji/I//3004KTg9D/dq4ew/vj1P8n7WrFnHvc/oSlKBhRd8z/+Nqu3Ta3yP/QpOVNaVvQ/WksNgvkV9j9OW7tUY6nzP5R1Iq9bvPU/ze+Dfgg/9z9Fp0W0u0/zP+wrE8U/5/Q/w/IOWlR89z8x2FCTSN70PwgeoTJZFfM/PIF39H+M9T9IAmrNnOv1P4ibib3xFPY/NfuFv4bI9T8W6CJ8Rjv1P85D9AaYIPU/3g2qWx+g9j8EL3/w6FT0P4BUtLPMxvE/ntwe38Rt9z9DSFgB33HyP6JzCNx4bvI/b7cw6LMx8j9+kDmeAdXyP02s0hZsAfI/l0YFiaHc8j8CEYGwtx7yPzCw9aIAtfU/Nc/Y0xY38z82aLrHgyf1PwL14rtj8fQ/h2UiSGjn8j8TKWpmCnv0P5qVm+geg/M/022O9J8W9D+0zmOCxkryPyoQiNDIk/E/9idWVSKR8j84NxSUhwb3PwMDreFuf/Q/ymxmw5tB9D/C18MKaNX1P6/oTj7Ghfc/AsHDvr/U8j+lwzKFOkf3P0ny22mzLvU/kH/ZFfdn9D+5Sfg5Nxb2P19LlCaQs/M/GLfkMlAq9j8EK9oLW7j0PyIb/SLcvPM/bNA3Re649T+iGH0/Ulb0P1Ozx8nvkfE/HHPUSfbV8z86H7mtt37zPyXR5glsGvY/hUNgQO2K9D+EEMj+EOD1P636JbrkbPg/Gv1OmUPX9D8vrYp5bJTuP40gT127qfU/TjFnkGi39j992HcwODL5P9i2yKnta/Y/A6Cvkizd8j98Bc9L7knyPw27VWdw7/M/dqve/4t48j8p9F/eLVz0P0d8wnadufQ/0WImqPKK9T++mZ/NInP1P2aMrb9QCvU/xtRKLktU9j/efsracI73P2DBbBUQ4/Q/Hfw55OsO9T/+MHVuM0j3PzN3Id9hEfQ/55aBQuc08z9OihKNXCT2P10SsVFPrfI/AWtNBcpV8z/EQDwfLK7zP5Op650A4Pg/QPqZzArK9j8Vh8/dpGL3PyQ30V3r4vI/2jg6AAfP8z9J4PiAdn32PwB26hgAI/c/WSsza9Co8T/BCVCMVy71P+5hUJCbU/Q/JMMoEA479z/J6TqYf7r0P9Bz9N66/fY/PxsZmfKw8z9+w7Qosl71P/e/n5D11/E/hJ9jnBYc9T/p9m1rryX2PxnO845qSvU/mLbBG+548j/ycsmu+N3zP3juuEvnk/I/byn0SfMZ8z8OMtZq5prxP+GpQXzb3PI/y2guSIjO8z/fuau9wfXzP2kK+vZRo/U/Gn60HJM98j8rmLN5/kP1PySEJ0nGa/Q/3B9uXOXW9D9OFOfP6ar0Pz+7huBFUfU/iIOJZYoG9D/EuO5cNUz0PxjfhPEfTPc/ECLCsWEB8T8IjtZAat/0P9UMOR/e7fQ/j33WkY+E9T+Rhbb/MkrzP1dyELi2WPY/okrYT0R29T8gQJP+uN/yPyBg2yXf5PM/U4X8jo4K8j8Oc4C+3mv3PwawNBTNze4/2qHxrXpM9T9jv7H/LKn1P6IvVF1g4vM/vNwKZahP9j/TxmGJLeX4P9C/oRHzbvQ/VsbI+0yM9T//rdRPVcfyPz6KEq6Ew/c/O3+SDTrZ8z9HspsUtb71P8llDgAio/U/VHEcFDTt9T/UKoWQ9OnxPyar72RKE/U/DvyiVI/C8T8X0YlvgA/yP/NEzmLkkPQ/m8a7PCKu9T/Lh8FlbpbzP6P/VUgjy/Q/oiWdnzsO8z8CzV5ppQzzPwLLTxp4rvY/4EDgPiej8j++RoQD+aX1P2773VQsmvY/UsAS9H7O9T+0HgDcfKT1P08S6JjFGPM/HdIrc2sf9j/kCoHyD+/xP38WwbuyEPE/SsgJIKXe9D/VhFaysvj2P0MtwenHmPM/zmiBaSWT9z9KNOaSaxPzP8aHPeiANvk/8OCdLEdV8j8WcnLJPYj3P3Yz4Rx7lfM/yPE3jYmc8z+Z7AiJSuD0P/DVXy2I5/M/bTUbpFlO9z8tKJa0C9/zPxLrzSIHXPM/KdK6Cb2a8z9YI+TmnpTxP5+a823qqPM/boWUU+GS9D8O3yGDDT7zP07nul3cBvY/BCMJ2i2Z9j9MublKFM7zP3Xt9NwhwvM/7HPSMNgV9z9137yuxA/zP2vMD7fjMPM/EJGZi8vP8T/Krwl1TGj1P1I+HyCFBfQ/EzRw024M9j+jqQNHiQnyPxzh1XpykfU/LdfIy7938z/nYoJh2XX2P442FVX3efM/keQwT/PG9T9k1QAEjGTyP2mURQrEo/I/wnJmv+HZ8j/jtjZjVhLzP1GqJIwAY/Q/obfBkFzF8j/LaflCaij0PxtwHDXOgPk/amPYGJRn9T+IX/1eiBf1P537uU0q1vY/U8EhGzZy9D9g8VA3knX1PxPkvGDDa/Y/ehok1MUo9D/Y7xsgP4f1P/p5yqfUs/M/NjEF0hRz8j+apu9QvL/yP37GI3nTi/c/a5VECenP8T92k7KO9yj0P0g3xtxGmfM/bheVhsxP9D+gTR7PZCLyP+JCw6tZgPI/ZaCKhVcV8z+cg1dxmiD0P53Dma2p2PE/b1XSh7o59z8NSF0xuer0P56MoQjfL/Q/NFlFISSG9j8kRTpVm2T3PyPUbPyN6/E/MEffOeeX8j+jxOzYpn7zPzEQJAgsgvQ/PW6p7oCB9D+cLiursfH0P/FgF26AJfY/XDJkWq328z9A58zZj7/yPwlhigYW2fQ/wWw5RxWf9j9ooKxudlLzPz6ZlutUF/M/7yUxkuD08D8b9riw8SfxP2GQoatPHvY/NuyUYsXB8z8gLePUOTnyP0g1+wsBlPY/MgwAOIhI8z92c5s6u93zPydjgkxJ9Pg/ByHnjxda8j8bAa5Jy+v1P4lqz29TDfg/EGmafsmZ9j/gIbFTBbb4P51N+1kyP/M/0Ik6Zc9+8z/4XkJxNSzyPyCE7yWFTfI/hSJIt+2U8T+M0J7XrpH0P1fEzFf5XPE/tCoEIquF8z8vUDoFkln3P3oD/KoxwfI/CVKwdUiE8z8ZATm2fD3yP3DAtzz1WPQ/3LlWzz1D9D/GzG4UhTfzP9ht5TaNtfI/KFT33V+B9z/NQRppPAf0Px507FzuNvg/0PdZ+Lrt8z9ZZbGSKIj0PzDVbce/+/M//bmi1J728z9StfJBzin2P1SIJispv/Q/eO0aLZyX9D9aZU5TxEf1P+T/PWeoP/I/hf0mOQCV8z+b1LmDQb/0Px+xOUM85/M/25/xpvTp9j+w4gb//Az1P3UzQJ7kSvU/Js76Iq+Q8z9qQE623wTyPxlhTfRVDfE/IKa7Re1l9T9N9I1tPXb1P3dQeqhoovE/KsR8NRtS8T8f3s1fY7bwPwuc8U/zH/I/vIqdbR718z/fi//Azpn1P7qisrxbKfs/r177+Jaw9D8Sm+L+z57xP2PkfXRImPY/DNQOqCR18z+Spoc5TW72P9iBxnf2HvM/3z/86o5Z8z/eZfeD2ADxP0LXVMPRAPc/1VhfwqP28j/1RkhjKm31P1yZ2Q03uvg/423oUgFk8z9VY6+Ikaf3P2d9k5nPjvQ/dSgD7jKI8z/D1BbRMrbyP8N39OwEQvY/eHaJtWO39D+pkH0KHa30P8BquBjhNvM/NnSuzOEY9z+IxDYblVHzP6QcR7DBgvQ/43uhX7yZ9T9KiMw89r3zP6YDTPHpCfY/Dpzg5G9f8z+fcYZohrj2P9MwEAAiQ/Q//q/MABvT9j/KDsAffDP0Pxmv7tqR0PU/RiLHxVhC9z/Po1bLYyj0P1NbCLxxw/M/ODixSuuJ8T9sK4PuAgHzP5FJSx1ojPU/p5M5HUet8z9UwsEmwn3zPx3g4tW+V+8/6AHZ58pD9D8MT2HfMUPzP0itIwT9z/U/yFni7Wfn9T8otWGeAV/wP1dF1f0UhPE/e2C8VeGm9D8l0NjY683zP6h+PfktdPM/7yVixmqW8z+GIoZROb7zP1x80D8xDfI/8NLp5l9E8T+tKP/DOODzP1qtYT0eSfQ/3BO7j0/a8T+9jKVYbaL3P1fuBmSCE/c/bhDGjKs18j8hGfT3aZ74Py+RZsiya/c/dV7TCoh+8j9Vubk2XcH2P3diaMno4fU/6xOIhuX68j/c3rCEZ971P3JlNc4imPU/ZLgP4HOS9T/DE2k5Qav2PzNNT1n6L/M/1u1Ufnk18z/RZSptfYf3P+GRpdkNy/g/4yfFYvzA8z+JmA/3G3L0P+VBZA+BN/U/+48ySF1Q9D8Vcy0ouej3Pw9rQ61EBPM/43+cEhn59T8atUpjVsH0PxebKJ36IvQ/lZe9ihNB9D9LNvVFMsv0PxRHdcBn8vI/4lWnsOTh8z8RhvUtoAXzPw3fMqct1vQ/0sNYflWB9D9psIaFEfL0PweGfz1YrvU/CUt7mMkI9D/sTfZ4EeXzP1zLUp9IMvg/l2svk1h29T8bYao10CL0P04B8zOJhfQ/5PwikdiE9j+djNt53L70P1qiQlFtgPY/jjv1Xug39D/3BLrKUz30P3j0MuorcvE/5urZv7OY8z8zEvl1OFnzP6i1vtCIK/U/+Ccix4Zv9T+mFdDuprj2P0l0PmEHcPM/J7GWNj9W9T9SEIsRayL0PyY8ozI6BPU/PoavnXH48j+sBfkyZenzP2PNSCC2uvY/LUiG/qI48z+hB3/ZqWT0P4VNSobvBvc/Oli37ooP9j/fDD+a4YDxPw9c7u85ofQ/F0v5i6/T9T8I8deMZfnyPyuM8u5agPQ/Di536J0t8z8JspkBwGb0P+YkpgkajfE/aHXJVVrl8z8FKp01S471P4LzGtOmK/c/dICNWsKo8D+XkQAy/Rf0P+/0wB3NT/I/DBF7Mc058T9L78fqUtXvPye63nhmsfM/BP/ECL5w9j9fNsqFxpP2P3RyV+uHKfY/W4ezHzfK9D9pkOR7Q2LyP7UBS8aGlPU/20ozQN6U8j86EkEqM5HyP1dsS1hiC/M/QMSt8Q1a9T87HFc6jQDyPxaD+dSPYvY/fciiUPP48z86SccBRYnyPy7MoP5CyPU/kme3n9AI8T/aO7vVwyvyP5sbBt6Y9/Q/51xF08Vs+D+4Ha0GcQb1P6EdUX3hl/U/BfcJFYza9T/N4va901vzPyn0ag1T9fQ/KqcEit/B+z+owhZ0FYTxPx2CmrE0Z/Y/WZM9rJ/j9T+Fnl2Jw4n2P6ZNBOehCfY/kSzTkme68j+1+ckGER30P46rmDkxx/Q/9j6u48e99T9Rf4CHaLT0Py3n98jyRPQ/UkBMg5ya9T9GUhBwX7r4P2N7ycKuk/I/iL7oDDtx9D+q2v96J13xP72IF3LVNfQ/FpsRoMXE9D8nOh5u4n32Pym68MZrXPc/yIPsojqg8D8Q18i7vNr0P5poQ0pAcvI/koPBHZpd8j/y26b4WOP2PxPoCjrHhPE/cE07FRll9D/ei5ky+cDxPzJVJghKefI/B4o4lav38z9q85PwmzXyP1+yp8eCdvY/vH8okjTx8z/uUbzkNUH2P2m+6IZtqPM/xBsDk6Ef8z85t/X8hsz2P8Ko5cB6ovU/udGaUa7C9j9Wie/h4I72P3KVgQ+53/U/3DOy7wpc9j/giG/qd43zP/JHT79oRfQ/JbRy4RIv9D9o9dDKIbzyP5577nnB5/M/qW6Vz/U79D/QKEq72pb2P4g+9hNvXPQ/bYFwBUn+9T9+1f049I/1P9w2Dj/Gtvc/knMkcOQR8T+bNxZ8M/b2PxN76K1z2vY/ju+4hsu09T+eCgYge0P0P7PLTLmsavY/GlwxW2aU8j+rQhBd9pH0P6fXP+fDlfU/cEgopHAi8j/iY7Qevk7zP1WmL4rplfI/iqOi3ESe8j8Db7arA+b0P9CyhAf15PM/jbu2C9NH9z8k8kXfPRn0P1uql7DQK/Q/WJn3mQit8z95IkhzbJD0P4LOVs9g1fI/lcjvb1Gx8j8shuuvtcHzP9v3ajJHqPQ/t2lLUavl8z9w1h1sJfLzP2CVPqzAWfo/wm5rruMD+D+BwxTyCgD0P28Y/WIbuvM/dw7a497d8T+lzMNgtif0P8wwXGnVvvQ/XOoRGwit9j/E+kpVt373P1xGkQzWwPE/T7n+dvQt8j+lhrqJjqT1P4V7gwnuCvY/RlSzKZDG8D++zXkWwyj3P/Bc6SM11vE/8oGKLtfJ9T/fvv3Q3Ob2PzMj54jey/E/raaDi0PS9j9UkXyaT/zyPzwykLw/5/Q/a+RMmg4n9j+nxd4gdx30P7hkYj5Ey/Q/a0zzeImb8j+94736+Mn2P7VakZqJEvs/CxKpRISe9z+vjUVC58/5P2NfLfHNfPk/zqz/0szm8T8uW/rZfhnzP/fse/fcdPM/E0iZlL9V9T+jSyEP2LH0P2x7S3C4Z/Y/fneM3mTR9D8uhKaGW4v0P1q8l80gIPM/FbmCnCxZ9z8JzRdrTWTzP31FmbJitPI/O+5iWbKf9D/a6v8VyOHzP08Pk6B3kvQ/9zpn/Rfa9T9OxIdrocfzP+4rOjfjs/U/7aScOeqF8T9oYKrDSQ/1P2h5+sqCifU/UVTr9vR29T+BwWXtVyX3P4fyVEcaDfQ/gDLPob/89D8jj7nLKg/zP3Yl5q8Zq/Y/QDZTWdF38z8l9Q52hanyP1t88ACYUfY/IWz6UkuP8z+qYTCnC6ryP9SN61l6JfI/8zpT7Xxv8z80gfveSh34P4rGWIAyZ/E/XGgxwtFo9D9b2iluJVryPxuskQrW7PQ/MOz3PJpP9D+JXU1YGHX4P2wkd1XrZPU/TR7Py9G38T9NuijBirP3P9JxjKPLffQ/YjEzS2oP8z/AcId+6pnxPwHUENGJ+vk/Hr1m++xr8j+zCl6vXKn3Py+Uuz4sS/Y/DWhTU8O18z9c/WMTs8f1P+v9jQBsPPM/+Neggl2N9D8/4nVqzOzzP7q2aQbqjfM/XjTo+0XO8j+VsfMzrNX0P7ziSL66NfY/Aufik3TV9D8wkTM5XAHzP2nAK4/2J/Q/rBysM1Ip9j8kzTnyGoj2P1/tyWY6nPI/a6unAmhx8j+B1NznjlPyP8UhGM3d6PI/WoOOU3LP8T9qQoDga2j1P/IQPDNY3fU/Yo095uul9T+WAO19Lxn1P6SDjtrSkPY/RAM1O08W9T9SBIhPtebzP/IioeI26fU/A2Mzw8N88T/Kdl2sA5nyP2WF1Rz2QPA/l63EYfyF7z9C20nsE9PwP1pCk8LRG/M/uizMtgO89D9yeACGqqnzP3lGeSJp5vM/iIdLrYhn9T/aWA1VCSvyPwLPFmErWPI/DO5lDOiM9D8MOcMnsHH6P4nV4HbZoPM/Yg37Z/nb8T+wN4zz8Zn1PwE88YU1LvI/dCRkerO99D+JAWx91NvwP/wSjQopb/c/+u5lyjsP9z/IT38b3bnzP6UTj0bWlfI/1U4MCYvH9T9CsTZsFjXxP0GW+ENvBfo/NBg7db5n9T8wVEoj2PLzP2HcJyZg1PA/vY7E3i0c9j/lNObBjOvzP129IlpUY/M/aVOVSRvA8T8Rr+PGfxTzPygsd+Y8cvQ/Y+syRXqz9D/0D9JR/jzyP8SnoiIpcvI/ILx0DulH9D8iln8RbdfxP5a1l2lf/fE/UjVr0Ha29T/odZqKYezzP549r4yxvvQ/l83dGrLF9T9I1nWsBrbzPxge0ajMWfA/gYwQXQ/38j8yxC07jL7xP5Hcl0Vt2PE/BdvOTy+t9z9igRAtIPH3Pwfgqg+RmfQ/x3zpv5gQ9j8Konn3SzfyP1tgFq2nuPE/kK2gUZ8I9D9Ihd+VgYn1P9gQ0OCbPfQ/PhWErtP09T9EK4SyvRH4P0TwtCZD8/E/ByYY2FkT8j/tAVYsmvn0P60Iq0kxsvY/zsbb7was9D/saw4oxfjzPyn/asMg4PY/nX3xH2Jt+D8iqee8H5HzP7hhkTBdP/U/Vz8by6eb8T+IWbyiiSDzP/51IJVBTfY/9U8/K5bn9T8N4PytJBL3PwEcx+fr/PM/FINocodi8j8Ql4gAKf3yP1eEhZlLGfg/OVjClup39T8NzLXYEZH2Py2Gq7wHqPM/4YiH54o08j81XYVRvm72P+rmpSMnBvY/hCE9JfLY9j+cuRPN3+DzPw2UffPx8fI/0iawFjNP9j9oRmXrnvD1P80xBPXHO/U/K/ShjEtH8z8gzj1d7+z1P292HnNiFvg/nfLDADpG9T/cUNbBO0n2P8CIKd31MfM/nnPOaSz79T/ptU8Byyv2P1jFn4OlrPE/z7H74nAB8j+ubm4BiK72P3O/b/nKDfY/Tz9UgOCf+D/DluL2cnjzPwq4LowhKvQ/bt8IrjVj9z8QOokKJFb2P7HNDVdSgPQ/O/0L6pxA9j9UGcV64Tz1P7u9ZV5gqvM/+1KOdyq48j+CsRaOT9XxP6KRAiw6hfY/LgUSAApJ9j+FE19tv9r2PxwaddcQNfU/CWPz7Qek8z+metVFU2vzPyAeq+w6vfU/k+2enf8T9T8HvK8v8AXyP1zu7E6bdfM/arpKvHg49j/HQ1qqH4j2P/V4ohUSWvM/ZsIi5YqH9T8oajGnB2f1P0072mDnLfY/C+csx5l19z+shIJXly/2PxjcICskEPE/Uc8o4awv8j8V2lmCU4bxP+1BAnqscfQ/aeQ0HahE8z/lK/7SR8vyPyUus32r5vI/HFQn2X118j9mnmLlV6L1P47xHjhN+/Q/zF1e3DwL8T/OsAtp7Mr3P5wTSC24wvY/Mv2jKyan8T8dXxx1o/nzP/e57SpZxfQ/ayKhST3z9D8PiROO6yLzP/zCF3eDh/U/Lij5p7Lo9T/eWfakewT2P15qaj9UJfU/mChrFERk9j+6R/zeBCT1Pyb4+6YlU/Y/hEdVu+2x9D9HwqHAmzPzP9weM434N/U/02PVa+fW8j/PiAFBaKT0P/+8YN8n3fM/wt7bIMbe8z/NodRJJxrzP6EW92FmVvU/VDm7m3+i9z9s3YoA3pnuPwzF95mIcvU/A8bEPssw8j+Hj9MHftPxP0pCrlnhqvA/Y60Ep/pt8j9PVv6HVI3yP+dGzPa7E/U/ouWKZC3q8z/bEn2gGQL0P9kjf9fDwvQ/Fq2AaYXK9j+ydD8hwgrxP1hZMXblH/Q/LPo6zS/C8z9vcrTwvFj0P9zKH1u0E/Y/FrpXR4949T+H7ep4s9j1P/y0c0KcY/A/I8LHQOwM9z94VnVUA830PyBWcRmIWvY/9JpGUvvl9T/I/mhT/Nr0P4PcddFf4PI/cNjUtUbF9T8PdDJVH4T0Pzeh7/qeMvU/SpAboezp9z9iGLu4mmD2P8IJmnQA7fc/deCOW2F78z/EfVDTFHzxP5c4mnMSvPE/0Gx2qx1A8z9/lRPuQOX2P0wUeza4LPU/hbZhNqDG9T/HpLislTb2P2InDMwr9vM/b5+rQpbK8j/+5jdHhyP2PwHpAcX8SfY/v+GHn/Bx9T/O2LYcoPfzP3QX5b7FkvQ/Rs4p8Yty8T925AfggMXzP+v3L9Vvw/U/Yvjsbsm+8z9IEZzfBVjyP8TiR/fKivU/1CDElzi78T/3EicS8430PxEitMmuX/U/kPZvaO3q8j9MLV0d4KT0P5E4hk/99/A/0UGR7bdC9z+h9O2s5if3P8fbmPdsdfU/MuXQnKaR9j9ZPgyfEB75P5bb84CCy/U/SA9MQvsR9j/yeuXOBmX0P9hCps/JgfM/6vROecvh8j9MMrFqRMnxP0FAXdg7yvE/cQ/e0sDc8z9zG7bFP4b1P7Iv5Yhfxvk/0RWBb3Zh8j9qT1EUHnHxPx5hFZJBbvU/Lf045qkE9j+C9FPSuU/0P5xyr7Z1cPE/5miGoAnE9z9gBo9wvZ/yPxh5mHrzTfE/C0im5Fzp9D/4ih6aTTr3P/i7mDD8Q/M/HOah94z28z/PzVenhaPxP+YBjKZNWvc/ZAVFuEsc9z/+EzodmlTyP+zw52ie5PA/cIBjGD2s8j9eqWpUguvwP5lg/0cWevQ/MUzk11OL9D8620zp/KbzP6cq4Vfx0/c/9y4121oa+D+gwAoEdWn0P3Jf3HYek/Y/m6ZPQOym9D/QlZIE2d3zP2l+mubdIPU/f2crAWFw9j8yxHviXvX1P/JCE5LI9PY/kqUor4rQ9j8DEiHh6d7wPzkkG/p78/I/ClcWScxx9T8rPGQRtIzxP/InbOkozvA/3fNQ1IoE9D+BSGRVCibxP5txneEw/fE/HcNNqzhk9j9p1Su0Acb3P5yZ/MsXmPY/uLZ+1S1h8T8BjpbN2S/0P7dXL4ffwfM/jzF7fOpe9j/E+0diuL/1PyyxDRlqwfQ/JB2siJ2X9D8NpHhH0ET2P10EsXzDl/Q/lOT7ZOvi8j9AaQzMVhPzPyib5un6s/Y/u7GvDqDV9T9XzXwE8Cn2PydgMrHuofM/N6B6Ei+I8z/tuf83O/DyP8J7j8wTS/o/RpsGDzP79z/OVxnJRVb0Pydxp3n+DfY/mBQsOBGx8z+q3Wc4VV71P6wye9XbtPU/jU0gE8Oy9D/q8GFlgO3zP/PqmD4S4PA/nO/TOHUz9j/GxmkCpSDyP7ikMDt6mvg/4wD6JY6C9T/nfYUQGk70P+wuLmxJE/U/c3G3Rl4N8z/XC+oO1QTzP7E3rO1IufU/KAry3PyN7j9MH82TZrD2Pxj8O/Umz/U/jK7BEFsQ9D99yEIswhb2P51+B0oViPM/ZCLdz2Pk9j+TZYsfkwr0Py2YW/c0Kfg/evuh9n3h8z87g+MHGSH2PzgXMnn+kvU/rsq+UZvl8j8T2q5YTDvyP6uOedpMwPM/3SesOeT99T/hMqKnOg/1P99pyMFv2vM/VF1glEiL9T+/OS/IokTzP1gh39Ny5fM/n5wOs95b9j9YzMoQA4z0P9KtCf6zo/I/Nbqcx+NW9D98qr7HjLHzPzUOpUJoIfQ/ZSKAlpFg8z/4P/OaYt70P3afohbJi/g/MMlvlKOg8z9TiQB09Sf4P+NbWWCKbvM/meOJqeWx+D8qtrfAZxzzP6rXKsT2VPI/Og1o4Oqi9j9GZrAwcln3P/RNKgTMsfc/ym7cTxwF+D+M3I1B2Lz3P7uuIPWXG/U/r02wENZb8T+edpvwcrv3Pz4HzHSPRfM/HshRdmjJ8j9NtyyrvSzzPxmdQBLdZPI/5R3/9IYP9j+SHWgZhTXzP/VnNNRHd/I/Y8nMQZDD8z9Qn+mJNNv3P/m5TjJjN/I/Exr6lxYo8j/XqNOmGLT0PxssUYJtuPI/u/aPqvId8z/Cx1YxBOHyP4EtMa/VJvM/nlhMjTIL8z+QK4tL2en3P9dYHiiw0fQ/+pLbwVAa9D9wYqsOz0nzPypT2oxSLfE/SkphTLW59D/aiOB7DrX2P1HfdHN2UfY/+fcOrHor9T85phRD9mz0P29bhcVC2PQ/t44BoZG29T9yJFGkdKDyP6FagBti7fc/hafdMwu38z85lXrByevwP9X55yfoRPA/+hKa5ZEu9D/H6Sw7OS7zPzcSh+so2vQ/+gIINStj8T+uZJy29BHxP2iwFG1Hb/M/NZYfw0nP9T/5jQoDxk72Pwf95VBY5fU/lhvj74eQ8z9mkHC6V5L1P70srgB9MfQ/SlHfNydE9D+zk6+U6DzzP7N8RNslLPI/l0byW6sK9T8ODpCud03zPzkbf4SjmvU/1mRR5o0H9j+zleRL0Hj1P6sj4Bac3PQ/p32b1JLU9j+x52RhOTD6PzGENSCbRvY/ee71/lmu9z/Yu6zgE3TzP51Mn97io/I/DB7Po9wJ9T873UHbsD72Px/f4OHHc/U/bn4t/CwV9z/H0gqtP8DyP9piLhifD/c/DtjlmGSR9z/lRykzAAX2P/jXxAM2CfQ/xfiBmDJM9j9xshB3FvPwP3uShprfvPQ/KyQkgGyP9j8M81wvwr/xP0eZnvsZkfM/CPm6sky78T+Z9gc+lvL0P66vERGNDPU/rB3b/N618j+oiaU0B8PxPwTsaTwHRPc/6YfQ3k4m+D/LQSccNALyP3kKkGobGfY/pnPrwbV89T9l5k+RwzrzP95m9UWCyfk/mi1QeGPI8z/9COdjmVr0PyUXY5eJtvI/UwYDs58i+D/LV+fXkYbzPyABXSDnB/Q/2IW5o0HF9D8hnLyFSJv0P7NTIDe7F/Y/JV6cRYUx9D9S7YaxO5z1PxYGDB+LFfM/FCCl0NvR9z9frz6R9J30P6JaaqMj4vY/LmmqH9bT8j9dV62Vpxr3P8kuehKfQfI/3U/Zgrfq8z/44YrQul/1P2v1Nc+jmvM/GaAkddJO8z8AhvN6XtvzPwTBFdjCK/U/+W67H0jd8j+sBJy9wIv0P4PepE0eZPI/p36vhF8j9D+rXdelVELyPyaniocG1PQ/IHZzlchz+T9OCygW+1bzP7rsobF1GvI/vT59Ih1J8j+MA1u4RdL1P66vsxvgJfY/Jm2+2Bra8j9hqWBq8M7zP419d66OYfM/zmwbSwOO9j+yFXEiGHnxP2vyfyioePE/Up2ZAXTT9j8ExG41yQv2P9R9xunm7fQ/PAk+S53p9T+myDfcOpPzP3Xgx1cTJvQ/LtHOQWnl8z/GFW88hM30P3Vv3UG+XvM/T08CnrCc9D+KyOKVhh30P0QDrCxVCfU/NTSsBPvI8D9bZWgStCH1P3XQ3AE9DfQ/AzL8R6XL9z8sEQdoi3v2PyHdPfGkNvE/d0BrqbDs9T9s6BbeRofzP6nrXGyl/vE/iVxXFF4O9T+fBanwG1HzP6fs7v30+fQ/Lhw40ouJ9D+dza9WodDxP6x5LZBOFvM/QGWaPPA18j+XQe7gO6f2PwQBPCEBjvQ/+G7DmK5z8z+WYyORnsPyPwEC1nOOovk/PfNhiQnP8j+fy5H9aQ/1PxFTVrvO6PI/d9zLu5X/8j+p3rYdWUX0P0vO/2KmnPY/2us93FeN9D/3GuQvFPz0P5cqDzkBZ/U/DmGA/tTq9j8nqVf/8HX0P74BO9E+e/Y/fx2DlqAr9D8NXeX7FkTzPwMsoCJHSvU/qma9bXIH9D9lauk+SL30P43TxFyRcfU/C+TGkMY08z9XR2y6fIPzP1JSy0wmTfM/Ze69team9D9iNL5NF/j2P6oCx8pkRvY/2bj2QwpF8j8TMKmO6kr2P996w7M/HPU/+lseiZmr9T9Z6XZNv9H1P0q+Bggu/fQ/3duRT2fN9D9pXPufz1z1P/tnLFIuOPI/od6jyOJF8z/RNwtscwP4PwG7D4ss4/M/cHXkhzZW8j9JM/ekPXvvP1/vMHSw5fQ/klSZcipC9D8fJdbUE8LzP3TUOOUwEfQ/T7xYottq8T92xGGkpB34P1IGP5YjFvg/wEwA1Wtr+j84SUJi6PPzP0uMJBGdnvM/C+5QmIFS9j8qXX3p5iX0P8Y9OCyyQfM/kGfURcJW9D+rAPAwFovxP+SnNwAppvQ/71TQbEYh8z9JgOy4wTrvP1omEZvMP/U/rOR4ePnH8j8zVffnIVD2PyWdt4ZAEfQ/45ZCXBrl8j8BjQdU3XTyP3op7i0yTPI/WLI0r0En9T+42l6wKTHzPwrG8rGiEvM/Ym5LISam9D8cFpAIE9TyPyu8Yy/6/PU/fTEBo3Ag9j+AGQz/9efzP45Yx7SgAfc/hHnS+ZFb9D+SSbfoZ9D0P6wzrdRoMfE/mQy5VbVB9j9xZNnC0JHyP4JoFbl3g/I/koGRfHUK9T+JC1HB+p71P3qMAlZHyPQ/bSWYPHbX8D9Bs4l9a8fyP9KaciHMO/Y/qeSwnT858z8/ommTKwL1PwAYtMTe7/E/sZcwaDDr9D+1k1+OAs70P4QFF5A8SfU/IzBKCc6O9T8Fl8P8f6/wP7gRQnJXEPU/i6sqUGUx8T/6W8SD637yP3q5/CWFVfk/7+xghe6p9D/fighML/H4PzUX4IsIOPY/dEIkeNXN9D/gCn3wBonyP5o/dLtLjfc/tx7TJJlB8z9KoMU38zX3P/nQpsdDm/Q/5z/Zby069T9D7tZ6GiXzPy+vvxELP/M/smBkKEng9D9UA2kHJyP2P+T9ewUhjvE/HyebrJ/H8j/k41io/TTzP96wXlhfsvM/63HhGW+28D9b3itMDtHyPz/d1E6mAfM/KKUYZWA48z+7FizF6BL2PylLlnElkPM/Uk6cfmWU9T8=\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1037\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1038\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1033\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1034\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1035\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1010\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1023\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1024\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1025\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1026\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1027\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1028\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1029\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1018\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1019\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1020\"},\"axis_label\":\"b*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1021\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1013\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1014\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1015\"},\"axis_label\":\"\\u03b1*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1016\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1017\",\"attributes\":{\"axis\":{\"id\":\"p1013\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1022\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1018\"}}}],\"frame_width\":300,\"frame_height\":300}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  const render_items = [{\"docid\":\"4f5b8a7e-afd0-4070-8a98-95aebcbfb822\",\"roots\":{\"p1002\":\"e4bc4fd1-50e8-4e02-8298-08d86dd5c485\"},\"root_ids\":[\"p1002\"]}];\n",
       "  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": "p1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = bokeh.plotting.figure(\n",
    "    frame_width=300,\n",
    "    frame_height=300,\n",
    "    x_axis_label=\"α*\",\n",
    "    y_axis_label=\"b*\",\n",
    ")\n",
    "\n",
    "p.circle(\n",
    "    bs_reps[:, 0],\n",
    "    bs_reps[:, 1],\n",
    "    size=1,\n",
    "    alpha=0.1,\n",
    ")\n",
    "\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is a correlation between our MLE estimates for $\\alpha$ and $b$. We can also visualize the distributions for $f(\\alpha^*,b^*;\\mathbf{n})$ using the `bebi103.viz.corner()` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"d9c6160d-f9e2-40f6-b8db-5c67cccbb57f\" data-root-id=\"p1202\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"f6850aec-552e-4146-804d-dc9f086d5c82\":{\"version\":\"3.2.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1202\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1198\",\"attributes\":{\"styles\":{\"type\":\"map\",\"entries\":[[\"orientation\",\"horizontal\"]]},\"tools\":[{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1191\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1070\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1112\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1172\"}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1192\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1071\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1072\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1113\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1114\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1173\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1174\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1193\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1073\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1115\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1175\"}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1194\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"BoxSelectTool\",\"id\":\"p1074\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1075\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxSelectTool\",\"id\":\"p1116\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1117\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxSelectTool\",\"id\":\"p1176\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1177\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1195\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"LassoSelectTool\",\"id\":\"p1076\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"PolyAnnotation\",\"id\":\"p1077\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"xs\":[],\"ys\":[],\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"LassoSelectTool\",\"id\":\"p1118\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"PolyAnnotation\",\"id\":\"p1119\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"xs\":[],\"ys\":[],\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"LassoSelectTool\",\"id\":\"p1178\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"PolyAnnotation\",\"id\":\"p1179\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"xs\":[],\"ys\":[],\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}}]}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1196\"},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1197\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1079\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1121\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1181\"}]}}]}},{\"type\":\"object\",\"name\":\"Column\",\"id\":\"p1201\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1199\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1048\",\"attributes\":{\"align\":\"end\",\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1057\",\"attributes\":{\"start\":0.82600530360326,\"end\":1.9244327347716113}},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1047\",\"attributes\":{\"start\":0.0}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1058\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1059\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1055\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1086\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1080\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1081\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1082\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[142],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[142],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1087\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1088\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1083\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1084\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1085\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.2,\"line_width\":2}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1056\",\"attributes\":{\"tools\":[{\"id\":\"p1070\"},{\"id\":\"p1071\"},{\"id\":\"p1073\"},{\"id\":\"p1074\"},{\"id\":\"p1076\"},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1078\"},{\"id\":\"p1079\"}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1065\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1066\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1067\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1068\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1060\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1061\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1062\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1063\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1064\",\"attributes\":{\"axis\":{\"id\":\"p1060\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1069\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1065\"}}}],\"frame_width\":175,\"frame_height\":175,\"min_border_left\":80}}]}},{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1200\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1089\",\"attributes\":{\"align\":\"end\",\"x_range\":{\"id\":\"p1057\"},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1159\",\"attributes\":{\"start\":45.057728003959795,\"end\":96.11566084636046}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1100\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1101\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1096\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1128\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1041\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1042\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1043\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"int32\",\"order\":\"little\"}],[\"\\u03b1*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"6I5vxs2nUkCAu2e5i6dQQKeCcLvk0FFA9QA/QWGbUECDAoPDfcRTQP6Rqu7SjFBAmrbuvNe8UECqhcVeWdtRQAgNLxqf21FACbTF14XdUED5NFEvoqJOQEyN94aZv1BAMIAYbasSUECaksqTVEVPQORozbwJQ1BArSITL6IqUkDxEf5TrelQQPrboYdUo1FAcJCpULYnUUAwoTJLHXpQQCUm/MB3plJAKgXH8JLnT0BI2q6xDQ5LQLpFQg1IplJAppWz9PeSUEDWFrgeTB1RQOlTP7v+y05AG6YUknm1TkApMQO8I1NSQHLPPEQNHVFAZbA9taU/UkAst0Mggk9SQLHvmjxWpk9AzkWCwAmqUECUnSj4i6hOQMGyspnWZlFADZ4FjB6XUUBQO/t9/axRQKEDiPEvFFBAXLbHr+9YTUBbgiCbmk5RQBLrMd7Ur1NAWkC5RMtQUUCNc6lrnFJTQOX0PLQrGVRASzRVUrCBTEDPm94puLlRQForIoa5wFFAV+r/ktsmU0D1XIzR8HdRQBNHOpfAW1BA7z6LXETkUUBcFKCqBZhRQAtSpi/4MlJAJ1UmIWIsUEDuv8//y9pRQKq/zY50tlBA1oLVecqJUUA6E7jPdW1PQFgo5HMjhVFA8uaLTmZaUEBesEYp8BtRQIR84zBlJFJA2PxKnwJGTkAEQjTH1uFSQED5hOdBJlBA/xcCmf8jUEDejpCrpIVQQKehWG2aBVBApYGmXpYKU0CQCPYS+spPQKuEYs7Gn1JAcQZv8+llUECTdiynN6tQQBYeDu2prVFA9Me6ntSGU0BSV0oLlX1UQFKYNmqDAE1AjowXH6HiS0ANmT8FWFlQQF1v9md1hlBA7Yb4VKNQUkCzYxhsOEdPQDAuQ4EOvE9ANfqt5bEZU0Bipn0BWtlQQBwq644VOlJAHRjUIHDSTkDJ/hjqFiJOQCex3j1lMVFATbW5N59bUkBGYhWLC9RPQI04sVjOG1JA2bUpQU0uT0DWICeokFBRQP6lPNVEbVBAFrB0kKX2U0Bc79lToW9QQLrjjK0/IVJAQFORDz4lUUCpcAUr9RtSQJzB3ph//1NAgi70wrFLUEBQkrui64pNQOLKpG6hR05AKNULvVKxUUCojX/oYCpRQLtftLtW+09AaOF2PtrnUkDBUfH3RINPQNrvL3V8GFVAHB2I+4GhUkDPi68FlTFSQCtXF/4w51FANnEcUJy4UkDdKv/3Jt9SQLCLWubOHVBAicu5fAJqUUArlbN5rGJSQNY85f2wLVFAkrtZ1RQiS0CrMQKXIulOQBLelIKsBk9AijAA0kBjUUAwtWNWaH9RQLiQodp8/lJAW63pCznKUkCYt6OYU9FTQAGQM6cP2FFA4hdVazAhUkAi6tHDBGlQQEE5hJE1rU1A5CayGdUMUUB78ZEXQPBQQNr2SaG8NE1Am5bW0MR0U0BLDoX8i0xPQJAwlJnHMVFAyO3jwCjIT0AhH/hGJuVRQNNT2/fTIFFAhaH+viUEUUBkhgi1ZvVRQEQ465UvH1BAt5pW/PKDTkC5rP2G/vJVQK1ed8N0fFBAj9eVgBbhUEDtcDkFN7RQQDeWWf99RE9AFrKftjwCUkBLBd12ob5QQOMZPQkXFk9AbsYJ9a5SU0DlXNg9TWFQQFR1MOpio09Axh/9pi1DT0Ddd70GmZNOQIMTJz8GzU9ATV4qrjiiU0BTNzns9D1QQDbkkmMJ7lFAgQdOKk2EU0CqeIyXC29QQIdXGGOm81BA1Ck4+0LFUkCn74dXu6xRQJOjFYF9x1BAUn2LNJioUEAQ9chmonpOQFEa+r2iBFBADVWDFmFRT0BroNnqyy1VQN4W7PRj/09AOuOh44KHS0BCX4AlpsFQQKd5bXsZGFBA5G0Ai1gkUEB2zMxiKQNTQL4udlfY5VFA+MuWPMX+TkBpcgkRInFPQLIGRpWMglJABYaIMg+OUEAhqIBvpbpPQKKuZ/5JfVFAlGHgQdA/U0BmRARqQ3pQQFDHnrdz21FA3LRVQsU+UEA9Z21mEG5RQKLk1s7cr1JAvUMuV7KqU0DsmB1bmEFRQA+vStPMpE5A72sRe+ECUUAv3mnHZZVMQGkYJ7znLlNAkqXYzGYTVUCPQ6FohdRPQEpjCoWvPVRAA1IUqBIuUEBY2tc2+wBTQAKrB72oZFJA/ogwMrfCU0Dd4/1QIRxSQNlVtBsjH1BAcmGDRz2hUUB9K4DsrrxQQH7wr4hji1FA/CU47TrhTkDgWUbIEhBRQDkGqJ85xVBAPLAKG4rmUUBax0+4LndTQA1LzIO5xVFAxfdhEspEUEAkvCd9loRQQFH0mMl56FFAm+BAs8hbUEBuQvf2kpJTQDKEdwuyX1BAOXXixU/5UUDsr3I5qgZSQOmQupGkrk1AOgvQJaPvUEAi3zKzqElSQE46nhtoFk9AAnvS1HjxT0CluUwh0V1OQKscJnkDKFFAKj/ssxaRUEAlnaCcCyxRQAYsN3hjAFJATwxGDUTUUEC3LtfVNKVQQPnQESMGwVFAmr2t1HueTkCyPokl5RhTQDiYF1v9rlJAAhfY9P2OTEBtVpefwLRQQEorW7QRN1BAopVcdO6zUUAEOvAZqjVSQF7RjRvTA1FAjkNYmTnqUkD4vYlL9xJPQB0q+GJOTVBAMiUeD/5dUUBeYkPOTR1SQFoi1wnyEVFAu1Nkwka+TUDalvM/XohUQFh4AHjJGVVA6iUVTXrCUkAqnwVZ7N5RQJgpAaGlJlFApvxFf2RcTkBoEgJfgkVSQMR41H5W7lJAhcsl3OWfT0Ca2ESAk+lRQE55s8VFqVFA1OUXqTsiU0BhX1twBApSQNM0pVys3FFAEwU608jqUkCnLv9hrpJVQFhpJGVU6lBAcN+1gas6TkCDzH4Wh3lPQLDJi8u9+1BAXdNCuRdAU0Cu/RGlbjJTQH1G/3FrukxAGmp2A84cUUBr1P37n91QQIXAFlUuRlJAR00DETKpUEBIFXcALLBQQEGUni9WflJAHxs2P+jNT0A8SN2q0ztTQHhfWxsi7E1AN7dIRhlqUECSzb2ImUVRQK3bMv6LDFJAvxBVdlOsUkBysS1TJZJSQHoUYpLx5lBAOhZWn4qrUUAzLNkrdWZQQHHOxKANHlJAV/zqgBnqU0D7iW+G07JTQMlKEufRqFBAV7LVuqhAVUCOOiBddNhQQMsqNKHhZFNAvR93xv0LUkB+UNnzKr1QQNi1QZk5hVBAu1xIRKSOTUDIfctrrUJNQLOQJhDpMFFAt/bP9HM+U0DUjI0QH11RQCGwDPiaQlNA8Z6WGkGtUUAo7gFxrx9TQP2/pByphU9AY3zLTEGnUUD69kAjiaBRQHxzBelJx1BAzdFM3h83S0C6HXvbmphSQCjKlCWzqlRAqxGUP/xLU0B57X1P9ulSQNv0FsMDGFBA371DvpY7UkAOYqxU4XpSQDEeKrshYlNA9iInXQp/TUCfzN9gT5VQQL9yu3f0IlJASyumJFAWTkCA/DBuYH9QQMt6MCPC509A0Taz2pLgSkAxrh8jBu9QQDuKPxGskVJA+pXRMkKQUkDoHXyQxZZPQGgwNbw0gFNAkynGyVzoTECNXo3WtQVVQIXs2q6kFk1AfVilrn/9UkAjdx+yVc5SQAjmkfAm2U9AkK1KdbktTEAZKOE4S6RTQHftLYGd01FADdoHNaZmUUAv1LZFEWxQQEfdms6TJVNAxbCW5h0LUEBskGsPYM1RQEHPxMm97VJAL+wEzdkZTkBZKvVKNqZQQIrFJv9cn1BATJ6PXalxUkAOzHpa4gBSQIJMw5QYz09AMH8n+Mc7UUBcgp3khK9PQPh8eqslBFJAcOws8R8GTUABkZ1DIWhRQM8L4U/AXlVAmPhZS+38T0Bpa94WMspQQM5cn+eEy1FA1vvafkQ/UECTTCrf1PNRQNp8NI8vI1FAFN80z/SNUkCHAKdHzUZSQI5TJpTuS01A0eeMkNlCVECIRDYnX4BRQOZVWMDnN1BACVbFnCItUUD7tmQByzlQQCX/Me9qc1NAN3RcES8iUUANLOAVcGhTQDnvEERbhlNAVZ/vme3ETkDEhoPtt49PQJbyXol1yE5Aw28inq8eUkDSbtLwH7NTQG4S1/Pm6lJAj6+LWMBPUEAGaXhOzXZRQKx+QHEoYlJALACvuejBTkDHDGnE2+dRQMAXeDeFQlBAJ25lwJIEUkBWALLBmuVSQATa+/PXCFBANf7GIhKAUUA3fdcwcjlQQMKH7CqaA1BAlumvdLgPUUD6vZ98tEFSQPXYPD7hKFJAtEzvFdsUUUDeh8MLpUZQQFhz7D68V1FAtwnrXdyKUUCPaY93AwVPQKQAXYHiMVRA1OYxGlbeTEBpYzZa8gZQQGDlADl+009AZSQ/0NrVUEAtqajKfcdRQH9/srUGslVAi/+mZa0cUEAh0G1oRQ5NQMZYLdmV2E9AsbuIZohLUEDwhRQe/D1OQDByw+Qip1FAwZaR40uBUEBvP1Ev26FUQN8hbLZPVU5AlpJ4SlYPTkD5XL/k0pxRQH9k9A3RzlBArPq++3KNUECorkwiiztSQF6nSMXbS0xATzwNBeVyUUDwBJDlZk9QQIG7Y4OcNVFAdAml36H/UEAaVzwI6R9QQKpQdwjKIE5ArD8IZKKIUkBqSzSKDL5OQCdWnckPYFBAC2zsErAuUUB1yzEo641RQPEvMBjjKlFAAvo7/iUsUEDca6JGtapQQImt8gsbkFBArnv/jrjXTEAZ7vV1EStRQNLx7K1qWlFA5FSmSNE7UkCLXGsWb6tRQCAn8tHdpFJADV8zlIq0UkBHReWQcc1MQFU0yxtaxFFABwulHIGpT0CzqRYGNjZSQPK4axipHFNABGfHLEl/UUC3HKFvLlFQQG1O3bglUE9AQ9p7GJoGUECsT1pmmxVTQIfdvjW/w1JA7/mxr0HMUUDYCBNd7Z9QQPnv5A1eCE9AUs08zQdxVEBOcUFbPsxRQKFe4KdjcVJAmksETObXUUBkcTvrP99RQPKz1Y1GyFFA7FL282yyTEBpwx2WrfRQQLsndFSn2lJAckc8EKePUkCrIBRJJLpQQHbzIxQlIFJAb3NRioABUkDNajFGgBlTQMjGutZ2pkpAJgIhMizWUEB2vU7z6IxQQN1wRH1gTFJAZYtCB/QCTkBJpwJMG7BRQLuCEXM3PlFAcfcRyqFXUkB3qSGVXKVPQNb5i023U1JAc4/2USJ1UkCLuqVF6R5RQI8n6zbDOVBA7FVsTjcmT0APJ9fvpZFPQCzdTi6Vck9AnnI7ePDcUUB7+504bB1TQLi/egajLlFABnfgEKHtTUAEoKAik7VPQNdE7zAWglJA9NKsJPA3TkC2Fqr07X5TQA9lCZnL/lJAynXqlHifUkAv8qrDjQBSQDqcU8Q7TFFANw20KuVwUED22mx2ls5QQOgXz8P9R1FATtENAqyqUUAJb4Ii3pBSQAvYUAlpd1RATxK/GHtxU0BMQ3oGPi5QQOn2zOGOPFBA/mZeLVcxUUBJv5G9DxVOQFmaneps+VBAfCM2ZHXCUEDC1po4u8hQQNXtkq5ZD1FA8uQSX6RaUEBQbdMEFX5RQDGWuwts8FFASzT1xV2eUUBYA3FT4W5QQM+0OD4s9E9AoqPx0JgbUUBIbvSNNXVRQKNLOPJTbVFAQFZIkbN9TkBcEOxtGRlSQEqJTQ0vh1FARzB6km3oUUDibP0briFRQB4veSZDe1BAhJmloLnKUEBMZgLKtU5QQNAe6YxH7k9AcbA4Jr9PUUDIt1rGhrpSQHqQ9M68IVNA2GznSbRFUkA8T5WaXaZRQFCwMOI8SFFAVdZ4TvaGUEDvAVyMssVQQMrBZjzZ4UpAnH0/Gpa5T0BWnZYHZpBQQNmvquO431FAXTdntvgrT0A52SNmW4FRQGKpeiN4hVJAOEGwPcxjUUBnHsfi5+hNQPIZzSgrplNAFble3ajeUkCqgS9/9F5RQIOMWczxOFJAW6Pc4V3DUEB1NCt923hRQMti0ZOeDlFAxVsCLwLJUUBk72tBJQtVQHsaPEc+GFFAAPDDIwPWUUD3pfe3syhQQAcLz0aKMVBA03VYoytkT0AdYedxu4tRQLtpIAf5YFNAJhLXAxdNUEAmIEftpsxRQPhORlYKYU9An6OFm6SgUkBxhOCjqG9SQBmjsWRC5VFAeOcG/QDHUEB2RRMr/wRQQNi1VKdUYlJA4mltfMbXTkClR71pOyBQQKqH06Y1jVBA9x3aFiOYVUDFA5A1LyJRQKWurPCUx1FACTbn8m9pUEB7QrS0xIdSQHPGagMmUU9AtufEhQDtUUAJf8rF22JNQJHX3LWwHFFAfIFqn52wUkAmftKb+kFTQEzBcyrbKE9AMIO6OgSkUkCce/BtU0tSQBRioI/QH05AMQI4eJU5UEA60A3WskZSQJB3sn3j9E9AS3pchaR6T0ADtmJj2qRQQBBRgx6sV1NAeliD+HzlU0D3uKP44n1RQPIl62EXa01AUdnJADNnUECs6rlaQNhPQGFofmwzvVJAAm41JP28UEC1oBuBwdJNQMmuIOTuoktAMxV/t9GcT0C4AxZxqE1RQCnT7Ht3XlBAzo+hr9acUEAWeomyoI9RQIhbWQGrYVFAMP4duBPAT0Bo4Ai+qbpTQDunJpHEOFBAALWLddlEUkD18LRpr1RPQKJG6sv9M1FAlDzRa+gfUUChE5s9kzJQQEMXYmOFhE9ADjzAYT9GUkA0mPZ73E5TQKu8Xx1Ix1FAacDGVhp/UUDl8h2QxVlPQLkD60cgiFBA/Cjd/oClU0Da0Mozh0tQQE00ZMNEKU1AHXyzhoaEUUCObWLRZ51QQPBNnnmbLVBAbnoV/A03U0CZ8pi7a7RPQFBJ4QK+OVNAENHksmDSUUDsC1a6IeBRQLwnNtKvQFFAhZi9woSvUkB29pT9x0ZRQKZVINjeE05Ap4lvKNLQUkDbrXiz0wlPQDsKMgGnrVFAc+dWFF5+UUDEkzcNxM1PQN0TRhn6eFNATUJySzDXUEApE+9mehFSQNHVEDafVlBAocLKBQf/UECaBYQS2X5RQOT1CwuFg1FAXnQeVYzFUkAD6EGVHpVSQDVlUTXbIVNA/oaBXa96TkB/W57vd7lRQN+LyirxolVAnxXmDFmDUEA7aaB67xBUQIbt1dmZT05A4y2It4rAUEDrpFHxsWBTQNkybWR5XVBAFz2tkxVNUUDG2L5PoU5TQCbtDN029lFA7m0Mfpf8UUD+9EjgA8RSQCmMK0FfN01AEp+pRDZoUkCTXoNKI/1NQLs1PfmwhU9AXrMyMXWIUUBf6zmVhlZQQKYlA8LU5kxABZ05cnLgSUCKAPAdGaRPQKYIDAalNlFAH4VIuucpUkDhG/111DpRQKtj2wTOCFFA4EUVo9eGUEAGP737xcNOQF60a714fk5Aegp1ihqUUUC7sOKwh8dOQFIF3HrvyVFAzstUgVi7UECbN0IG3jlRQAV78mw+dVNAwIiFbkJuVUA36qUk5lhOQKunL7TEjk5AWnSWcO1RUUAQ70pZFRhRQNmaklymVk9AcnhaqgEEUUAE66sAXSZRQH7c78hvw1BAOlCLgbP1TkAv1FWGLShQQP0zY4NiyFBAoowfYDgCUECWlW79DzJRQL3GHlpBClNAPF/8K30qU0Bvfq9LuFVSQJVAFswW7lBAH2L19bWAUkDorDW1FVRUQMNiKtQko09AhWhm6nQeUkDSKM1ydnxOQJNfFbggt01Aiii3UdwaUkCZxsWWZ+hRQKfk2ZvTNk9Ad6h15lzOUEDlnUDRHfJPQB/CrB4liE9ADDy/HHLeUkBEwj8POd9OQFIRSd5cnE5Ae2rSA6XBT0BYxSALAxFUQCNPSJyGOlJAzbQXa6HJUkCX/DA6IQFQQFO/eryoVE9A5zctkwWTTkCWG1ItQXJSQDdDksZbzFBAcYY4NafLUEDykQlFGK1QQPQ54W30j1NAN1bwAfGAUEBNNS3LxeFQQOTKibHO11BAhf+5rYb/TUAMGtYW0oJRQJNYk4CDW05AbjYUz3RSUEBwGI7tTO5QQNn4NstSDFFASFpkDlNrTUAYaK9XdexRQJZrJmPrf1BASv61qhvFTUBB0tOzOa5MQB2/9wDoR1JA7hvrWKcXUEDYK2aa2OFSQD7RGg9P7k5AIcAk44j+UUCCSeWLmSxOQB8WMrHH6k5AmHpbISdnUUBrSncpx5FSQMVb8b+U21FA/QlwN+JoUEAlTw7UE8RPQKxIuIV62U1AFkGLx0JXUEBZJygcyRJQQKdkNBnZQk9ALbPc++EnVkAyNe5NOj9PQKr8Urf+UE1AsC91YAPeUkDYSKYv1pxPQKNX0DsUI05AhnmHec/YUEB+ZHHV6ppSQMSTLTzZaVFAGW5xIZKdUUBzZRjoTu5RQPzlvRdMPkxA8in36P6PTkBBs6yXJVtMQG+R0XquilJAvEtNdUOVUUBvjiniqsVRQNqhK0+c5kxABoxwjNlPTUAXJuBEEf9QQFJ8DJ17o1BA/rje72rxUEC9dEGWqIlRQHlrPi1nQ1JA6Wxgad6rUkB98vV/2V5TQBfBBFI3BlFAVq6B7ymYS0CojJ73umVOQNsTl1aX1FBADArDyWhMT0B5WthVWFpNQFsdmeZHAVFAxrrexIEsTUBnJblX+dFQQLIvsi7AjFJAsYiY0wvBU0A55Nv76WlUQIWf58O+/1JA3H7MGeA2UEAn9BlOK+VRQLuC7gwKnlBAQUn2yyJWVED0V02smF9QQFOv6nqxi1BAI1KEXUC0TkBdvK8OeINQQFaO4C2nN05ALiDRKa3AUEDmq0PZ/RpMQAEZkFrAaU9AmWnX51FHTkAi7PmrXjtRQBgaIzlSllBAgStVRuKGT0DR/WNAWQpSQCAABArU+FFA2dsAYOqtUUDQYrrxvfZTQDJIkTE/2E1AEQicCrk9UEBJg/QR2nhRQAP9XLHhplFAyladDx9qU0B3wOtQLBxRQLHFPmwqW1NA34d22K8mUUCl9aBkpLlPQGIOBoOHmk9ALrifNXcYTkAwwLnGVStRQBETGbVIZ1BAQ1hNY0oJVEBD7fS38X9QQGsEOWPj/VBA8JPEJ//iUkAerZg5MktTQDH/xQwIB1JAASn9GJvWU0BN4V0gcuZPQDqNLfsiT09AyTUuXGk4UEDfS6AvPQVQQB6Ob/nCFFFAdDjz/f5vUkCdXbTUdDpUQPvrVObZlk1AQgmEu041UEASPqTx4/5UQLb5hfxQw1JAWWLuby3RUUBFrSYAlzNTQBXrHdSorE9AnYu1kuu8UkAYtExPS8dNQNdH7HmNT1FA7sDSEmcyTkAR2KQYWblVQN0XjUDPnU5AEJnzq6DkUkDu6+aT3mpPQD3Eqq8Ei09A54+cgSBCUEDObhTuIPVRQHk8/9Q76lRA2TC52vBZUUDuEkBjv11QQA2URCW0n1BAn8z3QD2iT0Cb0j49wTpQQJkF94pkBk1A9E2Rt7MwT0DhQkTu4J1QQJjoeX4LS1JAZhvP5KzMVEDinMgZdN1QQG0RALUcAFFA6AbwDYwuUUA89SkBNblQQG2Ena6JxlFAiKfpLL2sTkBcX66baLxQQN9qVRNyNlBAZv6w/ITEUkA1V+YkZC1QQJ0PXX4ba1FAsY5ZVwNfTkBTs/HWFwNRQI8XMyLU5E5AyresegIpUECCBAAAOJxQQNx9PDIYj1JA4ugB1JovUED3l5JIi9ZQQEyFw2TjAlNAWn3bqPA0UEAgA2oO9MZSQNQuD0juDlJAIQH3ewqMT0Dt91wfNOdQQNHRWRgVRVFAFgZNFdDVU0Dl62Yir0ZQQIS5hfgzF1RAOzGbdsJ9UUDqgolom4FQQGG7D8AaPU9Ag3Cu5rg8TUBucS1qtvVNQMQbGC1pqVNAcSK0ZoQdT0BJ6XulczBQQA15g/gSLFNAUANhZKNBVEDPMSDcywhRQM7gi51mc0xA0F4rbfvzTkAz1F+spldRQNB9n1pYUE5Aqq1kfGU0TUDJRfGMFxFTQDeGq9tRNE9AEyZbjpRIUkBvd2T7t5tQQDKwiJhG61BAxRBPZguYT0AxAdLH0BFRQCYmBz5yq1JABvgYyrM8UEBK8mo2Ix9QQBX0vHzHQ1FA20tnGt04UUAQ92FpKzhQQINJiuZ4dVFAHv9k5kaJU0DE48fLGANRQBB+T+ODz1FA97kAzSYKUEDt2m4bdrVRQLqbeuIPv0xA/sRN3d39UEBMzqAh/eRRQJDMo47Kl1VA7W8w3ujyTkDNSAG4EAVQQCgMpCtBw1JAa1cdp+EPU0Bofer4xAtRQHJFKzbkqlFA3hECAwx8UUCQtPPLGA5RQCG8bnwIUU1Afy/r53UCUEAjGO/qWdVMQMdyVFMEPU9AOU7BViR3T0CB3Se79j5QQIpgG1b1kVRAyGORbQQBUkBm4sd5hM9QQFQnXBMNek9AbpUfuOZmUkCrhFqobaJRQJOR6pGFuVFAKdwxS8zBUEAoKcDb+KBJQOCcXUxxWVJA1vHY9CLHUUDjsHWUubxTQHkTVUbcQ1FAod895F4IUUCfyJJcFG1QQOaDmnIflVFAirsu09QgU0CtuWdpD9pQQKzXxF4roVFAwr3imXOeTkCFGHgP2MNPQEUOZlTn61FAyhpnvNE1UUAyonvjUKFPQJlhJ5B5FlFAq66PVVreT0B2bc+Hje5SQDgaZ6lY3FBAUjwrnJcRUUAAjqLl2SVQQDzUIEd1xU9AM7QmtTvzT0AdrMpUzV1SQC+kMcLh1E9A4S4NjkfYU0AQFZT6DlVQQPR2WnGjmlNA08xjbsw3UUASbqmb6SdRQKMa6VXTbVJAeB1Jx5dTUkDqtdIgcm5RQBwa+PSvyVFAVLedGxWoUEDRcnDz8bdQQGVV2+x1ZVNAps9uvLa+U0DWCZw1FotSQMIkQ6JnPFNAKHb49T90UEBIdUyy8ptQQM386XQJnVBAS5a/DL/aUEBNR8KNDXtQQEPBYGrI8E9AcV6xI5v3UUBLiiVvnqBSQHDpJlHcNlFA/QoBAeZNUEBScudeOQNRQMxjmOPiV09AdNj7WKJOUEDrlPlqgh5PQJh3sV3dyE9AZMVBKYIUU0CAgkvlgnxRQNhs6YBSklRAHPqf3vbIUEAq5xdsgIZSQDrgKHiqqVBAuma6dCbbUUA0Y+cbAthOQLUnByehP1BA50KubnEgS0D9fy+J0UFKQBZOFkwV4UpADBZH38UKUUC2N56QPXdRQLL4jPMODlFA6KgBRL0kUEBhLbAcZ5ZQQBkY7TUuvFBAibrdB131U0AknZpWoZJPQKJsikog21FA/ulo6Ub2TkCYOyOTaE5PQLO6VVVNpVBAopyu1pZCUUAE+4wYVJ1RQEni8AIhKFBA7xu61OsiVEARA9F1xRZTQLZiJwR8S1FA+SYTcnYaUUBpVDjXucpOQClPmWw0nVFAlItrkLjWUEATWHa6QgxTQIP3WGjZQVJAxcFhgkDHUkDybSPecThQQLCsxMdqj1JANnmSAfRnUUDFHFIH5JxOQP0OtIMCJVBAuaOyFPIzUUC2gNVDqcVQQFGBNVBFgUtA3+SyZh1rU0DnzzOkMT5OQB50PlTs/1JAVb5udgDrUkDGON/afrZRQEzFGLvqMk5AW7iuu2PFUECfpIQRWJBRQA2NRhZFr1JAvYs6gsxxVECythXJnDZQQGtKC0dHYU9A3Pw/y9nqT0BhMyQLhGNQQId4WG+Df1JAY2ENpRAwU0ApPpV2EPRSQIjmbdo9wFNAUOz+GAIKU0DwGzksbvxPQOBXxH9nOVFAIbUG6bQpUkAXm8fU3XBSQDgR+TGqzU9A6C3w844VVUDFeGtKQNRUQPY9B3wF2k9ALqF3aZ4FUUCa4gnCtZFQQLeZvMFtJ1JAgOJW2gLWTkBFxy154yhSQHMS6eYobVBAd8hlWG+lUEC3/8BFX49RQPqeH1oAwVJAvNbPVJH6UUB4R+ZxiF1TQHdJ61fkjFBAlQM6jfK5UUDv9B7zSAlOQKZwxN3qDU5ArpOyqryjUECtzEUv9xFPQKP282FL6FFAzEQTlLW3UECNsbXSgXFOQOt3Pc7PVVNAI7NK9UDpUUBAp/ssuXhSQEL4v28BuE5AGNOrKGQ3TkCpdDzDNC5SQLOK6uaRW05AOMSX/AlSSUD1571GIWhUQO9WfHRZMlFAkrX5Yf2EUEBJ1V5GDDZTQGCUqbw/ClNAkFzYpj82TUD5BWCIrXtQQHdmMbUWhlBAqEcpGHJCUkCH55rA0nNQQKJ5jmNApk9AncZ22FloU0DO0Zbv/gRRQKVqNWZWalNAuiHE8it5UEANlwVfReFQQPBA0L8ZfVJAkiaBLFMAUkBomhGaEOFSQEPILKbzZUpAeGiEDz8ATkAI/pxxz8NRQBW+9yFBNVNAxNZFkPjtUEA5XtiyohhQQPjrjG4xwFBAX47bTxYtUUAgHhMJOulQQDRBzeB7PFBAtKuMF5YpUkD45YI2FztPQI1HmqrQ7lFAig3Fa+FbUUBprE3/WDROQKMutH832lBAQpkCxVHwUUDpFbQCWbdSQLjREfBP1E5A0d/R6NSGTkCucoIwPYxVQFSbj0RMVVBAkUV5Yeb+UEDAb2YMlmNQQLvoBljyQFFAQ+fl13nRUUAv+WUEsGVPQFW0uPGMIVJA5fvxdJDYUUB4A///8zFQQA+GRBb45FJAe9atY6nJUUA2Zss8+thSQJxY3gMj/k9AZQOjghETV0AR7dFiqDlQQMvboQ5I1VJAXph0srikTUBPe7T7QutSQK1BNdgTtVFApIlKyeNXUEC7E3g5J5JRQDjs6zG+s05AFiPZE0W9S0BcWioO/npRQHbDM/xhB1FAWxrHk7ckT0As1EL7wqpTQJCLWse9DVRA+jfCnWnGUkDRFnyGidFRQCuc08ocglFAUFbZBBsVUUCjbiyixdtQQEEKvU1iFFJAFV04z5/EUEBDmmjTPPBUQGg/Zzpa8E9A1Jz9kMN5UkCRaPOX791SQLW+dtzf9FFAoZmwojTWTUDL5z850SVRQK2jGLYbA1FA2pNAPXwKUEB4TAkm8iRRQLZwzHI8RlFA8rgtWcKVS0DfmbRpnL1RQIrdLApu1lBA1qZpMS8XVECPExki6pdSQGLjxuBpCE9ArnAKzOtkUUA79FrcSVNQQFy4PEUDMlBAkrXjAAeXUEAlzutrqEVNQCj9fHupOFFAgJ8QhAEJVEA0unhzfGtRQB6EXfxF11BAUxYDUE6WT0D0SmfvpjZMQD+aAX5CbFBA9xyp9m9KUkCzzzo/PxJTQMnJrqwVBk1AzZHOXO5sUEAkzx/FIrRRQGB387kpHFRAUr6j827cTUBEXEZNArxQQAZMy6SQPE5Ap7jeN19rUkDFLYA2IllPQKWRnL3+QVBABGuOkX5LT0AKFC3HdOhSQJsuz7TfKVNACm+YK9aRUEClDiuuwtRQQAhXmfQlolJASlZ95gFkUkCyuAT7XnhRQPjjL3KELE9AHtha1SIwT0DUAFWCq5NRQNmySmIavExA8QsZ4cIoUUDzZEGXLa1PQDABAYlID1FAz9LmSZFHUUDdSLecI21SQGo5K6abE1RAVJTfG0vpUEC0MZn1ixJSQNIjasApS1FArmXCn9pmUUDDeuGFZTFRQB0WZM+FEVNAEO5JFw8zUEC5hyGDP4pQQHuOh+EHzk9ASGPTmYiZUkDbctHX4o9SQLC7RPLUw1FAwdcj+saWUkAb7gdcCW1PQCyBtY9XgE5AiHKa5EBVUEC4gxTsgfZTQFs5j6A4klJAWo/ICyKZU0APjMQ2NGtPQDcdFmRTJ1RA6AB+XLsQVECOfQVgTvBPQENOE+Yjw1NAIVPS+3qkVEA6d8mcRTlRQNhi4QLqjlJAPLPY7oIuUkBmRy0xqZ9QQDcUjMucLlFAtdBWZOpbUUD2A+jofiNQQElTK/dGJUtA+2aE472wUECIFgrihS1RQNlCVFrdMlJAThu95bn2TUDur28G91lTQFwXFkTI4FFAumVSNBZkT0Cq+N/uSblPQBAFOx4MV09AAm0yszo+UUD07AB4HDhQQENB5FTi5VFA5yO1IUC8UUArOxg8Yc1RQD6qUtJFsVJAWdCFJNO4UkB0035GaGFPQGARz1OsMFBAH3ADErgLUkAT5T3ZYFdUQPUgjI3lXVBAo0WfRUpjUEAtdmIZm0lQQFPI4Ccack9A50MhgZIkUEB1VdfN9F9RQHKx78n+h1BA+bU75jd2UEAnx73yyGhSQCIpADzGdVBAZvWsF3+5UUDug/aF11dSQN/WHsUD/09AjkqM9SsxTkAo6FwlfEhRQCowbDoHBE9ASttaTwAGT0BCvvni5tBRQJGwF1o6p1BA4UIHMct4TUCvIwVEJ1tQQHKkjlS0d0tA+47knopzUkCskGQ+LbtSQDjCSudWMlBAwLOw8WtHU0BfMDLrgilLQKHPuTnALVFA6I/Wsrp7UkCZIz2v/YxSQLfROWlLrFVA644cQ35iUUCII1AKb2dSQGx7PtvNS1BAPmcJKDG4TkCX/BqTthFPQLhh2ANrS1JADVleqO9oUkCD4Lh+IbpRQNvbGKgz01FA+tY8YBslUkB49/CHGsFVQBL/zoKbrFJAt1zb/L86TUDfwOuAgORRQOc0V+KH3lFAIOqt6JKTU0CBY9GwNYhKQJvM8MQ2T1FAkjMUKdNaS0D4mcLq2eBTQN0Kj1LxGFBAeepjYgOBUUBKVGnsPfdOQDvfBN84ulFAvLcRVKW2UEDqx2n1xBNUQGN9ll689FBA1kAz2nOSS0D6Od6FgdNSQGOjjUMR8lNASyzrV6TQUkAq+xoX8sdMQPmrq2DTGU9ArFP3z5R1UUCWkU2lCc9OQFoQkh4da0xAsTBbeXyaUUDABGh/MxFQQPxBgXfqGlRAsuz2ufSJU0Ai0eCNIF5PQL0qraF6Q1NAz/BIe0sUUkAkG050ylNRQKIRfAdcfU9AuE4j/eCQUUD8vbZWuMFTQB+LThyRMVBAKDCBnokBUkC6uviJpptPQLKZVuQ5+1FAAuHQVgpBUkAVJBvGKfhRQEUWh8AeO1NAGD4jIl4tUECvpNC/9YRTQERwzyEr0E9A/bUdNJIPT0Cg+h8M2NFQQJDAmgWYsFFA9Kuk7q3GU0A6trNQrNRQQLowB5pjcU1AiECtTCjRUUBFa1FNDgRTQLVE7vvtV1JAJ5l37tFfUECnVWvsTdxRQLXLgn2Cy1FAAOgOQnHLTUBs+sMtM3JSQJHnxcJNWlJAkJyGcmy+UEDyBK663bZRQNs05hvxVFJACxVrZ+xxUEDmcvigjixRQBoG9wTCJlFAxGuFOUTVUUBFPie9wTVRQLIaIwq2WFNAUxyxYKgpUUAr2xLDli1UQKCs+qkKr1FAwJ4qDkYWTkCTIjQjo6hNQLDKPgD4GFNA0YAZ/1RDT0CPBJNyIuNQQHsalALYm05Az0mLhx+rUkA61UhOL4ZQQFvuefdUEFFAXxScQ/10UUAc/CVtyg5QQP8jIvIvu1JAyFPOWY/gUUAJ9+nuD7pTQIVyGKhH4VJAmyBksBagUEBX6v7C9RZRQBlxek9VO01A/De5gls7TUAxRG6Klx9OQK4lnWDU6U9AkqENhHKYTUC/q6wJL3tNQIRQ5DRWTFNAYk0U4+iBUkCZecB2XqdQQCMgWq5nB1FA5os5bMUZUkAHFux1JHZSQAum52aRHlFAj0X5WPvXUUC6IilMK4VSQAtMnKwQXFNAYP2PJ9vYUUB6cGrIi7RNQIDnQu7UKlJAWc4smcGeTkBuiPsCuAZQQDsj4KU591JA3uCd9BtlTkA7n5Kwhq5TQJkJe+7woVVA72qiRay4UUAqG/N7OOFQQAepEEY7D1NAq+p7tlOGUUD/4wahzElQQAgZOZSvdVFAQ+PJSZsMTkBiSyXKASBSQDS7lCTf2FJAyiKrwqSqUEDcBrg3UUZRQB6y7eC2iVJA7MYjRt/ST0B/Mb4rArdMQBC8umkri1NAM8+ns76pUECJUg0u7ZRQQBM4HApJ11BAtT1Vv9IzUkAuGbasFb9RQDR538CShU9A4Zk7lhDmU0DutKGPywdRQJjZ8uNwWE9AOHVixLGPU0B0uR9DS4FQQIAK6vtIaFNAGK7zNlGYUkCMboF7JoRPQIPZW+S5jFJAEeunzYZJU0C2i6GhG+xRQPmVeQz0OlBA4Vw5hMR6UUC50dYKMl1RQEAY3ptDR1BAwoFFtINuUUCKiiI7vMJSQFbpREer1ExA0ptzEmM8UUBg6SJG9i9SQCrzpArWclJAE9KyQJgkUUBdr5poCmFOQOE+3RVm91FAY3mirSC0UUBLd17LlexOQB44a/iUc1JArgJZfVL1UUCA0xG6hDRRQPwRZ+j2tlFAtk+/YTHWUECxxCQWkYJRQP0NSHPcL1FAT1gV+OlQUEBHS82XnJFQQBsd6+Yb4VFANHC52NgMVECfiQJCYVlQQGW8ICTPaFNA6JxpPPdOT0BYXu9hEwNSQKQD7IfWW05ATjcpJU21U0CrAmhTI7RQQDVb1fDkI1FA0xkF0G/EUEBRXpFGWppSQB7vMijFy1FAiioLr41aUkAoCTe0kBBQQHPWoz5qK1FALOCGO5v/UUBX5+Mv/clQQNI4ntlzM1NAyTSRnzhtUUCfeUpgxsFLQDbTJyaUk1RAScyzPxTaTkDrOh4dFpJLQP+wsItEXFNAzege/YguUUD5l/1sVntTQLkyrezcKlJAjFdnZeA8UEA7+ED0VgJUQAKoOocxiFNAx1BoWpMtTkCfRNh+xHtRQMQX3I8crVFAmAGrUtRHVEB6QLS/GStSQD2Ky/sLEVJAEHFR6I/PUEBx9tbYN1VTQHhBqWkYNlJAslAkzhNKUEDjKctE1blQQDL8mM+PyFdAsoN4WL8XTEBIduKeFr9MQJhqyjO7JFJArk+a5zgTUkA7HbpkeXNRQNq3bc3i9VFADbIiR2lWVkCTEwDUNT1RQB0AIhh2hk5A/0iK58X8TEBOpM+oimdQQJQsVX20k09AVWcTNWOhUUDxsdA1wSJQQO0IV98n+FVAxN4Su6TuUEC0JlQALexTQHchg2cKXU1AUZHvbZkdUkDSixsLhQNSQPP/81YDA05AVgbMfbrfUkCCTp3TDg9MQNeutEbGqVNAJMnbsgeoUUDon0vPuIhSQBfPPu1XnVJAsxVqm3HQVEDGW80+kKdQQFEA55187VJAuNQW71gLT0CpWvEb4dFPQI0CmbfMZU5A2k1aP2/2UUAbEnNP2m9RQLhYsyW3o1FAYroHuQ0iUUDVESazj+NMQIIU/+/LsFJAzAkhW3N0UECUWN2LLaFRQJueTrrAnVFAFscQvNZXUkAFFvkYc2JRQJDmoM93XVFA3fQOvNRMUEBZiKCJdQ1RQI54ATKXkFFAutjQmpU1T0DOyVX678FRQM7NTmQ7ulFA9CbF1zT8UUDzqUS5qE5TQJPIJrgge09AS4J2SMpPUEA97x1zeuVTQJK2Ajnc81FAAZTvMvPuUkC1Uc5Or31QQMJTsmPITVRAisZrHqDgUkA9ZO5MsBJQQIShMEcfcFJApAgcE5OMUEA0f260fqtPQNysNl4YX1BAvnW/WEZMUEBjtxaeE75VQAAzVXzFjU9AI62lvzb9UUDEh6dqssZRQMKUJPTmolFAeEWXWp/BUkAce3y8Ay5TQLjMQcZQVVFAJ8gfWRgpUkB964Z666JTQEIS1aSJe05AmUUzhWEQVkBfKDQXLelRQI87rB02ylFAgKF8Ivk7UkDpXL8SynRQQKcDptrse1BAIXLwyLMXUEBsuULaJ8NQQP1fMHsqiU9ATzLUBdosUUC8WTbbh6VTQFisTFCBOlJAxnjnunUGU0DzVMGbxzBQQCZmQC4P509AaANQDrMrUUD4WKxF7spQQNf+lwOjiVBA4SY6STcPVECYkvbnI7BQQMikq3vHb1BABAhwbq76UEBjDI3dhFJNQIFk1vbwZ1BAFpflKNZ2T0BVifAKu/BRQG5tCNmzXFJALB6xNadTUUCXQe4gDLVRQK9xeo98tVJAYPtm/g0JUUAqE2dQz/tRQLSEL7Sle1JAK1RLl8fxUUAWISvnCuZQQA8nN/5rQFJAj+scmcXFT0AyV4275GdTQHnkkxPAeVFAeTzn9xwOUkD4xTxS9bxUQLoYVMipI1FA3mmHTBiBUUCCRF/3wsdRQJzXnx1IWExAv+WFtgAlT0Bzt1lwbx1SQCVbNfB8IlVABl4s8FN1UUAQZcS0xtVSQDMQkV6TqFBAtL8pJdwvUECgZW0NkJVRQK7ZqkBW3lBA7GyVAT4oVECMdDWCbItRQLCNVn9zjlJAjN6U2DL6UEC4N+v9ZP5RQL8z0IAV9lNAmZgTjNj2UUBI+x4XvKBPQFxKyEo/CVBA7TL+uKLHUkDyuJN3DXtPQA9la0ujUE1A1OYVHzVvU0ChjrzCo2ZRQKTC6J6XKFBAMXF+y3aYUUCbk808SIxTQLgen2Ut2VJA+e20jJgSU0Dyn2+rTflPQOt+RKkQw1BAMfUKvqmtUEDmymvxSGJTQBEis5WStFVACmdpf922UUClsgjR14FRQDMZyUDIKlBA1E7wRm2yVkAnQ+MLx95SQLwrp8vUwFFA1ceMaVqTUUBaMHZM02lQQOmtOj3NkkpASPXBiGMjUUAb34c4L6BRQPIyRtV/oVJAkfbySU4CS0BpnHfKqZpQQBEzOp2QME5ATO7sCMUJUEAjKHWHL8ZPQMHoCo3tkE1ABGsL17BYUUAD3IQZHCBSQOZbs2ov8lBA5zIrLSxVT0Cu7ULOZ5NSQBuqDXyhSlFA4PO1f7hRU0CZOlkNgCxQQARWif4tTE9AVx9W0xWaUEAwTBCbX4lRQEbszZOwzlBAKlFriE0CUUDeo/Tguq1QQNnIUfBVL1JAx7vlXZjbUEBz36mjS75TQLnBCW8G4lJA7mnIr8fmUEDVnJcO57dQQH7wvn6MKVFA9ueLnmbqUUBFPScOO5ZUQCYnfERQeU9AUWEYilLkUUBWU5nKL+hRQDB6GRQzPVBATOLz0siyTkAj/epUzWlTQLub+z13XlRAYROpQSOXTkBA43JlKOFRQDjxpf61aVFAcgqo2I5KUUAKmnE/eFZSQJB1uurTAlFARDE+CSuvUkCDMYsDrYJRQOYrLgs3+1BAvF4XF990UUA2MER8SBxVQNA5JQIChFBAg5GR+F0mUkDsNd+2tPpMQDEMaO/zeVFA92siWRStUEAye7C1UMNQQAcy6/EyN1JABlVcJSxHTkAhcVW5FfJSQNDs1GgKdlFAHColPIo0U0CtpgBeV85SQD1Hz2AA9FFATllDA9BFUUD2yRRLV11QQHKZU6k/wFRAWTDw8kUBUkA/2AQ63aBNQG3NkJlGVVFA6DGQnwcgU0BZ6rNc8vdNQN8iPgE38lFAmKJt/OqkUECsioAjM0RPQCUBYSoWMVFABxYIwajPUkBfbAPdPnhQQCvkkX5wD1BAgW6SBgTtU0AUE65SwtRLQD1dfN6FHE9A1Tc/iY04UUBJquYhtPRQQOH0wp8X+FJAV+IZmD8aUUD6Ye1PwHBQQPJA/Y8J1VBAqNPom/ecUkAC7HxzjWxRQMidy2Mgf1JAIZv5/KT7UUBkRtMtbIlSQOLLFIXEuVJAr92/XdlMUECH0Q6URehNQHP5SrkI0ExA/8keLG/uT0DwvXCNd7JPQB1vfcZt5FFAUXD9/4RcUEC4/NutuApMQIdJGVCQAVFAZ0UIkE75UEAs6F8vh6lQQFAu+g9IWVJAoNsaO/TRUECCTtl53exOQPE/FFm6IlBArP3DcUnkUUBLgnMnoW5RQLdWbmx8J1JAHrgbGwZEU0AooFs07+ZQQFf/6OsiMVRAbnRyI+xtUkBr+/9URLJQQO/H91q/m1BA0rFh00iJUEDvc1eLJ9xRQHjJgJHQDFJAVnCJbsz7T0CViY3V5EhNQK2sUVEZ31JACEssSXq1UECfXRKFR4BQQEEcme16d1BAEJjzfWIrUUAqdQAYxlZQQPe9rwsWVExA1+6V3kTdUEBuG2CmxmZRQCjXIt+W2UxAOaJJpTWTT0DlLEyrJT5QQDTn/hwiSk9AUjdk+YIVVEC0pLNxbjdRQIs9EnNd01FAM2/LdEHXU0C4ojb5TIdQQMseMV4sok5A2pAsm5s/UEA07mwKiQJRQHzRTpSbl1NAhtbm+xEFR0Bn4JYHDp9QQAJXhN04flBAmyBtkuW+UEAc2RFATY5QQGSJzg/9DVFAkR2iAKf8U0AGsgQQSX5NQPP5fJuvnlFAuRO5lE4eUEDmN2ZhURFSQHlEV8Txu1BAVAtJTlnkUEBVQ+a4ZV1SQMM+Igr/qFBASnrBiz0KUECG2+4dPLRRQEQ4jYPOQ1JA1XfBVHn0UUDCk7KsdGdQQLZfK+410k9AkeKqn5sPUECwNFBwMgpSQDZiUi131lBA+QkvTkIsUEBzYBWilDJTQM46viyGNVBAPoJ4wXFaUUAZ2uLvQjhRQABpkF5k1VBAN38dtisGUkDh+/X5vMROQKanMv5eVFBAM1++k93lUkCMgLzF7vFQQJz2d3lT7k1AjzkHNraaUEAzYVwyOFRRQDl6Q5XLrk9AVCjf5XmuTkBXvXxIU7JTQKHLzrgNV1FAKPIlnH9FT0B8a36gT6RQQGfAnDgRylJApLPYDIotUkBJbPiLRzZQQL/scHX2EFNAafovKolLUkC8KKtkItlSQD///Ay6QFNAHTxZn4u2UkBkS0XKNUBQQOy1OR72lk9ApV5cwA+9TkBhwCONTBZRQFb4ms1YglVAzHc3rYLCUkByL69yr09OQDQrM+6BWFFA+FGLVM46T0AV5JAftO9QQE8+jkqKn1BAdwwxmIwAT0BxyACJsfRSQARf8EmrcFFAwMVY67KmS0Djb4hPRlxRQNl8bAWns1JATHEI/KpkTkBIpnUuYz5TQPQVKx7vBVJAju3v70AdTUDLb5DJE6NQQNrbVhVA/VBAgUhPPdtsUUDFGft6A91QQFi0t1vWJ1FAf2X8PbZnVkCpDrVivJpQQE9aMLEKd1FA1+smhMKSVUB7/A8fuhRRQJDHNuy11VJA+VNZ8HPcUUCA1aHzMOtSQDkHPygMcFJAaHVNOnstT0ChPaJXTYtQQNgM9ufF/E1A6z5DxuoQU0B9UpyMnH1TQL46MIG3LFRAwRQSxpnJUEDRiibCrUZRQIXtqNd9GVVAR+oMhIoITUAEp7fZC+hSQB3lPfXX501AcCxBSv+0UkDwoIDNuyhSQG5ROhM6N1BA+PZmlHnaUEBRjqqAwTlPQFjuXj9kQ01Az1hKq8gATkCCpZYBAUVPQKOmbaZ6glNAFYNNZjiAUUD800G57iJSQJhi8uee2FBAlBAgOWh0UEAJlx4MCztQQKZi5r89I1JAvQN3Qt7QU0Dpnb6BZ4ZQQM6uI8mDtVBA907xkK5vT0A5Efs5xVZLQHQb6vFJJFNAMxbhKm8uUkD03SDtxPRPQK84UwjGi1BATQRbWzalUUAep/bz2UpQQOvfkSiUHFFAP12Uw3XFUkBi9lHl2ulTQD9G0M60QlBAXsnEHBECT0ASQ43lnVlPQFufG79jNlFAQAvnYmV1UECu1mSyafNQQO411f1kfVBAZQRslAdUUEBPUvBXKKZTQAOycMiQolFAYAS3k1rGTEBvxz4BnW9OQCjlF4UiYFRAX/BGRapPUEAI1hgRR2dTQG1LoMs6AFJA7KSdH/K3UUDzGwGpKx9RQLEih23/309AdPB/OSNgUkA9QTbci4dSQMUFx4IR6lBA8tAKFOf8UECVsNyzD8NQQCSNEX7dCFJAXq6RAtRlUEAwltzjH8RPQBTE3WRtyFBAaLYzu5x2TkAjEYzSSlVVQJpp3nCnfVBAgpGgTbklUUCL0qNtBuJQQNe5HhWe/1FAuU5d9JKOVEA+SG3ifBBRQA1djtSn8kxARcn1ds78T0COl9CZss5QQHB1lXaGb1FAS33RuOh+U0AtrXi4mBRSQCbzzDqm71NA+xArEb/TUED+51lUBhpOQG86rmywiFFAxGigfXG4S0AFlJ3iHCdTQI670gFRsFJAm88ceZTGU0CjC1YFVBhTQGA3/ObcvVBAQWuQQEJuUkBWmCyPHi5RQK8WxuvBRVBAIwZ7+1WWSkBsIfFsuiZRQBnpSfo1iVBA6MrP84WNVECvNZK+Ya5QQOsqbFvgOFFAFp7jm0YQUEBSxdu+f1FRQEOZG1QV205Awjd61sM/TUAyhQ8xV0NTQGXPmjItTFNAzI1Ye8eCUEC/oVL5f15RQBY7NsK921JAZ4I0hP8nU0B7xTpgo95QQMF16g2kjk5AyzJ/L2i1UUAICZAdjjxSQLu0EwAau1BAFYIEfNaxT0ABJCx9pJxTQO3u5c4UBFNAoUzefrYQUUDMFdQwDc1SQMfIR64TXlJA+fkkTPKTUEDnct2InuVSQOGl6FIB7VJAHsuRfUptUkDirJzanUBRQF743rH3CVFAiJPZgC0QUUBLiloWD+9MQGnShPqZtVBANIfLeYJ1UEAagaoaZv9QQIRaWNKDh1JANvN+TGGhUkDdVBtG3zRRQMTNzWLXc1FA0DkKzPYlUEBWBS+HfrdRQNwtCKUClVBADb6aJwL4SkBRDJYipXxSQGkaulgM91FA3QSNTqNvVECl+/B3QLtPQEOZ97ui901A8VR06f+5UEAqjhXfhXNQQB38qT9LNk5AUrTY3K2bUkCX+A9gU+9SQAOKWzevak9Ai9mZ1CqPUUC+fvGXjJxSQGJ56YAW6VFA5JBJ2FH3T0CDiLk+7+NRQMUBlCLFvVRA7ZJk59E4UUDqq54YZYRSQEBoXgxmDlFAJdpPf5O/U0ApOVxguzNSQIY1xrHklklAJRzosHXHT0CMOhxoa3BRQBiO6XAtbVFAbBIgCNJRT0CX53g7zwBNQNBrsvcKe1BAcEvOjHiAUUAGxSpJtoZRQMoFV0m55VJA61nGbnKeU0A8nlP3/wBQQM6hIxw+YFRAiYwx4T5SUECppmw3kAVRQBsKnezJxUxApXzeITgVUEAGVcPYFXNTQBgYqb6nGVJA3/AgfUpEU0AoiMTu3AhSQNuSqWy3F1ZAxbjVEyFRUEBO8xObUKhRQFsx3ZWgM1FAg+2ouvHsU0BHVYNJt/lPQDXWOWh2SFBADiykvnEiVUD+ebHZeuJMQDdLNJcVIFBAxILndNt/UkD+/STvqS9SQJPnPBpRs1FApKyJPlzqU0AvqUUKDAhRQOOpMx5uY1JAtauNdJpNUUBMVTwcJqlSQGfQ0zLYF1BA3xiO9vy5UEBR8hvn475QQNwlGCK0b1NA1yiU+1ttUUCkIU2GSitSQKo1V4M4elBAOLrFzgjHUEAc3R9vAMFQQBV7EtuNEFFAvjyyNsZZUUBLemxMLQpRQCTOg0cu6lBAani3TQcUUkC9je6i8EpRQOAhvWwKl1VAy9qXJA7TUUCOjRjPM/tQQJy9DYEEXFBALI+Z+zJQUkC0d0Z6lJ1RQDBP/77Vt1FArAHnHjihUEB/dexd3QJQQM2A+/R4ZlBAirKUSoMsUUDS/pm9+oVRQNuDc8CFV1BAlPxLXqnbUUDdN6xENoJRQOyCNczo4FBAiEQepHa8UEAE4uFCG0NUQPe2TqJCMFFA0DzBh4/BUEAYKbXA2clUQIsery+DA05ADir6YuIPT0DkWLb41H1OQDGJeI4yx05AG/pld9DQUkA5Y34MqYFSQO2PrtTbp1FAezBPUAdoUEDl4GW5U2ZQQHVVLe8lzVBAjqztpxaOUEB/OtIcEMFUQJFmV8GDA1FAAsqZU2G/UECwIUGI/SJTQPkgVYTjYFRAIDBeW+pOUEC1YXw5UbRSQKut9tJgNVFA7WL3ZiDLT0DWmxM3s7FRQDHtwiHKlExARqIyuNQmUUC+5Kdzu3RSQE3bZTTdA1NA8FDG61+8TkAw501IpatTQOmlh1hILlJAeCTabPb4UkAckuhRJy1UQPJSM72jfFFAlCFSZpKzUEAN/u5F7aJMQGLqQEBm+1JADTH8H4CFUkBXzzB8LCdTQMhLVy601lBAxU5CHkl7UUBp5aWdrBlRQLF7PYj+GVRA5jObJODEUEBzLheqL3RTQEaMofxatlJAR3hhPoY+VEAejWUBVX1TQHMrj3EYB1JAfwOFar9YVECdOZksExpSQPBGq7DttlBAtjCu44NzUEDyuBsCX+xOQLZYxdgb4lFAzhyL4GklU0BhWUdVt69QQEkT0zzgAlFAAurZgDpOVUAnbMrwzFhVQI531tcGz1JAgfmx/N1zUUDohp6yCxlQQPCsbPE/yVBAwg4Y2Bz+TkD5Mw8NefVRQOuAfyVhelRAfIVrhVcvUUBIQ2tRuJ5TQE4xLCjKSVFA1nNT27EHT0DR/QmkA0pRQF/G25m0EU5AQ6kLA0sBUkBnisQCjPJQQOg0VFZSCVJAA20026OVUEDLJaLcEUlQQNP+r1xzV1FAvLXqPFBKU0CZmUIBozpSQN6DC72aflJAhLZPr618UUAei3ygzltQQE8TOaow5VJArzm/DGu8T0D8APuKAWlQQIAdxHemn1FAQa8DnDVGUkCWvfvL5tRRQMAKfjKslVJAUy0TpC8DUUBaRqQir3VQQIOmAnMZDVFAs66lurp/T0C1o3VK3vFRQLlmmVRauVRAtguaOBS8T0BCPJZLnjNQQAEXU0WrW1NAi6xIJJoLUkDQymjzPN9PQMSbU+LoVFNA1sBEsHYHUEAlwSqFOTBUQC28R9vH61NA1J539ZkEU0CZhICb0UtTQOmD6SLAaVJAPNJPThpmUECs7Hcb7exOQHTbbPrO9lJARtMvssTSTkCPBb9CDvtRQP1fFOb48FRAWyrnGB0bUkBDPfMxNdtSQOHYc1KnxFBAAn8/A9kIUEBZYUEkGaVRQOT4E63Oq05AiQlf7/ZLUUDaXFUmlBVPQC/ljtU6oVFAB5PuoWJdVEBRnPpog+dSQIg41urktlFA90SMLKDsUUCzqywpJKBSQNPjjgySyUtAIS6IXtd/UUBq0BrbciNTQHcTKsyhhFFAZLTv6/AeUUAFTm9iPm9QQLDO1Kv5ZFFAvcxwv+bXUkBVi2HU4B1QQO6N6Wq3rU5AeH1ZhUEyUECuNtzljMRUQAkqLM7NnVFAWH/OCHs1VEAH3mbUjq9PQBHAz+cSWFJAnCxG+oeCT0BrFFCvU95QQMzB78RsGlBAKCb5peCVT0CB7Of/AtdRQI6MWHJVkVJAk0DVlHOLUUDvbWxBmnZQQN4aGJ1dVVBARehUw8HZT0BvlSwUgX9QQMKOz1oYZlBALuhAStpFUUCVmSecBndQQJ3jbQHz41BAgDSdCei9SkCKXQQvdSlRQAFLtc/5+UxAkerfKMB2TUAn6UuSt8BQQHNrzZYvTFNAHEC64kYkUEC3JiLwZSBSQKwv2tjtF1BA6I10H+TDUkDkgsnC2eFRQPq1ZDyyXlJAxKTbZ9XwUUC6GUPu16BRQDOFAIs1LFFAIIgVoxApVUBMu1nVhzFQQG8Nn6iySFBAQfPJ32eIUUAgyyOkieVQQEj2KPXnj01ArL1tK6j4UUAe8rO+IbBVQPUlkWajz09ADea/f2hXUEBjHaPijfxQQDPGIWgS6FBAfNGBaL4IUEAewYZuFRxPQKLBpngp9U1AP009RVfNUkCvUj3NHxJQQC7VATlo101AAA8yTqs5TUCMBjF6EaNLQItyyRPNW0xABUY7W1GsUUAUN7FQ2pdRQD0vb+mHrFJAysPvu9OAUECY5ulPfClVQOBoIr5cp1BA1udGUIesTkBGUyObrmhPQDiaiB3crVFAnVn2PkRQUkA072ZGK2RSQG+8Z9UmOFBAWC14oyYYUkDNZjQypKpQQA07j00xalJAFDag2k9xUEDV2dPYMmRSQEf0oRgNsVBAHmfn48w9UkBZLYgRGV9SQMn+2aTDUFJA2NbISO7FUUCY3fRq3XVRQNVeez//1lBAsMatD4jUUEBQUCxOwX9OQAz7DvcPLVRAtoJSo39aUUAGgl8gk7tTQBJd67iHyFNAPGPhoJ0UUUAvaZxWG4VQQNdUR4v/j1JAvJWh2BZMVUB89F6jba9SQNMh63ENX05AS81LXJoPUkBUKKZaF6tLQLS+Iem/AFJADDD85eJcU0D8fZQ0LalRQGCzKXC4LFBAqxQrFgmYUEAwquCC75BQQCWLV9rRBFFANv/Hx1scUUCiAFA59TFRQFtkWDUUcVBAP0SxqDiJUUDc6ZOSpnRTQF5GsNBY01FA5MzYwH9VVUBgn0jp5WRRQA45GUhKXVNAjbJC2ozPTUAKjVKAnsFRQIFI+QUHa1FAC0kr4+RIUECa6kPMLm1QQNpY8rfeEFBAA70IvdqBU0AyKmYQB1VQQEy8k3XQ01BAlsei8LgRUUA6gmjIWsRQQD5AZji9H1FAfKzJsjLMU0BOFHXxyJdPQCnCxp6ZyVBAC3YSA8r6UEB9CHTaKHFSQNfHbkh0MFFAfmA7s4LMUEAdH0Z9zeJRQHxvsMmXqExA6TQlVz3IUEDt4UFi67lPQKqPndu80FFAUNqIe0LRU0DJRKG2r25QQHxrRQYr0FBAL6dh8HWeUkDJmvi8kkVQQKYQ16tPTVBActRM8lQkUECmbwH7lrJRQKbT66E6oVFAEvKVWnbGSUBra3xxcERNQAyd6fzzg1BAS2zExK1HU0Agx/Fx1A9TQBudzWVKJk9Af/mWJMNtUUAIq9MJ9M5UQBjQDWsG5E9ATvNzZDi0T0AnZourjgxPQKgXiMcD2U9AghzULxG+U0C+s5G85CdTQFoWLI78dFFAU7B8RoRzTEBS9kYhEVBRQGcGHp9gG1FA2r6AP6WRUEAn3jlRCFtPQNYWKTkTBUxAUkaWCG18UECq3FqgU4FMQMrOpb8GR1JAqLA/yDzUUEBlHmduVPNNQEOEVsNZwVFAq3xj/hjdUkA1nNZ9OBRTQMwNo4+FNVFAMhNOruAcU0Aq6npO7Z1RQFPNBusWiVBAzLwjRXb/TkAaFnLvW6VNQJzDEApg7FNAe5jl0ONNUECQGqkkqtxPQCc7Bqb4rVFA517wu8y2UUB+ZU5hKg9PQDeJg3bOulJAmEvu0BA/U0D8P1CbCE1PQPamg1aqrlBAPnAXJwLcT0BhowD6jupRQPiXh6zI4khAQmSNMloEUUDHwMAUjaNRQNIDq0NrHlJAC8sfWAq8UUBdLqK0BP9SQIlGx6qcnlJA+AKmG15uTkAge+AiawVQQHBY2DRKYlFAM60Tb6WsS0AC/UjcoX1RQHY81Kv9005AWNkbg8lqTUAzDk9vsZRRQN9SqSqSb1BAwEylnLEOTEDAOQQzF1hQQEUZmZHcHFNAwnbTNWX5UEDbGywE3iJQQMvQ5eIeq1BAyfhiAH5XUUB9aDm2kftUQJVBsrctAVJARICYzhxNUEA7caV9WFRTQMDhM3zUDE1AcsaVLknmUUDoGCeUx6NRQKAxC9ca81BAJtEergSuUEDWnyein11TQLd0K9iiWVFAPkJ0Mk5FUkBpb4rNKOZQQL8HtHYtkk9Am15XS3K8UUBy+oJklrJQQIfDeVuWDVRArQ0HNMILU0By5KjeQbpNQKrfa1o80FFA6uqdj6PiUEA05RnCGuZSQBa71XohplNAMXvVCnmZU0B7EgkqbgJRQBp5EFyji0xAXB/tiYlBUEDwD2NKIMRRQGsI9Z/aFVFAmBtf+cerUEDUTJzBZtpRQMJtaV5XtVBAKuAKj99oTUAdRylJocdQQMsxceapWVRABSnsgrC4UkBMCY7dlJhQQE/kQQLXZlFADPTCwD77UEDduarClKhWQMYEISNLxFJAvjsAHocGUkBYrv0PtXFRQNVYa6qNpExAtFGrTRnoTUClLU/Z4ttSQBzxxQX6lFBA6CqUMUAcUkD4xKYywq1RQGcH12GaOFBAU8qgnmy/TEARhTCsMIBQQORf+jucE1FAt+EMSbnhT0BLX7J34RFSQFvKbYVO/U9AbOOKP6WoT0D0CCcVcVRQQETM4DikNFBAC/d78blfUUAwB+H+CKdTQEOI5NMOH1FAllCDRcwJUED6hnoB83RPQCRK2hDWdlNASZB9X6xWUUBncZIxa8pQQJ5tJv2PAVFAgf86Ig9eUEAsKlguBeBQQIyrTOsv4VBABweJ4AlpUECxVZxL725OQPZQIp/BVFJAN2Bs1Z/LUECLNdetbHJQQH1CNKKZyEhA1OzGJE+YUEA8aHiyvABTQHHBTMPzME5AJRm6eboeUECwKyw8YH5RQM6Hv2lOsU9Aw08/AxybTUDajRpXAJxNQOnZHzqMdlBAlFIRoQHrTkBFs567Bt9QQNdlQ8gZKFFAwZA0WNdfUUCUcmRdaXRQQHsEdDa7nE5A1v367A56UECuednZjCpQQMFtJaFMBlJAaDfZnsL+UEBm+qp/S4lSQBWtuU9Gc1FAa0wNfv3bT0DoE1hECB9PQJvu4KxmOE9AZ3Pxxkh7UEAfu6xfdcRNQJLbvVmBNk9AGtDmoU0vUEBQkx9sL+5NQEk7xh7SgVFAtQr/BOiFUUAzs+Me1ElSQNPfP4dcklRA+v8FWMNlUkAyM6s52rZRQJmL1fv1zk1AaWxeo0hrT0DuqndGmpBPQCcvZ28kzk9ARHPDWMBoUEDotplQRDtQQOpHoVq+klFAYrH4ehu9U0AVRHkKPG9SQK9B7BcJAVRAoShLHjl2UECvir8rgG1TQFNZbema1lBAG7Mul2j8TkBXWDo7QptNQDkFfPKgWlBATISHU8ewTkCx0VH/xSpRQOvcvGGEI1BAp2O9pJaJUUCPuXploOFUQF4HrcEv5VNAyWeFYU92TkAenMmo159RQLUuf3UYQlBAYVeQPIh0UUDcuj9x4XhSQNG4RTorgUtAL686QgSVUUBXQ5GPDLlRQOtFkI1K41JAVm46urQMUEC9Lrn/9p5NQJ5dKCMqt1FA6GXg0VesUkABKLj2g81TQAaiS9B2Ok5AgDB75DI5UEDQnkO2iIxTQBlFi1lNLk1AxaA7rfhKUECS8MOAFp1NQCLTkL152FBAlUtXY8OCUkAFWmt7321SQK04nMHjWFBARjG5k2EDTUAhnXQnLe9QQNcSlbdyn1BA9AdHsuYcUkD0VpoVjphRQLohiIXG2U5AvERjFly6UUCLlb1WnlBPQHc4o3Lo3UxAX9iDz3BRUkBGFPZ8FWZUQPE6sMp9eVNAZPsHmGw1UUA5zrJqzbBQQNvnTIHDZ1JA9pgJoIlEUkBcA80vnEJSQG583f6LYFFAiWV+1vlFUUBNEwC436FPQGCdaYGsIk1A7qg4ju2MUUDVzFJyHA5QQLS0L1ffk09ASZ6cq1x2UUCOkXnP2ulRQIMZyXp2KE5A47LrQXt9U0A8MNtNfT9QQKxVUFIpF1JAMTXyowBWUUAQA3s/XAxUQCeaIdFtKlBA4xG0iLfVTkCQU1IF809RQLhHJGLzzk5AOZznjXPLUEBTKqneMuZRQH4+nQ6UZVJAxbddQBSSU0CZDi0RtixVQKL0rH6aY1BAJrXwKe2SUkA7yLe2F7tQQOv7wjEGnE9A6q17GH0vT0BJC4Ab6mJSQFw8PHudMlJARYVeEsfiTkBHIErnNw9RQMCES36nclJAtxKDHf6IUECB64/VZ9RQQIFYhtN0qlBAWClY4iVuUUDclc3lKyFSQHATPAliwk1Aqo/Y9tylT0CPlIBvi2BQQC3vT4tRTVNAlA1abm16UkCZ3TiezalSQDndTWFJlVJA0XMt9ooGT0CSrOqAUp9QQDEdb+b1XE5ADWu0Fry0UkDmjs7iDQdRQMAyV9SOElFAzdNp8OzsUkD4/HyqgpxQQDa/InJJV1NASOwzOFppT0Bq2W5kIctQQNOzWAN18lBAVJqCBh2pT0AiS4CB+TNRQAam4hoNLVJA6Sp2var8UUDnyl5/Ys1PQPcBtX4qE1BAq2z5zvtMUkAzaYciYUBTQK7p1sNBX1FATWSulqluUkA+O6aOSNdPQDgAFMsVGVFAD4GPborOU0D+0H5AhEVRQIN/36CisVFAZp1+VjdXUkAH4SDFId5QQDroSXHbflBAg+6f1cbbT0DKvVlrmKRQQG44KXGX5ktAYoKQDb6yTUBe35dshXRMQFP/QpliSlFA2fkBoKwhTkCbkjvY40RTQMT86GZFiVJA/NySe3ifUUAne49jNZ1RQJ7h1TE6409AFfCG2URgUUBjxDrqmZxPQCLKRm4NPU5ADXC7ji3iUEAqbGMdcD1SQGpLlXqKD09AVpQ4NWRTTkAqV48kTQdSQD/+QiknclFAGUHisiB9UUCgOJpLRrVTQAEv2SvsE1FANmcjdWDSUkDfSyu8LxJTQLnjnSNIv05AguWY5S04UkCtUpd5JtJRQCc+KTAce1BA9WG+jiNgUkDp62jNvXdRQOs2LmwfdFNAXiaRzg2cU0Au9t/ZX/FRQBLcxE3FA1JAWdvt/x0vUkDND1IDSf1SQPQC0IByGU5AyYAdogP2U0DPvHZgiktOQFZvvsTVclNA7teyXk+jUEBAxdYx3rRQQO0gKj1WBUtAlk0VQbDBUECgE+QSbZdQQIREbpXRjFJASH0vme9qUUCvICQc3+VQQCEqJPY3V1FA5Y4tGvdqUECRFUTHmelQQHCCR16fM1BARAo3tWYCVUBD4LRa45BUQIpn4wvXglJAPYC0/+GdTUDm6Wh2v61QQIbddVIc2U1AAqhAd/VrUUD9V6Hk4ZtPQM0ZlMcp+lBAVKo0adWfUkDyL/Kz/hNRQL+RY4BaYU5AVMm8x9bwT0Cxo/1sK5hSQO5D7tPZClBAsfINFWaPVECo5cVzhXJPQAjz2oeluFFAdKIY+nWxUUAnJoJGi25QQMUtIZA/g1NA7+ZyoIaJUUDtT+rNwDJRQFLAkBzIQlBAhLoHo8xEUEDidi3eurpQQPGJxVtLJ1FAXjOgF2POUUBvpVs9j5JOQPNVSpl6DlRA6ixDZ1uJUUD2+1pA6fdTQHU6+EiQ5k1ASkiuD6sJUUCv0HmM7kxQQDTxzNm20FFA9z8x64WQUEBpCDtrA+NTQLW6CjxnYFFA+yZWoYA9UUDssrx7AIhRQB4B39P+e09A1/7nnNpcTUAyhXVSU/dRQPktZqrztVBAQChVqTrRUUDgCLRCuPxRQJlgvtTBsFBAQjq+VEgqVUDAFDNNIadSQIvFVt5uJ0xAiLExeb63UEBU70DFYwxRQHlRHvonklBAtiTJRjn8T0AB8kOczzhSQD3BYmEZtkxAtllqTtesUEBsggzkhqtTQL/Ri13Eo1BAk8ES7tRGU0Dpo5oL1FxSQHCzz+04ZlFAVD9oxipeTkCvBS5vHVhRQLxbh1MaElFAk+XdU3W9UUC0Rd1FIzhSQFdcUsxAAVJAMka8wbFiUUBEI2yn2plUQEQAJKnDyU5AECqTsTo2UUBNzUbHm3ZTQFOc3sBxQk1A3N6rJYT/UkDLUIhyKNxSQCFdgcbbllBACG9tjCKpTUAtu0dmsiBSQAEy/9aRhVBAEMGOOwKVTEAf9vQIn2RRQJjRVoUUx1JAUFZriNjlUUDb31PoM1FNQE1hK9cV5lVAkQCaTUtBUUDghX3MluRQQNRQO6qPWE5Aqm/rNySIUECwJNG/DFRQQBN8gTp/lVBAIpKcHZk2UEDSXmqcoItRQHZBU0IC41FAbrQmX7xBUEB2SnphuAlTQPJOPJsANE9AL7YC0F4dU0AqtornYZRNQBHRyPb/G05AAhBRWeXUUUC/9Jk9DgdTQCf47ZdAzlJAH7jHROjFTUAn6hb9s/BPQHPuSQQKmlFAlJ7F+P7qUEAr8lkwwtJOQMQel3Mg5FFAdendQLFfUkCCQBkMRGNQQPDj67w3ElFAa9QtaqVGUkB4ckEm1QVRQOaQqzkB9U5A2N8qjhtpUkBdysQVyMNOQIX3RPyfBVJAPTulrfsmUUBO2+tXM5ZRQEfiDs1as05AmW4R4EnVT0AP+dNyu+xRQFCsVgOt5VFAmx+N5n9jTEANg4acLgFQQLFPq9h4jU5AnuVd+hrqUUCvJsYjwqNSQNmn7HUJs1FAvpOVFTFOUEDdpu3pFKxTQMHLCQThO1BABKlpYp6SUEC7LmQfYiNQQOLIy6J5ck9AH+U3TAG3SkD+jeeiLDVSQHz1cWXc6lFAXQAnSChnUEANBf4O559PQNzn9+RUU1FAKUXbFqRDTkDZ7l0xsRpRQJiKobYGFlNA6hn6TdSaUUDGRRwZlaZRQN1JU+sRzlFAzRBe8eC4UECVunJrkOdOQEOMiC+/tFFAyE/FBuyuUEBXsTlsAlVTQCjC17j/glBAUgsEyBrUUUDttevx3FpTQMMJ+vxc61BAoC3r9WZLUkBs3nK49v5OQMJ8+X45clNApFHLq/SwUUA6lRnR2RtRQDATcoFW7VJA2eaSoXEUUkAPGVOtDzlQQPysF6HJTFdAqrtLYaL+UECHFWGCIbVSQA3X7Wyr/VBA0qP/lJc9UkB50Bg3j9pOQF1CADKENVBAMZfh2XsnUEA+hgCa4+1UQDy2KeN2dFFAgsuSWDrZTkDxyMkycWxQQLmNw4M211RA6+ZS03s0UkB/yT01/DpRQJ9y3mRMREtA95ZZMR7pUUBMIUATOgdSQFSUegHSRE1APVtT8834UUAqvryRN7tSQF3TUB0nS1BAKDgyO0Z7U0AJELRlS1tQQHO8TNMSAktA/G9vtfKyUECeNxqWj1pOQOMVgyfI91JAY/zo4fQZUkBhkjawqIJVQB9P/7DhrFFAZOF7tPOZUEDFs6YgA/FQQN6xeuo54VJAfJy0EODpUEDskbFU1+dQQLdg5EdMZ1BA1zfgs8aXUkAxa+AKHppTQK4zRNC5QVBAQiIw+szhT0AFKxKJvLRPQGRBVQ2ojFNAqMuIdORLUUA7pQ05bzhQQCvI9iIBSlFAd6czp9tCUkD6EvcGBJJRQGJkRdKe61BAXjsxYFrkUUA5dPxIZiJUQOaRHPYQGVJAGZU0rO4LUEC9i/hnR7BOQMT3aYKpi1BAiB1jcn80UUCXef0oyVtTQDLY8HUPf1FAKS+wCBXoUEDF9XpK3aJPQKdeFq3aIFBAFzaJoeBDU0A14RhIssFQQGywIxBnCFJAKQc4LBoPUEAWpy7W/YVTQEmy3Y5zFlBAQeXVIyFLUkDQHnyRQ2tQQHN1SGej0FJAaE9JtBDhUkAMkKl8VylQQNxFwK9ZalBAGpKh6VQMVEAczCAGsZ9RQOeYavNNClNAgN7idVQ6UkDJJVXjQ6tQQDZewV7AxktAoItKuybnUEByKaE8VyZNQJLbF7NTWlBARTp0qqOqUUAboTVhepxRQPZDWNw4bFBA8Q6vso5pTUBkiT0N3yNTQP2pVneLqVNAjHduUBLTUUBC0515lR5RQBToIHNzllFAqmszAOdlTkDkeBd8PNlQQJDedmivS1NA43x2YiGsUkAyp/h64mFUQDb1Zf8DIFNA738QEUNLUkBKY2YImnBRQNYtph13ilBAiRw7WpIeT0DY2mwP9/BPQFAc8QlIJVFAuC8v+0AuVEDFuj41pYVRQDub0ZfYyFFA2Lkbqk0MTUAeNA+4Vr9RQH/ZB4BCVFJAHhDMXBcOUkC6nmQea6lRQE7L4pq3jlVA0l0ncDswTUAH+mrWJXNSQHKidmeYB1FAlewJCb4FTkC1wRLrAllTQFtIGLxDNVJAHcL+/LINUEBAz8f+zE5SQB6j7w3+mlJAzPpFvDzVUUDhG1EHaEdQQABnq1ijD1BAEuBg2d//TUDNftRTqCtSQDX6MpHoakxAvHcMmwE3TkCXaMnQyZVRQOqeLeVXpFBAtu0dgXaFUkBJ2FnJdj9SQGNCx5rem1VAynGCZyWJVEDyOD/N42BTQPxSoVyFm09AXPIsdQH0UUC2eBYzc15TQKNEi+OrdVNAe7gl6zj+UEDpe9FmTw9QQIxihghz9k9AaQJT7pM5UkDNJ5jY2slTQCeI5pddAlJAR8G/OkuSUUCBTj5eoB9SQGFNBUzYhlBAaI5GJKRfT0Byf+szjYVTQNTPg1Q1mFBAB6USqyAdUkCe7gprp6lQQFcHrMK9l05AMIKnWDDXUkBxRvlhMgJWQFR2C93aQlFAnvvAefKQUUCvvILrvQxTQNC9kWGNl1JAu25ESchvUkA3XgJicIVPQMuLcRRtPlFAMQDt2OSLUkDZTiUzkFdRQHbHm9fCR05AKv5KzvSKUEAwR4oj9lJTQKHY16Pm91FAJlY6BK2mUEAXoGyZgtpSQGXLOUnL4E1AOnzI83iWUUC3bN4z0TlNQMGm8Xor01FAuCWwqliETkAVhHJtE7ZRQNJqVdTg4U9ARVqXRAFoUUA7/I97HRRSQJ/23BaKrlBA9oGgKslHUUCLbOj3y4lKQMn2oibl81FAyInYobNVU0ABnqq/XbBPQHBuLf2YklBAD88bT7rQUUAqAjcQOUtPQDu03CNim1JAuoGQsYWNS0AJ6KIVEehRQKu6JhF5nlFAKau44a7zUkCGn6gT6PJQQBn+Z6qInE1AdfTACEHCUUCUbmgvPd9RQBuPoLMcNFNAg4GUBdyfUkDinAeCpsdRQERwHFynLVJAmuneSYWJTUCBJWPSY9lNQCCQWevC6UxAuvFmp+jnUkDtHXSKRuRKQBpqH2ssD1NA9VNb8elsUkCR6NBYu81OQM50zTTxSlFAymcje4utVED4nekvRQRRQKrszmGhkE9AEfj6G/TAU0BQV87ZTRRRQCbr+Q9gq1FAihEYa5T2UkBaBFBTA95OQPTOlKFlG1NAlCHluRNeUUCspciN5/BRQLCa/JZqAVJAy36ccL36T0AocEgnA01OQHWtOcJ+u1JAj/JliIKcUEDXiwRv1fFSQC2IK2qzA1FAJJ1/DnVyUUAaQ3V2ecpOQF27b7J3gFFApoNNRDLcUECvTJVNIwJSQBDMtJ4NC1NAop+k4PMLUkC20ltPW89QQJcpt4LlUlJAENTEuvVnUEA9YuKDIslSQMSLi3WFbk5AEMVtbVoSUkBBmKmyNuFQQIKzkVIljlBANVrzhuGNTUBG77M2pKZQQDZ9TLocQVBA8+ZToP/LUED0XAjjdYNSQGwDD8dpR05AtfzKLc1bVEB+yZ6dFj9VQPdE4J1+kVBAx0/Usq5YU0AvFgsK9l5QQKZQlEAIME1AggAooC0ETkA3qMX90ylNQBx2cWgFOFFANT/S9iN6UEC8G8+FcB9NQBprBoghH1FAUNpmAox3TUBNUKu/JStSQMVLhOmFSFFAiB3d6KnZUkCA1xG4s7NQQIbVZn7DfVRA3Cu50Y/TUEDredDne7FOQKhYgw31K1FAz3X1nx8YUECmB8fcjp5TQArnWmrEClZAyqtINhvyUUCWqi0SjFNOQNlMHp8FY1FAW0YDl35RTkAOysvCJDRRQMZ8abFwT1NAU71j4xDuUEBKWSRVaoROQIfCyuwS7FFA095bSfz5UUCWxtqZlA9QQE6/6Q52dlNAxOSIVptfUkC2Xl9lctxRQCT7fFvJxVBARamWQXYLTkBkkD3zL21SQNh8firsUlBAiNh0vNJRUUDEbBZGCwdSQPoplHg8X1BAISBtAysJUUDMPT7giHBRQF0uFGf/s1NAEBgUNOaxUkAODj/sIshRQNrWx19hE1JAhFEy+Kl4UUCQsoZIAhFTQGMky4bQXk1A2a8xtkeIUEARF5pbAKFSQEeD8KcJ41BAaTHyUsczUEAmr5oH9r5PQN8+4CKG6E9AOU3exjCjTUCP2lelsBxSQHULWk/NEE1AefkgnuIlUEBIkJzLA2xRQPXrhC2VIFFAGCDFm0z9UEDHnqmx6oZRQNsX0nrwEVFAgM4s3l5CUEAvUM/f4gNQQLwdGCDj+FBAOTiGOs/jUkDNNILL47BSQMpmnW7rgFFATZqGoznEUEBZf0x82sJSQLvYN8z1FlNAQzt8SIKFUkDX4ywahVhSQCAp4oUnQVJAH8+4J144UkDe9Sz03K1QQPN53oPW00lAmOymIv1SUUBy9NJaIbZPQDRk3B25zUtAr7PDSX3WUUB4nWsI5cFQQFhxTmkoyFBAxXP770olTkAo2OlqdQ1RQCJJvCSGX1JA5u46Ym30UEA2t5TGv6hXQEn+SP2fq1BAgbHbXRI/VEAlchz9zURRQA4QsZ7CiFFAtDaoVUXPUUCqoJGeCxJSQBxMrEzv11BAqTH/Afc9TEDJCY44YNBOQA4FlhDwsVFAwIORwz1bU0BYaYzfXoJRQPXDnjGdxVBAqGhvQ8QuUUAiJ1eWOudTQK8Inx5ZPFVAth1ofOY0UEAWkjsT6NFSQA0aODLYqVFAXifyKFciTEA7/OxNDctQQIgpZkfbIlFADXTIuiC3UUA3Tm5QsbpMQDgQZamqMU5AG31bTecbU0DULoEVtVFRQMBOYGh5RlBAZ659/3awUkDDnbejB09RQL3QkLCRpVJAtqxN/NoZT0AZZstdn1VUQMn1Af8ji1FANBH5frHUUUC85RxIp/JTQADJ5RQSPlBAVhAeBvpETUDJtZ+FA8BQQG1ye8icTFVAj1lOYP68TEBZcfzcCkZRQBFtIomFcFBAPHnQ4b6hT0D3P+/R3K1TQAexmnNnVlFAY0hV0BE6UECbGMpbKk1QQGfztTwVBFJA9kU2DB3QUUD6r1EV2gFPQGuDqfTmIE9Au76YQLnzTkC3De84DohQQM5q8MlpL1FAdLqjhf03T0AI5s9HZoBTQMXV7aQJ9FBAK61A+JQoUkC2Z6Q6Kb9PQLKM89adyVNA9jdnxDwuUEAjDh03nmdRQAtKeDsqn1JAzQM/dDnpTkD0ulX18N5QQI5kfOLeWlJAlsCBjAE2UUDy0XYKKVxSQMhFHrSIA1NAmvke7qgdUECqrDz8oy9QQMCpEaqkDlFArKLksPdzUkB8LnHEc4pNQHtEKpdMq1RANppFGiWPUUC6AGRLlstQQC3Z+lY+R1FA7OAPMAd7UEC0YSXBrYlRQLDQ0GTAaFNAprhb5QJKU0D9cfRPS+pQQA7fn2t2yVJAluUFHcVQUUBxrbFVMNFQQE2p79u6gUxA80SNTw63UUCuPy6LIfVSQHLC5m6WTlJArdwOVPsXUECgJRI1ZgBTQCoArc7p9U9AyX4gtWj0T0D3utefFCFSQJcpo94KulJA1uekAVsrT0Anhq0xvAhRQHwVaxuzik9AM6nb3mBzUUBZn2ZL9dZTQBP+b1H9qVNAIqpOYUHKUkAsWMr1xE1RQCWHPKIGgFFAtglGAOzLUkCeU/LAOMZQQK2kSc1SolJAMYTb5wkRUUCKzdX/7K1QQMXbt+VbxlRA6nUig1BuUkCnB7ZpM9xOQFotWNKPylFAV73KEzGcUEC4+b+uT8hRQMWTZ31SBFJAj3gQIcgdUkDjImYPUBZQQJG2ePG2yVNAzgGdDCj5TkCC2rQENctQQIp4vZmkHVBA8IZ68KdMUEArG98ZlctQQMF+iHGgxVFAzzsZf/93U0BiHqlw+txQQB1dEedx8U5AqMhUpO4XUUDCPkKIPn9RQB5EtUAStVBAsoOa2eONU0C1oKSJsidRQHyxmV984VBAZqqAwJSgUUDam5o116BIQBQCyAIX0FFAFeWuB9y/TkCLQdtRkm1SQNp1Mg6RYlJAhR+ZkHudT0Bbw7oxjYxPQFqxWJesalFArq5e+ZW3UkAvCwcb1bVLQFxQetPEulFAZpxvguyWTkCogxN+Y2pPQHF8LlRXjk5AMjSC0f/ZTUCxVUrC+ZhQQK959Ht9A09Awq4KzHe6UkDBgn8vXpBSQCIxcOUWqUtAC11+0+huUkCEtUmNikZRQHJwNwbr7U1ADpJWGXA0UkCzMH6K0/lQQOGc1pb9RlFANVGSKji7TkCorNRYwA1PQBAXBTZer1FA2bcyQiQRTkDRYkrr3IpSQG4CIBsK0FBApDUh2jebTkB8hVx/jGdRQOe4VXtUhE5A1vJyhnbqTUB+XZPHF3BMQLjTAKRQMk9Ac7Am2OgeTkAcAxY3txdTQBcyAuouMlNASfCL4RQoUEBzqsRGdUxQQOLes2JH3VBArSBt00OlU0Bob1fDPd1QQD5J0BwyOFJAvPPlA1jcUEAPmuXK87lQQLucX0q8yUxAPWL/7a9mUEBQUEuW0WxRQOLNQJu0t1BA+wLpdwvSUUD9WRcJx+1RQHPRm8KHrk9A2rYo6VkGTkDm93anbvJRQMqpNQERvlFATQi4v1dCUkDEl9JM77hRQEJLrZ5NgVFABXUNAtOBUUBylw6RL59QQET3IyQh0E9Ar0grVaFDUkCFFmyYBIlRQLhuaizHe09AwyfhjJArUECQkAGkeOJUQKbL6qdSsFBA759Bp/3yUED+/r5QiDRQQCpJC08BZk5A3uS8aqWjVED8NVD5/E1RQNw11RYdMFFAQTP7ck78U0C8RvFFD4lNQHNuewtDwVJAK6skWIBCUEA+AjPgrnNQQPLY+KWYZlFA0C4RVjWBUUCtQo89vghQQO+IWotLKFRAE6oJy6CiUkDBagjKI3VSQOuiAExJNlBAZU5+mq8QU0C6B5kxUs1PQBTZs4dLBUtAKT3/JdsGUEBV5wc9t91TQDc3CgtMa1FAhLa04wg8UUCt1LDlBF1UQCFLCh2+ilBAXKxJahmVUUAjbMY7nKdJQPvTt34v2VNAAtSwakqUUEAVs9NL5EdRQOnmE1V3C1FAJWy4tFq4SkCISws01txUQC0uq1QA1FRAAtck0cNST0BS/i9ixcdQQMQ9zq9r0FNA4HMysxTgUEB48Ol5Cz9RQPL8JKWV/VFAoR6aPV55UkDvv4zF0FlTQIkywIAvOlFA9oIYIQ/LUkBua10wElVSQDUsIwZOBVBAHjbuAFffTkBfXVy5HBBSQDsBAI1I/1NAF9Yuf2WaUUCHtR0zwNtOQGt3u2E46VFA3eRtLhf5UUBUmqDAX0ZOQAFHHrGfvU9AeisRfXGSTkDmG5CFe6NOQH5UJnn5BVRA+epvzkIaUkAYP+YN2a1PQNQBZhFluFBA3X1JbdxuT0BTG9nQjL1NQP10ql0yr1JAE6tKPo/zUUCsJCo7j9ZQQOcl+gW1b1JAsiBrge3WUEBVTYk3LPBRQH05+gqPkVRAqyh1dP8iTECGuXWMhI1QQAIxNypswlFACVy5D7oJT0BbetDLm1hSQOx6piNtQ1BAAFVpyp6MUEAFsgY2suVPQEnn+bGrM1NAnhoOlOgpVEDB6inLoJ5OQCiMHStKZ1BALtVPT449VEDjQUjVdrdTQPJMDIq8MlBAmtNlz89fUkDNjudDbmJQQBA/cT1Gt01Ag+f0opwwU0Det26tIpNRQOLQC9np71FAGgNREiaGUUBZ7Kd7sVpPQHRjUkJmglRAg2HSWjghU0A1kacWHE5TQG4iyqOok1FARZ3WODP0UECKt/MUmmlRQJEMm2QG5FBA5HOsqFLBUEChf6sOaqNSQP+YpnPGuFBASoO1l1zzUkA2KDyznWJQQCPVOK9B8FBAjSenruqvTUCtmS5HuE5RQFRurA/dL1FACuv1wCLjUECTjnblK21UQCEb+p5TAlBAcGpi8i8mUkBvkaOfYjJTQNhQCQsIG0lAWzW1FFBcUEDhKng10ABTQMRxiOtWhE5AdhGg6HvdT0AILETDcBhQQKFgceg+Mk5AVXPaitpOTkCB1wpbu7xQQAeD+fzuVFFA6fmJNWmFT0C24cXYKy1QQOhw6gjfl1RAEjFP6YKFUkD1VtcMmDBRQClcGCS1llBASG53OCe+TkDjCiUkju9RQJLU6/E4cVJABBj//KadUkA9u1b0uN5RQPzwY7l2Q01A4N4JdHTDUUBKrw8ZT4ZOQKd3ARMR+VBA+66bVWYYT0CDqe+o91BRQPyUpde9JlJAL32WvYhzVECMQdszsi1QQKrLjghrR1FAEQ5Annx9UkCVPARaU0ZRQFVxE8QrQFFAfFUqVy3WVEBHEAEjclxTQE8OgRojMU5A/092LqT3UEBIC4c4525QQJGHcN7Z3FFA6apw7Z1/UUA51YAQ0R5OQCRUvQY1ElFAhqFtu/qrUEC+NkDVsetPQFRbwAQrzkxAMcC1rjUhUECPOv/IrmlPQFPb9Jk+2U5AmQLdwDlHT0DgVEb5J1BRQDOe9pqw31JAyZVrnl6QU0C+kkRwYGZPQMykpBaCLFFAqg2d8Lq/UUA4Vh8V/wtQQMicnkXFS1FATEdDtcC4T0B4f+jrwNxPQLqt1Ivy7VJAy7ZV/72hUEBXqjx1qT1RQGZXusMN71JAcYODVWp6UkAnY6WOWI9MQHtUXuU3fktAvDYAAXUqUUB3JdrWAuRQQF1bbqzMT1JAzlt2HeglUEA9fGl7glVRQPENhjE9/lJA1qCxin/aU0CNLFII8QxRQL/QUbMpc1FAX5YRGXTJUEBqjBFR+TJQQGrP0wq3GVVA7VEkYaW2UEB81cbydLdQQLWOztFe2VBAt9xZfmHrUUBuSsuKCHtTQCBRA+rCBVFAQCQgYZicUkCokwh5dDlVQPeLi+KDV1FAphK0ROBWUEAC8kBSmNhLQO6jgMNiHk9AqKYJhsm7UEDXLr1xtJhRQDZZGvnRh09ApPrTcdGiT0DaAT6luqZTQIPCAizf61BAWjZIoepHUkCS89ZrQKZSQOkpPg3MplFA6nnnGmuLUUCSKvuiRXdQQG3ekibjkVBAaJSwhwu0TUBGN+cs9ahQQKhGkh13GE9A2brhQIxPUECaEZH2h3xRQLe9MnnoAlBAZGkO/ovtUUAjK1jNoBNTQM/rFfWXGk1Af1zdO92aTkAGC8SIYONSQAynhpCAtU9AGcGvvalHU0AmZXObABlTQPKltu7gs1BACo0qJc8HUkCErB3h43lRQL9Y7jYV6k9AekxzXuKtVEDrCSJm2RFTQBlQyY7PUlFASf6G21IpUkCfziYLXuNRQLHC+f9ZW1FAHna9ogN7UkBqZQapma5OQLSo7okYG1BA7DR3ap78UkDji+1n3BlRQH0UENczIVJAIf4/CewRUUD21I6sKfpLQBbga/u3YVFAjQ5ZeqrXUEC0jOlcm0dQQEb92ppd7k1ADQPQvX2uUkDRWPqvvcFQQCqvrRRvzlBAx4nnK7+VTEDOP1fsIuFTQEyGZnjvMlNAR2FZLPHgT0DHVx6Iz/dRQEIm5btwXVJAuSU1WRcuUUB7ju3LKsFNQFQimbQFh1FAZzSnfPhCUUDL5+bPDlRRQPDLZFNbM1BAmn3hATiQVUAoFghae2VOQAN0WZLYJlBApUGEUm1xU0DJfBN+gmVRQHd8eXv19lJA9p2T0E2UUUC6gdv6UqZSQEa/F53V2lJAOEw4n9s0UEDV2Un6Jd9RQOID9pKJF1BAU8i/CWBpUkAKa4lrRqJUQDvEZYHt51BA2HYVi/rvU0Apx+KNkRdPQOMEzp2LzktAhgZWA9aETUAXcYzGB+xPQC8nMGpTMVRAztIxQoYyUkDzdSJYoKZPQIsIwq/wulJA89D3kVHvUUBfWuyzu6dQQE5NDxAyfFBAA0YeZ8ZLUkAwkbzwbF1RQH6yvwf2Dk5AEne8zqCzUEDaJx4EBCJSQKGNLygCrFBAVFWlkkyIUkBgvD82eg5RQMYFJb19alJAhxgPrCL1UEBUMSVyfjpSQJpRKQo0r1RAvk8uuNx+UkBgHqhfIMdTQNfhNh8gGk5AxB7LrpZfUkB55BZIsmBQQAUactP4KFJAU3AfsCydUkB3v5jWkFxTQOULNOx9ikpAEaw4Gk0sVEBvt46/zxlQQJA6wStxOlRAILx3ezQWTkDxCHXeOhhRQCjasfwR+lBAPt1KijHRUEAOlBrHWKRVQE8WiPXm+VJA3/4VPKATUkDJsymRJu5RQIiHCM0hTFFANiVNKTDyTkC2fGRFCtdSQH5L5b3jC1NAVezZefHiUUA9KCdiIa5RQKGuZp7+41FAMZ5yEW6ETEAzEPyz2v9TQApY8MkKPVNAnyWSGbVyU0CwN6U/T2RMQHUJfkAw2VBAIxmvbNhCUkBIKDB3jchSQCgbBdbwf1BAXQixzu81UUCd3q58DMdSQArFnjdViVFAd07pRxy6T0BhA8HjqyZNQM02VSz9WVRATyyOACiBUUBBHNqDVUBQQE++rt4k+FBApbr4FDDRUUCoLeJTB4xMQM4HEf1w2E5AsEf1Jyy2TUDPtSr1/k9SQFytswzchE9AYo8bQyJkUUAhndKmhxJUQKxoBu8ellFAoOXAHHHvUUBzm+8DjIhVQJPLb/ZrNVFAbNHpAN/rUkA7FLurWZJOQB8uxWNGvU5APrXNXBRsUkCWa60TfyxMQKFoIEnswFBAEU53I5XhT0CJVmoAd+RTQH+mWCtiolFAuLUkoqYOUUAYXffk2phQQGmSRMAHAlFAKP6BM+5eU0CBUmPQt6dSQNJ9z7WoxFFAI3bZqxKLUEDPxJOc83dSQAAGp5jbbEtAVTZ6xSbFTkB9+aBq+1pQQPIqx5hiQlBAGcmv4HYaUUBIZRT8fu1OQDGe56iJc1NAf1msNjCNUUDCOy5QLsFPQMIJehbxfFBAzF+OVLfyTkBrVcROwDVSQHJS6FcSvE1AXhTbz0yFUkBPAaNXFB9PQOlpN5ZDUVFAm/OdvA7XU0B0CauD9hpOQG3QE9tyN1JAGfAQiXfETkAAmpwGMhZQQFXZcYQ+Q1JAckB27cYkTUCMCYhlOAlSQDFDlN4hJVBAouWJuWy8TkBfafka30FRQLXtyfOaTFRAlTDXjUeKT0AgIPViy1JRQFOdchl951NAmUhvudd3UECugfqRIoZRQL96G6AnK1FAM2nsus25UEAMYxZzJo9RQErWStmU2lFATpjY6xffUECBXzqxWiVOQCsB85SRyFFA0MzQg+8jT0AMkgBUD5ZRQPRGNfdZ1E9A5CTpA6uZU0APaKRvTq9OQLsuCaGe0VFAUCPfePzDSkBJ7SsA4q5SQErCUmwQZ1VAIEkLDnzUUEChcEumlIFSQF6YnToH2VFA+X/wAH9RUUAqW+PtYBpQQLfBpC23kVJAMYxJvNQmUkCGT7OzJvFOQGTgYOqPHU9AXmgJ8PDRUkDsf1VWlCxQQJTQdAfYTlFAmTH06ZU5UkDBs1jqVitSQLIiLnt3LVNA2w/gX1ivT0AalX0ayDpTQHtS/9XbaFJAGI6TV0O6U0A0+gi333NQQJt+6JXI0lBATnccbVuUT0BMKPhJKhFQQLQrCM9Bo1FAyq0+ufChT0DMP188tr9PQHyeeNqarU9A8at3I/cPUkCay38QgoVSQKvAuBt84FFAXkvbA0eATUB4hmxvoENQQAc4hdNAukxAJrXnp+uwUkDEgxVj24tRQPb58smxVVFAlX8xGIjEUEBKdX426GtSQKvtD+Sx3lJAF0Wq5t0uU0DT9SC8R45LQF7RO56julFAUbidNOK8UEDXg+9/8Z5QQNTc6+oI01JA6SJ4Iso+UECCsrIslWFQQE/LwJK4QVNA/Rb1GibMUUCrBDp3t0lMQP2g03sFN0xAV/T7ewy8U0AP4rvaEiNRQEcOoJlntFJAxqUHwbxlUEByv/qLmoRQQKyeQ2HYi1FAC5BBDuCWUUA8i7S8XwFQQKjeLzGjFFFA+kfl2LHsU0DsyfhxF51RQDqHhfdx4FFAQRn1nllNUUCV1RYftUROQAgiqVg2ilFAOGICdYufUEDR/iEYHiFMQBkzsANx0U9A1jtomN/WUEC4Ab9HFr1PQL87G7HDhVJAENWs2dIATkCM13u7vyhRQNLtrD1rv1BA8BhvSUTjUkCqJYVjfMFRQI3ABEmth1JA0yad+pxRUUAde8d2TvZTQBmHO+sqHFJAalsNoazvUUD6KhtewUlRQP9YWiNo2lJA+lcxn9GlUUB4FWlFyZVQQKroCj3O0lBAarmO9SJPUEC85l3NLO1QQIhXH2TUB1BAdTxvWtcyU0CHs+Afc5hSQIun69jJiFFA2sdGL88EUkCQ/vFBhJRPQBXqR+lTx1BA58eUWLE5UEAbYCR6P2VMQLc9x6YTVlJAk8K8T/XdUED1NHZuRN1QQCFy7OJA9FRAg4PBBfxaTUA/jqJC8KdQQG6b+MLOz09Al2+rQgHGUkBYZq+kfcFQQDLltQTtEVBAGU6EYcd0UEBP+vvUtABUQOAd3D+OG09Ac9CU1tJgTUAnQ8c7k39TQMWrz9kVVVBAf7sg58S7S0DNa/zdhddOQKb52ycTD1BAlue0ntpGUUB89eL7T/RLQLLO+gVgck5AS5WqyXyqUEDKTILY+bFRQE7MoodhtFRA+fdiuCBDUEDdJFC76S9SQMvSQBsc81BAtwpOxj4WUUACYXAskv5QQEZHtXMpFVJAINs8Lo6jU0A3OaaMFNVQQB5wnT5Wwk1AAJgKgSXOUkA8B0/21edUQCx11ivEDlJAljCf7QRrUECStDkfNXtSQLnp0Fkb2lFAbh51Jy6WUEBHQzM8Rm5RQAlJNYO9H1NAEwZ9hmPjUUAAdPI3tapRQCpwLHR4ZlJA7dKSw7pYU0AI03mebx9RQIgUKpk5llJAlGOxtvN7UkA5H7POefVRQAr3SrTNpVZAecOjGT4WU0CEiVsNcnZTQPlnUvPbslJA3SoDwfhCT0BFvGKzc2BTQH1W51lvj1FA70h7m3HbUUDCuyveK/9QQNdKpzclUlFAk0SBeDmPUUCCs7K+XDtMQLfHfFQo009AaW9G5suATUAvLhwSPqRQQP3OXAOOuE9AvecoAThHUECU22gmEnBRQM9ZRPv5IlJAUe7+j5eYUkDgiuiPIFlSQE/cAsbEdE9AboI2m+N9T0BGXgaC+W9RQG1rNAwSy1FAvYV1BNyjUkDcrfIEL5pRQEt+OGZT1FBA6veTbPNzUUDfeB7YtE1RQOfXzdyxYVNAa7vfwwfzUUBhxLnY50pPQA2FpiDCSU9AjtxD8JZjUUALDT5oFNxQQKwIAQD52lJAB9DZOoFCU0BqLkXtw4BTQMM9nsjUn09A3KpsqbzXTEAWTE7KduZQQM/RpMD231JAywVvuPSGU0BV1p4uVeVSQLf+w24nnFBAfNNZrj7cVECYMhNojRBQQJhdyee31lBAvd2cyCguUECaDc2fa5ZNQBNsFbj+8lBAh5ruQafhU0Cc2pXTJn5SQJG7l2wAtFFAz9UcKNraS0BsgyWdwtlQQAyAH1aYBlFAfqZMfZonUUCILJtphyhRQCxEZlqmXlJA3k3qVwVMUkAwbcN4BJBRQHwYivSeXVJArV2wJWtlUkDZjdUVE19TQHBhRTPbYVFAOsmy1AoEUUAcgBLwbsFRQHMSi7Z3WFBAu7hqOREgUkBpTObBFfdRQEL3PSMsfFFADU25prMZUkCGyxwiCE1OQB+bfvwVjU5A9P1K8p+6T0AK/Ix9xXpRQHQZ6YqcWlFAesb3bUE7TkB3YgfPXxZSQOBQcFtXRFNAY6mlSiPKUkAtvgbz5mZOQLsGHP5ScFFAgbaAwwgIUkDA3Vw74R5TQPDoQV6JUlJA38mN6NBZTEB7h+hyAUtTQOH4++0LS1NAZEKyoA7GU0BHLxQ/Qn9QQNDIdnEw5FBAcD50Wx8cT0BOscOHm7BTQBi19X4AV1JAd0saw5tmUUBQyAW/qEpQQPfh/qK73VRAkJ4a0NL5UkAgyIB4z7ZQQOR1WP6E309AmHvvjoi4UEDBFSUAw/pSQITAAN7YdVFAdl+HLuLuUUBeRK9JCclPQMHRGs0sc1JAq6RrSYWPUEDA2qS6PLpQQHcYovydLFNAnzDDP7nBTUCaZh4sfmNMQDRGnj85MFBAuNOSIRiFUkDuiNg5EhtUQMokW7Fp6E9AeLFhnBqSTkBWvy8EWnhPQAZ6uMe7HU9Av+wrFEeAU0BUWtyhTFVQQEGavqxmRlBAci/EAu0uUEAU1unR+sFPQPlE5CNfi09Azg9GMN0zUUBARMFrKWxQQOvTY1JBjlFAG2wuKllQVEBnzfVZwvpRQL2jsfFyvk9AgXsvw9QOTkBNjTffXIFNQDSNeuaNa1JAjASKAar4UkB6mU2oMOBQQEgrQq4BGlBA9i/I25weUkCAHsoWx91RQAE515AM/1NAv1KyN2cYU0BKMvboQ8NRQDICf+vd/FVAkVuzzeoPUUCn3Diq6v9QQA1/TXTA8VFADO+NPkn7UEBop/SwsGdRQDLfBakVz1BAuIycvE6aUEDYawEhXMdMQLQAHlrq3lFAEl1VcUtNUUAT4y6UA+5RQLGqxKC3jVJA0vbYHmUvVEBZ9yBy6uZKQFBAJTHmxFFAjTyGXGedUkBZL8z3WEhOQEnWi6vayE5A5P3E3TYCU0DAhdUULHxRQHz5B3/Vw1BAvLpDfhCAVUDiUgTahChRQFFIma4YQ0tA1Lcw+WYjUUCOUJcgjQtSQGjseqcnv1FANkuluAn0UUDokAW1mc5TQKjeBKP+91FABkUxai2UUECYMmh43kpRQCE5A42qdlRAYCJw5xaDUED5bXV7GnZTQGUWYCYJgVJA27AupJp5UkCWhaHDFQ1SQCfao/U/XVBAkl2VW+q9UEAlH6fOj1hKQI/A2Q4+clVA7g9me/SFUEDiSxFFuEtTQCoyt+vZmU9AktsGz7EQVEBW9YmtE8dRQPOEtajL405APv1dZCHbT0BgMQ9KYvpQQFM0NElMGFBATfJf2LYjUEDS49UC40VSQMGFnAg1TE1A6cHNp931UED7lfIjjfVTQLMXDV02O1JAdYCbVqeiUkAu/wxciDxPQDm08gdGtlBAZbjQXU7oUUA0/dmcMXBOQCqZ556qzk5AZyKbjcJdU0BpTo84ODhJQPwUeL1YJ1FABFDTBPQyUEDmrEIEN1RQQBRdjh7xU1BAxN/ESoYIUkDHzNsVvAlQQOcG3iSQalFAHG+lH4IxUkAhCQO6z4lPQK4/OZnyU1FAAt0Z25SfUkBOpVVr8E1TQBDh5f1RtlFAVPajSte1TkCO06nLyONQQHEQI7vllU9A5rb58aePUEAz24B/tqFQQLVuXzUmkVJA+Fr3YUNGTUA/KwGC0/BNQOFjKa29N1FA5x4Q/9DPUUCdHdCfBNFSQG2KaCP1XlNApxuP7VcYUED9AHIxJj5RQNk+UF1nFlRA1Y50A0ijUUAGLvWTXSVQQH9yCm6UUU9AXr/s1i1BUkC3a+CruZRRQPyMKCYmpFBArzo637biUEAlEOMWEgBQQITa/kdXak5ACHH+RmYTT0BiS9SZpAhQQPxfcWTeMlJA0sA4YGP5T0BxgA/i5bJSQFcH9xTw2VFAvK9Q+BX7VECAY4MNROxPQNrzYAT61VVA8OIbOk3bUECucV30mu5PQLynUlW8sFJA3uNPKV66UkAtIHXLOTZRQIc4R5ierlFABe1+RcdoTkAluvlFuB5OQH1rhrR81lBAhBB1r+ajTUB1rxCXCXRTQH7eBvxaPFFAFOY0Yin2UEAabU5CWiRRQKkn31hAu05AxhTHsMCTUUCvnrISWXBMQPbv5M4T61BAqCgk6oGCTkCUKBYwU09OQGNJ+kbFk1BAIJbDtetCTkC/f7/5NU9SQJ+M1jGusVBA3cvKmSu8SEDedb1nUQZTQIxQ7B34rVBAvDdMtkE5UUAi+k1vlvNRQPvEU9RfO1FA5ZtYdMbZUEBuETswNm1PQEM4zrq3mlBA2duvQI+sUkDR0pb5ifBSQBTplnmeSFJAo+OFEWs1UUB/TPKHEY9RQDnjV0E+wk9Ap4Ytxx8nUUB6JnaYj6JRQIIM6xnrwE9ApwoZ6QdjUkBOtKdxlGlSQAz26t/KR1FAKmFAa8JhSUDjchDqahNSQLxAi8sugFBAFsqM6JziT0AGFVdQR8tRQLx+U4wSoVBAqed/Q8H3T0A2+LzEJp1RQB9FMzcKPlFA4ktjE54EUkC7cHiQEPJPQDL0UWCyb1RA/tuAOxMJT0BTdfBtBu9RQABD5o+zGlNAf+6qXstxT0BKAK7Nq3xQQOdHkD4dvlJAYNyDhJCiT0DWt91b38hSQPYNEkVP5U1AHeF0JqFuUECz2CCgyJpPQL8tenfiF1FA8cv6mY+rUkBQMROuystLQDYLv/RdYk9ALB1kIGfAUEA/qSsBXZNRQLIsL978s1JA7ljt5CkzUECY62OuR7tRQLI+rNsr41BAf5ytE0H2U0APeICGkn9RQGQ5jhU1IVBAHm1aJ+/jUUD8qlnDpq1PQMCALqdDqU1AdrmIzjNQT0CeJmeAHWhQQO+5rDNOZFRACmbgMcrCUEDs6LbIOTFRQJDFkYtUfFNAM3PS65mFT0AqQGwo+JdPQEbaInzx6VBAURpNuB7mUEAYyPKalp9PQCEgS5/hY09AzTo5ENB2T0BBsRc/7VxTQOK5J45dylJAucDuwug6UUCvTycdhBJRQE75Ll/gSlJAvh63NORBVEDjnL2c9lJUQJgMKPTFD1NAy4cmDBJ7TkCU99HNWkpTQPSxFNj2x1NA5+A+/5zSUUAMjw4G4YdRQDazQIik7lJA4TFFUfSuUkDsRF2VBkRQQHdIL7Z2uFBAw1hFIsGrUkBQFAYkb39PQG7qEfUiJkxA/2oYVTERVUB/GNUe6MpRQDumTD9Q9lBAB0mu1aBIU0AlEwqclrdSQEFaDk/xPVNA1F83YZXyUEDAdkYSaQFQQJHBrkqU3lJAbiCGGvLUTkBLGEzkrAtSQDF6UWUxEU5A28CzNjZZUUAG6QrtGklQQE7MsCi2f1NAsczm+p0nUUCrITP/kV5RQKehgPAQiU5AZishGLW2TkA+OHKn3qtTQA/AgNp4XlJA9BpN8oMCUUBvb3vnHZ1OQB99d6gW2VJAclqSXcbRUUCyFn17OuBQQDEd63TXulBAB+Ic+T0rUkBSy8U4x2JMQKwIk2eUN05ApnEg/kctUUBh+GbVaW9QQHzqyaUiVlFAK9RqgQJeTUBJM0q900tRQD0oBXheJ1FAicxaVMiYUEDndNTKvoRQQMNmaAIsj1FAq4qsmRlzUUC3et3KavBLQIpRvdzz01FAkfmA1kwLUkCkWXPjMExTQMWrO3pG2FBAWJOEWqzLUUBFvPvMH9VJQD3qDsso7FJA/JICcO9JUEDa6Q7GH0ZVQNEBwDtfZVBAGONuVaELT0BvD1UothNQQJyoesSPzVJAS4pp5jqAVECg80dLPutSQFEG1n/ZiFJArITrarMlUUDD2d7sXRxRQIoOlgrEjlNAZ2IFgHjcU0CGx+WNtspQQE/U0h1Dn1BAQUfQCUS7UUDPqDZyyZFUQPVVw/VatFBApPFnzJjpUEAt7Gk1/BRPQK+mwaVn+k1A4S7edfqFUECljwpdfmJSQKOUFousZ09A7D5xm2kFUEDG6xfEaOZSQBGYe9EE3VBAbWgOZDVtUEB1uz2x7SdUQN+HjqL83VJAqGVhyGeHUUBOiajZy6hRQMZNgjrAFlVALPfrXFsuVEBwFwxZZSVQQNkVNW8co0xATJf5JfYQU0CPGFcj2o5UQLvQfr8YllNA58PcpuqlT0BiJlg7YUpSQGo3xKFBcU9AiTeuVO0ZT0ARxBgJCD5RQJJTxmZh2lNAcZyzFc5QU0AjeBkImrtRQCk6rHAX8VRAQppLplKWUEAnD+RvlAtSQO8KR0miVlJAhy7isGVGUkAVr9A7J/5TQPOUeJlqX01AXv8CcKRTUkAbj2x9nrNTQCLZuyfBFVBAVJIauAyJUEDBa80Yw9JQQJDgxxKfk1JA9hVKniJ6UkAVO85wRtpSQHSfUQU9KlBA3REXVcNWUkAa9alB6kxSQFAaoKDJkVNAYajfOoIxUkBPfM8uR8JRQA+Y2fsJeFBAZDICXXxHT0BbO9kE4iNOQC4k1U7Hw1BALnfT6+SqS0BYEu6QiUxOQD7YMWB4wlRAowy/IEyTUUB9oY7MyadSQEFdAUGr2FFACLDn5C6qUEBBGyrfs0ZOQCc3N5XAulBAvnwx/gyEUUCe+u+cAaxRQPRpEGngwlBA4ohIL96UT0C/1+CjE3FQQNAbrPQ5RVNAZiNbVzolUkC/N4brxRZRQKhIdw6XvVJAKgXg5OBlUkAEeqDPNCxTQGriqiH4e1BAFvFgSBYDUkAP650wsX1QQEXiWt9g7lFAdVnMyQ8+U0ABDFindr5RQMcrhQIviVJAq/UAvvMqTUChzn/Y4vZRQMlLfVPGzU1AsGghuCe5VEDh7qZtVbNQQOYEiU80v1JAVNlpUh6SUkCVRNyGvX9SQP7PKojJ5VFACoWZsOofU0AK7SWJBTFRQIW8HTrzcU9AsSVjOXgAUkC+6AeJqyxMQD+tiNuEj1BAntfz7BaiUEB3WRNNbFxNQOl40wc/zVFAH8jwr4ZHUEDMGP7PS3lTQHgqKPnInFBA7CzNushkUkA7GuPG0HVLQE8M7WXLMlFAI0/nAYYAUUBBYG2NDGFSQKffcJiyj09AAWi0tj3yT0Avd7xERXVRQHfE42g/4k9ArgtQF0TPT0DoD/9+63FUQHyYj3GInFJAN+rV8X2WT0Dp2fKMhQVSQD+E99keRUpAQRt2sObbUUBnPsaIVQRQQD7aBffcOE5Aq5bQ3OkUUUAC/wAi1I1SQOhxspJEi1JAmgUO8y9/UEBkT/+ZJHNTQE9k7seErVRAN/VPXg20U0Cxzdjjf0JVQOM43i4sRVRAtjDdbgjhT0BCy2JdvXlOQJerCNhSD09A29YhzbxXUUC5bLpWcwRMQEjZ8Xbnv1BA1RJt5no0T0CDnn7KTYhSQCW47begilFAoldZnGJ0UEDrTS9MiwhUQJ0MvfR8MFFATINbblNbTUA2oE59KrdQQL1S70ByNlFAehZBR2OeUkCK4pYpaSRTQPW4729lCFBAzYhMJZxiUEDI6KAJn3dQQGPkjOc+CFRA7ta+gtYFU0AXct+GwW9TQIHGWu7KOFBA1KyYDYU6UkDbdAJfE9VSQF8xP1Wqv05AEsG9FBdCUEAWjGdRtexQQB9S7yiMlVFA+wIO3SUnU0Cou5GBZ+xNQCUbiiRALFFAC77joHfESkAxXfXKko5PQFwPRP8Dj1JAo1wVc/EkUkBz4gQv7sxPQM8o4oqe/FJAmyYo/pslUUBbgSB5cctQQPrAMmzw2VJA0atRQeBYT0CFQEJVgTtQQO0TOBBJB1JAuahLZZXfU0B6EdmOcIlSQNhO/qwpF1JALA5hoTVfUUBnqxUusjVPQJOHgRA0y1FAxHzXpp4qUUDeGQEjZ81RQA0Xj/Z6605AjG8DUqr+UECeSVNIgqlRQOdk7FCcn1JARyB9ckEzVEDvWwlXEIVSQG+MvMQJQVJA5tzg4r29UkCk0tD1gZFPQIbf9af+jVRAEXWwPzTUS0DmW+4DAtBMQJP61o52u0xARFVZzUMxU0DHcZZF2XJTQNtEMHanJlFAs1gj4NxtUEBQJ9HFiW5SQNWRCDjaxk9AJgkp0DZDUEC2cOFXxq5NQLFWc1EqbFBAYSIRNbe5U0BMkaPleJtSQHcfXBiXcU9AZAp5nO9iUUBytr8s291PQAo4caB1ZFRA5bExER+6UkDvsXbArRBRQG2/j3dmB1NAqdP8m/l8UECwbOC6itNSQOagqVBWfFJAnwdb5Mh1TUD9qFwjwGlQQMp8JWjZMFFAkFgibw1lUECSzHCQIVpQQGmWTMyxvFNAiEG2v5rxTUCpwhgF2JhSQJMpfTGmzlBAsaLgDHtRT0DGBUeMUQlSQMSlJZWdDVJA+VnFvh0vTkAvaGxZz6ZOQNQ4W64GWlJAGOgzMiefUkAJF9LeRZ5QQP66uTLZIVJAM8jpYB1DUEAsSrH5c/VKQLIoqBn4Bk9ACp7ZR7MbUUDoNX48+XFRQPVgm16ryE9ANA7i5un4UEDeM046OHtTQFl6EChiSlFAAGNz4JC9UUDlvCwaCzBNQJdXmn/idVFAX8NmkpJXUEAHjJNX3xtQQAZxoz5drk5Am8nnAuoPVEAzydQbnPxQQBUpWztN4VNACPWf99BiUkDbsG48bHRRQP0/391pBFFARltHcUqUVEDlYH5VMZVQQPik3TMwdlFAvJUWF0ETUkCxDAp/yq5TQOd/FbOY8FJAf6NRqe2GU0BWw1xFbqhQQP9SdBWrGVFA3LGc89xtUUCqr64Fy5hRQPtj/vPFr1FAOeZZl5FMUkB3QKNLTA9SQAWoNH83aVFAkDyxpP2oVEBEPerxVvZPQA13bViP3lJAld3OqW6aUUCLavvaMfhQQJvxScb3j09ADL0L+YVTVUAYBntZQYhUQHxOc8RVZVFAFGfQHuCSUECHAYdeYLBOQIOM/ltbek9Alw+cvuRZUUDZOIenv6JPQDPfemAIilFAlEVF4NDRUECK4Qf/p+5PQHonQEDsLVJAOGoFJKe7UEAo+KAjfTtPQHapaR8fFVFAEeQHtFeZU0CkQ6I1yWpSQLvpkcQVv1BAmDXvCvYnU0Ba97l/qP5SQBzUb7AEhk9AYSthZlUyUEAaek27zCFTQABxTYWlq1JAIth7rp9rUkCUwOW0lz5RQENmaqssRVBAtaeziPgNUECKDNGaM4BQQB76I+jytFBAUZ0gw6J9UEAPTyu9oGJPQDP5EzwHeFFAmK2/+LRqUEBtjQEzp/dRQFCBuhWel01Adajd1/x+U0DqS7ffhK1OQP722c0ggUtA9tS2a60UUkBKRSctxhtRQCTepbSEslFAfx+wgE9gUkCZdSFKkd9RQPBi631/6lJA/YoSo1lXUUBReTKEknFQQD/z/ETOUlJAx+hN1piNUkBlKq396yRQQCQ+2pI8jFJAwXbtc99rTUCZu/cXNjRSQOLge8vRWVNAv7y0ioeyUUCpYYhH85NSQAob75gf4FBAOZafBpSOUUCGWEQW9U1TQDW8pDsfAVFALiSW8teWTEA0QpxHaxxUQOBL/2X1fVBAgE6TIbXXVEDRnF0o4v5RQO6E7MG+flFAGOnQSdtOUEAYKajrMChQQDwQKr6TUFJAcOvXwxQnUUAPPfMLPEtSQIrFYOEpq09AuFJHBElpTUABPdVfIzFQQH43B3OIeVJAvRoqVMtKUkD/6N34/FZTQK3MKlls609AhqWFvGVWUUBiV3w6iStSQESgAwcJllJAdNizigxaVECAdI6/RXRQQGB+fx7tj1FAMufZP1byUEA4r+Q/QwNUQMwtKQQRp1BAEhcAeHbFT0Crtf0qvONQQLcqHi7tKlBABuE/qdXbU0A2AXK/u/5NQIhqNbxRF1JAGSW0JQTJT0AvA9Rk4WFRQO4UwV/jEk5AErlmMQ8AT0BtoVCv0OBOQJrpWfdYfVFArHjvKeZ0UEDMNtRzkllNQBmhTWRJf1FANUFGj82sTUDG/0M4np5SQL+MchPq109AYyktU09XUEBITgFm/U1OQIaNsTkz6k9AJITAoSBxUEBEDvhngPVRQOmZ4tb7809A6KmE9UwQU0CUV5MrPrpOQEkNlZJnkU1AyIYdltiUT0Dam4O48fhTQCE1liztz1BAc7D8nTVjUUC5Tl7jmzVRQJQlTYSYDlJA+Om991nkUUCI9K3NZmxMQINQGApzMlBAZU62pkEPUkA9m0h28E1TQJzB6clx+1FASEGqfGNET0AJd1+I0gNPQFTY+YHiGFBAvvR56jUZUkDTMh14MShRQHe5MlnKVlVAdfPZCCTyTkBGe9v9CSpTQC22M7udoFFAK+/wt1YcU0DV9GTA9YRSQB20KU4f7FBA+jSy2277UEBSH9wMcCNQQLXBkdCHplFA66chh1gyUUASfok4NaZUQIg+e9/bPlNA2OVhOtUbUUA3Lp4R/IpSQKRPD7gT81FAJxaqudPmUUDicGW3rZ1SQBnFZvqQtlJATYNRrw8zT0AYpWseNMBPQFpsjvNp605AiDVx8QAUTkA96ePGQX5OQOsLTK8+9lBAtp+Ed2TEUEBpHRKLHzZTQEEELiAmvFFAjspwVpQOUUBmkEiPTy1TQAtE8+/pgFFAaXnvaprHUUDEZzQId99OQJsbnkqjcFFA7jn5U2K+TkDwGcqlFChQQEmyMDbLiVJAlIFrBjwWUUAZPCnBCmJRQOkDMYuNR1FAFLBfUXxzUkC3L03o4WVSQNriz0+WUlFA8fWaQB0eUUCPjNy6YVNTQP2us3EhD1FACZLyrNAvUUC5cLOY/tJPQCzbu8YUSk9A/66ul9ZoUUAXj1emJUFSQG3/ZOwTWlNAFlelmuNAU0A8qjW6f11SQNYxAegivFRAgS3k+7z6UUAfl3EaYhlSQO5E7VYlvU5AoT/wI75iUkDhmUw00KdSQIN02Rycy1BAo/B2pFYRUEBMuOWdo9BLQL3CqvCZMVFAasMp/I3LUkAQR3u0WdhLQAvH2F3gG1NA/B/gOsLpUUBmOf2Zp3lRQKTWuFZISFJAK4g1Hd4PUUCtjZqckWtRQP6JtWMRM1JA4vq0DXEbUUDEc/BX3h5SQM3urMMYM1BAHyAtEBHETUBDGYrVgL9TQGTQa5DvaVBALRPKosi2UUDv8YsLb0FRQPk/1rim8lJA0zcpmR08UUC34LheihtRQOplZtgxM05AiFlVl8czUEBrQ3LuiGFSQIOMq+PdJlNA74SpXQSgUEB7NMZT39BNQNBxDuKnO1JAWz2WR7OMUUDj5ViWc0FTQBnAc74MKFFALFH767uhUUAMnIL0ajVSQCA7cnDGVVNAnkuduoS2TUCdGz+DNqpUQILjJlMuA05AwYpgC/opU0B9/oYDb/ZQQNADsjl2ElFABT0PxyJzUEB1MU9J4EpPQIqA7hPfvVBAVFCOwpu9UEATBaRhwK9TQI6MHEEvjlJAv0U8nTrAUUDL3H0cctlRQPWTkIj131BAV3FYh9D+UEAFAyeMSGFQQBo5KODhF1BAwFNqnXbKUEDMeiL5pldSQKDH7BUXD1JAx4C3cIa3UUAaBmvX4K9RQFp6N05nU1FA/4w4Gsv1T0Dm3/4ez/VOQLKffPQJtVJApEyGZGrQUUDpr0H0EhNSQGRK+7iN/lJAd6CWPaeQUUB9KfbU2eZNQADguXyXcFFACD5/o0m9UkCQ4UIJ5JlSQCZ4yOHkQVBARgv+ytdjUkBgN/Hq9qVMQKCzgTe5Ck9AGA/u3HxpUEDNjl2GMI9RQJagNGtLL1FAcK0xh/ZZUkB1Sz0bC2xTQE8IaEaKcFNAYNEnfwNzUkAjDv4hdBRTQGCvHufbzVFAUn6p+tGEVUCSx06OzjBRQGmCU3fNV1BArGuoXjEqUkD5ptT8PhdQQJA/iUbdC09ATIyej5N8UkBjcyYhAIJSQCI+jSew501AJ9vDxZeTUEBfVacMT3RVQINAKARTW1BA1iqAKyB/UkAXduibU+1OQHbbKuQQtlBAbZjDr150VEDPKtQOSQtTQDYCr0rdN1FA0ZCogHd2UECDnvir67JRQLadAX3nt1JAPK71vWIhTkB1PwFqNvxQQEFBMwCskFBApAhGdiylUEAth+Lu7iZUQD1vA1qDrlFAYoQU9jW7U0Aw7uizjl1RQAW/XfP7e1JAOHBeDjPRU0DEYpSaXwJRQJobdDsak05AgiD8X5FWUECZUI263ExNQGDEr0eDfE9A9eDxeG02UUDBnN/CCq5SQFof9je5FFNAhPr0Z7pyTkBVuTDt/5hSQApiV99LYVBAg5mUo974UECl0X7DIMtQQPafkriQfVBAuD+kJWCQUUBdiNz+1BZOQOOoiYTP9FBAwKcUrlE7U0BeBEn796hQQElbqNXoRlJA2f70Mrk1T0Cc87oWZaJRQBlxB0cKJU9Am1s1YcpgTUAl9K/GxHhQQCvSYE4kb1BAnvkSkHHXUEAdUS4pkPRQQCr/iP2D/FJA11cpkj3LUkCtszj9y/dTQP8/Pjm4JUxARH+bTLFUUkB79VCDUzBQQBPVJHLDM1ZAH6R22g1qUUB9LM3QpdtRQGhHMyhF2lFAHgKw2gMwUUAhwNDTsYhTQPwpvKwublFAq4R0nyhVTkByrlt9TtVSQDCID4GQJlFAZ9fepkmRTkC8Djt6gMFSQK7aZkMpJlFAh2GcwMXbTkCWIIbsdNtQQHVB9tmHYlFAIoYAckubUUC+WL+cRD9TQHaI3CacOlBAlXfTzrvdUEAjJW01rvhRQHQEmf/JmlJAV8YhsVyXUUDQ2BPRVGNRQDKRtqWLcVBArlSLJph7U0CQbelhykVSQGe/6KZkKU5AP1zid17qUkB1jLp57ApSQLZFu2ayOVFA19D3R44EVUCInwpv6fBSQLBkLG7XdVNAzbgYuPn5UUBEv2pVyONQQGso0OM1MU5AkxWaVKxcTkAx9y3Waz9QQEVoeNSXfFJAbvteoAtUUUAqzs1U4uJRQAadGdgL6k1AtalsvfBXUUDR/gpfzmNOQEpNwRX0z1BAykHDfqpEU0Dq9kMqnQ5NQIIEl+HI11FAGUhHqR60TEBGDzAcMTRPQKygqsTnXk1A15RNiMc4UkCctdcXwX9OQL3wZVx0Y1FA/WYjgdbqTEBnKlkFRN9RQBLAvjpzOVJAog7V6F0VUkBfXnszl7ZSQLPvyN4tWVFACmUIblN0U0Cw0prPkjVTQA/UTBHPIVJA6OFVye1iUkDUys+XXI1TQLVOLbz1qEpAJV/3IS5cUUDPVx5AhFBRQEMUefeBx1BAT3H1YbbuUUAWHwFY/LVPQIH2JyPgEFBAybZBE05MUkBS8/1OBZNNQK0djdfJ1lJAQCP4h5MZUUCZgNaWLLFRQFrDSvDgblBAxfW3ucbWU0A5y/NzF9NSQC8kv+HH8FFAxNyzuSN7UED/KDWMcRJRQA+qYcyjf1BAyRPiu9+kUkA08XX7CrNRQEzBtDkAmFBAEaadX5J3U0DLdKI4wNJTQEhQZUP37lBAyCWKyXj7UEDhB4MoSgRPQOq8tYZwlVRADr/giRW8UUB0xjjEnwRQQHjn1/EoClNAwpYC9KpWTUDVPO6di/tSQGI3yZoAhU9AvewVmIVaUkDnMkRaJbVSQMsfLUcHFlFAsj64BVCvUECF6vRLTjdTQN7akW0ZJE1AP1JJDv2uUEBcrdu0cKRSQMM7dxMrmU9Aea3p2fu8UEAv+cBiYhFSQAL+4Ee2Ok5Avnrr7ThNUEDRa+ioIs9JQFq0MK8rnlBANBTwBtxpUUBPAoYUQuNQQKY3sfWzyFFADuiHwhmGTkBlryfoZ0lRQGCiJSPa+0xACPfT+XLvU0AHAs7jwcVRQOV5mNQ6ClNAnjl3JSEKUUCtqhosrT1SQGOtYZyyKFJABC+o4QBoUUDVJ8R7ICxQQBBQ6PjBdVJAkUMprVjMUkB+1IGyHLJRQJqBaTsU6VBAOh69IJQEUEBpF10Ow39RQNS6SwV4eFBA62slqZk8TEDjfKelDMBOQMnegmR161BA4pSNzdzaUkBk6qjyEuRQQEmm0/5kdU9AJVU8Ws7JUkCMu5mIzMdQQLgAvr20QlBA8yQ4GtLPUkAtqDjBTTFTQPCZPJK/QFNAxzHMPxlyU0At8taeR9RRQLBpgh31TVJAEpJJ8EX8TkC6Y1W5bCBRQBX39sLU41BAdDSZ0AhEUkCrRyqX3WZLQDMsYi7rj0xAFcJxM2VmUkC81UodahBSQDz/upStlVJATYK8v0KjTUB9kn+i5k9RQAanqCAMSVFAXzJf45m+UEDbzOSTBpRSQCKmBJGc4FBAp30GHbkBTkAYb7ee/6dOQJ7KKG0jPlJAzdlZpVR8UEAexLTGuuVQQB3SvlIrsFFAeb5L2i6uUEDpMNagkM5RQEebGjxfqVFACM7HdFNWVEA3USMaLAlTQASXXXmAm1VAOoGL66x6TUCms23P7n9RQIfZk4irskpAS9eaLrUyUUDxXOK6SK5QQHvR25sVhk9AU+V55nihUECdF1onfxRSQAXDGbXdFVBAB/fmJiEpT0DZnjibceVQQPmWBCw3mlBAyeTWwyUGUUD4As0gH2RPQMtLzwGfgVNA58nsthzaT0CLqyWAowdTQG5CaGe2UVBAmllE7XCgUkBR3qESoZdSQG9TKCfU/1BA5nT7+u/WUUC0FKFXBbRRQLGEzGzSNlFA/q7K8ju+UUD4GOwryRVPQClsXQyQSkxAcdQtKuWOUUANVcR3ZhpRQKVwC6NlAVRAbahGYdnQTEAf+I7a3iBNQOfYW65c3VBAjcVGjIDrUkCy9VznApdQQBA5CoQRwk9AtOtsqo3KUEBFaNd4LlZQQK6IdY/Wy1BAZpSy3Kw0UkAWi9q8X+hOQCc6W19ellNAANjYViveUkBOdxMsdGZQQCz+A1JoLlBAxrj2Jw/wUUA409EitTFSQFiufkXxZFFAbptrUzdPUUAB1ldu8mxMQAFSEfVVhFBABbZJqRIdUUAMTR2Fs6ZPQJP2rs9v3VFACmXcqggaUECXnZoe3f9QQNLB6PpEelFATOISn8IqU0CLPsY8W7FQQIlmpYHAwlBArAp0jbtWUUC26py89ANPQNf8mRur11FAGJMRo1q/UEAoAtDjkOBPQBDVSUERgVJA4Toh3uz4U0DXsDVcj59SQGuOSLxyBE1A0XnTf/SnUkB7Aw6oXF1RQHQPEJOU6k9AsARw4/ZxUECV4Bem+ARVQDZDfl/Ykk5Al458/UyvUECKG6xj2wtUQIHPZNaOOlBAJcnUt20EUkC5rT4wr0BQQOXnrVBWSFNAQ59H5QKsUUCCz6my/CtSQFT1kiSjAVBALaRYkKvoUkBq9rmzbllRQEVXe5sO201AoIV1+6KfTUBVjTWl3M9SQEGCyEkIWFNAxDfWJfiwUUCtrcz+RC9QQEFDbXe+VVBA8JKOVaPJUUDQek2DlsFMQGCosXUYolJAdDwRUMWfT0CuTVIOH79RQIW6tK+9G1FAVhTPEUNoUEB/z8MMJ1ZSQAVSQ2mUDk1A3kfzUYmWT0AFUx9HciFRQFAY9DOp51JAc5OoiKqHUEBX+tLZ7n5OQEJMrU+wJVFAUOCyuyWdUEATxgIikBxSQIHckOm+qVFA82Qv/2VhUkC/qQ8ztHhSQIKBLAjdZFNAfpqh26/TUUBV5/9AY3xQQK191oBQg1FA7rRh+JyVVECCSzsaHE5SQBR7Vk9GblBADOFzIvuFVEBVYmVcBbJQQKy6hOzjVk9ATA12NZSAUED87UPzOktSQNilB1H8oFBAfh30haXTUkBz+QK54KhPQB9ZAr0AHVJAH1idtD9FUUAQzxQT5udQQNafQR1oqExAlNftQOgrUEDaXKdVowpSQD6aJdeMjFJA56z0Y6ueU0CCOMZJUyVTQBHFDNJsNlNAmHxI6+c1UkDPrUrNkyBPQBKIKPxVXFJAy8zQKDRJUkCp4DHwgjFRQOVCLClW1VBAPDkkfDzWUEAiKqWHGyVPQDVHXWn/clJAD9phzCOQU0CvvaLmY0hRQNoACZn2GVFAWQrwJfv6UUCaqNJxkb9RQHptyX7aMU9AtvdbF0ZOUkAgBqUcY2ZLQO5ZU3bfF0tAQoBsnLosUUAHuJSoanNQQOFx3cOpGVBAtA06aP/sS0DqFyIlvxVSQNlv0iMFvE1AYBXD02gEUEB4g1m8dGhRQMnuD3AJllBARWunptHeTUC1wziE2QhTQIukTZg0AlFAJcX7tyKHTkC9FnlSxcJTQD/uawtSHFFAp/JDsmxGU0Dx8r83QotQQFyHv83ke1BAz7AB5hqSU0C6/3O2mYRPQLtWdXjdR0tAfQ4/XiywUECy5g9/hepPQHmicJvMTFBAoWBlSfhXUkDNjA3usnpQQMkLijBjYlBAWeeJBPFnT0AfY1r7IHJRQJWilWlP3FBA5/DqNNEwUECoM7QgTONSQBjIW/qvLVFAShWFUKYiTkD8ksE45WZSQEKKA/qGVUxAgJb3ioCNUkDkkZZVGT1RQJUhdKDs9lFAWCiAbe0pUUDaLtN1cc9UQKzZuKAcfU9AzSzVvMh6UUDD+tfVUWhQQP2OsYgKEVFA7bvo3QqMUkDyBnZr1SlPQK8FZKRGWFFAYaHIGMIWVEAbC333YcNRQIu46bKZvlJAAXV9gGD/UEDXpqldaJhUQAd57h2Pl1JA2OFckUCSUEAb0pbw/eBRQEyFX6QyNVBA9pGyWkuGUkAy3Lzs4WBQQI184mJsKFBAl/V6w4OHUkDkLvca3YVSQLtNTWIHLlFAPymVUAhLUUCRkD32jsVOQJ8+JA8N7FNAom6hFqPoUEAiYPIOa+pQQN5MXWHTLlFAEQmWpRDlUkC4g0Wnnz5RQE79GNVLBlBAzUK4zvV3TkD+udGCR5hOQDlVICI3s1BAG5LryL7GUEBGA2vVmNBVQIqtBT5SS1BAifnr680ZUUA6RDZzTwhPQFqho+GDElRAagd444UTTkB0SzK5qp5QQN8hMJFBvk1A/HGUpuZHUUBt9oVQ0mNRQB5BXfVH9VBALfxnW87GT0B+llP8gdhRQCBEUgGu4VJAjpiFFHSlVEAoqilXvOpMQBpR7J55dFFAGrsaNfn5UEBwJIEVNyNQQOiofg6gVlFA/rye5wt7UEBVOe7i+n9RQLr4lqmeslBALpQy0BJGTkCrTx/9H1FRQAc/W2EKm09ApEcYPlYUUUDP9gNaLyJRQJdnUgRaQ1JA/RZEtR+GU0A7ye2ygJJQQHbIYGGgMVBAUlwIvaM8TkDu0L9MLaBQQLfnukR+0U5A1jG2YHETUkB6C+alV4ZUQHLBIx2tb1BATOf4siFBUEDcv/fnoV5RQNtw3GHe81BA3zWdtfcVUkC9zge9z+tPQCyOAcPDr1JA1la9IelbUUAM/CucM8VQQPrnYLJjqVBACmtHpUlrUkBB4pAKQClOQCAY6OOxUE5AZQABLTAtUkDSLkx7HrlSQEm4UhnbQk1AqeNegUnPTUBZ2vJEy8JRQHMhPpdg5U1AcamIuGTDUkCxq9Y0N/5SQObKw/Xd+E1Aov3eV14cUEAW3GkOQrJTQJnM6VLC21FA/NoG+Bt1VEC1/9tUumBRQIkmoaUeqFJADxtGQvRiUUDrq6DHen9SQPV1AtyVGFJAYfQI63leUUDg/IFjPvRQQKpbbt3A8EtAvDalYCR3UkCInAkFTJpWQAYtRas73lJAQTRxyUzSUUDN/CNdJPdTQL6vhxtXz1BAvwlOFEMLT0AZAftgqBlRQKANEdjvwE9AevRTCftyT0BEuxU3jglRQF0QaYGnH1JANEtRGaJCUkDPv8dVbyxSQOFwt3IiVVFAgZJWmUkDUkChiHG2jatPQCSTVWqXfFFA8YS20PI5UECAgrbhfJ9SQLjjqGYO81JAqWRHqjdbUkBw+MtllaZRQHryGBoarVRAI+qaOTChTkBEeV3X7+NPQNhI5iiyLVJATPdKxNg/UkC3jk7McDRRQAJ0q/BaG1BApw1LvoiyUUCcuO02VytQQBaXcbTOaFFAm1LDGJAcVkCFvZApiURRQAuY5FmV4FFAK9M/fjvJUEADCjkVpsRSQOdXUm9j+U9AmS/ShaRIUUDeUVMLUnZOQNnWkORZ7ExA4WG1RuznUkCf3Hw8gchNQKlEgURDp1FAzsTdHhplUEBAvmpVt05RQOibl5G4nVFAu5WPqWUxUUCO7jMAxYdSQFp43voStFBAoVgchya7UUD2jdbkq0NRQGZl2ywauFFAJ45Bo7B2UkChqKqZCZRSQAaUWnq1EE9An7jIj/FdU0BGGhd0jjtSQNQ0TJbQZFBAEe7FdyuYTkBgpBsmjY1UQMZjGxIRFVJADUNdQMeTTUAI3IH2aORSQPxbZ1S1UlJAJeT6OMWTUkCQy4WAyKBSQE7Fp96UUVFA9u8IfgJ4UkCR2XgFJm1TQJFvQBIK2U9AUxMG8RRRUEBCJriYVyBTQN0mjlQkhlJAc30F6As4UkA7KlqYOepRQD8RN9s3i1BAFfVSBB5JUEBSF/sAZohRQGGYhi8aHlJA0/XKNvgGUED4gG1i46FRQJnqC+fhoFBAZyU7em0eUkDV1yeuMSxOQOLyqynhClBAR9681l2PU0AZtcYAjQNRQAf0qx8deVBA7fZ04IC9UEB9j/WFBk5RQDFqfRHRoVNAaUMqDwgCUUCUlOfXqJVSQMEBpO+3+k9A4xHmH21kUEDsEqQXAcJQQGvDEO1liFFACOID6CI1TUA6LaKZdb9SQBK8X1ckUlJAh/b6sl3hUUBlvrqmRw1SQIy4Gcj5OVBAV6/RVSV+UUBiJ1xie+VQQBqQL/PTj1BAOwFeyjknTEC82eQVv+dQQMo6XARiE1NA+QDz5qOSUkBt1UBtTDpSQOtH0+AGqE9AdYsdu9ghUEDX58SR43dSQPXDaZNZS1NAYyb124lnUUBElVXIWy5QQPzOSWlydVBAWUk1R+rdT0BYGfrvMElSQO3n5xrpdE5AqWMBqI/8T0Ae9plrPMROQDvKHrY0sFFADaRYz+DbTUDYfPzJJO9MQKoikyRBolBAy/w5oPC1T0AluI7MlZNQQOQjeqqdxVRA08yZr67+UkB9VgGSwpNRQByFJuAX1VFAxb7w/YnnU0D7B6GmU/NRQPgZhMTLFVFAYSOvc81HUkCTuJFwfzxRQA88CXJPQFBA5kA6FzUoT0DLF7PIS2RTQIsp8ijZjlNAYJX0qh16UEATlFhmC25QQLKT/3dKElBAiy8JmkltTkDWuysolMdQQJOqtmWyN1FAsBGL0ET6SkCc+Mu6vulOQP9RYtsqRk5ASErDUqMtTUD+pX2o8mlSQF0h79y/oFBADArUW6JeUUCo4T0NOglQQDXEuSkLB1BAbVsKxtoSVEDOa4RoE8hRQPrYiAuhtk9AZRJcjq81TUBBMAOCwnZRQAgcJyuKOlBA/PZrXsCQVECF8V+nceFRQJ70HEFNulBAq6AUvhHfTkB++5BO0vBTQMzQag9HtlFAKsoKTmlZUkCMXODpVFdRQGLJjdx58VBAMafdncY3UEBdE5QMvShQQInqhOvjrVJAonnyY+U0UkAC9EeJvplNQKiiIPlXVFNAHAfccHwNTkAEcfkC6xJRQJUlbJ6oLk5A0/AyjbJvU0A2R/JMkYNSQHlNk7iE51FAmL01ZzFdUkA3j9Lx2k9NQNm8DLIOvFNA6YT4+oJfVUCc86qKMihOQFuGcgYGS1JAGJVNMTInUkAAojEqoJBRQKrRLRGofVJARe0soEswUUD/6ZaBwk1TQK8lkvpveU5AeN11aiaDS0DIp1+tWIxRQBJV9sy36k1AjI7b0n9UUUAi8zBk51hRQOR2Fs4ruVFAu+DWp3jmVEC93qaomYROQAhM9QkYslFAyHmQPJ2dUECTmfZ/JKJSQEBkMsnJnlBA+9avp830UECfnjTFR3lQQLOdHcnDTFNARo6nu9XEUUBTPZ92KfBTQOAxaGoF+lJAiNay83jiU0DUpNMY0QFRQC3fMZlT+lFAbspChjDzUkAL3dlDV5RRQBQunH9hQVNAw9H4NBB5UUCPSVYAEl1RQOcUPhszFVBAhxBoVG9gTkAkP5h7HTBRQEHaF/3ONlBAXx4eJtxoTkC0bvOvrIVSQADHWUvuk05AWKDCUlitUECTAjKJnGBRQHxau62silJA8xQRzCFAU0Am0aKTchtRQAup3CfdyVJAetUyyZUjT0DmjMtCHz1QQHHgHMB6clFAJvs+YAQtUUDrqc0ziSVQQMAPfVGfulJATxs4mGOfU0CBITz1UIBPQPysI34H31JAV0B/jj6XVUDR+aurVzVUQG3769YHhFBA7GLaiTrfUUBmtadBrZ1PQFBlC4BujlJAc7UQ3SqWUEDUtWL6TQVTQO384tVGXVJAUE82tcV4U0DagEeCHNVTQOJpr8mhSlBAVUiOWtW7UEBH/9eOv2RRQGb4D0JfoU9ArIXJ5jsAUEARiZABawJQQAg2gYQuhU1A7j7O4ZOuT0Dcw1ZBqUJQQDW21ELBO1NABPS2LdDMUEApVmRCQQ1TQNlAuqaljlFAgbUoFH0dUkAnWCVcsNVQQOFS8Lj4rFFAOBhflfccUUDjZkm/UVJSQIutw+dGtlJATXhX93xCUUCSQRCeXxJQQAdNueJDSVBAbDKDMSaETkBkOOKkng1TQASZ6w1Vl05AF6hKh4RJUkAqG+xMWqpQQDr1IUVI6lJAjxBDMFOaUUDVFnWOtXVOQFW6W6shF1NArCzn+30VUEDNURUxPd5RQILvGds7rFBAWcI1VOtXUkBrj3UnbyNPQCXEO2REMU1A4cnppS4cUEBRPXta7GlRQAhhMHm7aVBA1MMJEKxNU0B+L9BZ4P9SQHKlOmT+2FJA77NJDpAzUkBcnZUNPQBRQCgdcnsAKVJAGnJAWdfTU0DcxMJo5nZQQJKok3lc81BAPJuUGIn9UkBQAnjJumhMQAGYB0SzHFVAnun1mB26UEDM4eRO/PdTQDq6jty46U9ATzNUiYc5UkCRAKUmgHBSQHM/tk9YzFBA3C1SZUREUUBDgCBFUERSQFXWo1qiI1FAedHZQ8yrUEDnGIvwrQpSQL0sMZcgzFBAn6IORQq8UEC4AeiCHshRQFXQDVcEPlBAwp8LMa4IUEAyRg0dtyRSQODE8C+vm1BA3TGjC9oUUEDa9DVezJNQQBZGSWwUS1BAljaT+/kQT0D6mx92LRRRQL0LP8XxS1FASPGhhRULU0CuAaUc/Q9RQKWt4GGyY1JATYQ02scnU0Acm6YTrKdTQH6SkRL5gFBAthb9ZIxOUkD5ZsSLcZlSQN3YiM2uG1NAJ2RZeRHeUkAVzFjC4TJQQG9NrTjjWVJAQmvqQUOUUUAmR0qDQx1RQOEP4BEcQ1NAk6nwo87vUUBzQcrl2tdQQItTamblSlBAi9vZZfV9TUAFnLqcUBBSQNweofegwVFAkNKI9cPsUUCN9BLpkgxRQPQVDzTq809A/M/ucOeoUUCFU0iWTnpTQD7lOgtjrFJAf+zRpkuPTkAYXqdhVVBRQCJJumdyc1FArsODDm26UEA0Kq4NrV9PQPw9XZNEZlJAc+vz6T05UUBZTGN8WyRRQCpAetM3llBA610Kkn2FUUDHjCaDY/JSQC4y7eSKk1FArqFA1s0RUUCyqDm5mEZSQDESGjUdtFJAUVH69MbCT0AdpDwgQt9PQHEO+3gTWlJAVjsK+1gTU0Ct+l/300VRQD/JbWSpXlBA14LZZgTYUUBIXxENzU9RQKLckJmkRk9AmFhNi5xYUkBjsxEVYG9TQHRA74kj5E5AcwYsILUAUUD4MSxyHilRQC+U15/ySFBAfFKJtdcbUkBXaUCSm7ROQArVosZ7JVJAFmNb0PfZU0DvrhHfZz1SQBk+ZCSbqFFATqryak9KUUCMkzx1EuxPQF1vCa2kaVFAnJKeF7mtUkAEohx2rAJRQNZspgC8RFBAsFCSJBLGUEAgebwCgIhRQGPJPPo9o1BAx6sU/pDmU0CpzVBZYPFRQBr8QqVw1U5AgiZFy6aEUEBROtKrdMtQQKWa8eArD1NAaVxoNW7jUUBi3YytYLBNQJIlRA0I3FBA6TDnQDuxTUBsAvG3pJxOQLGH94WRak9ATz4AWrUuUECt+3dL1hZRQIgsfB3ZJ1BAugNrjLVPUUBDMnp8lshRQE6hXeHhRk5A3yhcTRfTUED6ASkeMn9TQAET+AAt0FFAjGF8axHnT0CuKMrTI8VRQDIQq5TlDVJADID2QYz1TkDelY9LyyxQQBuR9w4mB1BAgs+tJTK3UkDz0TaAfI5OQGm9SLIoMVFAVlhZuo5vTkBhoPOlI59MQMaA/6I1ok5ADq1iAxI0T0AHGpXYSB1SQFqlpaxVh05AW3d19wzjUkCa9nZMDVFNQDkQgc/hz1NAiFs3W4h+T0AaeZoQtDRTQL6Gz83WNFRA1zl2qSTSUUDRRmXqj+9QQKxdbdN4M01Ap/t0sVz7UkBfzAgMdgFRQEp0Bf+rWVNAJmTY/GoeUkDbnjPN/1lRQIiaq/UGVFNAOtWNliFhSUCctOUGN6dRQChUMG9Lo1FAmnKOf2NKUUBJwjr4tZpSQGX4AiAYbVFA7uEhoTYfTUD14Rky3vZQQHPz+6yvdE5ApKZJiMVjUUAaDCq6f0hSQAK6R1Zu501A35wk5WevUEDmiSE1/lJQQO/Tte+2qFFANziwT1AtUEB3mAyVe+NTQFmAe9qSVk5AjC4gUFtcUEAdAN2b5YZRQOoLIVA+YFNAaKFIlKCwUUDvFZV96NBTQDqMJu1gb1FAiDegaw9LUEDW0QSkjulTQCUBcEfILVBAM49SHBQRUkDToR7Ga3NQQDMydKYkfFNA88kDOfYjVEBJzJjv6tdOQH3aTsF96lBA+yrKr5WLUkA31fgcgWZRQH9x8YMWZlBAWX0gpSqCVEAarVWclxBRQEg9afHeUlBADBYMinlWUEAVZbYQw9FSQL4x0mjw8lNAFpNBP+8aUEAA5pIcpghTQMDzg6HK/kpAXUpnWrxYUUA6L0LXCFVRQAJZUvrW11BAnNZy+MsHUkBYzb1Um1tNQJLuur2ReFBA2S93NyXuUUDGg5JCAO9PQAOm7u8KnlBA0pfyv1SPUEBr079DofxOQKKfM0ZvxVBAglOio7sGU0BOfmf7ChRQQA2aygmmelBAM4Ya1+4+UEC6iVsd7sdTQG7ayVIFCFFAT6am/WdLT0AbXNOdDMpOQIkQl/Ti5VJAsS/FCNRnU0DQspsbpRxQQH0VOEt/LVJABR7m86lNS0C4I0CBVfdRQMjlJ4bNx1FA+s/JzvjAUEC4QXewxEdPQGgPkxQHiFNAvi2vuvWqT0DF050CiKtOQGmgRnMdGFBAC5moFdSoUUAXqf0DsNhQQCfB/DT2GVBANzm3dIJkT0Ce2F8gGpVQQEI66QqTh1FAUu1NQWgVUkBKObjO8v1QQP2iRjS5cFFAN5Ocaj3/VUCdlYcuZIhRQPgqHnXf3UxAQExtKDxuUEDG6KGO1dlRQJhLJePevFFANEN61PZGUUCqoX1FVDJUQLn1GjIEElNAXI+KwuRYT0AKVpqummxQQGPf0IPJF1FAe67lEexSTUDkeJsBGglSQO1yc3oBjVFARGRZcx3mTEB7LdBpw0FSQPchIwuMi1JAZ3LgsE99UkDAtw27pWBQQPzu4b5MM1JAj5JoXSpQT0CWjZQoCA9RQFJNHXr1B0xArwj3eJExUUAaFzwftqpNQLZPw6WSQU9AzXWg2D3KUUCSGcAiW7BSQKt2SXTbrlBAlGMr7PChUECcEXPl0wlSQPcfkXK4TVBAaY3xY2y5VUBv8dsxM6pQQJVEIzhPDlBAIkhFEDNTU0CeX6gkl79PQPDe9sNs01FAMoaTp16IUkAYDnJsT2xSQChCmZotZVBAn06EyOYYUEA8sStzKh5VQPu4UDlxUlRAyHyKbrNyUkCezNbhpAxRQKvRLZ2+M09A6uDmqraVUkBg7eqGfBVPQAvrCNHCPVJApNPXwZlBUUD1/dYv7xtRQC8mM+JTWFJAK0Lb6rOrUUCj1zUXY4FSQJcSsoBxBVFA1rlmiefkT0CkS+H4FlBSQBH0a2ANYFJAZ0z2/zjWUkCWNgZpiUBUQNuRJYIip1FAxe2y4Z4/TUDqEZMwq9lRQPpXT0GKslFAGoNcw9kMUEAs1e89jgNQQPkCEykxQ1JAyFnACnD9UkAMyxKMtMNNQBQQ0OiZw1NAyS2nncflUUALHwapO9RPQDO4DvCaklFAKF7hrJlDUUDkJBL+F7BOQNKIhO0MSVBAOhAZDbfMUUA77cGf5EJSQGWWUf1gS1FAc2r9BpHPUkBASiKw3BhSQI6TTwlkD1RAzT9AqPInUED/iImF9R9IQO8t26c7lU9AdvbSUMvWUUDxUQZ63s1RQKvx+j89VVFAIoZPckKJUUAJmmKMoLNUQHGsdY2Yu05AYXeWGyZiUUAqUPvfHnJQQNMFnC9hyVNA9YXycoA2T0Cqlv4Qkk9OQBWOQD1p7U9AtLiuKkWrUEAmSxHXh+hPQI5pce3SDE9AjtumCCKvT0CkNU4TPPZRQO/XgHPFBFNAMfFYAPw5TkAa0bSQF3JPQGPjShrAY0pAeypN57n8TUCZMSNC0AhSQMX+NI0nVE5AL2eUWBG0UECra2nPuHNOQIBedXbVOVFAgfLgVYK/TUBNPS7l+W9RQMckPImT8VBALqRVL7ULUkAg/i5aI4VRQHWMLU0ZPVBAK9jZFqikTUASHkNK6GpSQEzDa+pC61FAB2V2P8oXUUBuLLTHCzBUQNAZGbMmY1JAFOFlW5y/U0AakkRqDAFTQE4PXYfPflBA15Qu+y2wUEDHX2IyNiNRQG2SIedQu05AHJtqWClbUEDXas+0PbFSQPNYf5aiw09ATou4IVcrUUCWAZmhzkhRQHcoVYZHiVJAOhQ1MblbTkDchcfIKodPQDj95U/kbFNAjw4IcX7KVEDJABQNnMVNQJ+fTpJCN1JABVn4BzK7UUCNDksvm0VTQMhnUTjuw1BAfBVjiSnMS0C7+vUsTbBUQONBsybhj1FAUvETHhEXUEAIH5D+hspQQNryWHkXNlJAZLl+PPKyTUDIqmr0kXJRQEGhk6kDQ1JAFUrBwEqjUkCRVe4g3htRQJ/Y77qlulJAgNfEH6XlUUDgEZU/hJlSQACTv6bQVlBA7cXj1HrETkAwD5lfzgRRQDnVhyVPCFBAX55LkeRvUUCOh4VMugFSQCpyKvc191FArJv7F4yJUUAhViyxPBNQQCpwLwGsIU9ADRaQaLupUUC9gzQCeZVQQMku1CKu1FBAHqBzz4maUEBPhMkdJ8hRQO0bFS4k0VNArmarR9mHS0Cyd+dOdUJPQKLdDJt0qFJAfQ9qMrAPT0AxMqBkivBQQLFy7BPCgFBAESheuIN/UUD/PKXJVjpSQHf495qgElFAy9krb7aSUUCJ0a2bf51QQH181ymQpVBA4/OZedscT0CYJjxSPMdNQGajLoiqSlFAD/JXeIPzTkA3sB1UFkpQQEb3g0qa91JAhRNqpvSQUkDserTMsPVQQPBJbRKTK1VANpcYqZMXUUBOMmny5INSQKMZnutEAlJA1Qx47g0yT0BnVzukG+RQQI+sttYaiVFADruLTpAAUUAfLoTKezxOQMkM/4Hxp1BAVXbJStftUUAecaO1NXBRQIxlyoLYH1FAfQYFnUFOUkCzfjyWEE1RQCoNEOWfZlBAHXuonsgjT0BwQIvua/lRQHVXE4wfeVFALTZd2mtvUkB+3Mwb/+NSQH+/YXQo91JAiHXrJ3RvUkA3HhoyvBBSQBNS0D9uMFJAbPDhYHKHUkDWFmfauL5TQBkTU6rz2VFAJ4YqSA6JS0B/YmfMaTVTQOfMUGRmx1JAvusOq0UcTkDwaot2FgJPQCDq9vdqRVNA5HvYpJIKUUDikn/S5qlSQCxBmhxZA1JAh6LZ7srtTkDalxCjQ1FPQF1n60U8l1FAbDsxVOAWUUDTkynRY2VSQHyYwC6IzkxAf4pCCAOxUkA9Km+QsgpSQP3aZ5GhZ1FA/1JOL6hYUUCoR9lOU3NSQLthiO+w1E1ANm1YlIE0T0BksWuLX8lSQLQAxbYLt1FANgG/5bESUkCgDWAA9ipQQIVsHX2bWlBArvT0g62QTUDWr5i4VJBRQMUtBl8HoFJAL4R3NoH/U0AehPMOCCZQQFoyNEVaB1BAPmBd7V4AUEA5FubABAlSQErfQI70zVVADDCxyz6pVEBZyouDk/pSQCdw6Vfvu1BAiYe8qf0iUkB6zs6qlG1QQGpLmTJDGFFAeBeusHmCUUCo7Tj7dClRQPJkRt4ZpFFAG60jKzo4UUBcVanmn8hSQCspzOTfOVVAhfoxPr0+UEBrcgwRvfVRQLMR5qAhClRAQBclIskxUkBEvnISmrxSQIo/V+2D1VFA3wry0CzdT0BmrBtCCBNRQF6GQ6gaOk1A/qnQxxliUUAK0zW5GMBSQJcOr3Z5UFBA9tYZtXKhUkDknCMJDedSQM18riiVE1BA2mFBXxsKT0By9bC1LG5KQK8HfVUFmlBAVogIu4kKUUDsX8gyB/dPQF8BcahY+FBA4wlzOnU0U0ASolnQ7A9QQKA6YfB7xlBAfchnJgsoTkDaGSipOcBRQLrs5mrP9k1AeJZCf3VuUkDHYCoBTVxQQMcrW4I2LVNAycg2WBh9UEB4Haa8lSNSQGNBVY1TE1FARTCXNyeGUkALDOvoVJVTQIEwNoLY6FBAH6AC0jZiUEBaWU4gWrNQQNAJJAppdlJAyrcW70lWUEAsi4TLCpNQQMPQX/stN09AzWs31vZfUEAZj0WLvTxTQAHZnR2s0FFAm3o4O3TkTkAU+LawzEVTQCsSmlM+iFBAPB3Fjh7YUUBJ5XlyXuVQQPMgNH13NVBAqPKBEMVETEB0IFeMDzVUQE9GtdsO+VFAAb73swwuTkDfzgZ5My1SQLH2UIvGaVRAbZmSxs8KU0DREYtIO1hQQKtqltqYmlVAdN2NkTGtUED+fRE6lStMQAsCRfn4pU9AVltpVEIjUUAJz7gHdwpSQKt2DQJUqVFAVQ8Bp4TuTkDQrEhrGIhRQK//G0c1T0xABWQACiqeUUCFmtOuumNVQE5OE3But1FAKJNJ5/Q3TkDUaltXFcdQQDRPoS7Qqk9AcURjMSaYUEBe5L5qjnZRQB8D+nlQIFBAfPZ7/fOxUEC6+q2UPTxTQNIVEdBNcFBArzb1yRSgUECUdJKINulUQLntdOPqb1NAw4pHAcyuUkDn/eh9PHBQQMNmmweanVBAyW4FVojgUUAFcknN/lhRQC+yzFkk3lBAOoLu9DaBU0AqLs+NAi1QQKvl0gBSJFBAGSiXrUegUECpU0Fx3TdPQNWzO7zEKVBA3wN2GknrTUBbe9zmWm9SQGus9vFot1JAyeVQr/4rTkC3KoQjpVBRQBFQPbpOrFBA0KEEkxtGTkDxA3ckDAVRQKBJnGuNplFAEtm60lzmU0DGgy1NcoJPQCcQyNf4q1FAiA9GNXYoUUCZyKstv2dQQOO7WxajAVVA2vpdNi8CT0CikG0+A21OQIboIR/Kq09AcICUmDhcUUBwxw90rCdOQIOpZ88UslNA8VvaAYZpUEDcKjkRigROQAzc3b/l9VFAfHB5pVY0S0A6MW7aDnlRQF9CdMMZT09Aqg4YXqRkT0A7y1g6hDRRQKvYdJMk6lBA5mFX5BRZUEAzGyErC2tOQA7pzVdtXlJAIJbuXsxrUUDaqzBBPKdPQHqMRamzC1BACS/08Wj/UEBgXBNyDsNRQEjIPCZQKVJApENqN6P9UUCbFynut6hSQDmf+Y3ViVNAqD+v4oecUUC8+kDqrohMQPMLYuvr1E1AkgC3YPCDUEBiBR9SvB9JQMq6LqkAHFNAIX1IrB7vUkDBgECFdDNSQPZZ3tQBGlFA/UrI9NvYTUCjhCLV55VQQHInFwLl/VBAHdFIZ5AnU0CujHL+G61SQBJ7ZC0AR1FAmmysELw/U0BXMa8RbFRQQDkEyBQM2FFANPCWF7hPUkCgHGpDslxTQF/3YWoUiVBAWd8Ugt42UUAJNa4N4dhQQHGPJakhklRAVRspZcKPUEDcxFSklaJPQD2fepp1gU5AuiV4dDcBTkCXJyHs/elRQN0XuZOIl1FAXU1IO6xYUUBxKfwpfZxPQATBJQCanVBAk+cBOTuDUkAw55nJHitTQMvbCfqgxVFAlI7YwRKgTkB6bUx9CgdNQJAuAr4ky09AVNTBosVYT0A00dtx09BTQO4vMxn8+k5AyRFdltkWUUAlFtuzwy9RQDj8MtWOTlFALM9RNUk6UEAt85v1TEBQQNdSMJvr5E1Agc+vhkKGTUCXGWEO6QhPQLf5NpB0KVFAaquaTomGUEBFxgPyyBdQQHAua6yX7k9AL+XMP3L2UUCtNxj6HP9RQJCCrwMW8lNAcSmlQe1gUECvx2m1NQxPQMXgN/SQlVJAcWpfZ+OITkDkUAfXjihRQKzDhqa8m1NAbXyUTaZWT0AP7zgyOOZSQOecuU9O1VFAzQ/H0UN8TkBY/ggIanZOQLyqGxlqqFBAS5WW/jJbUEA4/RcUOkVMQDung3t3Z1JASBFKWMlGUkBo580HB7lQQGSV4sG3RVNA2aqsgPqPUEAB54UBcGBSQBBqVjpYj05AW64AFciNT0CUuCMevG9RQDTze3weRVBAME00fgUUVEDuEEZm7VRRQKJ3URbBRlFAS1MsNsIHTEBMYyJC5olRQG3nRFkNE1JAOPSIzZCsTEDKKyKNPM9RQLr0XwvtuFFAR6f582i6TUDcupPjJKNQQGBzZsEce1BABFITFNHXVEC+IQQ3Id9RQGcd5zrAvlFAjMW8457tT0A4sdVdB+1MQBY9HRWSm09Axwn62h3HUkDBjzkCq7dSQH6aiL8JoVJAKtyTMdwYU0AzTm8njPNQQNipHEzfk1FAV6MtjbZNU0CJWqkL6BpRQPL6Q8pErVNAkAbbJR4JUkAtWp4ObghQQP2BFEAJklFAdTS8DAphU0C4hFXHfgZUQDC3/96A5FBAIYOODvGqUkATeXkuXYhRQGOb2Bh6WVNAzHcLtZrCT0A+4pf814dOQOovcUThdVNA2R/KgNNrTkBQ2eroROJTQJTfHBp71lBAIsW26hOHTkCITB/9o0NSQJQk3lPkXU9Apojn8yjHUEAkeemMuKxSQJZqpKzdJVFA67UUEIdpVEA7UuGlVONSQKlS5+NpplJAEIk5ziz/UkDSD5RVzghQQOA1Qf75KlJAinXqq7/6UEC17adIaXdTQICjsYRO7E5A2bVUekgSUUCYbP0guhBSQKvu762amVBAibk/U7mwUEBfq3X0agpQQN5c1grvhlFAwzzx49lcUkBQxVIN8OZMQLAomkq1Zk9AgAQAYLD5UECXTXOagRZQQC1m/WmRAFJAc3/FQPxGUEAdUSOmxV9SQNGzd0XRqVBAloBY7dwvUUDMOdg6YkxRQL+wB/cQ/FFASVYV8osyUUBUwi1hBxBRQC/OSGu1jFBAejD2JVhDUEBIIm/p5ApRQNMyvKx75VBA5odZBALPT0B+Sgmy8iJRQBSEZ5NZn1BA8VDWOMU3T0CT3pJporlTQNfOv0ZBfU9A90QIS/4OVEAOYKsZNtNRQOo1iztEDVJAUQtdn6uXUEDwugg/kX5TQA0sbP/qBVNAt+JLI7ANU0DCr14dXx5QQAEmUvEge09AwMkBrUsoUEBMuu1wRkJQQECEc8471kxAHRC9prqKUECA6sOC7ORRQBXQTjTxT1JA+RabgT6hUEDAfu8gKBNRQNsKNtoyX1BAz+dBK2QJUkA8IStW7K5OQEdfH/a6N1NAoYBAv7jpUUCna85mT4tSQNaE5ekvXFNAVR5hjsKlT0CEmLN7xURTQPDQ23qftVBAYRzcPYqvUkCPsTVZsT9RQGVbvNyiHFNASJDY4gKhUEAwnXtLLiROQI47E9WZ705AHdlE47k3UkBcCi2nvIpSQFj1yaf4vVBAesAc1OPUTUA9DHDzdLJRQFOtVn0SrVRAQQQ98i63U0ClnJsH4I1VQLYzlLY/eVFA0YU/NmNLUEBcLXvN/vtOQPqTXmFrc1FAwppFqn2lT0A8G4EYHnxQQEqmVLkQMVFA0K2r3HM2UkDjbDY1cdJSQFJl+gaQXVFAwVTRznyYUkCrAHzOH0tTQBTL4yfLqFFApKsc8zHbUkD+5wMqyh1QQBKfyLbFj1BAiMTCzeLDUUCEWmvbxAVSQPklmJweQlBAiFO6NqHiT0Dy1pvCOLJQQH/QcSH7P1FAtD8MAN36T0DtoYNlaYNSQLK/IHVjAVFAVl84Sd42UEB8UveZPOFQQDEBJ0PZ7lFAStYcjp3zTkDgEc1xysBRQG83WkPhBFJAZ+8oo/9WT0AH73FrqlNRQKL33WxTOFJAuy4FN1QSUUCCu3ALcZRRQEp5FcP6klFA10WNF6t0UUBMJcmNERNRQDeVX+QVw09A/JYXDlQAUkDJFDLSSDVRQNuX/ey9ek9AR/qLMt+nUUCL8VdUJFRSQI82glHCEFJAon8ZG/n5TkC7AF/I4B1TQCr6bqOE7FJAFcoNRShXUEDG1yAKsV5SQC6RBqfmQVJAdPhRP4t9UkBTH9ezNy5QQHLfqGaGHk5AtcNsBFqBUUC+VbCaualOQEDAN4zyN01AtycANNETUEAJ+OE+9MBQQH0FLgPU01FASsJ7T4zaUEDvxWhY4YxPQLTd2iIv6FVAoY7ol6NiTkBKeR7EeilRQO0W/jrw8lBA7C1zh9WAUECZaC/0iOhOQOvbawdEP01AuOEKs0/lUEDN7SDI0aBRQMmMGCJ5k1FA1OaY3i/jT0AuP0bBZOlRQHwVF1Hkd1BAa5beMfdKUUA1MLp0FPZQQA/4bM22uFFART3gC+DvTEBA+5V5rRJSQG2PZvOe5VFAHEzDwNsZU0ANVYLkPwBRQAdebwH+TVJAxuGk9rvoUEBeM5XnCiRRQDWv7mFIslJAE+Dds7AoVEBsgeFD0B5QQGIJ86qNRlFA6vEZw8KmUEDMlwPWf2dPQKBmv6VgJ05AB46zNmcjUkDglYJ3puRPQI/y8TwFCFJAKnJnW9jsUUC5qee5LYtQQB/qmr0EUVJAysg1A73jU0DNU6tH38NVQMCtucDCoFFAKaDXjG75U0A/8OQEIARRQDGOuBq/xlFAxBIHP+UsT0AY4bg007FQQMrhDUWbXlRASB9ZLo7qUECwsg2T+8NNQP+fvPg5nU9ADVSZE9kVUEAQWfDZouJQQKh6NBJIJVRAlobTgfZtU0C9kwnhpPtUQApSvIwhy09Aeku1oJmaUkDegRjXVJlPQCN3VDqikFFANMm7CFy/U0DTnXmYvt9QQI7KKGpLrVBAYKgrIf+IUEBH4VgVA6pPQOMhTa0oG09AMm8VwyksU0Ah2kYqjvlQQCBPDSTiCFFAC5cmcl6BUkDxX/ReRQVVQC2OhrMcKVJAg/D5LltQUUCJwDS6vYhQQJi7rL/S51BA8KmPVWtAUEBWTl3O8x9QQIBbiSNM809AmfGv0raGUECbewVvmQRRQIy3CJLfbk9AsLn4VEoTUEC4AhCdYhFOQGB3zjIe8FBAssBS2b1AVkC7OpFnEeVTQB4yogFEKk9AQfCgJjm0UEBT5xqfculSQOAnBsboaFBAKeCwr+FTVECV2CyAaRFTQOPUZ3y5S09Anz/N9mi2UUCJrdoMD+FPQB5HOss2X1FAHdMmXKVvUEC1rZp4GjZSQCLnk7iBgU5AXkQs9IgiUECoioX0VXBSQFGMDO37SlJAOMFs+g3iUUBjrenBbLJRQCbPaGbG9U5ACSDa+xUmUUDzryux//tLQG6kLrM3zVFAH6SkbxStTUAHQIuJDCdSQMCsdQ/yd1JA1Jv7sgvSUEAJg3mc1uVKQBRok84ELlFAi53/PD6MUkBRMdeXEQ1TQHhI0ZWZN1NA8bdYuIPIU0AzCvCUU1FTQKWeuxRBGE5ASRvYu4ZTTUAL9wmZN+ZSQGXk6ztuB01A5K/NRlkDUkAfG0/X5ORMQFMBAO7Mt01AfF8xZEAnTkBT8Gb5nDxRQDkDvMG+DFJAYlMpg7lgUECiNMMDQhRNQGpgZrcC4VBAwvW3MMsGUkAJkS5l54dQQIjV8jf9UlFA9Kq2NuIKTEBG37NDW/tSQDWkBtR/hlJAERBDRyPIUECT7koOJSZQQL6naqDz505A89QnILJwU0BWkk7+OWhNQO00LbGmkVJAgkn1qFEhUUBbv+6AqdFTQGuipK9A41BAodhvDzaMUEDiDcCO7jdSQHYwvu3yEFJA/ng68z7RUkBkrjGUiAJTQAy9VzWQo1BAY3B27EcrUUD0GiohXwpSQEM+2cxPWlRAonfKUZF5UEDvT3U+vMBSQI1QpMBzOFNAUg+Vi8KjUUBBOGFji11QQJDf/Unt+lJA6k8QYiB1TkBBIhoO8RRRQO3ejzgxU1FACKKrYK8cUEAhsJ9QNIBQQEhDluTyi1BAwlfgujYHUkAGez/TlWdUQMz3Gb3tCFBASPoIYWpgUkCqLyxmfhRSQNWVaw9at1FAVBDB7PZzS0Ar3l+/opRPQLpO1XUl2lBALgGsULRDUUAifjBnVElOQFU7ZPynV1BA9vH8wg32UkAhZYaAQK9UQCTNgDQYVFVALVV5zNQ/T0BOu8DaHvZNQOlJDTcJYlBA6ACh8afvUECG5rFWeY5QQE8Ey4uZ41BAiPwOb8CsUUDjVYk1hUNQQNbg9ts4wFBAKxX4o5a5UUAX1mqoJdtNQA1E+2d6QFBAbBr4OGjET0DQrQ3k9cdOQCYPgu5j/FBAFGjJKvSIUEDYaxlcS/tPQP1Pgt1hIlFAtErzb8z9UEB+98u4/1JPQJXrxPaWRlNA/176Xj7NUkBkw5T6YnlPQJDR4dIzHE9AZSqVG0BxU0BY5fcrU+dSQLlSD9gs205AuCPxmSxoUEAgTOGW5vRTQH1otPiWDVJA8PwFyE0pU0DkfkSiEM5NQEGP1TIIsExA7P/beKbgUEAlTe8u+lhRQBZJmDQB4VBAqzb75PYlUkAUrLNCP8hQQJ2lGOSC5FJAZqYBqgqAUEBWnVlipsxSQB0ZEt61ZlJAef/vVmmmUkAPn0mL1hxRQMF5p6l0tFFAzzcSQFIvT0BBSRhj8MtSQO/ALtR3slJAAoHswMH7SkDAkSxoIylRQMLBxTMkf1BACDFrQCl4UECfSQ+IOsVQQHmbPGKTFVNAwGEW9BXQU0BY04qTK6pRQE5dTCG4t1BADCTnfksmUECUSALwYKlNQBjyLdBTSFBAsL1l+UpgUEB00WEPwM9TQJRbQhOma01AoE4RPC4CUkDgmjkak4VSQGhD4eyHoElAeB5sKUWiU0C1d3x2JOlPQJ4SiEuymlFAtNhYqRcUUkCecKsv99tPQA5AJJMPCFNADwVnDcmkTUBuv57O54hSQIFs7wFHtlFAm/KJYTLxTkCVYnkrS1pOQPliuaOiak9Abq2L3ys9U0BFPvIXsvtUQNCM30Huf1BAwXQhtPr8UUDNFnR+4iVQQHscLkqE2FNA06+u+/24UUDV8PBHythOQEeqG4wcZFFAeRw+E49fUkCz35DGKFJNQJuEy/v/5FJAXmJ7rYOJT0BOpcQexzhRQFBSitzIZVNAinkTM2rUTUCp1SpUc5ZRQABjfATbEFRAqTfiMbfRUEAWf8irtdZRQGgaEinjxk1AfDoXQ9OBVUAICEmq859PQMfQWXWxxU9AZMfEEutdU0ARSJ1/0IVPQLyZ0z8ZRlBA10jdfSMkUUAvL/GNswFOQJSF6sMl8lFAqyRIN+vnTUB0wVCMWnJRQGGkBUD3eFJACg/pBpi3UEBXObWB0TJQQPOZXNuai1BAeDEVbxbTTkC3dNoAV/5PQLdzub0PfVNAisJgEZHNTUBqZ9oRDoJMQBpYdAHh11BAGXRubn8NUkDga81SzZFQQC5q3BjwYVJAqGz3+9AFUEAOqXOT+01SQIXnTKa12FRAqI1W5/FrU0B3zUh1XthRQCnz6h8TsVRA+2/Ijz3lUECY6N/ukFVSQBS3EoP0/1FAd6SxMpZ5U0CpX/EAOi9RQJ+JtEuaAVBA2wt3HYjrTED/KP78oPlSQGTPsfpzQ1BAvWoWgizwT0ANG5/9f2xTQKLd8fMpqlBAiG+loMDNUUC680DjkHdRQFZMiTgEQFJAeocAzDuiTUCkIS3m4UlLQFrhtFw1Wk9AKAvjMV/QUUAR2z6hXrZUQKuEZigHmkxAcPBbANm9TUDnTEIbz6ZRQIPNB1lXZ1JAIAK9xxOES0Dk/eTAzuBRQBCHpwtf3k1AcHtcBEWBUUBwpbxtTexRQOddurlIM1FAEM1BGmWIU0AO47Uun9RQQHNmw9/ZklFA601upyFrT0DYtwD/aspPQGKgZcTCNk9Axi3RQpFMUkB8dx68GO1RQMdPRnzJpVJAPEatGdMaVUDgpUzR90dOQIt9L1kCdVFA1VuT3uzFT0CTpD+pLE5OQB85g6k34VBAQsEhnX7VUkCqZRgwaqFRQMymDWxdjlFAE/gDdrn8UUBX7RmTlu1OQNWAEs6HSlJACvSKwBjSUUCsz9/5VshRQP+4u5BN71BAmMWr9YGKUEDqTm0ADfZQQO/LVXrbclRApOFfGnMiUEBxac3JPYdRQOyhC4EEK1FAdkMJjs65UkBCaZf6Oy1UQIJnR3I3f1BAeozjig0gUkDjbwOn2RtRQBpVmcTvjVBAgBCrpTwdUEBxOMppTDBQQJhLjCj0dlFARVo0l3ZvUEDcL9UQCbNRQKGXzOUq1ExAhaP0lCBHUUCbkQQhDCZSQEisAqXsT1FA9wzo89JnT0BgMuR8ZHFRQODn+L73VlFAe2arkmqJUkBhPC94KidRQE1rNmMhM1JAnm3+fwkBUEAwdcGyhARQQGpRzeK5sFFAGdQKBMAWT0BcY2luQY1RQEY36EjXA1FANXSbY48PUUC4n1j6bsJSQDjtc1VZ3VBA+zsD0BGIT0AckruWoEVQQJq2KP/YOFJAySzmxQONTUCqlubHRIpQQJvyuyBMDE9Ao85INmqDVEAJqkacFrxOQLYmWknWXlFAEUlqtwauUkCEDhCy4vBPQCz9ezQAwk5Aevw/Jz80UkCM41wkgDtRQOVP9GKhulFAG1/qzeswT0C3yp7BaUBOQFk6VhxBnlJAXpGash5wUEASpDhb2ZxTQBIEpqEflEpAH