{
 "metadata": {
  "celltoolbar": "Slideshow",
  "name": "",
  "signature": "sha256:93e67bd3f3e32dffbee07a81cc06c29ea8e8ed4c2d8d5dc2ef012bcf1faf6704"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# mpld3: matplotlib to D3js\n",
      "\n",
      "http://mpld3.github.io\n",
      "\n",
      "- Package by [Jake Vanderplas](https://twitter.com/jakevdp) (hey that's me!)\n",
      "\n",
      "- Reads the object structure of matplotlib figures and converts them to D3js\n",
      "\n",
      "- An extensible plugin system for adding new interactivity\n",
      "\n",
      "- Because it uses mpl, it is *automatically compatible with PrettyPlotLib, ggplot, and Seaborn*"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "#%run talktools\n",
      "%matplotlib inline\n",
      "import matplotlib.pyplot as plt\n",
      "import numpy as np\n",
      "from IPython.display import HTML\n",
      "\n",
      "# CSS formatting\n",
      "from IPython.display import HTML\n",
      "HTML(\"\"\"\n",
      "<style>\n",
      "h1 {text-align:center; color:#111133; font-size: 220%;}\n",
      "h2 {text-align:center; color:#111155; font-size: 150%;}\n",
      "h3 {text-align:center; font-size: 140%;}\n",
      "</style>\n",
      "\"\"\")"
     ],
     "language": "python",
     "metadata": {
      "slideshow": {
       "slide_type": "skip"
      }
     },
     "outputs": [
      {
       "html": [
        "\n",
        "<style>\n",
        "h1 {text-align:center; color:#111133; font-size: 220%;}\n",
        "h2 {text-align:center; color:#111155; font-size: 150%;}\n",
        "h3 {text-align:center; font-size: 140%;}\n",
        "</style>\n"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 1,
       "text": [
        "<IPython.core.display.HTML object>"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "As we saw, matplotlib can be used with the IPython notebook to embed visualizations..."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "x, y = np.random.normal(0, 1, [2, 100])\n",
      "c, s = 800 * np.random.random([2, 100])\n",
      "\n",
      "fig = plt.figure()\n",
      "points = plt.scatter(x, y, c=c, s=s, alpha=0.3)\n",
      "plt.grid(color=\"lightgray\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WvZdcrVTQpJfo6Hi/ru0q7C477oH/+Z//OX6/n8OHX25aVb3ZKC6m0WgQhOoG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\n7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       "text": [
        "<matplotlib.figure.Figure at 0x102064910>"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "But this is annoyingly static..."
     ]
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "The Solution: translate matplotlib to D3js!"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import mpld3\n",
      "mpld3.enable_notebook()\n",
      "fig"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el3233343289336481146574886\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
        "  s.src = url;\n",
        "  s.async = true;\n",
        "  s.onreadystatechange = s.onload = callback;\n",
        "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
        "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
        "   // already loaded: just create the figure\n",
        "   !function(mpld3){\n",
        "       \n",
        "       mpld3.draw_figure(\"fig_el3233343289336481146574886\", {\"axes\": [{\"xlim\": [-4.0, 4.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [-4.0, 4.0], \"ylim\": [-2.0, 3.0], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#D3D3D3\", \"alpha\": 1.0, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 9, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#D3D3D3\", \"alpha\": 1.0, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 6, \"tickvalues\": null}], \"lines\": [], \"markers\": [], \"id\": \"el323334397983696\", \"ydomain\": [-2.0, 3.0], \"collections\": [{\"paths\": [[[[0.0, -0.5], [0.13260155, -0.5], [0.25978993539242673, -0.44731684579412084], 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        "   }(mpld3);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
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        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
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WvZdcrVTQpJfo6Hi/ru0q7C477oH/+Z//OX6/n8OHX25aVb3ZKC6m0WgQhOoG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\ntddeQ6vV8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       "prompt_number": 3,
       "text": [
        "<matplotlib.figure.Figure at 0x102064910>"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# What is this actually doing?\n",
      "\n",
      "## Using the [mplexporter](http://github.com/mpld3/mplexporter) package to scrape info from the matplotlib object\n",
      "\n",
      "## Outputs a JSON representation of the figure"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mpld3.fig_to_dict(fig)"
     ],
     "language": "python",
     "metadata": {
      "slideshow": {
       "slide_type": "fragment"
      }
     },
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "{'axes': [{'axes': [{'fontsize': 10.0,\n",
        "     'grid': {'alpha': 1.0,\n",
        "      'color': '#D3D3D3',\n",
        "      'dasharray': '2,2',\n",
        "      'gridOn': True},\n",
        "     'nticks': 9,\n",
        "     'position': 'bottom',\n",
        "     'scale': 'linear',\n",
        "     'tickformat': None,\n",
        "     'tickvalues': None},\n",
        "    {'fontsize': 10.0,\n",
        "     'grid': {'alpha': 1.0,\n",
        "      'color': '#D3D3D3',\n",
        "      'dasharray': '2,2',\n",
        "      'gridOn': True},\n",
        "     'nticks': 6,\n",
        "     'position': 'left',\n",
        "     'scale': 'linear',\n",
        "     'tickformat': None,\n",
        "     'tickvalues': None}],\n",
        "   'axesbg': '#FFFFFF',\n",
        "   'axesbgalpha': None,\n",
        "   'bbox': (0.125, 0.125, 0.77500000000000002, 0.77500000000000002),\n",
        "   'collections': [{'alphas': [0.3],\n",
        "     'edgecolors': ['#000000'],\n",
        "     'edgewidths': (1.0,),\n",
        "     'facecolors': ['#00A0FF',\n",
        "      '#FFDA00',\n",
        "      '#00E4F7',\n",
        "      '#EDFF08',\n",
        "      '#FF2C00',\n",
        "      '#15FFE1',\n",
        "      '#93FF63',\n",
        "      '#0000A8',\n",
        "      '#12FCE4',\n",
        "      '#FF7A00',\n",
        "      '#96FF5F',\n",
        "      '#0000F5',\n",
        "      '#0000AC',\n",
        "      '#FFC000',\n",
        "      '#001CFF',\n",
        "      '#0000FA',\n",
        "      '#00007F',\n",
        "      '#BA0000',\n",
        "      '#004CFF',\n",
        "      '#BF0000',\n",
        "      '#EAFF0C',\n",
        "      '#D10000',\n",
        "      '#0074FF',\n",
        "      '#F7F400',\n",
        "      '#0078FF',\n",
        "      '#007CFF',\n",
        "      '#FF2C00',\n",
        "      '#BAFF3C',\n",
        "      '#A0FF56',\n",
        "      '#FF8500',\n",
        "      '#FF9F00',\n",
        "      '#840000',\n",
        "      '#FFDA00',\n",
        "      '#0058FF',\n",
        "      '#02E8F4',\n",
        "      '#00D4FF',\n",
        "      '#D4FF22',\n",
        "      '#8D0000',\n",
        "      '#FFDA00',\n",
        "      '#9AFF5C',\n",
        "      '#0088FF',\n",
        "      '#000088',\n",
        "      '#009CFF',\n",
        "      '#0000B1',\n",
        "      '#0070FF',\n",
        "      '#FFDA00',\n",
        "      '#F4F802',\n",
        "      '#FF9F00',\n",
        "      '#004CFF',\n",
        "      '#0014FF',\n",
        "      '#DA0000',\n",
        "      '#FF3B00',\n",
        "      '#79FF7D',\n",
        "      '#0074FF',\n",
        "      '#08F0ED',\n",
        "      '#7F0000',\n",
        "      '#FF3400',\n",
        "      '#00C4FF',\n",
        "      '#000CFF',\n",
        "      '#A30000',\n",
        "      '#F4F802',\n",
        "      '#80FF76',\n",
        "      '#FE1200',\n",
        "      '#25FFD0',\n",
        "      '#910000',\n",
        "      '#FF3000',\n",
        "      '#FF4A00',\n",
        "      '#70FF86',\n",
        "      '#FFAE00',\n",
        "      '#7F0000',\n",
        "      '#1FFFD7',\n",
        "      '#3FFFB7',\n",
        "      '#0004FF',\n",
        "      '#00C8FF',\n",
        "      '#9A0000',\n",
        "      '#FE1200',\n",
        "      '#42FFB3',\n",
        "      '#0000D1',\n",
        "      '#E7FF0F',\n",
        "      '#0000C3',\n",
        "      '#00DCFE',\n",
        "      '#2CFFCA',\n",
        "      '#00DCFE',\n",
        "      '#FF7E00',\n",
        "      '#0000D5',\n",
        "      '#D4FF22',\n",
        "      '#0024FF',\n",
        "      '#0048FF',\n",
        "      '#32FFC3',\n",
        "      '#AC0000',\n",
        "      '#FFD700',\n",
        "      '#960000',\n",
        "      '#0014FF',\n",
        "      '#93FF63',\n",
        "      '#A6FF4F',\n",
        "      '#80FF76',\n",
        "      '#008CFF',\n",
        "      '#910000',\n",
        "      '#7CFF79',\n",
        "      '#B60000'],\n",
        "     'id': 'el323334398123792',\n",
        "     'offsetcoordinates': 'data',\n",
        "     'offsets': 'data01',\n",
        "     'pathcoordinates': 'display',\n",
        "     'paths': [([[0.0, -0.5],\n",
        "        [0.13260155, -0.5],\n",
        "        [0.25978993539242673, -0.44731684579412084],\n",
        "        [0.3535533905932738, -0.3535533905932738],\n",
        "        [0.44731684579412084, -0.25978993539242673],\n",
        "        [0.5, -0.13260155],\n",
        "        [0.5, 0.0],\n",
        "        [0.5, 0.13260155],\n",
        "        [0.44731684579412084, 0.25978993539242673],\n",
        "        [0.3535533905932738, 0.3535533905932738],\n",
        "        [0.25978993539242673, 0.44731684579412084],\n",
        "        [0.13260155, 0.5],\n",
        "        [0.0, 0.5],\n",
        "        [-0.13260155, 0.5],\n",
        "        [-0.25978993539242673, 0.44731684579412084],\n",
        "        [-0.3535533905932738, 0.3535533905932738],\n",
        "        [-0.44731684579412084, 0.25978993539242673],\n",
        "        [-0.5, 0.13260155],\n",
        "        [-0.5, 0.0],\n",
        "        [-0.5, -0.13260155],\n",
        "        [-0.44731684579412084, -0.25978993539242673],\n",
        "        [-0.3535533905932738, -0.3535533905932738],\n",
        "        [-0.25978993539242673, -0.44731684579412084],\n",
        "        [-0.13260155, -0.5],\n",
        "        [0.0, -0.5]],\n",
        "       ['M', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'C', 'Z'])],\n",
        "     'pathtransforms': [[28.3790117504894,\n",
        "       0.0,\n",
        "       0.0,\n",
        "       28.3790117504894,\n",
        "       0.0,\n",
        "       0.0],\n",
        "      [12.544108538668796, 0.0, 0.0, 12.544108538668796, 0.0, 0.0],\n",
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      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# This is interpreted by ``mpld3.js``\n",
      "\n",
      "## ~1500 line JS library"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# mpld3 produces a *pure client-side view* of a Matplotlib plot\n",
      "\n",
      "## No requirement for a server-side callback!\n",
      "\n",
      "## Easy to embed on any static website"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# But there's more... mpld3 allows you to add plugins:\n",
      "\n",
      "## Plugins = endless possibilities for interactive behavior!"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# Tooltip Plugin:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from mpld3 import plugins\n",
      "\n",
      "labels = ['Point {0}'.format(i) for i in range(100)]\n",
      "\n",
      "tooltips = plugins.PointLabelTooltip(points, labels)\n",
      "plugins.connect(fig, tooltips)\n",
      "fig"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el3233343289336488453860783\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
        "  s.src = url;\n",
        "  s.async = true;\n",
        "  s.onreadystatechange = s.onload = callback;\n",
        "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
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        "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
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        "   }(mpld3);\n",
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        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
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        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
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        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
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WvZdcrVTQpJfo6Hi/ru0q7C477oH/+Z//OX6/n8OHX25aVb3ZKC6m0WgQhOoG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\n7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       "prompt_number": 5,
       "text": [
        "<matplotlib.figure.Figure at 0x102064910>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# Linked Brushing plugin:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.datasets import load_iris\n",
      "iris = load_iris()\n",
      "\n",
      "# dither the data for clearer plotting\n",
      "iris.data += 0.1 * np.random.random(iris.data.shape)\n",
      "\n",
      "fig, ax = plt.subplots(4, 4, sharex=\"col\", sharey=\"row\", figsize=(8, 8))\n",
      "fig.subplots_adjust(left=0.05, right=0.95, bottom=0.05, top=0.95,\n",
      "                    hspace=0.1, wspace=0.1)\n",
      "\n",
      "for i in range(4):\n",
      "    for j in range(4):\n",
      "        points = ax[3 - i, j].scatter(iris.data[:, j], iris.data[:, i],\n",
      "                                      c=iris.target, s=40, alpha=0.6)\n",
      "\n",
      "# remove tick labels\n",
      "for axi in ax.flat:\n",
      "    for axis in [axi.xaxis, axi.yaxis]:\n",
      "        axis.set_major_formatter(plt.NullFormatter())\n",
      "\n",
      "# Here we connect the linked brush plugin\n",
      "plugins.connect(fig, plugins.LinkedBrush(points))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "/Users/jakevdp/anaconda/lib/python2.7/site-packages/numpy/oldnumeric/__init__.py:11: ModuleDeprecationWarning: The oldnumeric module will be dropped in Numpy 1.9\n",
        "  warnings.warn(_msg, ModuleDeprecationWarning)\n"
       ]
      },
      {
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        "</style>\n",
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        "   }(mpld3);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
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        "      });\n",
        "    });\n",
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        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
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        "            })\n",
        "         });\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