/2QtbImT0CFjCGZVe9PQMGw9jP5GlJAvyHXWGg1UUBX/eQUx61OQAG78anrsFBAT3T++/prUECD/jBTKylRQKRuRD0rEFFAve0tmkXwUEC3ocG3+OxQQGCRbvtcilJAq5KrtTNdVkCG+eGDwdxRQN3C3sZlcVFAzgFtqYNAUUASnCZsL7xNQGdK2G3uLk1A8PtCxJpTU0CGpn+qPkxRQAaJcfVRJFRAKNBHDXZUUUCiPchf1PNSQCMx1Vq5L1BAIxOEKd5WUEDyinJhwVNQQB4ksh0iulFA6uJQhiQ6U0AavuUQBBVRQAIm83K1B1JA8mi4+lGBUEAK8tLP7uNSQJHUjX/mylJAL+wdeMqtUUBhikmSGHNRQJn4DkO9W09AVdQQaAIsUkBwGvTPhBNQQK9DtEHf7VNACbmL1TgaUUB3zO8R4W5SQKaDag5ZPVBArk1EVoc3VEDBnm7kDz9QQOHGSDJSo1JA+RXKiOaXU0DlVsw6jHpSQLJbk8ZceU5Aa5DkZzqPUUDnlImDtANNQFArlSZvzlJAoYBlnVKVU0CmDPhCzEhOQJqm7udYOFBAhD/cZQ96UUBSCcNo8JdMQLx9vKONg1FAPGrc41acU0AvUS2iFvFSQPs8TK2mL1RAPec8n3bZUkD6iY3etoVNQE2Jw40IXE9AYD/oYVnJUUDl7v8PRpRQQPspIZESR1FAgd9IOdGxUEAppSYvFv9SQPKrFBbiSFJADtTiYv+DUUDvUWmsNO9PQDiGG7yFxlFAOUkRIw74UED+7Vcj7TdTQAPo62Y+SVNAKHoypFkeUEBAPimKONtQQD/a6ZKF9lBAqduUDYhaUUBjL0NIZRBVQC0rOuNX5lFA0KR9CehhUUDmm/1iYhNSQInRcfjWOVFAvN4vCF7uTkCawu5yulpTQLAidkSXHlFA/Xb4hgEBU0CiPA5A4Q9TQFg3l5uTlVBArbEyWx0pUUD11spJq6VRQDRLVdCEzVBAuREDa1HmUkCCTUDYXOtQQAfT7B5OtlJAjuSXcPGvT0CEncmwy8hRQMaC5U99HFFANeNNi509UkA8rMMOBHRRQMjCHhCaFk5AkqI5ZCK9U0Anl9bRLzFTQN4xvBQ0CFJAGF7OpEXRUkAuUaSUDjFSQP/lS0HQ4VJA6tt3aHCzUkAdk+g5SsZQQFhdMmSm/k5Ak/jKtLDBUEAn4ZMqgMFUQJU8Unw3olBAatBlc2ZSUkCl1Biu10FTQBwR9SR5O1FAJrk8tG2eUUC7ccvGF9hSQLJRjeswN1FAxahcnNQhVEApZUylxehTQBTRrUtGB0tAePNcrm8AUkCPlTVSSmpPQI4ZfpMsX1BAMrDRw7YgUEDWd3AXtV5PQOJXQidzjFFAoYhR3GT3UED/fxFA87xRQKze3kryqVNA9jE9mLw1UEC52skM6aJQQIt+Xer56lJAjY3FSC54UUCM21kSQeVRQKIIjCW5EFJAj09sKx6NTkAffeQ24mBRQAJ4NdvoT1BAssKJdohVUUALAg5hvLdRQFt89Z1mDVBA1HqYzrPxUUDGirGH3wRQQPqFuQhY71BAYPAbgTJuVEAXAu+bj2VPQOaiw0mM61NAw6WOYyFTUUBt85LS6IdSQEmt8gYt/FFAEiWjZYw7UUAGSKO0eIpSQMvOD7fqTlNAmBHBJi1kU0BpN8oAfthRQHmpY3dYwk1AwwZcOp+aUEBQKTq3og9QQLzDBs9JqU1ALcAzmd5ITUCg77Olx9FPQD8sqAj461FA1EO4iHVQUkCx7uHJBDpSQJ6/5cNqTVBAu1Q3YFxXT0BwLadlGblPQGD+NMouw01Am7nf7lr9UkBrqk544/pSQLaaG1TezlBAtxZLlljaTUDqReAZ9R1TQLqbdnaPf1JAURENVl+lUEA62Ya4jLtPQMtPXYKOOlJAI87JOFD/TUBkiFQ7W4ZRQOwDjzu1HFBA+8+7J9JlTkA5eID3gcVUQEODRVZxXVNA+sQ4iAqDUkAW/k+VDAdTQM+a/u7ySFBAX3wmh1YeUkAnt7D/IsJPQOVJDZzxq1FAMMaOpeNNUUAEbM9qfOJNQEm/Ynlw7E5A59ByWEu8UECncKc1K81OQPWteWixhVFAdJeI4Dv4UECZmouVmWlRQCNU83XYAVRA3Sw07rRyT0C2V+oy+dVRQOG6EWTB8FBAGTNTtj03UUD6tb8z7lVRQMZNS31H009A1+LdlGJWT0CdyrKSeg5UQGuCNN1vxFBA+N+BiCBfUkCK7LwBLjVSQHM7LkOilk5AD6IEXbTxUUCGDTWrlQJSQIYT59N1jExAY7mutx/9UECWcxPklA9OQBnW02Qtf1BAJHomqIMHUkB4KmdOzw9PQKDyZtfOGlJAnQFkWgwVUUAw6AoJH+lTQNhfLiKMKFBAyHSQfJEBUUCkddVn53xLQFMVo0axHFJA2qcFP8/OUECHEfZCS3lPQKsi15Kdm1RA+iXITNG5T0BYoWOvjh9QQDsaJieUpVNADczRJk08UECl28iWqL5QQDSNekkgCFJAYdZCneqxUUCjFkZP+3BSQIGhtxjJNlBAsQJxdnk1VEB/aQRFg8JPQBjgA3+5+UpA0vwwUcKkUkDAJtlwbiZOQAeNaOlSIFNAZXzQHNsMUkCDUfW8L4pPQOXo4N26bFJA39Z1Xkx7UEC1s7d7UIdSQLy2w8ONDlJAiSVmuAGKUEDRGmUdr5VNQM0XFer5MlBAXkh4WsH8S0DouEzcsp9RQJxZdidVHFNAjXP8FcFxUEBynWeFMIpTQIbJYVo4dlFAbK2Mu08JUUDUkIUIHjpSQKPdCe65HFFAzQ18Sku9UEBN0e7XgJJKQHE83YArLFBA9nG2lApgUEDtC5OISV1UQOYBUTMH3FBA5HRH00PgU0CPNHLibgJRQJd2IO71yFBA2ArQZAw4UkDo3oDBlWhTQLujR8dBjVBArQQfWUduUUBoZ72ziWhTQMFVVkZiC09ALtZvwlbPUUC+wdHIpXRQQHNPx4uuv1FAYiCEhEyDT0AINjeX3GlSQAz3E5OkNlBA4s/VRLLFTEChk/epfO5UQOvQuo9/TFFAKzQAXOfmVEB1TeRzdIVSQJkhZOB8xlBAKRl8acE9TkDC0mi9lgVRQImRuqlb61NAIRj916cKU0D/QXiKi5ZPQIleMimhHlFAgTpJ+6/SU0D18pt46ZNRQEPVAMLsXVBAG1k8jFN7UkD6XL54NPBQQK2SSUJorFJAjBidCmzjUkD7MiVhpTBVQHqPYWnpFE9AC4SRFNkBUUAI0VLUj09SQJ0eeJIU/ExAT2iHTxB5T0A5NJsSxVJRQLrMHyedJFJAR+kJ/pZ7TkDUaGudESJQQEKOmnDGGU1AqqcPp4VZUEAh91SQwoZRQHNpvI9Rb1FAEC+2VTEIUkBtuYspg4NQQE7MY05uN1FAdIC77CkjUUC0hIR5QAVSQGlhNMvMIVFAi/g4RNoQVEDFP+jRGm5OQA6vi2sfW1BA1XhG+TmhUUB5gSkY3DhRQC0ax2p1JVNATCd+4/3tUUAkzQ7K30tQQODf9lJOTlFALpeLw9ktUUDb/T0v+iRRQNUDo2L3BVNA3AA8nRNPUEAmMe8AcmFTQCHRMitmd1BAsdv2f7otUEAhaVP2QmBRQFAelQUQBlBAPh5KgQRyU0CHJ4Z41OFQQKKgnFvUFlNA8DYtFkbUUUAAopsyIchSQHIB7UmKa1ZAJ/xZxcTZUEDP+85JUJZQQAZnfgETnlBAp0w2edZqUUBoF7t/HalQQJCxZCAlDFBAwjzTnTzRTkCRSa0SuGBOQA02azCmRFJApVRtDafEUkAH6uLtfyBSQN9r1HrhU1JAZBXZfIqeUEDD64RbX+1RQKu1ymGNzk5AUe7AMGnjVED5X0NKuc1OQDgVW0Dp4lBACVzmpG1mUEA8pchAc3BSQKOda63FIlFADbKEWTiFT0ANEgsgya5RQF1+5QsYoVJAFEmszYmpUECVMZyPLL1SQHSHFv6ITVFAoEeSmai+UEBBmoOBK8lSQDtp2E0A21RAknPVYrdZT0BDcULVhTpMQKJ5J4o8ZVRAgxHbROHFUEAyH/M6nz5SQJWghuPZyFFArspYhY+OUUBlgmqhL8ZQQCqa+/MyIVNA1STHwqmsTkAGGwTpA35PQHr6E9R1A1JA95f475MvUUDGV/vaj+ZSQE0XdyEwYVFAJfWxewlFTkB82LV4c7NRQMKNs3jJeVBAu0M9ZGroUEAkk/8Rd/RNQPKpTkbEFFFAWNjSB7UEUED2nPnZtLBRQGlTTVLqDlNA7yzFWb+dUUCQf4uSTGxTQOtFnzLxqlJATj6ReZcrUkD8jKI+z/NTQF7RizD8lVJAiNbIh3IrVEC8f90KmC5QQE4SWcBfx05AduEbc2gaUEBaz/V9xhpUQMCS/U/KmlNAue49F8lNTUBeLHTb9uBRQDNJ6j4XJ1BAfHUHV5LZU0D2oYaw0xFOQGohjQOvklFAIqj9zRVBUUB34rxzEpxTQNTTSHYhClFAFDnuqp16UEDpWD6iQ4BPQFt4Ngum5VBAgp9Ng7RnVUDLWAPrr5BRQHNhEw2W1VNAzv/kAEtWT0DYk/QdK2lQQMCETVRijVFANoe2abUFSkBQdKFq4xFQQFy+7FlZalJA0QFEhydjTkCK3kheI11QQCCoobhxeVFA8qREdbeCUUDP4ZW0aSlPQMV4GUWU0k5Am9+D5nIcU0DY+MJuP95QQCIIKZHIcU5ACY1PpbhfVEBowruqrEpSQEWR3DzHbFFAbj2i7l7HT0CAC2dDKeFQQDMaLnIJylBACTXHn570U0CZvwinMehSQGwFDI41r09Ar77ZsyysUUBeE4T5cBdRQDumZcRdJVNALNLP+FRPUEC3SCNDWMxQQN9SlTZJ4U5AGbrr4ETtTkCCU+W3uGBQQM1Q3B2cG1FAu3TMevVJU0C0RuVBL2lQQGxylLxiulJAh2wjCdDPUUBobj+e51pUQJl200EdrVBAa7HZjGcbUEA6AoGIydVUQO7Uw+0NeFRAjrBKV/dtUECz5U/K15NSQFNeK94cfVNAQJLU5qXYUED5XwBLA6hQQGVckRoF7E5AyD7w5TahUkDrVqwhU2tQQAR7ITpNfVFA4WYd6ZXdU0AkWEJ+xvtQQEBKofeg8lBA8EOS+nypUEBbhHL7zB1PQPS09BjH71NAMJMXllGXUUBAypiiS4dSQMzt48ZT5E5A7Bj645P5T0D2ff9WO2NQQKP+qVBFr1NA0FnmDo7lUUDmt7lArWJQQG9ASxcvO1JAqO1RSrgXT0CC3RAjE3FTQBxd10H/EFJASfHjIJvOUEADcqRm7vpRQKDQ/d/5gVFAr289QbnuU0DGlQxWXVJOQNUu8wImE1FATFhAlPDgTkD2p2GI7qpOQAKDOG7PE1NAEeUUkvGNT0Aat2UGIVRSQKkgJeFcRlBAQiNWGz07UUADZLywLwdUQHO42qm5gU5AFBu9i1x6UUDc5UhLyahQQIrSpsS7VE5AMfPxT5/KTkD8OxBUPLVRQFpsUVHkKFJAm/sIN6TKUkBFrBDOpsZQQB4XmxirElBAXZLrK+juUUCPtYkBH8dVQCOM/28ByFBAa17e0NVsUkCCdkZkTR1UQP9wbMkAilFAHHU7x2mBVEAumuyIvxlRQORMRjCDPU9APGlhTpMaUEAv2MtVenZTQIaKMu5FNFBAuFhJeL75UUDtSu+G4g9QQCqeTcx1e1BAH8vER26fUkAbhTOuXzRQQO6TzTvkr1FAhOn/jvPWU0AuJNcQlslSQJ8hqI1AcVRAijGJWWmiUEDmc4jWghFPQDB2cdK3FVBA5LEvPdIyUEC7+5xmguhLQCRm207/p1BAvWBNR8oqUECWv1PqYHZSQEH+yzsop1FAJQHHqqeQUUDCiozz0r1RQJTa90kJKVJAK2YpL8uPTUCROgI3a4ZSQBNBYTlIMVFAtrqgx8UeUED0Omcn9SdVQO9FgB/2PlNA3fb0ZJ9kVkCQjJzvZ/1LQFJNh49JRFBARkRptU+vUkCP8MMsfatRQNdLYX45LlJAKtJGQzwwUEBNy1p6DehRQFdlAeNtHVJA2s2W+r2CUUCCzhY/R1xSQP8momAUcU5ADKKXqc30T0By+4QVTShQQJoSJ0QVw1BAdVWy6XUjU0CH0SZEgkZOQH2MdHc6BlJANFlI0qoLTEBDmKsbJoBUQGm78bXQ009AC1JOHnunUEBflCqMdSZQQJ2IEBoIxE5AFQ6tGeLAUUC3J6IZcG5SQE9Fvv40klBA+MYzRxg2UUCtqTenQH1QQAsrMf0u109ANMJRJO4zUUDzk2B4RXNQQPLzeXfV309AdWOCaWciUEAeM8n1PjJPQEpiBYytiVFAyPaz7Fv0U0Buu4YvMSFRQFbtUn4ehVBAr7hjQ0RBU0BZqAJVxzhRQMkd7VMSZFVAlUjU89U9UEDyw9q8KKRSQCQ4l/ek7FJAhv4dfNd1UUBumlUU7nhSQBv5GruYgFFARsCzwWbeUEDqTdNmpKpPQNfWNse7nFBATZ3XKolMTUAlAKfCSwlRQBfNovkCy1FAsNGyCHXWTkCRya3j23pRQLTbh9OhhFNAm8rpftOAUkD7opc8Vo9OQO6pSVYkKFBAc99Yn6QOUEDV1bnZ2JJQQGXkAdPYJlFA6JzNOZcDUUDPocGEzyxXQD7d/3OfOVVAMwthZDzHUEBsn9oJVlJQQC6QyopgvlBAVmQw94tbUEANKXuahQtQQH8kUvkcRlJA3ZB1o0eMUEAEJYgaC5xPQL/pmCBhc1BAXYIMdIB/UkA8cKQ45wNQQOtlBInqJlNAENNyLFIGUUCNNXSNibhQQAf+TSKQOlFAaTS+4z6fUEBjmZb9C/pQQGgmYTFr1E9A6vPoH84GUED6jndu+RFPQFeI9q7PD1NAAvJTK3g2S0BQqmscWYJRQC6sCVKUqE5A8H3D0kAbVECQJjBy9llRQBb1girsPU5AwT5ZIyUGUECy5U/oqixSQM4VtZKg6VJAwYJo9tcEUkA6mUiaXx1TQPZos16hVlBAKS0nGNXjUkDRtkRqWFZQQK/cSgrE6FBABt24b9SLUEC6RD0dDf9TQF4R3NssTFFAiJJ42GA6UUBI/EvY/GZRQB+5ejALyE5AmgNN617CUkD//MQjAwJRQKEakFeilVBA37350iv8UEBYps8awsBOQOz5/LDl/FNAAQr5eE+PUEAwlSSqXl5TQCNVD0oOI01AAK0tSxjCU0DtEyedCPVUQC/NoBVD5lFAm6zf5cUYUUA2t21SYIFPQPoBCB71PVBAwGKkcVb1T0COmt0L33tSQFbHiI0uRlJAUtQhhnCtTkBj61lJW89MQL0zcb4W0E5AKuNa2G8cVEAxYFpUmjZRQFtuU0bdlVJAUW4/KPNjUkB72s5PsBBRQCuGQ3djqE5AWXEqV5XMVEApvAlN7tJQQIyAC374OVBAvvYM4wf/UEAlO1eJYYlRQKJje75LSFBA23Od8PGYVUC3kDLon1RQQDB2p8r7alFAyB4yVpFzUkB/HWlPYzhSQHcDx6XUolNAL2TrtOX9UEB+1E26UlxUQJqSAYvW/k9A9iE5u49GUUDcC3JIg09SQH6UK++SLk9AmbZt74zCUkBzA/9F2mdRQPA6lMPJmVJAKZgnMaBHTUCEet6E0URQQI1Lk2ShJ1NABAGsWJ0KUECNGDZJAC9QQL36C8PjgUxAzY+ThjJ5UEC1Pm7lzU5PQIwyImFJmVJAS956lkVxUEB6uXZlWGRTQANALtcL4lBAKnQTh7LXU0CKaHmjxXtRQFhl6pGAGlFAVam6yhA4UECqzcrezSVSQEVJjaBSUlNALnpG2ol/UUA7eN3OyB9IQFxjjQQUv1BAF/b/GJ9HUEAPL0RBHPhQQFxguvZiU09ACfADrKlRUkCa5nX+6PpTQNrOE3U3ElNAL6HsPzhRUUCucju7oA1PQMzMysCP7VJAGu9+ddgcTEA+izc3OfdNQEd4YJEV2VBAi5Mj5O6dU0CJ/IOOTjJRQC9+TXBjklFAi56CJojZT0AOjI1kzsBOQPrYm/KYKE5AhPQj3oPfUUCppylZUQRNQPU0NgHNKlNAqGeB+EM4UkB2gDl1jZ1MQNbUg9MNOFFAvhxISFIpT0AisfdtefRQQKxmzVyfNFNAiqOiPdrAUUDC1v+4cC5RQPo0EZ5awU9AR9PI9lFOT0D8Fu7z3BpTQG9RyKLVoU9ADHJZrrPQUkD9GHUWP1tPQHm+y0rQT1BAXYxgRMF0U0AdBCwlcopOQDzRtPBr11VAcodGmYUeUEBPi/bYCW1SQPUWcMms31NAQMvXQLr4TkCnkBqjA15QQKuRD+dtRVFACkQwD0X+UEAz8BRvltVQQNu8MKfOVlVArHF3WrXNUEDaRp5tnWlQQMrq/dQGQFNA++1EdoG+UkBlfIT2t+NNQLruLxjycVBAGoSR21eAT0CZ5jkUDilRQL8UK1hc81FALYtGls27UUDDxoHEk8lMQAgtkGHaZ1FANoxcveHqUkA9HySiC65QQBcE3hKASFNAX4S0L0c7T0DQMEkzSX1RQGofafLT+FBANg7+LqpUU0Blh4LymRxRQJpSJx48wU9AnCdt4GyvUUAQwKjuQxdQQLc6n42V2FBADj72Y/WAUEBwxLH730RUQBiq59ozclVAzdlWRDI+UkAVPWhumeNOQG3DtpiGWlFACueLy18iTEBSxLfNkRNPQOmCU91IQVFA/Fzz8IyCUECLhjN0TMNWQNjC2Ro6o1BAUQrNJ+sZT0AvSrIEn/VSQOFiFD5BZlJAW8yv4QY4U0Bj4j4rjv9PQACp72X5fFBA6Zk1rLztUEDIoCT4RSpQQGaP6iduAlBAVoLiY+i/UUCSLth1G2BRQCvQ81SB6VFAp3NI4szzUUALz11i/+hQQI6TaX+5405APLIOHH1sUUDWgGXNHxlRQOpfkTGztVBALRqvT0hXUEAghjkh3AROQKjE+oqqoVBAQguOzbu/UEA5oc+op9RSQGNiZYmIKVRA9EyxID9iUEADiKif2MpQQBxYef8CiFNAqUMItyRbVEAOamJDcARQQOCZyLJnpVFAcmFWONAJUUAJkyK5EktOQL0LMHq1xlJAYLN/oawXT0AYg0B8Tr9OQO03BPTBTlJAkb0iBuTBUEAirFiS7+9NQJnmBkA1XVJAUNYD6JsMUkDda+uTlptQQETMYwoVxlBAasrGZLHmUEB3R5Bra8tSQETcuoeu/1JAzkS4DZa2U0DQRyffuvVSQEnwi6IkilBAzjDr59yMTkDK+AKfqAtQQOArxz0Db1BAnYayglTcUEDtbCG/nOJSQDoCRZieXlJAT57C34Z/UkA7uJVcv71NQMwXwhwTx1BA1Lm8U5RpUEB+TRKzub1KQNYwQnzK1FJA3zpFum9iU0B6Txqot7ZSQFcf0MnC2FJABciZTzAyUUAA+4zt5XtPQBshK9Oq6U9A+FAaDC6UU0C2yQpwvvBRQMnWHq8WB1JA8fUs0cUTVEAoR4TZmzJQQLusmXLeQVFAfsAWsegSUUB+D0H/jNtPQK3bW7feV1FA8V4aLHOoTUAuFaWfZxpRQGXCy82pZVJAg1ei6eYOTkAqZ6V221JMQNvm1au+3FNAhKNW8zx2T0ASObAbXgFQQLEf+mk6ulBA14GpnE7tTUDOHCOs6D1OQL2My970eVBATKcIY6F/U0DF9bybqDJRQCfoxlMRmVJA0KefU9SQUEBPAE7kFOtVQNsMomFr0VBASlDXFjYUTkBF6vDFZcJUQJWAp1IrOU9AjGPTJ9k0UEC7mGFQUDZTQDiO0MM3ZlFA0jKCMA0ET0Asy+nhIyJUQMaEnr5VJk9AuAlqdFkpUEDwWNo5gyNPQIF17TkH8VBAMnA8bj1lUkBdqoIf0q5QQKh9zsbhLE5AzetJHjb6UEBhQIjWu5FQQM1cmB9p909ABXfcAChyUEDiv7jp3vhRQGeqa6SB9FFAV05wfq3NUUD9pHR9TjJRQMxHhlzoyVBAiJbey6jsTkDSgoCjrJBMQHmScZxyQ1FA5jYtqMvPUkAakVsU/ixRQB/S0WK+QlFAHGPEf8ZHT0AS7ItlCsdNQFz4xkfdY1JAKHxUrXxLUEBSTROeEHBSQD7sCtfK61BAsoNz1hgFUEBfPU9tPCFRQJoN4FiL/lBAHDE+RMFJUEBM2gwOmyRRQE8zQL1YflJAHrwgID+4UEDAUcb3Lz1RQNiBG3VrpU5AaJ199HOnUEAYcXHs2oFRQD3dK63lIlFAfYZPGbBuUEB06KbceqBRQGv7UFCt2ExACOx/RxTNUEA6UhFAtkxPQO0NCpKKG1VA2RlDoH6bUUDs5A5OEHZSQN2Sb4yWWFBA+LtjOV2UUkBew7KnNqpOQEm+xIex6k9Avu0rO54UT0BIZM5Wn7RRQH978sv3DE1ArqOcdobgTkCs/RannRRSQChxPLV6tFBAN56bulByUkCEgvdc7BJRQNtmoBIuvlJADAnnSJVmUkA1WUYyyBNOQPWwioEg9k5ASy4+uUVRUECeM15gtg5SQFVJJeaON1FAYrLUtL1rUEBZyKpOCEBPQFPs0LHqblFA4vHBDH8dUUDPq4Y7/uJSQEL8E10tMUxAPgzxFsSiUUBdL8DNZT1RQF47fiCXp1FA1WZ7QiTAUUADVwS9uJ1SQOr22NGcLVBAsyNdt6xaUUCGFXTiXlNSQDXv5tW+YlJASXUspmmhT0CTDXgls+9SQIHSkmHaXlFAF8m00/8CUEAGkLUxUydRQPqUtroJFlFAmHzVSKccUEAyJoI+VPRRQPudfAI5WVNAGrxl0DQQT0BVNCMxFD5SQN+53tYDRlBA0+fOjHSoUkDHIbV8W1xRQE3b1NO1pU5AqWXrQInJTUBsMUQdRaFTQL8u/Wih3k1AJVDYJdSSTUA3PbpzA+9RQJCdZMNVhFJAXLclfaEOTkB1pZiwXKZPQGkYrcoHVlFA20WUd8ALU0AyRUUzj2xQQGYmI+owb1FAoQH6THXoSkCA5lWzBadNQJ5N7N8dZ09AKs6H66l0UUDoMx51HDxUQKnJQTOhvFFATYU0Khw2UkBlx7Q1GxVNQIXKF/vqq1FAtPjG+zPYUUBuYkOd/4dQQJIKd3sGUVNA7NUzhwe1TUD7LYdIWJJSQPQvyuIrzVJAWSxnQ61zUUAH8bJNif9QQM3RxanFpVFAlga9deoAUUBoe5hIyXhQQFDDg+O9PlJA7r4iORzxTkA4D8R1qxVUQJFqHPCHmlJAvEEZvQG/VkBtaNWV7RJPQMW7VzYQU1NACiyMYUEPUUCUS2Q1z1JPQGFCqB6d4VFA4gLWl5XRUEApzmx73qhSQOxScgZn0lJA8CE7pmSYTkC4C92OwptUQGZXtCZAjFBAH5nBFSVFUEA6NR3ix3BRQA4gzwhW9FBAKWcYmxRdUUArSVglG3JRQNfIgVPcjU9ArZhogE+dUECiiOfaGlhRQKQzBK5rB1BAhQU8Vw4kUEC6iXaH9txOQCyUOtkfC1NA43KxdiVXUUAxOMYvPQJQQMYrEczGF1NA0VUdxhImUUBHx2RU+J1TQPvLoukILVNAkjPMR+oLUUCWStdn5U5SQPxNsH7i8VBAppKWExnqT0AvdCh5LQRUQFbsWIstsFBADTn7r4/4UkBq5r23NtFLQPYthKS/elNAAEjm8wYYUEBD6TuhThtLQOFnN542OlBAjKGGw1ELUEDmHOB91udQQKPZSiZyKFJAGcSUKwvnTkAuiclQbH1SQFaRVAuJ7U1AnnW01yKKTUAGTe7AUPJTQCj4c6ytz1BAe3mb7Zv4UEB6KhvvTjBSQBiYGEoF/E9AIDdyLM3vUUCPedNvFiFTQK7mrUpaHFFAmO/Yj/bnUUAiTokuN4hPQL4vfsX+BFBA0BaNMaYUUUC+Ayq6LFpUQP9lpfIMXU9AQJicNfjYU0AmZmF13kFQQHRV4q3StlBA0wvG4Il3UEDW3W4Z/XlQQCaD/Y6h+1JA8jh0neJBUkC8NFYzdQVQQO5cIrU8yFBAJqitdfBAUEA91WY0+9VQQBkWDbjQflRAwsDUttUgUkBH5pSltPBQQA1poSrED01AcAINHjGWUUCwvWnG4CVUQMkKTVj0PVFAmww33TV2UUC4D3YQVhhQQI/Okc9QVFNAUecrg9lcUED9DjvNlR1SQM+33U4TO1BANfv96u/KU0CHyM2X/6xSQBzUpxiZLE9A3vNK/TcCU0ChYPM1hllSQKZktuQi/1BAJf7HXQH+UkAG3YiEz6FQQOjwTlR7ak5AjZ1svpElVUDUczFQofJJQOb2YHsSZlFA54bSLim0UUAcrW+UBvtOQGPbn/pZcEtAoX/HouJvTUBsPm96xxpQQA8XeyRKI1NALunND85OUkDn6I8aZyBTQBhf3Vv8FFBAnZkzkV6UVED4MD/elCVTQB9LpZGhoVFALHHvgkRmUkA3mYTjMSlOQBCWXJt6vlFAxmMmwQRAUECru6fbm7FOQESoqX2ZvU5AJskoVXNnUUA7G5fFtHJRQIt3ttXtYFNAtaNe0v9DUkCtE/eDmCtSQJ19bP93ulNAEuXJxqYLU0DImvVJsB1QQLWzFUedOE9Am9n6GkAKUkBCHtnMUhdQQETHyj6/1lBAkD7VxM30UUC3D/iyPLFRQD/8fAp5A1RAV6I4sLv0UEDOKiXmVVZPQL/Jilt9Yk9AnWdyUNfKUEDaZk9gUBhQQL9V9Qprv09AsstZ92czUUD7rPo2W/1TQOwqngtnilBA+J3+5VYbUEBiqWHIgVBRQHNnfvU29VJAFs/cy1VWUkB7Y6Sll+pRQD5a2aIWz1RAS/ZVdtuzT0CBW7xFqg9SQCVL1yfV1E9A0SYM15INVEBCMot7++pQQFQj5LsYVVZA2IP9+hErUUDVfwggdtlQQK+bhnbmbFFALzOQpMtRVEDjMtbEglBTQHFHrZ0+kVBAPB6dCDATUEC9w4bZEt1UQKGB9LEmPU9AQHDxPrcLS0Dk9gTesSpSQIvgsbOnllNAXG7agJOqUEAvmEPQd3tQQPJvevy2J1FA2z8CYa6EUkCN0eHCTBRRQAYL11/zIU9A6jW2ZqrcTkBj6OJsINFQQOtya8wzPFNAN8VPpPS4UEB1dj1/3C9SQJbJDIQK8FBASIDRSCCjTkAstKcT7mZRQHdafaSLfVJACRR9fqgmVUD/Icy9IwZLQCUo7XqOQ1FAe9uJvTbyUECtW6m9B6pSQE0EXB/CQ1BA0yfypV3jUEBLtbIFGCJRQOc9OHDc3lFA1J04h8E8TkD16JF4yYFMQHqGG7OfxVFAZvaz2/wOU0A0PWXmiBxQQI/SF6kViU9AgjuZpWxhUEA1nWXyJNpRQBQtwz/2kVJANGG0c99MTEBBpk/LSd9SQJ3odwcWZlFA7z2D3rdxUkAUz/gzzcdTQAedGr+ai0xA92t6ole5UEDuaXq148hQQCuSs1yMY1JAfefgAWKjUUCuxCSKXFZRQC1x9mnis1BA2WwbfBmzU0BqL1TihdhSQJjTEXbNGFBAdibnb6McU0DOciDV+oJUQLpcD/nrZlBAVZGI0+jmTkDHAVF/KuFRQKjAPnRr6k5AZEbtnakvUkDyHjThPxFUQAzk17elGVNA9eP/3VB8UUA9tn3mtAZSQIgVOiSmtlBAEv64xwdbUUAy2nXU2sxOQL6ZGgYcAE9A5B9opHhZUUCIy+QYh89QQA33gbIpVFFAiS3dxUSOUkAU/F/RVlZQQIULou1nAFNAjSXj9JG5UEB2ncOkC91NQBmsFF0piVNA2JoiqdMMVEAnqk+z7GdRQNM7cSxSgFFAU/XWPWilUkBwGaXGEQ5PQALAEw/ZtlFAnyX4nAECUUBjQUP1NsdQQHMor6CtA1NA6GJPODV6TUCGwJipHq5OQPcyw7dMZlFAihSA2DACT0DEnwkCG3VMQDQdMrW2w1BA3pym1hZCT0C38ofV1pVRQCRbR/MggVFA+z948zYaUkDN4HIGHKtQQNyn/VOHKVBA9Kwp6UWwU0A0exqTkZZSQPubsCVdjFBAZmA+5Fk9UUD02x+etnNQQB7SI5jm1k1A1bzt0KsXVEAm0jJLP0xVQCA6v/TlG1NAltaCMzsqUEDWYzsIILlRQAuyQ/5/yExAOt8L3T5nUUBp1xqKzvVRQJ2jacdUKlFAgM4pZOV7TEAMJB3q1dtRQOmh6Y6zuE9AU3LsDxM+UEAkDDbaHxlTQAUUGHUsR1BAUfnFPn5hT0AvBbFpUBVQQAulmfHI2lBAHZNsXuyWT0CLcINO2mFRQFhv/81/MU9AndjAWiCNUECi4AM1ktdQQPrrWiIMZU9ADi8b4gQ0UECA4tU29a1QQEFbCW7ubFRAcN13o4PJTkA1VW0189pTQPzCVY+GLVRASwNjZjKTUkD62RrSZ3BTQMYfTSDhU1NAIhRDte8IU0Bu+I0FvB1TQHLG7TyKi05AFPiDCi73UUBNWvqNBL9QQNuvEgWfD1FAWqKCQFsBUUCoaqM7xLBQQE+/6nTJSVJAUayPlsNIUUD/mPMvFbFTQEmrZXwh+FNAGydTB7E8UkBIlCB4aMhNQNjotbYsC1JAzN03AYaBUEDdUsCx4ZpNQCaxkVWbYk9AD0UVGnGjUUD605i8gnVPQC5lnD0pHVFAqhi2v/zpUECUedxpsA5QQEe1XK5jL1JANIOo1CU7UEAAZHTgHVlRQGVi3guyjFBAa4YzZEloTkDUCk4ul2FRQKz14X4xClNAEO9P7AuXUEARs9KTRfVRQL12BAtu/E9A+NgJBigSUUCf6hZ+A0xPQFe72iay1EtA1a2obijvUEAHLR9VlJ5UQGVGUuRD0U9AfWjnm4+DT0DCAGqf/wNMQMPoRu8bkk9AwtN5rv5mUkACpEvH+UlTQMFyhrMgWFFAJwfYPAVfUkDCjAR+yMVRQFUVlM0i3FFATDNFG1ZwUEBbvxKXLstOQFa0CxPS0U9AdS5J0onAUEAV+rZ+zEVOQAo5VMriMlFAhbi6Y0g6UEAbYMsUZ/VOQKJ91A7iLVFAYR2VJzNxUUDLelyI9OZQQAMU8JDK2VFANEqYfm+GUUDZOGAQEhBSQEWGCrmNA01AqR2NcF/nT0CkDzWc2S1QQC0qmWZDClNAVnesTA21UkCuGpxWKTlRQPDbIce/M05A4p6PB9SoVEBL9tnlaO5OQKDs8prypFFAUhtmhP6STEB/Wp5qkE9SQPdiZqPm7E1Acxa9nNM5UUCkQEfWNjJOQLAMdFzKqFJAmjebUc5mUEBE/SB+Xh9QQNOL0cuFAFJAkSl3hKJcUkB41pPEEK9RQGO40KuDm1JA7Ar8AHFeUkBA7j5NLNNRQHDkhXfmKVJAYOnCB6VCUUAa/ni2w0lQQDSuEOQniFBArxW5RBOcUkDHctzlagZQQIX0wuvhsVBAoD6rgSObUEByKrtp/VFRQDlbv1oByVBAoZyvExlxUUCxefGHKvBQQJVZ2PeAG1BAF6QF92GgUkD6oAX0C5tQQO5lW8+RPFBAGCDQlpMyT0CWMQhXS1hRQBGvSrgZ4U9AmBffxLTCUEA3hWo+KSNTQJNRHFyW61BAFF3h3DxOU0Do+4KHmQFOQCJqL3yR7VVAFqu4QAPrT0C3OfnW0jZRQH1eI/sR8FJAzjydgF4UTUDSoqalKeNMQGscEQMJIlNAV3OA6wkMT0D4DcGeYIFSQEygXLtUy05AJzJEFjqUUUABf2vBLV1QQB1WmdZi4k9AfJldMxlNUEB/fiMtyT9SQOtWHD5+clFAq06TUIN6U0AEUPt9pmRSQAdglBv8/1FA8m1L7QRHUEA/YyfuPaVSQN51/+kgFlFAYivv8vnLU0ATlcAF4KJSQNt/Jd9WR1BABzy3BsJ/UUCc6G/X4ZJRQG4C6u+29k1AKaX6ZPDoT0AoxoS71kZQQCgnEYDAblJARcLK/A4IUECDBvut0RJTQMH6TX5No1RA4Z/udEH/T0BtARCG1AZQQCK1+JTysVFA4xWP3EKETkD8sJwdem9TQFCoCI1hg0xAI8emE8Y/UkCgOSKpaWFQQJNRsy0m+lFAYEaD6NaKUkDvvt/GhrZRQI+82yIIP1FAtZks5Fh8T0DhW8pzmaBRQOxsFg1uKlJAg0P9Kw7yUUA8VVeF8XpSQKwHbdDVblBAwcB7eCNyUUB5afUGmblRQFSthFzHjE5AcT6KDjidTkB/ViR+ZpBRQGHzNQkFWFJAk+MCyN9rT0AXgHY8WvtRQODrWTMWGlFAoyDksqEhU0Bq1Oc8XCxPQATuX/iCXFJA3+SV6OTYT0BTiRawgSZTQFiUxpug3E9AuVS7RmvEUUA4cSpWZQtQQNdZEn/tRVJAl8C5fiIaUUC6IDQxfY9SQMM53YT5jlJAkHk4PV1VUEAxG11ZpD5SQGpGp5HR51FA2alfoh0OU0BvzZPn2d1PQERyyV17401AreS4TtR3UED37/9COWBQQIIrqiatA09AzaTUsgR+UkBOmUPxUMRQQJvAibb0K1BAuqMbT4tWUEAycxL0ue5NQMdREtZykFBAHUfx7oDdU0AkzwkEihVTQGcfmsLM+UxAhRZeoMFNU0DZoy/vQkxRQEl+CkDb0FJArRLFnzBCUUBbV2FpP/tRQPf4LSidcVNAd+gY6V5fUkDV4ztrDBVSQCE25Hy7U1RAFw0pKhBWUEC0ZEEo75JPQPhBTYCYL1FAbbO5CnEgT0DZj3jYAvxPQDT6SYk9IFNAxp+l4aFvU0BljL92wvRRQDVH6v9ZsFFAaklHWKJgTkBDlJqSTs9PQPX0NIj+oVBAacQJCQmZUEDpxt8dIVBRQCNtAByqFVFAfiy/UXcATkAQPFbZqfJQQKK3eIDmf1FAIHG+CorIVECTYt4o5IhTQDOO5Px9EVBAWFtBGSuDUUDSix5bXHVTQA7NpowOKlBA6T5WnZCfUkAqm0eWta1RQBKhmBD0KE1AYc6R4lYxVEDAo/CQBKtOQPNOgMmsNk5As+h1GM5KTkCc7DapendNQIb8TJ85M1JAUeuD4XlGU0BJtCPMVMJSQIBfuurzFlNA+pzd4eNDU0DdvBAgA65QQJNLtJP4a1RAKsgp8LP5UkAQIxjImdlNQAJZnsDo3lJAYPGIeuUFU0CBAkfDa1dSQJt+NPXJlVBA0Fp1ge/cUUCo//yi2cFQQKLC7OBpulJADBvhXHZuUEDWfpHBMQlRQOI76nP0Rk5AXIqwxvXdUEBZ0HSfpjxSQIcZVQYHqFFA/Yk4/2SLUECxak75xFZQQLjoXP+joVFAZELgbv69UEANfFAUQJFQQIEs7bShmlJAzJA8qAW5UkCzirnlXUZQQOm89i17ClFA94VWuDNmT0Cm65m6OBdQQHdYUx6CwFBAJibwHsdnUUD3n7wcdOBUQHjB1eQz8lJAsTwDGSVJUEB9DyiS6bhQQI5d3L5hY1RAhVVSSzjzVEAyVCtFrkdVQOMM+6c+nVJABwssQRedUECd1LBSCG9QQP4b6mR4mUpAlsZT0bmCUkAIy2q7Y7JTQLnlwcDwV09AzJwSncIoUUAp9et9xy5PQINyIwGQxlFABXzbJ82qUUActvAk8DZTQORBn9eLDFBALrSrKwC5UED6WPoD9F5OQEE7AwW/oU1A/RZudCpWUkCdK0dPDklOQCdAoVro5FFAr1RldXEwUkBUsLliQKtRQM1pCu+aRFBAjLu89VIfUECN9DoBqB1SQPBdQAFo/FFAfK7HDzvfT0DM6nIjr4hRQCvWNK3nlVBAjPX4YLjPTkBJpFdbc41RQBdk13BKc1BAcR/1k9aRUkAxcgl8Y0FQQBgVLJCyOVNASRnnLv6fT0AgX4FWSJ9RQOfuz7znHVFAtLgJRL1jS0De/VtcTzhRQBYJgoBTulFA9NT26F8MVECtjMvH2pNRQC/0HppVG1BAeIgIOam1UUCO3jSV/KlSQNLUEAPUhlRAQ3QAahUgUUBf+55fpsRRQIv9vasEdVBA30K5nfwNUEAzcexW4pFTQKcbZgB+qVJA/mtKTsfzUUDgqtjY7O1RQNwDsxzd7lJA80szg9Z1UUCPYQRaRnRRQKgnkcRQYFRAGBw8MsVJVEAfz3fuA+tSQJQd8q7uPlFAYgd4JBuCUkCexHnd1ZtOQLOzCacppE1AIIZpZW1vUkBwTB/Jqy5OQJEp7qeE705ABhbNBBiYU0DvNuj3rgdQQATRCw6El05A2iZL24dlUkAtg4NHyotPQOmVImjrB1FA9GcP3U0UT0AxsmIxXg5QQCEmE39kDlJAh+szb4mLUUAXlJ5nYzJNQN38QwFo00xAM49sS8pBUUBZLbmq0P1QQP7ETiwt3E5AhkSm/+LKUUCuQ73nobRNQEcBiKbK3FNAvKTHztuAUEDPHTILGNJQQD+YPEyQklFATJuadqwjUkAQd3hWqvdQQDsX3y0gz1JAV/YeurwRUkCA5bxYoxNTQGkSF/3koVFAO1VBMIp4T0B6aCo6GK5RQKnQi/I6k09AZmdZaOzxUUDXZQGGfCtRQMmzeip+FExAOH6q7gG0UUAIFZTeushRQBB+RzDcIFBAYBs0K5z5UEDf1G5MhWpQQGv27JWnF1BAFwPMHv42UkC42m4uOwNRQPAxKA/ywVNAbfRhcX+EUUBT9Pt8u65RQMG42T1V3VFANzjS8DBBT0CPyVg0+G5OQDI85pap4lFAMq/h1jTUUEC/V3/1mUxRQHwSqERcWlBA0txH1igZVEDyqkbmN+RPQAHjrTFNS1BA8RYehC4vUkDKfRVP9C9RQCxpwdabYk9ARcpKUAjPTkD0h7lmM25UQKBxdHx1nFFAguLABoRuUEBNnK39Y2FSQJAuc/3dllFAhZRmBOZhUkBKFn1aJ2FRQEpQnmVaCFNAqlGhuZBnUkDup1GzVjBQQJLW+0J+305AVmDvlHzmVEDB7PijOU1SQDOxmv7/O1JArh+OhkUEVUANtvKsjQxWQNtS8lL0rFFAeVuMyqACTkDaRSTGaQpQQLBcaO4oCVBABx15GtNoUECRJhvOIqFTQAvkIDIQik5Aes1sYI3ZUkDEXwi8sIJSQEpfHaufAFNAKaBdxUpqUUDDP0vVnF9TQGnzheNkDU1AB9Zc5C5rUkCYRsblUWBTQICzc+jFrFFAzlwlg+3lUkCYdtAT9UNUQJ5ar9OcA09AbYTaNMJrTEDw/vk1bMBQQI+xGKRVklBAYqMZ/BYMUECsA/ZlH0dRQJOHcAkVG1FAEcyCY50ESkAVCItVVmBSQCTfC/3g6UxA0X3mBFNkUEBuP8bsRYFQQGuQtzPtZk1AE3hnuh3WUkAVARIA7XRRQHRnmCu7MlFACQhcXIGDUEAheHXOxd1QQBkebBEJhlFATof55DprUUD20SOA0dtMQJzFGCOAi1FAb1eSpkNuUEA/jtG0dCZUQNccK5sGJFFACeRjFNzuUECrxfyYk09PQOQJYvzGXk5ASalYzJV7VEBKi+XuNPxQQGxOG2Rq0VNAwTuIzM5NU0DR1xTlPOlPQMooCoBDcVNAFwvrE68jUUAGaB1oJ4BSQOC8RUQGKlNAvgTH9CleUUCl91wWzYNTQPJ9HVettk5ATx+mGgg5UUBsSCPRjmVNQGAY20S+LlJAPPAj9folUUDl1GZgPqZOQNN7SSKUGU9ANRst4o+VUEBcy+HAlbJPQIPFuMBleFBAHaejGMviTUCAAZ02+L5RQHNOCzzmrFBAgkLNb0DWUECvLpPNaHNRQAtH6+cZGFFAR45vVivpUUAZm5GRvRdOQB0j2rdwYlFAYnsOvEICT0BCmzdFNitQQLxekhLuTVBAHo/qeNxpU0AsnyYbfBFQQAIjPbFNPE9ArUl//EhIUEDVN74/S6hQQK3A6H/b9E1ASwH8Rf0IU0AxmICgqDxQQAgYQeCpaVBAYtfSjqc3UUAaZ35UViVRQN8imziARVJAbPRQnOtSUkAPQzrLrmVQQKri/q9AD1JAgIe62gVMT0AM208NL5tRQFvrYZDU31FAEyBXvkfrUUAAMh9eNZ9QQFfZPF14U1JAG2guQ1hlU0A+FCxVdrhRQFEsiqRl9VBA7hN684umUUDJ8ahiLZRQQIZtIU8nv0pADGWGc2gVTUBfutKukPdQQGgth+2fXlFA4eWPiX8HU0An2TahE71RQBZG/W2/6lBAuChJWNBWUEAp1WugmKRNQACOwlsFlFJAPBc/QHlsUkBsF3hUp2dPQCVEeOe1dU5Agy3ubIZNVEBR+QAQaUBQQEU0tUkniVNAeT2vA1/6TkAEvlHumCJQQMM8BqoVG1RA4o2Y7bjpTUBxzOVKUbNSQM+OT8aiNlFACHHqCjRaUECTBigE6z5RQOOeyBrWNlFACax5+l2oUkCav6G2IMhNQLYCghXC0EtA7rmL+Z5STkBNMC0puuZMQL1d23zPGkpA61J89rT2UUD41ZScb1tRQH/hK11ok1FAnhW98JVVUECl9AHJkXJQQNbulmFMyU1Ak4L8MhH/UEASd9u0GHpQQE41GNwQ/1FAhH0M0VgXT0DCGn14UQFSQM1LcWDEU1NAVHkAtJVjT0DgVC65jeNSQDG41oZOC1JAX7OPQFHbUECDX/tUUH5RQKfDwL7BB1FAd2GtlibNUkD3crA7JUFRQDvlckpZSFFAfOM7ta+dUUBp/P9WCmhQQDUHdB4J4lBAdHR3KzZeUEDHAwCZxhBRQGmZlO1Tmk5AnNb/5jaHUkDBliNNkkRTQNb4C3MU7U9AkP6g8CI9UUAs0R3QXH1SQIjL1tyakVJAP2lULWpzUUAM0EhnBI1PQCGZhkJo+FVAek03kaxBUUDMI+CW3H5SQIBR+lUimFBA5pLO7nrWUkAsfghzWrpMQJ68H6KeJ1FAJVti46XcUkCbsYgXrwNLQHQFwnG1jVJASaYmomr7UUDp46OgN8hTQIyTsPN1NUtAMahIu2n4UkCzIwpGlgVOQOvr7qcJO1BA4xeXx4YdUUAvtW+AcHxQQF5OgIiFPVFAzx1zS2LiUEB5LyRQ/TRSQM5d2t+ySVJApnqHrIIRU0BhmApfKlhRQI9SmK3/NFFAY91Ngg4uUUBDHKRja+pRQNppipWN61FAS6UtpKi6T0DrFQFtk2hQQOiVhLYkO1JAQuL4w8mqUkBEPPcN8t1TQPoFqDjsm1FAxAE5rXseU0CCqI716e1PQMD4o560c09AsCUhs/EwT0CjGhZtPuZQQO41XSH/005AlY5ZH3wZUUCTF9rbEK5RQFeMV9tgak9Al92N0i2GVECvZrq2a0BSQMkfavLcQlZAbHH5Wo3/VEDriCftMDBUQBr5xlyyPFJAQdgZsYKlUEA/sZvYTtVSQFQbcJdPhk9AFXxmDfcFUUAtZo0et6lSQMlUrK0b5FJAiD74bPMoUUCzfLw16slLQEkU9qlZjVJAkDEzzbS7UUAqCUX8Q2pQQA6aKzkwK1NA8xTL+IJjUEBxR1DtVOBUQCjVctSPNUxAexVBht4MT0A7UIL+B2NSQD3wPP/2MVJAoNNjZdkHUEA8zXSQJ29TQLNHh04bHUxA8h6usTSHUEBug5Vf+KtRQO6l661g6FRAp/hkooo1TkCplNLCJRlSQPq3vfn0ElJAEap49vQBU0CJ0xTEQnNSQHRmfQMe51FA+nIRdlggUECaUkntzItSQAmAlqUvl1JAc5V3iMuGUUDuTgU8AjxUQCQg4/3GSVNA6M2MhcK2UEA9Xm7CyNVRQFt4G4E4eFJA7YECR58dUUAr/EN2octRQOnGxF4EbFNAcLPSZ9FbUUDgrENNyGhSQHAt0aRKDlRAtOKR3VZCTUCJZnQK68pMQLInjg5T61FA699sKv06UEC5/q8Ook5SQHeeYkMxR1NAKplYqANDUkA/dzeJ5iVRQOO9gxOTAVBA/ptoU0NDUEDUdO2IyZpNQKnCmlQlQ1NA1mTmNFCPU0Bbg9vAu65QQP4yehQ3Sk9A18RIVBA/UEDoNRD7McZRQM320Qn9t09A6gvtRC0cTUAkPmVQyTFRQH0iezChg1BA1oqyyPZMU0A5Rm0StshSQJlGLbtnLFBAyLKpFfBGUUA/H0UbEiZPQMMaxp2NMFFAoxvZojpCU0A1q87Dl41SQEOMBfGvik1AoI5lOGXeUEDOPgnvoVBQQJQM375eH1FAnbVFljBiUkBQ2sV4cXBQQKogjPPMA1BAG9mZVa5JUEAkDNdTW0FRQASXuCHPt1FAiGJzNnrFT0DpMG2umMJPQG5mbDIoe1JA6OtJTs9dUkD4EmYZ0AJQQOU8M33k8U5AlgVzShQ1UEDw22QG0PJNQHkibP/9JlFAaTZBgAobUUBaGneh0AxQQCxoaN6Nu1NAeoFrq4dYVEC/Ub0K8RFRQPb9ghmM1k9ABgnIKFuITkCow4RxHr9RQB7qkpaPPFFAKYWYS57lS0Dhx30DCklQQKrlvK9Rx1FAVL0yoeEtUEAkOi6Nq1RQQC8HRGIif1JAx322Ok5JUkAViZ31t4NTQPDdTrsDY1BABk7RSIYlUEB5PDYB0H9OQG2LNV/J0lBAq77FJ5ZfUkCDC2+u8SlSQLyWtJc+tk9A4mb5MJ4kUUBdgZ4L71hSQBL4mZc3fFBAlB1gcoOVTkDppMgmCOFPQCusgeLNqFJA3BUDb9QZUEAgHWJpAkpOQHJPa9NQIk9AoOdzGanoTkCGAl30YpZPQOW/SZMT3FNAChm2GKy0UkBnQWJsQwlUQI0y10H/ZFBAWnGPWYSXUUAnVC4gpnxTQPKuf9UWp1NAwCRKPM1cU0AJTO/H9nxQQBI4n/RHulBATC0baaKVU0BV5/HWUwFOQBmD8uh4JVBA++fgKzqNU0ClDSlLxctRQBPKkZ+03U9A3NzkfBueUED3AvvUlPRSQMWo16Yg7E9AHO4GBdQIT0Bo7qnxlNdQQOwX1kjJIlJAUoMkZ3ANTkAZQ/p2Fs9QQAYCGytRMlBA6cd4ga/8T0AwFYKPGilSQGMA6OdID09AopVe0xgrU0CgJxAWznRRQBVRQh8GzVFAJuSOkFvDUEBdg7vpAzhSQIoN+yf5J09AgWxtsc9LT0AolKXgtx1XQG/Hxfh7PVBAyBf7l8DxUkCBBNvXtoVRQHaAq+BMKlVAIyoW8s9TUkC8XghIFNtTQMp6Re1/MVFAog7FFaXHUUDwzU+BVAlRQB3aRQ1lmVNApmIMzacHTkBaBOrNL5BUQKsvVaVINFFAlAdokDQ7UkCYEKtuI0FRQLR2RO2jNVBAez/NFXGtUEClcMqtAw9QQOXBN9KXz1VApKjylBA+TUDGzYJY9bFPQN8yDBbp7k5Aa7TZ1gRXT0AGl0h7IvJRQIX72ZCxWFNA6/zz5brfTUB3QK+u/ZtQQIFXzGmiElFAOQ3Jr1xwTUDWdPLDXZVPQCdYIlVVMU5A+tQQ18cKU0DODNCzCdxTQGE/rjHzIVJAJWbfrzOdUEA3oDR42RhPQIb+XWsO8k5AhA1lG2muUECwozCU7o9OQNOFTk39JFFA2DrtyuM2UkDdMW9sU2RQQAR5NzCqwE9A46YJ4i9LT0Bbl7FtfaZRQHs2XAwpm1BA8ucjMEQvVEBeUz4zNfBRQHtllju25U9AjMy58b6eUUCvng7lWDJSQFhkvSTh3U5ASPyKGehrVEAiOZyoz2lRQDj8Ee4rFVBAABEf58Q7UkCp4GyGY/5PQHyQeueqrlRA5P+hp7ALT0AGK3q2x5NPQHdGwoq4JVBAd8le+c3hUED43OGjLwdNQOlXzjvjOU9ABLqAYh40T0CqENnUbVxRQAHqrH7Pc1JA7PsVYZ9VUkBwYqOZwkVUQF7YGIrwllNASLM04xG4UkAFamW69Y9QQPWVTtTwTUtAYXvUwxxOU0BYkQFdl9lSQOSNloGPmVFAU0EBcDDrT0Dn51Y7F7NQQLa/weRGHlRA3sq5JMWZTUDrA4i4ZodSQJX1l+9+f1RA+sD2iK8PUUBHy4u/8ZJOQFyEIWnd3VFAeShympNqUUD0jXxL4+hTQH62V5TR905AkKp2Q+pDTUDGiB0KX/xTQFgUjxUMIVNArWzuV/C/UkAqLxF5kEhUQNWd2M7A/1BA5fmRTqu7UEAcL8ZzOUdSQIgfjkob9E1AdRrzDDrzTkCSdfD6SNJQQE9gbqNN609AgvpioH4VUUCFpScAQ4lRQO6fKW0DQ09AfkPD4cF+T0AVh/mKUyZPQFhTMk/tNE9ACcH0BkzET0BDNYYDQpZUQHr0qaeS1VNANaBv6Tw8UEDx1apOrFBTQBiMT/o4b1VA5nN/NH2NT0D3MM0P3ZlTQLk+mG1ccFJAmBWO3yqYT0AuvANNPP5OQMWmgSFjdVBAb9n0xaCtVEDVDp/ITmFQQNYuqe9sF1JANerspEQdUECqyS8KDXJQQJrlJmi2XVFAyXbJjqnaUEBrYboRY2VPQHNYGVo9rVBAqE+W2zVrUUBlgbyHiKJRQIEpoak8alBAVosycbKaUUCOMrFHYtFQQCJY2gwTwlFAH5MsL9DzUkBEcmJMI7NSQEhsR5627ElAK4/YfMOdTUAJGmzxNEZSQNKWeOs7U1BAyHn+31g4UkAWAXcFoutOQAVCzl3K+E1AbxWuSh/+UEAk82OUP3ZQQLn8pLebsVZA9KSf80NyT0CKhsZzb/lTQA1vHsomS05Anf/yPVp/T0DjGTzwjdhQQEpKZw7pTFBAVcAfw5HmUkD6XRap9yhSQMIwT3V2O09AL/9p4fhNVUA4PkdMDeROQIEhd3U+VlBAgaVQBiFQUUDNtzNXD7FPQFhQ1117VlFANh88lAlwUEA5H0vTE/NQQI51NZNNgU5A4Bym2OPLUUAw5TtITqtPQNdFlABiQ1FAj/iUCAR/UUCt0hhtwJpTQD76crsBB1JA9Rr+NQYkUUBYRdq8n0BRQKiaAEKEm1FAC7GpudhOT0APX1CU91FRQNP+eUz8A1BAjRyxkyQvT0AryzWDujhRQAyB073w4FBAjsjgUB5IUEDDw4SkVR1SQB2FYHYgVVFASrZ1BAhUUkCeUI+6zDhRQAYemjr8+ExAuEG9bRyIUUA/fRBn33xOQFCYvlnRtVJAFx2b7JaXTEDroU5VA0FTQHT9+D72i1NAM+4Sv1ZcTUC0BuDQ5+xNQAyGM3hmNU1A+5p4RNWpTECvi6vxi8NPQC+mvEvKfFBA5WvdZoM9VEB4CzV+GbFLQFVNZZHublFAdIPVGPAAU0AUmNUyJTRRQO5vdXWaLlNAtLsOkVBqT0CIIsQV8ydSQHQVc3vWg1FADOkVCGkMUkAhtl58Dm9OQKwkTfWVH1RAFPDkHqHfUkD/a3jwVXFPQLrx2YKlLlJAcVTlpVgXU0BKHMWJO0pSQOcRhDXXXVJAqW6zoFSLU0CH3WDSSbtOQGSH8+TbMlBAAf5H7LCaUUAyFVPzW0lRQD7nryMC51NAHU2qZmI5UUBlIWPvgbtOQGwjII7+q1FAeuSjt6QPUEC4GhV4DtFQQGwL0BkAhlBA5QtskqYpT0DBwETTT2xTQDUPV1WuDE5AOVfU80s6UUB8k7qvUWJUQH837EulAVVAwGR9N5/PUEBGpGRofi5SQEvtLIIeQlFAPpVqNWR5U0Aw6RVhYK5TQMrGBIaDdFFAiU7v7GnmUECymR4TAQ5RQAOor31+Q09An5pOXiiQUUCO29JTlqhOQPS2yRVpOlFA9MQizgUIUUBGQ+stKVtSQOn9b1Qo+VJAypGHAghSUEDCztzKMAZSQM4WyzymcFFA9ygKrAtuT0DG2Oa/9NdPQIWAq0T9XlBARcZjn90HTkDsl+nsj9lMQDL4cNnUC1BAbICPYV+LTUCngZ7lx19RQMw7sXy/zVJAyY3XU4lxT0CaMzb2LVZQQBRw8VaiHFBAES6pSDtbTkAOzkP75kNSQPaFEvb1uE1A+FTIjAU1TUD2Fuj4rDNQQGrkGG+pdVFAmcmlplhDT0Dza0+5XjlVQPRZthyDaFBAJ1RooXvWT0CS4kzAw+1TQDpR5hPXlFFAEJBuwURAVUCb5X0ZHrZQQC6FH3LX9lFAzsUrpalzUkCMAcEH4dxUQL3pkmx6PlBA4Zw9PBGNTUAEJIORHkNSQL14EoeHClBAm2mWBSPrT0BM/PlZqeJRQPf0EZYX7E5ALW976qfQUEAgNYsYOOVQQMgWHBPxyFFAr9reIuloT0CA4gshxcJSQKIEtPAuX1BADpP73CUaUUAIo0SxYrdPQExOYSfVFlBATRTke3wXUUCZt5Djx2VQQOudQKd9P1BA6iLFyJkxTUDaWnqOS6JQQNCUPQpGkkxAKfQpsqE5UUDsyX4Wg2dPQEg5JLEBdFJAoL+3FppuUUDCqwnKRKtRQAOmdhn71VFAKsqVSKI4UkDL6doQOINRQNZ2LmawVFBACIBJJWzUUkA0Zy1bOv5PQOuF3tnWbVNAS7F+V8mFUUDe4piG9BJSQFhZ8iR9OlFAPXGRymwJS0CRM81KVW1RQAtL2FdpiVJAktCbiNRwU0BRP0nedAFRQMmjriWcYU1Acur7gAbKUUDYDcvz6GZRQDf42FvSMVFAJuyMR44nTkD+ZJYo3bdSQG9Cy8+jf1NAk3wWc4EFTkCKAbflmmhQQMNeqhVG8VBA1XUfT2XHT0D3vKL3hUZTQJMkRwg/y1FAH5g4kFX5UUAKIGwuZWFQQOsNsJFazVBA8X3EMKCUUED++dKeagRTQMmtJXdej1FAf3Y/UylAVEDHu9Ii6lxQQF2XIneim1FALpGdrK7zTEAxE8JJz5NQQBMRzQUqKlNA+8BBzepqUUCCzQUgFBtSQKW2E5EdklNAnDBRFBNhUEBuhUHo/+tRQCjOyOMOVk9AwgeKl5kxUUDg9z3eDO5TQLTDv+xfRlBAF06x+n/PUUBZDWjRn3RNQGJYaNJpLVFALWujP5zJUUBdqGCYN8lSQFEVa80gGEtA09/pk7EOU0DW+Jws95dRQHZoS/tUp1BATDqmj+6yUUCniiSO51BRQAY5oDHMy05AGvIr3k2kUECVT69wJQFRQNCA2gunj05Am2xWYgaEUEBWuqtGRFhQQHvOw9sWPU9Av938JxhvT0DDMrEK1oZRQJjKEAmHOFBAljfSXUaDUUBjJvR/MXhSQPhuknnjI01ACOckqzWPUkCE7YdCuopRQPIIwhJIE1JAVrLaB1KkUEBpFlyvXtpOQL+kf11ZH1FAJNKK4dybUUCzIta2qBpQQOj69E5jGVBAd0CD0p10T0CPGHMCI1FPQEcrdi8w9FBA9vY8fzsOUkCSTmd14TBPQLcxdGDVdVJA7lsmAwOwUkBNqVMXM4dMQMo60D3lbVFAEbCXKh58U0AMYcuG+lxXQBfsKzESrlBAcKsn5JyfTkCK5+779mlTQBcd/x/WalFAwGpAQdftU0AfPnBFfiJLQK+DMZacPk1ArSU4Hs7kS0AeJ6iNAfNRQFsDog0jwVBAGuzjrxLqUEAGzJYoXHpQQHds2cAHAVFAQBqAIL7ZUUDPKR8ye0BUQHlEVGQ5OFBAmUaYgqWPUUAsWd+2F9NWQKxtcjwHCVFAX7/9sbbMUkDxWBvxwBhOQD8cHZQwPVJAdgiY7FrUUkBj64XXJlRSQFQdR/WktlJA/RstFmWXUEAGBPU3WCJSQC8WtpJM4VJA4NgMXNhUUEDJ4gDFoMNRQGkQSpI1R1BAlw1eJRyHT0AVkbMhU51RQHgsZPYGx01AxFHVLesWUUD10iO+5fVRQKMua6YOmVNAJ7PdayPGTkDqpbJM89FSQIsMwtANJlNA8fZUkAiKUEAzrwv9DU1QQINNcWOdPFFAObBHF7BnVUCrGpYtWZJRQGIePrIwlE1ANXmBTdAvUUAtuwvENZJQQLcdCl7YoFNA6goUpuAcUUCvbmUDzwNQQF0cJjJ2DFFAB44CTI8xUEAXwTCe+5xWQJ3F/iIY9VFAbVennAQ7VECYwTsW+0FTQNCuya5NCE1A3BLXUlsCUUBusZu5n51MQBuK/fa+EVBAZRWJyrxRUECUoE6iVc9SQG2Dl+faIUtAzKsH76pjUkDIdTI/vHRPQKDioxst8lBABukzY5FRT0Ag9CckfopSQCZlsGZ3vVFAhN1kx6b3UEBnl8GuUAlPQOjlt/o15FRAtGRjr94CUkD12xQPDnhRQK+Wa/ux8VBAb7RXRosdVUDmo58gVZFSQCj30siGwFJA7N2IveewUkDsKK3BqTpQQFEgargyU1FACV5EfYhOUEA=\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"diverging__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \"},\"shape\":[10000],\"dtype\":\"int32\",\"order\":\"little\"}],[\"chain__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \"},\"shape\":[10000],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1129\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1130\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1125\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_alpha\":{\"type\":\"value\",\"value\":0.02},\"fill_color\":{\"type\":\"value\",\"value\":\"black\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.02},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.02}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1126\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_alpha\":{\"type\":\"value\",\"value\":0},\"fill_color\":{\"type\":\"value\",\"value\":\"black\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1127\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"black\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1137\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1044\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1045\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1046\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"int32\",\"order\":\"little\"}],[\"\\u03b1*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"float64\",\"order\":\"little\"}],[\"diverging__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"int32\",\"order\":\"little\"}],[\"chain__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1138\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1139\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1134\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_color\":{\"type\":\"value\",\"value\":\"orange\"},\"fill_color\":{\"type\":\"value\",\"value\":\"orange\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"orange\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1135\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_color\":{\"type\":\"value\",\"value\":\"orange\"},\"line_alpha\":{\"type\":\"value\",\"value\":0},\"fill_color\":{\"type\":\"value\",\"value\":\"orange\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0},\"hatch_color\":{\"type\":\"value\",\"value\":\"orange\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1136\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_color\":{\"type\":\"value\",\"value\":\"orange\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"orange\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"orange\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1146\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1140\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1141\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1142\"},\"data\":{\"type\":\"map\",\"entries\":[[\"xs\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[127],\"dtype\":\"float64\",\"order\":\"little\"}]],[\"ys\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[127],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1147\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1148\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1143\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1144\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1145\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1097\",\"attributes\":{\"tools\":[{\"id\":\"p1112\"},{\"id\":\"p1113\"},{\"id\":\"p1115\"},{\"id\":\"p1116\"},{\"id\":\"p1118\"},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1120\"},{\"id\":\"p1121\"}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1107\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1108\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1109\"},\"axis_label\":\"b*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1110\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1102\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1103\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1104\"},\"axis_label\":\"\\u03b1*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1105\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1106\",\"attributes\":{\"axis\":{\"id\":\"p1102\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1111\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1107\"}}}],\"frame_width\":175,\"frame_height\":175,\"min_border_left\":80}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1150\",\"attributes\":{\"align\":\"end\",\"x_range\":{\"id\":\"p1159\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1149\",\"attributes\":{\"start\":0.0}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1160\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1161\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1157\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1188\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1182\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1183\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1184\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[124],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[124],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1189\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1190\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1185\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1186\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1187\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.2,\"line_width\":2}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1158\",\"attributes\":{\"tools\":[{\"id\":\"p1172\"},{\"id\":\"p1173\"},{\"id\":\"p1175\"},{\"id\":\"p1176\"},{\"id\":\"p1178\"},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1180\"},{\"id\":\"p1181\"}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1167\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1168\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1169\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1170\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1162\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1163\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1164\"},\"axis_label\":\"b*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1165\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1166\",\"attributes\":{\"axis\":{\"id\":\"p1162\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1171\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1167\"}}}],\"frame_width\":175,\"frame_height\":175}}]}}]}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  const render_items = [{\"docid\":\"f6850aec-552e-4146-804d-dc9f086d5c82\",\"roots\":{\"p1202\":\"d9c6160d-f9e2-40f6-b8db-5c67cccbb57f\"},\"root_ids\":[\"p1202\"]}];\n",
       "  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": "p1202"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Package replicates in data frame for plotting\n",
    "df_res = pd.DataFrame(data=bs_reps, columns=[\"α*\", \"b*\"])\n",
    "\n",
    "p_corner = bebi103.viz.corner(\n",
    "    samples=df_res,\n",
    "    parameters=[\"α*\", \"b*\"],\n",
    "    show_contours=True,\n",
    "    levels = [0.95],\n",
    ")\n",
    "\n",
    "bokeh.io.show(p_corner)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plots on the diagonal contain the histograms of the bootstrap replicates for the MLE estimates. The off-diagonal plot shows a plot of all the bootstrap replicates of the MLE with a contour plot overlaid. By selecting `levels=0.95`, we have asked for a 95% confidence region; approximately 95% of all bootstrap replicates lie within the contour. This is not exact, though, as some smoothing is done to generate the contour, which is necessary for confidence regions in two or more dimensions because we have a finite number of samples.\n",
    "\n",
    "**An important note**: These are *not* distributions of the true parameters values. In a frequentist setting, that has no meaning. These are distributions of the maximum likelihood estimates for the parameters where we have estimated the generative distribution using the empirical distribution.\n",
    "\n",
    "It is also useful to note that we can access the contour lines directly using the `bebi103.viz.contour_lines_from_samples()` function and can overlay them on the samples. We may also find such contours useful in other custom visualizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"fb2fea58-c9db-4030-bbe8-b8a11cd238c7\" data-root-id=\"p1002\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"4ef57f22-1384-4085-b02e-89064938dccf\":{\"version\":\"3.2.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1002\",\"attributes\":{\"x_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1003\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1004\"},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1011\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1012\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1009\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1036\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1030\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1031\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1032\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"Es9LRxGZ8z9AEfmSUxH1P5tR1Rmr2fM/xqSTuzFr9T9TtF/NDgTyPyxo5XJ7NvY/814fba2P9D95KfvFIhzzP05mYrHeivM/n5F6dMgg9T8G9x4wPDT2P7qP8tn91fM/6uN/fgSH9T8MT3YirAf1P4UmbTNPg/I/bLC7eL6L8z/pE1PI4aX1P55mGZ0eXvM/faKbKK4l9T8E2NRHeyr0PzGsis+JBPM/nBN/Q9kf9j/vjYcJTXT6P92qLBg8rPI/SQlvnJzn9T8KbAviMPvzPyRp2g3zt/g/Mjjd0SFS9z80xSBb7trzP8C7PeumP/M/uEZgCTdm8j/kYYh4oXfyP5MyE+A2jPc/4miscisA9j8s2MHwZfb2P+uV7YEJmPM/wyOIr1IQ8z/xTSkvK2f0P3MC5lrhWfQ/KLsK+z+L9T+quuIphwLzP42XR9HkkvI/1DWK+qLH9D9cfAPFuHvyP7bXQfYTfvA/VghjkDhi+D/KMtmpuWz0P+vbLCXtwfI/s3OXy+t08j8wjg8LtnfzP3LYtY3eR/U/rkArAoTp8j8pXVodIz30P3tLuP56gPM/fgTCfd/W9D9r6yEvot31P7wzurB+KPU/DVzUQP7E9D/LjejGZ2z3PyYSM5Zd/PM/vIAyNghY9j+jwFSHRMX2Pzxtj/LrX/I/VfI5oTPK9z+QTmRQTyrzP/a9pMHrRvY/WIkVjHE89j+iIT2eMHjzP62neevY6vQ/flQHumYf8j+33egZCk32P8vJ8M80lvM/KeOONiLu9D//ijFAHeXyP1iGeobzg/U//gOigxix8j+aQpXTY0TwPzEhWEKoMPc/P8cb9nic+D/j5ONDRQP2P94KTBnYffQ/wtiP9Fox9D/3yRm9KWT1PwADoSuycvY/Jdd8w2x98T/E/OtiB970Py3XWY5OhvQ/feGOiAC19z+BynZHa/X3P1d9l02ZZPQ/PZ72W+2d8j9eBfltO4PzP1hR6bArNvM/gmvEDrMb9T/Pgx1NoUb0P0btey4DxvQ/rFawA/Al8j/IlZ85mUD2P7XRiEz+b/M/0Q9Ux/Nj9T+imN3JCf7yPwP1DE0P1/E/sHYMHlYB9j//ukHnoH32P1VWxu7jjPg/WyY8wrul9D9Yf8gCgxD2P5U1kQXiAPY/57Hcxqkw8j80OVhBizj2P6UT4g1XNvE/1f+8fPrD8z/a69VchiXzPwQsIbpJxvM/8vevmSwM9D+D6JZt0mb0P2Nv59ij3PY/9W7si+wP9T9cglkIkcfyP0aG0Enl9vQ/WnNA0OGY+j+F3HPewc/1P6yOKeV/ufQ/SKYmaaPb8z/dFVbixinzP2397eqPsfI/pTLw3HAW8T/AvQpmNRXyP8gd0baCVvM/6bWj12tm8z9faVWyXcv1P2vqgBYaKPg//vXaQMUp9T/l7AexW6f0P/WwRv8Z+/Y/1BBbijId8T9yQ2SEKEb0P6B62eyGSfQ/3mTkjrIT+D9XvAxfRE/zP2B+6OiQAfQ/epDPkIWf8z+DhVv/X8zzP9jSdGnBmvU/4IiwUX769T/eu94WfivvP6dJouuNe/Y/LzBq9hNl9T+9auLb/gL1PzFt/qrE4vQ/NiUUEt6y8z9NKHN3DZjzP5bz++AMAPg/aD+r/MrV8D++aH+eDPn1P5FbwdqOa/c/ji/VlLz29j/wEnAWCov1P4vhKc9JkPU/cpq2RaLD8T/CKF6tvuX0P7PcPIowYfM/Sq1Qx1xS8T/oPzRhAzj1P+MzLBRyafY/6kHIEotn8z+uKw+u1P/zP/n+wKyWAfY/9PlbDIY/9D8snKtsTHf2P1zs4gMjgPY/xPyHAwPf9D9kLkueV27wP4Byqjz7c/Y/42GFe7E+9z+1uUrpDcLzP+3U+Y+IVPU/t4/DyjAf9z+3/A7EfdTyP9nOqIYOWPI/gUqiGL8p9T+Spi+R3bD0Pym9GfK8nfI/e/YdtNov9T+IaFV7x0j2PwyAVht5svU/n6V9bubi8j/MNhhcsen0PyoLrhddgfI/UIeXaSmQ9D8E2xz5CP/yP7g+YoLSUfM/kSaYGcL68j+U0n4wkHH0P3rfAzlwAvY/rSvHvhST9T/Xn7v+bXn3P/CbW9smZPI/K2DUgm0q8T+Sa5rJ0Mz1P/A40YIDLvI/O9uAOwIn9T97Wtr/UNrzP8FlSM+tmvM/ydRyiGj18T8FmT/blFvyP0U3EDUEFvY/DepoY9Tw8z9KNB7l47nzP27CMRGm4PI/F34uNGuK9T86UWZAShn2P74OmWqnXPU/sDpM1S4x8j9z5hcedufyP89R2uN1t/M/XfgOIFyT9T9Y7PHaCv71P+diBvP3m/I/LFIER7xH9D8HtEHEiEvzP+SIH7JOe/Y/32ccdkfV8j+jNXADXc/yPxlciGh2zfY/HKFO7s3F9D+TOkkMHfLzP3eyjQfwz/U/ZixkdaKe9T8f/jJnWPD0P/m89iJcbvQ/P9X5hLOj9D+bwgT85bTzPzIfYAxBrPI/OEOyknJ09D9lzg9ROyf0PwINn7qY1/I/c7/HSVQG9T/TV3Y35kvzPwsPhk+a5fI/cTzvpWfN+D+r0GboBuz0P1o2TpLZ5fQ/iCVsjFBI8z/Zx0cuRn3zP21FotDJmvQ/+YIKNWy88z+LKVRbe+f2Pwuouv6Iu/Q/8DCq5MWx8z+uvHcmvSzzP6UI075YBPQ/9oBElAS09T9MxovGsqnxP1bp8dv9MPE/fAXC/aAa8j8SkMjr/m7zP0aKtXq12/Q/YomZfJdU9j8hWBufDmHzP8Vybb0yOPE/Io0ArrlR9z9ClEni7OPyP0kcKYykafI/meJAE9vV8T8XG4f7hpHzP2HAaA1JO/M/tmL80ZW/8j9E8CbxQIfwP+Igc2KU1/M/uxhTsYkh9j/EYgaFTY72P3HowmMa5PM/zfyhjVVv8j+N965MiSzzP1a8W/1F6vY/W/rzS1bU8z+arMozZo71P5ZmwPPcyfM/TC1/6IpK9D9dmtF4vG71P3PnoWLcivM/cgzYoWTZ9j9SE8BnT0zxP7TdgUqd4/U/aRLv9ioq9D/+Wvk1xN3yP7Kt32e7ovM/TKlef7dm8z//bMbWuWvyP4AFiCdVzvQ/sZLU5FYc9D9l1BJO7M30P2PAtD/x4fE/nav3Mbdm8j+gopQrdobxP1CwQjliBvY/0FUNm2gk8T9tzFs/Li30P1+rN2o5IfI/LxmsxMoU8z+q//bHFVj0P1UgRItZ0PQ/4yjhLJfb9z+g0BsBGLH2P0Xa3/LVifM//8OV/paK8T/81wUBnJTzP+edixocyfI/bnlU8KSK9T9wCyhs2UnyP8UsCjfaXfY/WZ9KpXHN8j9JEXPAn7PyP2YySb5PtPM/VGRU1uiA+j9h1fY0+zHxPzHPCFe+E/I/K6QvVCSb8D9BBPuNHZrxPwtrP58iS/Y/o93zCVR99D+JseeV65jzP/chMlm/iPI/cDsJ5jsW9z/S9Xe7jZbzP7sMEv9AqPM/ohri5toa9z+Lf1C3SG70P8Bm5rbCN/Y/ppiq51Rb+j+53E8bZo70P9bnObPLLvM/PH+1YRBb8z8JATM5HEX0P4tji/ZIFPE/hz66U8l/9D9mEBg3K1bxP5xMSJ4vE/g/4/5IQtNY8z+ihRG8hkXzPx3SMvAMqPU/GugFdYaF9z9IaM5E1sHxP3WhGm4KWfQ/ySxeKDyj9D92HwylEID2PyqV6SKj5PA/gezobGl+9T/Ft0tR1hnzP+sC82UpIfI/RRh/Wuip9z/JTofXkqX0P8YRVF/K1/Q/qgZGz7aR8z8D5/ywcUfzP/bLkvc2ovY/otFVTyzn8z808379ujj1P8txpq9ORfI/vxNSf/QB9z/lEUvzRsDzP8i7ugxc7PA/HZrUt5JW9T85BLW9AmfzP0Y2T1dVIPI/3p3axZbp9T95YKePfpnyP1B8HuLsH/Q/9Q1e0xDs8z/kS8X9UmDzP4ZH14YP8Pg/jRNPOn0k8j+4d49yeDr0P0nzj0tOdvU/Wjs38AS29j+HXD62S3r1P2c4GZU6X/I//O2hgXoQ9D+/RJCv7XjxP6Q1q3SapfI/h/126eoT9z8CJSIjYDj3P6qFYBOh3vU/ZYsKpccE9D+onY72y/nyP7yOZqmI7fE/4EODKQiD9T/ZX7NGI9zyP0+KPP8Fd/I/d9eA8H659T8KJfLR41X0P2vED+brCPU/mRq3XVye8T9XZJYQQgjzPxrV8moe8fU/Ni0Eq1DK8z8/DU7Y5jb1P2rm5yd8jfU/l7pIZISU9D9l6noKeRTzPwFN0k48nPI/mSqRAQSM8z+ahkyNktbzP006UDBnyPM/wmeLFYG38z/flIELOuL0PysGECH+p/I/rALOlwF3+D9CxfzFF531PwMZQ6wzqvc/CoQrEXTE9T8KZuRKk4v0P3ZWPppF1/E/UusvHC6T9T9XN8iBdIH5P6qbpcPkJPc/vFdO8bdX9T/L9Cq9nVj2P/B43ro9avM/fMBacWcv9j/VlSRaX0DwP3hniEr9Hfc/55r9SWXF9z/7u1cfNW3zP/pmbiOBvPM/HV3SMi658z8F1c0E+yT0P1O6ODNpBPc/9C/lx8F58z/XLIq2fb71P5l4DOTemvU/dldQQrPC8j8PgajvW9b1PyQRk9Xn+vU/uCmD0YFe8j/J94wwdZb1P4I23hTLc/Y/+U+I7jeM8z+yJPrW8aj0P5v9LpDydPQ/8LIS7N7f9j9+zQvl8632P3dlbTtI7/M/w6bMa2cb+D9OO4IvCr71P3Y4SXkobfU/yaE253fK8z/ut+cINOf0P5PXb+i9V/M/z4iKyPGo8z97PDPrV9j3P4mwompcXPM/jfmmIWSm9T+8Q9ZdcKnyP5qzxuCHGfI/zuLlc0Kj8z8ygZzxioT0P6Pdivvo/vQ/uULJ1ErX9T8RGkhTSP/xPw82T3Hn2vI/HjYn9c998z8xUmRCta/0P/4OfKfzyfY/WsEDfvp08T97LGRUwAf0PywH7KIAL/Q/lKOz9jWs8j/upLytcz7zPy3JYO/MJ/Q/nAXWeTn89z9xjUsgOJb0PwJ9zcPmNfM/UZwkrgZM8j/YIBSAQQj0P8wUQ+nUYPM/0WWE8EQS9D8uqVJrXOPyPyzKnuJM2Pg/G7IQ3XgK9T9bP8wrz5r1P29AREbzMfM/5YtrjZ6Q+D8L6PbR7S70PwwXARMetPM/njaduD1o8z9s+vINz//1Pw9DMSx+gfM/F/h+khz88T9qa7ghGIf0PxQojdAEW/Y/u1+TZXMW9j9oZAD4+671P/7DvUs0ffc/o1BsaQ6K8j+qS0EPS/DxPzOV0YvCafQ/3G+R8CcI9z9ZIKqKD173P9FJFoJNH/I/rzZWa9OK9z8CxDFApKLyPwPVTlvUwPE/SitJauds8j9BvHjtdy3zP2OnOGDQX/M/opM8Muxg9T+y/PVrubv0P2sp6nrtE/Q/GwAUjhTK8z/9a+WbMEnzP4xKGvtE1fE/PrlzYIEf8z9zuCYR+lX2PyduXFXFavQ/cTrIcVwp8z9rwFQTHg33P9bc4IelMvY/kumDmKFm9j9dZqLTUODzP9cRZ3OVWvQ/6utS78AD9D+mb+YjBk7zPyRs82/9YfI/tyRGtj6v8z8xZCJHSHb2P3QqN+UvTPY/7shD0pyf9D/NXTdYvMr0P9g8IWao5PM/Vm6p/xAU9z/MlfcT53z0P8Ah/YhgefQ/GZPSpF4D8z+wdv/X2bf2P6+vIdJtZPQ/z1c1XSkL9j+6LJA1avT0PzD7mC6QnPQ/BE16LiIT8z8+JQpb/i3zP1bq9UWdX/E/R0+u3+yL8T9GCT0EDEv0P/3VwF75gPU/87GUkk2z9j+cSPdLtoz0P/dp+CgPzPk/Q0JGYX1Q9T9HjjW6O2f1P2OQXQzWIvQ/8EHB5to39T+VtgG5NNbzPwWI69W5u/I/mdhrJrF08z9hXw24NNT1P0s4Lf8DXvI//scpsUX08T/hOliAMVP0P9bEHIAvMvQ/aJWazbyK8z9Xu3JFaDf2P9Bjfq1lMPQ/Wr3i0H7y9T8u4IwTePHxP0hM5nPZzvM/F11bCZMM8z+vssUO5CH1P0OD8sUuevU/fb/Tid5g9j+zKDV0L+LyP6R2jq0rB/I/EGo3zSR09T/clOwsO0/0P4mmmDPPxPU/01RwlQzE8z8BCC4eWT3zP5PVsiSBSvE/z1K3ZBD18j+aPvM2gmL1P/izRoAojvE/jxCfaVzi9z8QuD5mDMP0PztgsaNAXfU/EsPZ02BX8D837o6yQ5TzP/H8V4zAM/Q/Of2Ag6dN9T95ds++RD7yP68mwmUANPU/61oLXJBU9T/qcpnjeqv5Pwl889w0q/M/9dH8J7I18z8ZQfRHbM3zP1JEmz/Qlfc/5CVYSbYv8j/PpV6hzC3zP+yWrudxVPY/5XFxhmUJ9j/mcBXGw3vyPzyAMjk22vU/lgVTDMIg9j/X3kbxQSz2P4Zp0g0qhvM/W+mCYSvy8T8uj4NeHafyP8Ri/1hkJvg/TUjDCWg+9T9Goi643IL2P5zBolDCkfE/OEiCunmJ9j8V9MAUnvn4P8CjRUFptPk/bJjIoxmj9T+1lZYbG8z0P3tn53mjpfM/LeCeBR4t9D8qoUhByOn0P2qZU2MstfM/NYwN5Vn39z+duaWdRkbyP6nortpZjPY/hKDqsYJ+9D/UDW54RTH3P+dQauBpJ/Q/hQnCxBR59T+gZlgMjd70PxZsmCq8ivU/2vUS95228j9AIqjiM9ryP3jTnaEtGvM/1IkWAP888j8sna7Oh4P3P6XMy6X44/M/MuBoom0R8z8qwaouMJ/0P0reEc2RjvY/Zq/1mIrO8z/eLRGXupb0PzFbGIxesPc/Cu9GJzbD8T/19Evi3OH0P1GUZEL9O/E/XvhI74pF9T9x58n99C7zP/Mcl6HLcvI/IpTs+2he8j/h+XyKq23zP7CBZ9qlvvg/ua66up0B8j/UL6pBiiL3P+3gHeWZO/M/Pl8YebPG8j+P9oWk3vr1P8cZ+zt5qPA/zhYo77Uj9D+tjRP5AhbzPw5hgIdxe/Q/dhgYdm7W9D8ZJyZxbJrzP9TRBrwLMfU/enxiUjrZ8D++wySDwmLzP7113f61Y/I/9DzWgS5E9T/8EutPVUHyP3LmS6urwvE/1cHkhxWH9D9X70GXZZTyP0e1Z3dCmfY/c81lj9Jn8z9yy0UjZ7XyP2TDNuxIZPY/tyxot1989T+OSR1bbmrzP0Hzg9XrQ/Q/iUbOrV9J8z84JtZ7QmzzP3wBx+z3SfY/bh4EY8h98j+JxknjCv31P2pjULIWsfY/BjHgIOqY9D+7RA/6V0T1P5SsacGHK/o/HCuHtSC8+T/QFdccWMD1P2QJyiRDm/Q/damF+xLN9D9WyvGR3jLzP863wgsHkfM/lRHcWD8g9T9aMASqWE/2P9xaBsL6PPY/7pxuY3lT9D/pElz8g4T1P51ksLrNIfQ/PwkI4cKw9T8/lwsO9QjzP2Me5/fCE/M/qGcP0r8G8D9Xju/JIgr2P5P3tesDPvY/f1fqujF68j/Zm+jCctbzP9RUPS/GIvY/OHI+z9MW9T/rRWDV79z0P6vbvt8MPPU/kW7Q2I349T8aCGvYpzL1P1HzSGKDivU/ruNyPZtv9j8hGTLu1330P0l/ugiygfI/O+k5rSBN8j8VwNdvGBzyP/eqtd+lDPU/rVsfwQD28z82bBK7J4LwPwuAmun2QfU/31RBCJda8z93m5q5Ucv1Pz46+REFsfc/1upwGh738j8uncu1Pwr0PxxbeyLg8vY/XDf7yq8K9T/L4fGUsYb1P/h4OD4bK/c/+R4ZPAFk8j+z/ye+hsT1P1ik9nAervY/calpkx9h9j8ZDDeBtYbyP2k2OphxtPM/SEQtKQun8j+Sq9PrQ933P0hSgSL/9PU/hZbWbxrq9j86AB+25QrzPyWKVG8ip/Y/bOzkJjFD9T+vtMnQdr3zP9a9C9tQLPI/WUKenzUF9z/tb9LNzpDzP7lJpDosbfM/r3VF/Eq29T+RpQvYR1z0P/80f6kNzvY/JhB9Q2/n9D8SSvt5EMXzP3SCwWIdyfQ/GN+CnYf69z+ndjHSz1jzP3jtbAOfv/U/tM9oPl269j/fZZbGPLT6P2z28HTmwPI/9Y5BuID39T9HqLzvvQLyP5yj8OZ9o/U/ZjkI6WA+8z/zFbZI7fD2P+CaSZp94fU/PEslZnWq9D//6AEzGPvyP8viBoDeu/I/PrBJU9B88z+HCN4Gz6r2PzpUYFEfuPQ/WrJkCpTD9T8z7IaKxD73Pzk84DHcp/U/PfLQz8eK7z/2LOC3DMj0P6O3MLxlDPY/75ycOGw58j+lH78FK132P4n3O+1Wbvc/b/QWOo8G9T9qWUzRPpjzP+RBOw7v2vQ/LIOMBklx8z8InzpoCV3zP9SDZFnYLvc//0fPTIpD9z/3298sMbD2P6XfqiL61PM/9anOvgW28z8w6KzYlHXyP1EtnD2bRfg/0VndCU+19j/IqGlz/4X0P3jsBQkZcfQ/+pvDN5Gs8z8mCtB/U0n0Pz6GVCI59vM/3acm9dpm8j+3Sb6PCyPzP932Zb7sN/Q/gWBhyicI+z8ai3JWBtb1P4iaWDcJp/Q/fCsgbvGi9T9IGAiDdMj4P04y48QN1fM/yjYZZkEp+j+msKMRYaT1Pzzg/fbVXPM/o4R+B4x08D8kiq+2RznxP0G+Zm9Wd/M/GmKGrde29T87r1A6LZ/yP4sCO9T0APU/EDC3Xgpk8j8Krlg7VdfzP03x6seM0/Q/CjS7jLJK9j8blxkAnGX1P3urQBpvbfU/ntamYokV9T8EF5dkOV/4Pwu39x6U2fU/NjgukizN+D+MDspQfSP2P8pzHTrYy/Q/IJn6lgtK9T8oekG0zXTzPy/YUnE8t/I/PTuymyWu9D+cuaJ00tXyP/Lc6eTZWvc/GyfhSlMF9j/PKlIDWtDzP+Y8O07mZ/M/wIN3nlLd8z/OdF3FXNL0PzVmooi6LvI/Ohdf7fMD9D/jeJ1b1QX3P8fmFHQQgvQ/y/k6zlbH9T/fdq6y7Gn0Pz1FosVf3fQ/IZOyj0rZ8T8bTF1Bbav1P++x0WpX7/M/k6rmPGHy8j+Wy0O4HaTzPzWyfgM3XfQ/UuY8eToZ8T/+CXB6fq/0P1rej6q1MvU/SGmxOzcF9z+iKc2KjZL1P5DZd0/+RPM/EC81SDGU8z9MRNoUkE30P7mdFmoNEPk/NfcczmEQ9D/ew6z7oYjxP7xdobeG+PI/yeTcd+i/8z++X2lrv8zwP45TNEA/7fU/MZmGpjbz8j8S916Gbtj2P2L8++P7TvQ/VTEtigDU9z9rdDjPdR3wP/SKie+nqPU/q09ZrkiT8j9iMn8RHm70Pz4RV+TDp/U/jSymxYFH9j+VN+MM+qnzPxEeKSstbPI/8GIzsw2+9D+0US0PQz30P3TK6db4GfQ/qKTE8VhT9j8Z8q2uBdv1P6+7UlqGX/c/yP+FJv7E9z/Jn+NI23TzPx5Uz5yv6/M/S57xrDpm8T/OUkS+uef0P6rvmm8lwvU/MuTQX1yP9T9WzACaOVT0P5Hl/eGYIPM/qWk5EXSR9z8aTXN3kCz1Pyz9M4vR+vU/+PCft4gy8z8GY1hWSzT0P4ZEPEYlvvQ/uBTf/lHu9z/oJj4BMR31P5QFkefDXfY/hZUAyH1F9T/dKpWz+lD0P3AJTG38YvM/n+MZFRvg9D8jlxKVdQr0P9MBzG/BuPI/zMJ+MpbH9D8KiX/iVHLxPya+3wL6UvM/GPQWMhiP9j+fbKcuaaD2P1mkVzLYs/M/qL9Vz58w8T8AMQpxpyj0P6lXzqrTmvE/Z7WW+fLz8z8P2D8Gccj0Py0A+oXeMfY/Gec1l/Di9z+XhMmfo873P9y1JFpe7fI/q/n531hH9j9A6BYxeQb1Pz+S4zgZavI/Tx0ueeZD8T9R4Xo2O87zPwYzx89DZPg/V+BK2S5f9j/yyRiTDxHzP6i+yQi6hfY/xHrmc+st9z+cVjb7VFzyP57/e1v7kvU/6imJJVwY8z/hwwgpEC31P28B0FnQn/U/c9woZkqd9z+SO0nrxfrzP7aoUM70svM/tZrQ98pZ9j/LoCkLWg72P2ZOYxzQLPM/D5cGNLrA9D+g2RZk/ur1P2GQS5eRWvI/th1yUNus8T8frJk2GiX0P9xi+oiPhPQ/YYcA7Tz/9T8Fko2LykPzP0KgM0c17Pg/kVEewZ0w8z8UvO1HIOvzP3KD08t3J/A/GM0WCM1U9z900MMsYmH0P45FlCZWcPE/ofe8NaSa8T+1HDcpSX7zPwomaV9kUPQ/ZbjBvJGP9D/W16mnFP30P+CM2hvNO/c/PbI2ICCZ9j8fVpf9btP5P8qYjh5D5vU/n3RCNp2O9T8Cnugcf7X3PxRv2FPrJ/E/cGtZeoxf8T8T3bfzw6r0P1+spy7IWPc/QzHKuD0d8z8fHUF/ODn0Py4vUEiwVfI/wlrNK3zO9D84sgCqDZr7P4WjMj1Zp/Q/iJU861ZV8j9v/Y23SyLxPzCIBvwTZPI/AQnwAv4y9T+yeCnfxgX2Pw3AuHXGx/M/IsgS8AzU8T9HeZlIfPD0P3tmF8A3KPU/V7GS1ByC+D/7kEh/mWL1P+0MI3SCMvM/+z0Imzs/9D8uHShC+yf3PwBj6bG64/M/zBa0CSBC9T84xdqhB5XxP+eI7adG0/Y/Z46N4Hsr8j+pHqIHZbf3P3h5P/hIwPc/2NUstHK+9T8D0/aIWW7yPx5XKxuDg/U/d2SnNKGR8T9CeBgKvBL0P4UYpK0Sv/E/wMHqckjQ9D9PcAbKsSD0P7OFDUJhdvM/EC6WTLu98z8PHOB+tyn0P1Ii0wxOF/M/sd6e9XPP8z/xUA3aQ4j1Pzp+aLIvE/I/L8Whl/K18D9YiDYgjYnxP8VKv7sWmvE/ZKjR8qpt9T9rLE7Rr9f1P5sdFEtXY/M/5A+VzDYC9T8klNQEzH71P28BywRTSfU/k2+QFsGl8T+nTbiARETzP/wUFAGRbPU/j1fF7FIL9j+Lg9LIM+T0P5oyxbHTEfc/njJnTV7j9D9KAdB5N2v1P+mFXFrK+fY/xi6wXRvk8j8AqoZTPY3zP6sHxDhE8PA/jHS/Brw69T9WfZmydSTyPzK2NHjB6vU/mURQ1hV98z82yK+TMdv1Px7awBjqNfY/4+aGJ2XL+D+MTExvCeX6P55Ptnfl8/Y/P/FKvCwR9D9i5AARA/XzP7OjvIbSV/Q/3FhX9ypa9D9leFirCir2P91aMnVQJ/U/DFWc86HY8T+BL7a6vOn2P4AeRYsOFPM/7vVfCilk9j8j7+OPk6D0P2i2aTx1IfU/8ypfBzrF9T/cKzvo7Pf0P60HTRsqTPQ/5XOrKWNO8j963OhsHTzyP7Z0UYWqM/Q/mxnFeu+S9D8lKpgVHPv2P2KVC3EoPPM/sOVpd7mN9D+dDHRL0YHyP79ha7VoLvI/7TMbQEA78z8SrkJ/WH/0P8AouB8Fz/I/n3N1ZjOU8z8c9/JMuYL2P8RCHN5Q7vU/L++hfe5q9D+FXY47AebzP5+TO21S+/k/2ouOF+db8j/BIGtajlb3PxOJ5it6+fI/lHa5Un/+8z9EdJhaX1X0P8uxLPv/qvY/IzyRdHE/9T+fyN57o1b0PzvuskZ7Q/I/dYWuStBu8T9qOLcJBEX2P+cNbFBDo/Y/m3oMCcwm9z9tem92roj2PyIf0sTqHvQ/vfCVpmF38T8gVdRc8+XyPyYPRlC1s/E/Aet7XBF18z8YOCvIQT73PxAKmcmSz/U/Gq9wIM6E8z+J01swYjbzP2yzfuArSPY/6T46Pcas7z+igQqlw9vwP30mNop7r/U/c8hWHD5i9D/MPxVCgIbzP8MxZMD3svE/kxyQUIWN9T/Wr1ogX2v0P5O16zUhh/U/CR7t7qod9j8bmFx9phv0PwrKEhAh3fE/imPDCh0X9D9Ux8upeRDyPzBaBLQHYPY/iDECPF/O8z8yUOn2n2P3P+7zj5CEkvc/9zXcnKSz9j+EXnpCZC33P0Y5UqWNjPI/VVqzikuy9j8CLzAmr772P+6Gs5CF+/M//F8QwVHS8z+GU1kXFOnzPzLLd7KjlvY/jYqqvN8A9T8Qs85eRuHzPwFqGp6Oh/c/GFWr3Kbt+j9gvzezj5XwP5MNaqZv5/U/cnzBPdG69D+HxCoOGkjyP/hxede9TfI/3sYL/rgh+D9beoTF3z/1P80Oyr9WDvY/OXHODjJ08j8pbaGuVvH2P9pGeUedq/U/pxkPkcY+8j8if/p8M77zPxrPxv2lTvM/tQa7L/bQ9T9rQT7HjUX0PxTwHxeJ9/M/pZ1e6NM79D+7ViV12crxP5eNXBGslvo/7GalmHQA9j+zLYzpUKzzPzav/6Vc5fI/7HCCvqj/9T8uTm/z68L2P/TPqlkXDfU/7POv6IRv8z8Uk5R3rZP0P4S6W48aXfY/LvCeIdpV9D92PJAHLYT1P5VBUDJzY/M/wTFZuuR49T/QhzKp/sX2PyG9eekP0vQ/wRtAzCAj8z/4le5CfjPzPzZOWT4IpPU/oHhiJgEh9T9vgw57PPLuP9X5wLJl6fQ/KZ+jn51l9D/wk+eTKrr0P1w5d98XefQ/IJNpQiKT8z/NWw8j8E32P9H0vxzhm/M/CUGJWHej8z9LlDF0qwz3PzRRU+z+hvM/j+7CmCmN8z+atNHN8e7zPzWr4HpXOvU/Lch2/CnD7z+dUBwOVOH0PwS6twza4vI/5GQ+MH+G9z/WvrQ/fZDyP9jJFrqBKfU/TAp24RdM9j9KuWsJ/x7zPxC52jWTtfY/RA1QPSfD9z/bD1+TvHHzPxrHU2JkKfU/RuJSW9Ur9j8T+tYU7F7yP+SGHfnbHPI/xgWWgjWd8j8OVFJ4NS70PyOkPAEfvPM/XsLf8IIe9D/utasq5azzP4cv9sthAfQ/Y4dTjcSu9D+vCd6Il9jwPyzHfcW13PU/BdsB9APj8z/uxTh7cNH0P39lHK1xKfM/y7DeqRwJ9j/ec/tOx2T1P0rqz7Nk8/M/IPp7feyj9D/TNFJLD370P5DyHQ2rvPQ/JVR1VUTf+D8L1Q1iogDzP5C2JhWGdPc/21ZYikML8T+G4p1klNryP+mzxRpsZvY/VD+jdUnw8z8ja/hSai/1P2tpELCUc/Y/BMtgXG3h9D8p5bGuiPv3P9dIbzRDJPU/hHOe6clJ8j95GEJVfqjzP+loaymO9PQ/Qd8t72uX9T+Ofzcz2gT5P1gkUG+/aPU/A2I2MvT+8j/jIJ8OTgjzP9ZE7TAh5vU/JMhTTxQA9T+DniQHRJryP/l1AGJquPE/XVHlPwcX+j8z+13X64/1P5Mwihxix/U/Z9qS8csh9T8Qfn72CAL2P2ICYoslR/U/10m3MPR49z+vWrM0UKvyPze3ZDraDvI/o7TRx2g29D9UTsvNQPb0PwVZlSQqx/I/ID54Dchz8z+pZDfMgazzP79h+Bq++/M/KVJ8r09T9z85XTa/u0jyPw/7GWExSPg/DtslPpo09D+ijPCxQuP1PwpJSHa8JPQ/6kjtoWSL8z8FUy7KakD0P2tBXufY7/E/JrnzD37d9T+RIpuURZrzP3jQEIz7KfQ/i8H3m7/38z8rBTlLvPP1P4XQSTd0E/M/tg/qkc7Z9D8/2oQceW/1P3yhgHLH8fU/qSvmthLy8z+n0slX5e3zP8p2+sp/lPM/5g47nhkD8j/TF1sMCRr2P8k57sLAGfY/27CESf9z9D9diy+Ir9nyP0/5usJagfM/b4BHPv3Z8D+XzWnwGOj4PwVtinf7OfE/U2fvR1Cg8D+pxWFBVHf2P8Czia95mPE/gHuhY7fg8D8BJ3eVkL30P8nV3KHKR/M/Imsd8EHF8T+OrZK1/Un1Pw5brPf3aPQ/vGKAj+wm9D+RDQKGPqj0Py14TVFy8vk/7Mhd5dyT9D/fE72JElL0P14dRS+fb/M/NOvSTX2j9j/7+yfb2v7wP2QG45G0CPM/eLmOfMKW9z8kVwm/xDD2PwKhO2MfhfQ/qnhTLJeL8z8tkRyh47/1Pzo3yhbAr/Q/4dohdem+8z9kyg0o5hrzP4mJJBGC9vE/1kB4JOfr8j/lrYW3JCr2P0v3L2saOPU/A0FPBT0j9D+SAQ8rBX7xPwpEQvkVvfM/IGzckw/m9D+5l5jYnqz0P0CrUCj/3/Y/tfmJm4qo9T8BC93A3sr0P+JXBX/JwvQ/tI81+OTt9T+my/aXdwHyPwYum4Dfo/Q/TRItq5039D8msmkKXvDyP0NiUOH5O/M/5pmL2vH99z9B9wqnN9n0PzX/a4eN2fQ/H2s8pe039z+6MobmjznzPyJzNCyjIvY/tVskAo4g9z/qL4GG2V71P9JsRPP6LPo/ntbBcUCR8z+dYKSrd4bxP4tQq7fAAPc/edhhYGQb8z/etX9HQA37P9nrR5DfqfM/shqTEr7Z8z85pubB4vjyPyyq2N6nie8/i1qdlYwi9T8ShgFaq1r0PyNeDEtpvPQ//G9H942Z+D9XG98FZaz2PzVxYwQ/i/M/jd4XvyAt9D8p/obqIb/zP0efz9Eoz/Q/POFNJqmz8j/bKGY2scHxP/Vwp1vzuvM/+0F/Rg419j/f28okD8XzP/tvLhOhZ/Q/MnuKNWIW8z8Ej5IOjFL4P+dJDRlkC/Q/LMvoTqhy+T/ajBzcc6bzP7c0OCrmyfQ/qIXJ9VSj8z/Prq6w+gX3P01OY2pwufI/w0FT71CS8z+TWKIPfrvwP10wJcRbRPU/TT4cG48R+j+l/NMK/SHxPzU3gFb4d/I/IEeqwPYD8j+zMrqRkwb4P2g/WqR7cfY/s2pN33zS8j8MAVStJFn2P3qHlTM2dvk/HPdPQd0b8z+L0qOyvGX2P5abd9+GP/I/i8GT2Mht8T+eHZhQWC32P0oBMT8YJvI/Cl/fj6pp8z9vSDYZyFf1Px30en+tRfc/nV2CQqUZ8z9+DZuOuKbxPwR6ABCms/U/uC8/VQ5Q9D8PYXw0DxL2P1P58l68avE/bwShk1mU8j8vsRGbw1HzPz7HOY4s6/E/vcdVsnuw8z/eWipnhs/xP3ISnzi7jPQ/PVJKe7hj9z8YENKRnQb0P0LGQ/V3QvM/KGcM5tRP8z/8BBLByUX0P85k6liD3/Y/wTRamccd9T/8+BXYdGLzPwq8hGUrIvM/wC2aEw+C9D+KsBKYjgDzP0+UF+R8e/Q/JtipVhtJ9z/F74GgBPTzP1QvVk9j7fM/cg5HZmRL9T/FzUnuNVHzP0L0Jsv0//I/Lb8JmL+A9D9jv+pqMOP0P2gkO+jdrfI/JB83CVjH8j949z34dV7zPzi7SIGAfvI/lMB4AKf/8z++5q+NCmbwP9ESUrsHtvM/LJtUMavX9T/x4iJxbwD4P2lTQhOKL/M/WkDQAEFk9j8nnEWvBtHzP/5GjsY0j/k/yHGgiMCT8z+SjqeQweDzPxxDNz3DB/Q/STUI6mIR9D96ojrtkVP1P5/yM8y6w/E/LQiuYCab8z+VwkUTvbfxP+Wqp/QOpPI/m7JbZ0cM9T+LuzPD64TzP+K1aR1pNvY/VH4787ct+D8oNID/f+n3P3hAlH+vfvU/zl0dtV0n9j8HPQnBFUT4Pylrya/HOvE/pyrDJYqh8z+T/zaYeWz3P8hkOIagKfU/IldhTWgx9D/3YWkTKcnyP0ZqguEKuvU//6RUKXQF8z9PGgcGRB7zP5Gd0FYkwfE/qkvGPpE78z/3HN7nS9X2PyxHaTluk/M/kOnjqN6i9j+r9W6gRAH2Px1vbEq4DPI/fsTGLUCt9T/EH1Ctj6HxP0DCVy6vFPA/4DlQkuui9D8HVUqIQtjzP/DpB863ePM/lam8ZY5S9D/HXbyO2YX0PxdG8Q0sJvM/bnynu3wk9j+ZRKU7y0b0P7LbEbVFD/M/x+DKfaMs9D98T+mwD4z0P7yuZVHq/vM/EPXPoSc79T/hc5a1Ipz4P/bzCO19DvM/zOYAdFH88z8M+xu9xNr1P29sgrpTi/Q/n4sVkxD28j9EPGWYzCH1P/nLBufLwfU/Dint6dOD8T/cDiYDIGv0P+nxe24oUfc/GnkK3E818j8j3GFF51/0P1BNfYD97/I/P+3BxsRj8j+HUU2B4B/2P/ac/fckFPI/i6tb/0hI8j9TLvSgvW/0P4obD0Bp6/U/GbX+H3ws9D8xWntdT7/0P3xAiawhBfU/VhcYnoGt8z9tB68Z9L7yP2JsZgQIHfc/RMcY2E7y9T8VmKGOCnLyP9cQP+q6h/E/jV12jqyr9D+ZJxArWKT3P2G+WI62M/Q/nplEm5V59D/pZOiaLyv2P+3zPaLpc/M/JBvE0suA9D+8zfhxYXD0P4lo+q8+vfM/P9iBkO3T9D+s5CUXxITzP00TnAKypPQ/uFIdYDL/9T+CwNqSTCv1P9+jjsUi7/I/f7lsoUP48T8+bnFoHQb1PxZxTiQkNPI/7ssZrJpW9j+Rl1nSRK/0P1UR0Fr8lfc/hLzmlaTp8j+gywHB+gv0PwtwrpL2JfQ/wkuX1Ac+9T9aC7iYr1vzP7NPQ9640PI/uwyZ/uUX8z9pL+/Wll32Pz+sp2/C8/M/Pw7LMd1Z8j8lxFiZXfbzPx+WPvNqX/I/X3G/p1zi9D8Cw6FAFzf3P1ahf4XDifI/K7XA2XQ+9z8IcoXUZ2v6PzlNlNQHc/I/unowxxm18z9xlnMuuNnxP2R0fLiDsvM/ZOEGZKcZ9j/cSekLE07yP5cWyF6uGPI/xCpExhid9T9BMoXD9IH0PyntHP9vRPM/mcD3Q3uz8D80GxQBEBv0P+D5S13cYfM/tOJqVOdl9T/LGLBs9iDyPyFdkEUwHvM/ykpDuW7o9j9EbvXY2sjzPxwbchWuG+s/b19vmDBR+D8PEd3ORuf4P4sj+291BvQ/k0kUg0an8j+ku5J2QEzyP8Um5YpEX/Q/ZsAJVsUx8D//iJLF4yz0Px0vTi/64fY/XZhIMlCN9j/Vd5wVgD31P2pSYCbRQPU/nIUw1KJx8z/zOLTVJcz2P2HlKcgyfPA/yDsK0FDw8z8FWJIunV7wP5GJx50j8PY/Ncat4MvP8j80lhAokVv1P9Lg9bsJ4PQ/tcb8tj4s8z+0qNwnC674Pw2OcwICQPI/DvuJKiQE9T/+aWaUM+TyP5wmQxp7ePM/OJPfU+gv8T81zAaq9zr1P1y+mDIV+fI/gfCnbLF49D8SIfM4XDj1P0T28RIyqPY/VgHh1jyj8j8iugalS5bzP+JZywvFE/Q/nD++KlwS9T+5HyKMHkj4P+Mok49dLvM/uQxrf8BQ9D/buCkSD/3zP2Q46efob/M/074zh7vQ8j95mXhWj2H0P21rkB1vU/Q/3Y8Yj2ym9T9HOAuv8Gz0P4RMzPbwjvM/bOdMpD1k9D+vQfUNjUz1P5SBls1dn/Q/4lld8S7t8j+bOolO4YfwP0CVUaUa/vQ/9D1ztFUB9D9EfxkExVbwP66iwjkb5fM/jd7zNk/H8j9wzKbPszz0PxbTF+QhdvE/gKquE+jv8j8mjflLD+XzP9Rn/k1omfM/pxGpsxYj9j+XRYu8tUf2P7xzf01sZvQ/0WL5Js/g9D+Xpu536m3wP9k1m3leZvU/2xmEeEzu8j8sdD4aVyzzP0GH+W+0gPQ/AxxTgL3A8j/hMGeV1f7xPwfG4ygwHPQ/FVeCVz1A9D+yquqa4SHxPxr5bwX/dfU/+91Ce8D97z+v3PKkEKjyP4TnM8Nq1vI/v8WusTdU8T9XCSSEtcT1P7rlMcfmJvU/UUPN2vnP9T9bFZwlIX32P1l+o0XSxPY/Ii/wj7AW8z+MeONMTafwP/7mKStqZfQ/IskZMpGc8j+V5jP9E8b1P16asXCGvvU/DwaUAQeN8z+Xkr2LOzL0P+CO+dX9ZvI/5CrfryUS8T/acNIiWQ71P4K61Zk5RfQ/mhxkz95D9D+rvH0KnNj3P5HqWGI+IPU/Ar3I5DB49T8/Esqdu/7yP4XKFcuJQ/M/0UD+3/rD8z91LCQtxlnzP2jKq1gzAvM/shezMma79j+Y2CPF26H0P/wjm2u31fE/yOg0OLUZ9D8O7egbiZT0PxY2aNh4SPM/tDOAgVN19z/4T9rsVvjwP6O6AwYAqPI/JH91pLjU8j8U5Ys3BvnwP599Ckyf4PQ/hLf1xD009T93IU53U1jzP0SPT90RUvo/jeLxMFQC9j8hYKPL2IzxPyeDagdEmfA/0bTqsWIM9T9jtLCVepXyP4Q3Xux9CfM/L5jqSq9b9j9i02CnJL/1P11TnMlbyfQ/WB0iQyiN8D97MGUan/b0P3pIuGYZ+fI/RQbFbkws9D+iWbNYq5ryP97aZ9m+VfI/u/u9iw1J8z+fWjxwhLj0PxMJgY7SnPY/+b39EIqZ8j82eqzSWqP2P6GgZW6cSvg/ub6pi7hx8z/cHQ4Zf2vzP9krVs2AGvY/3fI8OIsL8z9rkx7c/b3yP9MXdUJIhfI/qZ9s862k8j9/uw/TvSH1P7KMPpXGpfQ/nYalGOby9D+91q9XOnryP6sbIOh/9O8/2roqAZ539D+0gof2JIn0PxFJjjarbfU/Go7C4uuD7j/l0C6bynbxP+DVXGPXHPQ/jNmlyhfT8z8GIp8f5GH0P3g8jhZfVfk/8Q03Os638z804zZZRBb0PzlEWJBvgvI/xF0zoN8c+T/mUBVJRWj1P1Y7fLGJZPc/Um3P2MB19T8ImVcpgBj2P24rAtVZKfk/GrADW0Vb8z/fMufCeEX0P4wzgjuxvvM/WblaBERx9T+KZ0JF5r3yP8M8n/J4uPI/IMwx+RTG8j+0+WGandP1PwIjkebxofU/5XXkuSZB9T+5uZy+uqjzPznOWXp0KPY/hbAkcxew9D/OIY8BRrz2PxdbqEqESfM/XUpTAD++9D8MqxWj0nfyP1BHs/jc0/E/RE6Bnc5a9T8tFTsW8LvzPwMKQlPbUPQ/bdBKwmbG8z++I8+9LFzwP3c0Jvw4aPU/KnoaVURk8z+Bn5ryA0fzP5YIwK5eEPc/kXJFkJeM9T+ms0+4BwTzP88Ho4eI0PA/ug+2Oe6M9j+x/ZmqFZPyP5N1LGzx1fM//iyCLuQ+8z9DW/M0fpfzP+Fr4YD7DPQ/gnzfHvPQ8z9nKgA7VfH1P+YQcV9v2vQ/iVLs4K5r8j93O4hFQWLxPysz34d7+vQ/0rgBSMQL8z+nWelcGif2P8vQ6ZYubPQ/YFmB0fHQ9T88VsbsLg30P6moMSzmLvM/9V4ZhKpU9z+MzSLDnQLyPxnZiFBRXPM/erRLu6lu8j8TdG7/cb3yP+ROhH339vI/rMI1ehTI9D8NL4+v9MD1PyRoQDNYHfA/ekYKIdfe8z8nNJ/LllP4PxWz9TjyrPM/TxnyJMrL8z+bqHzI/Pj3P5Ijrsz5EfM/ejqctQQV9T977WN+ihD2PzkaAcCnBfU/bTIrIgh/8j8CoqXVDmT2Pz9N/bNHM/U/c+6kYG+y8j/PdFi9qUj5Pz+XChDl/fU/Wyc6I3zF9D+jB7rbGxT1Px3GbmzJOfM/Km3IUxkW9T94BjR1yhX4P7aww5jbw/Q/Yg03ofjh8j8pM5xM24PzPzPypLPn1fI/7KOpDy/+9D/pJvWc3ZLyPwp1zV7t3/I/qnBtn9MC9j/MtOLW7NP3P6C0TUje8vY/3+VjWPn89D9i50RUPjn3P6UV+QeTPfM/2Y98sS7l9j/qeenidTj4PwQxGpzJ3vM/n79QOxJH9T+M3DnprfzzP7XyGbBPtvM//3ksIdkX9D9XT/8GB+L2PzudZ23NifU/8nlb4fgx9D8XyIWwggP0P+s0CfNEcPE/dw/t1ZBZ8z/vFckSfmP1P1kepmETm/A/7paQwgkz9D+Ub4QQoqXzP4FVRUWyyfU/vHPtVTEW9j/HDBTmcGnzP/yPBG8hf/I/XuURfvJ09T8d7sNJAdH2P4He7oax2fI/CBQe4Wzw9T+s61YOEWj0P6tCwWZ3evQ/1KyEb84x9D+ZF6g1Hgr2P4B37AFy4vc/WkY8L0/Q9T9Vsn0vG6TzPwzBLihIm/g/Nj2rH2yp9T9Bc8VInGL1P/y1lRpP3fY/zOWAfKuw8T8UtCcmox/1PxeYPOljf/I/WymGeg5W8j9VkxzVlL/0P/jJHIb4RvU/EinXC0Ty9T+ugdeo3Ur0P4WWqcQ+gfI/hJG0DOi4/T9DSrPmz1jzPz3U8M6ExfU/Locnwvaf9D8jyYTXvNv1P8vPydNXjfQ/5/OSQBMg8T+HcGSQ/jP4P1OaFBgcJ/M/cuqD6Ivi9T/FrtrktwfzP4b+bMb04vQ/heag+sBL9T8dVOlhWnPyPyy+UY9z9fU/B8iPeQ2+9z9nQMqZPS7zP8pOidgrJfU/3fRonbB78z9vdn+VQXf0P4BIuxTaIPU/Y1OvLD6H9j/o3gWNuWPzP8vzUQDcnPQ/zmQ2n12g9T+dVtI7wBzyP/4ojOiZiPU/+FtfFE7W8z87mAN/QN70P/Q5KBCDoPQ/fBJ35E9w8z/9Zvj4x5v3P5gIR7cf1vU/xqkDTqnQ8j8nlri+DRf1P+VzcTF8W/U/JusUC33x9T/W8d87b5L0P2AnHwLHk/Y/feF4r5bT9z8NnGuHYy7yP0IOEK4fvfM//QU6fYj58z+j/Rvq8ib1P5S1XyJpP/M/M5KzkmOH8z84JJL/Tjr1P2cm0FB4DPI/EQIv11fm8j/IAqUXWsvyP/kVSPnte/E/HRLGFoS98j9ew84tFbf2P7yXzmonhPc/YGvo/UDo9j9td7pf3azzP3sU+joIhvE/pD8WsDx/8j+TiBKJ9av1P+jGXz5MefQ/btV+FTAa9j84s9h8YVfzP1EgYeVrtPU/WkJ1BY+r9z9xv1zeZ0TyP1rkDJe4r/Q/pmwZUsiK+D/M/hmeWBz0P76wTLxPxfE/Qyc+dFGz9T+BHjBkQC7xP07mdZYI1/I/gIaH6DLR9j+KUXcH4p/zP/JEZmcvE/U/3W/tzB4Q9T93qJF+ja30P+1YudNjhPM/i4skgWZY8T+7Pty2DvfzP6msI+RXxvM/ofcA4VZh8D/3rDfldLfzPzkluRNlzfI/2G67jr+M8z9/1LFIX+byP9qmaRGVg/I/Fdp0n+B49z97ouKwpxP1P9HXkoCxafc/JbourXKo8j94SktE+qDyP6fBMYHVMvE/JHJ8VFhe9j8UlFV0swzzP7adR7gAC/A/OFhRUeoG9z/3ch2gqQzyP8Ngzbjexfg/fqlkziIo8T9Sg2icPiv0P0SMeGeRV/U/UCNNQzHM9D+BxZiy45H1PxB4DCyLZfk/RLsarK8j9z9nZSz457j1P5AWPJAjKfI/xmJMXcXy8z/WqsgEa7D0P9wWSwTOB/U/WImDo6z+9T9qVAs+xu33P6L1fQrKcvQ/1/h0eNS68T+O+Bp/8oPzP/YbgAxKD/U//GndkM8W9j/PVR/nGFz5P2gc/am7QvI/CQJ/4Uwz8z9xKnPqXU/0P4VgmCvi2/Q/nXg1Xyw38j+ipU07Hu/0PxfyobZ+kPQ/DCYcdYol8z/M959/HCTxP7aiwlpauPU/XUWNr5I29T9SVrioYr31P6P74G3F4/M/1132ibxj9j+DWalg1zX0P9cCjSrvzvU/Atp4ZdQa9j+bCM2Q0avwP3gKsGfz9PI/wevHLdG2+D9mTr+ln5H1PxNaypqEcPE/ZYZOP4Ef9T+74dKgFxzzP4AU27WYdvI/OPKX8Xdr9T8o7aEc93z1PwQNTuUcQPg/I11KReNo8j9CM9k1dVXzP/O3+o+io/I/ma515rFP9T8MKL0MN6j0P1RHNzMr7PM/5870+vwe9j+dvIuAD2b2P6oODHNtfPU/pOu0fB/f9T9w/yqyvQzyP7kMbMRxffY/PUd8BH/p8z/mIHO0ZjP1P0V7BTEVjPU/Lub39G5/8T8My1q9ZN30P74AU9I/xvc/nV4c4mtC9T8vqmd0oYr2P0Y7q8gnDfc/PELTxxxU8T/FxG+z0gvzP9badBCxKPI/2V3aF75F9T+lMqdiCIf1P+OsNBd1IvU/vR1Tpgiw+D8hyb7iBULzPyvO+E8GRPM/wyOqtDvW8T9jEK2kOZ/yPzK+9g8TZfQ/qdtX65gB8z/zeEXeDWfzP6OWuaMTdfU/9fBJXRoS+j/Hjj+dtJLzPz/t/ptOo/Y/G5frnjsT8T9Y6LiMugz0P0y0NKHXd/I/0QLCN7V29T9/CmBlq5fzPyZhCblBMPY/06RPaRX89z81q4bzHMPvP53LF0x7A/I/SFUyoXJV9T+L3bpJBkT0PxZOy5lBRfI/XQIeM7Nf8D/zPRidORv0P0Ft+IanDvU/cS5+lDO98z8SuiVUiUj0P2f5VQnjifU/O1uD7Eww9j9e9BxGLpzyP8NWeYxr7vM/eD2N6fcx9T8OKEFm/PrxP1/LSzJnSvM/Pcjs2GiG9D/mk1vmEITyPxFmUm5/OvM/VcBUYHOK8z9rNQ3Fm2v1P8mZPdWak/Q/G2uoiXFJ9D/DirihXVz3P/1mNuSL0fM/OW/sfKxP9j8NATsViT7zP5/k/PV7zfM/0XGAUhVE9D/hH5L4BxL1PytgLmI2ZvQ/qaJIw1W29j+YpNZIB770P4028Mhb7fU/1LKZB2QV+j/TGRlA/6nzP9My6kOkN/Q/qXoygtSW8T8g2Tz9IKb0PwBbNY69mfY/i82ahF309D9PmbdwxDn1PzyccFIlNPY/Q2JJ2fbA8j9dsktRe9LyP3vEZkbaw/U/rZvlInPS8z+ioJzNKkzzP+5z88fBLfM/Xqnjf3Z19j8gTHtjaxP1P5pLFtBUKvE/W3WBV7dS8z8Dpuc07+HyPwPwkQ1CK/Q/YXa9BO+t8T8q3Mg7TVPzPztw0ByHqPo/NKI2iais8z+yj17++//zP7oGBKc2kfM/2ait7PqQ9T+LmyU6iFz4P04ZdCcEHvY/O1yG+9s29D9MddfrhEr0P3rLNP4UMPM/h9ugAmPs8T/msx9EIob1Pws8Qf6orvI/x8Oyi58X9T+GTm3uMDD0P4WGYC1AD/k/cWLsUUS89D/sFDd4w5PxP7aEW248hPQ/UHyMVvig8j9nPVFsZIv0P7hnEpNgIPA/zKwJqzv19D+l7cmwaDXzPwyIZExkGfQ/xq4zGkR58j9nJSL8hRf1P/ns/zXLVvY/of7PPqws7z8SJMEHdDH5Pwge6HQqyvU/68xM6WQ+8j+uvX1UZ6HxP55yApKuUfI/OeKjrJqi8j8EbqFNn4/0P6jyGDStvfQ/Lj581D5y9D/TnyMzpa3yP4dvz/pcl/Q/7MAd+MVL9D/h+hfbxwf1PxXfzmUpa/I/AVmAI7t/9D+XsQKOZ9HxP2vw/y6W5vQ/PyLegZsq9D/s6xK/AUb0P7VTYb6tPfQ/rY2JaGRA9D+NNC6e3Mv0P9Ip8vh8KvY/fIwavKaV8z8zTM3PKHb0P7m34JFXK/E/t8Dk6zcF9T/lF37Gdmr0Pz++gonO9vU/6DSci+1v8j8MH9wmq2vzPy5jbygSH/Q/gXmPbnjE9T/5bgdvWin3P44NWP8uIvY/lGq20ODl8z8JskznEa31Pz2trWdVf/U/Uqz3iURi9D9x4mXv2QfzP9ZBGKpuwPQ/SXfWz5JP9D+qoBeo7VnyP1fAAtl7ffQ/D2VxfRBj9T/OvnCFBqPwP5Z80SdDNPg/TKrKk5sy9j9g2lAbpgP4PyX0coOFvvY/a4lGVTAh8z8FHOopIBHzP+uWVmTqSPM/+AUVAOUH9T+cFNTpO7jzP+UsfjaWx/Q/kWg2P19O8z+7C4EIBFnxP2AoTdKdOPY/asFyfqlx9T9x3zLQ67jzP57iEuG2rPA/3nLPOVrN9D+31hOtarPyP/vfdj+ZPvM/xoVuQgBu9j9bxbS+ueXyPwPCDFyrZvc/XbT+yRDV9D8/32yArN3yP/SerpmoN/E/OGLJqnb39z84iMpz9H3xPyXrlA8b2fI/jwWCy9B/9D+6w7evNaHyP8un1yt0/vQ/qy7bVLw79D82nMsQMHr2P1RbP8LLrPM/o4meODD28T/6fxjEujDxPxoHWLUtFfU/g0G6h7vz8z/mbaiCT5P1P6EV5GWzgvE/rmo3q2ye9D9u6vmyGVbzPzsAsiq2svI/qFnfrCj/8T+w0tfD5h3zP2keYwfUJfM/v1mTIV3l8D+ahUFE6An0P4dKlK8Bb/U/ym1nvaCx9D9gndDeKfD1P0XP1JF4KfM/1AXAbYJ+8j+RmfztiOn1P/rb+WTYB/U/M4AN05IQ8T9rI32+9zjwP5iqmaDRfPM/ykWPtnx29D/Frk0bfh31P0t0peH6DPM/0FQsxl7o9j+OFafsf5bzP8fyThDXhvA/YF8PdXrU8z/qf4bfXt/yP19EJ7G0sfQ/f5vylKvf9z9IeMpFpoLxPxXYgA5vffc/yAUp7Tof8j+cyJ8t5Lv0Pxc5yhiGBvQ/mxDAiDx89D9N1u8rVKb0P8UDl6vIl/Q/v4gxsUFb8D++Twc63grzP+2fXRhU4vI/F6ip8ZJx8z+U+IeViTT1P2KQTbv/FPM/xJ67JbAA9T/6RZV4BRz1PytsZWWRKPM/peWBtpyd8T/KNX8vsN/0P7ubELeSOvM/S8R0wS+49T/6/XI4qG70P64ZGoYgHfU/KdM8Z4Nm9j+PboLfXqf0P7eBGImgkfE/T67Lrf7a9D/gsWG07mX1P4eo6FRnh/I/YGeR0/F28z9395vw87f1P8qa1X9grPI/VgfjLKKl9D+VL1hMZ4nwP0VynkrPt/E/qOIVt2Zw8j/eOxdrnGbxP2lVzOvq5PM/zbJ1F1QZ9z9ycx4q5HX2P1t6N7sSG/M/LPgFlk729T9pNiOweP7xPxrnT8gvOPA/4qFndRvT8z9lJCLi1F3xPzLbF1BrtPU/N87zstFZ9T+A09BMjGrzP5nQWvaAhvY/uwSc7I0n9T83o1mtULL1P+43TQOEtPM/Dtm0M0m48D81yTN26YTzP7/GEHa8y/M/WayiEwke9D+ArL0RntPzPwaHJ/BkSfY/7U3nr2J59D9ako7inJHyP7OGT886NvQ/GHCfqdyq8j/d6T8XAq31P5uOhOAuRvQ/s37Mykht8j8ZozriuvP2P3V/L0G9BfY/tD8Bxiva9D/y5aYhUBLxP3Jn1dcbOvI/SZaAYS9y8D8ECN387ev0P5I/8BmA7/I/yBeYiI8O9T9y8edYQAH1P+4uPb6Ogfc/HxYv9RE89j8/tAZEeYLyP6YQgw2h5/I/jO2L5jSf8j9cZ7j758n0P0IWIeqFPvQ/sTSFHhEy9T8EhT4slmX1Pw6SvSzsJvc/kRZhDXhk9D/BMJ28q6b2P4Cp9BiKB/Q/DoOUsM/O+z/dc3KXDkv0P6cwqlSv8Pg/K1lZ3+C/9j8KFUn7ThD1P+ErbL0dVvM/Jd3xT+Ez9j/2bMRhFZHzP9RtFchHj/U/EW3ZSlwC8z9qNIgs9E3zP0To5gZJIPQ/DsDuy6t/8z8fT3s/maf0PwNKdnLmx/Q/a6WRALeS8T/K5ckSCPr0P06TtwCwcPU/qeMbzuGM8z+aPNKCNAz1P4N/0DYK2/U/R6nv8C0y9D/KicZ4T73uP2noZwDsFfU/PVY9Q6xT9D9TprScoDr0P1SdYDs5kfQ/tBvfoh3J+D9bdrcreqL2P9PhtNaNKvY/x3bUHplk8z9qPdFnu2X1PwQcCQxaRfY/NOaLb4gX+D/B4iqQYuD1Pw2xrtVXmPk/Em7WteXj8z+GL/+1+Tb0P+4W9gkAMvM/dTwOhy1j9T/6JMGKfmLvPyKV7bU8J/U/khdqkREG9z9/Xrbo7zL2P4X5Q2ekrfI/903ApvON9D/6Cl9F7AvzPzjONxDuhvY/g2eII8vf8z8Qahs7SeP0P7i2jxWe1/I/AzowZmYD9D+gWnLMnEPzP4TCn6X9UPU/J4RhJgk58z/+3onoNEnyP1G2cK9sU/Q/6Zyv+fsi9D8OJv9D8y3zP0qhWVwiwvQ/EojaFNH/9T+Tz6rB0Zv1PyAVUrgDDvE/EB51439u9D93j9Z85APzPxemL4dOpPI/Lyc2Ynvo9T/3MCD27wb1P37R09cwS/I/kbZIXmV18T/TfQi/2UnzP7fOrLk2efQ/01NiC/D18j8/gLXLZgX5P+vzuk4UdPQ/iye46KWA8j9SbLj651DzP43VvHDTt/Q//4E5HITf9D8ssg2hxZj1P6poKveVsfM/J4RdR0z09T89hGBsEPDyP4+efgMxNfQ/MfLowgZR9D/en/cURO7yP2aRgqcfiPI/+0PrtQch8D9AgnLGjrbzPypVSSuWvfI//w3wV0hP9j+00TBJkRj1PxeVARh+XPI/5hVwq0fK9T/S+goAK/n0P3iIUU9BjPU/fIuf+4Nf8j+sfjFzjN/1P0VNnCmHxfQ/md0F2hnW8j8r/euPWy/2PyQGMsE8xPY/TFSxoage8T8ctGgbmjf1P7IIy7w+vfU/OC+kV3CD9D9fOUuT9RvxPy2XvoaMnPQ/FP+krYKV9j8O3pCLMgr1P1LUFqWU5/Y/8iOjYJxa9T/1wsJxju71P233K3F0GfM//WgE/Oan8j8aFnT1C0L1P5hjpOkXWvQ/gyu8aZnP8T/6ict0j9r0PwlJ03ztn/Q/sMCM1c8d9z+x8GkG8ZvzP1M5B+WpTvM/oDQ0aphr/D9h3lFIUxv6P/PQcrGnv/Q/I8oWW/CA8T/z27cmCE/yP9+h/dN0cvY/QL3hIUgw9D9MDl//ZQDxP9FO9AulXPQ/yqzZc9su9D/M/aWwoIL3P1zwPO4uh/Y/kCo5P0vI8T/Xq5/UnLDxP8U06ShJ7vM/yYmX8etu+D812OUmV6DzP4WIQdp0iPQ/t7xk+vaF9T/Y50XdOZz3Pzt/v0HYZ/o/mH9KV71s9j+kdX0xZ874P/UOm3uAj/M/89UOEMWC9D/1HmwMML71P+ysLbEcmfM/2JqKuDkh8z8JxWNh9dbyP6tfJeREDvM/C3mZADN+8T/UrlkOfcH0P36vykgOCPQ/YyIAYgN89j/n0Uj1tp32P+RjRUWbBfM/BhZkczvs9D/ejdvwJ8T2P4FA7uuzHfU/IXx/gi318j8UVu5gYBb1PxtqoQRMJ/E/vnrz2qW78j+tNEPgvWn2P6WydeBd9vQ/dVrZh9Tj9j8uayuLLZryP3t+Ia9G4vs/CjvXZ14V9T86ZDZVh930Py6gGq9cs/M/zwleeMxx8j/UQ09n79DxPxXagZSKBPQ/Y03g0/XL9D/4a6io0Tr2P4+l92JKuvM/OjlaOuL+9z+FZimfnSj1PxMXggBn6fU/4pqZEs4z+D9M1eXDIpXzP20tOaikkfY/WmubfkA++T+Dpc/JO0z1P7Jqe8y5B/I/fTJZzx0b9j8s2/0QgmH3P6ehEQd4Y/U//kdmZK9R9D/P5W4VcnfwP/HwfzDocvM/9yZne9TM9D/qTdcFsy7yPyWEAHm0Evc/MGkJMw2j8j+496r31DjzP+5MqNZ8SPQ/U588JgfC8z/+z19/Eu/yPxSCzIEBt/M/sEbGvZer9D9mJViw1DT1P352ypkFSfY/9auHpdwG8z9Mql/AvCr1P5XnXJp0yfA/G+LcXyVi8T/CaHIYhon3P2pTfviWYfM/Ymk0JF9y9D+YxTpVJHjzP6Bt+YyvRfI/eu6BFpeP8j+/OWks63b1PyNkBjCDbfc/IhC6Xcjk9T97+m2hGubzP1wK4oZEAvQ/LfpvNWVW9D9YWEZCrk70PxeDGJ6I9fU/f846xh8R+T+iA341Ypf2P60jpdlci/I/vtJpUc8Z8z8BWV8bpGv1P1cuSzLsIPQ/q3jyjV4d9D94qJmt9TXwP99d4l7QUPM/xtCPEeyO9D/J70LcegD2P1FsUTTCxfU/yGp+2To79z8RUw5/QELyPyrneO1OkvU/VbstOYnf8z9pMPWCjJz0P/b+sBc9wvU/Y1F+RcZF+D8uj2IqshD1P3PcLEIGYPU/FjDDUwC39D9oDx59dALzP69B/M+mSfY/LCv9NmJN9T80GphV7nr1P0ZB1uim0/Q/MZeVDIBa8z+fXByIyG3xP/TxPgOxqvM/RJXzImyL9D9+zFO5Y+T2P0tfwXsEe/I/ft7bqlAP9T8difRdv8f1P9DmVp9BnvQ/pwjY2jjt9D8hCGBiyuX1PzB2b/nAIvU/FTiKrrcb8z/a5ac9LT74P9v7Uahzm/M/v45CYQM59D8GKGROu6X1P8bbTkb0c/4/dQofCOsF9j935sfLLWDyPyVeJGfwsfY//+jAetzX9T/GoOzJUwnzP7+ZD9lnQPY/nH/9NUYp9j+CtCyOAxn5P+lbp7WlXPY/YV1fLIXy9T/1adP9WWH0P+/jWD3TL/Q/k8O2UwuH9D8kD/wW1Af1PzqrbclSgPg/cVVPmw0K8z+kDea9xZL2P1WLHO5JkvI/S3RAGf3d8z8eY+SgphzyP+JpkJHIQfM/yPOEGZ8L9z9s2AcfAtT0P1C8uU71Cvc/57jZQeq48j903mnSMMT3Py/qbun32fc/IVrthh3D9T/lJ2x+DKr1P0rTQQRd/PM/0/mY2Mca9D+LpgJjqg30P+JYXAZalPE/RlMqjBxe9D8eG0wlX3LyPxeoKEefIfg/qXmc4RCh9T+sV1A9wbL2P4BZwYPDKPY/oj2E+ybV8z+XWNGzpIT1P8SWpwNPr/Q/yBPnbJoo8j8wGcPuSFzyP3+SE+jCWPE/9rPtqz6K9T/7WcLJeObxPwjxjpVg/fQ/G791sWYo9j+cSI1nPCL6P+MH1bwRkvU/kvYinPsn9j+1aFnWI3T0P23RMVOA2vU/QsRwxmkf8z8g0YCBiCPyPzSIfBFx0/I/ibK95mAZ9T/Kygaetw7yPxPc4rTNDvQ/HpMgH7KN8z9DF3ZxOg/0PzAATGKjyPo//OlsH5Fm9D/mOjYH9GXxPxKqGx5/tPE/5cxhuXp69j/LlhQYvoL1P+TiPqIpZvQ/umsKupQB9T9nmkL4L5TxP3aBZFdGrfc/gnyhvn7N9D/i5EN0caDyP0fGxtT4g/g/PoHqVcKM9T9k2iuRVd73Pzp6BsURXvc/nRrmHjbu8z953N3nI73zPzTWHc53JfU/6TMeF7Py9z+D2V0+zmv1P0Ji2tlu+fQ/pAu+HHdc8z/4KBs9jH30P3UtJ7rMu/U/pTON3cjQ8j/oyhPJALr2P1P3xeburfY/tS9iyLne8j+qeMGizcnxP/SGZcRwGvM/na+1ROAA9D98iIxLkXn1PyqJgP6XufI/FsP38B+C8z/qe1zVSpLzP9T90/1DfPM/nsVVdP169D8uPlXqNHv2Pz2DrCSTMPc/LVTnuovL8j/6JI+cjhT1P8paOvdXr/g/RhUOtKN59D9ATGdUMqfzP57gQYMy+/Q/y8flfAey8T9EqvxlByz3P24mR8iKo/Q/LJBqLGdV8z8qtFTTrKzyP8C2uQMIIfQ/+QxhAfbI9j8bZuGoOU3zPzyx0xgiLfY/zfL9OskX9D+YOM82k/vzP8dX07Bdm/M/ue1BvHci8T91z+sGf/jxP+phFK3YMvY/psZ3mifq8j83WuHUrPD0P8VUamCiGvY/vSfPe5NJ+D/S8gt8TrbzP9WRgIpaQvQ/0XHdXkq09T9vqhw6t3v1P7IGgb4bL/M/8xjfabs99D+q7Qv86uzzP/OZ0DDdl/U/rECDIpRN8j8pwSkTqBT0P41fCsPS8PY/gfQsLBNW9j+jDEqHi7b2P8U3r8j4mPA/IcXMs2s68z8EhexNF9XyP4WDYAHbafI/mpUZ1eKV9j9raCdY6Jr0P6PU6W+YsPU/R0QAskDm8j+MhIS3Ec3zP0Q5dKY7pfQ/ytwOPxOq8j8vlYvTYgL1PxwRRkkTAfM/eFxLWFmN9z899j9EwMb0PxmfmLVcs/M/LSml5fZn9j/g3VVVGHH0P0dEiw+Pw/I/QlJMMOfV8z/K6ffQh331P7pVmWx7L/U/u7n34Uk09T81+F3K6OXyP3d22AP21fI/3CPc5HNN8z+VLIYc1Kz0PywYFPxiJfQ/BSV4THdQ8T96zB+U3wv0P4xaXP6NQ/M/cAW73QBw8j819fUDCfHzP/XO89zzA/M/Wa6FqyPW9D8gUz9iC8DzP8f82Wo6w/Y/2ysHaNi/9z9KL4f/tlX1PynSj7KqPvM/4CX0tKUF+D8CppBODsrxP1C0uBDNsfQ/jSWsMcZV8z+7l4E9YUfzP5nyITI+0/Y/nsSLjpeN9D9O8C/NIoT0P+e+dsw0Nfg/JxCo62Z39T+3Ll1MPJL1P3XV/cSWkvU/RXGf7p7U9j+TwrsA1ZL0P9j7Ul3xOvU/p3UzjAev8j9P6QHz2ZnyP+DQSchDJ/Q/e+8NMS8V8j99mIjZgQTyP2BIqJILvPU/nLqdMkJg8j/Xk9XRbvDzP+eXblgDA/U/DmvyTAxE8z84wWneCA32P03VA/c+mPI/LE2W8Vxw8j+VEUkFVafzP5TTA4wszPM/U3/WXgQX8z+WwW0o1HLzP7EkziFkg/Y/FP+CrMqy8T9iKMm42uj3PyNHPl9XOPE//ztXleAm9T+H74NtKLnzP+++VKwh3vk/Yer1EfVy9D+1s9EK1+P1P1UsHeG/KfE/dntCpFZb8z8ftTLJgkn2P3i/YV00ZfM/cmgcglkY9T+M39EL7qH1P/0ALLPf5vM/24s2He8P8T8mJmiOuyTxP/rt0SQv4PI/CmT9p+VN9j9ZcOJO9eLzP8DPMTzFGfg/H280BBnU8j/SMMWBPaz0P3wQutI6nvY/SQ3qv4kn8z9KRzCnsDzzP1wJeEhXBfg/HsAH/agI9j+ny8HQTbjzP13rrNrZwfQ/n1L0wxcP8j/6ZHhPDE/1P6l3Mkkgm/Q//kBe/p5F9D8qqbUHMj3zPzCm4RrydPI/STTDrg0g9D9dNBLcXZT1P5sc6gh0sPU/y/Wc/Fcd9j+imwNC2H31P00nk+r6sPQ/borDouSO8T8OK+zvgFf0P/gUYipYbPI/6HZvEgQK8z+ccNNvP4DxP5uLk9B5h/c/toLz5aks9D+YoVa0WIL0P9sH4MYJrvQ/vGp33IJ79T/7oQoLsF7xPys1LvuIlPQ/VfWBF/2x8z/gtnGjdsHzP22QznP9y/Y/mOPEiN4j9z9mlpIDSFvzP/ejvunWw/I/8dufkD+L8z8wKwJnEhjzP8qqkGPqsfQ/8uXYnz7x7z9PNBdtXuryP/IWdiNGKPc/Tx4gBrUb9T/u4BA7ISv0P9xzcbp8W/Y/3T14p9tN9T+M2YOg7uzzPxd4o74Ewfg/T5JAo9jS9D+drd6gC7DxPwOio9TjNPQ/bn2Hpmih8T9w6YH9cLDzP5DYc7vQm/U/1Mpny4ma+D+KQBCeY1v0P/ghgZiLN/Q/R22Cprc48z/y3G/tP9HxP5TuhaDXUPE/EoNtjWgA8z8SpuQggTzxP2jGbB4/nPU/okSirOvE8z9de1WqfD3xPwo3uZl7ufc/hGIv6TRb8z9FUyra5jrzP6fsiMAS7fU/bxMCrbj/9j/u5XF0YW/yP7NWE93DgPQ/sJEPi4ce+T/2Y2lloT/zP3ewwowjJvM/ZjsJbOJh8z/dH/a00Pj2P4sCL0kDdPE/C2KEN4LC8z8TgxfuXKrzP7fK45Ib+Pg/1ma0JyJG9z+ePrFYvun0P+82uhfRIPM/TRVJnIGK9D/7vTSkXkr0P6YUsobc0PI/IEVPs18c9j/D/1t2/TPyP2aZvtr/F/Y/dbIMYe5h8j8qX0SVPsz2P+mupfSJt/Y/INp+HtnN9D/kL5tYNYHyP6oQfSloqvM/hVfiXym19z9QBUBKqlj0Px+XOrOEJPU/zc2oUoYh9D8eSs79OjH1P8dljxG+ffI/dT8pTRZx8j+Iemx+RQ71P6dqhGYxRvM/jUUH1CTF8z/GoeMu0R/3P/34aPyFx/Y/zyBlq+dA9D8h+MdW/2L2P4sUFy2Ws/I/Iu5huAGS9D9/LifaU8D0P86fLRSG+vU/5zTA0kze9D/EmUUXLxTzP+lzRBMDQ/E/2JiCMARH+D+o2KKZ5Gr2Pzni0rMev/c/jHbTbQS/9D8l5BfWZoDzP7oPeKqOn/Q/iulFTK1N9T9Ve252Go/xP4tjs1E6ePU/1YxYt3UF9T9VLWM9w+b1P4LkF3YjN/Y/SIGycnOR+T9LMVfO3+7yP56OKB0v+PI/ErUScp809T+BmgYAIMLzP9BgPr8TIfQ/ecLZpCIc9z9YN8lxDKb0P/lkRw6GsPE/+REHkd658z+ClI9BLeryP66NT08TlfI/x9hqXfDt8z++wQDWLEb1P3I6ZfXKbfM/9HJU7n6R9T+xc4jQQFHyP7kcCwu11fQ/+kE9jynV9D+WuuufN8LxP33D5ZWtBfM/ddkhwk7K8j9dsPPEdF73PyvEmn3PzvI/4DR4Qvzq8z9kB4c/6kv1P/Xo9WDsTPQ/202R49/L8z+71sbwpxT2P8MY+LIoh+0/aw6J9h6q9j9w+yabharyPw7MlmLJwfM/SQRku6z28j+/1XSo7Sb3Py3zzckFbfQ/muIzTPK59T9AddhPPj3xP+ecEtNXNvY/qGt29OjW9j/VoQzd9KD1PzLOJJjIGPI///ZjMkou9D/JV6IssKjzP7OuoaQHh/o/Tyg552bA9D9Jnhw2k7T0P2vP7ixjbfg/ywHPxrad8z+7teJ8jUHxPxOBwcgNRfY/LqRM3vmU8T/cEOuM+Xj0P6TtdOgphvs/TUM7wUZO9D9xq94hhYv2PzrXYyeU2fM/gygb2Cxo8j8TfGCw8fLvP8LN/EPOyvM/XOUGFYjb9D9Sp6KhgG3zPw5HoxaFX/I/E8XRI3Gw9D/Hw1K75efzP2OZxJN2KfM/IWVpwpnG8z+eNr6mpjHyP2CDMc/CIfY/O21D3Y4Y9z85AnPYFXT0P0L2G6wsn/I/M5giQ5LG8j8oDmtKuzP0P0pm0jiB9fI/53Ae0jIb8z8FWdSViX30P3ELp0yae/M/But5hY/J8T92Uvv+ox7yPyDiqhuBtfM/lGuB4vac+D+G5jjlX7D1P9IOUEQpvvQ/LA5wREW58z/uJQ6nxtbxP/CC3ia5ZfQ/Clq8zjdG9T8Nj4fZUnv1P/lAiqncHvc/uJNlo6Nd8D+3VISu8Ab1P67r690mpfM/OvKuNWdn9D/uWVqOoKvxP2cN24gCUvY/okbr9r4J8z9AfoBIf0f0P6FcAoIXnfE/uYu85B8z8j+MKCPh3gD3PywC1zoerfU/ggaG2rzp8T8cCFqz8jTzPwOuyrOkaPA/YaJC14gK8z+ZGREHA6fzP5n9GsOsh/o/Kjso/uRy9D9VCUqqEvD1PyPntbHkavU/H20FDhzh8z9/9BQm64T1Py/vmC5SGPQ/7dvpo6HU9T8tizI2OsfxP+BNKI5mX/E/b+p7oFhO8j8id7TSI4P0P8/b+hjT3vQ/zOBEQiz69j8W50zgOiH0Pxjl/BSf5vE/oDRLTud48j86hDUaq53xPxidNM/D9/E/Zkr19k438z/yA2UBMivzP3KEZZxoEvQ/6WaKfyu69D8EI0z6TWz1P/D+YCtufvQ/CGlhPiYC8T+sEX7vMlv0P0AcDwCNKPQ/ZdenZTnO9z/jO5MGITrzP8z9+hCcFfQ/NRaMWDoW8z8cMt5ABTL0P2DDPRon0fE/nBkn+jXA+D+cDu63sLzxP0mP5QyFH/M/7alCBwNs9z9KguF9bcLxPwNuW0uR5PI/N+olAy3M9D/DAa9IrAXzP7nTXTJhDPI/ODYVBoei8z9JWczx9o71PxNWXWkRAfY/AkUu2vka9j95/bPMn4LyPz1k3D4sQfY/l0d08EZm+D8RzxZTVpfzP1DQHfvNEPY/6waov2CX9D9eHDGUNRPzPw2JbsoiBvE/dZCUySPW8T/M7bCfXcjxP4ZOSxU5F/Y/eLsBC6c98z87bWGspRTzPzzXGokXafI/bbu1zlib9D9TVBaZgdH0P7b6RXn2KvQ/VfDDND+L8j+nmiFN6oXyP6Oy1EkDqPQ/BHBJhwGc8z8SntK/4D3zP7wWwm1mCvc/MI+ybwF19T8qRSgIX6HxP14iZTQTePQ/RWUNoJ2n8j+/usq7NJX2P8U6bdp0OfU/52GErt4v8z8Ye2TycPHvP0UrCCtqxvM/g0IG+UE99T+9H2VWjjrzP3zcbyqbofI/Mcpu3uBO9D8OHZ7HeOv1P6yo7FUkzPM/nWmtWQav8j+9mrAi9e70P2jhiT7Au/U/0m1NWhdB9z9oJdRR94nxPyX5WusmK/Q/ysyspFLe8z9FyVVyip3yP33QNosozfY/mfO7wLI89T8gMQc7/Wv4P/lV2Bc3sfM/lOw/NQBj+D9FeA14Elv0P6W2q27NFPY/Y1+SbnE/9D/TSa61y8HzP1m6UWaxrfQ/9+wPP9Qy9T/X7/8LVF/7P+Qve1+fg/M/mL9yxX0+8j/C7H6Pt+P2P/bHEj/mavU/dMPhXU4K9T/FEzHlMZr3P6U/CwnhCvI/8qKh58od+T/FRfWLZ5nzP/G7anUPKPI/fgMGff+r8j9f8b5ZO3fyP721tNyKXvc/B96Javk89D8DXfP4aVH0PyyS0qDYn/Q/jAxZoq2f8j9Oo3fIPIX0P4FJLDm1tfM/uSI3FafC9z+pMdPXq/L5PwQgL4tGOvk/CxhjXo/h8j+ywYAVMQr7P4rlujtSufE/xkJP9YiQ8z+3F4E9ZLP1P8J6tU6bPPI/sLfjNuik7z+tQhKT1nLzP2ySZPOZufU/pdkNKISN8j+fppiB5HH0PwupppCsT/U//2e0ytlU8z8qrctZ6X32PyC8O/C9VPI/K8uUIM4h9D9vyKbH3yD0Pz9hf9d0GfM/92K+tj2H9j/swDwtDE/2P3mNf3XydvE/6rOiEt9o9T9aJ1ySu9nxP4dhsFFpEvU/EjsNKhDu8z/WLkuJaZT3P0T9f0+wLPI/FRiI6YnT9D9Smcfdy27zP8/Ar+aMwfI/RXLJG4cn9D/oCcQKJcb0P45GxNjOiPM/O4Vi6JKc9T/PDEYmGd7xPyBkfg5TVfY/QU8gIsxN9D/jYZoF/ITzPxVAbzs1+/U/ePkSTNLV+D9rlB7mdjr2PyIoqTk6KvU/oTsbdtBB9T+25o/PY6vzP5239yNosvc/pW8bmESl8D+PztpXDerxPwx8qkJhofU/w6jkVpv78j/jKFrHpQL3P/wQs7xGSPg/rHNIyHEN9j95zEXKe6j3Pzu6P+sXC/M/TV/ANf5y9T9Z3TrICRj3P4rJESjF7/I/mCfUgLeZ9j93fC3fPNjyPxqJMVVONfM/ftSJQgQy9D99o3SHcRn0P0DSpQgMHvA/g91eFA0j9D8sNmE7el/2P58j7b6QA/U/Q/eameyq9T+ZHyaE37rxP/ytF6DErfE/+hmmZRUO9D9ejtZS26j4P5ZilbhMgPM/XFi6lMUx9z++e4TVwD70P3PiLknzvvI/gqViHAoW9T+eGuoV7Pn2PwG9s+3AL/I/DSqu5zTT8j+kXfhFswr2P0ZiamuRPPI/8tCgdtDd8T+wUvbsihHyPxhYZGgnZvU/Q/rwfjgu9j/Upre9OnXyPxWxPDbUivY/jUVSZt4j9T+3S3QCauDzPwF/L4DlrvU/Aq7i3pfT9D+Vf1he4Kb0P2zp1pbfKfE/KgOduyno8z9KAQDPjmX0P9q3ZJdotfM/UM7OFCen8z99QzqDLVXzP6WttaOKQPg/v6wCZG+d9j8YwGV8Vr7yP5Fgvm9ZH/U/J0cuwC0c9j+MqWqLwCv2P+f8GU9mjfY/mTydnzpi9j++aoBJ123zP/gOr/WT4vg/3verYlCG9D/NxW4ZW6LzP/QsWfoPSvQ/j8bCWOga9T84rGjetOLzP4neG2w53/M/KwKs8I9+8z+yi3y56T/4P1ae6mPdzvQ/bVN3chW98j9k4wunmZfzP6EMPlf2IvU/KMc/HF9K9D/LW2aCwFf0Pw/QBfQjGvI/k8POaA0/8z9TqROK+lTzP1W58dwnHfQ/ObpUMM+Z8j9vvdPa8eH0P/A13QbTj/w/l/KKsUc89T/RC/V+UZX1P3dIO3B7BPs/mcMYHUba8j/c+ZRESk3zP8LUnXIdnvM/AWs+22Ky+D/DEq3r8L/zP6O4McUVZ/M/sKXiUIo89D+UJfJuaVntP1KfXI0SG/Y/dBUZhB5G8T9wZv6bMzXzP6wufvTIrvM/kXf4EgUs8z/C39ZkpeHzPzdbcMN/gPU//l+FGK1V+T9y4ocw/c/2P6NIbAnQSPM/c2mPLZsi8j+Q5N9xILL1PwSj5J9GMPY/Qjwbasof9T/+72L2Dk/xP0znGKUYpfE/vDPbvVRJ9T+mQwfby2vzP9khL1i57fI/XbuRlnI9+D+U/b5TOAX2P6NwXj1NavY/7vMl0b/e8z8w+pSkNvr3PzBZAHTQr/Y/RSrchEiz8j+AMhWgbPX0P6tkjOy7bfQ/h8efrv+f8j84MKq5NOjzP79pXrgmbfM/cXbubOB1+T9zQ2l1GXDxP/BD5XoUnPM/F07YLua/8z8VTaWZAK/wP7UJ7Ig7afM/7rEb4MSy9z+T9JS5Egn2P9WT+uTfje4/PRg+f7309z/2k617KtP0P7mMDuqEmPY/kanv4Ol99j/nQ0KzTM7xPzI/8z2GZPQ/yCUMsm2u9T9nY0n9cYj0P6pE8q1fBPM/wFok+KXB9D9atZF7Iwj2P/CUP1//L/c/PjAXNKJu9j+Y9rNDLCr2P8Dqh7kH6vM/KBjZ91zZ9j+DtFBTFHTxP9l0x2vco/Q/AEhbGX698z80ZHX1Ssn2P2PwvAGU1vA/Ni0ZR7w79D+rkM4N+pD0PyMF9MfIGfI/ounhw1Oo9z/1bOedJlTzP3jKK3eRI/Q/iDoHVsyp8z8GhwTQCpbyP+5FdbLnzvE/3h0pEpw29D+dG1g71xn1P2+xQe2EyvU/btRhzUJQ8z+lvR9dJiP5PxKTD5cLW/E/J7ya/9XI9T/2YBjTBmT0P9xDeXM4+/I/VyjUuLOA9D/ZRS+29af0P5ceNOySnPI/RYAwEWtV8j8X1+ZML6H1PwVXdnxKqvE/vny+IWST9D8YRXVg2WT1P6tSv8VMvvU/+uMwBbh79D/vCZ37y4zyPyTH8JLXjPE/VaGm0K0m9T/6MG9YRl/xPxm37NuDp/U/LXcDp37f9T/tpO233Bb0P/6hIF15svA/fbPuvLR++D9oGKHpaDL1P4S7UeX8Gfg/pkxJXMcV9T+HbFyX2lrxP04o058HCvM/074k/IL28j+xneenAb3zP/gFiQxtO/Q/oSkkwXoB8z/eXHIPbLfzPxDifR+5J/M/vVhpVGhf9D8lOpLetJn0P5TtE/V/EvE/xQjBBYB38z9QV8BYBsv2P+I/p/pT1vM/YHAkkigj9D/LECJxIevzP310f4Ef1vQ/4oohEW338T9PJSm6+Xf2PxpwJoJZL/E/6BepaJr/9T+l8YCaBlr0P0j7j1d97PU/p1rW5nq39T9Zr1E8exD1P1eCAFXTUvQ/ZyZ0okSU8T/DJFUTvUnzPy42CmU7xPc/4z3KF7b78z8LZ4xB36D0PxHn4drOGPQ/g6hgahBe8T+ZK9Dfggn1P4wvOqAGkvQ/iqizKXPg8z9jCIW05OX9P9yYWmp1lvQ/afFiB77p9T8cSjQFi6jxP4REXWvT7/M/FloblOVm9j+1ozr2XDT1P6BYGPGYz/M/v0NiNQj58z+21K+FNyD5Pz0AX3Un7vI/f6HZXsYD+D+edVxTd6L3PwyJ1T3e1fU/1yVz/Zel9z8srtYUlX31PzHa1oWRK/c/hNRWQDjU8j/rPy96gTLzP8VexWWSPvk/TOsawNhT8j+T8RcA0RH0P9nohfR9G/g/B3Ju9Mao9D+YfnQ6aZv1P8HrRKDF/fI/R+aJ+QuH9z/2elkHnbT2P07FfA1g4/M/cVrlAIhM9z9EldrCHXL0P46WQXRCs/U/B4qQLc5C9z/4MsCzoAL0PzkFKsycRvY/GD8MUIUo+D9dBqceugH5P4oeopU96vU/nBIRQjYS9z/WkscKzoPzP42IWcmCefE/9uebURtk9j+/Cd14SRz1P5o8D+EvKPU/EQey7URv8j8b8t0ktH71P+YzIJn0QPM/JhEdBAVe9D9YLO87wjP0P5g7V9mHDvk/rT2wU+7j9D8lFIb+LcH0P0dJMHjBh/U/8OHO2fnU8z+ggWD4Pp7zP9CgoBW98vQ/XW90N36E+D+iEwOlTRb0P4ZbEMEGR/U/TjZpUdwI8z8PhX+XAwT0P2fLA8XSYfU/TPmJOkLq8z9OjRg++yj1P1i8nbgq+fU/VMqkHOVM8j+yKosEVtn1P0nwL+FO7fQ/H8FuBuDU9D/TqwkPrSTwP4p6Y8sUq/Q/QXsGCYQB9D9MI+LyTzX0P6lYdeUe0PU/i1Viq2Fw8D8WZF1MQQfyPzAzVyEFpPM/E91cHmhS8T8V6ih82KH3P81rLJX3ZfI/MopekOy19D95i//JHS71P55G7W8vL/U/HBaWqSDc8z8lNzYS+4z0P5AETctjAfE/bhnZDpbs8j9xGqXq1jfzPymIL4bS+fQ/0J9QnkrT8j8/noAXqvvzP1iH+pOa/Po/yI0Oujt29D8UpVsfOSTxP7YgKaimfPQ/rnN739sF9T+DMrSRAvjwP2c4FYdPr/Y/Q+nnc+Ff8z/NugrjyGn6P79DkU19z+8/A1s1B4p49j/QsYbh9NnzP1t/hFJT3PM/2TSHxFvy9z/kp82RM6vwPxHBa32RQvI/QJKZZTMI9z+b374HG0H1P/ohVExAMvI/er3wxGMn9D/U8cQefmz0PxgkxRXJuPQ/zKsP22th8T82+nWVtfLwP81u7cIjDfU/KlFFP0l48T/AkqP646DyP20mpHp9NPU/S/GlAl2F9j+Ehc/mMEL0P5TVmEOiXPE/p+Tx6V/v8j8kUgdalRD1P13i7RI3ZvQ/NUD9En3q8z8DFYHExUz3P/8kD6oh0fU/PC5AeNZJ+D+JMpar5+z2P5UIEf0MOPE/3X+la29T8z8Klg36/DP3P7ajApUq0vU/DVV2c87j9T/knkjuK7v2P6Me3lkPWfQ/JswpitAg8z9C2B8hTO/0P51ddV5PHvI/aEYY+0Lv9j92blD8pPDzP/lAE7vwevA/VZGAnsVt+D9c4Eq0MBf1PxQGC/j3FvI/MweuvCZ7+D+TkCoEKTXyP3ZHlJVnKvU/RJXbzB0B9T+wbzue+az0P2pos3/ya/E/0xPxMkzs8T9QefskQiT3P/bD0eTc+fQ/N35fHCyv8T+R6BJWRlTxPyxaoJ+YAPY/8TSU8G1r8z+jcObpwSj2P6h3w5Yvlfg/zzUBjxfb8j9+ukK1Fln0P6mRQfXXTfU/UZp8nDK+8z8l/ihbza72PygjpMHGofE/sFdX9ffC8T90yPiNpx3wP3GzrDQPSvQ/PH03uN6n8j++SlETTm3zP8GME9wsI/Q/FlErp/3H9T9A2Ng07bbzP7o08KNWUfY/X0OytTKP8j9WuGgNvL/zPwt6xieZY/I/I1Pl6+7I9z9Rec5/oGz0P/RVMJqnn/M/dRfJbzg79D9JZoO0vgzyP+pBgGAJF/Q/CLLN+zvN8z8xfZFgZnHyP51SpiKHBf0/kQh6od4S9T/irWbCFFryP4VsztMKqvU/0W/1FawL9T+ccYT8hGL1PyaQAoBcMPY/DXuUC1vS9j/YqVC9K2n1P3jjwaFpI/Y/0zUnYnET9D9yTozN5lH2PwEWUBkh0vA/12CgCJC38z8aS5vBuBT0P9o0eZC3qfQ/aaXgEoO29j9aabp1VT3zP3qzwrPILvQ/Qy/VVp+i8j84NDUhWT/0Pz1l3NLf9vQ/gPDmtjTY8z/sF1AUJfX2P8Fyw9CeNPM/kSjbtCzZ9T/RM7t+Fs7zPzpnhdEtD/M/7MrLC7ps8z+C+K2uc0X1PxtfZ386cPQ/MxAQs3Zj8j+TRnghp2HyP9sY6aMGdvM/a7+uUujG8D9zPssLBSfzP0lEhiN77fU/VyRRxLUD9D/JgnhUY3j0P+QUNxVWZPQ/fokktteC8z83RmQM1Tf0P/G0CTChJ/U/G3+AGplk9D9pH+3nmAr2P8R2+VLkOPk/ZLMQs2TR9D8eMaWxUtv3P8TTV9Mh4PU/x/LqRgwq9T8LPQrdAczzP9RdQhfYSPI/Q18ThA+Z8j/4ZzGSC4X1P778wMvXfvU/PRSWEMyB9D+6PSxjnVL3P7ZTo4bMJfQ/3R4qKT/e8z+LKbVm1Xf2P0kUz9IbFPE/NnPXhoMh9T+GwOtGab7zP7h/PfhLSPM/MvFDDRNQ8j971dWhwZT5P8j0tYxJX/o/CuEP1khf9T8gWpDdm370P1zSxF9dDPQ/PqPQFIbu9T8TWE3anHz0PzAqGSgAF/I/cMG7HcsZ8j8Wc01Lcnb0P3DUB22N9fQ/37qV/zFI8j9AifSe4bb2P6D6WgHXavE/ifnY496E9T9xR6H4NIT0P8EvMZAt3PQ/iP6nRwdo8z87pv0IJTnyP/k/Wteap/Q/EwgxNtMa9D/wIg8hWsLxPyAVW1inrfQ/JN2DWNmJ8z/Cm38pQ1j4P1PgK2/ITfU/mdn0i+9/9D94i8yT8Jn0PyHSo0vPHvc/8aB/h6+E9T/QJp3nrADwP7QNDLcv3vQ/HJXma3po8z9OlxqouNHxPxmvYMJEcvM/F5fK3w4e8z9KSeebfPP0P3RE6rA2IvU/OKfP4hfY9j8/CGZIU0L2P8FOMKvkffY/2PN5/4gH9D9njQsxBhf0P/gZH7g8wfY/46zLtrA39D9KWqP0wIjzP6TatRDqqPc/KlKNX/tH9T+WJg3EUvzxP+S0Kb5X0vY/+STP50zM8j+w7laGIsfxP0pxqzFSiPQ/z68aTRdm9j/usBqL6wf0P4Uqb9CNBvQ/lSX9Lcg98j83jdbpl/DxP46EKDqipvI/AJT8HjhH8z+4Aioq4uzyP9+bPvVJOvM/QRiCjDoW8j8uRGY2NlL2P3P0y5vQePU/hDW7yleQ8D/trcsv11L0P3xMoRvqlfI/p3qsJ6748z9vM8oAmOj3Pz9SCfUSqfQ/oGeLHM3K9T+VSJPqvej2Pwb6JNrqyvg/2lQEaoMs8j9Y2GAPDGXzP8Ah69gJe/Q/vQCwOo2k+D8mwmgmBlvwP+AdFrYV0fI/38mkw9QB9z/207HWSt/yPwKwewvw5/M/wCQcArmG8z8pzPu7DCv5PxAMJ/wtwfQ/FnnW1kG19D/92udvQCb0P3KBPBGfQfU/MASu45t+7z/W6ACZm1n3P5SNbsORWPY/rkA/4LaC8j+ivzQUFd/0P6mtlF1qpfI/e4DC0DGW8z+8zI7P7znzP4LbhD1lBfQ/jLYSpNdV9T/VAY20j2DzP10DL2T3hfQ/kKZ16E6p8T/tTcHHiNDyP8dEa0kfAPU/bpu04Ewo8j9l/8LG8wb3P6S7jb/qe/k/XcT7r4eQ+D81s/IcJ2b2P0FbIDaVWvE/O0PSV+Q68j8vvMG4qKL1P9PD4WDbffI/PKP85L2a8z/xZmYDN4L0P1EzeqF1BPU/p4sQg1Ma8z+BQeAXeczzP1SNTjCi3/U/QaO3aVge9T8kUIOrVB70P82DpbOOnvY/7oEE2Yft8z82RZbHQPfzP5TYnHJ9xvM/aMyKKT9B9D+wWJeKhwjyP/tAfmP7rPE/uT9oI/7y9D+wRZ6EqzDxP3XFA0ToRfg/b6tOyl5P8z+tufNZigL3P9Hn3/Ua9vI/d5K9izHh8T/uga5AuwzzP8VWDeNV0fc/MG4sZ2Ba8D+EwV2KYe72P3+rFerMvvE/HaETpFhl9z+SbaDUuJf2P7nKhgVncvQ/TCl1CBhg9D9hXfjh5QDxP9Toim35lPI/j3o8l55t8z9+RNYsfanyP1NGnc2HGvY/HGoIjwym9j+xgPmm69H0P8Sxhq/TuvI/qh0ypWNX9T9aJ5T8c7/0P7Ub9wQLlvM/wAuKjWNF+D9jpNGcLE3xPzqE0fB6+/E/DCmIdfML8j9k3vSkYfD3P0qzkpCoI/U/XBELYhu88z/4t/RU29vyP/l5y7sug/U/B5g6JfDq8z8UBzkBDFTzPydPHXruNPQ/77u1FC2P9T9qBUBuZJn3P9lA9VTajvE/oE3WL8H18z/1YSVVOcf1P8Cido8Og/Y/VF6iNKjk8z/8wp8Gi832Pz1IG4/1pPY/h0OtDMWX9z+Xct26CYP0P7Xc1snKsPQ/lKSsfXQb9j+bSRrNVH3yPxA+IPBJpPM/ilqJxX1H9D/Kjer68iDwP2zzNmhlkPQ/rpxaNedr8T/y9fipVyf0P6W6USxuBfk/JKs/NJKH8z9k2vBOns75P2w2a7eynfI/YEDyV2gq9z8efrHNL+jxPyZcEdDP5fE/AOfUCfdj9D+P33wmuA32P4c7js0VlfQ/mNoily3b8T/ymATlk93zPxILX+dY8/E/p5QtyVtC9D+rbWvL14v0P/fMCiIkBvk//dVnMkr+9j8ic/P90vP1P6qTbPZWofU/yGPqRbmy9D9eKHfHNir3P/uOYedkpvI/mfQQXK/29D/mRQQw02r2P0hYC1nD5PQ/GcaYXDVS9T8z6QqLUODzP775xE9FLPg/pjwqnbD18j9sYKQoA4f1Pxl7IdQnj/Q/U+Qa0gbj8T9G7DtXXpD2P10LLlEwIvQ/Hb58I58T9j/4ww0Sod70P7biH8QBiPQ/kJhb+bXJ+D9EHT7a3xHyPwlnLDBskvY/ttubSWpv9z9izu3bf7D0P6EqItSjhvI/dNe5/vks9j/+qXxuifz0PyGP+hh+5PI/Ad82IKJA9D+xs/9oQrPzP/5HtT78nvQ/aA4PsNTx9D+H7ddaiIj0P0qzYPmWdfE/wLfX5TO59D9LcYcRaS/0P0gat25BMPQ/r9FZ8AB29T+GwEwPtXH0PzOITG+GyvY/3v4t1UBi8T+il4S2/sP1P7JV1uK7QPM/S9ouA9cD+D+IaJ+FxAPzPwMCEFKI7/A/ktcSUCo19T8RlQWNTvLzP8rVkLnLDvM/KIvIa7P48z8teIA9IcX3P6SPp3XmzvI/V2fXcOiv8z8WmKMDC3H3P5ehhXhPwvQ/NFsAqjaZ8j+LhnLqGLb2P13wDWNxSfQ/1Qgf/WpD8j8qgp7ZITXyP5vLi5KW2PI/Ep8ot5lt9j9DgoywxunxP+P51bTjWfE/ab+89EFL8j8LYDzZ7C/0P+CPiSL/bPU/zu4QEygm9z96zQravxf0P9bKLoudIPY/fMP4RASY9j/uwVwYNo/1P0B21IEFyvY/Br7FZNRN8z+TPPJ4WwL0P+ThzNIIV/M/7YWwkYbJ9j9qQ4mtzT/2P7wUO2NeWPg/js5JAXud8j9gD7g6xRn0P0N4pnMnkPQ/dFkjHpWW9T8VhIvHQ6fyP/aP5U0gBPM/1blWOwJ18j+Ad6lfF7X4P2OXV6RHIfU/jos4FZjc9T85J7oxFmn0P1sBIuftm/M/D5ZRB7o/9T/Oz0r/hAv2P/VNi7DCk/I/wB/cI8dP9D+ULPY7Q5/3P1p6+w/rUPg/zpbNPhnT8D8XzP5yg130PyX2bIaItvI/pyJZTQQ39D8rYP5ksZT0P3hhOD2K9vM/Whwxbgq79D+Xb8ozNpL1P/pD9ug6Y/Q/y4ZSj1Ay8T+sQzc6anX1P9IRn839q/M/JlLyxwl+8z86Gmy/rFf3P8UIbr5VxvI/E7jsJLCD8z9EcEy251v5P/Qhi1Vk8vY/SGWGQ6n09D//og/pPGf1P753P0RnIPI/wQGKZVx/9T+PO1d2uQX0Py13AHUaiPU/lrRwDLk88j9dremszBTyP/81h+R0u/M/6aIH0UvN8z8X4LGgXj/yP3xJ9SXGQfQ/X7pXW7PO8z8hjqpT1FP0P+VbrFhH4PI/E9o21iFe9D8uVEQxbLv2P2qOusefePY/H0TdJLVa9D8wWAGN5S71P2gnX6Q3+fQ/3DoQZsvA8j+QfNQotWvyP61b/ehG5/Q/fInPgmOF9D/08+k3npf1P+v8yYPcE/U/y9MGqkyS9T/lnKGfpFD5Pxf4ekSP2vI/bMBDlfAc9T85+/HPaLr0P//+hJuzsfE/fZXPm7EA+T8UqHi385P0PwxFZlZ8ffY/cr/aJ3aT9D/HRYc8Jtr0P7EMIoxoO/U/kO8WO8cx9T/t8HDxb3byP/2aD/Brt/c/xW4clvUQ9z/rYhc143ryP+8TVAHY9vU/GTKeET6E+D/sF7geY+P2P1E3j7g54PU/mm21CBqs9T/gYqB/91b7P2+xjTrgoPY/LaP0XN3h8z+3rot5O4z0P9U9VagjcvI/TmIlZ0xc9j/YC8Wf2h7zP4h7eXklGfQ/AcnJxE4D9T+3fTkE/Hn1PyjlH65c0fE/zBYY97uw8T8oyTRgDNfyP3j09V2jWfY/9wIXARzJ8z86EufE2k7yP8W2YeyGgfM/0fIDFdE/9j+apfl5jOPyP/81gGBDQPQ/mq9pmOb19D/xd8k3lN3zP8SIFfz0gfM/OV0aLfVA9D/i/cXEmYTzPypX89ZoPPI/2kRhwJCA8j9ADYQn2zvzP3g006PmGPU/HCXsnBML8z+S6riBd3bzP/45vaaWUu8/D+O9Axt48z/OLYxv/cTwPwW3FX9WD/Q/5Ak8kYYg9j8AOLJ0a4LyP1z/NQg9m/Q/hJgItrBU8T8NHP63Et/zPxj3BTY3UvQ/mzU5DKtj9D/+5S+Xvwj2P3lESDbjFvU/ZLZDAZjD9D9obeoSA4r0P7wdINDaGPU/2eg0AlUY9T8/PcfVjDX1P72qzL1AT/Q/dSxqYYoF8z+PH29IHDnzP3kkphX5lvU/PSxAKRXJ9j9lP+cDVxT0P7W7KcqAz/M/XEFoD5mQ8j9VmEN5RjTzP6kuHBXpkPQ/iLZKPc4+9D92tliu7VX1P+1cv8ndefI/PG0u7ol08z8NIskwAaD1P8EJUtB+5Pc/oup562T38z/ujKEZ9DL1P8vxBqRpkPM/tenzpALi8T/awbc+fafzPwlsxzqnTPU/q/IBg3WP+T8tWnJJdGT1Px3Q+g66TPM/4r8Qw6xB8D8Rhbs/OkPyP5jP7p0i7/Q/tNltd6um8D+VDHC7exn2P9NHaRBubPU/XIjDA1Wy9D81mFRN/tf2P3kVT3OBNvQ/LpaFalE38T87T0jM3zjzP5+VEpOhTvQ/nN1e8dQx+D+yPsBG4kr1PxRvv4AqUPQ/GcepWUry8z/L1pOi2EX1P3kbgiCMG/E/ABT9m1kO8z8jPptc/IPyP3ASTjels/I//uWTt5ik8j/mE+vjH4zzP5fh5FBLmPM/3yRds2nO8z9EHjdHTi31P4xoH69VO/Y/MP7F3DD18j+A4xzsg33yP6EXNpQ2RvM/HByzeKez9D+Cbb+izon1P+QNyyQa/vY/0VbYnxhY9j9FKR8kRu/zPzVGlnwjRvQ/oeMVWFXF9j+Za8C7zv7yP+Jr1h5u8vE/02h3tLhE8j8Bvr7MVcX0P3u55DE4fPQ/nWG9x0Wq8z9lB8DcthbyP7yZ6jemlfM/YujrUD0m+T+fQ9Ozelr0P+KjUQD3ZPM/bzMSCrin8T9XI5xxvYH0P7aet2MqpPQ/DFWui/8I9j+wxzvmV2ryP65aMYfjo/I/5VxuCfCu8z/uG4H7nOz1P1y3BgPB3fA/R6A8AUae8T8pOVY4wWf2P2rJodPQj/U/5oI5DWdq9T+mQlaCeE/yP3G8SFESO/U/xlOTjXbd8j8uATxdPon2P+eQzQTfNvM/XdO6pjLZ9T8OW0EsneH1P1sodpiQGfI/ma5ZmD7g9j/x2XZ//Zn5P1f+KAW9FPY/klH+Udsj8j9PbZVENT/xP6JMINDtq/U/y7fUmsDO9T/SDS12T233P9RGaMNdjPU//tEpDU2+8j9RK7Q/M7D0P1iTIoKouPU/NCoCW0oi9T8cjVNBrdX0P4Txc8Mjw/c/+d7cLn089D/nT8UGF132P5CSFo7z2vM/ciDtK3/n8j+isucbuQvzP9y64Xx+Q/Y/ytx6y3vS9z9tV4Hx5Lz4PwpIVCij/fI/YcqiVvr88j8A/xqI+Vj1PzTQz7U33vQ/V6g+M65q8z9usjcbSAr0P3Q1H+4Qt/I/3MCAi8tE8z8Y9kfOcTzzP7fmFs5bau0/2MJGDf2P9T+alK1BBXHzP5BxN2cgi/M/cNXkUktr9T+A83gJnGD0P9swz13nBPU/JI0FjxCw8z+6XxDC54L6Pz47trnrXPM/+re6Qmhn9T+c+fz7jx3yP/DjqahvC/M/X3Zr8eK68D+9rxqBiwH5P+S3xh1OqvM/gpkMuM348j8sD2zRmqL5P2psfJSFFPY/Vcl1bOyQ8z+XAx4OOsDzPx5jBBZXH/Y/phlXmvJp8T/vDYW6iYL0P0FkWBW1EPk/vpw/n7or9T+AZD/St4z0Pw8PgXSnq/Q/xtfIMRM59D+aN3pWyxzxP009sjzu+PQ/mSndXDUh9D9gaXifv3H1P68h33u1svE/SSu/9eEw9z+ZtrqMuDvxPwrY8SmJ9/I/omFgKJmi8j+lYVHUcZLzP2HisQ6xEfU/dbxQH4yl8z/fT0QeEg/7PyWWZT0TI/A/3akKeM3O9T+IcUDF48/yP2VeYVdlm/Q/rE78rj5T8T/umKqmzYTyPyiFfyJ5OPU/MolSD4EH9j9TsKy3ilz0P3K4Md4zEvQ/55UKTGM19j90MudMVRLyP1KkrnBdEPc/QH6Jda4V8z9OC9rQlsrxPxeWb6VlFfQ/LmcssuZS8j+o0P4enpD1P3rdO9gwz/U/9B04Kttc8j97YY2Yn7b3P8dsO6HKMvc/5pRmpKyo8j8nbZo14lH5P/+J1TDHS/U/eNdVyLP69T/cOFEYkYr0PzMBTTwyw/U/K79TxITE8z93Wx6wXPT0P+84S4TITvU/474a11bR8j9zlTCfTCP2P/XKLiNJQ/Q/fMFFn07A8T/lJTtJlpPyP7/cDGiFH/Q/ezhFylEQ9z+iANiF5BT1P+nwt+8Mn/Y/OK6/0SAf9j+UqS5H/s30P/WPqVm6hPI/UBQRGGvK+D/OVUf33XX5P7PfdnMPOfQ/z+Kx8hpY9T9fMjpJfSDxPybZ1RUlWPI/ztFpeNpS9D+U3kPqk8v0P1bUGyl9CPM/lS+LmpZ18z9FeCk1/aH0P/w/4Znz5PY/P8NX4VfO8z8mSyHj+h/0PzCb1+Ac2fI/eV72pluI9D/wRyxrnV/1P7JaGndKhfc/CN3w2iT19T/jNUbKNy30P4oESyuOifI/fip+w6EF9T/n+f10bhLzP2OZ2rL0HfU/azpw+0Nl8T9DxexZDFb2Pzg9AEsM1fA/Nx6r2t6K9j/LF7t6UUv2P7UEEIrMOPI/01JSDvZZ9D8KmuCinB/1P8t7L9pRCfQ/RWRRXysw9z+2imCuurL1Py1BM9AVzPQ/lB1nIEo89j/bTMnGsJbxPxA2z34V7vM/6GnuWiqx8z/mG/DwMmH0PytLSllTGPg/jAstq1Sp9D/L9x0x/cH3P9TnL4kGzfQ/nK2kl6g19z/yC6I/JEz4P8T+RjqZ1vQ/ZdWPiElm9z9Xs4B4vZPzP22AnSVCvvQ/Vwmw6OMm/D8iTYMW0BjyPwbJDKpogfU/CjnUdNo49j+kR2T/NDHyPzWdOvpztPQ/0Yzt/htJ9T/50bSj13n1Pzyd8pfLafQ/79nah3Ft8j8J2B+BEKbyP0HCggDQzvI/9wIXfp5W9T8w9WK0LQnzP6ObpkR6d/Q/rFwmUcR68z81O7sMLLTzP/i6EwVTzvY/WkJpYB+c8z+o+QeZ/tPzP4LhFWybrvM/xnFSDBXo+j+xhrvx6Jb0PzMvKTMXN/U/vUL6iRAb9j/2c0DBOWT0P4e4Mug4tfU/V/3/8QKp9T/YLwBvnFzyP9X5DiIq8/U/JXBZR/HD8j/r8VT7ILn0P7M+ztzgWfE/8niRknNg9T8eJlfF1yz0Pz3cQ0BZqu8/gVSgneb19T/g65R7ezf2P7wUBensJ/I/W+Zp9iCd9T87xlwZnqbzP8Jp1lPy9fg/oqyX9KdW9j8D5VzZPRv1PypfdCOXVvM/NlBtKAnU8j+hPvkg07H5P7Nnh3jfb/Y/iG+4Qr6N9D8t9Hc3dAf1P1hFgyqHj/M/+JjZglU99D9O+xtR6fbzP59WC2OSy/Q/n5qMdGnR8T+y23471wz0P3KlbaYomPQ/aUHWG66m9D/Qx7mBOzf1P5jGI4NOAfc/Sq9Mdjon9j8buolrhkf2P/VYPr+/TvI/vR7ulhkb9T/xJKu8N83zPx5fNgtnAvI/CV379hbe9D9yURHZ9Jv1PxiDfDuk9/U/eOScFYS68z93JzoWHV/2P7Q/wReP5/M/LbPYnjwc9T9I6W41LPbyPzuR6KD/qfI/WS3wNxzK8z+yy63cg3zzP9DALumkjfM/8k7edXre8D+b9peD+DjyP7p6db9ajfI/bEDC6TTu9T/XKUht30fyP5V5rO3ZxfE/qqdDUr8c9D/MCPAcgevzPxszT2pNKvQ/PdC4yVju8z/5XYl8R+v0P2zGXOIYZ/U/7EHS/O/H8j8GQB0FdTL2PxEiDGowsPg/GWF6YgJk8D94BMAvwILyP6DNLpegDvQ/B257S66S8z/REkk1TRT0P8UteMRCPvE/A+wXKeF68T9xz9PjaXP3Pwgh1KUlnPQ/Z0foOE+h9j+7eqFGSMLzPwmD8BTguvc/5CCxLHHa8z/H9tp50t72Pwkqrqi3GfI/LIV+UmaU8z8pgtmNa9/0P354RX6WUvg/6pgWSbvS9j/ttHrPGHLzP3JoiyLROvM/KH80D7yZ8z+yH3auSJL1P8+7GWYFWvM/YMwArDW88z9B3KE3kbb1P4P2s4TvPPY/UAMwsMpz8j9Q0+fn+9j4PzP7JlD+sfc/9RBTu7aO8z894CaI4Hn1P5HgC5kI1fM/dC97gUct+D9tHgSYXir0P9mykxe/NfU/pZYdIV/F8z8FYN5yxBD3PwITRoTpefU/kKm2R86U8z/szPrNx/L5P5XEnKgU6fM/KSLndehw9T9UA5hH1VTyPwW7e3q5lPQ/1OrjG3L79D/YwDMeakb8PwGwLISYU/I/yjRYBR3w9D8fCL8alxXxPzDlEOfzQ/Y/7/UAweTq9j8rd7pj6cH1P2Xb4BvxcfM/Zu+UoKPE8T9THXqjEgTyP/qOjtT9H/I/qbbgcCkn8z8vCCjjuD70P3oxfR5ulPI/6lD0sOZj9D+t+S/wURXzP6To1wHkRfQ/eVTRI3yj9D8LF4jtj9XxP5ymlaWiQ/U/Pvapll7d9D/chfvQpar2P1eF0IjnBPg/hhnDScVU9T+ARamieLDzP+jXHMnOzfQ/+4tiC/D19T+mCYx5GXnxP0ucSV2GVfU/Z/L9LBMZ9j/custLzgDyP0AeeH6AfPI/0UrG7Ifn8z/jA4Jj/nzyPyltieU9wvE/paOEUwLW8T8cVIFsRP/1P3wm6KP4Bfg/pNQXU8Dx8T/GOaxbuRXxPzL7HuCTqfE/xMbhSmww9j9LapDywmrzP18XWZg0FPU/DdPFGqjc9z8WeYR07aP0P6sT8PThu/E/9mW2gQJT8z+OMGoAjw7yP5wRSoEA+vA/G6lsht078z+hHR8/BDT0PykF8/XJ0vI/Z2BkZT5Y9D9LtdBTxijyPwqgXEQv+vY/2nuIxuQm8T+PzwUcSE7xP2/vPhzoEfY//y58IU3Z9T9KMCWd6j71P8cNbYRBYPM/JRREc5u08j9dRnexisvyP0G+LgvTMPU/HANp4rb68T8dD5W3ix/zPyWOmlDgQ/I/2vmbq2Q08z+KKqrB7FT0P/4jHExuS/U/OTTegAvV9j9FRKy6rFb2P9tEGtZc9/I/bIymttRc+T8FRHzi7iD1P5EK6yc8DvE/nL6ZTMwV9D+B0iO97QTyP1fGTvby1/M/CVev6LmL9T89NYycHn/4P703Lzh1a/Q/tsmYQ4/B9D8rF52eIUL0P07ixR5pEfY/XZVo3NcD+D/mb5bTujf2P/d4ntcxSvE/FJ0LUmYT8z+97oS5loX0PwVgrhMtOfE/U1dPXm1L8z8zWDRyD1XyPxW51NwQD/Q/XLQiay1Z8j/6N4NWeyr0PwsCetuzivQ/ciLJQX8W8j/egaxtEjTzPyIMGpCj1/I/0JQohLWt9T/gSgHTUu7yP3CGtryrz/c/WYvraE9F8T8SaWEznvT0PwekltXJ2/M/Ry7k548t8z8hhjA4bl/zPxUNK4twPfQ/pOFCCu5J8j/LU5N18pD0P7c7ku9AwfU/gsWvZ7698z9rSee5Zuv4PxjccQ09dvQ/CXlG7grh8z9icX477Yz3PwtkiCzZz/I/AuXEfiV79T+0NerVMKHyP8bMB5DKHfU/7kjkswCV8z/M6G8Mvoz4P+cdw1rXo/Y/4sNjGXxl8z8ZoirOuRXzP4Lmj6BubvU/HH1qu0XS9T+oJAYhUoTyPwfX0kJWrPQ/zTn586Bq9T8iIVADTbTwP1isepBodvM/ks2SzHZh9D+irMZ57rfxP/suWxvyXPk/uzRmxOqP9D/Yv7qhfXr1P5gOmtNmRPk/vrmgYzhh9D8vzYJLiGnyPxpVeyjn0PI/JEAcQA/39D+tvfyB0LPyP5iXddUA+/E/VZzpmX3I8j9brmkK+aXwP8NfO6Xx3PA/j9wb6oRM9T8iG7wHo0b1Pz5g4+x/cfc/upL7wgcY8z8+lUUdfiH3P+pqVhCYF/U/u6g/DfNy9j8G0eAChLHyP7iY654q/PI/tyvjx0Vp8z87J/Hiq0nxP9LB5svhTfQ/9C2Umd629j/mS5/DQg72P/8VK+y8x/M/oUYAE62b8T+s+yRDkoHyP3JQ1ZULKPc/0nkp27/o9D+K7fmB0sT0P2QXjXmTmfA/ppY87u858j9e42D986vyP1V51VJPW/Q/oVcVnXr58j+y58GuIePzP5ytXMAVEPg/Lh7pW9H/9T95AbfSNJj0P+F1khSrNPQ/NCUxh13z8T8qiSRIfT72P2JlNNF8xfQ/VG49MFFR+j9iD23xYyL3P9gNW2ozOvM/RCSiiRS99D/NSaSsJJ71P7RiSrWgpPE/C53sIJJ19T+6pUQs37z1PyoUG7rMafM/LSyqX7dW9j/Up/VjkQv2Py3kvWBqe/M/eOvdwSVL8T+FMXNR2lH0Pw9uf7ELGPQ/FKGLkqJ29T+nYrJV6w/3P72hsqv7lvQ/W0O6SBgb9T/5QItJG2H0P51fxC2CNfc/I6NH2stb9T88xrURbkfzP4nMKrBlIPM/YQ+uDoSs8T9U8MLRLO7yP4GNnrsemPI/I3SKjenh8j+hBmED9iT2Pxtg2++MFPI/Th+jWoYo+j/qP3XcoeL0P4yD/6LM//c/MzmdeDqN8T+pJVb4vkHzP66SCeLph/M/YMNl5R4p9T8ZOsFWBuvzP3Byhp7btfQ/KXmXBFDQ8z98RCKEBrn4PzfIOC8ebvU/zJOsjWr+8T/HJarPRobxPzPF7+5z1/U/tzx/X1r88z9JiICPKBL2Pw45R08bH/E/0j+c5V098j+kF1pV9C/1Pz/VC+tNfPI/XAezh9BI9T9wrGwQcUnzP3UHjLhtAfM/v4xHi5+e9j8mjlR/0E31Pysl0ZMz/fQ/Su2gDdW69T9fhACYxvn0PyayRgW6TPE/X2FD/bsm+D+5Try6iI7zP4zJGXbjRPU/+66AqpKy9D8QaN34ZiPzP0p8bHrxDfU/c+jP16p49T9gmt1/e7T1P2yOzgyQ0vE/A5E0hv7I8z9YAclQ1gv1P13iRmEA3fM/OradCTRc9j+FbgGcoKf5P6QQIrnjOvU/qSS7sP2n8z9iIf7hET/1Pw+a/WXELvU/A+AvyqS38z+Oj5ZjNTrzP7AXuArElPU/91I3gigl9D9KiMpwdxz2P1rIop/HXvY/5VyCwZ139j+N03NCDU71P/GpujmEIfc/0yMzY38T8T+bKdc2InP1P7rC5jvaBvE/J12W7lBo8z/spQAEtX3zPxgW9eUAaPU/kXU55IT+8D9SwB4IbV70P9SK+yMrc/U/v8QCvtQX9D86nF7E+VfyP6JF1rZ7VPI/u4aiWcM58j/NMUrcUbvzP4t7Qt4vVvQ/8dS32wmg9D8d4ytVzbfyPzHJezUnePM/a+yZAvvP8j/jPPcs8VH0P6ZMAzExSvQ/UtKITdel8D8QSmaGxp32P30ZqIxVkPM//cSivXT59D/IsSDVlej0P1u32xqzzPQ/7yIS1FFt7z/URebERP/wPxc52sTTT/I/z3rE6SEJ9T/aofqVHCD4PzG/ABx79/Y/Q+zjy0Ab9j/fIGILuwD0P4uOvf+8x/M/bydz4Km58z/Xv2rUZ830PwydwRONtfI/jaDvzagw9D+5JEPfHzj1PyHJQB0TGfQ/T035HPjy8T+ZWAvm8T/zP7hG2Mimf/Y/IAjIQt508z8k0nGPMWjxP8RZo7CXGvY/Z4CGz6iX9j8EjhJlI37yP3GbqrzhNPM/o/XLYAeu8z9u3xaw+dPzPxQU51ja4PQ/UYbBH/m69D9y7pa31S32Pwu57f7olfY/Nzx4I8F89T+wAvEHIOn2PwFB+Qs0f/Q/1tGLH82R9j/ChWUYLSzzP4+N+QrpY/c/XJXo6ktJ8j+1JjZYNiH1Py+vbSmvt/k/AiOPiMb68z8chOPqW9TzPxhfqQvOS/M/6yZgOnM58j+QD6/5Xc7yP7xXccD71/M/WtjLheo/8z9qvnHbdU71P2WSA+/zaPQ/Nfw/KPy48T+FlKJM/gn1P7GCAKRZPPI/ZUFKuhRt9j8awjlPm2z0PzbVZyD3avM/dGqUdwVu8z/Rar0tDCzzP/9gWq6BUvQ/IA7LIsdd9D+E+J4QnhnyP33bfetqh/U/a5lDefgV9z/R7QxAmq3wPxGekUUfWvM/k1UJN5Ux8D+sDGmwSxPzP8dNtZGOLfU/mMuk05Ye9j9vprwsckz1P5nf74p///I/n6gex42Z9T+yCIFIMH/yP6pc04yjGvY/8PNRMKpT+D+P2vSyGXj0P4XaFCpkaPI/Pqw/3led8z/67xqnK57xP+Rbe6Qw2fY/9DPDSrlc9T8Bk1tFY5z0P0SEKPtAWfM/7YBSZp2j8D/Bcm4AGZLzP2LLZraqdvU/MnxiIyG29D+BuCHCu2HyPwh+2bGlJvY/dinqqEox9j/GzOvK/mn1P5PwWK5KdvY/7FyJmPK38D8DrwqnN6L2Px7NrhscYfM/Zx50ldjl9z/aHaL8MgT0Pwp5UVHRbfU/D/+xZMP19j+4CrE+Swj2Pyt3d86tJfQ/5R20pVVe9T9eu27Iwcj4P7XFx4ptVPU/yE1cLsab9j+j55f1wnDzP53sF/U1Y/c/oAJzEqf59T9koLKP8bz2P28oViaJm/Y/JVyvRwWX8z+NO7VO4arzP8BT4Fseb/Y/uxk6V7oy8j9qYg4tZa/1P6pLuAiYx/Y/hAPsYYSq9T9hQkGsxpzyP3/sSR+LR/Y//7pKEl8g8z/waZ0y9vv0P4lNr51KHvM/wYTj04lo8z9TNHfykUv3P3Te3Wb2MfY/J8EuS/xK8z8Z6zmuLLbwP55SbWMbb/M/pDX5UXxx9j+9CqLXRpH1P8H+N5eoqvU/BNfdPhf+8z9kQNzvoY70Px+7t8jmWPE/egq/XOL79T9KCTs9vK3xPwX3TEqa1/M/K9zmpPyv8j+bbgaTzmbyP4gZP1rrTvU/kXUuAW6+9T/MXug/e8f0P+qNs4vjuvM/ICMd632c9T9jKeKsb5zxP850D0R3DfI/RojpxF3S9D9QSOgdI9zxP47wO5ZmWPQ/KDBDjZTX8j+5h4CS/iTzP7ZkzXenjfI/LY3a2zBj9T+0PXCqv3j2P5q/QlfHPvY/jO5BpDyW9z/buo2tfab3PwNMQTRorvQ/S7qWvJXl8z+Tu3nhEy3yP15pdebhxPQ/PX1qXQeW9T977GqqGdbzP84KWIhgXPM/EzS+VHj18z+LeFN9Wkj2Pw+MdZbpn/Q/dBb4odlA+D+Gpc1CEf30P6/Zdza3D/I/S1NtvXXs8j/7eZRLc5P0P95kvWZIkPM/+nu4f2v48j8rMmzDJPvyP/w4Yys7KPQ/P4AWccZG9T+k1hwLoozyPxY8RiRRYPQ/mlnxpKW98z8cRZslzgv3P1YJXzd4qPU/jVAl92Mr9j/bk3OcN1rzP3K8Gdtp1vE/cnTximQ88j+1+30QkMTzP6CT5oJU+/E/6JMB/S5Z9D+fFzCOvc7yP7lerRIFAfc/uZUFH0FA8T/BC50Ot8HyP8oPd2OiWfQ/GEz3q2U78z+xoFoDfz75PzREDgh58PM/HFULTSuo8j8AiwARPlP4P7GH6MAUh/E/Vy9Trbtp9T8Zi8dnBIT2P4UOshY+UPQ/3lU8E0nX9D+w4jfXIJTzP0h0ARg52vI/BL6Zphiy9D+2XTx8mMjyPzQwmUrDovQ/DuPsQX3U+D8uOS5R/V/xP+uArHwRJPc/CvN13p9k9D/4c6hm4yT1P18op+gv8/I/QQlcL4mk8z/8SZ67cq70Px5aheUiPfc/KXGZJ1Ko9T82lqR55M7yP0gDfsQXf/I/DX6I8+wd9T8VohkOTz76P2gR2So9x/I/ZJ0MKmSo8z8EGFmEhhPyP2z+Xy8uyfM/zulog4GE9T/6ftdzbUjzP/9lxOgh6PE/3MNfOsI0+D9EYNkELKXwP8QVbcsQdPY/sSAUjqOG8z/M6u0ISTr0P21igEcFhvU/uwCqVKW69T85HgAV2Wn2PwfIBh+c6vM/BNaINPUT9j/dcyzT2WvzP16AiwfHJfM/1Os286GI8z90fL/X6PTyP0EWDmHfPfU/PibhtDKI9D+v8L6nLy71P48xVa6QSPY/mk8fvZU39D+BNHv8t/7xP1wLAy8kSvM/w3XJBOco8z/vcGbwI7bzP6FQh8NOr/Q/weXZ2RVz9T84HAcTP4X2P7013d4SSPM/B34IpPcA8z+e1vYDt2H0P1wVTxcny/I/gm+nt2BP8z/Z8cQTFH71PyGVkV2b/PQ/AozXAm8o8z9qf8xzEQj0P9MQX2DAYPU/Rm1f4rmF8z8D1Y3xmXr6P5U1eUEZevc/LiwXp/PQ9D84XT2PyJP0P60LH8nUc/U/qonQHf4o8z873ohy6a/yP2V8gvQCvfE/68U9dUSF8z99Y4PqeMbxP5R+n0xCZPI/WOTrvjpe8T+YkzqHPuH0P1YmYAqu5PM/Rag9I9jZ8j+vczXEt3L3PxfmAW/CMvU/ZFtz40pj8z+KlNMamR7yP4p5R1YkPvc/SWftfHsb9T/W3ZphJ47wP+VfNxj8VvQ/rwxzSnai8j/MGlkKpq32PxDlmuCObPM/rjYvVWsr8T8yt0uumOjxP4lYtsX2XPM/lqLisAci9T8eM5TMZSbzP3v2EOTsj/M/G5dV5oCo9z8mtM1bx+TzP+Tu7DUh+vU/5QxS04719D8lKFR43pTyPyLy9iJsA/Q/f5lefkIi8j81k+KerG/0P4CvwtSQ//M/HJCk1VbP8T81EZt98zD0P2HQYCu6ovc/3nmKHRBv9D//0d2Xswr5P/tQqP3T4/Y/+Bovc18Y9D84VMyW/ODyP/jOeXkK9/I/Wqwo5vvj9D95HN2IWePyP7gt2RRD7/Q/n7MN8SOD9D+nbVjEHJT0PyM6jIHRrvU/7VIjm1CH9D+mw+tRwLf3P+nNjAex4vQ/g9y11QZt8z/5PPzXOvrzP8cAreTngvI/oXfDM28y9T/4NGf4SuPxP5Yn+zlNCvg/uvslLr9z9j/OP7CHklD1Pz2R0f+KFPU/lerBhuEQ9T9pljK9RwfzP1H2Jis+gPE/kRGmgNsY8z+ibqOOwojyP7kxIJ0Hovo/9H6ix8LI8z/bCpZm0731P10UJRYz8e4/PBUs4Yvk8z9H6q2Fqo/zP8Zwy5Z31/M/FNCfiaMd9T85EyyGDwnyP5DMrrfBD/Q/AV64EIMH9z9g1gzQsZnyP4nXksXDHPQ/+usgEzO29j/Iwv5v7IzzP+lBDaLqUvQ/B1CLBUi08z++DsQ/cS30P8vUDzQF7fI/f4m11ffo8z83uIkW8SfyPzV4ebNnWfU/oP35SmXm9T8TZDO2sK/yP1fifhDrB/I/jFQXCBiQ9D8qIj3XVqn0Pxv0lyDxN/U/xdVoFSIQ8j97qzuHBa3yP5/5ZrsIP/c/bUPHjrN68z/IyrfzDcDzPw0+H1oQLPU/VuzZLYpB8T9xaWyUC6DzP8DJeGvEBPE/tEEqvNow9D+2YUTp3czzP4iXGyfn8/c/nRxo7jT/9j8NtT5IacP0PwJMRx9V8/I/QdHf2Egt9D/cb5Tq2f7yP54whVJ19vg/0vtxEVVT9D8X2lnogvD1PyAAK1vnffQ/N3iHsEi98z86iBbLN/n3P5otvdzp9fI/z6CTo5dJ+T9D3/gnx7D0P5jwkV2JtPc/asBZfhs58T+5dvOnTZP3PwJ253YLrfM/2Gs52mGT9j+zDp47PX/0PwKYaPsNGfM/4TFyixJW8z9dND2cV/byP/NUYGlio/M/ZPNHbWOn8T/R0vt5FLrxPz9lADiMCvQ/1i++35DL8j+6nwKCnT3zP/MvXsez6Po/yApqn6VZ8j/uAdPeTt71P5P+hljlyPQ/BF6atrLh8T86oIcOSpT0P2oF39UMSvU/6pmBA/f48z/YQSIbVA32P2V43cVqnfI/Ty/VvAoH9D/C4S+ZVt7zP4VEt0dLb/Q/euxPO1ly8T+KZkxqkAbzPyQfVhy+TPI/BjfmUxHZ9D/FkVpL+Kj1P+/dHM7k9PU/jgO8wnpi8j/L3AyjiGHzP8KSiIWSy/M/ucIKhp4q8z8B9ezxFXXzP01huz0uIvM/RKMML9/Q9T/S198/79r2P/hkXzbRXfE/M0cM6GyK8z/FDFCOe9P3P/kEQ2sYL/I/PcaC8WsE9j/U6ZhafATzP1ecY8mFuPQ/G+esJy8x8j8oJkEMrInyP+ZHCDhIc/Q/32X0FBzU9D8MheWQm+7xP8IruCVwr/g/p+7EiVVT9T/HnPj72SL0P3XVnMeI6fQ/fyl4lk7f9T+oPXo4eS3yP3ga3vXaFvY/9TKH9Uei9D/WcPIJfon8PwkaB0FEvvQ/KRK5J7l08z817JdbmHf0P+gOzH94BfQ/ROtoBQJ59z/lwNVL3nX2P0G//Eagivc/tsIOTT7T8T/XzEbuUy71Px1YpyCOt/E/+GO687bv9T9H1xx77S3zPz6BcVMwrPI/S6TSpJku9D+j3kknnRL0PwoJJluKkvI/nWZNEWxL9T9tiJFShMzzP8J8UgWQivQ/ru0JiJPX9D/HZALwanT0PxV6lhQlv/Y/CJExCq3F+D+3DlhbrDj2P1ziNs+y6vM/uX2Oedah8j+nWFcXxIf0P/ZsjYPG8PU/LDffcK3S8j+pzqmzE57zP3ZsRU5yrvI/ueRwaJBQ9D+U5KRqOTvzP6U90D/9CPI/NwkLzG018j9ZubhmCYDzP/O+WusT/PM/JQoYOKEd9z+4s3kyo371P7rLax6kbvU/y6aLvQtx8j/2RyRaWFb4P4b9ILd7gvg/ZPk1nYY59D9s16lGUanxP5GcgYapX/E/mafYMgIr+T8dpR3hkpj0PztWdtYfD/M/z+u5SW0z9T8MOUPgKS/yPwo+bnHklPQ/8EKjwkdL9z8MC6JE8FP2Pz6F0Cn6jvM/tCeo205d9j9NLcH+7anzPyH0FlPjyPM/Xap3iPB49D/lHkFuXjvzP7Qe6c5DmvM/5f2JnQ368D8WO1gk9KnyP0dNgASgSvA//L7bOtIQ+D/Bhc91xFPzP0Ul+2qV6vk/66NAZ9J88z8sI7Dw2/bzP2lcd4gwqvU/BdXh1HLs9D/jOwraO0P0PzxAnzcIQ/U/kzLlcfYV9z82xV/Hy0n0P3PsbqbehvQ/JqLvoBwc9D9W+sImlFb3P8xLytZBhfI/kHccJ7wc9T8I2j/rEiLzPzbb6A88rvU/dqNwQ1IE8z8KesvI2WDzPyDrF7WvU/Q/2+dTxli29D9q4OAUCDn1P/x90rCDofM/e0of1mJQ9D+rJPHIV1v2PwRmbwh9A/c/G7Qf+aq28j+8XRT4jpz0PwrBdLcmjPI/rzymKDh/9j8vsbFBbFn2P15GWNauOvY/m5qgI0WM8j/O8PToznTzP5m8dEATKvU/+KB70UpV9T8tdBzP75b0P+xnjjVwfPU/j/xgAPTQ8j/12fEpVtL2PyopqLWhsPI/LpvXiLES8j+se2IWmF/2P1qTfBUOhPY/WRyI8Rss8z9Bj350tK/zP/aeUesb6vM/ZRByV26n9D/IxOo8LRf6P6KHmYl0EfU/KLEO8/Kp8z9ph1bw4Qv1P9tg8VmQZfM/uynIxzN09D8E80gtMgr1P7Dm2mzybfQ/XKmx0aY98j/ZbsG6e9f0PxO4cIKG4vQ//zLmVl+T8z+cdARdlav2PzZnbnZj7PM/TF5orJr99T9px2hmN5j1PwrauU2cxPM/WIjJx3Id8T+ocg3LzfnyP1peO2akVfg/DzQ1z8dc8j+3otQMAnTzP48YkvelDfY/wgXXqxxp9j9YqmrzK5PxPzc3qsqwx/U/TsUfCJti9T/ypkeFbnDyP2K/MD/YsvQ/4hDmcnWt8z/ZaPgTanT1Pwpe1x/cbPE/W6w92nE98z9Q1Pdmpzn0P6vVztKV5PU/UYEnka6P8j/6X94PMuLzP4GOutKHsPg/2JjnfHt29j92p2qHjjD0P45zeWTrWfI/h3HJeDnp8z9CZET+hq/1P1nafRNBmPU/bT3A5Rki8z8d0xvFAo34P8i+nRHvhvI/Nx8DXMGC9D/O0ct/w63zPzVrWbm3TPU/NHrEZbIw9T/lvIdXLWHzP8aT2UJgvfY/5tQtnLiQ9z9MU0gzDif2P0ZwX5ni0PM/xJZE5/249j9Fbpb8Wlr4P38Q8Nz1MPQ/o8mDBFnz8z/KSBLQzHPzP7eNszYr5/I/O34tyNiK8z/DflgU907yP84ZvvH+A/I/Ev15K2QB8z8cO5+YJAL1P9bPae8GlPQ/HJGNMGac8j+asd7JFdTzP7J+dDQ9S/U/YWoiPDiy8T+FsrUd3lb2Pw8/pJT2lPY//LfJAb+V9T9wKMRZcYPzP0CUgEZemvU/TRzi0Saw8j94365Y85H2P/6XZJDoe/I/e5i1ZcTV8j/RBsD7eiL1P3Pl877Kmfk/zl1MMMKv9j9qrSivAdjyPwRHXiGo+fE/FVsKR7tM8j83XreHf1DyP7eLkOFQQ/I/S1UgehRl9D9yh+ann+b2P1e+5Hau+fE/2FWhZHHB8j94vjZWMyj0Pymva2qkEfU/n1xi2HN79T/yIsW0Ab72P/4s03ldqvM/aPkiRAx18D/cUpKISePzP/izdTa4B/U/P8GysJII8z/qFlspGQj1P/jXoHpZLPU/qyR103nF8j8XyrknAy74P8UYb81zavk/F0PCYgUo9T9F3QFno3/3P5p4uG49TPY/SPTvAd2G+T8hJam7ECH0PxpvO4TfAPg/FrvY/jn/9T/ENqRtQ9jzP4VrerM1G/Q/NAk+CK1D9z+30VjxYK/yP6CEwI1iuvM/miPG0VSs9z/BjdqEoufwP16u6ljeWvI/m9faZAoR8z9gRiupCWT1PxCBt8/MLvU/7hHlE4F28T9tGxp4WQb2P+dUG1RoYfo/n46MWH9L9T/53OKB9Nr1P+Ma3N+nAPU/KPa//BjQ8T9unstVsTb2PxZaDiHSMvU/XZvF2aRK9j/PVKZmR47zPwKeKmp+CfQ/pPWwVD2o9T+1+qAFWQXyPy37GACCovM/7TIxw8LC9j93zHO4uMLxP33gglgnT/k/ufiKe8Vs8j+1sVj7N1v2P618OVf7jvM/01nXexwi9D+oYYkxm9HwP6C1n2Qwn/g/8NuU8jrQ8z9JBtsKoFv1PzRgwh1qhPU/sgqqQaiK8z8ufx89U0f2PwisFLUMM/Q/28B63uhR8T+BwrKLE4b0P2WIhlBvIfM/nD9aOmi08z+Tvfjuho/xP2UJKK9nivI/oMOZuvKl9j/ujPE/HlHzP17MJKuPdPQ/do3IG5yL8z8Y+zrIP3f4P71R7naSfvU/t1qZN2nS8T8ctx9+OMXyP1PnYf/QWvI/n8A7kBaC9D8kEwQMKab2P68JpFZp4fA/H/ADPdy48z+mSdhdV5L1P409SIL5/PU/zS1BCr8y8j/89t1rP/vzPyADUB0EvPU/VYNDYZ3V9j+I+9yG+Ar2P94rhJFYdvY/z0y80Tnf9T/WyokRsDzwP5SfQBIVMfY/Tgqv0QUD9T8HerV8jPD1P3gSWBZdffE/20jwb+ZR9j/Xl+45Zzz2PwZJBbnNQ/g/+C5TkPrE8j/CCvI2E6L0P13EEGwN9vQ/qgLBdz3X9D9Lm298tg/0P23Z10B9oPM/ysdbQVnH8D/6+ipOmH/4PxmVEYndJ/Q/af+7WDwX9j9hJvJCxdL0PwaRRVIgWPY/82Kmgt5p9T+EfsMxHt/0PwUxMgfju/U/iVZn4PgR9z+AOU30+9X0Px6XutL3WvU/M3D4dbL59T87l0Q8OfHzP4Jk1AoIYPM/ao6TNRZh8T/TrIgvplzzP5idN7X0n/Y/p9RW8pv89j8fSehlA/30PxHMN8Hj9fU/qx+NNtr58T8P1S2UVTryP3gP2HxQ3fQ/a9Mkk7iW9j8B9YbAh2D0PxntkslhNvU/RDsngn4V8z/UxJnAfBD3P6ULapKQI/M/4+ntQInu8z+YcJnDtXr0P1l5L/Pj5/Q/NkCouR7z8z8XkgGwO0H3P1mDSVpAd/c/LFN1L3YJ9D+etiPB9RbzP2rQp7LzSPk/BO17t7bm9z/oyHa/WeLyPwN70xhMRPY/t6pAVy2k8j/5G9K9a43yP9igX3JTwPU/8ClhOddj9T8APSLRDcryP/N7PGa+TvM/4BSVwMcx8D9/+mZnRwP1PxOWQdSCZvM/8S8G1Uap9D97DNs3FzTxP9LwFw/lpvM/xNBS825L8z+4E6fvC8f1P79AtpoJrfY/coQxKhAS8T8NuoYnnb3wP+yh8lAc7/E/6u+KeBmx8j/H4Ejj9/rxP5kF2T7nv/U/ftdSDMpE9j83WLGo4p30P8WPegu7oPU/HeCeWYrW9j+8W7J7BCT1P3yA85zSqfM/yGrCDZOp8j/AMN5PNYzyP4hCBM3+DvU/yf7iY0+n9D9ht4NluKH1P6cksV3ULPU/oUVxn/mr9j9B2j3kgQbzP7VQrpc44PE/GkgGBIyY8j+iUwHpSM/zP6m126UcFPA/eb5tDKxm+T+bjpSYYmD3PwWzGUAiW/Q/9+zXNspk9D9A8WL2f531P0ATeshIvPU/cWJH2qFp8z9O9D3TQnP0PyQMl04e+fM/PB2AbXLf8D9IZQ0UFxj1P+4HZKCKpvI/jlvPgVzY8z8B/0+WoprxPxK5Y/T3nfU/axnUs5hz9D+d+KfnXSH2P6/9flY91Pc/KWXyFUZy8j/kWKt98Yn1P61Klq9GWfU/tnvTRLTH9D+cUFpWYFH0Px5uRwVRPvM/L4pCpu3Z9D+XVIY5Z4zzP64pI8vnmfY/3owHHM3e8j++sLj5N8jyPxInH4V4uvM/Y5x9Ojwb8j8q8xddvpbyP72jwuCDdfY/PrqAQDa+8D8j3V6L1dH0P8LsmSIPw/Q/J5NJU5kp9j8OK27uz3byPybV2F/SrfQ/6Rg1014R+T/Yj0NG5EfzP7pcCTV/zfI/1VAz3GTw8T/bffEfPiH0P1vEFlWGEfM/QVYkFfi58j+h4cqSbwPyPxBNC3sj5PU/t4XYkkIB9T+SACEX/+LxP9srKKvRFfM/oL0/yY7q8j+UoKgjmkLyP/YHT6LSt/Q/9C4B8K7p9T8RQh+DZiL0P02QO63BMvM/XtwAl4879j+W0qLI1GT0P5i2rSLdxvQ/bzAjTwh38j8YVineCzb4P4VPZDBHzPY/4FRGgxQ68D/HsnHTsxL0P5RvkdHtbvQ/RePUPJKH8z8vpMngRrjyP8DQJoG0S/I/msUUByLo9D/QVr16+i7zPx107d8q7/Q/GF66pvVm9T8VY0IoDdT0P04gE4pR1fM/mMmCCYKv+T8ODol1+tL0PxDl6lJMhfM/ogXtg/Zh8z9GggCBYtP0P1089pmEmPY/babnT37Q9D+VeHt4CPbzP3FuTMUJ9fQ/TgK56RL09z87kE3H9Xj0P/HkYA4kcfI/t77ZDSZp8T/+BS4NobbzP2+P8z5o6fU/vyqYy9JR9z8f4LYgSYr0P1aJRESCvPE/LCiNDtNZ9T8HgEkymjL2P7jcspruRvY/RLAnFhEd9z9eQErCewT0P+js8PO/l/U/wZ+Xx0kV9T99FBVub8j2P/MP6LIBPPQ/IxxiCbcU+T8sucmZl4v3P++wO/WvPPQ/5Lkfiomj9D/gupgfYUH1P0kpDhFMFPA/33kyzjzS8z9enYEFQy70Pw1rD5bFdPM/8gIvXdhd8T/3i7ug2UzzP6dSIVuCOfY/ftEe6gIs9D+QLD5prXH0P017ymUj6vU/epW/uxS89T9uJqvM7u/wP+kck5vJCPM/9S1GHShZ9T+fg0WApz/1Pxc26mTdmfU/FpJ8fVhN9T/Fvzzd7rX2Py4CJtnoefQ/bDz+Vv6P+T/NOR9e3O33PyQP3yFFD/g/PudPkIwh9z/guHuqtwH0P1/tdUR99PU/n0V9Y7tW9D/u625eTl/1P0WtOTL5pPY/T7r6EMEG8j9Ty8j4yrzzPxC3RSokI/c/C3xGl82j+D+8+iLsPtXzP5vBYb70kPU/8Aj+ZjMh8D/vFwW+qdf0P0AG8FIEafU/E2J1Mju/9T+XRDdw6pTyP1nHFz58efI/tLUaBTOv8j8FbEOu/enyP1NLbDPwsfQ/3CK7ZwTM9D8EAkM6ALD2P68eVxYmvPM/8lh/iQ6i8z+inMEawUH4PzBO6eFE4fI/sEFsh+ew9j+DOPgXDwT0PwsWOGuk0PU/SsUkToSP8D8PaH6PKVXzP+Ko++d3D/M/ztuXn8Q98z860Sxoesf4Pw2ZPEXF0/A/y4OmLg638D/qxL2XhoL3P9O5tSKFLfM/gNuaSZqV8z/zfQ9hg/TxP6Kb2/CHNfI/UxvkCxAO9D+Fy1KlX1zxP0q6fl6jL/U/4xUpQsfY+D9EZR1RvRD1PzTKS8hbT/c/jaeeLrd+9D8A04lNG6f0P/Ju/7qoQ/Q/PyYRvFlf8T+BIxVcAB/3Pwy13/VaK/Q/S8BngRfr9D+l+xwsGELyP9QNTHKqn/U/RyW3iUkz8z/iMBqU6PL1P9vClo+nBfM/7h+ZWzDw8z8lOX4SlCjxP8Sm386MMfI/xZrZ4Teg8T86ot4vsiH1PwgN1uNCQPM/l7Za3vPj8j+rJTyIfNnyP4COixdJGvI/0cstE/md8z9q9UDvScv0P3vB7aSmWPY/7jxfIjRZ9j9CO6HEyST1P7Ecj8hEEPU/Ts17GHup9z9tojiOEgfzP2rcR2PQz/c/qT8dTgpE9T+rwBO9tbv0P7IyjEOFHfI/Ij/uXo4u8z/tYH3sfjb0PxEcA/lk9/E/11cPE5Ez9j9FHCWG5mb0P3RviX8ivPU/3qQuGHqj8z9t1xdSlKj1P48neRLNtPI/3ujOq9xC8z+GORWwFTP1P2HnD1jOk/M/jBndx/Hu7z/Pp7o8s8rxP1xB7Izsp/U/ZV74SIvA8z8sI8Z5h7n1P4aFAyYUz/I/X0aGFAId9T+6Ugz06PLyPxtfipOnAPM/dLfq1dRl8j89cxVDiFXxP6oxHneBl/Y/OapjIR7q8z+K5prBYC31P6948y0