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QpYMGMWv27CO2Zj9V8Hq9vPPSS5yXm3uwFXy2w8HmxkbefuMNbvjpT0lJSWF9\nTQ1nKgojDAYqRZGVsRjJri5Ug4FMUaTYZEJMJNApCi5VJSYIeAFHLIZoMFDrdhMXRSrWryep01E+\neDDZOTmIqor8Bf1gjoTD4WD81Kn4PB4Cfj/TZszg9MmTtQf9KcyypUt56o47yKutZUZqKnva21ke\nCHC2Xo+/rg7V4UAvCAwXRbYnkxQZDLREo+wXBCzADrqLX5U6HET0eoYXFLCzpQVRFFFVlVWrVrF0\n0SIqd+8mUF9PLBDg0owM7KKIoqqoisKKQID33nmHS+fMOdHLofE1SSaTjB81Cm9tLZPoDnwUABPd\nrtrldGd21AFjZ85k/rvvfmtl2T/LSR+UuXHjRmI1NZxWWEios5NMi4XBViupkQgVLS3IioLs8/HR\nRx99Jb+exWLhyZdeYuyFFxLIycFoMqE3GBiYl8fgrCxSLRaEeJwut5toIoHRbKY1kUCyWMh3OulX\nUMDGcJhAMklaZiZN0SibolFG9/xKCMfjtEgSIz7TDt3j8eB2u1FVlbFnnEFVZycAkUSCpvZ2Skwm\nZEkiNzeXHU1NVO/bR+revfTr7KTjgw/4/c9/zr59+76RNe5NVFVV4VLVg8bEfynPyGDzqlV4vV6e\nfuIJivR6Go1GlioKbaKIxWLBaLGgT0khOyUFRBGj0YhVpwNRRKeqBAUBVJUar5c2o5FUq5V8s5lc\nnY6qbdtwezw0CQLDR448KplVVeXJhx9m/gMPUNzezqhkku3z5vH7X/2KYDB4PJdHo5cgyzKvPf88\nA1WVAr2egNeLIR6nWBCIyDIWQSAaCNAejaIXBOKKQnF2NnU6HV5RJCpJCDodswsLMdtslObkoAJ1\nqkpJWRlPPvoor/zxj6Tu389ESSLe2EhzRwdWnQ6TJGHR6/EnEowrLmbZokUnejk0joGrL7+cjp07\nyQCK6d4FcNNduEqiuyrmeqBk7FgWLFx4QjtXn/Q7FHt37yanZwF1koSsKOhFkSxRZFVlJRt270aO\nRnnzkUfYuHw5v/zd774wGv+/FBQU8NCTT1JTU8MlU6aQLwg4emIsclNTqYjF8MXj7GtuJqyqrAEu\nLilBEATOHDCA/8gyC2trGZSeTqOi4DAYEESRzY2N1AFz/vd/D8pQV1fHc489RsOePQDklJYy5wc/\nYPPq1axsaMCl1xOKRmlSFPoOGoQgSazas4cpJhNuUcRpNpObno61vZ1XnnuOO//0p29srXsDRqOR\nxGGOh+IayzRpAAAgAElEQVRx6hob+enll9O8fTvRSASj2cyo9HQORKNEw2GEeJyOlhb6uVyEw2F8\nsoxZELADWwWBZlVlj6pit9u5csIEttfVsaqzkyJJoise59+7dnHZzTcfdYfH6upqdnz8MecVFh6M\nx8iy21lRV8dHH37IRUfhPtE4OfD5fMS8XtKsVtpkGTUSwanX0xSLkSHLSIqCqNMREQQ8QJsss1qW\nyezfH7mzE0csRl56Oru6unDr9YxPTeWVqioSOh0P3Xor+yoqOD8vj+ysLExmM5NKS1m5fTsbPR5G\nOhwEEgkEh4PiwkIaPtNdV+PkIJlM8v3LL2f1ggUU0+2abaG7EqaH7gBMuee4Pi2NT1atOqZy2seD\nk96gSHW5qJZlAHILC2mtrCTXZmNPOAyJBKc7nXQ5HEwoL6eyvp6H7rmHBx9//IhbzaqqoqoqVZWV\ndIVCfBKJdFdltFpJsdvxOBw4TSbaCgsZN2kSU3NzeeP552lvakIEknl5PHLvvQwZOhSHw0FFRQXb\nNm3CZDZz7emnU1RUBHTHftx32230i0YZnZeHANQ0NvLEfffx+7/8he3btrFjwwbsbjdpFguFxcU0\n+XxYZRlREJDMZiw93SxLMjL49/btJBKJU7oJ0KBBg4jY7TR3dZGbkgJ0dxF9b/duQm1tlEkSllgM\nJZFAFEU+7OggHzhTr6dNFNHl5bHG7WZ8YSERjwd/OEy7ouDW65lx/vkMHDIE/yefUJ6VRUlGBpWt\nrdS0thKKxykaPpxrr7/+qN0Ue/bsIVtVDymgBlCSksLW1as1g+IUxGq1ouh0OB0OqlUVq6pSE49j\nVBTaAJeqYlMU2iIR9phMOPv2JT8/nxSDASEnh5zSUnIzMxlkt6PX60kmkzQsWsQMl4vOUAir0YjO\n42Hrxo2MmzSJgYMHU1NXR42qknA6ycvKIic3l+2trYw577wTvRwaR4miKFxywQUc+OADZqoq6XTX\nl6jpOZ9Dd5robsBeVETF3r294rl/0hsUk04/nXdeeom2QICioiK6vF52Nzez0+djgiRR6/FQPmwY\nAjAwK4tFBw5QXV1NWVnZ58ZqbGzktZdeYuvatXT5/YTdbi7My6O1rY3qSIRtXV0kEwlmjRpFoyTx\nm3vuOdiI6owzzqCqqgpFUSgvLz8klXDEiBGfc3EArFyxAmdXF+UFBQePlbhcdDQ2snH9ei657DLO\nv+ACKisrefA3vyHZ2IhBFOmMRGgzmRg6YsTB0s/RRAK90XjCfGffFgaDgV/eeSd/+f3viVdUUN/Q\nQGc4jC8QYKTZTHF6Ov54nL2CgCUaJS4IZJpMeJJJ4gYDZw4fTt9olFd37qR8+HAisRjFZWU8cPPN\n9O/fn82bN/PC0qWoqookigzOzWVwbi7rGxoYOH3614p5MJvNxA9zPJJIYHU4jn1RNHodJpOJSeec\nw/Z336VgwADeWb6cBlnGTrevu0VVSVVVZEnCbLEwOCODETNnMmnKFEpKSnB8Ri+efuwxhlmt5Kem\n4o/FSAgC6RYLjaEQ7s5OMjIzyS8rY3djI8aCAgSTiQ0tLXS5XPxMi584qUgmk1x9xRWsW7wYF93Z\nHIOA0p7zq+kuYtUBpPbpw+6qql5hTMBXMCjuuuuug/+eOnUqU6dO/QbFOXpcLhdz776bx++/H2Nr\nK2Rlsd7tRjAYyLXbSTOZ8NTWsi0YZMSoUdgEga6uLqB7J6K+vp5gMIjVauW+226jTyjE2HicTdu3\nI0ejrDCZyBYEBtnt5FmtLI9EaI3HGTNz5kFjAkCv1zN48OCjkr3xwAHSD6MILqORxpqag//v378/\nf3ziCT5YtIgDVVXYAgFSjEbSelpkq6rK1tZWJl900ZdueS1btoxly5YdlZyf5UTrxIABA/jRr37F\n/XPnMqGggFybjeXLlxOMRlnZ2MgwSaLIZKIuEkGvqrQpCgWpqYwfMwajwYDc0IASDBITBEadeSbT\nZszA7/fz5vz5mMxmDAUFrK2vZ3h2NgZJoqqtjTa7nbkzZ34teceMGcO/DAY84TBpFgsA8WSSPeEw\nPzrnnOO5NEfNqaAPvZWrf/hDHnW7ee2557DrdIyWZfLo3rauB/qrKn0zMtgkSZSYzTz/+OO89eqr\nOBwOzp09mzlXXnkwkLxh/36KezK6Slwulul0uONxDKpKOBwmqSi4LRZuuOMOQh4PbR0djBo9mukz\nZnylYPRPo+nEiUOWZSaNGUPXtm2Mo9uQaAZ2AYOBfnRXwKwFcocOZf3mzd9KzMRX1YlTprBVIpGg\nqqqKrVu3svrll4m53bg8HorNZlSgIRikz/DhrIzFmHHlldTs3s3WLVswKwpZVivbGxspFwT6WSy4\n6+po7+xEl0iwXVVJ0elQ9Ho6FIWEXs+YWbO478EHjzmrYsH8+Sx88EEGmUxYbDays7OR9HrWNTYy\n8gc/4JLLLjvsdU1NTdz/29+ia2/Hpqp0CgLZQ4bwf7//PdbD9Lc4Eidr0Zrbb7qJ3OZmitLSaG1p\nYfPy5ZgjEdYpCmdbrZhFkVAyyUvhMJPT07lw5kwikQhrV64kEY2y02DAZLFwoLmZuKJgMRgYX1RE\nblERzTodxYMHU19ZSTwWY/j48Vx13XXH9HmvW7uWpx94gIx4HJ2q0iYInHHppVx97bW9KtPjZNWH\n3kh7ezv33nMPq158kbJoFEFVSVNV9KpKgyCAJFFis7HObKbL68UYj5NrtRI0GknabAyeOpUHn3gC\ns9nM0489hnvJEobm5qIqCpv37eOTnTvRx+OUlJcjZ2Qw5pxzuPFnPzvufnRNJ74dYrEY/QoLkdvb\nmUJ3cao0ujM4Wul2eQwBFgsCky65hJdfffWEBWB+Z9qXP/XIIwQ++YQUs5l31q5lgKJgiUVpCgXZ\nptMRTU1jRmk/ggcOEA8G6TQaOX3oUJZv24ajsxNJVXFZrbgDAfJUlRZBICGK2AWBRsCr1zN57Fha\nTSamzZlDeXk5AwcO/NwW5RfR1dXF5s2bqa+vZ+Frr1G/YwfDFYUMvZ640Uhqv37U2O08+PTTpKWl\nfeE4iUSCrVu34vF4KCgo+NqFa07Gh4Wqqlw+cybnpaQQj0aRZZndmzcT6OjggKoy2GLBAGyIx6mV\nJHJUlYEmE0okgk6WqRNFdiSTpMsyJYKAtWc++yWJ8ydMoDg/n8WdnTj7F1G1vwqDXs/Maefyo+//\n6Ct/zofD7/ezZcsW4vE4AwcO7JVpviejPvRGFi9ezP/97w0kG5vor6jkAX5BQILuqrc6HZU6HUlB\noFWSGB4OkymKOMxmQopCpU5HJCuLS3/2M+bMmYPH4+E311/PUEEg3tEB4TCN8Tg7gOziYn5y661c\nfMkl38hcNJ345olGo2Q6HLgSCQqA0YAXiAFOurvSvgvdbtjZs3ll/vwTKO13yKB48bnnaHj7bYbn\n5XGgvZ231qykS03giydIiCI2WSHHYKZcb2RQSgq+ZJL3OjpwKArp4TAmWcYgioQVhQxBoFoUMel0\nZMsyFqORFQYDP5o6lfWbN7MlkWDi8OH49Hqu+PGPOedLtsQ3bdrEE3/8I65YjPrKSjrCYXLy8lAS\nCbxdXYRjMaT8fJ57442jziT4upyMDwu/388548czrKuLdEkiqiiEEglkr5d1ikJUEEgqCnpVRS+K\nGFWVhChiVlXcikKaxUJbMMiZdPshPXRXyVSBiMnE7RddxKP/eR8538mI3DQiqFR3RRg0ciLPPvbs\nKR2ncjLqQ2+jtraWs6dOZKDXhxyJISYVhtAdQLef7oJECSAhSRRZrXQFAkwDbCYTZoOBpKKwJxRi\nlSgytrSUaFoagWCQQquVXZWVhAIBTBYLw/r2ZcaQIciKwtJQiCfmzcPS41I7nmg68c0SjUbJsNux\nJZOk011KeyrdgZdNdBffCwHrgAk9dSZOZGoo9NLS2//NpjieW3STpk7lvgULKIvHIRJm7MAcNjZ7\nyPAEyJUkiu0mKtt8bAqE6GOzYUwksMdiZBqN1CgKfYFcnY5WVcUH1CkKAxQFSafDardj1OnYvWUL\n5UYjPkGgxGolw2bj9cceo29JyWGDPQGCwSBP3ncfk61WHE4nSkUFE1JTWdXezrDhwylxuUgqCh92\ndBzsIKhxeJ557DEKzWbcfj/lJhOSKNLk97PFZMIdjZIrCIw2magCBvek6HmALJuNRDjMO7EYJrr/\ncH3AGCCV7l8EH8VizF+1CoucYEhxJmW53btEpf4w765ezoYNGzjttNNO0Mw1ejuKovCPV/6B4PfT\nx2IgEoqyQ4BNaneK33i6A+r2CgJVQK1OR64oYpAkTAYDKhCIRnEBkqIwOiODT+rr6R+NMmT4cHLS\n0zE6HOyKxeiTmXkwnT3F42HXrl2MHTv2hM1d4+sxbcoUCpNJRgKFwD5gCzCS7udSlG53x/TLLmPe\na6+d8NTQI3FCDAq/389r//wnq5YsIZlMMuK007jy2mu/sBT10VBaWspFN9zAm88+S6y+jg4hTNQb\nZOLIvnTsbUEnCPSzm/GH/ewNhymWZQTAmkjgMhjYkEjQIcs0qSoGUWSo0Yggy7hcLjr1elyShDEc\nJhSL4gkF2bx9E8OLSuhrNLF0yZIvNCi2bNlCajSKKyODaDQKgE4Q6G8wsKe+nmF5eQeNK0VRjnkd\nTlV8Ph/rPvqIgckkG0IhXvF4yDabSZpMdLpclDqdFDU24pQkgh4Pdr0ei8NB3OfDZDAgRSLYVRUv\n3YFN4+ju0AeQQrePsqKtDbPTTG7a/y9r7nJYyDYIrF6zWjMoND5HXV0dr734ItvWr2fTzm3oEkl0\nehEVgaE6gQ+TCpPp3sIOASZR5MzCQg7k5NC2Zw+xWAxZUVBVFUFRaFFV9JJE3GwmTZYpsVpp6Oku\nnCJJDBFFdjc0MKonBV1Hd0CfxslDMpnk9ttvY9+GDZwFWOneverXc34ZkEe3MVE0YgQv/+tfvdqY\ngBNgUCQSCf54++3oa2o4PzsbSaejcsMG7qmo4L7HHye9J3PhWLjgoosYP2ECf3n4LzTsXsawvFQy\ni7NIhGP4DnRgViHHZKTO7+8uly0IxGQZvyRxcWYmPp+PQCSCX1XxyTKp6ensSCQImkwMTUkh1N5K\n3GEk4bIyeFwRHY3t+NoV9D3VLQ9HPB5Hr6r4o1Fau7oI6PX4IhEMkkS8p5RzjdtNTmnpEWMnvutU\nV1dTv2cPI8xmzsvOJphIUBMIYHc6ySwqwpmTQ3F2NlIyiWXHDpx2O3pVBZ8PVRRxpKWha28nnEwS\nobsxWFLocXeoYNLpCCsKRRl2bCbDIfcWIkks5uO/paxxctPW1sYfbrmFfvE438vLI62pgffbO2gO\nRLGKAglVoYju4DoPoDdKGNPs2Kx6TKKIs6iI7Y2N5AaDmBWFFlmmShQZ0a8fTaEQ0WQSyWQiEYuR\nV1yMZ98+LCYTiZ7nRjAWw63TMWjQoBO5DBpHybXXXMXmT5aQAhjoNjb/W4KslO4eHQ2AlJnJqo0b\nTwpX67du7mzZsoVITQ3jCwow6fXdQSY5Obj8fj5esuS43SczM5O5P5+LRbDhi3db7lmlOYSMetr8\nUSImM9GUFD6WJNpNJmpsNoanpFBgtVKSnY3d5WLKqFG4S0rIuvBCAgMHUtSnDx3hIHsFhU06kVFD\nizFbTeSW5VAb8ZOSmfmF8vTv35/1TU28vHQpW7dupSMS4b3OTtZ4vVhtNjY0NbFLELju5z/vVVH/\nvY0Nq1ejF0UESUIEHHo9w9LSCHq9qCYTYyZPplNRKC4uZni/fuyKRBB1OhSLha5Egop4HDE1FYOk\no5PuFD6/Cm0ItBsk5FQbluxsCCvEQt07SagqHc1uWiMqF1xwwQmcvUZv5IP33ycvHGZgdjY6UWRM\naRlpFjNbZYV6QaBDEGigO1LfaDWRkmYnb3AhpOsJJeL87PbbsZeX4y0spNrlospkwuR04vf58NXW\nst/r5b3WVsxpaRQVFyPb7Wz2+bDabGxvbubDjg6u/OlPjylgWOPbQ1EUHrzvPla/9TaFqMhCd9dQ\nPd0dQ310pxW7gU69nur6+pPCmIATsENRU11NxmG+MPOsVqp37Tqu98rJyeHOX93NL667BnNnNWlG\nAw5bGsbMPiz1eJh17bX88LrrqKqs5OG772bHjh3sd7sJ6vX0LykharNx5113cc7MmYTDYVatXMlD\nD92LL9tAvqqQbjcTiMTZ39GFvyiNrJ722YejtrYWqyzTT1HI1OuRLBaqkklWCQLjp09nwJAh3HTW\nWbhcruO6BqcaNXv2cPrAgaypqmKIJJGu19OZSFCRSDBnyhTOu+AC1nz0EUsrK+mTkkKDw8G/2too\nzMpCn55OXTiM1efjwuJCDogxWprdFCkqssnA8BnDWFnZzOQx02lrqGf56gqy7QYi8SR1CYErbvjJ\nIbVHNDQA9u7YQeGnvszTXS6+N3osL6xZQ5WSxBRXCUkCXpOBghQLMbMByWKkqs1Hat8yLr70UgYP\nHcqqZcsIBQIs+eADlM2bOd1gwKTXkxWJsDMYZKvfT0E0ipyfj5yXR/m4ceTk53PFWWdRUlJyAldA\n42hY8OabLP3HPzjDoKOf09a9c+6PAN27WCFgKxCUJDr8/kOKJPZ2vnWDwpWVxZbDRId6IxEyvoGH\n9aRJk5j31ns8cMcdHGhqot3XSm1LE47yXFZWraL54RZ+8cNf8IfHHuPO++6kYvs2hFicWpOOuXPn\nck5P4SGLxcKMs89ma+VW1FEKvmYvGxdvQUnKlMyZyBBP4og9Qpa8/TYzBwzAlEzS3NBAJB5naHEx\nBp2O8y6+mNGjRx/3uZ+KZOTkYGhvZ/rYsWzev5+dwSDpTid9Cgo47bTTqKmtIezUsTcssLJ2Lwaz\niUv+7/8YO24cmZmZvP/WWygbNhDvbCUzTWa300p1ixclGmdfbTvWfgVcduWVDBs2jMULF7Lyww/x\nd7Rhd0rs7KzgZ7f/jDnnzqEgr4AF7y+g6kAV6c50Zk6eyZTJU7Tdpe8gmbm5VG9YT30sRCwew+lw\nYrfYKchMx52fga/Di90g0yHq+E9HF7ZkgnBVHQmHmTEWM4qiUFZWRllZGdFolI3LlzNm7Fja6uvx\nxGJklpZyYUoKrx84QJXTybgLLuA3M2cedcEqjRNLPB5nzlVzWPfJR4xRZMLhON42D5MyUlgNbA5E\n0KnduxSl48axedkyTD1BtycL37pBMX78eP5ts1Hv8VDYEyvgDoXYp6pc8TUrEUJ3xkgsFsNgMHwu\ncGXgwIHcfMcd3P7Qb7Ce5+SS2eWEvCEq366kydjIXX+7C0VWMA80MNDeF51BwlLoYsFHCxg8eDBm\ns5mPl3/Mh6uX0FDfSGRTmCv+eDkT5kwEoHZ7LbvnVTLyCF0ofW43/cxmUi0WMj9leDQ3NBAIBL72\nvL9rzJw9m0fWrWNaVhZzxo1DVVX2dXay324nIyODe568m4m/moA9bQZr31zFhtdX8PjjD9Jv1XCu\n/t7V7KusxFhXixoJEmwIMGhwAcPLctlS04rp3FFYfTbGjx+PyWTiiquuor6jCYPNyYQrT8NsM9PR\n0Mljf3qMZDTJhB+OZ/o1Z+Jr8/GvN/9Fa0crl196+YleIo1vmZgOlrkbmV6agVFUaWxtpKbCTW2G\nje8/diE5adk888tnMTiNCGoWajBGbroF+4AMdD6Rdxa+w+wLuvu5RCIRRFmmuLCQ4sLCQ+4zyGjk\n5t/+tlfWL9E4MvF4nJIBfdGZYxiNAmqeE6E9grctRKrHz/TcdJb5gtQjcM3VP+TBBx860SJ/LU5I\nHYrq6moevf9+4u3tSEDMYuGHN93EhIkTj3osVVX5eNnHvL3kLbwhHzajjVlnzOK8c847aFgEg0Fu\nv/c3KGNk2sJt+La2IAfi2Aa4qN/UitGop2FxNeV6Hf2ynKTmpLM/FKFaSZCemks4EsI1LJ3zbpxF\ndkEWi55cxIb3NjJu2jhERYchYOCXN/ySPn36EIvFCIVCOJ3OQwybpx97jPYPPmDEpzJZZEXhnaYm\n7nrqqYMNw75tekuO+abNm3jm5b+zfd0GpKTK2NNO5xe/uoU+ffp87r1LPviA1/7+d6yJBFFFIaWo\niLm3387HKz6mNrWG/pP688rPn0VXVUNxtg1Pk5/mmEikIJPOVg8j9DrGlefhbvfQsLseRVbYLoPQ\nt4gH73iQs88+m127dvH4Px5n/d51nP7rSWSkZdC/X3+MRiMv/OZFnANSuPj7/7+pVzQUZeHv3uex\nux4jpadp2clIb9GHk4FQKERjYyN/fOqP2EdaWfHUQlIlAUUn4BMFQkkYdfko+o0uJVgR4t83Pccg\ns548hwnRacZjsZFz7hhoN/DMn585mOF103XXMTQaJftTbhRvOMyKeJyn5s371vs2aDpxbESjUXKy\nXGRFIwzMsiEqCuFoEq/dSF8VlOYAFouJpXGZibMv4h8vzTvhdSa+jF5Vh6Jfv3488txz1NbWkkgk\n6Nu3LwaD4csv/BSBQIBwOMzWHVt5Y+0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GXz16sLp2yJOYmMg111yDw+FgyY+WEMwOkH5J\nGl6nhz9tfpY9B/fw63t+zX233ceLb77IY/c/TmdnB2kdDswxsdhsNhqbGpG0EiqLCU1COJ21XWRd\nlIW92c6Op3bScrCVmQ9OR2/W43P7CHqChMcaCE80cHDlQUS7SOs2K5JPYvpN01h/3wZmTJ95Rt/8\nIf5zJEliy9YtfPzlR/Q4eygtK2VhxkKsdVZWXPwQqCSicqLIvDgTZ4sDQSYw6RcFNBY10n6sg9jR\nFnoquuit7iE8To/fHSAqJ4r+rn48PQ5uvuZmrr/++q+dNzEtjYp9+/jHrCs9wSDjkpJOT+ND/E+4\n3W7MqWbMo2JIn5tO05vFOHu9RKUasdX3IVPI6evsp6M/gFlp5mD5wbN2PBlyrQoGgyhUXy+EolQp\ncAbcOJ1O2hytTLllMoFoP9Vba9En6fA5fRx+4wj5V+eht+iRAmb6x/ezbuta+nr6GDtmLBMnTuTd\nj94ldU4+ZYfKMQMKhYzu5j6KWxzYI3UoGzvJ8GZw/l1zKHmzlGRTMkajEZ/XjzpciagUSZuQig8f\nMo1A9YZamvY1obVosHfZ0cq0dB/qwSLFsv+tA1jGWPD1eek41MVt378NnU739UaHOImnn3maYLaf\neSvmIZPLQJJIGJfA9hU7KC4uJj8/H6/fy/yfziN9XBpv3bCS9tYe+g7uRo4cb7yaVrUSf6eTmQ9P\nRxWupqOkA3uznfbiDvb96QBdFV3ET0ggbVYKKpUKKSBhjjeTU5CFIkJJTFY0lRuqiJSiuP6qr38B\nhDg72Vy0mb9sf5fJt07GYA7HsDmcqrJK3n/qfbRxGsbeOJrwRANakwZbvY1j71VwfPVxonKj8Nq8\nyBUyIrOjsB6xAhA1LArroXb6Oz0YO4wse2DZPz3v7Llz2fzxx1h6ekgymQCo6uzEbjT+Twn/Qpwe\nvF4vMXExJJ6XwIjv56PSq1BePxLrJ8ehwY4+UoOjt59ytx9tjJmje4+e1bFWQ05QjMwfydo31zJq\nrh+laiCJiyRJVO+o4eKRl7Dhqw1EjI6gurYKR7ETj91D7EQzxW+VYMowkTQ1EZlchqPZQV9TH8Gs\nAJ/s/ZjmiCbeWvMWndZObnrxZn5z6aN8WtqBTimjp9NNwuW5zJyfTWxcLGWfliNYBWLHWGiuaMGc\nYiZleAoHXzvI8MuHgSCQkJVAQ3kDXoeX6IRoNty7GbWgIs2SxpzJ5/Prlx+iqamJsooy9BY9Ex+Y\nGMq9/x+y+cBmxt8zdkBMAAgC0YlRRI0xsXXHVoLBIF6Th5kLprP5zS0EknQc7e/D7/Ti6nARnhxH\nzOREjMMMBDwBeqp70Zo0xE+IZ/yysTTvasHd6cbebOfAyoNkXZhF1WfVxBBDvC4RSSbStLoZqQRe\n/eOroSqO5wiiKPLx+o+ZcttkohOjkSSJ6NgY7NY+fKKPiOgIdBY9PoePoDeIQqVgwi1jOfTKEdJm\npVKxupKdv91D4a9nIFfI8Ni8NG4/RsmbpcybOo8HHn+AqH9Y0vgbFouF5Y89xku//z2HmpsRgbis\nLO752c9CuU2GKD6fj6ScJKLHRFHw04nET4jD1e4i6AtivzSHfW8Uo+xw09PrQTCaqC2rPqvFBAxB\nQZGZmcnkjMmsf2oDWbOzUKqV1OysIdIRxbSp0/jVQ7/iQNt+jGMMxOfFUr+1kdJ3y/D0echckIkm\nQoPf7UcVrsKQbMBn9OJsdCHPl5M7OpuDdx0k4AsQkx2HGG6m8WATw28aQ1RmJMYEI6bECGbcMY0P\nbv8Iv91PxnkDybe0Bi19JXbKxHJMkSZkCjm9B3vx1/rRhGk4L+s8br/5dpKSktBqtcBAyfLc3NzB\n7M4zDkmS8Hl8BL3iyX8QBAKeAJJKwmq1EpERQeW+Kurq6xh2bS6qiBEEvAFKPizD2enAL/oIi9Ei\nBiXU4Wq0UVoUGgXGJAP92f0IMgGfy0dfQx+f37CGGLWZVW+tYvue7XTaOrkkfQKFSwtDIvAcwuVy\n4fQ5iE4cSJInCALyHjn73zmEXCknOjcaY4qBrmNdKE0ajEkG/raKbEqPYNjlORS/UcLWh7aj1Cqx\nDDcj9UvMWDydCQkT/m2OkmHDhvH0Cy/Q3t6OTCYjJiYmtA15iCKKIiPHjEQVpyRuXByGZAMyhQxj\nykDafblKTtJ1Izny6hEErZ7W2qZzIsvpkBMUgiDwo+t/xJiDY9i+fxu+gI9L8xczdcpUVCoVNfXV\n5FydQ9RYE0FBJG1WGu9e8h4x+TG07G4mcVI8cpUcmUqOzqyj8rMqMsakEzcilvaSdpLHJvH5H9YS\nPyGWcUvH8e5N75ExMwO3zYUpMQJ3v5vo6BjMaWZatrRQ2ltG7aY6NAENf1zxR/700p/Y/4cDRCVH\nkTMmh5H5o6hf28CDv3owVHr8FCAIAmPzx3Lsk1KSxiei1g0ErvW12qjbVM+Tzy7EbrfTt82GtbGN\niPwI9Il6IlNMeFxexlw/ks33fkVPnx+5Rk5YTBjKMAViQASZQMv+NiJSI1CFKagraiC+IIG2A+0s\nvnAx6enpZGZmDnIPhBgstFotSlTYu+0Yogx4+73sW7efgqUF7Hl7D+4uN167D12cHneHm6icKJq2\nN2HKiBiY6tYqSZyUgCHZQPvhdjThGiYsGc/YvLGsvWcdP/L+6N+WohYEgdjY2NPU4hD/C6IocstP\nbqHD20HWpEyisiJp29+G3jKwnK2z6Gg7aKV2fS3BXpG2+pZzQkzAEBQUPT09tLa2kpCQwM/G//yk\nv7W1taG36Ak36VEGlfglN36Pn/zv5dG4uwmFRkHJW6VkLMhAbVDTuLWRhq0NZIxIQ6PXoNDLibFE\nU7amgqS4RHxuLwqNAgISBr2BtiNWFBoFXquPtoNtPHnfU4wfP57+/n4sFgsymYxRI0ex6v1V7C3Z\nQ+0XdQxPz+P+2+8PiYlTyK0/vJWfrPgJn93xOanTUvA6fVStr+KiSYvIysoiEAgg/0hJRcMR9KP0\nZMxPI+AN4LV70EaEMeLyfPavPEBNcx39vR4yLkhDGa6mfW01fpcfy6gYuo51Y86OISxSx5QrJ9Gu\nsbJpyybmzpk72M0P8R3T1dWF1WolJiYGy/+r/KtQKJg/Yz5frdpC4Y9n0lTejCElHEOcHo1WRWSW\nicMvHSFlZhLBgETNFzU07mhi/C1jUUdoQJJoP9pBdG40uZfmUvZ6OeNHjR+I0ZENTJH/O0ERYuiz\ndt1a9jbvJXNBOp6efnIW57Drid0AxE2Iw97YR8nbpXQWd9HV1HVOXfMhIygCgQCvrnqVHcU7iEiJ\nwN5qJzcul9t/fPuJQEZJktCGaRmVO4qyyjJsfX24+91IkkTbASuTfl6ARqfm+CeVBDwBbPU2Jt06\niZbSNsYD/n4/9koHj9zzCE+u+i19BQ4y8tJp3tDCtGVTaa+1IncocRxycOGki5jz173f/3/aOyIi\ngttuvI2bAzcjiuIZs4/4TCI/P58/PfQnXn/vdQ6tPoQx3Mh9P7yfCxdcyI4dO1i7aS1HS4/gU/to\nK25j3fIvyL8kj4xJmdhdfXSWdZFRkIE+XYdX9LLnd/sIiwnDPMLMiGvy8Tt8NG1rYvjiPKo/quaK\nm65AoZSz5b0tIUFxFuPz+XjpjZfYW7GXiOQI+pptjEodzS0/vOXEMuWlF12K+303a+5dhzvgps3b\nSuxIC4YII5EJkYgekZ1P7CEsWosmQsOMe6ZhSDLSWd5BX4MDl9VF6qQUHM1OzNFm1Go19SUNJEQm\nhGIhznCCwSCP/fYx3ln/NqbREXhcXtoOtVO3vo4pd03m+CfHObDyIG0H2+g63E1nW+c5JSZgCOWh\neO+j99jRvoPCG2agVCsJBoPs+2gf0R1mfnHbL4ABQfHzB36OZWEMHVIHKpMKjUFD7Y5aih7cijZe\nS9q8NAS1QFd5FwaLgWGX5rLvj/uZdH0B+17Yz20X3c73r/o+L7/xMvvb9zNsbg5Htxyl7EA5epOe\neF0CGVEZ/PSmn54T6+dnyh5zr9fLE394nIZAI5VVxxlxfT4BKYC9245cK6fm81rGXDKaiu3H0Wo1\n0Csw/7Z5VDRXULH5OA3bGohIMeFx9ONz+kmbkIrklJg4ZyITF07A1mFj7zP7Wfmblae9bUOJM8Uf\n/hdef/t1jrgPM2PpdBRKBcFAkF1/2U1qfxq3/vjWk97rdDp59713+eO7f2Dub8/Hbu3j8OqjpM1M\noWVXK1113YRFhRH0iqhNSoL9QcKidXg6PYxdOobO4i4SDYnEpcdRva6G5UuXk5eXNzgN/5aczT7x\nnyKKIldddxUNYXVkXZJFdF4UoiBRsbqCwy8fJXaMBW2klpY9LfjbAjQebzyrxcSQy0MhiiJerxeN\nRoMoimzYuYFZ9xWiVA+sNcnlciYunsjqX31Gd3c3UVFRCILAjVffyNLl15N5RQbxI+NpONpI595O\nRn9/FKVfHCMyNhK/x0/YRC3ROdE07Gigq7KbXY/s4fZrbueaJdcA8MNrf0jOrhw2b9xMdL+ZH86a\nwvCc4aSkpJCUlBQKhhpiFG0roiu8C0u8mf4EF4ZhBhRqOf6DPjx2L5pYLdv/sIOotCiOb68ib+pw\nHE0O/IcDBA+LzBl7PpYICynxKbyz7m0mTS4gc0ImxpiBIKqaAzWMzgnlCDlb8Xq9fLX/K+Y/PA+F\ncmDYkyvkTLqigNV3fcaVnVeeWLZsa2ujs7OTbcXbWLx8MV+9/BWWqWbSCtM49kEpPcd70UXqyb0w\nF4VfjlavRYqWcHY5EVpliIck3Hv6kefKMYoRPHjrg6Smpg5i60N8G4LBINffcD07q3aw6JWLQIKA\nN4BcqyD3klw6S7qQa+VUfV6NWW2muLL4nJ25Pu2CQhRF1nyxhjVffY7b70aNhlhjLBV1FeTb8lCG\nqdBoBpSdXCEnLDoMm812YruVxWIhJSWFeF0Cffv6iI2LJfl7SXgjPJR8cYzyL8vIuigbQSajYl0F\n3Yd6yBs3DK03jLz8vL/XAZHJmD5tOtOnTT/dXXBO09vbS9H2IhraGoiLjmPWjFnExMT82899tfsr\nhNFwYP8BjCMMyPVyNBoNkWmRiA6J3gYbXS3dSAKY42Lw9nj58skN3LTkJp555/cn5f8QVAJ7Svdg\nTjMTDASpO1SPtaidZctv+y6bHmIQcblcyNQCYeHaE6+JQZGG5gYqW45z4103olPoaGtvQ9QHEf0i\ningF47LHkDMvG6/Ti9flY9wV46jYeByfw4e1ykreouH4XQFkVoHuL3spnDyTyWOnMPUnU8/qJ9Rz\nBZ/Px8QZE2l2NGNKMaKKVCGI0Fffh86sQ6FWoNGp6a/3cMW8K3j+j8+f9VtDv4nTLig++OQDiuq/\nYtovp+K2u3n/dx/QrmkDo0RVQxXN7U2MyRuLwRCO29FPf7v7pGp7giCg0WqYetmUExfuqx1f0d/d\nT1R2JOOvHEf1nmpcvS6sh9tZcO0CLvjxXNrrO3jl+VcYM3rMiQqkIU4vDQ0NPPqnR4maEIl5QgzF\n9UdZ//h67rrxLnJycv7l57xeL7v272L45FySxifSeLwJuUpGv9dDwB/EZrUhyAVGXTOSBXfOp7Wk\njZI3Szhv2Uxaq1u/lkxs6TVLSd+ezqZPN+Fw2RmRNZJbf3lbqGjbWYzRaEQtaehu7SEqPhKA8spy\n2nrbMFgMjL9iLK/d/zojluaTPzePhp1NWCvbKK8vx5huJDk/GSSJ6uIawg6FMeun53Hkz0fp2dNL\nT1sPUjO8/cLbIR86i5AkicILCgmk+Rk9dhTdx7vp7+7HkBiOMdWIt9dHb1UXvUds/Hb5kyxcsPCc\nFhNwmgWF2+3mix1fMO+hC9DqNXz+whrG3zQOj72f3RV72ffKPkYuGUFZ5TEyYzPZ+84+FkxfeFJB\nJpPJRGpMGiVflWLrslF1uIrWtlYUBgVRyVEMOz8X42gjRouBw28foa1iIGOdJdVMUBegvr4ep9NJ\nb28vycnJpKWlhZY3ThOvvfcaWZdlkDNpQDxkjM2gIbuBF99+kad//TR2u52SkhJaW1uxdlvp6+8j\nMykTnUaHMdHIkbePItPJaCltRW1UkbMom66qLlztbnqrehi+aDiCIJAwMh7r6DZEUeRw+SFEUTzp\nRhcEgZkzZjJzxszB6ooQpxm5XM7l8y/n3T+/w8RrJ2CMM1JdUU1HSSfR5ijeeOBNtLFhmIeZkdSQ\nN384+9/aT29LL4H+IJmTMsmek0XV5iqSxiUS9AeJz47j0jsuBeDT+z4jGAwOcitDnCoCgQDLli3j\neMtxdKIOMTiQF6fkrVJGXJuPNkoLAlStrubqC67hogsvGmSLhwanVVB0dHSgiVYTFq7F1mHD6XbS\nfLSF7pZuhl01DKlb5OAbh+mt62X2lNlceeGVzDt/3teOc+1l13LVLVeROD+e3O/nYGoyUbW5Cq/T\nS8AXRJDA4/CgNWhwytzAgNp02d385g+PoUpWEx6vp3NzF9lR2fzslp+Fpie/YxwOBzVtNVw28dKT\nXk/OS+Zw8CgffPQBa3euwRfmp6amhqTJieSPz6O0u4Q9r+/BKXMSMzEa8zgzKfOTKXm7lIMvHkKp\nUpI9K4vcRTmYU/7+dGhMMtJT3YNCrgwJxhAAzC6cjVql5uM3PqaiuoIudxdhJi3KkUryl+ahjFBS\ntama1sNtGA1GLCPNmIaZMCSE09/l5f07PkRtUJP3xHAOvXKIESNHAAPLuEFf8JzJNXC2EwwGKVxQ\niD26j8JHZhAeH07txjpqvqwBYN8f9uNsdeDp9jIlayr33HnPIFs8dDitgsJkMtHf3Y/f60cmk+Hu\ndeM97mXGfdPwOrzEmeMYf/U4Vi//nIXTFjJ/7vx/epzmlmYmXVJA7sU5uNwuDAlGFPNlNO9vpfTL\nUgzp4XR0daIIKLEkDewzr9xXRWNFIwvunEfejIFoa1EU2fr6dj745AO+v+T7p60fzkUEQQBJ+qeR\nwY5eO6t3fMIFd8/l/Sc/4MKnFqCLDqP5SAsT5kygrbeN/Z/vZ+7y87F3Oehs6mTsdaM5vqYKuiEs\nQofglRFm+PtMVldFN4JVxnnjzwsJihDAgA9Onzqd6VOnU1dXx41334hlhpm8S4ZTV16HTCsjc24G\nm+7aTIevg/m/n4e13EqwPYhP5WP44mE0bWtiz+/3EZMSgyxRoKenh/aydpIjU0K5aM4Snnv+ObpU\nnSx+7hL63f2o9Crixg0kG+uq6BpIaLa7mXkT5vHmq2+e88sc/5/T2hNGo5GJwwrY/d4etAYtYr+E\nKSsCn8ePTqsHQaCvw07utFyO1R77l8c5Vn2MlPHJJCclMyxnGCNG5BMXEU9UciS20j4SNUkEm4MU\nv1WCWq2m6KUiSt4sIT49juHTh584jkwmY8Kl49i0e9NZt81pqKHX68lJyqFi5/GTXq89XIunx0v2\nBdn02/tRR6uJSIxAqVERHq+nraONxNGJiKJIX0cfhuhwMsZmkD0+B3NaDInyRORlChJkCfRW2mgu\nbmbvW3upXFNJrD+W7y3+3iC1OMRQJjU1FckvYkw1oDVokAsygp4AtsY+zHlm5Bo5jk4HwZ4gWRnZ\nJGYmkTkhHbFPQuVQoZIr6a7rZvXTn9HweRM3X3fzYDcpxCniw88/JHNeJtpwLQq1Ap/Lj+gXST8/\nDafVhfWQlcTwxJCY+Cf82xmKFStWnPi5sLCQwsLCb3XCG669gT+/8Wc+u/tzVD4V7aUdJI5JRG1R\nY7Va8fX4SLIkQuO/fqo0hZvo7Gk/8bsgCIwZOYamPc207G3lSGcxyTHJzP/eQuRKOeYUM4bxBl7Z\n8vLXnlbDjGF4/d6BKqdnaUnZ/09RURFFRUXf6hj/q0/88KobeOj3D9Fd101MZjQ9Db30HOphwpgJ\naCJUyJUKAt4AkiQhCAIKlXKgLotchUahxVHnxNbUhyATEHwCKdFpnHfFeUwcN5E3P3iT6qpabLZe\nYiPiePyOJygsLDwnrum3YTD9YTARBIGCsQXYentp2N+IUlLh7HYheiS6jndjPWrFVmZj8tjJOFwO\ntGFahKCMjNHpXH3vVVQfqKFyXyVmexi/e/J3aDSawW7SKeNc9Ym/IUoiAbcfuUxOmD4Mt9ONz+nD\n0erA1eYiSZ7EV9u+OqfExH/qE4OW2Kqnp4fKykqeefN3jLl5NIJaQBemJyYqhq9WfsW1U65j6r8o\n29vU1MT9z97PrOWFRJgHkk/ZOmxsefIrHly2gtjYWDQazUniwe12c+u9yzj/gTnoTX/PWFd9sAb7\nZjsr7vz1d9LOoc7pTlrjdDrZsWsHjW2NxMXEMWPqDI4WH+XD4g+Ydct5vPHAm2RfkUXCyHhajrWQ\nEZVJxZbj7H9/Hze+chMy9cD5fQ4/257ZzhO/fOJE+mSPx4NMJjtn94CfCs6lJEZFW4t47+BfmHHj\ndALBAHKZnLqqOjY8uhGDwsD0n00nd1IO3d3dFNcU07Sjifz8EYydOwaArW9sZ2b0TBYtXDTILflu\nOZd8AuA3T/+GV794lYteWEB0RjRBMYjb0c/aZWuZpJ/Ciy++eM4vo/6razzomTI3btnIqnWrTy9R\n5AAAIABJREFUiJ8Uh1KrpHV/K6Pjx7DsR8u+UQFu27GNVz58BVPOgKDoq+zjh5ffwPSp/zqvxJov\n1rB63yeMvHQEkfGRNJU1cfyzKu7+8d3fuG3xbGYoDBY+n48VTzyIL9VPTHoUG97ehDpORUSkEZM3\nEm1fGNPGT+OTzR8TOSwSKSjRV2Xn5qtupmBiwSm15VxnKPjD6SIYDPLsn5+ltKOU+Alx+F1+Wve0\n8YOLf0BGWga/fe63BCODaCM17Fm3l7CIMC6/9zLUWhXHd1TSf6SfR+5+9KxPqX0u+QRAe3s7S25Y\nQrOnmfTzU1HqVFR/WU20L4atX2wNpR1gCAsKGLiAe/fvxev1MjJ/JNnZ2f+RAnS5XBw7NhBrkZ+f\nf9L20n+GJEkcOHCAtUVr6ezpJCs5i4vnXUxaWtopaceZyFAZLNxuN+vWr2Pn4R34fX6iwqLJyMgg\nJzOHsWPHolQqcTqdlJWVIQgC+fn5J+ovhDh1DBV/OF1IkkRFRQWlZaVoNBoKJhScyCURDAYpKyvD\n4XCQlJTE4eLDbDuwDb/fx8QRBVw470KMRuMgt+C751zzCRj4Tnr97ddZu34tMmRcdtFlLLtlWUhM\n/JUhLShCDB7n4mAR4l8T8ocQ/0jIJ0L8I//qGp87USUhQoQIESJEiO+MkKAIESJEiBAhQnxrhoSg\n8Pv9uN3u0DRZiDMar9eLx+MZbDPOKvx+Py6XKzQ2hDglBINBXC4XoigOtilnJYO6Sd/hcPDaa6vY\ntGk3gYBIdnYyN998Hbm5uYNpVogQ/xXt7e38+c9vsGdPMZIkMWFCPjfeeB0JCQmDbdoZS39/P2+9\n9S7r1m3F5xNJS4vjxz++mtGjQyXmQ/z3iKLIRx+t5sMP1+FweImONnDddYuZPXvWOb8F9FQyaEGZ\noijyy18+QHm5SFzcWORyFT099fj9h/njH1eQkpLynZw3xMmEAq6+HS6Xi2XL7qS3Nx6LZTgg0N5e\ngV5fx/PP//aM2wUwFPxBkiRWrHicvXt7iI+fgEKhwWZrxuXaz9NP3xV64DjNDAWf+La88cbbvPPO\nLmJjp6DRGHA6u+jq2smdd17N7NmzBtu8M44hF5R57Ngxysu7SEychEKhRhAEoqLSkKRMPvlk7WCZ\nFSLEf8WOHTvp7NQSFzcSmUyBTCYnLi4Pm81EUdHWwTbvjKSuro79+6tJTp6OUqlFEARMpiRUqjze\ne+/TwTYvxBmGy+Xio482kpBQiEZjAECvjyY6egpvvPFRaPnjFDJoSx4tLS1IUtSJ6SZRlGhra6O2\ntpu6uvWkpSVy/vlz/m1uiRAhTgeiKLJz507WrSvC7e5n6tSxzJ9/AVVVdSiVMV97v0Zj4fjxukGw\n9MynpaUFmSwaQRDw+Xw0NjbT3t6FIARwuapOpGYPEeKb+Ns9+847H1NS0khGRhvJyYknqsLq9TE0\nNdnp7+9Hp9MNsrVnB4M2QxEdHY1MZgdAkuDo0RKOHq2jr8+LIMTy/PNbufvuh0NBbiEGHUmSeO65\nl3j00Xeoro6goyONV1/dzy9+8QCRkQb8ftvXPuPxdJOUFDcI1p75REdHI0l9eDxedu3aT2VlFx6P\ngd5eF1VVLbz88uuDbWKIM4Dnn3+ZRx55m5YWC16vREVFG7t3H8Dv9wPg8dgJD1efVXVYBptBExSj\nRo0iNlbAaj1GT08PbW19aDThyGT15ObOJC5uCqWldrZu3TZYJoYIAUBDQwPr1u0lKWkukZGpGAyx\npKRMo6lJhdfrJyysg56ehhNrijZbM2p1K7NnF544hs1mw2b7uvAI8XVycnJITQ3n0KEvcbkU6PWx\nCIKIINQzcuSlfPLJNlpaWgbbzBBDmMrKSj75ZDuJiecTF5dHSkougtCKwyHR1NSM3+/Bat3FFVcs\nDGW/PIUM2pKHUqnkscfu5ckn/8T69W/R19dHX5+biAgzhw/vw+Mx4fc7uOee3xAXF8vIkSMHy9QQ\n5zhlZWWIYiwy2d9vF6ezE6u1hSef3MG0aWNpb99NS8sRQMBi0fLAA7/AbDbT2NjIs8++zLFjDQDk\n5aVw2203hIKO/wWSJLFmzTpaWtqor9+OxxNGZ6cGtdpPbu54LJYcmpp6KC8vD+2iCfE1/H4/K1Y8\nzGuvfUhPj8CRI93k5U1j2LA5wGYaGvZQXS2g1SZz9dXns3jxxYNt8lnFoG4btVgs3H//cvbuvZKW\nlmhMpsl0dnbg99ei17vQapMIBPzce+8z/OEP95OUlMTq1Z/x6aebcDpdjB8/gmuvvTI0OIf4Thmo\nXOs/8bvdbmXPnk/weOKJippKT08i/f1HueKKSVxwwVwSExORyWT09fVx112P0t+fSWLiYgCqq6u5\n885HePHFJ3E4HKxa9QF79x5Brw/jootmc+mlF5/T1VK/+OJLVq78nIiIaSgUxQhCMoFABKKooLy8\nDb//U+LjTaFp6hBfQxRF5s+/hB07OpCkMYiiGrfbx/79nwGLGDlyPjExySQktPPUU4+E4ia+AwZV\nUABs2LAZpXIY4eFyAgEVomhCpZqCy7URmayLzMxL8fvdrF69Dq/XS1FRI2p1Cm1tFRw/vp3Nm7fx\n2mvPkpqaeuKYoigSCARQKpWh4K0Q35px48ahVr+J09lFIOBhz56/4HBoUCr9pKdnEhUVR3i4hc8/\nX8dVVy05USV327bt9PWZSErKRZJEvF4XkZGptLZ28tprb7Bx4y4EYQSxsYvw+dy8+uouKivruO++\nX/7HfhsIBBAE4ayYthVFkVdffR+1ehTHjm3G7Vbh93uRy82AEklKprx8HVptFMnJdxAIBFAoBn0I\nCzEEkCSJm266hS1bDqJQTECliqS/343fn4RSCceO7SAzMwevt56rr74mJCa+I76zuzEQCCCKIkql\nEp/Ph0ql+qeD5N69R4mJySUsTGDv3iN4PA1IUgeS5EEuD9DX14HZnMbBg/vp7Q3Q1eWlvHwLkpQG\nyGloaOUHP7iVL7/8GJlMxl/+8gGrV2/E7faRmZnEDTcsCSXDOUPx+XzIZLJB/9IwGo386lc3s2zZ\nr2hq8tPXp0Mmi0GrtdLefgCLZQEqVRiSFEFtbe2J5bmamkZUqiis1nLKy3fidnvxel14vT727etB\nLk/EYNiDQqEkNnY4KSmF7N69hurqarKysr7RpubmZl5+eRX79pUglwvMmjWZH/zgGiIiIk5Hl5xy\nbDYbjz/+e4qK9tHfX4Hb7QeyAA/BYBGQjEKRTDDoobq6nltueRC9Xs7VV1/MokUXhh4czmE8Hg85\nOaNobLQD0fj99fj9dSiVKQSD4PercDobaGj4hEsvncHUqVMH2+Szln87Uq9YseLEz4WFhRQWFn7j\n+/v6+njttbfZvHkXra1WPB43MTExZGSkMnHicFpaerDbnRQUjGLBgguIiAinpsZNbGw6CkU1waAT\nQZiCIATx+30cOXKU1NQmxo+PoLKyl2PHSlGpLkUuNyBJEj5fN/v3b2fz5i2UlVWxcWMtcXFziYrS\nYbU2cc89v+fJJ39JXl7et+2rs4KioiKKioq+1TH+W5/4b6mrq+Oll1Zx5EgFCoWMOXOmsHTpNRgM\nhlN2js7OTtas+YJDh8qxWKJYtGjuN8bpmM1m1GoTYWEJ2O29yOXxaDS5NDcfwmQqwWzOoKenkbq6\nOrKzs9FoNKSmJtDZuZrGxk5EcSR9feDxeBHFIwhCM5GRZiRpBIcPb2PSpHBMpiQghvr6+m8UFN3d\n3Sxf/hD9/RkkJFyBKAbYtKmY48cf5o9//M1/tWQyFPxBkiQeeuhJvvyylJ6eLiSpB1ADIjAcmAJ8\nhVLpQ5IikaQMEhIW4/XaWblyDYIgsGjRhd+qDSH+zlDwif8Uj8eDyWTG44kAYgETkAbU4/c3otOl\n4/f3EBkp8dxzD5Cdnf2d2HG285/6xCnNlBkIBLjjjrupr9fgdIZTU9OJIPhQKKowmUw0NtaRlzeb\n+PhkbLZaYmOdXHfdYh588AUqK9tob28FZjAwkATQ6bIQxQ70+q0899wKbr99BX19WajVk/7fOX1I\nUikLFmhxOgXi4hZit1uRJBGjMYHe3kaGDXPx6KP3/cftOJcYalnwrFYrt956L6I4jOjoTEQxQFvb\nYTIzA/zud4+ektmK1tZWfv7zFTgcsRiNyfT39+HxlHHbbZexcOGCf/qZp59+hiee2IZeX4DX68Rm\ncxIIaBDFZlSqcoJBHzqdkYKCMYSFubn77mVkZGRQUDAPu30cDocRSdLg8dgRhD4E4RhyuZzY2AIk\nScJicTBmzEU0N2/igQeupqCg4F/a/+6777Nq1VESEyed9HpT0ybuu+97TJky5X/um8Hwh6qqKubO\nXUJDgw9JkjHwxWAB7MDfxIUXQWhDq51OXFwUs2fPAKC/34bPt523337+rFj2GYoMtTHib/j9fiIj\n43E6Y4BJgAZoAlqAMcBelMo0ZDIry5fP55FHHvrObTpXOC2ZMg8fPkx9vQeLZSwNDe3odIno9dn4\nfFE0NFRjMFyE1RogPDyW5OQpWK0Gamsb8Hi66epSATEIgpkBlSmjv78WQfASGRnFqFGjCARcBIMi\nouhDksS//vOi0YTT09OLwxGkqOhV9u7dxv79O9my5WV8PjcVFTWnspkhvkPWrPkSrzcJszkHmUyO\nQqEmKWkS1dVOjh49ekrOsWrV+7hcKSQmTiA83ILZnI3FMoc///l9XC7XP/3Mjh37EIRw1OpwwsMt\nyGT9BAJWAoEevF4HKtVEVKpJuN3pqNVTeeihPxEIBEhKigcceDyNeDz1SFIvEA4YkSQDDkcNSqUJ\np9NGd3cdERFexowZ8432HztWTVhY/NdeF4RoqqvPvGRaxcXFNDV1/nUZMxaY8Nf/I4F4wAV0IkkB\nAgE/JtPfZ6q02ggcDh8Oh2MwTA8xSIiiSEHBNJxONTAOSALMDAiJBGDgPggE9jFtmpkVKx4YNFvP\nJU7J4rTD4eDAgQOsX78Bh0NLeLgbvx8kyYZcrkaSwOczIknQ3m7liy82IEkCer2MN974AL8/CqVS\nSTBYgiB4EQQVomhEFLvx+71YrQ1cddVtiKIRn+8APl8vIEcm86LVmggEOpk48XxeeWUd4eGXotNF\nARAI9HHw4EbGjzdTVlZGdnb2oK/Hh/hmyspqCA9P+trrkhRFQ0Mj48aN+1bHlySJDRu2IZNNp7W1\nlZiYGJRKJWq1nkDAyAsvvEhZWQMOhwuzWc/EiWOZMGECbrcPpdKGy2Wls/MwHk8zAzNpLUjSKCRJ\ng8PhYf/+w/h8w9Dporj//oeorW3BbhcQRR9KZSbBYA4ymZJg0IFSGYXf34vDUUZkZDvB4B6+//1r\n/20q4MREC0ePtgHJ/9A2OxbL17N2DkU6OjpoaGjAYDCwffsugsEIBoRDEnAYsAJawMbADEUboEUU\nJaqq6oiPjyM21oLHY0enU6DX6wetLSFOLzabjZiYBAIBNQPi4SjQB4wC5Az40G6gmxtuuIQXX3z+\nRKB0iO+Wb/3tWlpaygMPPE1Hh0hXVwtWq5/S0mL6+loAJSBDFPsRBBUu11EkSYbDEY4gKBCELmpq\n9hEI6AEd4EUUi4BCBqavRPz+PdjtsdTV5eByxSIIASTpMKBDFIfj8dgIDw/S2+sgLCwDv19CqZQA\nAY9HoLtbRVlZA3feuRKTSeTee+8IFRcawiQlxVJd3Y3BcHKWSUFwEBMT/a2OHQgEeOqpP3LsWC2C\nkI4gyHG796JWK1Crtbjdu+nosKJUmjl4cAs+X5CVK99DqZSj0SiQJBlO5xEgBcgDvIAfUdTidAaB\nIBDg4MFq4CD19anEx19MQ0MZkmTE56tGEMqRJBkKhR5R7CUzMwWZrAODwYDPZ2Llyi945ZUPueOO\nHzB9+rR/2o758+ewdu0KnM549PoYJEmip6ee8HAbU6ZM/lZ99F0TDAZ54YVXWLduFxBBZeV+mpoa\ngTAGBFoRIDAwHkgMiKaOv/49nECgjL6+fDZv3kV6uoXo6C6WLVsYelA4R2hubiYpKROIYcBH5EA6\n4GRAWIwBPEA3KSlG/vznF0IBu6eRbxVD4fV6ufLKGzh2rBuPR4UkGbBaNyOKmcjlEwkG5Qw8aexk\nYLAdBySiUOgJBgUk6VMgwEDgVc5f33sIcDPgLH0MPJ2MR6mMRpIERLETURSAUmAMcrmThQvPo6bm\nfWL+j737Do+juhc+/p2Z7atVWfUuS5Z7x90YVxya4wAJJEBIICHJJQnlOgmdkJuEwBtKEmoIEEJv\nAZtigzG427jhIluWVWz1Lu1qV9o65f1jhYNpAcu2ZPt8nmcfSavdmTOzZ8/8Tp3UiXi9Djo6/Kgq\neDztxMXJFBQoTJjwTbzeenR9O08+eT8ul+tonL8T3kDrH62oqOC66+4kKWkWTmcyhmHQ3l6Jw1HB\n44/f36f1B5YtW85f/vI20aiNkpJKvN6k3jwK0AJsxWSajKbtBSZhGLVAERCHJHViGPVAFbFxPgnE\nCq4IsX7+AmJN9H4sFp1o9H3i46cRF+emrc2Lqsa66mATspyN2exCkspZuHAWnZ0+UlPPJj4+A4BA\nwIPHs4oHH/ztYdOhNU1DlmUkSWLLli3cf/8T+P0yhqGRleXghht+weDBg4/4/MCxzw9LlizlkUdW\nkpc3l5qa7WzevJtAQENVS4kFaInAfGLnsg3YDliI9Y3PBtYiSU4UxYHbDZMm5bJ06Yti/MQxNFDK\niFAohN2eQGz2zzxi14h2Yi1aucS+m2OAbdhsjXg8LWK9kmPkiz7jPoX1W7ZsYcOG7QQCNmQ5DpOp\nG0gG8tG01k/sYhKx6HEbEEVVJWKFhZ/YCG470EGsRWMosJ5YxDkUSTIDdqLRKIqSiGHomEwFGEYZ\nVmsioVCQ1au3YLOZ0PUtzJz5vwQCAUpKSjGZXBjGAZKTY03DiYk51NUdYPPmzcyfP78vhy4cI8XF\nxdx881U88MBTNDQoGEaU/PxEbrjhxj4XDm+9tYrk5DEYBnz44RvoegqxPvoA0Agkoao1wHBiAwJT\niA0ONDCMIJBJLIAwiOVZE7HxPtXECjMbYBCJbEWSrPh8MoZhYLPFoevJqKqXcFgBGnE6kykoyOOC\nC87m6ad3HgomAByOJDyeQlas+ICf/ORKSktLefLJF9m7t4K4OAeLFs3n4ou/zTPPPMTBgwcxm83k\n5+efEDWx115bQWrqJGTZxMGDu1HVfEymTlS1m1htczwQR6yikUCsErKGWIUkDAxDkppxuYYxb948\nurrWUFdXd1jgJZx8AoEATqeb2PdtLLFgQib2HR0PbCHWwrUKlytCa6sIJvrDEQcUhmHwt789hs+X\nht0+D0myEI3uQNe7keVMdL0RMCNJub2F8R5itY+Po8pMIEisEIkjVoBHiA2sSScWWFRjGB3ECn07\nhqH37rsTkAmHe5CkNBQlHln20tFRzq5drzBs2NmoapRotIn4+C6yskZ8It1OOjvFPRUGshkzpjN5\n8iRqamqwWq3k5OQclYtlKBTGZLLS0FCKJI1DUQx0XUbXE5GkHAzjALCXWA2oGRjNfy5uFmKBRBKx\nAETq/dsCjCLWCvdxvmpBkrLQdYlwWEJRLOh6E5FID4qShMk0B/Ciad288cY7KMpnWxVstgSam9up\nqKjghhv+jMUyltzc7xIOd/PMM5tpaGjmhhuu/6/rVQw0nZ1eMjMTAAiHQ0iSjdj5NBErHyzEzq3e\n+9NNrIywAxXEuj78uFxuHI54urvj8Xg8IqA4iamqitudQ+w6kEgscIdYHvk4qAgBrUyYUMzmzRtE\nF1g/OeKRKmVlZTQ1qchyIZJk7l2tLw9JMtD1rt6WBYnYdaCbWIGR2vt7OrGpPe3Eah0fJyONWCGi\n9P4+kVghXY6iaBiGD1mOYhgfoutuIAGTyYaiBLDZAkyb9iNMpja6u9/Dbt9CUlIbU6d+B7PZDtDb\nRNPC4MGFR3rYwnFiNpsZPHgwubm5R63mPXPmaXR0VBKJBJFlB5CEJBUB8RhGhP+0OviJ1Y67iRVa\npt6fCrHujY8HCkZ6X1sNDEaSZgFOrNYxKEoOsrwbWTaQpHggiCRVoSgZKEonY8aMYOLEi6mu7iQQ\n+OzMjJ6eesaNG84LL7yOoowgJaUISZKx2eLJy5vNmjW7qaurOyrn5XgaM2YoHR3VAGRmDkLXm9B1\nK7FzGyV2Xjv4z3n3Ax5i/eQjgCosFhdFRXmAhqZ1kJv72UG8wsnBMAzOOGMe4bCd2NTQbmJBZWfv\nK/Te53owm8Ns3bpJBBP96IgCivLycu6440+UlXkxjCjBYBuqGgYSkGUzUIFh6MiyA12vJ9bdkUYs\nutwDfECsME4hVhNsIJYxzMBuYhFokFhBoiDLTZjN72AyvYmifIjF0gEcQJYrkaQSrNadjB//DdLS\nComPT+aZZx7i3XdfZty4bDo7D6KqYUIhP7W16xk5MjYFVTj1LFp0HmlpHjo7y4lG96KqPjStmdhY\nHYXYxctGLEBIJFYj9vX+P0psfIS/9/n3gHLgdaAeCGEYa3p/L8BuV8nMNGMY76LrK1DV9aSnjyIt\nbSKFhTkUFxejKCaSkopITg5TW7uRcLibaDRIff1HpKR0Ex/v4q233qOryyAYDB06DllWkKQUamtr\nj9OZO3ouv/wiotHdtLaWk5ExHEnaSyRSRawlyETs3BrEyoUaYC2xYiqZ2GcQYcSIM8jOdlNXt4pz\nzz2dlJS+DdYVBqZIJMKMGXPZtKmM2DTiLP6TR8zExj3VELuetNHe3iRmc/Szrx3KVVdX8+tf/wm/\nPxWHI4jdPpjW1lqiUQ27PQ6nM49odB2qWoOqOpFlL7JsRVHMaNqHqKofGEdsEFscsI9YM7NGrLnT\njsk0Gk3zYhgqiiLjdo8iLc3EoEEK6elplJXVUlpajs1mUFQ0gsGDT8NicRAK+YiLs2G1WrHb7dx3\n3+949tmXWb/+DSwWCxdfPIuLL75QDOA6Rbndbr7znXP46KMHcDjMGIaHaPTjGk87saB2NrE++13E\nLmyvA/GYTFZMphZGjZpLMBiipaUErzfWQpCYmIjLFQuqvV4Lbnc1xcUTKCiYSEPDHnbtegefz4Rh\nGKSlmRg1agSSFKt9SVIPN954Pdu372LFipWoqsrs2ROore3m7rtfoa3NoK6umgMHWpgwYQRpaWm9\nR9ON2+0+3qewz4YNG8a9997EE088x/PPLyUpyUFiokZjo49YDXQvsYDOSSyYcwCzgB6sVp24uARS\nU5uIRrv5yU/OYdGihf12LMKxo+s6Y8ZMYv/+CHA6sXxhJZYX1gAHiF0/GgEPdXVVR3UlXeHIfO1Z\nHvfc8zfWru0hPX0469c/TSCQiySl4fEcJCHBhM22nz//+To2b97OE08sRdeLsVgUoAmr1aC6ugWb\n7UKiUT+SlI6uR9C0FuBNoBhFycNmcxGJ+LBafYwcmcPYsbHVC+vrtzNnjpvLL/8u9977ILt3R8nJ\nmYIsK6hqhPr61Vx55Swuvvjbx/CUnVwGygju48EwDK644pdEIuOx2xPZuXMlO3e+g667iE1PLCZ2\nIfsQ0JGkOCwWO3FxZlJTO1i0aAL79zeiqg40LcDYsQVcf/3/ALE7kprNZn74w18iSZNISIgtPKWq\nEWpr32H69GzWratj0KCzMZmsGIZBc/Me8vK8PPDA3Yd167z88qs8+eQm8vJm0dy8j48+2oTVOgld\n9zBnznTa28vIzfXwwAN3H/Ua2fHKD6+9toTHH/+Q3NzYfRXefvvvNDQ0Ehs7FSHWkplNbICsGVmu\nY/JkO7fffhkLFpx5aLaLcOz1Rxnxj3/8g5/97A/AGeh6PLFWiMHEZnGEiQUSHwKNBINeMQDzODtq\nszz27q0kIWEisqwwadL57Nr1Dh5PJVZrgMJCF7fffjtz587hm9/8JgsXns2DDz5GZWUdCQkZNDTU\n4XKlEo3KSFIECKEoNnQ9AUVJx2RqQVHasVqTMYx2hg6dxsiR8w7tOyNjNKtXv851113N7bffwH33\nPcimTUtQlAQMw8uFF87iwgu/1acTJZy8enp6aGvzkZMTq+UbRiZOZxHBYCq6ng44ehedGo9hLEOS\nKrDZUhg8OIOrr76Myy77HuFwmPr6euLi4sjMzPzMPu64YzF33HEf9fUOYi1urVxyyXx+8INLefbZ\nF3nllTeBJHS9h+LiFG6++VefuTAuX76WlJQJSJJERsZwhg/3UVGxjmAwwv79B5k6dRg33PDrE7p5\nd8+e8sNW+5wy5Xxef/0ODMPPx4OwY03asdvG22z1/OQn/8c3vrHghD5u4at54YUlgBtZdmEYYQxj\nHvA+se4OJ9CM1Rqks7NTBBMDyNcOKLKy0igr68ThSMJuT2Tq1O8SCHRSX7+Su+/+JZMnTwZiEcy0\nadOYNm0aoVCs//eqqxYTCh3E7w/S0xNPONwE2FCUDpKTdS688Fxmz56Gx+Ph5ZfXUVR0/mH7luXY\nNDzDMHA6ndx22w20tLTQ0dFBVlbWCXunReH4sNls2O1mwuFurNY4DAPs9iyiUR/RaDuKoqJpMuDB\nag3yv//7Q77//UvIy8s7dLtju93+pTMrhg8fztNPP8ju3bsJBoMMHTqU9PR0AC6//BK++c1zDq0Q\nWVBQ8Lm1bE3TkeVYt5wkSRQWTiU3dxxVVW9z/fXfYtGiRSd87TwnJ4PNmw8Qu5ETmM02EhKG4/XW\nEhu/MpiPu6IkaS/z50/kiiu+338JFo4rRTEjSQ6gAVkehq53YBhziY2tWc/06cNZs2alGIA5wHzt\nT+PCC8/h5psfIi4uDZvNhWEY+P3NFBW5mTBhwue+5+MI8swzp3PwYBBNK8NqHYQkpRMIVKPrO3no\noTu54IILkCQJVVVZu/Yj/P4WXK70Q9tpadnP5MljMJvNh55LT08/VGALwpcxmUxccMEC/vWvDeTm\nziYrK42WFg+KsheLJQWnM4lotJtotJQbbvgfbrrp10e0H6vVyqRJkz73f4mJif818J2qgeTgAAAg\nAElEQVQzZwovv7yPvLz/rHqp6yoJCQZz58494YMJgAUL5rJkySq6u/OIi0vF5XJhtyfg9wewWHow\njCSgB133Yrdr/OxnV/Z3koXj6LvfXcj69Q+hqp1IUhmKko2u+9D1UmbMGMm6de+fFN+Dk80RrZS5\nfPk7/OMfLxONOtD1EEVFKdx007Wf2wT8SX6/nxtv/D/27vXg9fbg93fgcIS59dafc/HFFx322u3b\nt/O73z2Erudhs7kJBJpJSOjgnntuJzs7+wgPV/i0U2kMBcTmtD/++L946621GIaL8vId6LqE212E\nx9OGLPu4/PJzuOWWm/qtwOrq6uLXv76DujoFpzOPSMRPNFrJNddczNlnn3VM930888O2bdu4995/\n4PcrgI4s+ygrK6e11UDTHOi6itUa5JJL5nH//XcdVpEQjp/+KCMikQhnnXUBmzY1Eo3aMYwA0MmQ\nIUns3r1V5IV+9kWf8REvvR0KhaiursbhcHyttQJCoRAbNmzgo4/24nYnMG/erC9clKa+vp4VKz6g\nvr6Z4cOLmD9/LklJSV9pP8JXc6oFFB/zer00NTWRkJBATU0NGzduw+GwM3v2DIYNG9bvtZ+enh5W\nr17D9u17SU5O4MwzZzNkyJBjvt/jnR9UVeXgwYPIssygQYNoaWnhySefYuPGHbjdiVx66QXMmzdP\nXED6UX+VEZFIhGeeeYYXX3wTXVe55JLzueKKK8QYmgHgiAOK3/72t4f+nj17NrNnzz4mCRSOj9Wr\nV7N69epDf//ud7/72oWFyBMnD5EfhE8TeUL4tK+aJ/p0czDhxHeqtlAIn0/kB+HTRJ4QPu2LPmPR\ndiQIgiAIQp+JgEIQBEEQhD4TAYUgCIIgCH0mAgpBEARBEPpMBBSCIAiCIPSZCCgEQRAEQegzEVAI\ngiAIgtBnIqAQBEEQBKHPREAhCIIgCEKfiYBCEARBEIQ+EwGFIAiCIAh9dkwCik/eRGSgvedk3deR\npq8/HI20DpRtHK3tDJRtHE99TW9f3i/eO7ANpO/DQEnLQNnGlxEBxUmyrxOpwBgoXwxR4PQvEVCc\nGO/tDwPp+zBQ0jJQtvFlRJeHIAiCIAh9JgIKQRAEQRD6zvgSRUVFBiAeJ/GjqKjoy7KAyBOn2EPk\nB/EQeUI8jjRPSIZhGAiCIAiCIPSB6PIQBEEQBKHPREAhCIIgCEKfiYBCEARBEIQ+EwGFIAiCIAh9\nJgIKQRAEQRD6TAQUgiAIgiD0mQgoBEEQBEHoMxFQCIIgCILQZyKgEARBEAShz0RAIQiCIAhC34k1\n2U/th1inXzxEfhAPkSfE42jkiS8NKOBL//2Ffvvb3w7Y95ys+zrS9H3dz/hI88QnHWlaB+I2jtZ2\nBso2jmd+6Gt6+/J+8d6v7lQuI47Wdk6mbRjGF3/GostDEARBEIQ+EwGFIAiCIAh9dkwCitmzZw/Y\n95ys+zrS9PWHo5HWgbKNo7WdgbKN46mv6e3L+8V7B7aB9H0YKGkZKNv4MlJvf8jn/1OS+JJ/CyeB\nr/sZizxxchP5Qfg0kSeET/uiz1h0eQiCIAiC0GcioBAEQRAEoc9EQCEIgiAIQp+JgEIQBEEQhD4T\nAYUgCIIgCH0mAgpBEARBEPrM1N8JEL5cQ0MDy5YupbykhLSsLL6xaBFjxozp72QNCD6fj3eWLeOj\n9euxOZ3MOeccZs6ciSyLOFk4tem6zvr161n19tsEe3oYP306Z517LgkJCf2dNOEYqampYdnSpRzY\nt4/MvDzO/ta3GD58+HFNg1iHYgA7cOAAf/jVryiIRMhJSMATCLA3FOKS//1f5p955lHZx4k6x9zn\n83H74sXY6usZnJREOBplj8/H2PPO46e/+AWSJPV3Ek9IJ2p+EA732EMPsePNNxnpcmEzm6nyeOjJ\nyuL39933tYMKkScGvrKyMu6+4QYGGwZZLhftPT2URiL86KabOH3mzKO+P7EOxQnohX/+k+G6zvjs\nbFLj4hiSlsa8tDSef/RRQqFQfyevX6145x1s9fXMyMsj3eUiz+1mQV4eW5cvp6ampr+TJwj9pqam\nhk1vv82C3Fzy3W7SXS6m5+XhaGzk3WXL+jt5wlFmGAZP//3vjDebGZOZSUpcHMPS05nldvPMww+j\nqupxS8t/7fK44447Dv0+e/bsE24J1xOVruvs2baNi3Ny0DWNLWVlbKmooCcSIWy3s3TpUi6++OKv\nvd3Vq1ezevXqPqVtIOSJjzZsoCgx8bDnTLJMuq5TWlpKcnIyS159lQ0rVwIwff58vnXhhcTHxx/3\ntH6spKSE95ctw9vezsiJEznzG98g8VPHcLydLPlBAFVVefCBB3jm4YcJNTXRk53N/LFjyUxKAmBw\nUhIfbdjARd/73pduR+SJgam9vZ3XX36ZrWvXYrFamX3uuSxctIjKykrWv/suc0wmoklJ5OTl4XA4\nSHY6kRobqa+vp6CgoE/7/qp5QnR5DFCtra1cfNZZjPf7OdjWRnMgwASzmSRJojQSoSMnh9sfe4x5\n8+f3aT8nanPmH265hfj9+xmUnHzY82tra5l37bV88PbbyJWVjExNRZYk9rS2Ehk0iD/edx9Wq5VN\nmzaxYulSfB4PoydN4txFi0hLSztm6X1z6VKWPPoow6xWXFYrtX4/3pQU/u+++0hJSTlm+/26TtT8\ncKrTNI2FZ55J+6ZNDDEM7JpGWFGosFi44qyzyExKoqazk86iIm6/666vtW2RJ/qf1+vl5muuIa2j\ng6LERKpra9lcXU1rXBxuhwNvfT0LHQ6iuk63LDN+6lRcLhdLGhq484knyMjIOKrpEV0eJ5CWlhZu\nu/ZaElWVyo4O6v1+Juk6GQCSRI7TyYhQiMfvu++4NmcNJHPPPZdSv5+oph16rqOnh3arFV3XCVdW\nMiMvj0S7nXibjel5eejV1WzcuJEXnnmGp373O5IPHGBMIED1kiXcdu21NDc3H5O0+nw+Xn3iCRZk\nZDAsPZ3sxESm5eaS1tHBkldeOSb7FE4tt954IxXr13O2ycQQiwXdMMjWNIojEVbu2oWq6+z1+5l9\nzjn9nVThCKxcsYLE9nbGZmRQtnMn4epqzjCbUaurSaiuJsNq5aCqkmK34wYq9u2jtKWF7OHDSU9P\nP27pFAHFALT01VfJ9Pm4dNIk6s1m/IBJkmgMh/FIEnkpKWSYTPiammhpaenv5PaLadOmMfH883mz\nsZGNtbWsqatjTXc3V99yC7VVVWRZLJ95T47VytZ163j3pZdYkJNDgdtNstPJxJwcsny+Y3ZxLysr\nI0XXcXwqTUNTU9m6du0x2adw6qirq+O9N95gkCzjMJmwKgqZdjuthoFV09jb0MAbDQ2MX7iQ008/\nvb+TKxyBPdu2kety0dTYCD4fmXFxSLJMNuCy2SjQNNptNlYFAlSrKh80NFCbkMDPf/Wr4zpAXUwb\nHYB2fvghM1JSsJpMjM/NZWtXF5Ki4NR1UpOSsJtMeEMhorJMXFxcfye3X0iSxI9/9jMWnHMO+/bt\nw2azMX78eOLj4zlQUUHj57Tc+KNRjEiEVMBqOjzrD05JYd2mTfDLXx71tJrNZqKf0zwYVlUsVutR\n359waikrKyPZZKLnExcOl8mExeGgPBLBlpXFHY88Qn5+fj+mUuiLpJQU/Pv3E25pwWU2AyBLEj2A\nTZJIlGXOyM3F5HbT6vdT19PDnx95BKfTeVzTKQKKAcgZF0fA6yXeZmN0fj47q6qoj0QoVhRMskxE\n01jX04PNZuO3ixdTPHIk511wwSlZYOTl5ZGXl3fYczNnz+adF15gcCBAksMBgDcYpAb4zowZvLNz\n52e2E4xGcRyj4GzkyJH0OBx8sH8/zR0dRFWVQRkZBGSZuT/72THZp3By03WdtWvX8v6bb1JVUYGm\n6zTLMgejUQb1XnA0Xadckrj86qtPybLhZKHrOnHJyTy3axf27m7SDIPJycn06DqtZjOjFAXdMLBa\nLOQlJ9MeDHLO+ecf92ACRJdHvzIMg4qKCtavX09FRcWhQS5zFy5kV2cnmq5TmJzM1BEj2C1JvBWN\nsqq7m7+3tBCwWJifnMyEcJiuVav43bXXUl5e3s9HNDBkZWVx1Y03sqqnh/cbGvigoYEP/H6+f/31\nuN1uaqNR9n+iq0jTdXa2tzN/0aJjkh6z2Uxqbi479u0jsa2NHK+Xsj17KOnoYNacOcdkn8LJ7b7/\n9/949De/wV5SwhybDafHQ7zDwUrD4M1QiPeDQZ6PREiZNo2f/+IX/Z1c4Svy+Xxs2rSJLVu2EAgE\nAHj0gQfY/vLLfCMnh0JZpsvv518NDWzUNC6aOZP9isLGUIiGaJQVdXX05Ofz/R/9qF/SL2Z59BO/\n38+ff/97mvbswS3LeHSdzNGj+dWtt2K323nkr39lx/vvkw4EgSZJYuTkyZgtFjavWMF3cnOJt9sP\nba+yrY2u4mLuuPvur5WOk3kEdyAQoLS0FMMw0HWdx+65h7hAgEhPDx+Wl5ObkcHI9HRaJIlxc+dy\n9XXXYTId/Ua7/fv3c8/117MgNZWO9nYi0SgJ8fHs7e5m2lVXcf6FFx71fR6pkzk/nAx0Xeeeu+7i\npfvvZ4HNhiFJGFYr+YMH8+6OHXQnJaFIEp2axpnf/CZ/uOsuFEXp0z5Fnjg+Vrz7Ls899BApmoYO\neK1WFl56KW898QQLs7NjrdORCKV79rC+shJLbi5Dc3JokWWmnnUWGRkZ5OblMWHChGNSjn3SF33G\nosujnzzxyCPoe/awMCcHbzBIVXs7Ze+/z/1mM7f/4Q/8cvFiqi+8kIqKCuLi4hg/fjw2m43y8nLq\nN2w4LJgAKExJ4aXdu4lGo5h7mzxPdQ6Hg4kTJ9LR0cEPL7yQPF0nLzmZwqwszsjP59/795O/aBE/\nPess8vPzj9ngpbJ9+8gwDGw2G9k5OYeeL1QUdm7aNKACCmHgMgyD5559llefeIICIM1ux6Io+MJh\naiorOe+MM1gdCnHFNdcwdOhQcnNz+zvJwldUWVnJC3/9K2elpRHXO67KEwjw8N13M8gwaNA07A4H\nKSkpjJswAXduLhtUlYWLFx8aOzYQiIDiODt48CBvvPoqzz36KFOzslhVXk7ZwYNk6TpOw+D1xx6j\nsLiYSy+/nIKCAgoKCohGo7S3t+NyubDb7YR0HcMwDrsAhqJRLDZbn2sjJ5vW1lZ+/sMfEt67F81m\nY0t1NRucTi6cPJnJGRk019SQmJh41IKJsrIy3nv7bdqbmhg6diwLzj4bh9NJ+HNeG4hGiRP3VhC+\nAlVVuWHxYt568kkSIxHaDYPyYJDs5GSSHA66enpo83opHD2a+X1cm0Y4/tasXEmRohwKJgAUWaa5\nuho9FCIrIYGIJFHldDJ+0iR0RWHY0KHMmjXrsO2EQiE8Hg+JiYnYP1XphNjtHFa8/TZNNTUUDh/O\ngnPOITMz86gdhwgoPsXv9/PG66+z4b33kCSJ6fPn883zz8flcvV525s3b+b2a64h0tiI1tHB9o4O\nuiIRvpuRgbt38KCru5t3n36aiVOmMHToUJYvW8Zr//oXUiBARJKYOn8+SYMGsa+hgRG984sNw2B7\nczOzLrhA3BjrUx7729/IaGtjhM1GWu+gy9JAgJe2bCEUChHcvZuDu3czbOJEfnLNNST3LpTV1NTE\nc089xYolS+jyeMguKuKyH/+Yhd/85he2AK364AOevucehpnNZNntlJaWsmbZMq67/XbarFY6enpI\n7h0oFVZVygIBfnL22cfnRAgnrFAoxKQxY+iqqCANCAHtQLFh0NDRQZzNhmQY7PZ6+dnChf2cWuFI\nNNTVsb+hge3l5ZhNJkbk5nKwtZUxQJ3FgmKxkGOx0BEIsKekhJa0NL5/3nmH3q/rOi+/8ALvvvoq\nZlUlqijMP/98Lr700kPdH1u3buXem24irrERqbubMknilX/+k/v/+U+Ki4uPynGIMRSfEA6HuW3x\nYuSqKkb0rl64t60No7iY399zD9Y+TPHTNI35U6aQ0NDAOIeDrtZWtofD2DWNofHxDM3IIBiN0i7L\nxA0ZQsa551I8fDjP/ulPzEpPJ8FuJ6KqbG5sxDF+PB0tLdDcjMswaAdyx49n8S234OgNTL6qk7l/\n1OPxcN2llzLH6aR082bynE4koCkc5rWmJmYlJDBs1CjyBw2ipLkZb3Y2dz/4IG1tbdx09dX0bNlC\nAWAym9kTDhNxu5l78cX85rbbPtOiEQqFuPrSS5nrdJLwiZpBSWMj9hkzOH3ePB6+807ckQhmw6BZ\nkjjzoou45PLLB9SNzE7m/HCimjZhAj07djALSAJ6gC1AI5BjNpOSkEA18L3Fi/nf3/zmqFcqRJ44\ntrxeL1d85zsoO3dyWmIiEV1nVzDIgUCABXFx2IuL2VJdTbKmYTYMdoXD/OiWW7j6mmsOlR0vv/AC\na556ijOysnBYLAQiEdY3NjL1kku49Ac/QNM0rvj2t7Ft20auLOOy2YhqGiU+H93jxvHaihVfK81i\nDMVXsGnTJiJVVcz7xDTE0/PzWVlZyaZNm75wPXrDMNi5cyerli+n2+djzJQpzJs/H5fLha7rlJSU\n8OpLL9FZXs55aWnYzGacyclUNTVhBboCATzBIF5NY9iECXgkiWAgwJLnnmOy233oAmUxmZiek8OS\nXbv442OP0dLSQmdnJzk5OQwdOnRAXZgGgkgkgiJJuBMTcaWl0dDSQrLNxr6uLgp1nTink6zsbDo7\nOnD4fOxqaGDJkiW8s3Qp5Rs2kByJYE9OJt1iId1q5V2fj5I1a9h/0UUMGzbssH1VVlbiDIdJ+NQy\n2sPS0/n3+vVcd8MNPPDMM+zcuZNIJMKIESOO+nK4wslF0zT+9Kc/UbVjBwVAK5AgScQZBpOBlUBI\nkqiLj+fiH/+YX914Y7+mVzgy7y5bxhBZRklNJeD3k2SzMdpqpbS9HdLSOG3wYEYXFlLV3k5EVekJ\nBpk0bRovPvccuq4zetw4lr/yCqcnJ7O7oYG61lZsViuDMzJ477XXuOCii2htbaV5/35myvKh1nCz\nLHNaUhJP7NjBgQMHKCws7POxiIDiE0p37CD7U60Qqq4jh0K8tWQJo0aN+tz7Lrz84ous/Ne/GGKz\nkWKxsHHXLlYvW8Ztd93FP//+dyrWrcPT3Iw7FKKtqQk5Pp5El4uilBR2traSoWmoiYmMHjyYJLeb\nnbW1fG/qVDa89x5zPrXGgiLLJMoyHR0dTJgw4ZiejxNdamoqrowMmvx+xowbR11dHY21tdRGIgxP\nSCC7oICN69ahhMPEm0yE/H5u/ulPKZZlxoTDqJrGhpYWRrvdFDudpEkSenc3lZWVnwkoLBYLn7cI\n+seLV0mSRFxcnFipUPhKdF3n2+edR/kHHzARyAQagI2GwXRJwmkYmAGvxcKtv/0tl152Wf8mWPja\notEoLS0tbFm3jmFuN8lZWdRUV9PS0ABmM06XC0tqKpIsY5VlRmRkUO/xEOzp4ZHbbydflpEliaWP\nP05NbS1NhkGGppFvsRDUddY3NhJKS8Pj8WA2m/F6vZ9ZCNEAzJJETU2NCCiOtoTkZFqj0UN/N/l8\nvLltG5GuLpK9XhZXVDD/29/mgosu4rVXXmH18uWEgkGaDhzgR+PGEd/bP56blMTG2lr+cu+9eLZv\n55z8fMrMZl4qK2N1OIyltRV8Ptw2G0GLhVqrlRnFxXRLEh/V1JA2cSKTJ08mOz+fZp+PzE+M4NV0\nHa+un/K1282bN7P0+edpqq8nd9Agzr/0UsaPH3/Ya2RZ5sprruEvt97K4ECANLcbh8VCJBCgpbWV\nXevWoWkaKApSUhKNmsZ0qxU5FCJJUXAYBpmyzFqPhzy7nRCxVqLPG08zePBglJQUajs7yXO7gVjL\n1a6WFmaJWRzC1xCJRJg2cSKdJSVMBXQggVh3xx6g0jBIJdZicdGVV3LZ978vWidPMCvfe48XH38c\nJRBgT1kZ5cA4l4ugx4PZaiV30CBGpqay2zCwNzaSFhdHa3c3uwIBTKrKudnZSMBHtbV4qqupa2wk\nU1HItlpJTE4mw24nTVV5vqEBwzDIysrCmpzMAY+HYZ8ov/YHg8QnJ+PuLbP6Sty+/BPOmDOH915+\nmaJgEKfFwhvbtjEiEkGz25k0ciRmq5Xlzz7Ls089RVdFRawvPBDAHAzyVFMT35gxg8GpqXR0dBAf\nDrP0tde4dNQoZEnCpChEgNMAtyRh0jSqenpoUxSuXLyYTr8fXdc5d948Zs+Zg9ls5vzLLuOpP/6R\nmSYTboeDUDTKh42NjJ8374jvjHky3Jp45Xvv8cK993JafDwTEhNprK7mbzfdxFW33cb0GTMOe+3Y\nsWP57QMP8M6bb1JdVYW9uJjwpk14DYNiIEWW8es6W9va8FqtjM3M5GBnJ95wGDUSQTYMVFXlmQMH\n6JRl0h0ObDbbZ9IkyzLX3nILd996Kwfr6nAaBm2ShHvECL7zX24X3Z9OhvxwMlFVlVFDhuCrqSEN\nCAPxgBdIBLKBEqAUSBgyhLvuvfeoBxMiTxxbmzdv5oV772VWaipJiYmMCId5Y80aNlqtLMzIQNU0\nSnbupC49nQefe451H3xATVUVOdOnMz0cpm75ct7csYOqpibavF5GOJ24FYUEw8BiGHS2t+NOT6e1\nu5s8p5O33nqLH/7wh8y/8EL+dc89bOzqIt1iwWa347dYKBo3jpEjR35pmsXty/+LYDDIpk2bqD1w\ngIzsbGacfjoul4sXX3iBB+68k9bGRnxeLylmM1OHD+e8007DpCg8s3kz+8vKGJaQQGlXF2mqSoqu\nYzOZaHA6cVmtDLNY8EejvNfTw8jcXC6bNo03d+zA2dyM7vejhsOxZnCHg+rUVO58/nlGjx79mTQa\nhsEH77/Py08+SbSrC81k4oyzz+ayK67o0wDRTzrRBlxFo1H+57LLOMNiObSstmEYlDQ1sdbj4ftX\nXcWkqVMpLi5mz549bFi9mkBPD2aHg4jfz9o1a9A++ogx8fGsb2gAXUeXJDy6js9k4vy4OLw9PciK\nghoMIhsGa4FBkkSm2Uw0IQGv203hlClceuWVTJ8+/bBZHz09PWzZsoXOjg4GFRYyduzYE2oq74mW\nH04moVCIvMxMErxe8oBk/jOjYwixBe58wHZg8PjxrNq06aiVA19G5Imvz+/3s2njRhrr6sgtKGDa\n9OmHBszfcv31ZNXXH2rJLNm5k9bKSlYFAhQlJWE1mfAoCpbsbP7+yiuHTet88K9/5cW772ay2Uyw\np4dKn486TcOr68y2WEiyWIiqKlFZxmw2U6aqeFwuAppGodPJIJOJns5OWqNRWh0Ops6Zw6133fW1\nl2YXgzI/obW1lf/7zW+wtraSoiiUahqvP/00s847j3effZbkxkZSPB56DIO2SIRtpaVUeTz8Yt48\nymprMakqNV4vQzSNfEmiBUjUNJICAbaGw0zJzuagrjO/uJiD1dV8eOAAXr+foQ4Htrg4Kr1ehowZ\nQ0ZmJs6ODtra2j43nZIkMW/+fGbNnn2o/+vzasenktbWVuRAgKTERCAWTKwpL2f/gQM4QyH2P/cc\nq158ESk1FVpayFEU1u/bh+L3U5iWhtXjocbvp1HTOMNmIxCNIpnNvN/Tg0vTqOrqIl/XCVssuKxW\ndqkqQzWNSS4XhsNBq9fLIEniwxUreL6hgVUTJ3LT7353qGB3Op3MEctpC19TJBIhMyGBlEiEBYAE\ndAIfj6DyAVag1mLhmttu49Zbb+2vpAr/RU1NDXfeeCPxXV24FYUSTePfTz/NbXffTWZmJk11dYz7\nRDe2t6ODgpQURnR3k1hYSI7TiTkYZGtbGy+/9BI/+elPD60pEY1GcUej2Gw2lnu9WDSNMcTG19RE\noySazZitViRVJRoO49U0sjs7aYhGyfF4cKenk52Tw9z8fLZ3dHDmUb4H1Cm5aME/H3mEjI4OZufm\nMiori5m5uRQGAtx/662k1teT4vUyRpLIBDAMQpEI1XV13LdyJW1dXeQZBmZdZ7As45ZlMmSZFl2n\nOxrFEYnw75YWbGlpzBs7lpEZGbxfWgomE1V+Pw2BAEUjRzKosBCbzUanYfzXhUVMJhMpKSmnfDAB\nEBcXR9gwUHUdgIauLiqqqphjszHIbue0vDxmulzsXb6cEU4nwXCYHFVlYWoqCX4/SbrOaFVlv99P\nczBIayjE+34/qbrOSF2nUdMoN5nwaho7olEaDYPTnE4iqorX5yNLUXCbTORYLAyPj8ezYwdr16zp\n57MinMjC4TC52dnYIhGGA3HExktkEAsqbEAl8CEwdN48br755v5LrPClDMPg7/ffz5BQiDN6ry+z\nc3PJ7eriyYcfBiCvsJAmn+/QeyxWK6FolC5ZxuPx8MyqVTy2YQNbKyv590MP8Zuf/xyv1wtA2O8n\nLSGBZbW1WDSN2cAwSWKmJGGTZbaFQuz1+6mMRCiXJEYqClkmE6N7x4RZdZ1QZyeSLDM+N5cdGzce\n1eM/5QKKQCDAni1bGJmRgWEYlLW08PLmzby3axeBtjYOVlTgliQqJYlG4HRgKjBJ12msq0M2DAoM\nA0NVCes6BuDoHXEdURTU3g/Q1NXF3uZm8oYNI3XQIIYsWECl203KyJEUFRXF1pSorydj1KjPzBgQ\nvlhCQgLjZs5kW2Nj7OZqzc3kSRKeYJD03FwURaGrs5OhksTB1laqGhsZbLUiATZdRw0EMCwWbLpO\nk6piIdY/PYhYE/MURSFZlvHLMh5ZJt1mwyTLhHWdQyt8KAoNwSArS0oor6jg8QcfxPeJAkIQvipd\n1xleWIjW3o4DaAYixLo6nIAb6CA2ADN5zBhefestsXjdANbW1kZTRQXFqamHPT88LY2y7dvp7u7m\n/EsvZWdPD829ZUZ6Xh7rurpoCAbZWVbGWFXlPGCmrmNraWHP6tW8/PzzADS2ttLQ0YEiScQRCzib\nDQMkiRlmM/GSxM7edW5ssoxTkjBJEirgAvzBIAkmE62NjYRVFdvXXLfovznlcvrOigkAACAASURB\nVKZhGBiGgSxJbKiqYsP27eR2dTFJ08gJh6mIRunQdWp0nSmSRJIkoQCpwDiTCavFQtBiIVuW2adp\nhFWVkK5jNZkIm0yETCa6NY3qxkb2bdvG6+vXo9hs3PGnP3Hvs8/Skp/Pa42NLG1tJXP+fH79OYsk\nCV/ux1dfjW3cON5oaKDM46E1FMKans6QoUOBWFeRRKywliQJvbevLxQM4jSZyExOpgs4CKwGzIAK\nSIaBouskqCqZuo4ky6TYbJRGoxjEZthossxqvx+tu5vxus4YVcXYu5fbFy/G7/f3x+kQTlC6rnP2\n3LnYGxuZAUwHHMAGYvkxQmxaXy0QX1DAxq1bRTAxwGma9rkX1U+WSWPHjuUnt9/Obrudf9fXs9Vs\nRpowgVAwyBBdp1CWsSkKw5xOhmkapu5ulr3+Oj6fj6bKSnxWKx2GQUCSCEoSFcBaXadBlukEJlss\nzJQkClWV/eEwEV2nCeg2DBRFid0sEdjX3c2ss846qsd/yo2hcDqdFI8ezc6SEnZVVvINhwOLLOML\nh0m3WIiLRChRVVIkCask0WEYWIn1YY5OTaUiEKAVSFUU6sNh3gMyFYUus5lAXBwd3d1MjUYpUBRC\nkQiZSUlEdJ0Xn32WK666ivGPPkpXVxc2m010YRwhl8vFrX/4AzU1Naxfv54Vjz/O6OJiFFlG0zRc\n8fFUGAbnpaSQFBfH/tJSppjN+HUdl91OZyhESJI43+ViTSBAk6oSBvJ6I3lJktijaURtNpoMg3bD\noNpiwR2JYLJYaA0EuDgjA6fFQn0kwvyRI6msr+f9lSv51vnn9/fpEU4QDz/8MNUbN3IOoBBrKRsH\n7CQWVGQQm83hT0ykoaLimN9BUui7jIwMEnJyqPvE9HGAqvZ28ocPP3QTr6nTpjF5yhS6urqw2+38\n46GHCOzbR6am4bRYMCkKEuCUZeLCYbp8Pqqqqsix2TBSUjC1t5NnGGRKEsNlmXJgi6oy1mplcFER\ndeXlZAJWw2B7JEKRLLNKURguSRzo7kbJzmb+uecy41Oz4vrqlMyhP7z6aq658kpMwSAhRaFLVelW\nFMZNnsy2Dz+kU9cJ6zq1hkGU3torsaWcM1JSkOPi6PL5yAoE6Ha5KPN6mTtmDKOzsnhlzRrSo1Ha\nIhFcKSlMnjYNTCaWL1vG5VdeiaIoJPYOKBSOnCRJFBQUkJ+fj6e1lbeXLcPS2kpnayv1mobP5WJL\nezsj4+Nps9n4d0cHOUlJNPj91Ok68SYTcZJERNfJAWqAHsMgSZIImM2Uqyp+VSU/M5PkwkIyhgwh\nIzubFUuWMITYglWd0SiJWVlkZGSgdXWxc9MmEVAI/5Wqqvz8qqtY8txzjIlGkQE7sSW1u4FcYCNQ\nB4QsFpqamkQwcYKQJImrrruOe26+mZaGBlJsNlqCQVocDm7++c8Pe60syyQlJQHgdLlwxsUR7Ow8\n1GIdjETwhcM0AuGODtauXk1XJILP52Nubi7Vzc20RCK4gERdpysaJSs3lxGjRtHe3k59aysOSSKi\naeyRZbKyswkkJzNowgQW/+Y3FBUVHfXW8ZM+lwYCAVpaWoiPjz9046f8/Hx+edNNPPzrX6MrCgku\nF8NzcnA4HAQNg20lJTR3dVGpaRQAHmJ9mL5gEHNrK1OGDmVzKER1dzeZLhdxZjMj0tORJQm31Upu\nQgL1wSDjJ07E4XCgGwbRcBhVVU+oKYQnAkmSuPraa7l6926q6uvJzM7mdLebJLudD7u6cJ1xBt9Z\ntAhHfDzhnh42rFtHuLSU3bt28bTPh98wMIgV4l4Aux2TYTDCZkPPz+eKWbMwDIP1dXUUn3EGI269\nlffvuw9XYiIFKSmxBWEkiUAkgkvcOVT4L1RVZeaUKVTv2IFmGHQQy3dWIIXY1NAKoAswpaTQ0tCA\nxWLpxxQLX9fw4cO589FHeX/FChoOHmRscTFzzzzz0CrLhmEQDoexWCyHurBOnz2bN595hsbOTlID\nAayRCJFIhFbDIGy38+3iYnYuXcqetja8bW0EFAWz2Uym3Y4/FCIuOZm47m6KRo5k49q1hDo7sVos\nIMsYkkRccjKZEydy0x13MGLEiGPWzX5SrkNhGAbr163j3t//nsqSEhLNZhIyM5l+1lmctWgR76xZ\nTknlHko/2MI8ZwKnjx6LxWqlu7ubt8rKcE2cyJqXXiI1FMKnadh0nVzDwN5boy2xWnE7HFwxbx6J\nCQlsKC1lZW0t04cOZdvevYyTZZILCsjKyiI3KYk6j4eW3Fz+eP/9/X1qPuNkmGNeWVnJXb/8JTmG\nwcbSUrRuH75ohIAkEYiLJy8zi4y0NM5YsIAzzz2XW37xC9QdO3C2t5NArHWigVihnpCQgCkUwpmQ\nQNbQocwZOhRZlglEIizzeLjnH//g1z/+MbNdrsPuHPpuQwM/++MfOe200/rxTPTdyZAfBqpIJEJR\ndhZJ7R1MJpbf1gFFxAZfJhJbFXMFEMzOZl9V1XFZZ+K/EXni6PD7/Tz1r6d4f8P7YIWU5BTOnXUu\ni85bhCzLvPbqqzx45514a2qw+nyEdJ1uu52shATcJhN1PT0EAwGGSxKFQNQw2Knr5OTmcsZpp/Fc\nZSWO+noGdXaSZrViVhT2hMPsslpZVFDAm42NjJo4kTnnnst3v//9Q90vR+KLPuOTMqB47dVXufO6\n6zC3tzNFUZAtFnapKm2ShF82KJg7ktOvnEd8Sjyv3/AMrsYeMuwuSpubSUpKojAtjZVbtrAgNZWP\nPB6mGQZ2VUXVdQ5oGlabjcbEBM7Iz8ZiMpOZlkWp34971iyqDx5k0xtvUKgoyCYT7YZBcnExdz78\nMCNGjOjvU/MZA62wqKuro62tjazeroSvYt26dfz9hhvw1dQwyNeFFY3OcJT9UY1WYHCcg2hSMnk5\nOTRaLIy1WFCrqkjRNHa2tVEVDOLpHajbLcsMAtplmQy7nTHx8aSkpjJ46FCWdXXxj3//m5KSEh75\n059IjkQwGQZNwDe+9z2+d9llJ/wA24GWH04W3d3dZCQk4NR1cokFEwXEmoh39P5MBmrNZgqmT2f5\nBx8MmAGYIk/03datW7np6v9Ba64jK9+NN95B5qyRRCOg1epEegJ4DzTgtFgJ6jr79u2jUNNQQyGm\nOxwk2O282dbGYFUFux272UyazYbJYuF9VaVg9Ghwu9m2ZAlJkQhpQJckYdjtKKpKrstFq83Ghaef\nzgGvl8igQdz5l78ctijf13HKLGzV0NDAzT//Oc7OTsbJMvGyzKrubnINgzGyTJtk0L22lCUflpM6\nKo+pV8xh98p9HNjewKWnn05XMEhVUxNuw+CDtjayZBmXqqJIErokYZZlkqIRyro8yJn5IMG+ulIM\n2YW3uRm1sZGfTp1KR309wUCAIpuNOquVnJyc/j41A5rf7+dv/+//UbV9O4mKQoemcdrcufz0l7/8\n3FpaWVkZb7z6Kju2bSPU08PuffuYYRhYohF0RQJNZyqwCcg2NNI0je2NjfgBJTubaCTC9i4PHjXC\nLIeFcDCKV9fZqesYisJCRaFSVenWNNI6O1mxfj0pZ52FzWZj8uTJDH/6aXbu3Ek0GhV3DhW+VDgc\nJj0xkTxdZzQwGAgQG3yZDcwEXgIazGZuu+8+rr766gETTAh9V1JSws++/W2GdraTHG9Dretg0BAr\nO5ZtxfbtYex5ayfDZAtj7Rbo6KK7J8pBn49qoECWqeruJsHrRZEk0mWZjmiUsGHQZrWSaLVisdk4\n/YILePa++zg7NZVgZychwyAN0KNRVMCr61jsdlLi4khzuVhx8CDbt29n6tSpR/VYT5qAwjAMKioq\n+J8f/ABTZycmwyBJ06gMBEgEimUZn6oSZ1bId9lwagbdnd2s/uOr+DSdyYadtXv3YrS1kaFpDFcU\nPgqFOCBJTJFlQkCrYWC1WIjoUXTAbrfgcDlwueNYvWo/0sGDTDKZyE5LIz8zE3prq+vq6vjwww9Z\nsGBBf56iAe2xBx4g8NFHLMrJQZYkNF1n7cqVvJiUxA9+9KPDXrt82TL+9ec/01BeTr6uk24Y5Pv9\n7NV1JLOMU5Ow9U6NckjQEY6Sq6mkKQpBk4nWri7+P3v3GRhXdSVw/P+mz0hTpFHv3ZIs9yobuWHj\ngm0MoZdQQugkoYRQAkkoYVkgWUNIgLCUwDoGjG1cwDbFNq5yb7LVLKv3KZre3nv7QcQJmwVCAEu2\n5/dxNDO6983Vm6NbzpEDfhqDQaYJoA2LeGSZBL2GklCEWkHAq1CQJwhUulyY4+OpDYVYmJt7cgbC\naDRSUVExAFcq6nQSCoUoys4mXhSZRP8GbxHQ0H+iYzdQQn/Fx4VXXcUdd9wxgK2N+q4Fg0Eeuusu\ncgIBclRKTCY9oiTTUd1CfIqBrupu1C4/Y4YkEfEFae1txdPtZogkUS3LFCuV9EgSh2UZrywTFgS0\nsoxBpcLnciHHxZGal0dnUxM5RiM+v5+ChAQcvb3oBIGOUIhWQaAXuKK0FMXn969EQeBEff13HlCc\nEWFwc3Mzv7znHm696CIchw/jk2VUCgUuQSBI/w5YUZYRZJmIQkCjVKLwB6mraWOUL4i5q4+urm7c\nx49TFgiQFAqRLkaYAPhkmY2SRIcgEGexkKTXckgQMGuUhH0hAPr8YdrNGjo7O6ipOcKWXZ+xY88O\nuru7gP6z5X0Ox4Bdn8HO4XBwaNs2xqWlnRzwSoWCCampbFyzhvA/VIB1uVz8ZfFiXMfryXI5yQ75\nyVIqKNDrKZNlDkREeoIRlHJ/tOyUQYhI1NsdyKEQ+pgYWnQ6uiJhFGERnSjhj4j4ZRlfMIRJKaCR\nJOLj45G1WnpkGVdyMnPGjCH4eba6qKh/RSAQIDslBaGri3T6s1+q6Z+dEOi/LwSBXUDOqFG88Oc/\nD1xjo74XS5cupfHgfgJOO76AH7fbgyyJmBQCksOPt9eHIRChq6qZviPNSHYPGlGk6PNkiYIokinL\nZNOfl6RKlnFLEq5wGLUsc6izE0tmJj6Xi5GZmTQpFPiUSqxJSUg6HQ6gRqnkksmTKfqHgpJuWcb6\nbxaY/Cqn/QyF2+3miV/8gsJAgNE+H8bYWKqDQSpFkf2CQDL9OSR8oohbEBAlmZZOB63+EBGlgh6f\ngEmU6QoHmSBJePx+NColer0apVpBXiiCXauj3WQmqFbT0ufEnJtMs8vH1j4vhoiIz6BFUZZEx4F2\nrGqZ0mGZyLJM1bEq+vpcnBBFFhYWDvSlGrT6+vowKBQo/880r0GjQQ6FCAQCJ9f6du3aRW/dMZwB\nF+UpZpQKgYAngFHZ/4cUI0mISvCJMg30V2qMA1zhMLu7uzGaTNx6++389t57EIDaiNSfcAZQCQIa\nhUBQlJB9XpR6A0UmExNTU6lzOhEiETo6Or42VXpUVCgUIjUxAYXHSxH9J8VE+suQ99F/T/LTfzRU\nk5DAvsrK6NHQM4jNZuOFF1/gpf95iWxthL54PVpZJugNgiADCtrcETBocYcktOEQTpefcDCCGnDT\n/+UcEAQUQKosc4z+zJgdCgVpskxTOExGaipGrZaSUaOoP3GC2aNH8/GhQ2gjESS9nuMKBXmZmST/\nQ8nyZrsdR2ws5eXl33m/T/vy5du3bcPkdDIkK4sepRK9wUCO10tfMMgxSaJHlnEDfgHiVApiIxJE\nJFySzLmCRJMrgEsQ8EsSHvrz6EckiWZvEJ3FQIxahcOoZ2JWNhkZWficDipbaym7qJxzf3I+wUCQ\now1H2fjHTcx4fCb7n9vCxspjFGda8RsjrKjaR7gomzeXv0liYiKZmZkDer0GY2ni1NRUghoNnmCQ\n2H/YL9HpcmFOTiY2NvbkY/sO7kMwq9BK2pN7WgwmPaGQG43RSK/LhU2SCNIfSOTTfyPvAuJkmVB3\nO6++/WcsWi2BcAgbMsNVCoKSjCsYoToYwWTUUutxUe91U5qfxJb6PWzv9TB0mIX7f38/E4omcNN1\nN50RXwCDcTyc7vx+PylJ8WR5AqTSPw619CepKqX/NIeD/jLkXoWClra2QTWWomPim5FlGY/Hg0aj\nQavV0tDQwC3334IrrY/htw+j66V96Ds87EEgCxC6vTQJUKVRMkSlRJ1o5tDxDuK8QVLoz0XSQP+9\nKwLYBYHg599jE3U6CjQanOEwORoNLQoFOoOBufPn88sNG9B4PFw5eTItTifHbDYunzmTabNm8epz\nz6Frbycsy2gSE/nFgw9i/Icg4+ucNeXLX3v5ZTrXrKEsNZWG+nq6a2uJV6mo7umhBtCLYY7EaCmu\nKKV90xFMviARUSQPgQKFgDcishVIkftz5ucDJo0SURAQYjRsVSopvW4Gje8fJstowRUOEdBqUaQb\nEA0RnI4+/H0+Rl4+kml3TsXT42Hnnz7j0Ku7yByXjdMe4perHqH1aCsn3mvk94/9+ztrvw+DZQf3\n6vffZ9Uf/8i4+HgSY2NpdzrZ43Zz0yOPUD5p0snn/ebpX7Pxo5XEO7zoO52UxWgRBGjrdRGwJLHT\nHyDX5SLJ42GLLBMvgEEhYASSYzU4BCXNw3LoPXiCmSGRhkiEPoVADNARFukEYpJjCHrDZBUmolML\nhOMNDL/5HFo3t3LVA1dS+fYuzs2ayYULz7wkVoNlPJyuQqEQKekpqO0OZkv9GTBrgHL6A4gO+mt0\ntAF2pZKuz6sID2bRMfHlqqqqeHP5m7TZ2xAkmFA2kd17d1GtrkaXoENrVtOwvIb4OgfaQBjJqMPh\nDOAy61n0+NVUrq6kr6YTV3UbsRGZTPqPsRcCY+nPUWJTKulQKomIIhVaLQpBQKPXY4yL4w2Hg8Xv\nvsu0adPo6Ojgvb/+lb3btmGIiWH6/PksXLQIjUZDKBSioaEBtVpNbm7ut970e8ae8sjIyaEqEgEg\nOycHe28v3Q4HLr2eiFqJLTWGe/58G3kjc3lq+iOMiURwHG0i7AriBnSxGqyBCHGCTHNIpkYpUKxW\n4BVljgbCxI7LIq+ikJbDHSTPH0VRiolP39iENkVi5NwRuEMelEolR1Yfwd3lwphsYuTt4xCNKjKK\n0unc1oU+Rk/huEJObGvk0KFDp32ugu/D/IULMZpMrFyyhJ6ODrILCrjjmmv+6VolWZMp/cEk6lbt\noqm7j3a7C7MMNkGBMSmZe2+6iTW//z2R6mOYZZGZagWiINCFjNqgRiOAq66VUDCETq9mtNqAJxDG\nGxLJNmk5nGMh/6EKeo/b8Db5yJyWSeakLDIzMgi7Qpw42MjYH4xh/e/Xn5EBRdS/LxKJMGT0EPT5\nOsxBNZagiCskkUX/aaMM+vdMNAGK5GQczc3RpFWnscbGRp55/RlGXzuS8qETCPgCvPf0cj7bvoXh\n1w5DqVNiq7FhHpaE9ZISGt46gqfVjZhsYOzPJhFTYuDH02/kyfP+A7ME+SoFibJMkSBwSJQ4LPdv\ncmzW6SAhgcvz82k9dgyjIIBSSZXbTVpREeeccw7QP9N7x913w913/1NbNRrNKSlCOWABRU9PD3v3\n7iUcDjNs2DBycnL+pdfJssyePXv4aNtH9Hn6KMosok2h4MPdu0hQC8RYjAQMBpyiSEHZEAqvLqRg\ndD4AacXpyEebwaBGoVbgVgoEfGE6ZPBadGhcQVLDEk6lgh6FjJhppvjqEXzwpw+Yf9t8yudPZP0r\nGwjFBBl36xj0Wj3u424yRqfh9/nYvWQP0386HVEUkcISdRvqmbZg6sm2xyTH0NfX931cztOaLMts\n3rKZ5R+voFfrxVSaweQZsxg9evQ/PXdmxUx2vrKDc342n6pNh7G12IgYdeg7RF5a/CppaWl0tbTw\n58cfRSlJdEsCEQH0Jg1+rZJIMILLHySmNIGOVjdxkohKLSCKAuEYDcpUI1qzlrJLh3LkrSqCvhCS\nLBIKhdCYNAR9AUwJJvrc0c8x6u+8Xi/p2enE5BkomF9Ac50DpV6NwR6AiMQQ+mcljgCauDiaW1oG\n1Uxl1De35qM1FJ6fT3ZZNsFgkH1V+2jpamHYtWUMvaoUW7WNsitKOb6ugc6DnZTdOxGfzcfht47Q\nvLUZDRr0kwxYEuOwN7URESXUCMiSzHBBoE0pUCvJnHfddaQnJ9O1bRtjp06lz27H5vHgEQR+9cwz\ng2q5bEBa8vFHH/HW4sWkiCJKWWa5IDDloou47sYbvzYx0DvL3+HtjW8jxUQIBILsadpNU0czGZlW\nQj0OPL2d9HlDjDtnKhPGTqS2php5uowgCGhT4vh0+TaKkUnIMGLOt7C/2kZPl5fhI1NI1iho39lO\nICJji9FiKEti/9IDmLJMhNNC7N66m8p1leQvyMOSbkaOyKQVptHbbiN7dDa7X9pD465Gett7qV5V\nzQ/u/AEjzh0B9FeZ6z1mI3t89qm4xKeVTzd/ypLNS5j44wkk5yRh77Cz+q1V+AN+Ll508Reem5eX\nh9llYO1Nr5CpU6KToSkgMu68WTz90tMkxiUyd85c3vlwBc2Ntex1hyjVK1HG6xE0Clrbw8RPyaTk\nqmG0/ecOYlUCsiijUSmo6fIg5BhRKVQEHH6sJfF0H+lGocun29bDiW2NjL5xNCcONpJoTOSxZx+j\nrrGWOHM8c6bMYfbM2dH8AWchn89HYoKFBAWUuFQo1x7HD+zyRxgfr0PlDOAM9Vd8lGJjONHeHg0m\nzgB1jbWICpGdGyrp7u3GkG5A0AsklSXiaupDrVcRCUTImZlNw8cNxBfGoTKoAIFgMMTet/dxcPFW\n8sJ6fAoVzWIIq0pBmlGHqFCg9IVQxVl56JFHMJlMvGm18vH69ShUKvR5edx6ww3f+bHPb+uUBxSd\nnZ28tXgx51mtGD+vthkWRT587z2Gjx79lcsBNpuN15e9BpkypRcPJT7LQt3uemw+GzFpVsruHoM1\nJx4xKLHzvyqpbNmJZJP57C9b0Fv1HDlcRdodY6lZW0dDIIzQ7cN64RDOKU2g5n+qaOhw0ydKeI1a\ngrFask2JTLmhgrrmOjJHZrL6wTW4nC46jnSSMMxKyB0iOS2ZgC1AV3M3enSoTqjoW++iJL2UpKxE\nxIiIr8/HnpV7KbIWkZeXd6ou9WlBkiTeW/cek+8oJyGjP9d9fGo8Yy8dy/N3PMf6LevQaLRMGTuF\nhfMWsn37diINJ/jFtFl43G68Ph8HG6o5fHQn1/7iJ/jdAf608o+kpKfSEejEO0zHgW4vsRGJ9iYX\n+jHJ5M7Ox1JspXdRIUf2diL3+vHLMorxGYy8fChBZ4hgKIij0YlSraR1Sxu2ahvhcJieth72v3kA\npVZFzmXZXFC2EEeng1XL3qfH1sMPr/jhAF/RqFMpEomQkpNCnknDKLMWa64ZnVlLgkbBhiO9tEck\n9FoltohEwKCj1+6IBhNngGAwyLHqamIS9WRclE5CyEr1imq6jvaQPikVv8OPSqfCWpKAAChUSsRw\n/7KrKT2W8547jw1XrCSjx8P540YSKCji7T272OHzo/WFkNUq5DgLi198maTPj3f++LbbuOaGG/B6\nvcTFxQ3Kf15OeUBRuXMn6aJ4MpgAUCuVDNHr+eyjj74yoKiqqsIWtDH/p+djSbcgiRIp45I5J2My\na3/yAdN+MwWtof99DYl6hs8fRvVfa5loLGfxi/9F0QWFDF04FOmqyXzw1IdMfqgcV4sbXZwOrhE4\ntryG2PGZjF1URPWyatIL01FrNdR9VE/qqFQ66zoZ95OxNH3WjCyAKdtEa00b2hgt1e9XkxRKYtTE\nMfz8P3+Bx+PhndXvsOwv7xFjiOHc8plceM2Fp31q5u+ax+PBG/GeDCYA/B4/a15ag2WKhTGXjEan\n1bFr/U6q/qsKsctFmdmMRqMh3mqlsa2JrJJE/MEI9jY7Q6cMJSkniT/f8AoanYaUsZkYEvX01PcS\n3tNGZnkGHfs6SC/PoOy64cTcW07HwU4Ov3GYrMnZWLLNdNg6iXgi1K6so3B0Ab3tvQQ8IfxePy3L\n28hKyiLn0mzyP19KS8pO4tzbZ7D6wTUsmLPgZAXBqDObJEmMGD8CnVpmVFECVq2SgDOA3qonLdXI\n6JCE9/x86tfUE24I0NnUFg0mzhDbtm8jc2IGyuEKYjNisO20kTwqmdZd7eji9BjTjfQc6aav2YW3\ny0NMcgxiMILtmI3kkcl4O71YRJn8ogTcPg/Dhw7nTpOZ3fW1bLDbuOLmG7n+quvJzc39wu/V6XTo\n/uG7c7A55QFFKBhE/f98qWqUSrxe71e+1u12ozKpsKT3l/8WAGQwZ5tR6pWIIYkTBxup+6yO45XH\nSYhPxBv0MnniZFZuXMGIqcPxBDwkFiRSMqWYg/99GFNWLM1bW/H2+IjLshBjMtC8sYXShaUc+MtB\n7B47qeNTeef2ZWRNz0Rr0TLssqFUPr8bS44FZJnOvV1MvWgKcbHx2Bw2kpKSSEpK4v6f3o8sy9Eg\n4ivo9XoUogKP00uspb/Y1pHNRzAWxpJQnEBCagIarYYp105h/bMb8LX2kPe3jWyyjKPPTn5ZPqrW\nXsLB/gRYsZYYkooSIRk0ajWNm5uwnbBjyjASdAVxtbr56O4NxBXEo9QoCTgCRAIRGj5uwFZjw3Hc\ngTHeSNl5pRQXlzD1sikAbFu6nRlx5/L6yteZNnzqF/qh0WmIy4+jubk5GlCcBUKhEOXTyrHJNgxm\nLe4TTnRxOmTAUe9AF6dDdASpX1WPxqvlRGtjdAPmGWT7vu34Aj5qX6vF3uYgJtlA0ogk9HE6Nv3q\nMybfNxEUAsfeOUbLthasRVb2vLCHrKnZZE7ORAqLKCSZ+OR4nE39CfOsCQnMio/H3tbGrx/89aCc\ngfg6pzygKBs+nA2yzEhJOpnISJZlGjwezv+aVMajRo0i8McAHruH2PhYBKUCrVrLiV2N+O1+Xlrw\nZ2SFhDnbTNq4VKRUkT1/3cu9D9/LoeOHSGpNQlRFUKgUjLlsNHE741h6yzukjEhi9lPnkVKcjCRJ\nHPifAxxdc5SC8wtISk2iZHYxSr0Sb8CD4BIQFApGXj0cnUlH+/5OVB4VXIcvxQAAIABJREFUs384\nGzEs8v4vVuP3+9Hr9QDRYOJrqNVqzpt0HtuXbGfqDRVodBqaa1vQFmhJtCSh0fbfhAVBIGVkCr3N\nCurqGkj6/Ay1SqnCHwjSIQhUDM0iFApj67DReKgRvxggASueDg+z/mMGltw4uo91kzYmlX1/PkAk\nGCF/di5+W4DOA10UzSlg/8sHyS8toOSaISRkWtn06GdMubQCvydA554uRv58JHEb43B292FNiz/Z\nD1mW8XR7v1UFv6jTQygUomhoETFjDEy7Zgq9R3oIrq5HGZEQgxF0cVrsxx0ca3Pj1cfQ1Nk8qDbO\nRf17ent7CYfDKJVKNu/YjHVuHDqHjtLJJZizjSAIJBRbOfruMXY8W4nWrCXQF2T4NWXY6+woNAry\nZ+cScAQRBHBEZERRhfYfJq1qursZOWHCaRlMwAAEFMXFxQyfOZMNGzZQbDSiViqp6+vDUFpKxZQp\nX/natLQ0pgybyt7X91I4txCVToWj0cH2p3dgSDAQk2xg1E2jUKqVtO1oZ9+q/eQsyGL/xn1kD83i\n+O7jZI7LINwRoamhmZYdrVgtVoYvHI5Gp8Lf50MWZUZcMILWyjbs9TYscWYc7XZUahXYBDIyM0iK\nT+bQ8YMk5SfTV+Wi9JwSlEolCoUChUZBIBA4GVBEfb1LLrwE3xIfqx9cgzHdxPFNxxliGULx3CFf\neJ7P5mNyxRR2+ENsaW4mz2RC0ptYc6CJkT+ZS2dfB7urdrH1pW3Ej4inZEwJzhY7OUk5xCbFEvFG\nMFgNxBfGMUY5itrV9dStPc64n4wlEoyw8debKZs4jOt/ey2Hjx6mt9mGo9PB/g0HaNrczEXTLiI5\nOZm5U+ay7t0PmXHLdNRaNbIsc/jTwySpk/7l00pRpydRFCkeVUwkIcyk+8uxZJkxpsSyZ0c79PrQ\ndgYIWHTs7wvSK0Fvc3s0mDjNtbe38+JfXqTZ3oRSo6TlaCt583KJWCP4en2UXDkEU6aZgDNA2Bui\neNEQalbVYsk0U7+hgcaNTcQkxdC6s42YJQbiC+MRJIEpt87n499+wDRrBh0uF20uF20GA49cf/1A\nd/nfNiCJrSRJYtu2bXy2fj3hUIjxU6cyfcaMf+lL2Gaz8dizj9IhdhKbbqBmYy2SRcQvBhjx4+G4\n29y07+kg5AkS9oXJmZhD98Eessoy6TloQ1REMJlNJKgTMIaNtPS2cP6T86hqriJtaCo6vQ6vz8e6\nJ9YRbAox//7zUWvVxMXGseLplcRmxXDJLZewc99OvC4vbRvbuPKhq4i1xNBe107NX2r53aO/P21m\nJgZT0hqn00lXVxdOp5MX33+Rc26fhKSS0Gq0hD1htv7XNp558Fk0Gg2ffPQR+7ZvR6fX0+Lupar7\nCKZhJux1dgyZBmb8dDqtB1vZsngLkkZGqVUSlxfH6OtHIWjB2dRH85ZmpLCMoBTQmbQ0bmjipt/9\nmNzcXCRJYveG3Rx56yiL5izinAnnUPh5+nRRFHntrdf47NBnWAvj8XR5sQpW7r3tXhISEr6ml4Pb\nYBoPg00kEmHMxDF0hjtQx2govaSYgjn5xBXE0X2omxOfnKD+9cP4XUH8IYHOxk4MBsNAN/tbO5vH\nRCAQ4O5f3U32gkyGTBqCQqHghZ/8kezzspE6RQ7sPsCs382ir8VJ7eo6HA39yxcdezuY/vg0dj5b\niafNQ1pxOhqlBpezD0uWBZ1GR4Y6k+FZw9GK0N3eTtHw4cyeN4/k5OQB7vXXG1SJrRQKBRUVFf9W\ntUar1cpjDzzOc394jnfffgen30lSUhKpI1Kofb+O+KI4JvxsPCqtkuMfn2Dfi/sRZAGlWom70828\nH83jrw8tJT4tnsySDJpbWqjaU0VmcSath1rRWXR4HV4aNzZz53O3UzS86OTvHjqulK7NPay6bzU2\nmw2nt4/zbpuFFBGp2VnD0RXHuOOyO0+bYGIwiUQiHD5ymB37dyCJIq4GF/91/XOkj08j5A7hqnbz\n5M+fxGq1ArBw0SIs1niWrV3GgZoDdLm6sIp+Iv4Ik++YhNagpXpdDZkVmVhHWIlJjaF9Vzs7n69k\n3J1jsNfaMWdbiE2OoW1HO1qdFtEnUr2vBqvRSnNVM+0fd/D0I09TVFT0hbYqlUpuvPZGFvUuoqmp\nCYvFQl5eXvRzP4P5fD7ySnIxjzQz9bopaIxqxJDE/lcOMOrGkVhyLSQMTeSIRkViUgoHdh2Izkyc\nxjweD59u/pQ161bTbephfOnYk8sQ8anxqGNU9Pm8BB1hXE197HlpHwVz8hl+7XDczS52hyTad3eQ\neU4mR5ccZejYEn7w8x+gUChor2tn3VPrefinD//TveV0N6hTb/9tzSolJeXkzdrn8/HIU49wQtVA\n2rRUTmxrpLOpE4NVT9AbYvpjU1HpVUgRCU+HhwOvHkLyi8x6dCab/3MLNStqyJ6Wzex7ZxEORTix\n8QR1G+spv3Qi5TMn0VzTxMGVh1F1qIgti2HE/OEYTAbqd9fT8Wknj9/3RH8lSlmmurqa1R+voq27\nnezULBbMWnhKspF9lwbDfx+iKPLsH56lUTpB4dQC2trb2fvxXtJS0hgxdTgqjRqPzY1vZ4AnH34S\ngN/89tdsadyC3W1n5LUj0SZrwA9H3z5GwrAEUnJTaK9vJ3dODo4mByqDCnO2icP/U4XP5ifYF2DG\nb6bRub8Ld5Obzv2dqO1a4pXxpGekU5RdxMLZC8+6JYzBMB4GG1EUySjMQJevY9qjU1AoBLQWHX6b\nj4AziK3GRvb0bLb/xw70zQZ2bd112q6B/3/OtjHR19fHr/7zEVRDVDjsDsLJQay5VqRWGVebi/ba\nDoKaICkFKVTvrEaURYZcUET+3HwivjA9R3sRwyLHPziOGJax7enlPzc9hUbXvx8sFAix6v7V/OmJ\nF4mJiRng3v57BtUMxdf525pVk60RpUaFSTBy4+U/pqysjE2fbSKYGiBrRCY5E3IwJ5lZ/UQLzdW9\njLh+OCFPiLA/ghQWsdc7iC+Ko31nB64uN8mjk+g40MGwBWXEZfRvqFPrVBgMMWx9YTut77eTkpjM\nVdOvYub0mXyy8RM+ffMTvH4vI4aM5NZ7bycxMfFkO8vKyigrKxuoy3TG2LdvHw3BBubce15/BB9q\nZ+7js9n5wi5UGjUFY/KRZZnV29Zy4sQJtm7fypr9a8ioyCA1J4X0Sal4nF7kgEzxvCJ2vFpJe2o7\n2edmExHDmLNMdB/sxt3iAsBZ56Dk4mJ6a3o59NZhNGo1klciXp3AMw8/Q35+/gBfkajBIhwOM7Fi\nIiFtiLI5Q0kqS6R5czOmLHP/z31hjr5bzdF3jqHqVbO/6sAZFUycjdasW4N+pJ7ySyZybHs1+/bu\npbGrmT67k9EXjCFpWhLrHltPy64WlGYlskJGBtp2tKGL1yEoBCzZZmLTjdSvqscYZ0SpVgL9y/27\nlu+mfNik0zaY+CqDLqAIBAI8vvhxshdkcuGkRQiCQFtNG8++8gyP/exxDlQfIL08nbZwK41HGgn6\ng1iLrHQd7qJ5SwsJJQkgyXg6vWjNWiw5cbhb3PQ29iIGRRKLE9AIf99Wa0m2YM9wMH76eO65+B4K\nCgpO/mzu7LnMnT13IC7DWWXP4T3kTMpCoVAgyzKhcAitQUfmpAwaDjdQMCYfQRBQ6AVe/curLFm5\nhMJL8vH0eMidk4PBbECURLwhHxGNiCZOQ2tlK+ZcEzGJBvy9PizZcVjjrWw9sA1tjAZ/d4BjS6uJ\nT4+nYFo+e/64j9vuuS0aTESdJEkS8xbNpVPqIKHYSsgdRKFWkFCaQOfeDgyJBoLuMGFvmJhIDNVV\n1dGjoWeAysOVjL59JAAFY/NZ/+p6QsYQE++aQMfWdlr3taExavAe9ZI3MpfmvS0oVQKGJAOeDg8K\nlQK/I0DX/i7icuLxHvOw4v6VJBQk4Gh0UJxSwrU/vnaAe/n9GHTlyyt3VaLN11ByTsnJxzKKM+ie\n2cOGjRuI0cXQ3t2KS9WHXm8gHAmTPCoJZ5OTrsPd9DX0Yc4wgQx6i46qpccomJFH2pB0WnyteFt9\niOLfp2okSSYSiODr9JKSkvK99m0wGIylibVqLZFQf4E3QRCwmCy4bW7EYASVqv8G3XK0hQ1LN2DN\nt6JOVhEOR1DoBDqrOkgsSiDGFIOr3Y3H7sGUbsScaqZ7bw/p4zJIGZWKp83Tn6eiG8Rumd69vVx+\n52UEggGqP6jl0Z88yry5875VP05Hg3E8DAaSJHHz7TdR7aihcEEBbbvaCXnDtG5vI2NSOoZEA91H\nejj0+iFS1Cns27cPpVI50M3+TpztY0KtUhP0h9i3fh+Htx3G3uNAERJYd98GMsenM+KHI3AcseN1\nekiflEZsbixNn7UQX2QlcWgCfU0u3K0ubDU2MgszGXvJVGbmzKKwoJCk85PIyMgY6C5+Y6dt+fK3\nl71NtekYo84b+YXHW6tb6V1rZ/70+dz29G2UXF+EIdOAOcuCs7WPT+77hJ4jPSTlJqGKV5FUkkTT\ntibGXDaGSTeUgyyzfvFHtH3URtaELMb+aCzxWXGc2NNI/dLjXD7ucq667KpT2tfBYDCsjx47doxn\n/vo0cx6YjVavxel0svvAbo68V8WC6xegVqt4/pY/UHRRIWMvH0tnRxdbn9pK/rx8Wre3cs7dk7Hm\nxdOw5QS9R2zY6+xc9PSFtB5so/LNSnQpOpwNTrQKLXMvn0PTvhY8VR6y87NJTUrhvCmzo0tXnxsM\n42EweOrZp3hz85ukTE5i+LXDWfnDVWRMTCPsj6CJUaMxaqn/sB5/nZ/W421n9AbMs21MrFq7iueX\nP495qJGhF5Xh6XNRv7uBY8uPccnii0kuSGLbKzuQYyUaNjZSNLcAe5sde50DQ4KB3mO9+O1+/O0B\nnlj/OC1VLeTbCs6o75fTZg9Feko62w9v/6fHu453k5eaT0ZGBsGOIPv++wBF8wtp2txMx4FORt04\nkoZ1DZSWltK0r5mskgziLXF4azxsfGITQVewvzhXXA76kJ5PHv4Yb58PpV/Jz66/iysuuWIAehsF\n/blJzi2byQePfkh6eToAXR93k+pP48ibVbh73WRPzOacH03GYDYQUgWZfHc5m5/cgiExho/v/wRZ\nltGEtUQCYab+egoag4a88lwyRqZzeG0VNctqKSws5LOXtxIJRRgyfgjd9i5yM3JPHgeNipIkiRdf\neZHX177G0B8NpaemG02smqm/PofNv96KUqtAoVLQW21DE9TQcOzEGR1MnI1GDR+F71UfZeeUIisl\nBIUCQ4KOkdeNpPbjOpILk/uXTSU/oxYN58iyo7icfQR8QTr3dyGFRTQKDb9+/xGsqfEcXHWQqSWn\n36zEv2PQ/CX8LUX1uHHjeHvt2xz8+BBl04aiUCpoPNRI86ct3HLvrRgMBvQxesquKsUX9qO16Bhx\nyXDCkTC2Ghsbl2xGgxpvxMsNv72B5OQk7B0Omg434Yvx88g9j1C5q5Ieew9pSWmUl5ej1WoHuvtn\nnX9MSS4IAldeeiWTxk9i7/69ANx4949PnrD43Z9+R521hnAoAoJAvCUeOU9mxDUj2P/yAUyCiTiV\nhYLSAo5UH6F5RwsJ+QnEp8WjVClw1NspyS/h0rmXcsC9n+k3TUMXoyMcDLP9rzt49a1XufVHtw7U\npYgaJCRJ4rEnH2PZp8uIL4sjLtdC1+FO2vd0kDY2lUV/Wci+P++jbnU9uZZcdm07s05zRPVraWmh\n/PyJDM0vxdnnJFZjpE/jImj0c3htFdkVWWhjtTSuayLrxizGXTOWsBTG3emh8o1djL1+NCFbiBMH\nT9B9oofIiQgTrp0w0N06JQY0oJBlmc1bNvP+Rytp7+4gIyWdReddyC9/9kte/eurLF+zAoVKQao5\njQdufoDU1FQACtILcHQ6yb8gD2NSfwrm9iPthFxhcityyRiahm2nnVdu+W8mzSsn6AgRG4jl57f9\nHJPJxKyZsway22e17Tu2s3z9clo6WkhJTOGCmRcwfep0BEEgJyfn/z2mGWeMQ48BZ4uT2LhYNFot\nyQkpHO87gSFgoLS0FOsEK8VTi8jryeWdJ99lVeVq4nPisNU7SNOn8fwTz/PsK88y/aGp6GL6i+uo\ntWomXVHOqgdWc5Xrqmja7LOYJEncec+dbG37jLzLcrA3OAh4AhTOL6JuTS1NnzahjlFz/MMTlCYN\n5YMVH0SDiTOU0WjEZ/NjtVoRIyKVhypRJSvpPepBpVPh7nYztGwoaZp0lt+3HHOembShabia3Fxx\n3+WI8SK9nT2seXotl82/nIfvemRQF/T6Lg1oQPHhhg9Zvms5468fy7TcqXQ2dPLGW69zeegKHvjZ\nA7jdbkRRxGw2fyFp0AN3PcDV91yNOkFJ8rAU/HY/PXU9iM4I5903i94GG5dcfQmfvLqRhM4ELv3B\npRQVFUVvAANs02ebePOTvzDu6rFUFEymu6mHv/7PX/H6vCyYt+BLXzdt8jQ2/2kTBfn5NO9pRhev\nw9XmovbdOq5ZdA3NMU1Mu34KgiCQmp/Kg8sfYOl97zCjaAZTb55KcXExbrebsBDGZP1i0KDWqjEk\nGLDb7dGA4iz2u+d/R2XbTsbeOpbcKTmsf/AjJFEm7AtRfEExjgYn1UtrmDNiDi+98FL0XnIGKy0t\nRblESfXOGmrs1ViGWjAmGjn2XjWedg8ntp2gftVx0uR0fnrlz1i/fz3lFRPJvDkTjU7Tf1ItFML1\ngZu7b737jMiW+q8asIAiHA6zfMNypt5fgVKl5OAnh4iEIhTPG8Kyd5cxrWIaxs8LQP1fJSUlPHbn\nY9zz5N3kznAR9Afpaehhxt0z0MRqiDHEIAgCI2YNo/r12tMu2dSZSJIk3vngHSbfMelkqfLknCSm\n3lLBiidWcN65551cegoGg+zbtw+bzUZmZibDhg3juvnX89qbrxGTY6C3z4b7hIfnH36eXYd2kTM+\n+wsBp1KppGzeUPRd+pOffUxMDAalAVu7/QtFvfweP75u3xfyi0SdPWRZ5tChQ7z19lskTUsEEcKB\nCJPunMj253eCAKJXxFHl4Lrzr+fnd/08Gkyc4ZRKJffddh+33HsLRzuqSB2ZihgQKZxSyNwH5lL1\nwVGa3mvi3ofuJT8/ny2Ht5BRnHEycZUgCLi63cTHxp91NZ1OeUDxt2WOJSuXsP/EfiJrQjTtaSar\nPBOVXs2e5R1467w4HI6vvMnPmzuP403H2da0FWOakcScRFLLUuiq7qIkq//Iqd/tx6A7e6LDwayv\nrw+f5D0ZTPyNyWpCbVHR09NDRkYGLS0t/Pb536LN1RCbHsvadWuIX2PljhvuoLysnLUfr0WSJWZN\nnUXxkGKO1B7B4bb90+8LeoIY9H//7BUKBRfNvoh3X32HSdeXY0234up1seOtncyeNOeMTDIT9dUi\nkQh33383W2o/wzTVSEQX5siyI/S19TH04qHM/u0sdr+yh4Z3Grnz8p9w2023DXSTo06R4yeO44m4\nSR2dgnVIPN1V3fS5+nAH3GRPzqRlVQtJSUnExsZy7vhz2fTnzZRfPRGT1URvay87XtvBFXOuPOvS\n8Z/ygGLNh2tYtX8VZdeVUvuHGmp21zLu9jGk52agN+gpnj2E5bet4NixY1/7X+OtN95KwooE1m5e\nS1X1UeLSLYwcP5Lk5GQi4QiHP6jiyolXnqKeRX0Vg8EAIfC5/RiMf4/aw8EwAWcAk8mELMssfmUx\nBZfkUTiu/+SFvEBm+9Lt3PiTGxl+SRlXvHg5KrWSo1uO8atnfsW1F13Ly2tfomBswcm9ES6bi9at\nrdx21+1faMOsGbMQBIHlzy3HG/agEbTMmzqPRfMXnboLETVoPPzowxzw7eeCPy2ko7mDsBhGa9Gw\n7w/7MaebQQmNnzRy6bmXcsuNtwx0c6NOke7ubl57/zXOe2gWDX0N6FJ0DP/hMHb8rpKe+h66j3Wj\n8ChP5i266tKrMKw28OETHxImRKzGyOWzr2DG1BkD3JNT75QGFIFAgBUfr2DmwzOIjYslNsaIPl2H\nNd+Ky9WHTqvF3mZj3KJx7Dy4kylfU85cpVJxxSVXcMmFl1C5q5JX3n2Fmp5aThgb6drfxYTCiVSc\n880LkEV997RaLdPGTafynV1MufYclColoiiya/luxhaPw2Qy0dTUhFN2UDF28snXCYJAxoQM1r+5\ngR9f/KOT082j54xim3077V3tzB09j9W/WkXKmBSkiET3/h6uWXANaWlpX2iDIAjMmjGLc6edi8/n\nQ6/XnzHJiKK+GZvNxid7PmHa4xXEp8Xh6HagUavxOn3EpMbQurEVW52diowpPHT/Q9FljrNI5e5K\n0srTyC3MpXpTNQqngC1gJ7Esge2/34m/08fE4vKTz1cqlVy86GIuXHAhfr8fg8Fw1o6XUxpQdHZ2\norGqiY2LBaB0UjG1nbV0HOgkEorgUfmI01vQm2NxHnX8y++rUqmYPGkyI4aPYN++ffj9fopvKSY7\nO/v76krUv+HKS67E87qHlQ+swpJloa+1j6EZQ/nRj34E9O+d0MRo/mma0B/2ozFpkETp5B+qLMuY\nUo3s2baHxx96nIryCg4dOoRSqWTU/FHExcV9aTsUCgWxsbHfX0ejBjW/38/u3btRGhTozHoQBLJL\ns2g61oxaqSYSELFvdvLDy3/Iz+742Vn75XC2CgQCqA0qREkkzhpHmBCiXyLsDBPsCnD9Y9ex5419\n9Pb2fmEWXalUnvX3lVMaUJjNZnx2P2JERKlSkjcyj2NvVpNZmEnr/lYU7Qp2VlbicXuI8cXy8usv\nc+0V1/7LeSJiY2O/dlYjauBoNBruuOkOenp66OjoIDEx8eRRYIDs7GyCXUGcXU4syZaTj3dVdxFr\niEWl7h+uXY3dfPzmR7Q1taMPG7jnV/dw05U3MWtW9Dhw1JeTJIm333ub9dvXI2oi2LptbPz9Ji76\n/YWotGryR+Rhb3ewq2oPb/zpDUaMGDHQTY4aAGWlZWx4dz0lU4pRKpTkjRuC3xWgd2cvo2eMZtO7\nm3G5Xdzz23uYUDqBG66+4azbfPllTnnq7Wf/8Cz21F7GXTgOQRD44KUPqa2uxWKxECJE0fxCdOgZ\nVjSMPcv2UMQQbrkhun75fRlsaXU3fbaJ1z98nZL5Q4hPt9JW3Ub92uMEfQFmPngu5iQLbz76JgUX\n5KNQKRhdMgZni4MDrx/kyfv+g6SkpO+tbWeDwTYevkvvrniXjU0bmfKjCvSxOj7b8hnb396BWlAx\n7a5p+J1+Kv97FyMNo3jumecGurmDxpk8Jv4/siyz+MXF1PirEbIFhHjoa3TRsrkFU56J3Jk55KTk\nkp2exc53K0lzpXPXbXcNdLNPqS/7jE95QOF2u1n88mIa7McxZ5ixHbdhli3srd7L+LvGkVeQS3p6\nOmq1mnAwzPsPrOa5R57DYrF8/ZtHfWOD8WZx7Ngx1m1aR5e9i8LMQubOnIvdbuf5N56nzdmGnCkx\nZFYRQ3KGnJzh2LVyN2WRYVx+8eXfa9vOdINxPHwXwuEwN//i5pP7twAC/gCVuytZ/cs1WJOsiF6J\nmeNm8ugjj0bTaf+DM3VMfBVRFNmydQsfbd1A5b5dKDQCDp+D4dcNo6C4gJKiEhRKBWJEZOUD7/P0\nz585q/6ZGTS1PIxGI7+855e0tLTQ29tL2kVpGI1Gbn7wJmbMnP6F56q1amKTY7HZbNGA4ixSUlJC\nSUnJFx5LS0vjhSdf4Mlnn8Rb6mH8uPGoVH/fUJmQbaVtR+upbmrUacLtdiNr5JPBBIBOr2NKxRS6\ny3u4avrVjB8/nvj4+K94l6izhVKpZNrUaUybOg1ZlmlsbOT2h25j1uxZX0hUpVQpMWdY6O7uPqsC\nii8zYOXLMzMzyczMBPrXNmO1RmxtNqzp1pPPCfqDeDo90aRD36HTuTSxSqViwpgJrG9Z/4VgAqD7\neA+jU8ecknacSU7n8fBNmEwmlGElrl4XpoS/Z0T1ewIoQyqmTp0aXQf/3NkyJv5VgiCQm5vLkIJi\n+jr6MOT/PaCIhCM4m50nj5CeqU678uUbPtnAuzvfpeLGyViSLXicXnYs2clo02iuv/r6U9KGs9Hp\nNp3p9Xq59zf3kHV+JsWTixEUAvV76ql+p5anHngKq9X69W8S9aVOt/HwTaxau4q1VWupuGEypgQT\nHoeHrW9spyK9Ilpt+CucyWPim9iybQuvf/Qa5/x4MtZ0Kz63n51Ld1JIEbf/+Pavf4MzyKDZQ/Fl\nZFlm3UfrWPHRCsLKMARhVvksLr3o0uh65vfodLxZdHR08N9LXqGmpQYUArlJudxw+Q3/b2GxqG/m\ndBwP/ypZlln9wWpWfboKUS0ihATmVszlBxf8IHo09CucyWPim5BlmU82fcKyD5cRFAJIQZkZ42dw\nxcVXoNFoBrp5p9SgDyj+JhKJ4Ha7iYmJOes+pIFwOt8s3G53fz6KaFGv78zpPB7+VZFIBJfLhdFo\nRK1WD3RzBr2zYUx8E6Io4nK5MBgM/3JKgzPNaRNQRJ1a0ZtF1D+Kjoeo/ys6JqL+ry/7jKPzfFFR\nUVFRUVHfWjSgiIqKioqKivrWogFFVFRUVFRU1LcWDSiioqKioqKivrVoQBEVFRUVFRX1rUUDiqio\nqKioqKhvbVAGFJFIBKfTSSQSGeimREV9J2RZpq+vj2AwONBNOe397f4giuJANyVqEIl+bwy8U56C\n0u/3U1tbi0qlYsiQIV/IgilJEitXrmLp0jV4vRFiY9VceeVCFi6cjyAIp7qpUVFfSpZlGhoacLlc\n5OTkEBcX96XPrays5OWXl9DZ6USlgjlzKrj++qvR6XSnsMWnP0mSePXVN1i6dA2iqCQlJY6rr76A\nefPmRu8PZ5ne3l5aWlqIi4sjMzOTFStW8fbba/D5RIxGDVdeuZAFC86PjotT7JQGFBs3buL55/9C\nKBQLiJjNIg899BNKS0sBeOed93jttY2kpEwnLs6E3+/kj39ciywlcWeeAAAgAElEQVTLLFq08FQ2\nNSrqS3V1dfH447/j+HEHSmUMsmzn4otnce21V/3TDezgwYP8+tcvYrGUk56eQiQS5P33d9Hbu5iH\nH/7FAPXg9CNJEjfeeBurVx9Fqx2DQqGis1Oks/NdAM4/f94AtzDqVIhEIrz88musWbMVlcqKKLqA\nPvx+C5mZM4iP7//e+MMfViPLMhdcsGCgm3xWOWVLHnV1dTz99BvExs4gPX0W6elzEMVRPPzwsyen\ngt955wNSUyvQ6fpTKev1FlJSKliyZBXhcBiAUChEV1cXgUDgVDU9KuokWZb5zW+epqHBiNU6k9TU\nGSQnL2DJkm18/PEn//T8JUtWYDCMxGRKRRAE1GodWVnnsGNHDc3NzQPQg9PTu+8uY9WqHVgs52M0\nFhATk43PZ6GzM4633no/uvxxlli5chXvv3+ItLQLSEqaitk8lT17WujtTfjC90Zq6hSWLHk/uvxx\nip2y8uXr1n2CSlWIXm8++ZjZnEZzs5Xt23cwcuQIfD6IRNxIkov4+Dj0ej06nQmbTcbpdLJ581aW\nLl1DMCigVEa44IJzueaaK04um0iSxN69e9m4cQeiKDJt2kTGjRsXLS72D6Klif99Ho+HpUuXsnr1\nDkRxNGq1E61WRWlpIVbraJYt+5BZs2Z+4TX19U2YzUMJBIK0tbXjdLqIjTWgUsXQ0dFBVlbWyRS2\nAzE9O9jHgyiK3H//Q7zwwhsEgxn4fHbi4iRMJhMGQzxer5vOTgcejwez2fz1bxj1tQbrmJBlmWXL\nPiQpqYKGhmaOH2/G7bbjdoPX20VubhcpKckAaLUmbDaJtrY2mpubCQaDlJSUkJ6e/q3bcTYaNOXL\nw+Ew+/fv55lnnsduTyU9fSRdXbW4XL3ExpoJhTyMGKHC5XKzbNkGdLp5aLUWFIogRUXZZGQk4XKt\n54or5vPyyxsIBLJpb3cQDPrQapu44YYKHnroF8iyzOLFf2TdukPodAUIggKf7zgVFTk88MA9KJXK\nb9WPM9XZnqc/FAqxe/du9u+vIj7eTG5uFtXV9bS1dWAwqCguLmbs2LG0tLTw+ON/YNeuOnp6VKjV\nJRgMMmq1hCj6KC+fjFK5i/fee+0L7//Tnz7I8eNxHDvWTTisR6XSE4kECAY/5Le/vZnm5m727DmM\nwaBnwYIZXHrpDwZ0b8VgGg+BQID09Gzsdh8gA6nAXFQqLUlJ8ZhMJtzuOoqLW1i37u3oPw7fk8Ey\nJkRR5Pzzr6KnJ5WjRz8jFHIDRmQ5jCyPxGxWUViYi93uwuXqRRC2U1CQg8VShiyrEYQuLrxwCjfe\neF10b8W3NCDFwXp6enjwwSdoa5Nobw/Q3FxNKNSN0TgKrTYdv78Nu/1TNJpY/P4wshwB9CgUBgyG\nRLTaBIqKDNx88yw++GAjNTUJ2GwK9PpElEoVPl8vweBKNm5ciiiK/Pzni8nIOB+Foj94kGWJ5ub1\n/OY31zJhwoR/ux9nssFysxgIXq+XX/7yCaqr3Wg0GbS1HaS5uQazuQSXK4Io2jCbI+TlJePx2LFa\n57FvXy0OxyEkKZZIxIVGkwG4gDry8pIZN240555bzqJFCzEajezYsYOrrnqQcHgCGo0Wp/MgPl8D\nKlUYrTbEpEk3kpxcTCjkp6trL+PHW/nNbx4YsBveYBkPPp8PozERSYqlfyJVBXiBbGAyer2B9PQ4\nnM4PeOqp67nhhuu+8zZE9RsMY0KSJNat28APf3gnNlsfoAHygVigGjCjUpWiUAioVGpEsR5RtKNU\n6ikpGca4cRfQ1VXDoUMrKCxMZ/LkcVx22QUUFxd/p+08W3zZZ/y9hvRPPvl7jh5Vkpw8Aovlf9m7\n7/gqqrzx45+Z25Pc5Kb3hBAIhN47CoIUBVdEXSvuPu4qj7qPay+rK8qyoi5usetPXV3RtSPggoI0\nAWli6C0Q0nu7ubl1yu+PG+MiWCAhN8B5v155QSb3znzn3jNnvnPOmTN17N27A0XJxe+3ExZmobm5\nCE3riccTg66bgSNAEpoWgcvVjMu1ncOHNRyOGZSX11NdbUWWY6mpKSAQqMFqtaDrkbz99gdkZWUi\nyxlUVVVz9GgpXq+PuLho7PYUvvxys0gohOMsWrSEffsUMjIuxOWqpaSkAriAkpJa0tOHIMtGmps3\nUFdnp6joKM3NRdTVKQQCtWiaCxiE31+Krh9E15OoqsrG7x/CwoU72bQpjwUL5pKUlISiVFNdvQi/\n3w/kYDD0BQz4fPsoKztIcnIfrFY7GRnns23bEg4dOkROTs6Pxu50Olmy5D+sWbMZk8nE1KnnMXny\nJMxmcwd8cqeX2+0mPDyO4AljOBALFANbgELAic/noL7ezyWXjORXv5oVwmiFjvDGGwt5+eXluFx9\nAStgAvYCqcB5wEYU5QvASiBgJCKiO4HAAAwGB/n5mzGZPqa8vA5dH0p5eTh5eQa2bHmCefNuZ8CA\nASHcs7PLaWmh0HWd559/iUcffRGr9SJ8PhdOZxO6vhNV7YqiHCV4VacCwwA/cBA4v2VZNcEM1Ads\nwG634ff7UJQ4QEfXVSC9JcZ9DB3andmzf8Xf/vYlNTVRmEyxGAwm/P4mAoH93HRTX+bMefCk9+Nc\n0BmuPkIhEAhw6aXXUF8fQyAgs3v3arxeD8Fxyg7CwkaSnJyDqtaiqltpbLSgKDV4PC50vbllLe6W\n13fDaByJLNeRlhbOqFEjKCxcSZcuAT77bDPV1S503Q9kAL2xWoN3e2haOfHxZUya9BtsNgcARUVf\nceed4xkxYgQrV37B1q27iYmJYurUC+jduzcQbFm5666HKSw0ExPTA01TqK/fw7BhCcyZcz+yfOpj\nrUNdHqqrq0lISCSYRKQCBoKfWy+gANgI1GCzRfL663/jiisub9P+Cj8tVGUiEAiwYsUKXnrpdVau\n3IbXOwhNkwgmFLUEL0C/PWb9BI/HZCC+5e/dMRp7AJXYbNtITLweXZexWp2MHj2M+vpi4uOP8uyz\nT4gukJN02looFEXhk08W8/HHn+NyeRg0qBdOZy1vvrkcp7MZn287ihKFokgoSgOS5AOiCRaAAFAH\nlLT8vglIAWIIFoxmwEhTUzyS1KOlUtaQpDJkOQVQ0LQmduw4yvr1Gygu3kRMzPUYDDYADAYjHk81\nDQ31bd1NoYPpuo7L5cJkMrXrmILCwkJee20hb731IWVlOrJswO0uBBRgAMGyl4fb/QlHjkQgy34M\nBiOBgNSSSKQQLJs9CFZkawErmqagaVEUF1fz4YdL0fVDbNrkQVH6IsvJqGo5UAV48PmqMBjikSQH\ngUAjTU1VrQmFJDUjSRK33/4g5eVh2O0ZuFw1LFx4O1lZKYwcOYSwMCOFhTIZGaNb98tuT2Tbtv+w\na9cu+vfv326fV0eqrKwkKSmTYCLx7bwesQQ/N4DuBL8niVtvncUvf3llCKIUOkIgEOD3v7+Pt976\njKYmA7qeRvAisp7gMacRPFZNLf9+m+RbAQswHtiIrndF1xV8PhNGYwQuVwVdusQB4HCkUVDwVUuL\nWHgH7+HZqU0JRXNzM9df/1tWr95BIKBjMMDatV/hctmQ5V74/To+nxvYRbDyHYmuy0ACwcxyVcu/\nEwkWlEhgB+AlWKFoBAtMDroeR7DQuND1HFT1C0AC4tC0XJYtq0RR/Lhc/8Fo7AlI6Hox2dnZFBVV\nt2U3hQ528OBBXnjhnxw4UIwsw5gxg7j55l/96ORRP0dJSQl33vkY+flNeDy9UVUJr9cHdCV4stoL\npBEsc93Q9VpUdRCaZkPXGwAXkE+wGV4mWHHFAhqaVgSYCSbtZhSlCVnuhcGQjKZZCPb1JgLb0PUB\nqGodYMLlKkZVFXRdp6Ymn/h4hfz8o1RURJGRMRyv10le3ue43alUVsp4vU0cPLiCxMQex+ybJElI\nUgq7du09IxOK6upqkpIygBxgAhBOsG7Y2vL/IoKfdYCYmDDmz58XsliF02/lypW8884qvN4MdN1B\nsMsrQLDbK4ZgN4ed4AXp1wSPrSKCx3EZ0ABkoqq7MJksaJqXpqZywsMV0tPTAFAUL2azfFZ0E3YW\np9xWqOs6d9/9MF98UYXfPxq4DEUZQUODH0UZjKIkIUlZQBeCVxwawewxeIURzGVkgoOsvu0TU4He\nQCXBJqu9BJuvwgg2fdpb1qO1vH8SMIBAoAm/34/FMgSHw0G3bhFkZ4cxatRUunQZjtVqwel0nuqu\nCh2orKyM++6bT1FRAmlpV5CUNIP16xv5wx/+1OZ7yj/4YDF+f1eampw4nSYUxQbEEWx1iCJYrr4G\nkgiWt55AV3Q9kWAZTWh5bU3L7x6ClVsBwbsQotH1cAKBWr5Lhk1IkgmwIUmBluVgMJgwGuvQNCdb\nt77HkSPvExmZz913z2bDhu3ExQUHixUUbMXrTcJuH4bRmILZnER09DgOH96D3//tVVmQpnmw28+8\nKy1N00hIyCB4ETEIcLT8JQIYSrCFQgU2I8suSksLxV1bZ7m33/4Yn8+GLCcTPEbrgH0ELzb78d3x\nGgUMBioIlpswgsfkPsCK2VxPeHgRVqub6OgKRowYgtlsRtd1ysq2ctFF52MymUKwh2enU04o9u/f\nzzffFBEIpGM0pmMy2Vv6VLoQbAIGsCDL0QQr6GDrQnBshEywv8tBMMGobFlW3/I6H8FMtLZla34k\nyYAkGfguIXEgSSlIUiq6Phi/v4HwcDt1dVV07TqCnJzz0LQw1q9/lwMH8rn66tv44x/nUVX1bfOp\n0BktXbqcQKALcXHZSJKEwWAiNXUwR4/6+eabb9q07ry8fURHZ+LxOPF6JSQpimBiYCB4MrMQLIPh\nfJsggI7BYCLYeuZr+dff8vcmgoltGMExQPkE+3WDfbuybETTmpBlE5JkJXiFVQHsRJa3YTbnMXny\nbDIyRqAo1VRVubj//gVs376DhoY6AMrKDmOxdG3ZAw1ZlujSpSuaZqO6Or9139zuekymckaNGtmm\nz6ijaZrGtGmXADaCLRAGvrtgUFuWa0ApcJimpmoxZfk5oK6uAVk2Evzu3QTPG6UELyoheCzqBM8b\n8QSPSQ/B5COS4LnjEDk5WVx44f8yYcJYzjsvmpqalZSWrqe4+BOGD4/h+uuv7uA9O7udUpeHqqqs\nXr2aigoVRdExmYJ5ia5LgIIkKei6GV3XkCQjwUo7QLAAaAS/eBvByrtHy3IDwStAd8v/cwkWIDdw\nFIslHb+/oeXW0oMEC5GKJAUrWZMpjczMSA