uyvc/iXv5fP+H9T9r9YB74Qb0PwOSxTg72fU/9wo8WEP18z8gT0j+q031PyWmJjDS4vE/vMLw+7i59D+ewr8sxvXyP33w4hOq4PQ///hfDve+8j/YB5O6kMvzPzJLNw93SvQ/hCpSs0n18z94vBECqOjxP8RBQBuHjPM/jSQ0boGZ9T+QTC9Z7Oz0P6AkdXsybPU/B+BnMfaI9j/6sveFP0/zP4WYzDHuIPU/H3yoU93f8j/npb0xbS70PwzYYeNHW/E/vBBRCsvX8z923CjarcX1P0KsdkxvBvI/j7QA+8la9D+2rijbi0rzP287cmw5KfQ/4298kJtD8z+x/vtDpSH2P8lNJtsQFfc/LPgr8D679T8MUN00XfvzP0PI5wRO4/U/tBc6TUxS8z9HtWcBzJzzP6x1lOF1Y/I/KV2gNABh8z+HLkUULPLzP46nmxlwzPM/Jvg82L3q8D9MUceA8wL1PxUDvk/4IvI/Q1J8VMgW8j/5l7k8MGf3Pz/yk6VgnvA/Aj21FubV9D/7DDEBwVHyPwNzKLSxqfU/TcSDSsuL8T8b2+3fDHXzP1b4XOxO9/Q//+ITfl7j8z+HDupOktjzP/CrK1iMa/Y/NKuGo9+R9D9dLZUYndLyP2W9SHLNzPU/Nj3PITB09D98KbA9IOXzP01e9bXr//Q/88CIyA4z9T8yUwdrHgfzP0iqLtJK+PM/sSWVpco49T8+qiijhpn1PzaVxKFf3vU/McA06MX09j+HwykSUB31P3/2MQHm5/U/vbEqQeVM8j80CLgXtozzP5MHtT1qCPI/8CApPjVf8j8mJQkRU5rxP5LeO39Nk/U/SwsRIZ8t8T89xyxZtEHzPy40/1TRgfI/Cd0KTfu18z/jeEjrBNz2P+hhXHOdwvM/CozbSma89D9sKj13x0z0Px9VQqc2iPM/AF9lLrvR8j8iBpd+mNb0PxDwtJTQGvM/qLzcvZkE+T85UJ6R+yzzP4aameGjd/M/kB7mMZ9H9D8+W4GQ6PjzP70qjk45nPM/iU5MtJw79D+Vyvhu0S3xP1X5mXBiXPM/vwtfnpx/9z+KA5xBg2L1P7gZL119G/Q/vEBhCGUo9j+97RWMzAD2P/4aDLCQYvM/8TkI8Gm18j/PLLwpGiX0P0s3Cg/1IfM/bhq4Jhx68z9L9wJcJxzzP+dHmU/sj/Q/EXn7RmHp9D83iEyJ5Q/yP1bCir4jnfI/ypDeFFtx9T/ir1dp0LL4P4sdpcNFlvI/2MJSGTBs8j/tF5p+LhHzPxHRl4LBkfU/D1VweNTn8j/Bs/K4hPnzP0wg68qnEPY/T6noK0NW8z9xrsuTEJPxP4gj1Z6swfc/yDCFlYwa9T9z6WhYT4T0P5RVuMkUf/M/PfUChsrN8z+Y5A5sHQD2PxaqNMje7vM/grr4gJ/n8T/1IWqTSubxP+a58fp14PM/1/Z814PQ8z8kETpSEQT0Pxsjn1NgY/Q/4vR0Dh6L8j8FDaYGSY71PzJB8iEK4vU/27Tbdiyk8z/yOEH1HzTzP3hQpSB8iPQ/Y/fSut6p8j9D5j91lGbzP1Ur6kxyiPU/JV90RE7f9T9OY7OsB/n1P5EE1Mb5UvI/jVHh4ZVi8z+rGx9ud4r4P1HMIEAS5PU/arf4MOVc+D8bO93F3+71PzEqZSBFQ/c/hfchc4m59D+Dxq0gXXf1P9u6e+v0ivU/33j5xWej8z+tTcx4kEj1P5/om3Sc6vU/52Plc5Hc8z/4XzxAErDyPzXf5JS9efM/9H3Ov/f19D8Trpd39qfzPx7ek3hrdPM//xo5Sqeb9j//VY3tScL0Pz4GynIy3/U/YIJAF5qY8T8NAK45KkP3P9cDaC6SWPQ/JxTeUmwD9j/iblF6Tv73P+LgpaiTPvU/rvTv7KfZ9j+MqEYNImHyP5muKzCAAPc/vmuJIeDu8j/2WBLM/X/1Pw6C5ooXQ/I/e+Qbl43y9T8F8EZ1N37wP8oG3awVZPE/bBzjz7XG8j8mO4Q0x630P9616/Vp/vc/0CW73Pvb8T9HFWlTuo30P1AdUM594fE/PYebuFer9D8Z3yMUPe30P42PJSqCA/M/+Ccmk7vO+z+ejn3o0rTzP0aiQN0T5/M/BCLl25/E9D+K7JC1j+byP3D1uNPwo/U/2NWsgTjW+T8ROXuyk5f0P6uMUKwNj/Y/R7gtlDtz9D/+ttflDEHzPzTBCFq8P/c/E0gBwdPu9D+8QtIA9p31P0B4aTs8o/M/x9dm6G5e9D/gSg/WiG/wP51poqNmqvY/hNvN1r7A9j+w0PpxMaLzPy1IeBfalPI/W4vlVvHz8z/5qv0y77rwPzfI3sfvjvY/ZhyPuq7B9z83GHTObDDzP1wh3BiR7PM/HQuDeeqH8z+FyRUoWTn1P22q31a+efE/bxsRful98D/tvuzs1ij2P0VcGpP53/I/N614Kxuz8z91qmaHQzzzP6JfyQ8zuPM/caR+TeSZ8T9fCb3dR/XzP+ZIbAYA8fQ/lCaITJKP9D8BGQjqQmfzP+mQHR/2cfI/R0PAd5I19j85zXYrgIbzP43XvlXW0/c/qbgJzUMc8z8mTF7vBRD2P+PjwmKY5PU//XNiYhjW8j/Nk+nSvYP3P/+6A393afQ/hY9PAJld9D9h6Y+wYL71P0ZoCPXsRvY/xdlC3Egi8z/xNBUuh0H2P8CGks+D/fQ/pEVN5SP28T8wHrohfmn2PwHwKqcjnPY/CAfokO9+9j+KAmZUnMXvP6yNijVemvM/ANS+wjCd9z8GlNI44+z3P6eJbq7+0PE/MCPLtO6g8z+5X1S3OWX1P745ybKBXfM/DCp3mW1n+j852dgwQEXzPz9lwtonz/Q/tQvGjQi19T8Uc/x8t0v2P95RSpAvX/I/SVbuq9tU9T8rBanH+Xb2PymUF14Ra/Q/1hLgtvgF9D9eM0c988HzPybaknDAJvU/rHOXVBtY9T/vvA8l8HD2P0OEdfTMvvE/0iu5QcgW9T8/E8VkzTL0P4zupEUEavU/UfSDpArM7j/p65tK0FHzP7/LMWfycvc/doAm16Pk9j+BwJivwu/yP0kCDKqpjfQ/4OBAhikT9j8DwNZPkD7yP/Wu0vlbifI/2qbUi7lo9j8tzLFjGgH1P+VidDcGlPU/IrOiySqa9j8duii1P03zP0nG8p5lRfY/Xar479Ta9j8yWl9X1w7zP3pAxLsw7fE/magDuEVi8z+zIbHfxGj1P55ZoBWJXfM/rP0PgVFL9z+ESTFtfEPzP9UZl27Cavk/MlVCcm/H8z89IgmzB1/5PyAGprKYe/Q/zs7u+ONu8z8LcHnjVlvyP4Bc3y+hHPY/I3CKLfsM9D/o54CyL2DzPwt9IajEVPQ/zXeX7Yx58D9r3bv1RN/0P31Qpu5wlPc/uH4BsNeT8j8R37jMBbP1P+jtzMBLDvM/Mt7XHOez8j87JAM6tfLyPw7nfWDPVfQ/gQ1D7RP39D9ArXm3Xs/vP+L3pdUjw/E/YI+tBvaM8z/Ou4i3LOvzPwNknzEdx/U/VnTJdBQo8z8nOGyQlFz1P2omHGaOz/E/tpXEOt4m9D/7BeRKzwf1PzuE4P+5/vM/53jHBdNz9D9YY23yRlDyP+qTvdvCMvQ/z/7J6sin9z9+PFlFrkD0P8fIrYASvPI/PCB9wiY38j/QnMFyu1PxPzTPsDL3vfQ/ymh/wW3P+D81LdiGPDjzP/+Kwv6Q/PM/O5ld4AEj9T/K3G096vf0P35rM1icXPM/ukkCJYYb8j+O5hsr4x73Py2OQf3CRvE/P0eRG72M9D83EHRls6T3PzMqd3XfWfQ/zwP1Ti8o9D9do6tn72j3PwOmDgrJP/Y/teQQuY/Y9T8xJusLsibzP5+RhQQwG/Q/fn7Klopd8j80OeD8Ml7zPxY8xwUdKPI/EOxhqTJK9j/KSA9sBgf9Pxdl6kReP/Y/NKNU828V8z//ypNu9SHzPy2oiEgBivM/9vKHUWQt9D+XFPJclZvxPx3V3PDl0PY/ehgc0XLO8j9WQRPtCST0P8iYWyR9a/I/25gkwQD+9j8YTyLiZ+D3P8rWo6dEHvY/frSEIgIj9T+k9pwhYn31P7dq/WOIxfg/hcBGdlTo9T+aB+sJbsT0P3SoxxlGofI/G29s4NXq9j8xMlpcTRb2P7ceFOSoi/o/nTsNZVAF9j+g/byYmDf1P6Crzfeo3Pg/SQCl1vKa8z/uz4cfi3z3P4cYSlqOGvQ/s+v8nRLM+D+bL3bMekXzP/F73I/zpfY/T8nxUfHi8T8WJQdxooPzPy1Kr12kE/U/EFGL8drx9T/mlrmQhu7yP8iCW6CrV/M/WPQv7rcl9T9avdUrjmzxP/Sx+Vl/i/M/p7glQS+n8j9FeF4XRVXzP37eSllID/U/r8ubaxb79j9SZT1kPbfzPz38QQdKsvY/nJy7wzeq9D9Cnq11v0TzP8rl9nVPl/U/0Ah1ntT18z8GhjQTqdjzPypr6gtJ7vI/prVctDbw9D+KvCDMOMj2P4DHjWE7ivI/AIVQsssm7z+xkuUe3v31PwEoWyOJrPM/WWwH0yKW8j9KWyUPFDvyP9xzyLMjUvU/LVljyvgL+D/v1IKemibxP0JbIMrndvM/+TK811/Z9j/K9mCBII7zPxARLwnmrPI/p4P9TKK+9z9NuawtPtzyP8hof5p2x/I/G7oa25A48j/o0WSFM/3zP2o4pIqmm/M/xSLroorS8z9a/qO7fqfzP3GPxNLB6PQ/TjCtwucN9j8IMFwbYMj1P9X3282+pvY/Mt/VGaMP9j/e/iy/3OzzP+fSVl3phfM/krtyR6nw8z+VSFoDilv1P37O9bES5/U/hrxHfyND8z8yv/u6fNPyP7VjfCUbKPQ/yquw2upG9j9RYmuxBBXzP6u9WZlbcvI/sXEbCTW++D/B0TCbOW73PzrA4+En5/I/9qJuKb0G9j91Vz5Cfy71P2OoHOhFpfQ/ia/9sXZ48z9KbKzTrLvyPxP6KlY1rfM/04JMtbz18j//6ELUmKz0P49gxl94u/M/00yj6dX29T/ePPYJsKf2P4W0GnjW/fM/RyVtKVB78z+motdDkfL1P1Mt6siDWfI/dg5TZj2n9D/S4BSkpkvzPxhvS7jLk/A/GQ/M3JgT9D8D4SyKg8rzP1ZIFtGypvM/uT5ImwZU9z+u2ZVBTCD0P8s5u0GhtvM/ZtirLO5n9T+tUr8tKiD3P4wmtRDqwPQ/+x+zhJ808z8u0wtrP4D0P35q9DSQevQ/KqMIhhu18z+HVOOoLCP1P5oMZiVNkPU/ctf/xM3F9T/ZHHecmvPzP7Ajtbu2RvQ/wxhGOZ/r8j+UlNEFfUPyPwN1Qh0ECfM/yjG4iUHn8z/MW5ThKHDyP8x7fL0x1PM/ugyJ9GTx8j+fJh71psryPxyoCpgfPfQ/zfoTBbBF+j8+mGpqowPzPxV8xTUGnvM/pFNCgkDN9j8t3yJgfy/4P+Vs/15kXPM/VCHX8ha79D8Nw7E8vkfzP7BQuDGc9vI/ZP0fu9wQ9z/BsPYGljr2Pyjwe9yjtfQ/LM1bFjS68z/6r/ENGezyP8oH+2l4v/g/Ts5pF3KS8T/sRRfl2OXyP018epG6AvQ/+DTPyf+v8j9hgmC6u0L0P9Fa8qycVvg/wbSZd8fi9j/TheALQb3yP8mpUYwt0PM/plVA8Vu28j/hzm6No8P0PxU+mccMAvU/3nyaq9xS9z9wNZaOt6D0P0bvA37HT/I/xv5MggPh8D/3dEIn9qP0P0LShkX0cvc/MdWcpPkD9j+z5ouzqbHxPzljXkWE/vA/sIXAUG7X8D8CnXreswL0PyssvvGb9fU/9N2sSEgl8z/iYz6XhTX2P9iKoifdcfM/7ZaLLXkX9D8bwFvFN7DyP/OZ3suFMfM/+beLfgKb9j8oGpTeJRr0P3CzQUxSPfA/WQKtfA0y9T964sce3J7yP6VKw/if8fE/CZ8Pdxkr9D+w0zBUjxHyPyAPiq2M7/U/FpywQ0MK9j+lU5mF9aLzP6/ULXoaBvg/vKG6XK368j9GzJlftzjxP1kAsxPJ4vU/EFqpScnb8j9Wbg3mtCDyP1XU2smDk/Q/+LFbN+RK9z88U2U4Jsz5P5eTPkVLe/U/OIA64Nui9D9RGhG4eVr0PxIJ4Xm84vU/69dpPxxA8j931cJT57HzP/Sz5eLMn/M/sSUAMTHi9z9cMCGeg6rzP7Cx3J3mFvc/ZV6MLpqC8j/kjUHpQnf1P5vmALMgzPI/jYBI9IGX9T9YaJNJZ5bzP8mXFEhSUfU/feq3FaT58j/oWMgHrL3xPxRJx0v6KfU/TNeky3oX9z9kRiXgInn1Px62OOIJ8PI/J/iguqSt9j/mIi3I2DTzPwPibDzVbPY/OgZBdAxs9j8jbDwq5a3yP+xDym1bwvM/N3y3HBxK9j9/uGYFn77yP3vwKcSH3fY/zvY23KXj8z/G5JCnYEP1PwZmRezaR/c/OLj1fZMB9z+BDG2j5ZLxPxIYrzIatPQ/5GVVHjzP9z/reQAdS77zP41ioi0ke/M/+pbarwWg8j+QI6MjlRb1P6RXql93kfA/S5mzljim9D+TOMuF0pH5P5Z+RZx9+vU/RxAZgHkI9T8zTASqgoDzP3+H1ghpvvQ/7WUJewku9T8f7pr1dGz0Pwztv/rNJ/k/6ZLdiTG28j+xP3cybEbxP8t8O7FOrvM/wVvgU5La9T8rc9C4j171PxgfjnrRK/Q/a5/gfMWz9D9xFe0M4KXzP+J8rwwdM/U/rgw7osUX9j9kt0ot5dXzP7tdbtOlavQ/5pmonl+n9D+NTjwBA9PwP8uX94oHZ/E/TPGt+/Op8j+yfiWKxRbzP6e/KOKYofU/glSiZiH78j9nSrrAX6nzP6jC5rmCFPU/iKcazkd98T8HrJlZIjD1P2MobPYbbvU/MZmTCtzg9D/+oQv5IfD2P1vgN8lKHvU/+IDAZh6e9z+qz1aQ4XHxP33WQ952MPM/2EYJ7wsz9j+MK6YqJRj0P0J54zA24fM/jexNLGyF+D/eH1RppFH1P/WNkUC4DfI/dwMnMSPh8T922Xmz2N/2P89nZYEM9/I/JxjTX/GW9D88a6UIvc71P/qxzLNix/A/ZDpeVn/19z/Pcreuuhb4P5/MVJ/3yPU/qUGG3eOK9D/B4H3jawj2P9ef85B5KfI/om0G0QcQ9j8OALNpWZD2P1PL5/bmw/M/rXLdEzJ3+j9s2xA7A9DyP0xG8aIqo/U/ZYmrp1hD9D9YnpDPenb1P7q2DGC/8fI/HiO5klCV9T+BKrvT+br3PxssX2/tLvI/MSZAySOt9D/1EK4kQ1P4P506gcyvivQ/ujX7l4ME9T+Szo748Nr0P6Dka/PIzfM/aHrdS0dH8z8zJMvwbszyP62YWaTi8/E/qYtR1ny49D/4APkWhoj4P9X8aHrBTfc/53LjwIqa9T/tHv0cFi/8PwjF8Am6CfI/TyhR8wMd8z9XkooiCRPzP7cxiTSZWfQ/AIiS0DUR+D+PHiyJdLb1P8oiF+TFc/Q/gLLpK3Sf8j+2tMsmOefyP7gIzhAIH/Q/fSs18+Hm8D+9jkdjb1j3P9DEKxT8+PI/H1IOVegM9D9NXz7z7CXzP3E4pU+L5vY/CnaRb38Z9D9ELUK9Ipr1P8ghhmnIHfE/e8d2In5K8z+yXWeSB430PzzsJf+1U/Y/O426Bov+9z/bJeNc1DTyP+o9ENAkbPI/ja6xtzQL9T88zP7z9jT2Pya7tCsg5PQ/39JmnkPy8j9hY8cGdwzzP9juLjO6T/I/o5j2BrPW9z96BeGOsCb4P6TBkiAaTfY/7DiQOoog9j+tnoFWbLDxP7kEqtO4hfc/T4JjVl6v9T9z9bVv7Vb0P9GgDcnhrfQ/9eYKQEQe9D+ey8HvKgP1Py5W4Ykc2/c/ESgyR3Ps9T8xBoYpDMT1P5uQJzqDjvQ/ILvA95MI9D+wMal2zIv1P03BAFQemfY/csSQQmGD8z9ovHS2j1b0P6UOfCclp/E/FC0S1IRH9T/5AHQCIUj3P1OuJ8LxcPQ/K0DtXLOo9j+hf63ouR/1P0ouf4LRK/M/fvF2TqMl9z9USpMXBzDzP/GPFqe71PM//9/XncN+9D9vBL6o7y72P0QDDzSB6/U/oCkj70LN9T9u1ouaOjz3P4hoinrXu/I/rW7xDypC8z+UyZp9vwn1P/RULXmBcfI/hGqLHBma9T84lcoq8YP0Pwx5wrI+3Pc/R2SCCIc79T+kcdhvcMj1P3ySYn8VP/U/pa3IJOQv8j+49GsiE8r1P8I4Z4aadPM/KBbuh9AP+T/U5aqIVUb2P3CnbuZypfQ/uSrfLQGn9j/9DRb/zszzP1jq321+yvM/SskH4mAs+D+7/9ifvXj1P0bwKMDmavY/f/gSarMz8T8tNS0hPp7zP1+P4XxetPQ/SA46EDNu9j/3v1zgnqD2P3qRI6H/BfY/s1qT1zUl8T/zElWYXO7yP+oM5p+FBfM/xCNqW3Wm8j84Cy/cVf3zPwzblCq2lPQ/B8urt1zP8j9WKZ4yFzP0PyYLcQJhd/A/ApnJI3348j9TFTK26En3PyVCF02zpfM/TvTz+pAc8T8h7sGUBunxP7oQePvLlfQ/m+A3659n8j9oB1Y0bOvzP1MD5Trl5fI/tplb+gwC9T+E78Juepj2Px4i20jbjfI/WCR4ypGl9D99P0cGLHjxP7vuDt2bbfc/ETJPPP0G9j9KEgq3bWryPzW0HMi8YfY/c4QfkAgB9D8CpMxOq3nyP4ygXexg1vQ/3ZUMRzfW8j8zPfpBhlXzPy0k+FK7uvE//R2rXbZX9D9jnYaVvMf3P6eOjBIgX/Q/CYL1l00d9T9zeytdksfyPwqe49+CcvU/emUkuEyA9D+dgRUKRMXzPz/VAUKWpPM/iC9Be5sf8z9a1n9sqXT1P8O3553k7/M/JOyoX5Mp8z8d6mlkErD5P0o5H7Vv7PU/Bv2auZrA8z+pnFvrIhD1PytayvNEgvQ/jpNWmFYZ9D9cyf7FiKvxPyipZVCLefY/jjEk9iTC9T/JuzPjJxrzP5u4nLQvWPI/zgYlDHil8z9G2nqYk830P3yBENNKMPc/+ycMd17O9T9Me5wRP/jzPzhYLUHbwfM/PN6Q5K0d9j9XcFwsJob0PyRiClVIZ/U/zBoP7qt79j/8HotxjNbyPxzwqXnYg/Y/2b9ZlSf58T9MR+fjv8PzP40hFeVL2fQ/qs0fD0e29D+DqzqivgrzPx6D40SR8/I/vGSMcr9q8j9wpckmSIj0P3ZK9XTzs/U/WzBzlAHa9T+0LoO8Jwr2P9mmS/IdOvk/EM2dlnwy9T8/MxiLm8vzP1qKewuQHfM/0suKMwPd9D83z9WEr8L0P6gk8NVJpvQ/n61L3XU79T+BBi0vhHz2P8yvSoJXePM/SFd4cjTQ8z+9VDiBq4DzP5Y++WERFvE/rZlkBCox9z+PH4ckhrDyP2dJN1f/o/U/6prVBtZE8z8/sX/NvCb0P4seDWABCvI/xOPNUH6X9D+i9Ur3umv3P9e7q3gDyvU/JR6TXVai8z+1GLtVxNXzP4iVhShkoPU/3p5F41SD9j8FWMGZMInyP6NOJv3tOfE/tvCSbmtV8j/PgKa/8jfwP/sFTrXvLvQ/9ynZz2+39D9bHWjin8P0PyuGJ5Ppq/U/Tms09V809j9nHCwbRN/0P2SrB9mfJvU/44STJCDl8j89qgF/WFnzP5IqAPiL9fI/VmNPEXKe8z/oU0Dx6bDxP1VE1T1bkPM/HsismckH8z81AiMpGqf2PzDP3aB62PQ/mPCJkoF18z9750KEsyn0P0EvIuKsLPY/uN4cL7HY9j/+QQAT8yH1P4IZ8PpzrPU/+eOQVWex9j9b8KPawdnzPw42eodU6/Q/g/45yXRe9T9prqo31mr1P88bD5trJ/I/QwouTTon9z/pgG94OcbzP+GwDnxoofM/jCEkcXef9z/VOZKqCJP1Pxb1kV07YfQ/DdCaBgHN8z9oLJq7xu7xP4eurso8JfQ/B87O9v4S8z/28ySetfvyP4UMZMJRyPY/MkZXN3cf9D/2EIv/5i/1P9oS/IdfXPU/KLTuABVb8z+6IYC+1DbzP578sSf1CvI/f5SlGY/m9D+0Nbmb0VDxP+F1xuLQtPM/7aBmNHFF9D/+G7VCzhX0Pw3upx+5q/M/90JAGmj68j/yn1l7jf3zP15uUn4yi/g/MCaAy7he8z8SFkOBnl31P3ybxc4aEfc/Q1ABApOR9T9fjn8hSFf1PwKhNpgwBPQ/7mFTEbzu9D8zuhleebD1P1pU6vy49PA//htgKWZG9z9URAdtWj/zP6vbl3Sgb/Q/sRD3I7Ks9T9IIxZujtX0PwhvTy0aPPc/yBqSuYEW9T8QeHnexUb1P7fthdQb9fI/HWyPFUbU9T8FB9mqdHPzP+n32TTbLfM/Qt5fCfhM9D/mpv1YHvPzPw8Vrg73ePQ/jThz/QSe+T9Iqg3blcHyPywsWpGvDPQ/0uQndTo/8T9oj5gFVND0Pxm0hW1i0PI/Jz/L72TU8z9/gQ2ETwT0P5Lh0giGF/E/56gvs+BY8T8uvzBuFlH1PwFokBeIEPQ/fWunkndH9j9Npx3EsrX3P5DNlhUKzPc/s+JTuLbb8z+W4LGj37v0P6gbxzrhPfE/7QuC9iu08j+k5+GXi5rzP4/kWscrKfI/dYQH6WP08T9tRKStGwbvP3VtV6PCaPU/cgdw0hbI8T+8sczlN+L0PzJBNzwzYfQ/KoGykOb29T+hjbCW1OX2P5N2nhC3+/E/8QzdeYRh9D8PqWugHnL3P8kThmv52/U/Rba5y3eK9j8tBqNp9wjzP/IVxCr38/E/Q+kVNQU88j/uNjRKd5DxP7Ilw02E/PQ/h5hJwHg38z9nthS6WBv1Pzq1GhNUOPQ/azhWgIM28j9YuHID1tH0PyMLpgarw/Q/Ffas9Xrz9D+LdP69sC/3P1o+YPGQC/Y/6l5kSech8z+Oa9q1ZADzPwDit/etg/M/AYzVgGZF8T/UhoBXNovxP1mdD9hv6fQ/cLxQTzQW9D+dsI84YPn0PwLMh8frw/Q/kPJcRpNI9D86SMfYUoj1P+lVQvIqkfY/JF6BxfO79T/fvwPs7lnyP1wMmpz6t/U/YDvjD//f9j8CASiwJNr2P1qvwCC62fM/OyOIZVQq8D9RQEgtribxP1PYW4GNXfc/jr973lye9T/RKtaYNH/xP7a5DRYgFfQ/OlHbOHbo8D9a60bAuO7yPxGhyTmJJ/U/IiVFcZP+8z8qj1H6WX/0Px/UuY+dWfU/GgmOIq8E9T/mfIJyr8XxP+aFvZSZA/g/NVf8skBB9T/KHz/e32PzP4ukKBPJkPI/5P9rF4Z28z8St1ryhy7zP128UOu2BfY/geYZ/j2g9D86UiE0byb6PxKNBXyFMfI/HRDGQcoy+D9kpVy3Th7zP1xmonsld/Q/mMe7i0zM9T+jcgyb/sr5P9smhDRTd/M//HzqHofR8j/XTZnyFRryP2kFeyQkDPM/nswLxCdu8j+8qZtkrqvyPz669FUNNvY/v090EqQZ9z8+sIIm7kHzP1o9aJREF/c/PjhnDkxr8z92kvMx4af4PztYTUI1Z/c/rOYRV0P29z9Vxj58NI71PyYAJv2AJfM/IS6IYJrF9T8VuA1GOB/3P60UoTmL4PM/YW6mMNRk8j8E5NqC45T1P2VsOcXUH/Q/mlkREeAR+D9kJ+MsanbyP/2K7oI9YPM/QWpTX3k+9T93IKr3om/1Px/tuboGRPY//LI3EfOF8j864xOIE9v1P1id0h+05vI/wIgJ8hA99D8FlTp06RPzP0azJ6k+qPQ/MQnZyj5C9T+3zm29OvHxPxbd+T4EPfI/dqW4Ow/D8T9gP7cDhmDyP0OSmKjj2vQ/cU8sLd9X8j+q4djunln0P/zgUD1d+/E/+rqIwvUD9T80LPjmKrvzPy78sYkbJPI/k5sfXH3z8j8PnU/FzNz0P6nFc4UCdfM/+45cGJ7U9T92TzzXK5r0PwFTYccHDPQ/FvmAxZ+b9D/I7+Q4PdjzP1ziClyb8fM/Mihn751B8z93w/fQDsjxP09iVa+qBvc/w69Nwah28z9+Qjd0/TLyP65QDSYct/M/Ms4U8Iap9z9fA8k5ofD0P32yRFUHPvQ/vBfLkKRM9T8HBF/SOPP1P2zn9QZ0lPU/DZXDB7u28j9qwGGEVSDxP0C5OeHwdfE/hDaR5EbO9D8WZ8p3h7r3P8Uk5JDV2fQ/EqfmMS9c9D86SEx0nhj0P5aa9fYt4/U/3sEQcD5t8z+1Yc9EJGz1PwDAencykfQ/7GboQ1wo9T94dCcG6s71P56Zc0dpMvU/fjza7BDa9j9GoYBhjFj1PwoFYoahLfQ/TFGNK3TB9j9L3v/PoinzPw1DPH+MQPQ/uU0FVetb9T+u5HZIAcL2Pwv4Du7UEfM/IvzoDyTQ8j/QoS0gADf3P+BsR/BEtPM/tXMbCqYp8j9hbqEiYlXyP3T746svdfg/eFxsH/s19j8cevF2KWrwP5zsGvoRDvI/Nb1zh0yf8z9SOTRAo0D3PxGYyQbqY/Y/2r0Rilo69D/06kxIryrzP7zE413It/Q/tUYz7lfk8z/wuxznMIP0P4hvUCXgufE/m8pN9Z5k8z+K6ZaVizzzP31Jw9jTvvI/tjHAkbp08j9PIQCjM4b2P9+puuomW/M/DNO2Rh9S9z+GbF3tmvPxP06QMktyjPE/j4tu3yWJ+j+Ud5gFQJrzP4orE+xZC/M/rQ7fXR/L9D8FkMiXqmHzP/mi+9y3CPM/vnWBFkZR8j/hkXtANbz0P8FZCZHQofM/eXDM/l3D9D+8aGiZPgL3PwZo9Sf8AfY/c0dZ8oFI9T9RWJ6VS9HxP9c+33dthfk/EY3c9KJu8z+3K0HqW//zP/Kmt50Nbvw/BxMjdoGb8D+43dXOGQr2PzBHFmYqs/M/5X7/QsGW9D9Ejvvwu1r1Pz12g9Xo4fI/ItNguIbi9T/jEyfpZN3yP2nqvfYKyPQ/+7tuUvF99z8UAURjf+P1P68UoJ+Xk/c/QkjxMFLF8j8PHo1XF93xP1aXSy2AxfU/nFju31568z/luNsBuEz2P0seTkbZHPI/8j9XvHxv9D9nuyDORGL2P+sYKSH65vM/RGAHvaeo8z+zdFoY0Q/2P4Qavmejb/I/TbvfOJOb9T+nLJ/kCYj0P/FVPQrFAfQ/+kWVkQ3H9z8Wbc9onaP0P6otU6+gyPE/l7n6aYGP9D/B97wiS2HyP+jNW5Zv4/c/Eq2DiMmb8D9ngbv8CVT2Pz6qD7W/RPc//dR9VN5x8j/v3U95Gpj2P/jdUR/mxPQ/zxmLYN248j82uG8ZgCX4P6198+GdevM/cbf47Kw/9T8w1ma/GqXyP8bmrHt0Z/M/1nkRzHwt9D/X2OPkt3L1P26uMMbPaPU/SaV/QSbw9D/UHNTRwVb0P8DPKpF/ffE/Sv9COXoc+D8wuKkEY9r3Py7QBC3t7/Q/a83kNt0t8z+107rafJb0P8nJl1sNY/Q/UY3gezkQ9T8gPNF++Cz0P5RPR6ZuEfI/i50OflF78T8ST20nYdTzPyGdigxXv/A/wDBaC5kz9T+e4CetJ+rzP4NOB7JjefQ/0AsCrCmI8j95rUM3wu7zP8YLwhEyZvU/2Z1SgZ/Y9j9Cm2MVnLvxPy36w6O7e/Q/qPwq74tX9j/5lZ4d7rHyP2SwENcKFPU/UL4VND3K8j+bWTTP8cXzP7H6iDn3pfQ/6r7jt7HC+T99yNNJZRD8P8Pf6symU/Y/ev055xWN9D8i70INz/jxPxtiW1wv0Pc/mnFQ3Por9z9s6V5rDpT0P/QFqQDPKvI/6j3rDQG/+T+zmGYvd8v0P/6cQXXI8PY/5NcdOKit8j/+CWkuaYzzP5VAgKbGH/Q/lAKoMV/x8D+eMbL6eBn1P3UnHAsDgfI/nKqDs6079T/7KaSAsyb1P7tquXva0PU/jJqmFQPW8j/OKOKgbeLyPw8gLxoayfI/6qjvHPjl8D+dved1xH72P/5Fs4YbVPM/rtoD29mY9j9iKc7snv32P9xM3y1ryvU/XPPHK2UF9D8ruqQPk+XzP/dzPA/po/I/HxG6WxtV8z+CrMIPOG34P0ufV2Cc1PI/Gai9kAQl9D9Rvui9SznyPwXTCG4TfvU/4qPvuFHC9D86BrLYxfD0P6wqHeCQzfA/ZxtQUxdN9j90ejdCkQD0P1n7QakUdvU/CEOwMZX18T+vqdclHefyP3RDO5691vM/cVhlV41w8z+XfwuiJF/0P/IpyedaYfQ/7l77ZjOz8z9843QFE9v2PxfmDShiy/M/3+UEWthv9D8tCCuPZRX1PwesMEnRE/Y/AlDGlFuv8z8sJqtsktzyP2bQ0YIz5PQ/Y+e03pBu9j+L7KLGfBLzPy30cPd/OPQ/qU+wpMJG8z/lDRG0Tuj0P/fB0agz0vI/GRQh+ABG9T8eEfCvvrT0P7pPm3v/EPQ/KWBFhFLl9j9oEnBXFMXzP31Atn4Z9fU/owocqEtD8z/Npn14aufyP9A1BHZn2fU/GqgWv4uP9j9Bb9DBxRT1P+yN4hgimfQ/q3lzCTtG9T89WbxHtTb1P6u1wi58a/Y/044rIgEB8j8G9QW+Pev2P9YmeVGwuPM/MfUp+xpc8z/neYCBivL1P8zfRc3U7fU/+rKSELMy9D8RiYvp9Gn0P9WH8kxqFPQ/XPQnQc8X9j+bfcxetuz2P7ZLJ0FZlPI/KFkjKzwa9T/HV6fqdH3xPziSmWoOo/o/kHbVFClb9j9b3MVnVUT1P11DgQ0aI/Q/wVNV/NN+9D/0fYnJayT3P21N1cpsk/Y/zbjTmSOz9T8h/yyCU2HzP2dc0ezX0fM/U9x4cpS/9D9HJ9sJWUf1Py53ZT/tBvM/5p0pRy0R8D9jWmIMxNP2P1VCunWPDfQ/pT8hfQGv9D/qLZCyouD1P86psdXC6/Y/ahh9k2Hq8j+Y0+E9wePzPyBMxo8wn/I/p8zfqMMK8z+Pk7JGqW7zP0mIqMQ/F/Y/xZhpC7oP9j94Kg6fmNf0P31b/qTaafQ/J3yFxsOc8j+Po8kSXZL1PxdDxjwFDPQ/AWFdMqVg9T/dLciOmRTzP4u3XmRo4vE/RJipn2559T9kHChVQZ30Pw7Xn1faIfc/77J9s5ND9D+93IBEzz71P84LhizE6PA/LFwwDR009D+I6xFPQPTyP+h/jPfMKvY/JQT/pyE18D+RAzpYUUj0P106QW9l3/E//2advbbp8j/nULq1HOLyP/40cRpcCPc/OOsbCb3r8z94N7UbV8P3P7wZQktGa/M/eu2O3BW+8T91fPfqh3/1P+O22LoiUPU/jHgVG6aF8z94yrGQ5YL4Pxj2H/UUp/Q/uXeCTVh08j8JvO8JREfzP3oAfXftDvE/RERED1aI8j+t35HywgL3Pz3mV//+NfY/7iDBdTCG8j+BE0K6nvryP2i4fkqlrPM/gmsmKy6y9T/1tQdDrDHxPy6SdobGCfM/DydvvYYx9D/OUVdis470P+J1P0Nf/PQ/+7w5l5Fm9D9bpMpO4tHyPzt12cRy2vM/NhZbfauU9T/LYudtTcjzP/ceKsqEXfU/iJBU3xoX9D+RSkKlMJPwP2rGQl0P7vI/84kxpTl69D8ISUEjM/7zP2y4LoYywvM/cpyKpWXI9D87fM8Ee6PxP/q8V0SW4PM/JSQ8u9B78j9zUCJuEA7yP6FJmWOa2PQ/gMbbihg09z9MnrZ68z30P3RcX1MDMfU/Jac941M48z/5n04vCSn1P+c3nq1lzvM/+O2NFPBZ9T/bqNTcqOfzPxybFjUIavM/E8l/cDCh8z/yeZgWG9bzP0ISocA4ofU/ckIGW/7U8T+YN5dfJHLyPyyjM08rivM/eFWPTaFZ8T98LfWsAeDyP610qI1A7/M/Jmvu+uGX8j87vH9YRW7zPzU6hcYElvU/UNXihqyP9T8v5plpNLHxP4//FWnMDvY/xnHs5Nbt8j95hrJNjeryP2ExaThbFPQ/gyDNHVX29D/ml03dgiDzP4ZH1Pn2CfY/mUs9Bm7I8T8clW4evNDyP4Uo9GdQt/g/yx8iExO+8z+D10j6+7H1PxnBc5tLgPQ/PIarOrFd9T/GMTxaQU32P1DbBw3ckfI/RTOSY+3H9j93Gx+EzPDzP6g/0Vl/LfE/HAW3G2pI9T9hZ3bldOr0Pw73yGH/NfI/Xc0pQ+Os8j+ddrRXmmXzP76nhd/FjvM/2silrUeF9j/3kwDmV0DzPxUq8Kg1Y/Y/sy15ZcaQ9D/o4kwqqSHzP4qCRSlvB/Y/8rGFtjcE8z8LRf4Bewn3P5DYvmS5y/Q/PM+V9C0i8T8Hb1TNOVD3Pw79p1w56fA/qklrzYTm9D8Ctdp5LZbyPzqdW0ykvPM/F45adqU99T9J+m4vxLnyP+rwVJ2uPfI/KjX1mnw18j8yAKyzZ1bzP0AHagnLX/k/nSJxLGL79T8+MSBXurT0P+VeVDHW6/c/3oczpliq+T8WI/dUNuj1P6VWm0gnTvM/Toy6M5pM8z/63hTTuW/zP0u3lTEbafQ/CNp6AKug9T9dG50nA135P7Vo7g9tNPc/rD+9FxwL8j9EjtF8T83xP9hxiR12QPQ/TBQGf3Jo+j99FxBhSHbyP5y+Gb1tEfM/kErPlphS9j+zkOy2h9D2P3Wz+j9+TPM/hib19Gf+9z/wbvJIKj/0PzDhJqoXPPU//sa22oJU9z+URebX0RvxP/Z0yjPqC/M/tNrUDyrw8z8lfAwD+u7xP13TuOZBevU/O16Hqwl38z9X7dfeLOv1Pwb61lkIR/M/JDkzjvyC9D+eI8ilIIv4P772fA3u4PU/NiTi99eh9T9dpZCCLQf2P3p3Wa6zyPI/SGfwhbrz9D90jF74+uzzP6keqr/MbvE/Go9YLBhV9T8YvvqBMrLzPxfQ8p7sE/U/UA52dmuR8z+s/bcw++D0P/1nu+Y4O/Q//jzMO2oy9j+rJoDhmRzyP0fg5xxb6vQ/RxBeKVjN8T/ICFLo3G70P4ioWQtxLfY/icq/2YbK8j+0jbt34H3yP0kgOSnDD/g/TGMBCe+r9D9M3/U+K8z1P8i8kEozxfQ/0fPNOw8g9D9K91JlCIP3P+FjSZ6/I/E/g2+9xRUr8z8P/c5hV8DwP7BP5XNeTvU/5ajAZAKP8z+kIrAW7AP5Px/GGI/9svE/+3On6Unp9j8rPmi2Hjv2PybrKwiimfE/Fi5/n4BI9T+9gnqK1cX1P5qQP/3Tb/I/wQY6G8nw9j8ReVbqonHzPyeAg1bT7PQ/8N5kjsJU8j/JK2g12XjzP1aOvVsYUvU/hsbFYnZi8T/NMBEW9r70Pzd0S1R/e/g/sLgUO7Zu8z+w7HxC8bP3Pziz7joETvQ/0J9esidn9D8FVrB9D5f1P/jFCMFPnPI/hsRmuHHB9T8bnsUpjxL0P2pKAZ/3QfQ/cvNnwLaz9j/Scjnwi232P/4AZcSUTPI/CLl5CrhN+j+qP92smB71P951B/tskfM/neepVrau9T97DgMsA43xP8c3SJLK6/M/DwsE45kG9T8lI8bxVlvyP+CLWfD1QfM/780qjCqC8z//sNqtbM75P+ZqWpWfsPY/yjJUAErn9T9jWEWjRh3xPxb0eGMqH/Q/mYKq+1an8j8RoRBxmMbzPw3N+H84yvM/A8Q5n9p38z83VFi04D3yPxXgxBNbufU/rFxGJelz9D9BiyK3TM7yP8KJ06sxsPY/Kap2C/KS8j+EkyQ/AIL1P6zmbmL7TvY/sAyhm4QF9z920FPfPXDyP3Mjd08MS/c/u8hIr1JO+j9E+ewP1zTyP0bwIWrBAPQ/N4Mot6u08T/OJxezD8/yP9fRmeuzCfQ/hbtLxeSp9T/Dizgzhzz1P8Kw3JhRhPE/RJL7lWvC8T+wNIKuiLL1P+Hs3clUEPQ/uKgMJpWM8j/qsjukVQD1P20FhCGi4fU/tOrG0rxI8j8ZSXbFixX2P0yys2WP+fI/R1u37Kqu8z93dF/y/aLwP6FloueLQPY/zue1bKs28z9S4gyBP7rzP6aulxi/6vc/nBFp1nLo9j936cyzCRf1P4U6eZfgdPM/IBsZLGsj9z+qk805ODb2P4f2YJWh+fg/+zoG+7pp9T/GVIPVnTz0P96qHNDpP/M/2380fHA98z8wzFwQFfP0P4eGq3FLo/I/oWucqKBw9T8LuDVXc2vyP2lA6S+Cb/I/iygC5jDb8D9Bk2Vlcub3P5j0iEwKPPU/1C1ElIAW9D+SrkoYKT30P0J5fLg0QfI/839nHQze8j8s6MY0gWv0P5XuuiTbdfY/o2Lk05rJ9D8xeipuVk/0PyAUi/0i3vE/RmzYVoln9j+jxIM/KAvxPx9BSl9gb/U/IsJwSfAM9D9ZxkDMvxX1P5+yLSxtePU/vNdqAyek8j8o+7pdHp30P2RBrO5EBPI/DTyCS2Wn9D8NQBLM0k/zPxI79pG6Pe8/+i1thlcI9T8S+g6mJ770P/3lOtjkG/Q/TTxlOC9V8z8flbu7O1n1PzVf3D2Asvc/DCwDyFAj9T8od6MR2gL2P8vFT0eE4fE/l0yzJftM8j/KyxKDixP0P8CCees3Y/Q/U8EE7ztp8z/IvANBDCz0PwAJZvf5Vvc/TvNwMsDC8D/aj33zxcn2P9Jz9/YFXfU/CNtlHVUb9D84IHFVWQDyP59o/YzBSfU/LhKwOkCF9T9PldZwkSz0P4hpIq2g6/M/OZFkRcMU9T/Gac9J6pjzP56taJN4dvM/STowiE4g9T/rq2lPXEHyPx+R3xr5TPE/hvCTe6WK9T95nBT8R3b2Pyb05gcVlPA/+0Y9siie9D+eSq1f5X30P5EuXBs4EPI/zc8yteBt8z8PAiXYgHn1Pxfu7RTmGfM/pnHvzVP+9j89+3Jsjiz0P43ovQ/L5PI/9qfocGyv8z+FwA5INqXxP47RWV6fVvQ/U9YggeTl9z+j9wX6dfv0P6eoPBJ3RfU/+RwRMKWX9D8ffCJwsuf0PwMr+7JYYvQ/I4hcPYd99j/6CWv+GxvzP41+MbTMwPI/+ddxB0v89D/tyUgR0ivyPzdeIcQdAvM/t4WaHNBZ8j80KR6r/C3yP5qTE+RwjPM/P7rR2PlA8z+k2EW9ps31P/BNAPw8FPY/N13/12N39j/0D05UJcLxPxX5yfB1kfE/NQEVNDU19z8CTLyIv9ryP0xKuJP3a/Y/OgUjrycc8j919t99cuj3P1Pv/jfpf/M/hsrIrsC78j8+3SP3UdjyP1QuF2f53PQ/11wQgG6Y9D882l4St7X1P/7QLDzDWPY/bfM5LOXE8D+ZckTR6KXzP4VchUkbkvM/YRc2/gf09D/A4DBEJg31PzRBaiDMxvM/mDraBnAw+T/qUhn3aAb4P8leVAT5N/U/n+q8Ti0V9j8UPU4XG8D1P/QFpma4NfQ/1RQtdpeJ8z9nZvz6eHT1P5BsB8CKHfc/dAbDZkou8j9o+hhcaxX0P97cFqw9LfY/yi24Ek/i8D9MzlOKVdDyP5EWfnG+qvU/3roj72KR9T+FHp7m5dH0P3rSi2sBjPU/XyCDtMny8D+BVnDu35nyP3e8IA2ol/U/tsn89HOu9D/daCPh5B70P+Fgnid4IvM/JfvZgS7x8z/YwAdDMML0P2X/d2BRbfg/9A2Yven++D/8LBvTKfv1P04WYaFvq/Q/jJzttpZ+8j/97cTo6QP0P3dm4KBsXPI/e79IPgk78z/6P30MmmvwP32WclZ7k/U/HVquoCBv9j9GmlidUHDxPyFN3x3mWfE/z2fXzj7J9T9RMZ3tekjxP3+N5TADZ/I/QjDhJPFS9T9iUFV3WfX0P/hF5yWB5PY/W0W/XK+m8j+TgVEr+v31Pykc7til+PM/Nw1uG4Dp8D9fVk/CSXjzP1lzfBlLkfQ/VOejzrs49D/fDHASRpT1P9b87G0gWPI/vujr/IFF8z8Y8qikYgXzP83IV6ahKvY/UQyZrYLq9j/ZKs7hPWL1P1vQ+3XTrvE/8SqS9dkV9D9jRRaiF5j1P6S/32GMX/Q/225Ih2bj9j+HY6kPyQTyP3c+CDSoZ/M/T31ZFyzT9T+MI3jlMlfzP7sP0KD1jvQ/9g2J+S558j/aoYvLknT3P3nOC7DgI/Y/ZQpxcZHG9j/EHZw/lPb2P9emPx33D/I/WmgKH+Qb9z+2PuM3ms3yP5MfR+QtYvQ/WCxg4ohV8z9+YhAwJirxP7BBYiQn9vQ/c+1INqrd8z9EY/wR+z70P8uulzsTB/c/u7h1VpiN9j8TQGoKezzzP/uV/GoJ6vI/NhxOoklk8j/5jnl+bmT0P3Bo9wbJoPY/kzK6xedk8z8EsYt5N4HwP16BGF/yyfM/jbLRH19N8T+eCjcrEvPwP/MKyZRlcPI/sQBDquaB8T9BvK8BTDP1P/vvEaWrgvQ/GFGkFMbt9T/9zLhg5YrxP71VpZ+Fu/U/I2HcX73E8j8gPMafvj71P6UtY9Ax+/U/fcoH5zYp9D+dlgzIHrf1P7uDopLNN/M/TxFk2Ge08T8H/2akaibyP3Si+19movA/MjCBLSEr9D88cS5TV2H1PyXG8YZd/PQ/d3ZXLlu69D8cfSb4n3P5P2D/gxWD1vM/CkkNQHhM9j/71h3Uzs7yPznpKEChXvE/3DL9l1FN9D/RelsD2UzzP4En6q8aG/Q/Ma16HUzu9D+sIM4Yg1v0P5BLa4YslvQ//c4HYpPJ9z8o6IUsOozwPzk/5jFmZfI/rRQ/1Vct8D9gwy7mUjz2Px7ye4jS7/Q/AOlD+G7r8T9OH/nBrUfzP+poTbxgMvI/6HFS5BVw9T/CPwp/ZOLyP9hQztabsfQ/eehUVT8h9D8WemjCfIz0PxQUE7VTWfg/18jem13R9T/cwUmbRFj2P7yk6+TjWvU/psTbpQ5H8j/QOCOvhAf1P8yUqEMAHPI/CVDKSOCW9z/+MGGWk2fxP4g8QKOH8/Y/FS6zvul99D8bRIr+4yz1P0pEx5+Pu/Q/TCfBBwhM9D/d/aYPZUHzPz72fLsmsfU/995iyAPj8z+6LGEqk3TyP5LAX4X+f/Y/ILn/E7sZ9D87CBOntPP0P6E+Xj1grvY/GMT+Q55Z9D+PHDJAwPj0Px+SQpBFgPQ/fyiyt/Ej8T+ZQPIzZJHyP1SgsOCW0/M/NizOhqp+8j96zfNxEKH0P6euqxpop/A/WX5OUtd79T9T2GTzjXn0P/w5Jg1Ce/I/FN+doWgQ8T+UNRgL+7DzP4uQ0Hz7tvM//hFLHlDm9D98/a2KzDn2P0WPHXwD4vM/QY401a5I9j+QBTs/Rxb0P7kiq3hNqPM/SfDnXnsl9T8kCplannj0P9036PTxQ/I/6k79R7JX8z/x98+FoWn3P/ozjP5x/vU/vHpr/gJi9T/EvIQuX2b1P9Hn3uClMvQ/vl0YQYhU9D9G6SD7zQruP5+edhmCV/E/C+QiBlun9D8pBNMYacn0P5k9JSCIgfU/lMc7CfE79T8+wPracHz0PzXUlFPH1/I/W2SgB4qB9T8OeGn3BCn1Pw157G8oCvc/gwNgGPrm8z8JR6ht29n1PyCA2i97zPE/DRrbzAtR8z+fvLCDaUP1P6KXLyBzxvM/JIX/bbBN9D+XNQ9EURj0P/8J8WRJN/Y/nz+eyCC19T8oKJdniOT2P7Ber2GY6/E/Ze54/dEp+j+csUR4hbj0P0STMryPt/c/422gMExU8j9OIyEHMGn1P6OpaN8bq/Y/JvHqnS0o9j9cM2d6aYrzPxT+KB6JCvM/JnLrCQcR9D+NPQqQ9uPxPxLRPrYcefQ/7tFAOrDT8T/jXI92jqr0PzK1rAjtY/Y/Aeml9xXi8z97WnmwO9LxP23ZSpB0+vM/GU62+BvC9D/xr48d1pr0PwzmvWs+fvk/6evRDrn58j+GiPokbT/1P3QPMjVPOPQ/3Y9VltPF9D+gOAqxrj33P1oU5iJzYPE/VXQxYcBs9T+UiAWbP7LyP5JfpcdYpPc/NpmueRmk8T/RXQJlsULwPxmpuAjFxfM/a1QNJE869T9gUfHc4Mv1P2CoK6P1GPU/9lXwB3s99T8AOXPmRm/zP/ZCFMg2OPI/p0ZxKG0V9z/c3XCJLWr4P87/5gSG/vc/zQNDGN/r8T8ObZDqcpv0P/KS/bhQ//E/+kIdjvAe8z+FzXZrZXf1P4eIzuoydvY/Z7oh59Aa8D/2PeHoxlb0PzYEvt+/0fQ/mHr+F9PA9D8yXG+FBJn0P5u+jAz9RfY/YsD3su7S8D/TVC0tUDL1P1S+USs8D/U/DsBzpuXG8z+SArx3rhTzP2TCJsvy9vE/4VHoQx5r8z+xTcv9r17yP/ofku9ipfM/DmmXQkUE9T9mpx+w6VLzPxaPGW6G+fU/EK8zcUj08j+BrZ3leJn2P2GBpxexHPI/kCygu5b49j+o6QnRcgb0P2pkVZsflvE/wi7bnJ3u9T8D+PpT1NT1P0eGXrSgwvc/T1InWID58z81eD/2jij3P0wGVs9V5vA/+UC+s8kW9T/jB1NpSTPyP84XT/WgQ/Q/jf/4topJ8j/3jsTvcPXzP7WD+3RAg/Q/kJ27ghnz9D/5tYJmg/HzP5zU1gbUgvI/E4Q5U/FA8z+JsSJxL8L8P77TIa9KWPU/pK0P73FB9T9GVVUsFBP0P1lvyv7c5PY/VNsMTprN8j9/KwJpSSLxP7jE+Bk33PA/Apw2+EGy9D8zi73AnCX2P/7+gu2VNvE/uAELsbDe+D8ukAVwCaj3P2Yvkn1p//M/J0RlgBgR8T8Az9/53KT1P3CUj7SSsPM//Ks+af349D87FXjbnK/1P3oFopnaT/Y/b78ZpKby9D+XvNBk/Vv5PwzKAN9FB/I/t8eoMy2+8z9PQILeFR35PzoMFUZoJ/M/yWLTtvFr9j8zCAKnS+b0P8fvgTCNkfM/6BhZWr2W8z/0J7O1Izn0P8ynxXcMnvU/ZWT3VhDE9j8WLcW1WqvyP4vDBY5h2/U/uGRMmL8V9D+8vA8z72n1P6w6cioQl/Q/Gsd7wp5K8j9X93nf0Nz2P10Xafx7k/A/fhQQ6eJr9T8BP9Lb/SjzP/A/0a3sJPE/GBrkRFmG9D+vqkOYCc/1Pxpt60m0f/Q/hVrtnOuf8z+gWfzTlv/zP5hWsbtG/u8/mbTAn48e9T9o/XgkEeX0PydZlTqLhvI/nLdPLSk08z/OEuoIMvv4P17UzrMq+/Q/tYO7q6F59T9CrA2sw9fzP5HGpSjVjPI/NPaKo7AC8z8eFZxuBa73PzeSqPbOAPQ/cretxjD08z95w5HdD5j1P9wSJctcHvM/JGRXWEzN9T8rfgJX8ej0P9ELYGfwffQ/I7+ohvMz8T8O4bE29cP0P5j+7ZW08vQ/MsTF/8Me9D8nJf1PVCf1P2Yew3/SBvU/PeSw8znQ9j+P32zrMajyPy5kgBhEK/E/s+Kf1UeU8j+RBPry3Pv1P6eNnFaMZvQ/lawkPePO+T8OiCS2133zP+U/FQWkv/U/mHhOkga29T+KZamdM0rwP0u15TKzZPU/2kGO3Zp49T9nJTa6tyvzP4AXdufPAvM/iHYHJKq28T8lJcWQ9vj1P+eLi3QaHfQ/X9URK1Cp9T80ZSCD1xX2P5+eBA7CJvU/3FTyK6y48j8CFelEmnzzPxax7RFKbPA//I25wZZy8j8veK+wD1j1P9AvLaFg+fU/iM3Du7ZA9D/Ptq7qborzPxRnAlM1GfM/q4jI1vhr9D/lkiRcCij3P9g8KsK87PQ/W0CzlOaK9D+5b5fO5oPyPwRFS1wxjPI/ckDL+jMV9T/qMcLUmUz0Pz6X6YUcSvE/G8VrWkII8j9ghQ5TaeH0PzPhOmCw5/M/PSyS+Akr8z/ZVrRwx3H3PweO1E7gcfM/+yPaYZ+s9T+zD+FRSjf2P/AM5HZjFPM/WZ5D+fJ+8z/fexxaQez2Py1zhvV+lfE/XyJZaz+18z8Fi0D9Rm71P8SFjr7JaPU/74XQrsj58z8moPhCeAvyP9alcB3cx/I/nKONpLxB8j8gqdYKj2jyPyJQszsusPM/20i4Hblw9T8Ftn88d7f2PwhXaMa2x/Q/f8CN/trG9T+rD9Rug4XzP365H6yzzPI/TGPBXsrl8T9AVf+rO4D5PysDrOT1kPU/oR08zS0E8z8lGMwouZn5P9u648pwhvI/WW4L4zCK8T+O1bE0PF7yP/b5fUgtt/I/L2ribLvn8z/4XrmZuGv1Pzvy0bhcp/U/YCNRG/gy8j/gv0L0FufzP/6HNMrgJ/Q/3zm3Fg0s8j8ZXujBt7f0P6FPHINvjPQ/ZWiZuQd08j/PA3Yimtv1P0nHRQg7z/M/wE34ZYj29j+j/3qSffLzP1NgpXtvWPM/8k72GHjT+D/sIvnDy2b3PyYu6WSQPfM/krsyD5gu9j94bzKlXCv1P2mjiyetxvQ/BmBFfuyc9z9JRe3/bLz3Pz6NyTyGUfY//+B6nu6n8T8TXsP/v0f0P9ONstP1yvM/6AUp1cXM8z9iHqk17VPwP/CxTRCYFPQ/ES4D27d39j9R0VPyrojwP3JQG02DRfU/z0rt5XQN9j8WmFbYFtjyP3bi7gIlbvQ/SrltraC99j/mkLS3/cnxPwF8Mn+CEfU/5h158GXu9T+hS81114j2P67Jn/EXHfY/KA+AZKA+8z9plUSZBTvzP7AjfiRoW/g//M+/+VOt8z9OeJdX8S/zP+SI+sdnofU/B4OXN+ML9T97JdTjrYPzP1eaBm9MdfI/K0zohVkq9D9Hy3f/aIz0PyKZywEiv/Q/xvs49EYH9z+mKaJ3tw73P6V2DwwJ0PI/qScvXAPJ8j97GcVLg0n1PzpHQA7mD/Q/a2fyHl4P9T+oaboK26T2P4w+FQ2dlPM/1grz7viU9D/lGoWxxi/zP93VqXwB+vU/DLgj07np9T+FCft3cTv0P09xNwJU1PM/udy1g/X79D+1P7I1tYf0P2EP7rfRRvM/DiyPhRBv9j/3BvABMGH0P+7N6wD6RPY/Vxfagnif8z8Vn/8qw6H0P1GszSKBAvU/CPq5uIx/9T+uvvtBKqrzP75mv19WefU/2dtxDqWF9T8w3gdnNqf2PxJ0j7/FofA/TtXB3n8m9T/PYl6z71XyPy3RqYNXhfQ/tuPymQqe9D/ntHnTQ9j2P0li1d7cTvY/qODCP8fw9D/126pygND0P/HntMNrq/k/f/Nz6Yn09j+DphrCxrjzP0Prv/vR9PU/QVRU95Wp8j/2j1Jk9BP1Pz2niG6+pvM/oVUwpoBu8z/WitnbPUH3P0pQFj0dDfc/KdyyxTQR9T8aUe63cGr1Pyj4Ah4aqfM/WhBdaw709D8CjK2+8tr1P3JXFWBsTPI/4AbF6P0M9D9P6gbk2v3yP0lpgobHtvc/NN+exZSE8z9khDQomq/yP7IsStNWgvM//6O7FAeo8z+MRtFP7pDzP1mhLghvq/Y/qEtpN8Et9D83sG8cttDwP46szIg7r/M/ScYJ+9mu9T9zbO904+byPxrJx6uiCPQ/5jocnrBc9T8KgHj0WSX2P8n3TGxpZPU/kUgJlPOb9j/Td3HgsqbyPyXLMrZt2/A/p/qrFuun+D/OmffZjEn0P0UIEPvPg/U/JUOPiHF+8z/xxJulICD1P4tRo0bJAfY/U3h2O2L09z/NomnA3mLyPyaJ/eAzxfY/QVHwUh+39z85908a6QryP8B2Qf7OU/Q/pfKZs8nn9z+3lniJgp71PzKQNZ/MKfU/J6COBFqO8j9uagrwFq/1P8cHUyazSvQ/0gbvT0sK+T/0qGg50Mr2P7CnabfMkPQ/ZKUOfaXj9D8q4HDjyUzzPzJfobjmMPQ/BOF8o41o8j8KWY7hew34Pxqggi90q/M/az8xnYox8z9lOlKSVCL0P48NbE/ejPI/egt0RA8c+T+rnUqUAjnzPwJwFRZBtPM/22u3q0w59T9dHq3XtS30PzSG2u5mDvQ/uWh02z479T9VVsH2//T0P/xOu7CO1vI/2uD2Rij19T9N2Ta1vsvxP6rUMhtbUvM/xU9B3p0F8T86WV+aGcH2P4KjlIr1ofE/ns2PoY+m9D+S/2LNY1/1P07GAUBCEfQ/cYzhSBuM9D9F82H8LqTzP3/Cn8OvCfQ/jcVye5DQ9T87N4zzl3XxP4pnTbjQrfU/jcEdFZyR9j8ZwvEyvk3zP1byS7jd6fU/4YYy/M+b9T/HnqoHsyz0P2JkUdGSffc/D+qR6BSo9D8GUYaS/7b0PyK3rlvuTPY/3/X4HDnq9D/L2uKZDkj2P40E5B6yD/Q/da42JsmW9D964HIc8db0PyCvsoUL8fE/ulo7IC3k9D/SdcHv5E3xP/hb7J84GvI/bwiG90n+8z/9q4IhUibzPwO+OTMQQPU/1Btd0oAN9T8w9xx7lc/xPxPQ5f9W9/M/4La9QfbI8j/yp4JYFJv5P02rap7Q+vE/ekLYVeuY9z+PoQv1xM35PyQx3NpEmPc/TY+ffpzb9j+PBqu+Ft70PyRswoBs2fI//oIT8TmF9j+DxFa3L1vzP24TLixBP/Y/yunqgKcn+T9JhV/AN5byPyEi9nqMCvY/CwlfKFPW9D/9/GMWPc7zP5JPJyw5X/U/PRzIuWBx8z9lWRlk0S3zP/tRHiIMmfM/GybYG9Ro8z+1HmOFK7b4Py6KeVq6vPU/eBs18wrI9D89ODfWz4LxP4P9SgBJrPM/v9+JVryq8j+W8NryUZH2P//KoQnCKPU/gkjEL++O9D9Fly3nCm/0P4If6N505/E//X550Yyd8z/u35xe4fL1PyEeJvluB/U/6KIOSGMP9T8T/pbeE+/0P/hNbwhfr/E/t/JU15tA9T+e53I/jVn0P9/PZb9xYPY/J2qVS9Dh8z+HeknJ1nLxP9Hjc8qdrfE/94aCCxkV9D8ivGSTwBD2P613BT/DyvI/DcGG/bPG9D84qpqX7OPyPwZO2szHW/Y/ao6tlkN+8T8Mgh3wsWPyP4xns26k7/c/H7E71fxk8T8tSejHH6HyP05YUY4qXPQ//AMUcRJk8j/Gm6hMjzn0P2AGNC28Fvc/yq84xzYh8D8wn35zbgL9P855oEaDWPQ/29XG3BDt8z9zY0qBZ1v3P+9JgVmwPvk/zMw1aPo5+D+8qo4qqMD0P0a22nwPD/M/XFc0TnDn8j9yxcUkYArzP1/R/ly8vvY/bhR7ZsHB8j81D7b8feTyP8JSRpFsQfQ/l5C02X/k8j8OEvFLiRz2P2RCQZC6evI/O5QtLhtX9T9VoEc/usP1Pwcht+1g0/g/MUaNPq7/8z+MoQmYV+f1P6RQHWHqffI/ctato/248z8kiURpYSbyP7EDPN91tfI/OQFAv+X98j+HhUAnhtzzP+sYQP5S4/Q/quFrR/1x8j93lH1/aeH1PzQJY0f+lfM/IF2Fc7iT8z+pyVmUDBb1P8Guk7McwfE/N+nzCW1Z9T8kSjPAuvn1P5PjGJn/DvU/0f7dWXk+9D8x/0maT+z1P4bUWMJNB/Y//Jrnoyhw9D8RmxmdqirxPxCXAxjjz/U/s2vSlSXp9T/RpY0mvJ30P6mQ7XMz6vE/0WM2jSBO8j/oXcEFt070P8xWg/MvSvE/oOF2ela49z+bdA618x30P1YUFIPo//Y/0CpsVB588j9zzFnprzn0P4dD9bVTBvA/F+cHE30+9D8m+MhjoX/1P6VLDfU3pvQ/LBK10fdy8j/aw4892+zzP8k6oDN1CvY/jk52vblh9j8czpg0Bw3xP7/pSq1UPfk/zvZjFAP09j84SiuQ+aDzPxzHDX/UXvI/a57jG+gF9T9n187yl1j0P92LZmCWkvM/HEvC4i1+8j91t+NZuT31P9GqKsurfvY/Sl/205Bc9j9U5F++UX3zP0PTrPFz7/E/xzGHPxO88z8Z7jeLMYrzP/U7qwvdV/Q/0nM+Vq2K9z8t8OBhujr0P4ekgQPA9PE/fGidO54o8T9bVZKvMCf5Pz7o+apebPQ/PasHq5d08z8enYDgb4bzP+lQVvfhXvU/NKulaNXy8j/GKoY03rDzP/KU6gmTkvM/pyR65GbG9j+6AwfPO9n3P9bsrjm51vM/+BTc4JQk8z+EVx0aapP1P4pyLmoiO/Y/3ReIO2iE9D8ZBljtpCHzP1gKhGPLOfI/JeZvlkss+j82Zp9P3ATzP+jesQOA0fI/BBLueFQR8z/k5IlReTLyPxE6vUr3YPg/AEz/svqq8z/wVxmVqTH2P9633RvESfQ/KC1mlxQQ9D+56n3u1T/0Pw/JrEreb/Y/6JTY8VQD8T/BUnN9t3ryP+Siyd968vQ/y+Cp6moc8j/5jS5wMO7xPxt91Su64fQ/hXDKqtZj9j84slEwE6XzP/ziptSImPc/g6dpkQDh8z/ZZglRuYvxP+mMYwP7vPE/9GvHOYuk8j/IQNn6TJLyP4c1o2B0dfQ/Gyrj3cTU9D/bCzcKNL33P/T9wvvEPfU/9D8DdS+u8j8D2UcgeQjzP0eHjhU4Z/Q/BN6pwysj8z+z8etOI9b1P+ylxxPr/fI/ftYz1u999j+zqK3kkWn3PwPouJuUCfI/Zf1nLNwK8T/KgPEGivv0Pxagsf/WmPM/yDmgF92C8j9Jxs8aX1P1P3hxlEZPKPM/FYHU2ThY9D/fZQnoAwn0Pz5A4IvNCvM/oD510tOE+D+fKUcouKP2P6sFvpOSWvQ/7jTLHtHq9j+Zx+Ixqib4PxnEf60IaPM/z+Lbriho9j/OXh3IGJjyPxyya5W7HfQ/axq5PCH68z8eAEwFm7P0P56JTc/utPQ/gMa9EtOn8D+BCl9gGpjzP1NFuvk3CPU/E89H9B518z/6tP/OP6j1P4XAlqs7E/c/xyK6txQp8D8wEatyejrwPwk18zzji/I//3004KTg9D/dq4ew/vj1P8n7WrFnHvc/oSlKBhRd8z/+Nqu3Ta3yP/QpOVNaVvQ/WksNgvkV9j9OW7tUY6nzP5R1Iq9bvPU/ze+Dfgg/9z9Fp0W0u0/zP+wrE8U/5/Q/w/IOWlR89z8x2FCTSN70PwgeoTJZFfM/PIF39H+M9T9IAmrNnOv1P4ibib3xFPY/NfuFv4bI9T8W6CJ8Rjv1P85D9AaYIPU/3g2qWx+g9j8EL3/w6FT0P4BUtLPMxvE/ntwe38Rt9z9DSFgB33HyP6JzCNx4bvI/b7cw6LMx8j9+kDmeAdXyP02s0hZsAfI/l0YFiaHc8j8CEYGwtx7yPzCw9aIAtfU/Nc/Y0xY38z82aLrHgyf1PwL14rtj8fQ/h2UiSGjn8j8TKWpmCnv0P5qVm+geg/M/022O9J8W9D+0zmOCxkryPyoQiNDIk/E/9idWVSKR8j84NxSUhwb3PwMDreFuf/Q/ymxmw5tB9D/C18MKaNX1P6/oTj7Ghfc/AsHDvr/U8j+lwzKFOkf3P0ny22mzLvU/kH/ZFfdn9D+5Sfg5Nxb2P19LlCaQs/M/GLfkMlAq9j8EK9oLW7j0PyIb/SLcvPM/bNA3Re649T+iGH0/Ulb0P1Ozx8nvkfE/HHPUSfbV8z86H7mtt37zPyXR5glsGvY/hUNgQO2K9D+EEMj+EOD1P636JbrkbPg/Gv1OmUPX9D8vrYp5bJTuP40gT127qfU/TjFnkGi39j992HcwODL5P9i2yKnta/Y/A6Cvkizd8j98Bc9L7knyPw27VWdw7/M/dqve/4t48j8p9F/eLVz0P0d8wnadufQ/0WImqPKK9T++mZ/NInP1P2aMrb9QCvU/xtRKLktU9j/efsracI73P2DBbBUQ4/Q/Hfw55OsO9T/+MHVuM0j3PzN3Id9hEfQ/55aBQuc08z9OihKNXCT2P10SsVFPrfI/AWtNBcpV8z/EQDwfLK7zP5Op650A4Pg/QPqZzArK9j8Vh8/dpGL3PyQ30V3r4vI/2jg6AAfP8z9J4PiAdn32PwB26hgAI/c/WSsza9Co8T/BCVCMVy71P+5hUJCbU/Q/JMMoEA479z/J6TqYf7r0P9Bz9N66/fY/PxsZmfKw8z9+w7Qosl71P/e/n5D11/E/hJ9jnBYc9T/p9m1rryX2PxnO845qSvU/mLbBG+548j/ycsmu+N3zP3juuEvnk/I/byn0SfMZ8z8OMtZq5prxP+GpQXzb3PI/y2guSIjO8z/fuau9wfXzP2kK+vZRo/U/Gn60HJM98j8rmLN5/kP1PySEJ0nGa/Q/3B9uXOXW9D9OFOfP6ar0Pz+7huBFUfU/iIOJZYoG9D/EuO5cNUz0PxjfhPEfTPc/ECLCsWEB8T8IjtZAat/0P9UMOR/e7fQ/j33WkY+E9T+Rhbb/MkrzP1dyELi2WPY/okrYT0R29T8gQJP+uN/yPyBg2yXf5PM/U4X8jo4K8j8Oc4C+3mv3PwawNBTNze4/2qHxrXpM9T9jv7H/LKn1P6IvVF1g4vM/vNwKZahP9j/TxmGJLeX4P9C/oRHzbvQ/VsbI+0yM9T//rdRPVcfyPz6KEq6Ew/c/O3+SDTrZ8z9HspsUtb71P8llDgAio/U/VHEcFDTt9T/UKoWQ9OnxPyar72RKE/U/DvyiVI/C8T8X0YlvgA/yP/NEzmLkkPQ/m8a7PCKu9T/Lh8FlbpbzP6P/VUgjy/Q/oiWdnzsO8z8CzV5ppQzzPwLLTxp4rvY/4EDgPiej8j++RoQD+aX1P2773VQsmvY/UsAS9H7O9T+0HgDcfKT1P08S6JjFGPM/HdIrc2sf9j/kCoHyD+/xP38WwbuyEPE/SsgJIKXe9D/VhFaysvj2P0MtwenHmPM/zmiBaSWT9z9KNOaSaxPzP8aHPeiANvk/8OCdLEdV8j8WcnLJPYj3P3Yz4Rx7lfM/yPE3jYmc8z+Z7AiJSuD0P/DVXy2I5/M/bTUbpFlO9z8tKJa0C9/zPxLrzSIHXPM/KdK6Cb2a8z9YI+TmnpTxP5+a823qqPM/boWUU+GS9D8O3yGDDT7zP07nul3cBvY/BCMJ2i2Z9j9MublKFM7zP3Xt9NwhwvM/7HPSMNgV9z9137yuxA/zP2vMD7fjMPM/EJGZi8vP8T/Krwl1TGj1P1I+HyCFBfQ/EzRw024M9j+jqQNHiQnyPxzh1XpykfU/LdfIy7938z/nYoJh2XX2P442FVX3efM/keQwT/PG9T9k1QAEjGTyP2mURQrEo/I/wnJmv+HZ8j/jtjZjVhLzP1GqJIwAY/Q/obfBkFzF8j/LaflCaij0PxtwHDXOgPk/amPYGJRn9T+IX/1eiBf1P537uU0q1vY/U8EhGzZy9D9g8VA3knX1PxPkvGDDa/Y/ehok1MUo9D/Y7xsgP4f1P/p5yqfUs/M/NjEF0hRz8j+apu9QvL/yP37GI3nTi/c/a5VECenP8T92k7KO9yj0P0g3xtxGmfM/bheVhsxP9D+gTR7PZCLyP+JCw6tZgPI/ZaCKhVcV8z+cg1dxmiD0P53Dma2p2PE/b1XSh7o59z8NSF0xuer0P56MoQjfL/Q/NFlFISSG9j8kRTpVm2T3PyPUbPyN6/E/MEffOeeX8j+jxOzYpn7zPzEQJAgsgvQ/PW6p7oCB9D+cLiursfH0P/FgF26AJfY/XDJkWq328z9A58zZj7/yPwlhigYW2fQ/wWw5RxWf9j9ooKxudlLzPz6ZlutUF/M/7yUxkuD08D8b9riw8SfxP2GQoatPHvY/NuyUYsXB8z8gLePUOTnyP0g1+wsBlPY/MgwAOIhI8z92c5s6u93zPydjgkxJ9Pg/ByHnjxda8j8bAa5Jy+v1P4lqz29TDfg/EGmafsmZ9j/gIbFTBbb4P51N+1kyP/M/0Ik6Zc9+8z/4XkJxNSzyPyCE7yWFTfI/hSJIt+2U8T+M0J7XrpH0P1fEzFf5XPE/tCoEIquF8z8vUDoFkln3P3oD/KoxwfI/CVKwdUiE8z8ZATm2fD3yP3DAtzz1WPQ/3LlWzz1D9D/GzG4UhTfzP9ht5TaNtfI/KFT33V+B9z/NQRppPAf0Px507FzuNvg/0PdZ+Lrt8z9ZZbGSKIj0PzDVbce/+/M//bmi1J728z9StfJBzin2P1SIJispv/Q/eO0aLZyX9D9aZU5TxEf1P+T/PWeoP/I/hf0mOQCV8z+b1LmDQb/0Px+xOUM85/M/25/xpvTp9j+w4gb//Az1P3UzQJ7kSvU/Js76Iq+Q8z9qQE623wTyPxlhTfRVDfE/IKa7Re1l9T9N9I1tPXb1P3dQeqhoovE/KsR8NRtS8T8f3s1fY7bwPwuc8U/zH/I/vIqdbR718z/fi//Azpn1P7qisrxbKfs/r177+Jaw9D8Sm+L+z57xP2PkfXRImPY/DNQOqCR18z+Spoc5TW72P9iBxnf2HvM/3z/86o5Z8z/eZfeD2ADxP0LXVMPRAPc/1VhfwqP28j/1RkhjKm31P1yZ2Q03uvg/423oUgFk8z9VY6+Ikaf3P2d9k5nPjvQ/dSgD7jKI8z/D1BbRMrbyP8N39OwEQvY/eHaJtWO39D+pkH0KHa30P8BquBjhNvM/NnSuzOEY9z+IxDYblVHzP6QcR7DBgvQ/43uhX7yZ9T9KiMw89r3zP6YDTPHpCfY/Dpzg5G9f8z+fcYZohrj2P9MwEAAiQ/Q//q/MABvT9j/KDsAffDP0Pxmv7tqR0PU/RiLHxVhC9z/Po1bLYyj0P1NbCLxxw/M/ODixSuuJ8T9sK4PuAgHzP5FJSx1ojPU/p5M5HUet8z9UwsEmwn3zPx3g4tW+V+8/6AHZ58pD9D8MT2HfMUPzP0itIwT9z/U/yFni7Wfn9T8otWGeAV/wP1dF1f0UhPE/e2C8VeGm9D8l0NjY683zP6h+PfktdPM/7yVixmqW8z+GIoZROb7zP1x80D8xDfI/8NLp5l9E8T+tKP/DOODzP1qtYT0eSfQ/3BO7j0/a8T+9jKVYbaL3P1fuBmSCE/c/bhDGjKs18j8hGfT3aZ74Py+RZsiya/c/dV7TCoh+8j9Vubk2XcH2P3diaMno4fU/6xOIhuX68j/c3rCEZ971P3JlNc4imPU/ZLgP4HOS9T/DE2k5Qav2PzNNT1n6L/M/1u1Ufnk18z/RZSptfYf3P+GRpdkNy/g/4yfFYvzA8z+JmA/3G3L0P+VBZA+BN/U/+48ySF1Q9D8Vcy0ouej3Pw9rQ61EBPM/43+cEhn59T8atUpjVsH0PxebKJ36IvQ/lZe9ihNB9D9LNvVFMsv0PxRHdcBn8vI/4lWnsOTh8z8RhvUtoAXzPw3fMqct1vQ/0sNYflWB9D9psIaFEfL0PweGfz1YrvU/CUt7mMkI9D/sTfZ4EeXzP1zLUp9IMvg/l2svk1h29T8bYao10CL0P04B8zOJhfQ/5PwikdiE9j+djNt53L70P1qiQlFtgPY/jjv1Xug39D/3BLrKUz30P3j0MuorcvE/5urZv7OY8z8zEvl1OFnzP6i1vtCIK/U/+Ccix4Zv9T+mFdDuprj2P0l0PmEHcPM/J7GWNj9W9T9SEIsRayL0PyY8ozI6BPU/PoavnXH48j+sBfkyZenzP2PNSCC2uvY/LUiG/qI48z+hB3/ZqWT0P4VNSobvBvc/Oli37ooP9j/fDD+a4YDxPw9c7u85ofQ/F0v5i6/T9T8I8deMZfnyPyuM8u5agPQ/Di536J0t8z8JspkBwGb0P+YkpgkajfE/aHXJVVrl8z8FKp01S471P4LzGtOmK/c/dICNWsKo8D+XkQAy/Rf0P+/0wB3NT/I/DBF7Mc058T9L78fqUtXvPye63nhmsfM/BP/ECL5w9j9fNsqFxpP2P3RyV+uHKfY/W4ezHzfK9D9pkOR7Q2LyP7UBS8aGlPU/20ozQN6U8j86EkEqM5HyP1dsS1hiC/M/QMSt8Q1a9T87HFc6jQDyPxaD+dSPYvY/fciiUPP48z86SccBRYnyPy7MoP5CyPU/kme3n9AI8T/aO7vVwyvyP5sbBt6Y9/Q/51xF08Vs+D+4Ha0GcQb1P6EdUX3hl/U/BfcJFYza9T/N4va901vzPyn0ag1T9fQ/KqcEit/B+z+owhZ0FYTxPx2CmrE0Z/Y/WZM9rJ/j9T+Fnl2Jw4n2P6ZNBOehCfY/kSzTkme68j+1+ckGER30P46rmDkxx/Q/9j6u48e99T9Rf4CHaLT0Py3n98jyRPQ/UkBMg5ya9T9GUhBwX7r4P2N7ycKuk/I/iL7oDDtx9D+q2v96J13xP72IF3LVNfQ/FpsRoMXE9D8nOh5u4n32Pym68MZrXPc/yIPsojqg8D8Q18i7vNr0P5poQ0pAcvI/koPBHZpd8j/y26b4WOP2PxPoCjrHhPE/cE07FRll9D/ei5ky+cDxPzJVJghKefI/B4o4lav38z9q85PwmzXyP1+yp8eCdvY/vH8okjTx8z/uUbzkNUH2P2m+6IZtqPM/xBsDk6Ef8z85t/X8hsz2P8Ko5cB6ovU/udGaUa7C9j9Wie/h4I72P3KVgQ+53/U/3DOy7wpc9j/giG/qd43zP/JHT79oRfQ/JbRy4RIv9D9o9dDKIbzyP5577nnB5/M/qW6Vz/U79D/QKEq72pb2P4g+9hNvXPQ/bYFwBUn+9T9+1f049I/1P9w2Dj/Gtvc/knMkcOQR8T+bNxZ8M/b2PxN76K1z2vY/ju+4hsu09T+eCgYge0P0P7PLTLmsavY/GlwxW2aU8j+rQhBd9pH0P6fXP+fDlfU/cEgopHAi8j/iY7Qevk7zP1WmL4rplfI/iqOi3ESe8j8Db7arA+b0P9CyhAf15PM/jbu2C9NH9z8k8kXfPRn0P1uql7DQK/Q/WJn3mQit8z95IkhzbJD0P4LOVs9g1fI/lcjvb1Gx8j8shuuvtcHzP9v3ajJHqPQ/t2lLUavl8z9w1h1sJfLzP2CVPqzAWfo/wm5rruMD+D+BwxTyCgD0P28Y/WIbuvM/dw7a497d8T+lzMNgtif0P8wwXGnVvvQ/XOoRGwit9j/E+kpVt373P1xGkQzWwPE/T7n+dvQt8j+lhrqJjqT1P4V7gwnuCvY/RlSzKZDG8D++zXkWwyj3P/Bc6SM11vE/8oGKLtfJ9T/fvv3Q3Ob2PzMj54jey/E/raaDi0PS9j9UkXyaT/zyPzwykLw/5/Q/a+RMmg4n9j+nxd4gdx30P7hkYj5Ey/Q/a0zzeImb8j+94736+Mn2P7VakZqJEvs/CxKpRISe9z+vjUVC58/5P2NfLfHNfPk/zqz/0szm8T8uW/rZfhnzP/fse/fcdPM/E0iZlL9V9T+jSyEP2LH0P2x7S3C4Z/Y/fneM3mTR9D8uhKaGW4v0P1q8l80gIPM/FbmCnCxZ9z8JzRdrTWTzP31FmbJitPI/O+5iWbKf9D/a6v8VyOHzP08Pk6B3kvQ/9zpn/Rfa9T9OxIdrocfzP+4rOjfjs/U/7aScOeqF8T9oYKrDSQ/1P2h5+sqCifU/UVTr9vR29T+BwWXtVyX3P4fyVEcaDfQ/gDLPob/89D8jj7nLKg/zP3Yl5q8Zq/Y/QDZTWdF38z8l9Q52hanyP1t88ACYUfY/IWz6UkuP8z+qYTCnC6ryP9SN61l6JfI/8zpT7Xxv8z80gfveSh34P4rGWIAyZ/E/XGgxwtFo9D9b2iluJVryPxuskQrW7PQ/MOz3PJpP9D+JXU1YGHX4P2wkd1XrZPU/TR7Py9G38T9NuijBirP3P9JxjKPLffQ/YjEzS2oP8z/AcId+6pnxPwHUENGJ+vk/Hr1m++xr8j+zCl6vXKn3Py+Uuz4sS/Y/DWhTU8O18z9c/WMTs8f1P+v9jQBsPPM/+Neggl2N9D8/4nVqzOzzP7q2aQbqjfM/XjTo+0XO8j+VsfMzrNX0P7ziSL66NfY/Aufik3TV9D8wkTM5XAHzP2nAK4/2J/Q/rBysM1Ip9j8kzTnyGoj2P1/tyWY6nPI/a6unAmhx8j+B1NznjlPyP8UhGM3d6PI/WoOOU3LP8T9qQoDga2j1P/IQPDNY3fU/Yo095uul9T+WAO19Lxn1P6SDjtrSkPY/RAM1O08W9T9SBIhPtebzP/IioeI26fU/A2Mzw8N88T/Kdl2sA5nyP2WF1Rz2QPA/l63EYfyF7z9C20nsE9PwP1pCk8LRG/M/uizMtgO89D9yeACGqqnzP3lGeSJp5vM/iIdLrYhn9T/aWA1VCSvyPwLPFmErWPI/DO5lDOiM9D8MOcMnsHH6P4nV4HbZoPM/Yg37Z/nb8T+wN4zz8Zn1PwE88YU1LvI/dCRkerO99D+JAWx91NvwP/wSjQopb/c/+u5lyjsP9z/IT38b3bnzP6UTj0bWlfI/1U4MCYvH9T9CsTZsFjXxP0GW+ENvBfo/NBg7db5n9T8wVEoj2PLzP2HcJyZg1PA/vY7E3i0c9j/lNObBjOvzP129IlpUY/M/aVOVSRvA8T8Rr+PGfxTzPygsd+Y8cvQ/Y+syRXqz9D/0D9JR/jzyP8SnoiIpcvI/ILx0DulH9D8iln8RbdfxP5a1l2lf/fE/UjVr0Ha29T/odZqKYezzP549r4yxvvQ/l83dGrLF9T9I1nWsBrbzPxge0ajMWfA/gYwQXQ/38j8yxC07jL7xP5Hcl0Vt2PE/BdvOTy+t9z9igRAtIPH3Pwfgqg+RmfQ/x3zpv5gQ9j8Konn3SzfyP1tgFq2nuPE/kK2gUZ8I9D9Ihd+VgYn1P9gQ0OCbPfQ/PhWErtP09T9EK4SyvRH4P0TwtCZD8/E/ByYY2FkT8j/tAVYsmvn0P60Iq0kxsvY/zsbb7was9D/saw4oxfjzPyn/asMg4PY/nX3xH2Jt+D8iqee8H5HzP7hhkTBdP/U/Vz8by6eb8T+IWbyiiSDzP/51IJVBTfY/9U8/K5bn9T8N4PytJBL3PwEcx+fr/PM/FINocodi8j8Ql4gAKf3yP1eEhZlLGfg/OVjClup39T8NzLXYEZH2Py2Gq7wHqPM/4YiH54o08j81XYVRvm72P+rmpSMnBvY/hCE9JfLY9j+cuRPN3+DzPw2UffPx8fI/0iawFjNP9j9oRmXrnvD1P80xBPXHO/U/K/ShjEtH8z8gzj1d7+z1P292HnNiFvg/nfLDADpG9T/cUNbBO0n2P8CIKd31MfM/nnPOaSz79T/ptU8Byyv2P1jFn4OlrPE/z7H74nAB8j+ubm4BiK72P3O/b/nKDfY/Tz9UgOCf+D/DluL2cnjzPwq4LowhKvQ/bt8IrjVj9z8QOokKJFb2P7HNDVdSgPQ/O/0L6pxA9j9UGcV64Tz1P7u9ZV5gqvM/+1KOdyq48j+CsRaOT9XxP6KRAiw6hfY/LgUSAApJ9j+FE19tv9r2PxwaddcQNfU/CWPz7Qek8z+metVFU2vzPyAeq+w6vfU/k+2enf8T9T8HvK8v8AXyP1zu7E6bdfM/arpKvHg49j/HQ1qqH4j2P/V4ohUSWvM/ZsIi5YqH9T8oajGnB2f1P0072mDnLfY/C+csx5l19z+shIJXly/2PxjcICskEPE/Uc8o4awv8j8V2lmCU4bxP+1BAnqscfQ/aeQ0HahE8z/lK/7SR8vyPyUus32r5vI/HFQn2X118j9mnmLlV6L1P47xHjhN+/Q/zF1e3DwL8T/OsAtp7Mr3P5wTSC24wvY/Mv2jKyan8T8dXxx1o/nzP/e57SpZxfQ/ayKhST3z9D8PiROO6yLzP/zCF3eDh/U/Lij5p7Lo9T/eWfakewT2P15qaj9UJfU/mChrFERk9j+6R/zeBCT1Pyb4+6YlU/Y/hEdVu+2x9D9HwqHAmzPzP9weM434N/U/02PVa+fW8j/PiAFBaKT0P/+8YN8n3fM/wt7bIMbe8z/NodRJJxrzP6EW92FmVvU/VDm7m3+i9z9s3YoA3pnuPwzF95mIcvU/A8bEPssw8j+Hj9MHftPxP0pCrlnhqvA/Y60Ep/pt8j9PVv6HVI3yP+dGzPa7E/U/ouWKZC3q8z/bEn2gGQL0P9kjf9fDwvQ/Fq2AaYXK9j+ydD8hwgrxP1hZMXblH/Q/LPo6zS/C8z9vcrTwvFj0P9zKH1u0E/Y/FrpXR4949T+H7ep4s9j1P/y0c0KcY/A/I8LHQOwM9z94VnVUA830PyBWcRmIWvY/9JpGUvvl9T/I/mhT/Nr0P4PcddFf4PI/cNjUtUbF9T8PdDJVH4T0Pzeh7/qeMvU/SpAboezp9z9iGLu4mmD2P8IJmnQA7fc/deCOW2F78z/EfVDTFHzxP5c4mnMSvPE/0Gx2qx1A8z9/lRPuQOX2P0wUeza4LPU/hbZhNqDG9T/HpLislTb2P2InDMwr9vM/b5+rQpbK8j/+5jdHhyP2PwHpAcX8SfY/v+GHn/Bx9T/O2LYcoPfzP3QX5b7FkvQ/Rs4p8Yty8T925AfggMXzP+v3L9Vvw/U/Yvjsbsm+8z9IEZzfBVjyP8TiR/fKivU/1CDElzi78T/3EicS8430PxEitMmuX/U/kPZvaO3q8j9MLV0d4KT0P5E4hk/99/A/0UGR7bdC9z+h9O2s5if3P8fbmPdsdfU/MuXQnKaR9j9ZPgyfEB75P5bb84CCy/U/SA9MQvsR9j/yeuXOBmX0P9hCps/JgfM/6vROecvh8j9MMrFqRMnxP0FAXdg7yvE/cQ/e0sDc8z9zG7bFP4b1P7Iv5Yhfxvk/0RWBb3Zh8j9qT1EUHnHxPx5hFZJBbvU/Lf045qkE9j+C9FPSuU/0P5xyr7Z1cPE/5miGoAnE9z9gBo9wvZ/yPxh5mHrzTfE/C0im5Fzp9D/4ih6aTTr3P/i7mDD8Q/M/HOah94z28z/PzVenhaPxP+YBjKZNWvc/ZAVFuEsc9z/+EzodmlTyP+zw52ie5PA/cIBjGD2s8j9eqWpUguvwP5lg/0cWevQ/MUzk11OL9D8620zp/KbzP6cq4Vfx0/c/9y4121oa+D+gwAoEdWn0P3Jf3HYek/Y/m6ZPQOym9D/QlZIE2d3zP2l+mubdIPU/f2crAWFw9j8yxHviXvX1P/JCE5LI9PY/kqUor4rQ9j8DEiHh6d7wPzkkG/p78/I/ClcWScxx9T8rPGQRtIzxP/InbOkozvA/3fNQ1IoE9D+BSGRVCibxP5txneEw/fE/HcNNqzhk9j9p1Su0Acb3P5yZ/MsXmPY/uLZ+1S1h8T8BjpbN2S/0P7dXL4ffwfM/jzF7fOpe9j/E+0diuL/1PyyxDRlqwfQ/JB2siJ2X9D8NpHhH0ET2P10EsXzDl/Q/lOT7ZOvi8j9AaQzMVhPzPyib5un6s/Y/u7GvDqDV9T9XzXwE8Cn2PydgMrHuofM/N6B6Ei+I8z/tuf83O/DyP8J7j8wTS/o/RpsGDzP79z/OVxnJRVb0Pydxp3n+DfY/mBQsOBGx8z+q3Wc4VV71P6wye9XbtPU/jU0gE8Oy9D/q8GFlgO3zP/PqmD4S4PA/nO/TOHUz9j/GxmkCpSDyP7ikMDt6mvg/4wD6JY6C9T/nfYUQGk70P+wuLmxJE/U/c3G3Rl4N8z/XC+oO1QTzP7E3rO1IufU/KAry3PyN7j9MH82TZrD2Pxj8O/Umz/U/jK7BEFsQ9D99yEIswhb2P51+B0oViPM/ZCLdz2Pk9j+TZYsfkwr0Py2YW/c0Kfg/evuh9n3h8z87g+MHGSH2PzgXMnn+kvU/rsq+UZvl8j8T2q5YTDvyP6uOedpMwPM/3SesOeT99T/hMqKnOg/1P99pyMFv2vM/VF1glEiL9T+/OS/IokTzP1gh39Ny5fM/n5wOs95b9j9YzMoQA4z0P9KtCf6zo/I/Nbqcx+NW9D98qr7HjLHzPzUOpUJoIfQ/ZSKAlpFg8z/4P/OaYt70P3afohbJi/g/MMlvlKOg8z9TiQB09Sf4P+NbWWCKbvM/meOJqeWx+D8qtrfAZxzzP6rXKsT2VPI/Og1o4Oqi9j9GZrAwcln3P/RNKgTMsfc/ym7cTxwF+D+M3I1B2Lz3P7uuIPWXG/U/r02wENZb8T+edpvwcrv3Pz4HzHSPRfM/HshRdmjJ8j9NtyyrvSzzPxmdQBLdZPI/5R3/9IYP9j+SHWgZhTXzP/VnNNRHd/I/Y8nMQZDD8z9Qn+mJNNv3P/m5TjJjN/I/Exr6lxYo8j/XqNOmGLT0PxssUYJtuPI/u/aPqvId8z/Cx1YxBOHyP4EtMa/VJvM/nlhMjTIL8z+QK4tL2en3P9dYHiiw0fQ/+pLbwVAa9D9wYqsOz0nzPypT2oxSLfE/SkphTLW59D/aiOB7DrX2P1HfdHN2UfY/+fcOrHor9T85phRD9mz0P29bhcVC2PQ/t44BoZG29T9yJFGkdKDyP6FagBti7fc/hafdMwu38z85lXrByevwP9X55yfoRPA/+hKa5ZEu9D/H6Sw7OS7zPzcSh+so2vQ/+gIINStj8T+uZJy29BHxP2iwFG1Hb/M/NZYfw0nP9T/5jQoDxk72Pwf95VBY5fU/lhvj74eQ8z9mkHC6V5L1P70srgB9MfQ/SlHfNydE9D+zk6+U6DzzP7N8RNslLPI/l0byW6sK9T8ODpCud03zPzkbf4SjmvU/1mRR5o0H9j+zleRL0Hj1P6sj4Bac3PQ/p32b1JLU9j+x52RhOTD6PzGENSCbRvY/ee71/lmu9z/Yu6zgE3TzP51Mn97io/I/DB7Po9wJ9T873UHbsD72Px/f4OHHc/U/bn4t/CwV9z/H0gqtP8DyP9piLhifD/c/DtjlmGSR9z/lRykzAAX2P/jXxAM2CfQ/xfiBmDJM9j9xshB3FvPwP3uShprfvPQ/KyQkgGyP9j8M81wvwr/xP0eZnvsZkfM/CPm6sky78T+Z9gc+lvL0P66vERGNDPU/rB3b/N618j+oiaU0B8PxPwTsaTwHRPc/6YfQ3k4m+D/LQSccNALyP3kKkGobGfY/pnPrwbV89T9l5k+RwzrzP95m9UWCyfk/mi1QeGPI8z/9COdjmVr0PyUXY5eJtvI/UwYDs58i+D/LV+fXkYbzPyABXSDnB/Q/2IW5o0HF9D8hnLyFSJv0P7NTIDe7F/Y/JV6cRYUx9D9S7YaxO5z1PxYGDB+LFfM/FCCl0NvR9z9frz6R9J30P6JaaqMj4vY/LmmqH9bT8j9dV62Vpxr3P8kuehKfQfI/3U/Zgrfq8z/44YrQul/1P2v1Nc+jmvM/GaAkddJO8z8AhvN6XtvzPwTBFdjCK/U/+W67H0jd8j+sBJy9wIv0P4PepE0eZPI/p36vhF8j9D+rXdelVELyPyaniocG1PQ/IHZzlchz+T9OCygW+1bzP7rsobF1GvI/vT59Ih1J8j+MA1u4RdL1P66vsxvgJfY/Jm2+2Bra8j9hqWBq8M7zP419d66OYfM/zmwbSwOO9j+yFXEiGHnxP2vyfyioePE/Up2ZAXTT9j8ExG41yQv2P9R9xunm7fQ/PAk+S53p9T+myDfcOpPzP3Xgx1cTJvQ/LtHOQWnl8z/GFW88hM30P3Vv3UG+XvM/T08CnrCc9D+KyOKVhh30P0QDrCxVCfU/NTSsBPvI8D9bZWgStCH1P3XQ3AE9DfQ/AzL8R6XL9z8sEQdoi3v2PyHdPfGkNvE/d0BrqbDs9T9s6BbeRofzP6nrXGyl/vE/iVxXFF4O9T+fBanwG1HzP6fs7v30+fQ/Lhw40ouJ9D+dza9WodDxP6x5LZBOFvM/QGWaPPA18j+XQe7gO6f2PwQBPCEBjvQ/+G7DmK5z8z+WYyORnsPyPwEC1nOOovk/PfNhiQnP8j+fy5H9aQ/1PxFTVrvO6PI/d9zLu5X/8j+p3rYdWUX0P0vO/2KmnPY/2us93FeN9D/3GuQvFPz0P5cqDzkBZ/U/DmGA/tTq9j8nqVf/8HX0P74BO9E+e/Y/fx2DlqAr9D8NXeX7FkTzPwMsoCJHSvU/qma9bXIH9D9lauk+SL30P43TxFyRcfU/C+TGkMY08z9XR2y6fIPzP1JSy0wmTfM/Ze69team9D9iNL5NF/j2P6oCx8pkRvY/2bj2QwpF8j8TMKmO6kr2P996w7M/HPU/+lseiZmr9T9Z6XZNv9H1P0q+Bggu/fQ/3duRT2fN9D9pXPufz1z1P/tnLFIuOPI/od6jyOJF8z/RNwtscwP4PwG7D4ss4/M/cHXkhzZW8j9JM/ekPXvvP1/vMHSw5fQ/klSZcipC9D8fJdbUE8LzP3TUOOUwEfQ/T7xYottq8T92xGGkpB34P1IGP5YjFvg/wEwA1Wtr+j84SUJi6PPzP0uMJBGdnvM/C+5QmIFS9j8qXX3p5iX0P8Y9OCyyQfM/kGfURcJW9D+rAPAwFovxP+SnNwAppvQ/71TQbEYh8z9JgOy4wTrvP1omEZvMP/U/rOR4ePnH8j8zVffnIVD2PyWdt4ZAEfQ/45ZCXBrl8j8BjQdU3XTyP3op7i0yTPI/WLI0r0En9T+42l6wKTHzPwrG8rGiEvM/Ym5LISam9D8cFpAIE9TyPyu8Yy/6/PU/fTEBo3Ag9j+AGQz/9efzP45Yx7SgAfc/hHnS+ZFb9D+SSbfoZ9D0P6wzrdRoMfE/mQy5VbVB9j9xZNnC0JHyP4JoFbl3g/I/koGRfHUK9T+JC1HB+p71P3qMAlZHyPQ/bSWYPHbX8D9Bs4l9a8fyP9KaciHMO/Y/qeSwnT858z8/ommTKwL1PwAYtMTe7/E/sZcwaDDr9D+1k1+OAs70P4QFF5A8SfU/IzBKCc6O9T8Fl8P8f6/wP7gRQnJXEPU/i6sqUGUx8T/6W8SD637yP3q5/CWFVfk/7+xghe6p9D/fighML/H4PzUX4IsIOPY/dEIkeNXN9D/gCn3wBonyP5o/dLtLjfc/tx7TJJlB8z9KoMU38zX3P/nQpsdDm/Q/5z/Zby069T9D7tZ6GiXzPy+vvxELP/M/smBkKEng9D9UA2kHJyP2P+T9ewUhjvE/HyebrJ/H8j/k41io/TTzP96wXlhfsvM/63HhGW+28D9b3itMDtHyPz/d1E6mAfM/KKUYZWA48z+7FizF6BL2PylLlnElkPM/Uk6cfmWU9T8=\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1037\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1038\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1033\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1034\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.1},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1035\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"size\":{\"type\":\"value\",\"value\":1},\"line_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"#1f77b4\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1225\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1219\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1220\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1221\"},\"data\":{\"type\":\"map\",\"entries\":[[\"xs\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[127],\"dtype\":\"float64\",\"order\":\"little\"}]],[\"ys\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[127],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1226\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1227\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1222\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1223\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1224\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1010\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1023\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1024\"},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1025\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1026\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1027\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1028\"},{\"type\":\"object\",\"name\":\"HelpTool\",\"id\":\"p1029\"}]}},\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1018\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1019\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1020\"},\"axis_label\":\"b*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1021\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1013\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1014\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1015\"},\"axis_label\":\"\\u03b1*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1016\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1017\",\"attributes\":{\"axis\":{\"id\":\"p1013\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1022\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1018\"}}}],\"frame_width\":300,\"frame_height\":300}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  const render_items = [{\"docid\":\"4ef57f22-1384-4085-b02e-89064938dccf\",\"roots\":{\"p1002\":\"fb2fea58-c9db-4030-bbe8-b8a11cd238c7\"},\"root_ids\":[\"p1002\"]}];\n",
       "  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": "p1002"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get contour line\n",
    "xs, ys = bebi103.viz.contour_lines_from_samples(bs_reps[:,0], bs_reps[:,1], levels=0.95)\n",
    "\n",
    "p.multi_line(xs, ys, line_width=2, line_color=\"black\")\n",
    "\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parametric confidence intervals\n",
    "\n",
    "We repeat the calculation for a parametric confidence interval. As we write a function for this, we need to include an `mle_fun` as for `draw_bs_reps_mle()`, but we also need to provide a function that draws new data sets out of the parametric model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_parametric_bs_reps_mle(\n",
    "    mle_fun, gen_fun, data, args=(), size=1, progress_bar=False\n",
    "):\n",
    "    \"\"\"Draw parametric bootstrap replicates of maximum likelihood estimator.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mle_fun : function\n",
    "        Function with call signature mle_fun(data, *args) that computes\n",
    "        a MLE for the parameters\n",
    "    gen_fun : function\n",
    "        Function to randomly draw a new data set out of the model\n",
    "        distribution parametrized by the MLE. Must have call\n",
    "        signature `gen_fun(*params, size)`.\n",
    "    data : one-dimemsional Numpy array\n",
    "        Array of measurements\n",
    "    args : tuple, default ()\n",
    "        Arguments to be passed to `mle_fun()`.\n",
    "    size : int, default 1\n",
    "        Number of bootstrap replicates to draw.\n",
    "    progress_bar : bool, default False\n",
    "        Whether or not to display progress bar.\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    output : numpy array\n",
    "        Bootstrap replicates of MLEs.\n",
    "    \"\"\"\n",
    "    params = mle_fun(data, *args)\n",
    "\n",
    "    if progress_bar:\n",
    "        iterator = tqdm.tqdm(range(size))\n",
    "    else:\n",
    "        iterator = range(size)\n",
    "\n",
    "    return np.array(\n",
    "        [mle_fun(gen_fun(*params, size=len(data), *args)) for _ in iterator]\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To draw parametric bootstrap replicates, we need only to provide the function to generate samples from the model distribution. We directly use the Negative Binomial functionality of the Numpy `random` module."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_nbinom(alpha, b, size):\n",
    "    return rng.negative_binomial(alpha, 1 / (1 + b), size=size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's draw them for Nanog."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████| 10000/10000 [03:04<00:00, 54.20it/s]\n"
     ]
    }
   ],
   "source": [
    "bs_reps_parametric = draw_parametric_bs_reps_mle(\n",
    "    mle_iid_nbinom,\n",
    "    gen_nbinom,\n",
    "    df[\"Nanog\"].values,\n",
    "    args=(),\n",
    "    size=10000,\n",
    "    progress_bar=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have our samples, we can compute the confidence intervals, as we did in the nonparametric case."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.09548128, 57.08437686],\n",
       "       [ 1.4909864 , 82.61622427]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.percentile(bs_reps_parametric, [2.5, 97.5], axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get similar confidence intervals as for the nonparametric case. We can also look at the corner plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"bb3c6a6d-fafe-4a32-8f69-9c33c7ff3468\" data-root-id=\"p1393\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "  const docs_json = {\"52db9d7c-92ae-45bd-9989-b64f132e67b9\":{\"version\":\"3.2.1\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1393\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1389\",\"attributes\":{\"styles\":{\"type\":\"map\",\"entries\":[[\"orientation\",\"horizontal\"]]},\"tools\":[{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1382\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1261\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1303\"},{\"type\":\"object\",\"name\":\"PanTool\",\"id\":\"p1363\"}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1383\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1262\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1263\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1304\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1305\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxZoomTool\",\"id\":\"p1364\",\"attributes\":{\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1365\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"left_units\":\"canvas\",\"right_units\":\"canvas\",\"bottom_units\":\"canvas\",\"top_units\":\"canvas\",\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1384\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1264\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1306\"},{\"type\":\"object\",\"name\":\"WheelZoomTool\",\"id\":\"p1366\"}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1385\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"BoxSelectTool\",\"id\":\"p1265\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1266\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxSelectTool\",\"id\":\"p1307\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1308\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"BoxSelectTool\",\"id\":\"p1367\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"BoxAnnotation\",\"id\":\"p1368\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}}]}},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1386\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"LassoSelectTool\",\"id\":\"p1267\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"PolyAnnotation\",\"id\":\"p1268\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"xs\":[],\"ys\":[],\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"LassoSelectTool\",\"id\":\"p1309\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"PolyAnnotation\",\"id\":\"p1310\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"xs\":[],\"ys\":[],\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}},{\"type\":\"object\",\"name\":\"LassoSelectTool\",\"id\":\"p1369\",\"attributes\":{\"renderers\":\"auto\",\"overlay\":{\"type\":\"object\",\"name\":\"PolyAnnotation\",\"id\":\"p1370\",\"attributes\":{\"syncable\":false,\"level\":\"overlay\",\"visible\":false,\"xs\":[],\"ys\":[],\"editable\":true,\"line_color\":\"black\",\"line_alpha\":1.0,\"line_width\":2,\"line_dash\":[4,4],\"fill_color\":\"lightgrey\",\"fill_alpha\":0.5}}}}]}},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1387\"},{\"type\":\"object\",\"name\":\"ToolProxy\",\"id\":\"p1388\",\"attributes\":{\"tools\":[{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1270\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1312\"},{\"type\":\"object\",\"name\":\"ResetTool\",\"id\":\"p1372\"}]}}]}},{\"type\":\"object\",\"name\":\"Column\",\"id\":\"p1392\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1390\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1239\",\"attributes\":{\"align\":\"end\",\"x_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1248\",\"attributes\":{\"start\":0.9693955367401227,\"end\":1.7530841089252933}},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1238\",\"attributes\":{\"start\":0.0}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1249\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1250\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1246\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1277\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1271\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1272\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1273\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[120],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"AAAAAAAAAACV746Y/AigP5Xvjpj8CKA/X2fW5HoNqD9fZ9bkeg2oP0Uj+gq6D6w/RSP6CroPrD9ticRRWwzGP22JxFFbDMY/le+OmPwIwD+V746Y/AjAP47eF2KMCdE/jt4XYowJ0T+IzaArHArSP4jNoCscCtI/yKs1JnKP2z/IqzUmco/bPxCBSmq+Tuo/EIFKar5O6j/VzSOTUo7pP9XNI5NSjuk/JSc0F1Jq8j8lJzQXUmryP2Z4TRvrDPc/ZnhNG+sM9z+nyWYfhK/7P6fJZh+Er/s/r8DmaHrpAECvwOZoeukAQDjnFLFfSwRAOOcUsV9LBEAUQ0gKGF0HQBRDSAoYXQdAQtSAdKMeCkBC1IB0ox4KQK3a3VX0rgpArdrdVfSuCkBVlGEOsf8LQFWUYQ6x/wtAV+PapMfwDUBX49qkx/ANQKoY4LWaoA1AqhjgtZqgDUCV746Y/AgQQJXvjpj8CBBA8YSEdlapEEDxhIR2VqkQQLR40IIhkQ5AtHjQgiGRDkBCuomHKVkQQEK6iYcpWRBAtzrOInufC0C3Os4ie58LQPav8plAbglA9q/ymUBuCUBmeE0b6wwHQGZ4TRvrDAdAQkcFfuY7BUBCRwV+5jsFQJ7c+ltA3AVAntz6W0DcBUAUtswTW3oCQBS2zBNbegJAle+OmPwIAECV746Y/AgAQH/WIOIl0Pw/f9Yg4iXQ/D95OC61+O34P3k4LrX47fg/4+8RADON9z/j7xEAM433P91RH9MFq/M/3VEf0wWr8z8KcNMzTk/rPwpw0zNOT+s/JLSvDQ9N5z8ktK8ND03nP0waelSwSeE/TBp6VLBJ4T+sZ1lMsZHfP6xnWUyxkd8/SzRxQSoP2z9LNHFBKg/bP19n1uR6Ddg/X2fW5HoN2D+IzaArHArSP4jNoCscCtI/equyvjsLxD96q7K+OwvEP3SaO4jLC8U/dJo7iMsLxT+V746Y/AjAP5Xvjpj8CMA/bYnEUVsMtj9ticRRWwy2P3qrsr47C7Q/equyvjsLtD+V746Y/AigP5Xvjpj8CKA/equyvjsLpD96q7K+OwukP5Xvjpj8CJA/le+OmPwIkD+V746Y/AiQP5Xvjpj8CJA/le+OmPwIgD+V746Y/AiAP5Xvjpj8CJA/le+OmPwIkD+V746Y/AiQP5Xvjpj8CJA/le+OmPwIgD+V746Y/AiAPwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAle+OmPwIkD+V746Y/AiQPwAAAAAAAAAA\"},\"shape\":[120],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1278\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1279\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1274\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1275\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1276\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.2,\"line_width\":2}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1247\",\"attributes\":{\"tools\":[{\"id\":\"p1261\"},{\"id\":\"p1262\"},{\"id\":\"p1264\"},{\"id\":\"p1265\"},{\"id\":\"p1267\"},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1269\"},{\"id\":\"p1270\"}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1256\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1257\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1258\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1259\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1251\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1252\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1253\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1254\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1255\",\"attributes\":{\"axis\":{\"id\":\"p1251\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1260\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1256\"}}}],\"frame_width\":175,\"frame_height\":175,\"min_border_left\":80}}]}},{\"type\":\"object\",\"name\":\"Row\",\"id\":\"p1391\",\"attributes\":{\"children\":[{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1280\",\"attributes\":{\"align\":\"end\",\"x_range\":{\"id\":\"p1248\"},\"y_range\":{\"type\":\"object\",\"name\":\"Range1d\",\"id\":\"p1350\",\"attributes\":{\"start\":46.20169677570474,\"end\":97.43772602852754}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1291\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1292\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1287\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1319\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1232\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1233\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1234\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"int32\",\"order\":\"little\"}],[\"\\u03b1*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[10000],\"dtype\":\"float64\",\"order\":\"little\"}],[\"diverging__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \"},\"shape\":[10000],\"dtype\":\"int32\",\"order\":\"little\"}],[\"chain__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \"},\"shape\":[10000],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1320\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1321\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1316\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_alpha\":{\"type\":\"value\",\"value\":0.02},\"fill_color\":{\"type\":\"value\",\"value\":\"black\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.02},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.02}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1317\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_alpha\":{\"type\":\"value\",\"value\":0},\"fill_color\":{\"type\":\"value\",\"value\":\"black\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1318\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"black\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1328\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1235\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1236\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1237\"},\"data\":{\"type\":\"map\",\"entries\":[[\"index\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"int32\",\"order\":\"little\"}],[\"\\u03b1*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"float64\",\"order\":\"little\"}],[\"b*\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"float64\",\"order\":\"little\"}],[\"diverging__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"int32\",\"order\":\"little\"}],[\"chain__\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"\"},\"shape\":[0],\"dtype\":\"int32\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1329\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1330\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1325\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_color\":{\"type\":\"value\",\"value\":\"orange\"},\"fill_color\":{\"type\":\"value\",\"value\":\"orange\"},\"hatch_color\":{\"type\":\"value\",\"value\":\"orange\"}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1326\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_color\":{\"type\":\"value\",\"value\":\"orange\"},\"line_alpha\":{\"type\":\"value\",\"value\":0},\"fill_color\":{\"type\":\"value\",\"value\":\"orange\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0},\"hatch_color\":{\"type\":\"value\",\"value\":\"orange\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.1}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Circle\",\"id\":\"p1327\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"\\u03b1*\"},\"y\":{\"type\":\"field\",\"field\":\"b*\"},\"size\":{\"type\":\"value\",\"value\":2},\"line_color\":{\"type\":\"value\",\"value\":\"orange\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"fill_color\":{\"type\":\"value\",\"value\":\"orange\"},\"fill_alpha\":{\"type\":\"value\",\"value\":0.2},\"hatch_color\":{\"type\":\"value\",\"value\":\"orange\"},\"hatch_alpha\":{\"type\":\"value\",\"value\":0.2}}}}},{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1337\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1331\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1332\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1333\"},\"data\":{\"type\":\"map\",\"entries\":[[\"xs\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[133],\"dtype\":\"float64\",\"order\":\"little\"}]],[\"ys\",[{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[133],\"dtype\":\"float64\",\"order\":\"little\"}]]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1338\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1339\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1334\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1335\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.1},\"line_width\":{\"type\":\"value\",\"value\":2}}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"MultiLine\",\"id\":\"p1336\",\"attributes\":{\"xs\":{\"type\":\"field\",\"field\":\"xs\"},\"ys\":{\"type\":\"field\",\"field\":\"ys\"},\"line_alpha\":{\"type\":\"value\",\"value\":0.2},\"line_width\":{\"type\":\"value\",\"value\":2}}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1288\",\"attributes\":{\"tools\":[{\"id\":\"p1303\"},{\"id\":\"p1304\"},{\"id\":\"p1306\"},{\"id\":\"p1307\"},{\"id\":\"p1309\"},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1311\"},{\"id\":\"p1312\"}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1298\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1299\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1300\"},\"axis_label\":\"b*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1301\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1293\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1294\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1295\"},\"axis_label\":\"\\u03b1*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1296\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1297\",\"attributes\":{\"axis\":{\"id\":\"p1293\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1302\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1298\"}}}],\"frame_width\":175,\"frame_height\":175,\"min_border_left\":80}},{\"type\":\"object\",\"name\":\"Figure\",\"id\":\"p1341\",\"attributes\":{\"align\":\"end\",\"x_range\":{\"id\":\"p1350\"},\"y_range\":{\"type\":\"object\",\"name\":\"DataRange1d\",\"id\":\"p1340\",\"attributes\":{\"start\":0.0}},\"x_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1351\"},\"y_scale\":{\"type\":\"object\",\"name\":\"LinearScale\",\"id\":\"p1352\"},\"title\":{\"type\":\"object\",\"name\":\"Title\",\"id\":\"p1348\"},\"renderers\":[{\"type\":\"object\",\"name\":\"GlyphRenderer\",\"id\":\"p1379\",\"attributes\":{\"data_source\":{\"type\":\"object\",\"name\":\"ColumnDataSource\",\"id\":\"p1373\",\"attributes\":{\"selected\":{\"type\":\"object\",\"name\":\"Selection\",\"id\":\"p1374\",\"attributes\":{\"indices\":[],\"line_indices\":[]}},\"selection_policy\":{\"type\":\"object\",\"name\":\"UnionRenderers\",\"id\":\"p1375\"},\"data\":{\"type\":\"map\",\"entries\":[[\"x\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[122],\"dtype\":\"float64\",\"order\":\"little\"}],[\"y\",{\"type\":\"ndarray\",\"array\":{\"type\":\"bytes\",\"data\":\"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\"},\"shape\":[122],\"dtype\":\"float64\",\"order\":\"little\"}]]}}},\"view\":{\"type\":\"object\",\"name\":\"CDSView\",\"id\":\"p1380\",\"attributes\":{\"filter\":{\"type\":\"object\",\"name\":\"AllIndices\",\"id\":\"p1381\"}}},\"glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1376\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_width\":2}},\"nonselection_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1377\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.1,\"line_width\":2}},\"muted_glyph\":{\"type\":\"object\",\"name\":\"Line\",\"id\":\"p1378\",\"attributes\":{\"x\":{\"type\":\"field\",\"field\":\"x\"},\"y\":{\"type\":\"field\",\"field\":\"y\"},\"line_alpha\":0.2,\"line_width\":2}}}}],\"toolbar\":{\"type\":\"object\",\"name\":\"Toolbar\",\"id\":\"p1349\",\"attributes\":{\"tools\":[{\"id\":\"p1363\"},{\"id\":\"p1364\"},{\"id\":\"p1366\"},{\"id\":\"p1367\"},{\"id\":\"p1369\"},{\"type\":\"object\",\"name\":\"SaveTool\",\"id\":\"p1371\"},{\"id\":\"p1372\"}]}},\"toolbar_location\":null,\"left\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1358\",\"attributes\":{\"visible\":false,\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1359\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1360\"},\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1361\"}}}],\"below\":[{\"type\":\"object\",\"name\":\"LinearAxis\",\"id\":\"p1353\",\"attributes\":{\"ticker\":{\"type\":\"object\",\"name\":\"BasicTicker\",\"id\":\"p1354\",\"attributes\":{\"mantissas\":[1,2,5]}},\"formatter\":{\"type\":\"object\",\"name\":\"BasicTickFormatter\",\"id\":\"p1355\"},\"axis_label\":\"b*\",\"major_label_policy\":{\"type\":\"object\",\"name\":\"AllLabels\",\"id\":\"p1356\"}}}],\"center\":[{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1357\",\"attributes\":{\"axis\":{\"id\":\"p1353\"}}},{\"type\":\"object\",\"name\":\"Grid\",\"id\":\"p1362\",\"attributes\":{\"dimension\":1,\"axis\":{\"id\":\"p1358\"}}}],\"frame_width\":175,\"frame_height\":175}}]}}]}}]}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  const render_items = [{\"docid\":\"52db9d7c-92ae-45bd-9989-b64f132e67b9\",\"roots\":{\"p1393\":\"bb3c6a6d-fafe-4a32-8f69-9c33c7ff3468\"},\"root_ids\":[\"p1393\"]}];\n",
       "  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": "p1393"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Package replicates in data frame for plotting\n",
    "df_res = pd.DataFrame(data=bs_reps_parametric, columns=[\"α*\", \"b*\"])\n",
    "\n",
    "p = bebi103.viz.corner(\n",
    "    samples=df_res,\n",
    "    parameters=[\"α*\", \"b*\"],\n",
    "    show_contours=True,\n",
    "    levels = [0.95],\n",
    ")\n",
    "\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The corner plot is indeed similar to the nonparametric case.\n",
    "\n",
    "We could compute confidence intervals for the other genes, but we will not do that here to save time, since each computation takes about three minutes. In the next part of this lesson, we will parallelize the calculations to make them faster."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python implementation: CPython\n",
      "Python version       : 3.11.4\n",
      "IPython version      : 8.12.0\n",
      "\n",
      "numpy     : 1.24.3\n",
      "scipy     : 1.10.1\n",
      "pandas    : 1.5.3\n",
      "tqdm      : 4.65.0\n",
      "bokeh     : 3.2.1\n",
      "bebi103   : 0.1.17\n",
      "jupyterlab: 4.0.4\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -v -p numpy,scipy,pandas,tqdm,bokeh,bebi103,jupyterlab"
   ]
  }
 ],
 "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}