4dclFa+gU+n4k9e9aTmNiVgQOvRpIk8vL2cP/9c3nh\nhb9gsVhO9TMTTqP9+wuw29OPW67r0RQXlzB06NBTXndsrIOiokYsFguaVs13V8IBvquQ9JbfLQQT\nhkQ0TeO7RLacYKLRTLCclgJZBFsu6gENgyEJyMdkKkGSUlCUKgwGM6p6EIjEbC4lNjaFQYOuJyGh\nJ7t3FwEKkybNBCRqaz9h8+YlTJr0WwwGI6qqoCgejMYAMTExGAwG0tNjaWzchKY1IkkaJlMd999/\nM/Hx8af8+XQ0VVW58srrWLZsNcFxKZ6Wv9TxXf94A8HPtZbmZhdhYWGhCVboUCNHDmDDhsOoagnB\nBD+K4F0/eQSPzQa+7W4MlpdmghezZoIXqD7CwkxkZY2msTGPW2+9iunTL2b//v3U1taSkpJCVlaW\nGIzZzk46ofD5fMyd+ySrV+/E5XKhqnaamxuw2SIwGL7tI64AuiLLKroeQJL2YDJFAYcJBGKABnS9\nDmgkOGaiN9+1Vuzgu4yzAHBgNLrQ9Y+QZZCkBiyWXHy+OMCJ2RyJJFkwGDR8vipuv/3XXHDBGN5+\n+13gPLp3H98ae3JyP4qLq9m2bRujR49G6HwyM1PIz68hMjL5mOWS5CQxMaFN654xYzIPP/wSbnc9\nUNHSohZD8I6jo3w3enwnMAbYhyTFo+tWgq1kdchyJapaSbC/NoxgwpsEhGEwONB1N7pei9mcQnJy\nE42Nh3C7nRiNfiIiTMiynQEDriIxsScGg4nS0jK8Xj8pKelIUjAx79PnYmpqnmfXrrcJC7NSUvIV\nYWE9GDKkDwaDgaamKrp2jeDvf3+aQ4cOYTQa6d+/PxEREW36fDqSruvMnv07lizZT7BL1Euwi+MQ\nwX5wN8EWiu1ANTU11SKZOIf8z//8ijff/IgjRw4SPM5Ugkm7kWBL4LdjJfzANwQTiziCY24qkCQN\nm82J2byT2bOvYOrUKUiSRG5ubkj251xx0gnFZ599ztatteTmXkNd3b/w+9243T7cbg2LRUGS3BgM\nBzGb6/B4jEADRqOP2NihqOpBJOkoNlsEDQ1OXC4NVT0K1KHrSQSvDNMJZpprsFp1UlO7ExubgCRp\neL1H8XgcuFwOrNa+1NQUEQg0omlNQD69e4/ht7+9AYfDwb//vYT4+KQT7IGD0tLyU//EhNNq+vTJ\nrFgxl6amBOz2RHRdp6pqP/HxCkOGDGnTukePHk18/CuoagpmcxV+v4quF/Ft65gs78NqbcLr9aHr\nm5DlODTtM8CILKtYLE5yc8dQWlpAU5MZt7sSg6E7ul6KJKUiST4MBjeRkUZkuYC0tBQuv3wy06Zd\n2HrL5+zZ9wLRLd0o0NBQi6oWkJk5rTVOg8FE//7TSEw8yqhRw1i69HNqahpwuwspKtqH1VrNnDm/\nJyUlhZSUlDZ9JqGyevVqFi1ag8EwEJMpArf7A4KJRS3BVh8rwSvPeiori4mNjQ1luEIHS0pKomfP\nHJqbu+J2N9DYuA9dP0Dw4nMvwflITARbr2SCg3mLgXAkSSM3dySXXDKQefMeFrcVd6CTTiiWL/+S\nmJjeGAxGhg6dgcGwhMLCL/H5VEwmjezsNFyuehob65AkHa/XicEgERlZSJcuGTz88NMMHDiAgoIC\ntm7dyuOPv4mmpVFffxiDoTeKYkLXDxAeDh988Alff72TQ4cK6do1jWnTHmbFitX89a+vUFtbhskU\nh8nURFqaxl133cFVV13VOsCme/cM9u0rweH4/tztDaSknCjREDqDrl27MmfOrfzjH69TWhpA1wP0\n7JnKXXc92OZuKp8vmPhefPENHD2aR37+ZgIBBz6fgqru5f/+7zqmT7+Y66+fS02ND6+3GlmOwmJR\n6dNnGBERNVxzzXQ2bfoGp7MepzOFnTsP4nKBz/clihKD0SgBteTmJvLPfz5Dly5djolh7tx7ePTR\npykp2YMkWVCUfaSm2omP73bM67zeWkaOHMZ1113DNddcxa5duzhw4BBRUXaGDx+Ow+HgTKRpGq++\n+gZPP/06TqeKooDBICNJXdD1gwSbt80Eu5a8VFWVnFHdOEL7KCgoQNPsXHTRxTQ1NREIeNm8+WNK\nSzcRHCPhJdjN8e04m3LAgsFwiPT0eCZP7s19990ukokOdtITW9100500N/chIuK7g7y5uZ6DB5dw\nzTWjiYyM5J13thAfPxRJkrBYojhyZAvJydW89tpz2Gy21vcpisL119+K0TgKTdMoL99PIOAlLMxO\nfHwtb7753AkLRFVVFWvXrqW6upqcnByGDx+O3W4/5jXFxcXcdtsfsViG4nCkAToVFXuJiSnlpZcW\niDEULUI9kdEPUVWVsrIyzGYzCQkJ7dLX6fF4mDnzt6SmXo4sGwgEvNTVHW35225eeWUukZGRXHfd\n7YSFXYDb7cRgUImNTaWhoZjcXDfz5j103Drfeust/vrX17BYuhIVlURSUg5+v5vw8IO89to/jhtF\nHggE2Lt3b8uzKlK5//4/4XJlk5CQA0jU1R1F03bw4ouPk5DQtm6ek3W6y8PSpZ/yzDOfUleXRH7+\nFtzueFQ1AllWMJt1mptXA6VMnTqOTz9dIvq4O4FQ1BEHDx7kzjv/Rmrq1GOWL136J8rKNMzmbGTZ\nB4SjKA0YDDuYPftKzj9/DH369KFbt26i7JxGP/Qdn3T6Nn78CGpr9x+zzGSykJAQxvXXX8+GDTuI\njx+K3Z5AREQ8JpOZnJzROJ1GSktLj3mf0Wjkt7+9iurqdfj9brKyhpKU1B1JKuOmm675wewyISGB\nK664gltuuYWJEycel0wApKenM2/eXURH51NauoiSko/o0yfAE088LJKJM0Bw4GE6iYmJ7VYx2Gw2\nBg7sSVXVQQBMJiuJiT2xWiNJTraTlpaGw+Hgiism0dCwCbvdSmxsKvX1hSjKLm644fiJlGw2GwUF\nFeTmXsWwYVfRo8c4oqJSiI/vRl2dmby8vOPeYzKZ6N+/P8OHDyctLY358x+ie/cmSks/prT0YxIT\nS3j88Xs7PJnoCO+/v4y4uKGkpqZgtaZhMhVgMLhQVSeq2oTJFMZll01n6dLF4oRwDuvatSt2u4rL\n9f05hAyEhSkYDEYMhm7IcjTh4TLp6Rn87//exIwZM+jevbsoOyFy0l0e06dfxIYN28jPX0V4eCZ+\nvxtVPcxNN80kNjaWmpp64uOPnYBIkiRkOYLGxsbj1nfBBeOx2yN4551PKCzcRlZWOtdccxuDBg06\n9b1q0adPH158cQHV1dWYTKY2T4wknPluvnkW99wzl5KSRmy2RDyeWkymYh588PetCeysWdeQmprE\n++//h5qaOvr378G11z5I9+7dT7jOqqpawsIyjluu6+E0NDT8ZExpaWk89dRj1NXVoaoqcXFxZ22F\nWFtbT3JyNGFhMqmpaZSWgtdbgtt9iIgIAzNmjOOFF54RTdXnOKPRyF13/ZbHHnuOhoZMbLYY3O4y\nZNnNxIm/oqJiH+XlO7BYrGRl9cNodIm5hjqBn0woTvRc+7/85THWrfuSrVt34nDEMWHCZa1PbevT\nJ4d9+44SH/9d5auqATStlszMzBNuY+jQoW26HfDHSJJ0Vl7pnaqf+1z7H3OiMnGmyMjI4IUXnmDl\nylUcOHCUjIwcJk2aTXLyd3eVSJLExIkTmDhxws9aZ//+PfnssyLCwmJal+m6BlSTlZX1s2OLiYn5\n6Re1s44uD717dyc//yhxcdkMHNiPtLRkSktTcLmcPPfcHMaPH3/WJlNnis5SRwwZMoTnn5/L55+v\norS0it69R7B5s4WDB1UGDJjGt8/00jSF0tJFP3h+Edru55aJdn842P79+7n77vmYzf2Jje2Cx9NI\ndfVWZswYyOzZvzmpdQmnX2cdQ3EmKSsr43e/exhFySE+vjt+v5vKyq8ZPTqRhx++74w6QZ7u8rBn\nzx7uvfcvWK39iYnJxO1uoKZmK5dfPpTf/vbXpxKycJp1pjri4MGD3HXX45hMfYmNzWo5v2zjkkv6\nceutN52WbQrH+6Hv+LQ8bXTfvn288cZ77N59kNhYBzNnTmHatItFM2Yn1JkqizPZ0aNH+de/3mPL\nlh1ERIQzffoEZs689Iwbr9MR5WHPnj28+eb77NlziLi4aC6/fCoXXTRV1A+dVGerI/bv38+bb77P\nzp37iYlxMHPmZKZNu1hMx96BOjShEM4cna2yEEJLlAfh+0SZEL6v3e7yEARBEARB+D6RUAiCIAiC\n0GYioRAEQRAEoc1EQiEIgiAIQpuJhEIQBEEQhDYTCYUgCIIgCG0mEgpBEARBENrstCQUpzJta0e9\n52zdVlunyu1I7RFrZ1lHe62ns6yjI7U13ra8X7y3c+tMx0NniaWzrOPHiITiLNnWmVRhdJYDQ1Q4\noSUSijPjvaHQmY6HzhJLZ1nHjxFdHoIgCIIgtJlIKARBEARBaDv9R2RnZ+uA+DmLf7Kzs3+sCIgy\ncY79iPIgfkSZED+nWiZ+9OFggiAIgiAIP4fo8hAEQRAEoc1EQiEIgiAIQpuJhEIQBEEQhDYTCYUg\nCIIgCG0mEgpBEARBENpMJBSCIAiCILSZSCgEQRAEQWgzkVAIgiAIgtBmIqEQBEEQBKHNREIhCIIg\nCELbiTnZz+0fMU+/+BHlQfyIMiF+2qNM/GhCAT/65x/0yCOPdNr3nK3bOtX4TvY7PtUy8d9ONdbO\nuI72Wk9nWUdHloe2xtuW94v3/nznch3RXus5m9ah6z/8HYsuD0EQBEEQ2kwkFIIgCIIgtNlpSSjG\njRvXad9ztm7rVOMLhfaItbOso73W01nW0ZHaGm9b3i/e27l1puOhs8TSWdbxY6SW/pAT/1GS+JE/\nC2eBk/2ORZk4u4nyIHyfKBPC9/3Qdyy6PARBEARBaDORUAiCIAiC0GYioRAEQRAEoc1EQiEIgiAI\nQpuJhEIQBEEQhDYTCYUgCIIgCG0mEgpBEARBENpMJBSCIAiCILSZSCgEQRAEQWgzY6gDaG/19fVs\n3PgV9fUN9OyZw4ABAzAaz7rdFM5xuq5z8OBBtm/Pw2QyMWLEMNLS0kIdVruprq5m48avaGpqpm/f\nXvTt2xdZFtc/wok1NTWxceNXVFZW061bFkOGDMFsNoc6rHPOWTX19o4dO5gz5+/4fAlIUhi6Xknv\n3jE8+ugDhIWFhTq8TklMq3vm0TSN559/hU8/3YokpaHrCpJUwk03Xcall17SpnV3hvKwceNXzJ//\nEoqSgiRZ0fUyhgzJ4KGH7hYniRDoDGXix+Tn5/OHPzxBU5MDSYpE12vIyDAyf/7DOByODovjXPJD\n3/FPXrrPmTOn9f/jxo3rtA+Z8fv9/PnPz2KzjSIhIREIXsXt2vUlH320iOuuuybEEXYOa9asYc2a\nNW1ax5lSJs5WX3/9NUuXbic9/WJkOXgI+/19efnljxgyZNBJtVR0tvLgcrl48smXiYq6gLCwaAB0\nfQBbtqzis88+Z/r0aW2KVfhpna1M/BhN05g//xlUtS/p6Vmty4uLt/L66wu5445bT8t2zzU/t0yc\nNS0UeXl5PPTQq6SmTjpmucfTgKpuYOHCF0MUWefW2a8+hOM9/vhf2bJFIyEh55jlxcVb+J//Gcjl\nl192yusOdXnYsGED8+Z9SHr6+GOWO50VREcf4vnnn2y3bQk/T6jLxI8pKCjgttseJzV1GpIktS5X\nFB9VVYtYtOgNDAZDh8RyLjnrHw6mqionanCRZSOBgNLxAcSS0ssAACAASURBVAnCaeL3B5DlE1WS\nBgKBQIfH054URQGO37fgcXxm75vQ/hRFQZIMxyQTALJsQFV1cfHTwc7ohELXdfbv38+GDRuw2WwY\nDHV4vU3HvKa6eh/jxg0PUYSC0D4qKyvZuHEjO3fuZPToQbhcR46pLDVNQddLGDx4YAijbLvs7Gya\nmvZRWroDv7+5dXld3QHGjx8RwsiEUNM0jX379rFhwwaKi4sByMrKwm5Xcbmqj3ltZeUBhg/vJwbk\nd7Az9tOura3lsceeIj+/AbCj67UkJNgoL1+OxZKLxWKnubmEhAQXv/zl7aEOVxBOiaZpvPLK63zy\nyTpkOQHwEBur0a2blfz8lUREdEXTVDyeg0ybNpTu3buHOuRTlpeXx7x5z+J2R3DgwFpkeTnZ2b2J\njLSTmakxbdrUUIcohEhVVRVz5jxJYWEzEIGu13D++f24887buOOO3zB37gs4ndlYrdG43WXY7dXc\neOMfQx32OeeMHUPxwAOPsmuXRErKgJY4NYqK1jF2bCKRkZFUVdUzaFAuEyZcQGRkZKjD7bQ6c/+o\nAJ9/voIFCz4mPX0iBoMJgJqaw0REHGTWrJmsX/81FouJCRPGMGTIkOOafk9WqMpDQ0MDv/71Hdhs\nY7DbE6ivr6eg4Aj19Wu4444r+dWvbiA8PLzN2xFOXqjrCF3Xufvuhzh0KJzk5L4AaJpKUdEaZs0a\nwbXXXkVhYSHLlq2ktLSSXr26MWnSBGJjY9stBuFYp3yXRyhpmsb+/fupq6sjLS2NzMxMJEmioqKC\nnTuPkpp6aWsFKkkyycnD+Prr5bz//v8TA3GEM15FRQXPP/8GktQPSfruUI2Ly6ak5BDx8fE88si9\nIYyw/WzatAmvN56EhAQURUVRFFJT04iPvxCPRxHJxDnK6XSyatUqNm3aT48e17Yul2UDSUlDWbRo\nBddc80syMzOZPfvGEEYqQCdOKGpqanjkkSc4etSFJEWiadWMHNmTe++9HZfLhSzbkKRjh4CYTDa8\n3gCBQEAkFMIZS9M0Xn75NRYv/pK8vIPIchyHD9cydOgA7PaIllfZcLlcIY2zPTU2NgFhVFfXkJe3\nB0UxAxKKUobVqoY6PCEEli1bzgsvvENDg0R+fj1lZRsZMCCXhIQEACyWCKqq3GiaJur7TqLTDsp8\n8slnKC52kJZ2EampY0hL+wXr11eycOG7pKWlYTJ5jhuAWV9fTNeuqVgslhBFLQhtt3LlF3z00XZS\nUn5BRsYgDAYdVXWwdWsemqajqgGghuzs7FCH2m569swhECjm6693YTAkER6eSnh4CrKsUVBQxp49\ne0IdotCBDh48yD/+8S4xMVPo1u1irFYzshzN9u178Xi8ANTWFtC7d3eRTHQinTKhKCsrY8+eYpKS\n+rQukySZlJShLFmyCrPZzK9/fTkVFauoqyvC73dTVXUQt3srv/nN1W3uRxaEUFq0aAWxsQMwGExk\nZw9Dlg+hqhV4PD6Ki/dTXLySSy4ZS2JiYqhDbTd9+/YlLk7F7T6ArntRFBfNzTsJC2sgOXksy5at\nCnWIQgdasWINRmN3LJYITCYrOTmD8fm24ve7KS4uoLJyP37/Dm688epQhyr8l07Z5RHs0gg7QZdG\nGF6vn0AgwLRpFxEfH8t77y2lvHwn/fp14eqr76dnz54hiloQ2kdDgxOLxQ5AREQ8o0ZdzuHDWygq\n2o7N1oP//d9ZTJw4IcRRti9Zlrn44gs5eHAJzc1fo6oKXbpkk5V1JR5PA3V19aEOUehAtbWNWCwR\nrb9nZQ3HZotk164VuN2HueCCC7nqqgfP6LuazkadMqHIyMjAZGrG53MdU6jq6wvJycls7dIYMWIE\nI0b88L3pgUCAjRs3sn79NqxWCxMmjKF///6iBUPoVHRdZ/v27axevYFAQCU2NpyCgsOkpvYHgklF\nnz6TiInx8MILT5CUlBTiiNtXZWUln3/+BRs3bkVVPQwbdi1hYbbWv1dV7WTo0JEhjFDoaIMH9+ar\nr1YRGxucTluSJJKScgkEirj33stpbHTyzjsfk5QUx6RJF9ClS5fQBiwAnfi20SVLPuXZZz8mMnIA\n4eGxNDSUoCh7mD//bvr06fOT7/f7/TzyyON8800NYWFdUVU/Pl8+l18+mhtvvEEkFS1CfUvYuU7X\ndZ577mWWLt2O1doNSTJQX7+D6urDZGVNIS4uG6/XSV3dDmbOHMzNN5/ekewdXR4OHDjAAw88gd+f\nhsUSw44dS2lqkhg+fDoORzQ1NQdISmrk73//M3a7/ZS3I5y6UNQRzc3N3HHHQxQX24iL64mua1RX\n7yInR6ahoZmamgjCw9PwehuBI9x3342MHTumTdsUfr4f+o47bUKh6zpbtmzh/fc/paysitzcbH75\ny1+QlpbGN998g9vtJicnh8zMzBO+f8WKlSxYsJiMjImtyYOqBigrW8rzz/9RZLQtREIRWqtWreL+\n+58hMXES8fFJmEzGlkeTf0j//vFUV7twOCKZMWMSEyZccNof4d2R5UHXdW699V6qqtJbr0RVNcDu\n3Z/S1LSfQYP6M2bMYLKzM9E0jczMTHJycsTFQAcLVR3R2NjIRx8tZvXqzRiNBqZMGcvRoyWsXdtI\nWtqg1te53fV4PGt5663nkCSJvLw8GhsbycrKolu3bqK8nAZnXEJxIrt372bOnL/idkeh62YkqYop\nU4Zy2203H1fRPvTQPA4ciCIm5tiEo6hoCzfdNIgZM2Z0ZOidlkgoQkPTNF588VVeemkhZWUp2Gxd\nMBr9DBrUl9jYGKqqDjFsmMQDD9zRoXF1ZHmorq7mV7+6l9TUGcdU+rquU1r6EfPn38VTT71ATY0J\nXQ9HkqoZMiSLBx+8E6vVekrbFE5eZ6ojZsy4gejoaZhMx37/paUruOWWKSxcuJiGBiu6HgZUMXJk\nDvfd93vx2Pt2dsY/HMzj8fDoo3/FZBpBevp4MjJGk5o6nU8/3cWqVauPe73BYEDTTvRQMA2DoVMO\nHRHOIV9++SWLFm0nJmYINlsU4eGpyHIi27fvIhBQ0HUVk+nsvh0ueBGgt/z8Nx1d11iw4AVcrm6k\np08kI2MkaWnT2bKllvfe+zAE0QqdgSzLJ6zXdV3llVfewufrRVraBNLTg+Vl/fpyFi1aHIJIz01n\nTEKxY8cO3G47ZnMYBw6sYf36f7Ft2yJUNYIlS7447vWTJo3F5TqApn03KY7f70aWSxkyZHBHhi4I\nrTRNY926ddxzz584cqQIn68JTTuCpvkxmcJQFDPV1RV4vfmMHz861OGeVrGxseTmplNVdQhd16mq\nOsTWrR+yYsUzeDzVlJa6iIvr1vp6SZJITBzMkiXiFtJz1eTJY6ms3HXMMqezAo+niP37S9m7dz3f\nfLOE+vpiJEkmIWEgixevDFG0556fvFSfM2dO6//HjRvHuHHjTmM4UFhYSGVlJQkJCa1TbUOwhcLr\nVdi48d/4fCmYzX1xu91UVu4iEDi+6WXEiBFMnLiN1av/gySlAQpQzE03zSQlJeW07kNntmbNGtas\nWdOmdXR0mTibPPnkX1m0aANlZQ4Mhm6UlFShaU00Ny9DlrPxeBqpqNjHDTdMYdCgQT+9wjYKdXn4\n/e9v5v77/8SWLV9SWtqEwZCF1dodt1umqGgTNlsvDAYTdnsCNpsDs9lGTY0HXddF3/hpEuoy8UN0\nXWfIkAGsXLma/PwqwsKyUFUXfv8BnE4/dXWp2O29qKqqp6LiUwYOPI+4uGxqa91t3va57ueWiU4z\nhsLtdvPnPz/N559voa4OwMmoUTk8++xfiIyMpKysjAsv/CVOZ28iIvq2vq+pqZSYmM2sWvUucXFx\nLf2vpWiaRmpqKvv27ePrr/OwWMyMGjWCjIyMDtmf9lRXV8eiDz5g8+rVmEwmxk6ZQm6fPqxdsYKq\nkhK69+3L5IsvPqWJjjpT/+jZzOv1Mu788ezfsh2DZMAjhaOZ0khPvwKf7zBpaSas1ghqa7fxt789\nwrhx40JywgxFeSgpKeHyy2/CaByDwxFLYmIClZX7+Oyzl5DlSCIi0jGZmklL60pycncGDZJ49NEH\n2rTNM52u62zbto3Vy5bR7HQyYORIxp5/PmtWrWLtf/6D3+djyNixzLjySuLi4tq0rc5QR1RVVfHY\nY3+hoKARXQ+noeEwXbrEcMklU/joo0/Jz9fIzy/BZIrGbs/GYHAgSZvo0WMEY8eGc//9HTsWqT3p\nus7WrVtZvWwZ7qYmBo4axcRJk4iIiEDXdTZt2sSSf/+byrIysnJymHHNNfTu3fu0xtTpB2U+/fQz\nPPvsGny+7siyDUXx4vPtYMQIG0uXvo8sywwfPpni4u5YrWkYDCZ8PicWi5esLB+PPHIFiYmJPPXU\n85SWNgESCQkW7rzz5p91m2ln1dTUxIO3346jooKe8fGomsayAwcoqqlhWu/exEZEUNbURInNxkNP\nPXXSd690hsribKcoCplJKThq68jFggkDxQTYg4TH0oPExCkYjTvp1i2DX/xiELfc8tuQxRqK8rB5\n82bmzn2P1NRxAJSU7GLt2n/h9w9AVWORJBVdb8BgyCcyso4nn/wDvXr1IiUl5Yy8QGgPC994gzXv\nvENuWBhhJhMFTidflZfTNzaWocnJWIxGDlRXUxUby5//8Q8cDscpbyvUdYSu6/z+9w9QUBBJUlIf\nJElCVRW2bXsXg6GcvXuL0PV0ZDkaVVWQJCd2e3LLIN4EXnrpL6Snp7dbPB3tjVdfZcP775MbFobN\nZOJwYyNKRgaPLVjAl+vW8dE//sGgqChiw8Mpa2xkp8/H7+bOPa0tnJ16UKbb7eaDD5bj9Wbi8/mp\nq6ugrq4RlyuBVau+5osvgmMk+vfvTc+eyRgMtQQCxWRkhDNq1FDMZp1AIMADD8yntrYLKSnTSU2d\nTnNzbx5++GkqKytDvIenbs3q1VjLyxmWnk6k1UqExUJjTQ0DfD6STCaSIyMZnJpKj0CAha++Gupw\nhe9RVZXhw0djrK1hLDaSMBOLgQGE0RsdOVCCquYTF+fnwQevOiefmGi1WtF1HxC8bfSbbz4lEIhC\n12PQdT+SFIUsp2Aw5OLzmXnggRd56KGFzJ49h7lzn8Dr9YZ4DzpWeXk5n7/7LlNSU+keH0+qw0Gv\n8HAcpaWEaRqx4eFEWCwMTkvDUVPDis8+C3XIbVJQUEB+fm1rMqHrcPhwAcXFERQWutD1Huh6GD5f\nLZqmoaoqdXUbUNUSLrxw1Bk9f0lJSQmrP/yQKWlpdGv5rs/LzMRcVMTSxYv54LXXGJ+URHp0NGFm\nM93i4xkWEcHbr7wSkgu/TpNQ1NY24/UqNDer+P2RaFosup6B32/nllvuweVy0bVrIrt3r8TrNaBp\n4RQXV5Kfv4PwcDd1dfU0N8cRG5vV2lTscKQSCKSxYsWZO4hr97ZtZER8N1totcuFTVVJMBhoqP9u\nOuLu8fHs+fprAoFAKMIUTkBVVcaNu5Dt2wvogowRM8FDTgI00jFh05tJS1N56qmHOf/880/7PBOd\nUa9evXA4FBoaSqis3E9tbRl+vxFF0dF1I6pajdFobnmsuQmLZSqK0pW0tF+wYUMNr7/+Vqh3oUPt\n27ePZMBs/G4IXKPTSVejkYKKimNem2G3s2fbtg6OsH01NTUhy+FIkoTP5+err7aydetu3G4H9fW1\nBAJOFCUSg2ESup6LrvdC13sSCMSwYkU5N998D4WFhaHejVOyd+9eknQd0/cegNY9JoZ1n32G1e8n\n8nu3UKdGRVFZWIjb3fFjRzpF7RUTE0NYmITbXYmiWJCkcGTZgiT5kKRwiovrGDfuUv76138TCNTi\n9a5D0ypQ1TIOH17C1VdfTFVVPUbj8c16FksMRUXlIdir9hEdH4/L52v93SjLBHSdgKZh/q+nqgZU\nFaPJdE6ekDojTdOYPfs2NmzYD1jwoQM+vksoIICKqqvMmDGGMWPO3Vn+TCYTjzxyJ7CdvLyP8fvt\nQAmwHchD1114vRWoai1hYV0xGq24XM0tDwwcxvLlX+L7r2PkbGc2m1G+N77GbDLhA0zGY8fZO71e\nouPjOzC69peZmYmu16EoPnbv3ktjo4SiVKAoa9B1GU0rRdc1NC2ApjWi6w5keQAWi5nk5KH4/T15\n9tkzs/XWbDajnmAslU9RiLDbcWsaqqYd8zdPIIBsNofkqdud4uwjyzKzZv0CRclD1+sBBU2rRNO2\nIEkGNC2NiopumM0XExt7BUajnbQ0ncGDBzBkyBXs319At26ZKEr1cev2eCrp0aNrx+9UO7lg8mQO\nKUprUhEfEYFqsVCoqq2DMHVdJ6+igjGTJolH+XYSb731bz74IA84H5jBEWw04Ac8AARQ2IePnsMH\nc999d57ziWBOTg4vvvgkmuZCkhxI0kQkaSAwGKgC9gAHcTj6oygeHI5IAIxGC4EA51S3x4ABA6g1\nm6ltbm5dFhsXxz5NIyk2tnWZ2+/ngN/PBVOnhiLMduNwOLjyyikUFCyjrOwoqlqKotSjaT2wWKYD\nI9F1JwbDASRJx2qNxGq1YLGEoyg+4uO7sWdPIQ0NDaHelZM2aNAgasxm6v6rtUHVNPY0NjJ15kxy\nBg8mr7y8tXtD03W2lJcz7uKLMRo7fr6lTjPD0/jx47DbF9DQsB1Nk5FlO0ZjMnAYo7EfsmxB1w2Y\nTDGEhY2moSGPfv1yaWwspa6uilGjRvLWWx9TVraDpKTegERV1QGiouqYMGFciPfueD/3trecnByu\nuv123n7+eWJUFRWI6N4dn66zoboau65TK0lEdu/O1bNmnf7AhR+laRorVqzg0Uf/jsfTBVkOR9fN\nVGuT+JzP6YoHC16OoqHGxrF97fGTsp3LXK4ABsNgVNWArnsBN5AArMVsduD3+zGbFdLSgrd+NzVV\nkJISTWRkZCjD7jC6rhMeHs4tDz7I8/PmEV9biwWokCRGXHst1cXFrCgtxQjUyjKXz55N3759f2q1\nnd51113F4cMH2Lr1bbxeBZNpLGDFaHQgy/VoWncCgY3Icm8kyUtUFISFBZOKM1lkZCQ333cfL86f\nT2JNDWagXJLoP2kS559/PgMHDuSpuXNZun8/UbJMjarSe+xYrr7++h9d7+m67bpTJBTr1n3J44+/\nRvfuE8jL2wYMR5bt2O0NuFwQFhZGZmYqhYU1gI7JFENzsxNdV3E6Cxk6dBhhYWE8+eQfefnlN/jq\nqw/RdZ3Bg3tx000PtWmEc3vSdZ0vVq5svcUns2tXLps1i+HDh//o+yZNnszIUaPYt28fRqOR3r17\nt95KVFtTQ0ZmJv379xetEyGmaRq33fI7PvtoGa7GJmz4aFAzkCQdWe5KtXYj1XwE+Bg0KIvNmzeE\n5Cqis9q9ezeBgBlN82M0JqBp1pYpt+1ompmEBCNG4yZycy9ClnVqao7gdufx+9/PPuvnpGhubua9\nt99m3fLlwVtCx4zh3scfp6SkBHdzMz1zc8nJySEQCLBnzx4CgQA9e/Y8axKtN95YyMaNZURGJqCq\nweNJ153Ici1Go4yiOLFaLURGGoBGZLmQ3NzzkCSZysr99O6d2WnOAydrxMiR9PjnP9m2bRtut5te\nvXq1PqMkOjqaeQsWkJ+fT21t7Y/e+fTt+WfxO+9QVV5OZnY2M2fNYtiwYe0W62m5bVTXdY4cOcKR\nI0eIiopiwIABPziXeiAQ4Prrb8VoHEV4eCw7dy5m9+6vCARkTCYZo1EjM/NShgwZxDff7KKqyoPR\naECSttKjx5CWJxHOO+bA8fl86Lre6eb7X/Thhyx7+WWGxsYSHxFBWWMjWxsbufGhhxgdoj70UN8S\ndjZ55A9/4NNnX6J3eDK+xjqcxPCNp54KfRAGQwKa5gLWMXp0T9asWdEpE8COKA+6rpOfn8/Ro0dx\nOBwMGDAAk8nEffc9wmuvfYbT2R1FCUeW7UAAVS0nPn4nmzb9h8rKSt55ZzGlpRVkZ2dw7bWX0a9f\nv5PcyzOLqqo8cu+9KHv30j8xEYvRyP7KSgojIpj3zDNtnmfip4S6jqisrOR//uc+kpKmU16+l9Wr\nFyJJk9A0GYtFx26X6NIlgfLyT8jKSqW4uIy4uFzi43vh99cQFdXAE0/84Zy9xfhbH3/wActfeYVh\nsbHEfXv+cTr5zUMPMWr0yc3K+0PfcbtfHvn9fp566h8tg9ESkKRmYmJeZ+7c+044R8L69evZu/cw\nRqMPWdawWqPp2fM8yssr8Hh2M3x4bxSlGdAYOLAfhw8f4NChZeTkRDBzZjcuu+yS47LwUAxG+Sle\nr5dP3nqLScnJRLTEl+ZwYDIY+PerrzJq9Oiz/irrbOX3+7nkkkvZvmIVQzUjTe4qZFkhwuBioC2a\nr5QiPJINm62IK664lBdeeKZTJhMdwefz8cQTf2XTpnx0PR5JchMb+xqPPXYvmzZ9TVRUFG53Gbqe\nhqY1AQGMxoNMmTKS5ORksrKyGDFiRKh3o0Pt2LGDur17mZKe3lpH9E1JwV1czOfLl3PNddeFOMLT\n68CBA0ACRqOZ1NQ+xMY6KC/fgKb1w+/XkSSNysqjXHjhcP70pz9iNBpZs2YtR4+Wkp2dy3nnjSUq\nKoqqqipWrlxNcXEFPXp0Yfz4cURFRYV69zqEx+Nh8cKFTE5JIbzl4j7N4cAoy/z71VcZOWpUu5x/\n2j2hWLRoMevWlZCZOR1JCg40q6k5wmOPLeD//b+/HzP4bNGixTzzzHsUF4fj9brQ9Xp0fS8QgdVq\nJSwsHq83EVk+RHl5FbIcjsPh4+mnb+OKKy47o07AFRUVWBWlNZn4VqLdTmNxMS6X64y+X/pcpaoq\nvXoN5vBhN12JRsZGQHEiSTpmnNiNfsz4iUm18Mgjt3PddVed0wMwP/xwERs2VB5TP1RX5/PrX9/K\nvn2VNDVlEQiUoWnrABsgYzbbKSgwctddDzN//h/PueOk4MgR4uG4+i49MpKDO3bAWZ5Q2Gw2gndI\nwdGj22hqisdgMCJJu9E0D06nD48nnPz8btx44z08/PCtXHrpL45Zx549e3jooQX4/alYLDGsXfsV\n7733H5566o+kpqaGYK86Vnl5OTZFaU0mvpVot7OupAS32014eNvHm7R7zbZ48UoSEga1VhYAcXFd\nqapSWjLNoKqqKl555UOSk6eiafHIci+MxgtQlGQkKQ2Px4vRGCAyMhtZTuX226/nuece5J13XmDE\niKH8+c8LmDHjBmbNupUPPvi408+/EBUVhVvTUL53i0+z34/Bau103TPCT9M0jWuvvY7Dh/3A+XgI\nAyKBDHRdQtONWKJiiIiy8/zzjzFr1jXndDIBwfohMXHwMfWD2RzGnj016Ho//H4b0A1dt6PrPTAa\nhwPd6dJlIocPy3zyyZKQxR4qMbGxuE6wvN7tJi45ucPj6Wj9+vUjIsJNY2MZhw5tx+dLQ5a9qGoZ\num7BZJoADMbjiSMiYizz579wzG3EmqaxYMGLmM1DSUsbRnx8N9LTR+NyZfHyy2+Gbsc6UFRUFM0n\nuMW02e/HaLW2W6t+u9duLpcbsznsuOWSZMXj8bT+vnPnTnQ9GafTTUREPLKs4vHUomkJ+Hx7UZQY\namsVtm/fzr59e1m37isyMjKora3ljjseZfPmADEx09H1YbzyyhoWLHjmZ/XbVVdXk5eXR3FxcYeO\nBYiOjmbA2LFsKSlBa9muomlsKitj4i9+gclk6rBYhLZTFIXBg0fx7rufAVlAEvXEU4ET0IAofIFm\n9jSXMfmyqVx44YWhDbiTaG4+vn6oqDiI2x2L02kCYlFVH5AEJKIofhTFwIYNm4iJ6cnKlRtDEfZP\n+nbcWF5eHvX/NeFcexg2bBiNdjtFwYccAdDo8XBAUZh40UXtuq3OyGKxMGfOnej6Vmprj+DzLcfn\ncwGJwDD8fhm/30Ne3l5KSxtxu8NYvnw5O3fuxOVyUVJSQmWlF4cj7Zj1Jib2ZOvW3R16y7Gu6xw+\nfJgdO3bQ2NjYYduNjY2l3+jRbC0tPeb8s7miggsvvbTdBoe3e5fH8OED2LjxECkp3z0/w+93I0l1\nREdH89xzL7N27RZqayupqXGQmpqBzxfA6wVdNwE6YEaSUgkEStH1WJzOaj755D88+OA9fPjhYny+\nLqSmBtdvNFrIzLyAdesWc9VVhT/4LAtFUXjljVfYtG8T0V2jcZY20sWRxaSxk9i8di31NTX0GjSI\nSVOnnrbRwDf97nc84/OxaPNmogwG6jWN4VOncuU115yW7Qmnh8fjIbNrFoq/meQuVnyGgzTXuvE2\nDGE32yilGhsenLLCLbfdziNz557zLRPfGjasP9u2HSIpqVfrssbGcgIB0HU7kmQheJ1jBMzougtV\njaekpBGncxXx8YeZOfPXxMXFMHPmFC68cGLIuz5ramp4+sUFVAWqiUgIp+7NeiYOnch1v7zuJ793\nXdfZvn07q5ctw9XykK8JEyce060THh7OffPm8fd589hdWopJknCZzcy6+2569ux5unevU8jNzeWf\n/3yGHj0G4HJFI0lD0PW1BMtJGBBAkiwcOFCK3/8NjY0lxMRkIEkNTJ8+FjjRrZLB3zuq/FRUVLDg\nxQU0SPWExYZR/88GLhp9Eb+c+ct2i6GyspLPPv2U/L17SU5PZ9K0aWRnZwNw8//9H8/4/XyydSuR\nsky9qjLioou44uqr22XbcBru8iguLuaOO+bg9WYSHZ2Jx9NIU9NOrr12PF988RU1NXHEx/fA46ln\n1arXiYgYRmmpE03LQJIsKMpawAI0AkcwmbpjMKRhs1UweHAU5eXVNDcPxOGIIzs7k9iWiVyKizdw\n992TuOCCC04Y17sfvsuGqvWM+835GE1GdF3n3w+9TcVHO7ioRy/sFgtFTU00xMXx6IIFxJ/G2eXK\nysqoqakhJSXltI/Q/imhHsF9pvH5fCTHJ5JsDtArzYHRaKTM46fQaKeiKAlfwxigAljD5Mm9WL58\naahDPimnuzwcPXqUu+6ai8/XhejoDNzuevbufZfCw4gPsQAAIABJREFUQhW/fyyqKhGce2IjkANI\nyHIGsmxAUdZitVYxefLd2GxGamu3c+21Y7jhhmtPdjfbja7rPDD3ASLGhNN3fPBZE36vny+eW8Uv\n+l3KlAun/Oj73/7Xv1i9cCG5Nhs2s5kCpxN/WhqPLVhw3GBzTdPIz8/H7/fTrVu3Dusm7Sx1hNPp\npH//sRw9Gk/wHHEYSAGyAQMREQbASyCwhSuvfACbzY7f76a09HPCwryYTCOJiclsXV95+U6GDTPz\n0EP3tHus36dpGnf98S6SpiTQc3RPJEnC2+xl5TOruHbUtZx/3vlt3kZBQQHz7rmHVI+HFLudOreb\ng5rGTX/4AyNHjmx9XXucfzrs4WDp6ek888yfuOiiZKzWPOLiCrjyypF4PG5KSkyYTOk0NweIikpj\nyJDpVFevQpKq0fWdqOrnBCtjH9AMjEZRFMLDI7BYBrJ9u0RJST1er05hYR0rVqwnL28nqqoiSe4f\nHLGraRqfb/icYVcOxfj/2TvvADuqsv9/Zub2snfv3u29pW96JSQQYmghgCAgCKKgiKJY0FfR14JS\nBFTAH4hUfcWAGDAVElJII9n0tqlbs73c3b293ym/PyYEEVBJSAKaz193y8ycM/fMmec853m+j1F3\nysTDcXx1RxklKZRnZFCUmck5JSVYW1v55pe/zE+/9z0W/OUvH7n7EqCwsJAxY8accWPiLB8ORVEo\nL6/GEY0wzmDCmTbgNtuo8Vgok8PYPG/LRW+mqsrO0qULz3STP3aUl5fz+OP3cskluZjNexk+PMJ3\nvnMLZnMCTduOLrndje6p3AP4UdX9yPIWBKEXGMLWrZuJx0VKSj7FK6+sOiXP6L9LS0sLg9rAcWMC\nwGQxMfGaCazYsOKfHtvT08PKv/yFi4uKGJKbS1FGBtVGI91r1/Llm25i9apV74oFEEWRoUOHUlNT\n818Zc5VIJIhEokAHkADORTc+W4EOYrHDxONvIUkmvN5mVFXBZLKRkTGWvDwPmraHjo5aensP0dGx\ngczMLm677fSIAR4+fJi4I86IGSOOjxOL3cL4q8eyfMPyj+Qa8599lmGyzKTiYgpdLmoKCpiZkcHD\nP/4x9/7oR/zi7rtZtXKlvv1xit4//3LL45577jn+edasWcyaNetfnrSgoIAbbriGpqZfceTIAB0d\nh9i+/TUSidFkZloRRRWrVWDSpLG43R6SSRm/P4gsdwHZ6IFthQhCKWZzBcnkdhKJCrKzJ+L3H8Tn\n24LReAGQx/79HQwMHGXqVPED89HT6TSJdBxn1jtuxM4jnWRr4HBYSKZSWKxW2tvaSDY30wnMslrZ\ne+gQ615/nZ8/8gi5ubn/st+fBNavX8/69etP6hwnMiY+6cRiMQo8+VgScUaIkCNrxLp9RAJRHOU5\nFFpUGmNhYDvXX38J8+f/+RORGnomxkNhYSHf+Mbtx3+OxWLce+8ThMMOYCdQDNQAMuBDl972Igij\ngAxE0cahQ43MmnUugpBFa2srbrf7pPpwogQCARx5jve4rDPzMvEHfR9wlM7bRb7MBgNoGgfq6gh2\nd1MhCNQdOMBrv/kNm9eu5X/vvfe0xlh9XOcITdOOyWdnAOMAJ3ocRQuwD1X1AlNJpbLYv38Pfn8H\nubkTOXq0E1Xdxfe+dxtWq4XBwSBDh07g3HOnfySZDf8OwWAQR957r+XOd7MrsOekz59MJjmydy/X\n/n3GiqbR19xMf0sLaaORPKeT1/fuPT6mPkgb6v34d8fEhzIoPgyPPPI7GhrMFBfPo6NjD6mUi3Ta\nhizbyczMJJEIsmtXHZmZWfT1KYAH3TMxB+gHFDRNQZIcpNMqNlsag0EjmZRwuUYQi+0APGian2g0\nzKxZt3/gQ2cymcjPKqC7sZuiofoNN5iMJGWFdDSN3WYjnUrRfPgwORYLWZJEoctFocvFrs5OFi1Y\nwO3f+Mb7njsQCNDS0oLNZmPo0KEf+73yf3y4f/7zn3/oc5zomPikomkaY8ZMwJRIkIsdTYtjBLIs\nJnyxJIlADNkokwglGD++hhdfnP+xHwdv83EYDzabjTFjhtLZuQewA0MABX1xUYE+L/wVVS0ilTpC\nOp1FIiETj8dR1egZVYMsKytj8CUf6WQao/md+af9YAdDyof+02ONRiNv56b5fD4C3d2UOBx4Uykk\nUaTcbufIzp3U1tZy/vkn7xL/d/k4jIn347HHnjr2qQjwo3uxBcAIjAKMiGIuopiPqjpoaHiL1tYk\nomgkP7+CV145TElJit/85henPfW4vLycgSWDKLKCZHhnodG2v43hFScfByNJEqIkIasq0rG5x+f3\n4+vqwm21Uu7xkGWzoWkamzZuZM2aNcz9EAG9/+6YOCWzntfrZffuZgoLxyEIAq2tdWRkTEOSOgmH\nBwENi8VFMDiIzZZAVVsQxeixVDIVMAEpIIwopsjMNGOzZRCJHMBgKMXjmUZh4TxycqrIzCxj2rTP\nc/Dg0Q9sjyAIXH/59Wz74w7aDrShyAoWu5nmnhA2Vw4GoxGv10s6HGJ7Xw9aLMTh+sOkkkmG5eSw\n46233nNOTdN4+cUX+eZNNzH/pz/lse9+l7tuv53Ozs5TcUvPcoaQZZnbbvki4bYmKgQFQYjQoCn4\ngwmUtIJNkkgOhjjUGcBgcrB9+1ufGGPi44TTacdmy0N3YVvQ63fY0I0J9djn3RgMGcRiArKcxOdr\noKrKTWXlmSv+l52dzXljzmPtU+sY7PahyArNu5upfW4L3j4vN3ztBr76/a+yaOkiZFl+17Hjxo3D\nZzYzGI0yODCAXRCIJpOs7ekhFAiwfdcuDh48yIt/+MMZ6t3Hh56eHvbtayUzMweIoBubZnRjwnLs\ns4jNZsZgSBAKBYnHc0ine7FYuhk5cjalpTNobzfxxhurT3v7CwsLmVg5kb89uJBVK1axat0qFv5p\nIbV/2MpVl1510uc3GAxMmz2bvT3vVNb2DQwQkmXMTicpWeb59etZv2MH8aNHeeC73+X11z76+K5T\nUkhAr19vPZ5rnkzGsVrLyMpSGRjYSCTSgyCoQAvz5l3Bc8+9SjTaiiQFUdUdmEwTMBhyicXaUZQe\n3G4Hopiku3svDsc4QECSbCSTDgoLnZhMRkymf+4SnDxpMt+SvsWrS1+l9ndbyfXk8rU7f8C2FStZ\nd/QozQf306mkKKzKZdrQIrpbuujY1MGI0eOw/MMKKJlM8vzzz7PyqaeYU1REcWEhBoOBRq+Xh376\nUx595pmzNRr+A1AUhXmXX0bXpo3McJrIlsFpFNkeSLBalhnmiyMICoeBiMNJd+fRs9/7CeJyZeF0\npojFouiVRTPRXxa5QCMAophEFCOk04eRpDRlZefwv//7P2c8y+OWm24hb2UeK/7fCgKhALmuXJSk\nTMWXy5k9dhahgRBvvrqGnv/r4Y4v33H8OKfTyVfvvpvfP/AAaiBAMhqlIR4n12xmltUKskyRqrJ3\n2za2b99OLBYjEolQXV3NsGHDzni/TyeRSARJspGbO5qBgfXAZsCF7tESgHYslmKKimoIh/sYGDiK\npvXjdCaZNu0mHA49yN7trmbTpp1ce+3Vp70PZcVlLN28lN6uXlRUXG4XBouBzu7O45kY/w7HU5R3\n70YyGJg0eTLFxcXcdOut3N/SwhvNzWRrGo2BAK2iyOdrali6cycTNI0Cm40+WSYoyzx37714srM/\nUuXZj2T2UxQFWZaPi2MUFRVhMiVIJMJYLE6ys4vo6+vCZCqhvNzG8OEFgIbPl2LnznoCgQw0LQ+T\nKYUsNyKK+1CUbEymDgoKElx88SUMGVLB3r1WliypJRwuQhQNZGQYqakZQ2/vRi655IOtvM7OTvbu\n24soitx5653k5+cf/9sNn72BJ373BI3VRqwt3ZSG43Rua8CmaaTDcV5ctYr8OXPwer3k5uYyMDDA\nfT/8ITvXrGFcIkFPIEBnUxPjp05lSG4uLZ2dHDx4kLFjx75vW5LJJHV1dSQSCYYNG/YfE5vxn0Yy\nmaRmyBCCHR3MFsApCgRVDYvNwpRMCwF/gh7NileLIubn09Pa9LGUfP+kMG3aeHbs6GRgoBtF8aOv\nOvsBfWtTEOyYTFNxuw1AHT/72S186Utf+li8VCVJ4vK5lzNl4hT27t3Lq6+9yoSbx2N1Wti5fCdm\nm4Wpn53C6off5Kqeqyg4Jkalb6WN4VfPPcfy5cv57X33ke/3MyGVIn5McyKgKGSqKnfefDNDPR6E\ndBrFbmfMBRdw1w9/+F+jX1NcXIzBEMNms2IyuUmlkugxNq3oQZoCOTkXIggiZrOD/Hw3sVgr06bd\nREbGO/N9Oh3HZrOe9vZHo1H++MofmXPXbHKKcsjyZCGKIv0dA/z1d39l5rkz6e7uZunSpUSiEWac\nO4MpU6a8Z4GiaRp/fPZZNi9aRBGgCgKLn3uOq2+7jSs+/WkeePRR9uzZQ3tbG6NUlUXPPENvMEhW\nOk2+3U7/wADdkQhuWcYVCvHdL32JZxYsYNSoUR9JP0/KoIjFYsyf/zLLl28gmZQZObKS2267kaqq\nKmbMGMtLL80nK2sioiji969AEPI499wrsFgcDA7uRpIUBGE85eXlHDzYgixnADIGgxe73UVxsYvn\nn/8dEyZMAPSbOWPGn3n66VcxGCpwOOz097/J+ecPed89Rk3T+Ovf/sobO96gYEo+mqKx4Dd/5ZrZ\n1zLv0nmAvkqwZ9mYNecCgt4AC259ghqDhEVROJJO402rdL+5kmljRzJ0WA02i4WqeJwsg4ESpxOH\nJBFIJDhUV8fkadOwo6fleDwecnNz3xX4cvjwYR75+c+xRSKYNY3ngDnXXMNNX/zix2JiPItOMBik\nIMdDXlohA7BpIKsamaJAXyyBS7JiQeMoMVJWK/6utrPbHCdIfX09L7ywgO3b93HkyGZUdRSQhZ7l\nkYUuv30Qq7WcqioHZWWlGAxxbrjhho/VM7PktSUs2rCQvIl57OnaQ8OSeoxGI5UzKkj2JKldXos5\naeaxhx/GajBgcbvpPXqU/s5ODGYz5116KRdddRW7Hn+cGCCJol64PTOTqM9HbyhERSymm1maxlqv\nlyGjRnH1Zz5zhnt+ejCbzQwbVsgbb7xAKlWDHpCpoAdomnA4elDVnfh8OWhamKoqSCaNGAzvZMOo\nqkw4fIi5c09vmrHX6+WH995NH72EM8MM9gwitRmYMHo8OSXZRJUIjzz8MH959vfk2wQ0i4GX5z/N\nuHPP57EHHyMjI4OBgQFWrVjBhjVraNu+netravBkZQEwOpVi0bPPMm7CBEpLS5k0aRLevj4W/fnP\ntPf1sa2ri7GyTFsshi8SIc/tpjAzE0cqhS+d5rFf/IInXnjhI1kQnbBBoWka9933a/bsiZCfPxej\n0UJr61HuvPPHOBxWkslMEolM1q59EVWVMBorMJli7Nv3Ry64YDq33HIBf/7zKpJJKz5fLy5XBaFQ\nAkVxkEgcpqLCyne+8zXGjx9//JqCIPCFL9zMRRddyNat24hGY4wbdzUjR4583wn90KFDrNm/mst+\ndilmm36zYpfE+NsDr1Izoua4CJbHlU1DXz2hHj/njatA1FR2NXRgjElc7bASiiSRozEObt+KbLJQ\n5nBgs9vpTiQYarPhslg4GgjQ2dXFW4cPc+TBB8nPyEA2m7nixhuZO28esizzm3vuYbIgUHgsEjcl\ny6x6+WWqhg1j+vTpJ/pVnOUjJJFIkJOZSTF6UlrHsd+7NfCrGk5RYECCVknAVVZJXd3us8bECdLY\n2Mj//M+DGAyjCYc9JJMZaFohegyVAQgBDgTBjsGQTU9PLXb7AZ544penLTr/36GxsZElWxZzyU8v\nwea0Urt8C+ZsE+NuGUeuJweTyUSdYz/rb3+V4cMDiA4HS3ftYqjJxGUzZiBZLOxatAhvVhY+kwk5\nlUJRVeyiiBCL0Z1OkyVJTLFaMYsisqaxxudj/nPP/dcYFPPn/4UlS3Yhy3no22BG9BDAFIJQjCB0\nMWqUDZstzYwZ53HVVVfi9Xp58MGn8fmy0cdUD5dfPpVzP2RlzZNBlmWe/MPvKLgwn871nWQVZmEo\nNzDQNsCRxiMMLR/KQMcgSxc+xbyROeQU6rpKg+E4y3fX8twLz3Hdp6/jF9/7HnnhMOHOTkr8fg5s\n28awcePILyjAZjJRomlsra3F4/Hw7NNPs+jZZzFEImSLIjFRpD6VIlOSqMrPx23VPTTd6TRDSkpI\nRyIcOHCAiRMnnnR/T9igqK+vZ+/eTkpK5h1fKWRllbN9+0Lc7vFMnHgetbXLMRiuRhSbcLvzMRpL\nicW20dnZzrJlb1Jf30wq5cRiKcPhMOPxKCQSMaLRfCoqirnxxvdXECsoKOCqqz79L9u4afsmKmdX\nHDcmAGwZNkpmlrBlx5bjBsWsGbNY89hqVEcCj9mIVVIQ42mmSyKKBk5VJcNpwabBumCC0txcIpEI\n9QYDUixGrsFA1+AgtWvXEpYknIqCragIIRrkgW/dwZPzn2L8iPHYg0EKy94RVjEZDIxyOlm9ZMlZ\ng+JjQCqVoignmxz0OPIW9HXyfvQkRkGDsKrRkNa44sYbee7//nQmm/uJZ/78V5GkUWRmlrB69XxU\nVQLyEAQzoiiiKG4EoQ+jUcPlSpKTMwaHI0RJScmZbvq72LRtE6XnlWJ16Kthi8OEZ4QHzaDS09eD\nKEjUPbuZ6dkOqjMz2drTw1SzGY8o0tzQwLhJk5hRWsqTe/bgS6XoFgRGGo3IqsqOcJhWTaNYUVjS\n3c14t5shdjs1ZjNrm5vPcM9PD9FolCefnE9/f84xaYEs9PgJGYijaVESCZnHHruPESNGHD+usrKS\nP/1pBLt27SKRSDBy5MgPVFL+qAkGg7zw8gts3LGB+s4GrrzocgrK8qn7237GfXYsnuIsmje3MFA7\niCEoU2bUyCnIOn68x2mlOsPCijeXkx4MUxmLMaq4mF6vlyyrlTyDgfoDB8jNzUWUJCRg6+bNvPbi\ni9Rv3kwyGiXbamVqTg6zzGZeTCbZHw5TlplJUlVpTSToMpm4vrSUvYOD79I7ORlO2KDQsxmy3/XC\nDwQ6UVU3qZSdtrZ2kkkwm7PRNCPh8C48nhxCoT62bXPhcikEAv2kUm1kZWWRk2PWU19EHyUlVWia\nGZ/Pd1KKlYlUHJP1vbm2JpuJhP8d/faioiK+dt0d3PfIfbTX95KXTmKJpMnMddExECZTFDBaTeQr\nKjLQk07jAiIC1Pp9dEVi2EWBKquNK3NyaBscZGVXJ1KmjYrSHGRrgha5Ca21GUpL4e/umdNspv00\narqf5f1JJpMU5ueRG4nytkPVDgyi79K2onsrQhpMnHkeTz33/Blr638KBw404HbPZWCgi2RSQhBk\nIIGmmVEUGRDRtDiKImMwTMbrbSIQ6GPnzp0fKuXtVNLQ0MDiNxbTK/ewdcVWRp0zCk2CvoNeevb1\n4C5zY7abMA7GUASBpfv30+D1kiMIDM3IwOH1oqoqoigiB4Nk22ykRZE343H6EgkKJYnzZJlCgwGT\nKFLr85FhNCKn02Tm5Z3p7p8W2tvbOXKkj0QiA47XylHRX18CECWdVtixY8e7DArQi2J9kHryqaKj\no4NbvnkLfsGH2WYmGo6wf+MBDJIBU5uZVT9aTUaxkyNvNHD97OtJ5QRQupre9V4AsAkCqXSaPVu3\n8tlivQ5JZX4++3p7KTGbMaRShEIhnC4Xu/1+xC1bGBKLkQ6FsAKxeJw3enuZk5vL9fn5/Lajg6WR\nCDl2OxUFBVxTXY3ZYKBfED4yCfcT9tVmZWUhCOF3/U6Wk6iqiN1uJRgMo6oqiUSYZFJBlmP4/buR\n5VGk07kYDA5MJheatpPBwd20t+8jGNyNKB5kyJBzEEX5pN2a40dOoHVr27skQlVVpWNrB+NGjXvX\n/06ZPIWXn3+Z0eddQsSURUQUiasqPek07aJIRBTxRVPkZ2ayMuBnSU8Pzf099CspnBJML3JTgEJL\ndzfmaJQpgCMcR27p48j6A1zwpdm0KQl8/6DqdzQQYPSUKSfVz7OcHPF4nGxXBtZAkHPQvRMO9Cx3\nD/qUVYy+Y+sqKeG1ZcvPZnN8BGRnZxGPB1AUCUFIIIr5aNpOoAk9ILMe2I+qmhBFD3b7uYRC0ruq\nFp9JWltb+eUzD1Dz+VHMvHsGs356HkeOHKZxdxMGq0RuTS6hzjCt6ztIyBqHmr0MT6e5zGJhKuAP\nBqkLhVhXX88fN2zgYEcHgVSK5nCYQCpFPjDWYEAVBFRBwKSqVGgaewYHaQUu/PS/9tL+J/DCCy8R\nDveTSsXRTf1twFGgD2hAl+A2sX377jPYSp1AIMBdP7sLz6VuLr7vIiSPRMmcYuJKjP6eftob2rjs\n5rmUF1Yybdg0fvCdHzDzwgvpDadIRvVFbiSRoqHbx55uH8Orh2Mym0kdSzkenp+PMTubFYEAG30+\nnq+t5ZENGxiMx3H19OCMRinQNIoEgcx0Gl80yvLubpb39ZFjtVI+aRKTRo5kYkUFvliMld3dXHHz\nzWRlZf2zbv3bnLBBMWbMGAoKRPr6Dh1/YZtMdmT5KAUFHrzegWPZH2nS6V7SaYF4fABZ1oCD9Pbu\nIBJxoU/Zu4jHDxCLdTN69FwikVYuuWQGNtt7q5Z+GM6Zdg458RzefGot7Yc6OLK1ntcefp0qW/X7\nZmHYbDZ+/cQT3PHrXxPKcLOgN0BIkogl02zuGGBNNElZfj6WZIIxDhOTq7IZW55FidOMnEwSk9NI\nqSQGRcalqoiyyvC0jHMgzMa/bESqzmNFSws9oRCBeJxdnZ14MzO57IorTqqfZzlxEokEbpuNzGQK\nD3plADv6juvbRoWAnqTWZ5Q42NT0iVDA/CRwzTWXMji4G7s9A4slB1UdAEYAAXSjwocuXhehp6cB\nVZURxWyi0fQ/Pe/pYunKpQy9YgiT50zCjp2B9kEC/UEmfX08OSNzcFdmUnPjKOxlNtob+6nWNEzx\nGDabjbimUa2q9MbjdNfXI7a14U4kGBWNMlFRKBIE8gSBmKZhsFqJWizEDAYMksSgyYR9yhRuuuWW\nM30LTimapvHAAw/z6KMvoqpONC2C/jRWoY+N/YCMIJRiMkl4ve9X5P30sm7jOuxjbAy9aAjbX9zB\n2FvGMPlrk8iflE/lpRWYKk08fdczdG3s5Bu3fANBELh03jzMw2tYt7mRFZsOsnD5bvZvOIjUGcB/\nuJXS4cPZ29uLpmkYRJGxZWX0pVK4VZUai4Vp2dn0trbiTqfJstkwms3EFYVsIPuYcTEynSauKNz5\n/e8z+sYbac3LQx43jjseeICrr732I+v/CS+zDAYD9933Qx566P/R0LAEUbRgNie49dbLWLFiJclk\nLmazg0RiP4LQhSSNJZncAuxBVSuBTDStAH0fbBea1kQsZmTz5qf45jdv4tZbP/+B125sbGTd5nUE\nIgFGDxlNZXklG7ZsoLX7KIU5RVw6+1KqqqowGo3c/e0f8rdFf+NP33yaUFcPHlcWnsk2amtrGTNm\nzHtU9kwmE5fOncvKS+fSv3Il1mAAVdRwqRpdRhM7W1oYbTZQNj4fg8eKJ5xi0B9DSsukBBA1DZsk\n0qaBS9AQUwplgsaOJ1ZQluWi0+phm6piAcbPm8cdn/nM2ZoeZ4hoNEqWw0EG7xgPu4FJ6DI5MhBG\nXwv1AwMDvg8lV3uWf86cOZ+iu7uPV15ZRU6OmUhkAE3bBIwB3OgiVz1ALrHYFjo6EpSUGCgqKjij\n7X6bhrYGpn1mCqIkMnrkaP74oz8R9oUpshRCGtJ+mdiAD0+lB7PdSJ8g0BgMYg6GSIkiNk0jW9OI\nBYOYRZHRVitD0mn6NA23IDAoCOSlUkRMJgx2O32JBH1mMyMvvpj7fvWrd6W//6ehB/0/wK9/vZBU\n6lwEIR9N24MudLYTKEcvcR8HdjBx4jyczjOf9dPY1kDJ6GL6G/oRzALWXAvRwShoGjFfjIKJ+bQs\nb6HAVkhNTQ2JRIK9e/eSW1LCxv37idX3YhNFivLyuG3GDJKiyNoDB8guLWVlRwfZqsqy3bspj8ep\ndLsxp1Ikurowqyq9kQjVHg92pxNvPA7oJTZtioJkszG9oICmw4e57Y47uP7GU5PpclJ+2/z8fB55\n5H7q6upYu3Y9sZjM8OGV1NUdJp0ewOFIE42qpFJ5qGoPshxGlhUEwXYsAAt0i7MGGMDlGgLsoLS0\n6AOL36xcs5KX3/wLVRdW4chysPitRWz/1Q4u/cYlVMyqoL/Ny71P38sd197BlMlTaGpq4o+PP05J\nMMAlRSUIGuxauJA7X32VrPx8BJOJwoICxk+bxtU33EBZWRltbW3Euru5/pJLSCWTJJNJwpEIjUeP\nUt/YiOixsa3Ri3JEQ9A0BmMyoaRMsaKSoUG7onJIgPFGA2paRTQZMCbTTLQ4GTJ8OFuSSR587rl/\nS/5V0zSOHDlCW1sbmZmZjB8//qzewUeAz+ej0OOhChiJ7pEwAnXo09UE9N3aA0DC4SDU3/9fWZDp\nVKJnbd3IlVdexqFDh7jwwrnEYgn0b0FANyomoxsW63E6PQQCaxk+/OtnstkANDU10dXZxeYNtQyf\nMIxlD75GZ2cneRPyKJiQT6AtyKGX69BawyjdYaJ9UVRgusVAWtEIKQqHVQ2fKDLKYkFKp3HG42jo\n49AtyzQoCm2SRJXdTrnbTZ3fT6OicOunP/0fvwg5cuQIf/7zckymsYiiA0FwIMvT0KXY1wOH0E3+\nXCRpFOl0HyNHTiUSieBwOM5Yu3PcuUSSEeRomkQ4gbfeiz3fji3XhiXLQrQ3hsVt4Y1tK5j9xmwW\nvbmIlrYjmBs7GJeKIgkCCVlmf1cX9y9ezDVTplBgtTLryivJy8tjw7p1hN96i1xJIhIOo5pMeJxO\nMoEDsoyxv5/2SISYIBDVNEKCQKHTSenIkVjz8uhubT2l/T9hgyKdTtPV1UVnZyePPPIHkslCzGYP\ntbU7aGrqYsSIqygoGIWm6QFvkYiX5csbUBRr1Ac/AAAgAElEQVQrqtqFHu5WAVQDFkTRQiSiUVBQ\nzLJlb3LzzZ97TzpeKBTipddf5OKfXoTD7UDTNPoVLyPsw0jEE5gsRrqbeuiKdvG1H3+NGWNnsO/I\nHlzyIENHZNPe3Eq4sY+xuXkofj+B5mZMAvR0tuPp7eGntbXc+8QTxGIxLMeu7fV6aWps5HBXF4Ig\nkFYUDvYGGWuWKPdYMTsttIRDrEkp+I0iu9GoEkXGmQ1kSAK+lEJ3WsVmtDB+1DgCsoy/rY2nnnqK\nr3zlKx9YIbWrq4sF8+ez4IUXMIbDDM/NxZaby588Hu6+7z7K/i5b5CwfDp/PR77HQw4wDd07YUQ3\nIMagb2+8PULjbhc9vd6znolThKqqhEIhli17nUTChb7pFEfXn0ii75cXASqiuIvi4mG0tna8qxzz\n6Wb5iuU8+fKTRNQwh545xEbbRgaPDnLBPedzaFE97W910bKsHsuObirTKpZIiihQCaRSCgZNo8hs\nwhRPsV1VCQaDJNBNqHJBQNU0UFWqBYGDQF04jCkWI9NkYqgk8fL991O7ejU/uv9+PB49zVCWZVat\nXMmaJUuIRSKMnTaNqz/7WfI+oYGb69dvRlVdGI0OJElFllPohmU9+nhwoo+TLmR5B21tpaxdm8/G\njd/gttuuZd68y05p+/r6+liyYgn76vfhsNn51DlzmDN7DjOnzeSp258iKkbwdnsRHSJDLx+Cu8qN\nyWbE39xEKplmxKdH8IP7fsDoS2uIvtXDnOGF7D3UQZYsU4pe8mxzIsFrtbWMGDqUeCzGxIkTefK3\nvyWRTNItCNg1DSkepz4Uwg0clWU2+f2M0jTKNA2LINBvsRDPyKC4qorD/f1UfkTBlx/ECRkUa9eu\n4+mnXyQSkair24HNNpXq6iLSaQm3uwCPJ8mBA8vJzx+JIAiYTBJ79iwBxmK3F5NIOJDlGLAXPYbC\nhCga0bR27PYKYrEIsiy/ZxI/dOgQnpEeHG7dAk2n00RTUYZ8agiL7ljMur+uw1xopmJWOZ4Zblq7\njuLb2c9whwVHlpPuA+3kOE1EwyFM4TBpo8iU3AzWJhMoQhC1fpC/vvAC1950Ew19faj795MKh9kX\niZAjy1g1jXxNIwxkKSpJX4J0SsGUlBkhCoieDMImA+H+EE2qRlxWESSJokw3xUOG8GZjI/29vVjj\ncQ68/DLfrq3lGz/+8Xvyf7u6uvjZt79NqLGRykCAsRYLg729ZFssGK1WHrv/fh55+umPlbDPJ4Vo\nNEqBx0Me+kPrQDckbOgSOT3oxoUPCJpNDPT0nTUmThF1dXU88sgzdHeH2bx5M6o6HH1zaTb6N+NH\nd9rWYrHYmD37ZqLRPvz+U58VFY1G6e/vJysr613boouWLOJnj/8Uc54Jo8fEqE+NIJlIUpwqouGN\nJpKhJB21bahdIUbn2Unt7wdFo8AokSEK9CdkrICQSOMWRVRVJYmentwPNGgaZsCgaQQAk6aRoSjk\nyjKTMzJwWizYnU6inZ08+/jj3H3PPWiaxpOPPUbDqlWMy87GZjTSuHIlP92yhXt/+9tPpBpvLBbH\n7c6mv/8IipKL/qpqQvda5aDHThjRtAFgElZrJcXFc0gmI/zudwspLS35wOrTJ4vX6+Unv/4JBRfk\nMXXuZGLBGIuWLaR2Wy0LX1tI1B5lyOXVlBhKCHeG2PTAZsbfOhY5rtD+VjtWj4X6hXUYWnwklicx\nHO3jYGMPlrSCVQBR03spABWyzJbWVr5ZWsqRI0fYsGwZhaqKqGlEBIE2TWME+lMiCgKlmkaRwUBS\n00hqGsPNZrrTadYcOYJSUMDtl156Su7J23xog6Kuro6HH36BnJwLcLtVFKWNjg4TXV07ycoqABIU\nFWUjimlaW5diNJbh9x8lGk0wdOhUenvjpFJBRNGBqpYC2wEZo9GK1ZoHWBg2LPt9J3FRFFFl9fjP\nqqISDoY5vOkIhgID6UiK4tHFxHwxBJNI5ggXVcJQWv+wi5qqfJKRBFkGEf9ggICq4LQZ0QQNt1HC\nVpSFUQry2t9e5eD27ZjicTZ2dWHVNCoVhWJJIoDGVEGgD9grCFTIKulQCqfZSJnJQFNKYc7kIWw+\n1EGsP4SSlDFbbNiLisiw2+k/dIhPORx0AGOqq0kbDDxx//38bv78dwWgLl6wgLJ4nNpQiNl2OzZJ\nwmoy0drezpSKCg53d9Pc3Ex1dfWH/sL/m4nH42S6MqhAL37cjv7acgDd6A9DChhALz/kDwTPbi+d\nIrq7u/nJTx7Fap2GzRZCkvzoK85y9Kk0hS6/7QNyqKkZh8ORhd+/m7FjZ5yydqmqysuvvszK2jew\n5dqIDcSYNuocbr3pVhoaGnhx7YtM+vpEDq44SP64PEJ9YTQ0Ki8qx2A20LahndFfGM3B776JJKtk\nWCRIa0STMmZRQASyRQGrQSJhlHDHUuRqGrvRfbVb0SPl0+jVTD5lt7MtHmeiptHn96Pl5FDs8VDl\n8bBoxw4CgQB+v599a9dyeVnZ8UqTE4qLUTo7eX3JEm657bZTdr9OFdOnT+LJJ19GURIYjTZkWUFV\n24Hh6NFOLjQthO7RyiOZ1GMGzGYHFssIli5ddcoMimVvLCN/Vh4T5+oLwdBAGG+ij8WvLAFR4/In\n55EzJJt4MEG4N0T75k52PbOX0hnFVF1SxYYfr6OgNcRwq4kRlfms6hjEHAkhahqKoPvlougLGwGI\np1JomsbvH32UUek0QwWBsCCAqmJG96gOAuOsVoaKIlZFocDtJpxK0RWJEDcYSFit/Oahh47Lvp8q\nPnSWx6uvvo7NNgabzY2maQSDISQpG7BjMNix28vo6PCRleXinntu5brrKrj44nJGj57IuHFjcLkk\nnE4bohhBFBWgn4yMMgoKLkeSrDidrdx22/sHjNTU1BBsCDHYrevc1zfXI5pFjq47itVlQTRLuIa4\nyBqdRWwgyqFlhxl5+UhaZIXW/iCiyYA/GCFolmiTBKrdNjRJw5tMkmE1IWSY6Whr43ynk6llZeS7\nXCQEAQGIaBq5FiN2SSRP05CNEuZcG64RHiw2I2EZKvJLEbpTTLC6yPHkMuoz11J23nmU5+dzsK2N\nckmiJxolMy+PTJcLKxBuaODrt97Ks08+SUeHrst4YOdOKrKySMky5mMThIjuBA4Fg5gFgUQi8b73\n6CzvjyzLlFaW4lRUqgBdQgn2Hft7BroRcQjdY+GPx8/GTJxCVq1ai6KU4XIVAmA2G3lHSlngbdEi\nULDZyjAaVdrbNzF8uIMppzDNetGyRWzu3sTc+y7l0h9dwhW/vJwmqZE/zP8Dq99axYi5w2ha10wq\nncZZ5qTonEI0VWPH4zuxeixY3BYKxuYjZNtIiwKyIOCwGHGpGnWyigbYRIGkAHvTClVWK2XHehwX\nRQoMBhR0H00NoKXTiJqGUxBAUVDMZpxOJ21Hj9Jy+DCPPfQQK1euJOfvyla/TaXbzf4dO07ZvTqV\nlJWVIQiQkTGTjIwMrNZ+RDHM29thkpR17P2hqz4mkzLptJ79Y7Vm4vX6Tlnb9jfWUTmhAoDtr+/g\nladfwTTcxMSvT6BgQj6NrzWSSqVA1MgoySC3JgeDRWLIvGqMNiM2RWDCuHxESSTtj5BTkEmbKJAA\nJE3f2NmNLt8VFgRMosibq1bRWV9PrihiliTyRBGHIFCCHv9lA1xGIwFNwyGKmICK7Gyys7PJGzWK\n2++6iyFDhpyye/I2H9pD0dHRg8MxGYB4XEMUJXRnnQlFSaO/+sKoaorp06czffp0Wlpa2Lr1Psxm\nI9OnT6ajo4O6uiPEYlFyc4disVgJBFZQUZHBM8889oGFSmw2G1+94av8/jdP4pngoS3QStKfItIb\nxeqxMv62sRROKURNa1ROrWD9Qxs5vPIwZXNG0WmycnDvUdIaOCxGSo0SiViKI5qGw22mq/4o27rC\n2EQBK7pqoi8ex6ypuCURVBUDYJUEfDJEUwpJQcDjsdNQ78NrsPDtCRPItFrxxWL4/H5+8ctfYrPZ\nWLpwIasfeohSk4lhVVUUl5Tg8/vZv307ajyOp7+f1qVLuXvZMu5++GFcbjfRgQHKcnJoHRig6pj3\nQgZSmkbYYDijJZs/aaRSKYZWVWDsH8SIPgVJ6A+sH1iLviLsRbf0fZHIWWPiFNPe3o3Foue+Z2WV\nYzSuQBCsaJoPQchGECQ0LY3BYEZV9+N2V3HjjbO58sp5p6wglqIoLN+wnAt+dD5Wh/6iMpqNTL/h\nHJb+cBm5rjxcI534un1M/e5ksodl07SmBdEokE4o1C9txGA2EO2P4piUT8PiRopEAUtaptJgYK2q\n0iAItCoamghlZjPjsrKpa2vDKQhc5XQS1jQWh0L0AfkGAzaTCRSFAfQiZGUVFWzftIlINIrVasV2\n+DBr1q0jlUpx7j/EVYUSCVzHZP4/aQSDQYYPnwCMoKurD0GoRhCGsH9/C+l0DEEYQBBUNK0XUczA\nZsulv7+fwsJCgsF2LrxwxL+8xonitGcQDUQRJZHta7ZR/Zlq+o94GWgYIKM8A6PDROvaNso/VUY6\nkibuj5MMJml6vYVAcwCzw4RJkMgZWUL7/nZGjS1jRzDGmvpustHnpwp0/1ytplFRWMju2lqsFgtG\nm41EOo1LFLEkk6iKQgpQJAmrJNGpqtjTaSpFkUgqRb8gYCkoYOZ5552y+/H3/EuD4p577jn+edas\nWQwfXkltbTdWayaKouB0jiES2U86bUCWq4lEmjCZvJSWviOPW1FRwcyZI9mwYR25uRMoLy/BYokx\nMHCUqqph2O0O5sz5HPPmzf2XYlZTp0yloryCl//6Mgd2H2TOV2fjO+gje2Y2kmggGUhhcZoRBIGy\nc0upfaCWUWNqGHHxGJqauimpyaZ3awt1h3vYp2lYbUbs0STrJAFtVBZZ7THmb3wTrz+MNZ2kH41+\nwCoIpJNpTJJI1GlhQFHYLkkoB/sxVeZjVW1s8/kQgajFwld+9KPjEsG33HYbBoOBIwsWUFpaCppG\n/YEDuESRQYMBsbeXSDhMIp3mjs99jq/8z/9QO38+U6qrWerzkYzFcGgaPZqGN5Xiuq997YQ1Otav\nX8/69etP6Ni3+ccxMWvWrJM636kkmUxSlJ+NLRihAl0KpwUYjW5EWIFSYAvgBbw+38eqTsSp5kyN\nh+HDK9m2bQ9QgdFoobp6Kj7falIpXWtAEHKwWjWcTg2bTWDx4pdOeWXNWCxGmhQZ2e9OJTeajZiz\nLLTVt9He1kb5BeWEOsPUvXiAoimFlM4sxVnkZPfTexAEiA0kqL5yGIGh2ex9sJYthwcwmU3YjHYS\niSS5RgN5BhMui4UBSSKWnU3Y72dJLEZIlrGgr1IPqSqKIDCjqIi1PT1kCgJKXR2+UIgWUaTa7abI\n5eIzLhcPr15Ng9fL0GPxEklZ5kA4zC0nIH71cZgjdNd8iPz8HIqKdC+WLI+ipeXXxGI+jMaRqKqA\nwdCP3Z6DpmWRTMbo7q7D6exl3rw7T6r9/4w50+fw0rKXyK/JRXCIHFp4kJLzS6goLMPX7Kevzkuk\nO8zQy4eQCqfo2tJNKpxCTaiMubKGVkMTqYYwntwsIkcjGH0SZYqZvQYD3bKMDX2hEwdikoQ7FuPo\n7t2ITieTs7LwRaPEVRWMRloVhZQgUCCK7IpGKTUY2CdJHEwkiCWTTL7oIv73/vvfI4/wYfl3x4Sg\n/b2M5D/+URD4xz83Nzfz7W/fh8UyEYslh3XrNqNpA5hM3RQWjsblykZVU8ydW8w3v/m148el02kW\nL17KkiWriURiTJ48hptuuvaEsxUGBwe564HvcMUvL2flM6to8TUz9gtjaN3SxmC9DzmRJtwagXqZ\nq664lqKyYlqOtjBY0Y82RCPijXBkeT3RvgiOfAfJliBWf5JgaxhLLMF0IL/Iw4G+AE2xJB5BxGIQ\nCIgCg+Vuxn3rfEIdYXI9eYyeOYrg6jBjhozBarUyZ86c96xwA4EAP7nrLuw9PRSYzezYsgW/JDGg\nKMywWim3WNCA7X4/4rRpTJ41i11r1mBJJGjq6yOcSjF77lyuv+WWDyyNfiK833f8Uf7/mSQej5Of\nk015NMZ5gEmAtKYnnYnoUfdxdJ29NqDX58Ptdp+5Bn8MOF3jwefzcccddxOPV5ObO5RkMsnrr/8J\nSerGZssimUxgtWaQkeHi058exz33/PBDX+PDoqoqX//h15nyzUl4ijzHf5+IJvjdDb+nanoVuzft\nRsoVSMZTZFa5mfDlsRjMBuL+OD27etk//wAZxU4KJhTQubIZ/8YOMqxmnEOKUCUrX7r+Kyx+9lmK\nEwnyXC4Uh4MmTSMyOIi3pYUpokiWxULP4CBCKsV+g4Ecp5NmUcRss2Hy+Sg1mRjhcuFXFHpsNm6e\nMYOVjY30mEyUmkyY0CuSXvzZz3LD5z9/0sHbZ2qOeOqp51m0aB8FBedgNjsIh70cOPAqiqLhdg/F\nZLKSm1tFX18D9fVrGDmykosvPp8bb7yWwsLCk77+B6FpGv/34v/x4uL5dEQ6OP/+mRgcBvr29hHu\nijDY4KNrRzdTvjGJo2+24t3lZdgFwxj3pTGYYxYyzC7e+tUKsrp8FCQsFJZW8Pr+/URjMVS/H0VR\nCAsC2WYz9nSaKquVoaNGIeXkMH/zZoY6HBgiEXqDQbyqSrkkUZ2ZSUwQ2BSJkD9yJLMvvZQLL7uM\nyZMno6oqBw4cYPf27RjNZqZNn05VVdVJ3YMP+o4/tEEBcODAAZ5+ej7NzV10d3eSTAqMHHkFdrsH\nn+8odnsnjz3281MeAPLUH57iUOoQwy8YxlPfewo5HSM+GCN/ZinhXT04mwMUajYqR48j4HLxhTvv\n5I6f38HYb9XgKHQS8UXYcM9GXILARJOIQYbdDUEyBkJ4FBW33YImCASMEvUG0Ko9eLuC1Fwzhqwc\nD+ddch7FI4t46stPYxGsVE2pJDYQI1Nz892vfvc9KVuhUIg1K1eybcMGNqxcSU12NnJXF5OPrYhV\n4Gg0ijRsGNNvv53pM2fS1NSEw+GgqKiITW+9RUdzM0VlZZw/e/bxlLGT4T/VoIhGo2RlOrHIGlPR\n9Rft6NtGCWA5+iowAYQlkUAw9F/lmfggTud4aG9v55lnXmD37iMIAtjtEv39KtnZ07BaM/D72zCZ\njvLooz/TPXungdVrV7Og9q9Mv3U6nsIsQoMhNr9QS+PmRmZ+ZQbrFq5HyANjph40Hu4MM+3OKQQ6\ng8QGYxxd14rZZWagthNPXT/FkoBBEEjFVA5rAmJuIYVmM7FIRJdyLy/n0aef5qF778W3YgXDjEai\niQRRWcZgs+EXRZKjRzPlnHNg925iTU1kyTLWY9LvG6NRpkycSHsqxQ0/+Ql+v5+tmzZhM5mYPHMm\n06dPP+ntuzM1R8iyzIIFf2PhwlXE42lycjK47rrLWLDgdbzeTDyeIchyksHBOj71qSq+//1vn9bM\nt+eff55HVzzC+Q+cx/4XD2CyGymcXECwI8SuJ3cT7g1TNKkIUmAWzDhGOLBl2MnMyyA6EKPxlXpm\nj5xO9fDhLPrb36js6mKUyUTI5yOuaSxNJJgpSVg9HmZfdBHJVIraPXtY1t1NTkEBcjDIbI8Hpygi\nmUzk5udjzcxki6bx9EsvAbqR/PhvfsOhtWspkSQUTaNN07jsi1/kM9ddd8J9/0gNCtCttFgshtFo\npLa2lsWLVxMIhJgyZQxXX335Sam4aZpGXV0dm3duJplOMmX0FKZMmfIel2c6nWbBwgX8/vf/D+/O\nfZSaBPJqcjjSFkIUBS4Ym0+oOcSYkrEkLRY6c3NpiHXSJ/Xh6/LhGeqhe0cXEzJMiFGZ3hY/9mAS\nQ0qhV9WoMIoMcTsJqzKtNiOGr04n0ZHCmGHAVmqlwF1Ay+pWVLvCFx/8Ila7BU3TOPTWYQbWDPLr\nn//6Awf4fT/5CXsWL6Y8FKLy2PbFYCyGkJ2No6wMcdo0vvX97wPQ1tbGA3ffjTsYJNdsZjCVos9m\n4wcPPHDSgTb/iQZFMpkkx24nW1EoRI+W96JH0ZcDSUGPpm8RBeQcD+0t7ViPlfT9b+dMjId4PI4o\niphMJjZv3szixasYGPAzbtwIrrnmCoqPFUY6HWiaxuq1q1m4ciExJYYJE5NHTOalFS+SdCU5/+7z\nMJqNNO5qoHhGMY2vNxFqCzHiyhEY7AbeuGslscEYxno/c8oy0AJJrAmZdFxmZzCJXxCYkZuLYDLh\nFUWKCguZcN11WGw23vzlL8n0+3GKIharlYQoEnQ6qfrc5/APDFDe10dicJDuw4cpcjgQgP3hMFJl\nJcm8PG746leZ/+ijlGkaTpOJzkQCsaKCnz344Em5vM/0HCHLMolEArvdjiAI+Hw+lix5jbfe2oXV\nauGyy2Zx0UUXnvb6Oj+772csb3kdZ7UDk9PMqBtGgqqRCCbp3t5N24Z2ZnzvXBJ9CQ4tPETrC/uo\nMBuxGiUGzEasQ0v5yg1fZ8qEKdz7la+Q3dhIptGIoKokUinWBwIMMxq5cN48EokEWzdswJRKsVtV\n0Uz/n737jo+izB84/pntm91syqb3HkroPQQITUCx94bi2c56/vTsp9grlrPeWe48vbOggqIURXrv\nnYSE9J5sku195/dHMBoBBRJIgHm/Xvt6wWR35tmZZ2e+88zzfB8VboeDs0JCiAgLw+H14lAo6Dds\nGD84HHwyfz4A69at4z9PPMGUxMT2Trsur5cFdXU88e67xx2oH+kYH/cREASh/Y6uK5+ji6LIR//7\niNUHVpMxIQ2lWsn/1vyXZeuW8cDdD3QIKpRKJYP6DUJdb2aoTkVIioGgEA1yRxPVCFRUWzAoAmza\nsYlBfQdicrmIzowDDQSUAZJHJ+GqsWIvaMLb4mSUy4fVF0AIiPQBVvsCZKgURChkrDe78K8u56YX\nbkIdpGbTgs0Uf11CdHQ0o/4yAq1O075f+ozpzYJViygsLDziLG4333knN65fz/66OoIDAdyCAEFB\nDO7bl+0mE4NTU9vf++Fbb5HhdNLrYJ+MTKDUZOK9117jhTfflPJR/IrL5SI6KpIkv5/xtD2LjKBt\nsNlK2kawB0SoFEAdG0tlabk00Vc3+3Uwl5eXR17eiRsW+kcEQeCsiWcxafwk7HY7FRUV3PXoXRQd\nKCZ6SBTNLc0oVApkMhnmcgtxw+MoW1oOiLSWtmCttpGcl4jc5kPmCaBy+XDaPJicPoKBDFGE5mYy\nwsNIlCvYWFWFdfFizrvmGqpsNkbExCA/+HsWgW0NDfQxGEgMCaGhpIScpCRam5upaGhAK4qUuN2o\nZTIeve8+3n3+eSaEhxN6cH9mAWtLS5n31VfMOIXn/VAoFB2yX4aHhzNz5gxmzpzRjaWC+tZ6Wspa\ncLqcDL1tCB6LG5lChtfuwZBoQG1Qsfn9LeSc2xfH9hpGqhWMGN8fh9mO0+5mc2UDH3/+MSkJKfhM\nJnxeL80HZ562iSJOQUCu0aDRaFi3ahU6n49wlQp1oG20kB/w2myojUb0Oh2tLhcrtm6l3zXXtJdx\n9ZIlZAUFdRgBpFEqSQA2b9rU5S1/xz052IlSWlrKyr0rmPbAFPrk9SFzWCZn3T2ZOnUtq9esPuT9\nc+fMIcxnIzw1DLVeTXCkHplMIMrqprawCWeVhTqLlY1le6msLEcWkFF1oJroflGgBKfbS0mFmTiz\nG6XLj5q2ccA+IE6EbTXNrGmwI5fJiQ83kpyTTExaDGMvH0NqeiqCQiAspuNzd0EQ0EXpsFgsR/ye\nUVFR/Ouzz1ANHIgtLo70QYMYkZdHtd1OfVAQ+Qen3LVYLJTu3t3e2epnKeHhNJWV0dDQ0Nldftrw\n+/1kZqQis9pIom0+DgNteSXakvTCPmAF4AgJZv+BUimYkByWTCZDr9fz11n3oRsRxOTHJhOaGoo+\nXk9rVQtRA6LwOXzYa2343X72zi1g5azVGFPDiciIwKaU4Wqy47R4iEbASlufHQPg8HrZbmqiwWxC\n2WKivrERh8WCOiSEDTYbJo+HFq+XzTYb/uBgPHY7U889l2JRpNZqZcCgQfQZMYLmmBhChg3j3199\nhUwmI9TrbQ8mfpYTFcXaJUu6YxeedkRRJBBoy4Nkt9vZt38fKeOScTQ68Fjc+Jw+bPV2nM0uovpF\nYUgMoW5rHUU/FhFp8xJh1FO6s5QWcyvoReLUAYq2b2fD+vVUNDTQKzKSjIQEYkNDCRcElIEAe1wu\nvl20iMqWFhyiyFavl9igILSiSB+1ms1+P2VWK1afj7pAgE0WC+f96lGGGAgc9oZTAAJ+f5fvox4X\nUGzbsY34kXEo1b+0RAiCQObYDNbvWH/I+4vLi9FF6giNDMVWZ8Pj8OJ1+AgE2vLl7ze7ENw+9pfV\ns6+sFLOmlVtev4no9Giie0cz9cWpuNVKfN4Acn8AhSBHL5PhlcvxyGSUI4BfJE2vRaFStjfzFK0v\nYmjfoWSnZlO+q7xDmXxeH6b9pj/scGo0Gpn93nuoc3NZ7fPxTW0ttXFxPPjccx36Rxyp8VA8uG8k\nbUNDB+XkEKiuI4W2lol1tO2jn4OKVtoSOZfrgqiua5QyYEp+V2FhITWuWsbfO45+5/TFVefCXG5B\nGxFEIBAgLDkM085mBK+MsPAw0gemE98/HkejE2+Ujr1OHwpRRC6KOEQRC20TzVUCVn+AvXY3xTYH\n5TXVNLe0MCIjg9Q+fdilVrNdqSQmO5sxvXuj0+tJSUnhL08/zT69nnk1NSxzOIieMoW3/v1vjEbj\nEZugAz388eSpwGq18s9//5Pr7rqOa+64mhf//gJz584le1I22ROy6X1+L0p+LMXn9qHSqzAkBOOx\nurGUWuh7Xh8Ejwy5V8TR6kAfrye6TzQhcSGExxuI6xvDvDn/JT46mi12O15BwGG345PJcAsCdTIZ\nK00mqtxu1rtcVAMpGg0BoJdCQYxSSalGwwaZDE9sLBk5OaT+qnV7RH4+xTZbh7rh9fupBgb9JkNz\nV+hxt2dyubxDNsyfBfwB5LJfpo2ur83ch9IAACAASURBVK+nsbGR0MgIthcK5BjDsTRaqFhVRpAc\nlvgDRPghVy5DVMqJ8AcwCAFqCg4QE3sFueSy+NNFmCsa0faOZN/aCkLVagSZDA+QqFSy1+1miFxO\nSnAwq5useDfsZ+Eb3xEeH0Xrxlbu+utfaGlp4Zl/PIMgE0gdkIqlycLmr7aQ2yf3qPLop6Sk8PQr\nr2AymRBFkYiIiA5BgsFgIKN/fwoLCuj9q/WVmExEpaURGRnZuR1+GggEAgwbNIhAQQF5tI3fVtLW\nyXUnMIq2vBNrAZdCwNxkkjJgSg6rpqaGtRvWYnfacVqcGDPCkMnlyJUKRlw7ghVvryBqSCShaWG4\na9y46t2MvSsPh8lJ6aJSwsVwynaW43F7aApWY2uwY5DJsATaOgAnAEMAn9h2N7ceaLZZWL9oEYLP\nxzCjkajQUGQyGVEGA3sdDi4cNw6AAQMG8Nr779PQ0Da3zK9HJPXp0wezWk2Lw0HYr4aU72lsZPTl\nl5/MXXha8fl8zHphFnXKOkIHGgiLDscut/HPt//J1L+eRXBCMLW7aqneUIsmTEP8iDgcDU5Kl5Rh\niNBTv64Cj1fAUW8nJCCiDdfi9/rwuryU1dkYfut01r7+I2PTsig1m/m+qAiH10uwUok3ECDF6yU/\nKIhiux2dKCKKIjvMZhQKBaVuNxFBQeTn5aHT6dhWXU2vvLwOnXBzc3NZO2oUi9evJ1Wrxev3U+Lx\nMOaSS05ILqMeF1AMHTyUuX+fS79JToKC25rv/H4/hT/t59rcGTgcDt758B12VezEkBBCYVkhVoOW\nxeX1GOVgk8vZ6w2AXEYvlRy3UoFMgFC5ApfLh6nJwt5Ve1n77mKiWh0kKgV0Vtiq1VKqVjMyNJRm\nh4OFTU0gCFgEgT1qDemxcSRolCx5ZyU3P/ggFz14EWFhYURERPDwzQ/zxfzP+fqjeYQZQpmSN5Vz\nph795DSCIPzu7IF/uuMOnrr/fpoqK4lUqTB5PJj0eh66554zvoXC6/UyeGA/mvcWMpm2KYPstGW9\n1NMWVOwDyoAmuZzmVrOUtEpyWEuWLeGTBR+TkJeAJkbNri17aC5robmmGWOCkYQB8YSlhrHns70k\njEhg8LmDGXN9Hm6Hix9eWoJGriEqNApiBHQKHXXaOsymnfQRBBRCgCWiyFDaAgu/AC5BIFsuY4co\nMio0lE9276Zh/34yZTJEYE5hIX2nTSMnJ6e9jIIgHPZGJSgoiJvuvZf3nn+exOZmdAoFtV4vqowM\nLrj44pO2D083y5YtY8WO5WRNz0SeIaeysoLGbU1o4zSsX7gBn8eHT/Chkitp2mPC7/SjkqlQVtgJ\n29+Cp6QZq09AFhrJXquZkAYnCrlAg8uPPzuNURfmsuebXZQ3W5nYuzdpWi21u3fTarVSKggMV6nQ\nKRQka7WUu1xo3G5aAwG0Gg1LZTJGJCRQ1NKCqbkZ4uO5/Tdp1pVKJX999FE2bdrEptWr0anV3Jmf\nT79+/U7IteO4R3mcSPPmz+ObtfNIzEtEoVZQub6KHGMOd95yJ2++9yZVwZWMunwkcrkcl8PFa9e/\njt1vJ7FfDE1FJpxLC/Gb3UzSyFHJZCi0SppsHloCUB9uQJffl17NNtJjwgj4A1RsrUATFMmc/fuJ\n02pRKhQ01deDQkFWSgrjsrOJDwlBEAR+qqlh5tNPd2kuiN/z8xjiwsJCyktLUctkJGdmMnbcOEJD\nQzu9/u7uwd0Zfr+fsePHUrF5Izq3j+mCgCYg4hLbZoDw09ZCUQaIwXrqG5uklok/cCrXh85obm7m\nnqfvYfIjEzEY20ZE+P1+nr3oOWJGxZA0MpFtc7ajjlFjqbLgafGQOTmT9KFpbJu3nYY9Ddw++3Zi\nk2Owtdr56bWf+PP021i2eDEb58zBXVJCgc1KjkxA7heJVCsIksuQyWRsUWoYPmQoq7dv54axY7Fa\nLIiiSEh4OKusVu5/7TWys7OP6nvU1NSwavlyWkwmEtPS2lp8AwF69+5NSkrKcV1EztQ6AXD9n6/H\nm+tmxLUj2pdV76hm5XOraaxpIHNyJh6vh8g+Eez6cjeqMBW+/RYGewOozW4Ep0DfzL64NUHMrSon\nLCcMQ5ielNG9GDB1MFaTlTWz1xLU6iesqYkImYxtmzax12zGIopMVasJl8nA7wedjiqPh2K1mvSp\nU7n19tuxWCzU19aSmJzM0KFDKSgooKamBqPRyODBg0/YY90uH+VxIl1w7gUM7DeQdZvW4TV7ueiC\ni+nbty8Wi4UthZs5+6lpVFZV0tDciEwmY9wdY/n64bmE50YTPjiabRUtiLtrqfP4SQlTYfX68Ydq\niE0xsnVXI9pVBYzul0RrfSvmagsxobFkpWeywW7H6fEgt9vxCQLhBgMTe/cm5uCQK1EUcQQC7T2O\nrVYrfr+fkIPBRlez2+288MQTNOzeTUQggE0mwx0eznmXXtolwcSpzOPxMH50LqXbtpIMtAZgqSAy\nFtALoBfbsmI2APqEGIqKSqVgQnJE27dvJ2pQZHswAW2PXy976FK+fWo+pYtLSTk/haAELamjU5B7\n5BQu2E/p/FK0kVrybh2NMbat35M+VEe/C/qx8KeFPPzgw3ySkMDLjzwCdjt1ARG7DIJEEZ1fxC2T\nI9cHU9fcTIJc3t7qCW0BTVxrK5vWrz/qgCIuLo7Lr7qKTZs28fYzzxDhdqMSRb6SyRg2bRo33347\nMlmP6zrXI7ndbupaa+k/sF+H5XH947BYzMTnxONyuRhx5zBEAaIGRbLto51UflGILjyS2KhE0vun\nE2wwEBBF4q1W9CFJxOTGEJsdQ8GqfZQvq+DOmXeSlprGgvnz2bhiBeWJidSazRhFkd0OB05BIEah\nYExwMEFuN3F9+vDyq692eORlsVh44sEHsRQVER4IYJXJ+CQqikeee+6E54P6tW4LKMxmM9u2bcPn\n85GTk0NMTAytra0sW7mMkqoDxBhjmTB2QoedYTabURlU7CzYSUDvJyQtlIA/QKunBbQQOzyGxvpG\nglPDKN5Ty2pfgGazm/Re0WjCtRRa/KROGohnt4lAAyjlCvom9cFoNFLZ2kpLVRW3jBuHQatl166d\nlJaW8cXq1dwyeTJqpZLChgYMycnodDqeeewxCjZvRgYkZGdzwx13dDr72G998b//4d65k7OTktoD\nluLGRl5/9llmv/vuGfu4w+VyER8TTYLZwmQgBFAKsEOElQJMkAlY/CJ7AGOvXmzbvRu5XP4Ha5Wc\nCUwmE8tWLqO8toz4qAQmjJ1AVFQUfr8fmeLQC60h0kBOrxzW7V1PRI4RXawOuUqOEBDoc3lvtvx9\nK+EZ4SQlJGFtslK5pwKFSoExwUhpaxk1NTV8/s9/MlKrwW8w4LFakfv97PYG6GvQ06LTkdunD+vL\nykiPikIul+Pz+SgqKKCuqooyp5ONTidpGRnkjh59VN/RYrHw9jPPME6vx3jw8YgvEOCH775jVf/+\njDvYJ0Py+0RRJDQ0DG+rj9b6VhwWBw3lDVRvqcFU1YwgCow5L4/gIAMWu5nQhDD6XdKX5i/34ff6\nSUpMQqfTUV9Xh9lmxWaz8dRtD7KnYA8HVh4gNTyd626bSWNjI//56CO2rFiB4HZja22lr0ZDisuF\nTxQJkckoEASWNzfTolajczh48LbbGDx6NBdedhlRUVF8/MEHKIqKmJb4y5QX++rrefOll3h69uyT\ndq3oloBi9apVvP/yy0R6vchFkY8FgRHTprG9fCfhw8KJGRVNYdU+lsxewj0z7mmfhjY6Oprqohp0\n3iDSsn/pUBLUqMVutlNZUknV3D308fpIiwjCYVCzt9ZOmdlJXFIkY+6cirPBiVVtQtnaSs6vkm8t\n37ePPjodPpeTjUU70UZqCXXpOVDZyFvLl9KrVx/U8fHcdd99PP3gg8Q1N3NxfDwyQaCkooJn77+f\n5955h6jfDO88XqIosnzBAs6Oje1QGdIjIthXVUVpaekZOUGY1+slPtKIyuZgJG0jOFqACBEGCLBA\nhO9EEStg7NuXzVu3SsGEBGgbkv7MW88QNTKSqNwodpft4scXf+CvN95P//79+eTlT3Cd50JzMKeM\nKIoUrNhP8b5iPEo3aWNTkcll2C12nBYXaMFU2YxWHkRNRCUr535FjCjiFeCAxUmvPiP509034Cza\ng0YMoFMIePU6rP4AIU4nawSBUcnJVAkCySNH4qmqwh8IsHvHDtz19cRrtewXRcaFhvL+00+jffZZ\nBg0a9Iffc+vWrUR4PBh/lflVIZPR12Bg2YIFUkBxlDQaDf0y++Gw2ijdXIqoDlDwbSHhmeEMvGEA\nrlY32+Ztxy1zkTKubfp6hVqOIiEUV4ufvUV7kcvkiDqR+oAPR6SBVz94hYduf5iLL7iYqqoqnnvk\nEVpLSigrKKCvUok+LIwol4uBej2tWi1aQcDpcKD3eFjrcDAkKYnzExMJUqnYv3Ahj61fz+MvvcSG\npUs5/zctEb2iophXWEhdXd1Ja6U46QFFQ0MD77/4IhPDwtrHTLt9Pt5+6w1yHphC7uWjAEgblEZ8\n73j+8f4/eCPnDWQyGWq1GqPeSMG3hYRGh6CN0tJQ1MD6DzeSMjqF9S+vYpRBSUyMgTqZgiBvgGvH\n9mV5i5MZ79yFOkjN948t4K9/vZ+3nn+e5spKIpVKWnw+yl0uLsjKoriiiITBCSjVSmLSY3AWVLNH\nF8Twyy5lxrUzWLFiBaqGBvr9KhJMj4jAVFXFTz/+yJVXH37q9WMliiIelwv1b/IkCAens3W73V2y\nnVOJKIpcc801BNkcKIEwQC2AS2wbFhokQqhcoEolJzwtne07d0rNu5J2H372Ab0uyyJreBYAaQNT\nKc8o55//+yezn5jNuaPPZeELC0ifmIY2WEvZxnJatrXS4mtFUAqYDjQT3SuK4LBg5DI55r0WokOj\nyYnKYfvfFzB9YDJajRpLk5mgplbW/vAjKef0I4gA8QcnHHNYnBhRI9PpCOnfn1v+9jdiY2NJTU3l\n7ddf5+tvv8VVUUGURsNOp5Ps9HRyYmPRNzcz97//PaqAwu12ozjM822NUonLbu/anXqam3HpDO76\n2134+/hwtNqJGRBLSIKB8Jhw6krqkA2TsXveHpLykmkub8HT6iU0K46qSgfl20pJiQsDQwhNYeFc\n98IMzA1m3vr3W7zw2Au89uyzpFut7LDZGKPXk6DRsKOpCYXPR3xUFF6bjcwBA5DJZLi9XvZt3swN\nw4a1J6kanJDAhspKFi1YQMDvR/GbG6fuuFac9LPthvXrCbfbaayuZMfu7ZSUHsDvdhPpceBsMHd4\nb2xGLN4gDxUVFe3LBg0YSGxkDIuf/ZH//ekzVr+7Bn2yHpVBjQ4FUYIGd72HuJQ4fGY/5soWQlxe\nNny7kR9e/pHpeeeSk5PDS+++y8Q77yRk8mRG3nQTM+++m4rWVrRR2vYcGKIoYtapGXvdGGpaapDL\n5VSXl2M8zB1vdFAQFfv3d9l+kslk9Bs+nKLGxg7LzU4nDpWqw1jjM4HP5+OW225mwffziJcLBMsE\nKmlL0BIutAUXZtom+UoaOpyt23ZJwYSkncVioayxnIyhGR2WhyaGsqtsJ48+8yhymZxbpt9K2AEj\ngfWQ5Ehm594dWEQzmggNq19Zw665u2gsbKJseTk7PtrBkJwhxOvDGaqNpGF7HQfWHMBXF2BAWi+S\nNHIcVicWBNqu7wIavQaHy4FNENDqdIwZM4aMjAzkcjl33HMPU266CVtMDKrUVKbl5jIuKwtBEIgL\nCaGytPSovmvv3r2pEwS8v0lcVNzSwuBuzEJ6qqmvr2fjlo0IHoH6rfXsX1qELjqI0JRQZMECGoMa\nv9OPy+xm3Zvrqd/cQPWSGgaMGsC1H9xGWZQexcWjSL59Gte8+2ciEiJIG5RGs8/Ehg0bMJeXkxER\ngclqJUKpRABSg4OpczrxBQJoZDLkcjkxsbHUWK1E6HQdMl4CJIeEsH/7dlJ69aLUZOrwtyabDVGv\nP6mp6096C0XBvn2Ul+3HkB2NJlyNyWyickclClHE3doxehZFEdEvdmiyzh85nvlvfMeAmf0RNALB\ncXpaa1v56ZHliDYnoTlJGA1BIIrY6+0YZRFsq68jtTSIGy+5qX10hl6vZ+q0ae3rbWhoYP7nn+Ew\ntxAZCODxBdhX14KqbyLJ/ZJpqmg7WDEJCew4TIaxRoeDzC6+yF81cyZP3Xsv9qoqEkNCaHY42Od2\nc/W9955RQx8DgQDTL55OtaoKQ0wQ9nIzg+SwyQuIkAhYgO1A6qAhrFq+SgomJB0IggABsUPP9Nra\nWgrKC3CqnASN1rCudh32r+3MuncWBYUF3Pn0nWRfn4VgENj+8Q6yL8ymaZ+Jxq0m9JF6woLDuOSc\nS/jp2/lkpaYRHxLy88ZoNpnQCBCUGEFJkJrddjdZWhUyUaTU46VCo+P8YcMOKWNubi7LEhPJj4/v\n8Kiz3mol7letor8nKSmJ0eedxw/z5tFHr0ejVFLS2oorIYGpZ5/d+Z15Bli/YT3vznkXfY4e72A3\nlIK3yEvMkGg0IVq0ag2acC2N2xpRu9XYdthI0MYzdupYsoZnsmXBViIjozjn/gs6XL8EQUCukmO3\n29HIZAiCQKhOR7PFQrxcTrBSiVGtZq3djlEUydZoKG9uZo/PR1J8/CHltLrdhEVGcsEVV/D8Aw9g\nq6khNjiYJrudAp+Pmx5++KRmAz6pZ91AIMC2ou04EkIITzSiDw8mKjWKsIxQqlweAkEde+GX765A\nHwjuEGGlp6djLbew+tU1NJe0ULa8nN0f72XYzUMgPogNJXX4fH6aa1vQyoNQGiPonTuWF558gYED\nBx6xc0pUVBSPvvgS+7V6vqkyscRsx3DRKC6YdQXFa0sY3q9t2FBubi62sDAKGxraAh5RpKKlhUqV\niolTpnTp/kpJSeHpN98k6fzzKTYakY8Ywb0vv8zESZO6dDs93dy5c6lRVHP261PpM2MgrXIZTkHG\nMKXAHpnAF8A3QHVoCMvWrJGCCckhgoODyU7MpmBNIQA+n5/CskICXj/xyXHk5OeQd1UukeOM/O/L\n/zH7vZcZff9IRl0/itSxKYx7aAwHFhzA7w0g18qoWlXFmJSxjB0zlsG5uZRYLCAIbS9AHxxMpdNP\nv3E5hPdNwhEbwo8eL9+a7bSGhROflcX0iy46pJwpKSkkDxzIhupqfAfTPLc4HGy1WDjvyiuP+vv+\n6ZZbmPHYY1iysymLimLYDTfw5OzZnZok7EzhcDj4x2f/YOw9Y9D2UjPiuhFkT88kIttI4bf7kStl\nOF0u/G4/CkGBzqNjaPIwtD4trbUt/PDqj9jW25mYN5HiTcUd1l1f1oDcrmDUqFHYlEosLhdDMzLY\n6fNh9vmwuFwMT05GFh3NjpAQvjebqYmP56HXXkMVF0eN+ZdWfKfXy16Hg0nTp5OVlcWTb7xB9LRp\nFBuNaPPyeOjVV4+6I29X+cPQZdasWe3/7uwkYNXV1QTFBaFNG8SaFXvICtWhkMsocXpoDjOQadKy\n7L3lRGVH0lplpmmLiQdvfbBDEOD1etEaguh3ZQ4agwaZQsbgWYPwyLyY9jdTPreCj1cWEiuoiUlK\nwRwezgNPPHFUF5lRo0Zxyy13s7pkNVmTMtDoNKz97zp0jXomXNM2t4ZOp+OR55/n3Vdf5evCQuRA\nSEIC99199wnp+BIbG8sNN9/cZetbvnw5y5cv79Q6urJOHI3vl31PysQUlEEqht82gpJ5+1i/t4nQ\nAOiEtv4TXn0Q1bV1UjrtY3Qq1ofj9aerbuTJV5+gqbgJZaSSwm37wQoX3H5B+zmmz9g+/Oejjwnr\nE4YhPgSZXIYx1IiQJpD3QB7LHlmGt97HrL/O4tqrrkUQBCaddRYrFy9mdXk5WeHhuH0+dpvNjJw2\nnQM/lZJ53nD2fr2WIG8ArUyDIbM3M+6++7ATBwqCwF8efJD3336beatWoQbQ67ny3nsZMWLEIe8/\nkp9bO3Jzc495P51JdeJw9uzZQ0hmMKpgJaJKxBDZliGz75V9WffyBtytHkJTQ1A6lVQuryJv8Bie\nevQpduzYQX19PdHjohkwYABVVVU8/ebTmOssxGbH0FRhomxJGXdceSc6nY4rb7mFz159lRytlpzs\nbL7fuxdvIEBSSgqjJk/mn3fcQXBwcHvdDHnySV554gm01dUoRZEmQeD8P/2pvV9NQkICN9122wnZ\nJ0dbJ05qYquamhoefetRps86m93LdrFv4Vb8Hh8peb0pX1HFO8++y/Yd2ymrKiPSGMmY3DGH5FsQ\nRZGpl0wh+U/J5JzdF5/Xi9/vx21zs/uLPWQ2ZTN9ynT8fj8Gg4HevXsfVS//nxNI7dq7i7qaOmwe\nKyqtmiF9hzA2b+whjxhEUaSpqQm/3090dPQpO4SzpyatEUWRjRs3snzVcuYvmk/oFAMZ52UQlR2J\nvcnOprc3sOc/27HUOThn+oV8/PHHh0xvLzl2PbU+dBW73c6adWvYsGUDGw9s4OrZV7dn5AWwtdr5\n9M+fkTQyEdVwJUlDk5Ar5SCKNNe0MP+u7zi7/znMvHYmqampCIKAyWTix6U/snbVKiw19cQnJDDh\n3HPJz8+npKSEn1b9RL2pDq0siMEDBjN8+PCjaimwWCxYrVaioqK6tW6f7nXitzZu3Min2/7H0KuG\nsLVwK8lDkrA0WTmws4TCrwvpdVYvqrZUMXTIUOp313ND/p8YPXo0hYWFLFy0EEEuMHb0WAYMGNBW\nN5b9SFlNKTHGWCaNm9Rhhs8dO3awcO5cmurqSO3VixF5eWRkZBwxz5DH42HPnj243W6ys7M75KI4\nmY50jE9IQNHU1MSmTZvweLz065fT/sMTRZEHnnyAmOnRZAz5JWfD9h93oN6r4f9u+7+j+uF88cUX\nvPrdKwy/byjyYAU+l4/m4maqvqzmpTteZthvnk3+Ea/Xy6tvv0qxvZiEYXG4rW6q1tYw87yZ5I/N\nP9avf0rpiScLn8/HFdddTqGlkNRJqThbnJSuKyNzUgbZ52Whj9bjdXhYcPciRkXk8o+3/3HKBnQ9\nTXfWB7fbzebNm6mvbyAhIZ7BgwefsOe/Xq+XOx6+gyF/HkRMWgw+rw9BJrDhy42kWFNZt3sdmdem\n00ILoYmhKFUKVn+wht0f7+GsK84i4BSJkEcwMXci/1v4X2JGxKAN11K3vY4IbyQP/eWhDtOyn8p6\n4jni11wuF5s2baKxsYnk5CQGDBjQqXpjs9m442+3M/GRiewq3klwqp6QqBB+ePlHmvaYGHj1ANRO\nNWI1RFgjeODuB3nquaeYv/5bUienolDLad7ewuiUPB574LHT8kbnpAUUS5cu49VXP8LniwEUCEIt\n06eP5M9/vhFBECgrK+PZt57FkBNMaFIo1TuqKVpWRHi0EYVSTt/0vlx90TWkpKQccRuBQIDpl55D\ng66BtAmpKNVKmve04Kn2cO2kGVx/9fXHVObFPy5mfuG3TLptYvujEUuThSXP/sRrj71+Wmel7Gkn\nC5/Px9jx+VT6y4nIjkQbGkTK2GQCfi+b39tCr0nZyHRyyn4qI84fz3dffidNQd6Fuqs+1NTU8NBD\nz9LYqEAUDchkrSQnK3nmmUdP2F3Y7t27eeLVWTQFmrA77XgsHuJ1Cbz/9/cpLCrk39/9i/Ch4Thx\nULShmIr1Fdz93l0k9klsm6Tpxx18O/s7/vz+LUQmtk3SJ4oiKz9ayUhDLpdedOkJKffJ1tPOEb9W\nXl7Oww8/R0uLFlEMRhBMZGToefrpRzrVX2Te/Hm8/N5LOFUuXB4nglyGThFEVEQ05iozucNyGT9q\nPOPHjefb777lmX89zUX/uICQuFAQRZoqTWz6+2bumHgn50w7+nmdThUnJfV2Q0MDr7zyEUbjZDSa\nn/Phe/nmm8UMGdKfESNGkJKSwiuPv8KadWuoqa6hYG8hQ68eypDpg1GoFBRtKuKpN57i2fufPeJs\nnRaLhYjkCPIvy6dkVwl4YciFQ4lJj+aHWUu4+rKrfzcq9Hg8uN1u9Ho9giCwavNK+lzUp0M/C0OE\ngciBkWzbto3x48d35W6S/I4nnn6C5nATUx6eSlTfGFpKWtj5nx0kj04idWQqrYstZGVncf3VM7ng\nggukDpinAVEUefnltzCbk0hM7N2+vKJiC++99xH33/+XE7Ld8PBw1EEahkweTFR2NEFKLZUbKnnz\nwzd56qGnSElKYdnqZbRYW2hqbOb8d88jsU/bSAtBENCF6TD0Ckap/+VcIwgC/ab0Y8UbKw4JKERR\nxGq1otVqT8u71pNNFEVeeOENnM4sEhMz25cXF6/n3//+L3fd9efjWq/X62X15tUMv3wYxn5G3D4P\nVdurKP++nJvOvokpZ03pkMb/07mfkjklsy2YABAEIhKNxOXF8t3S79oDCrfbjcfjab/unI66NKDY\ntGkTfn9sezABIJcr0el6sXjxivZORXq9nimTp7BlyxY2129i1KUj23dwr1G9sDXZWPTTIq676rrD\nbsdsNhMUHkSvkdn0Gtkxx31AHsDpdB72B+t0Onnn739n4Vdf4nE6iEpK5u6HHsbr8+H1ebHZbOh0\nuvayCEoZPp+vS/aN5Pf5/X6efuIJPnzrNUITdOx4dhWZMweTMimd/jMGsONf24lICWPS1Mk8cN8D\n3V1cSRdqaGigsLCG+PiOnQ5jYvqzcuVc7rrLdUKGSS9cspCMc9IZPPWXZFGJqYksfGERu3fvpn//\n/sxMmQnADftvwOvxsvSTZfh8PtL6peH3+VEHq3B7fkkc5HF7cLlduN2uDttat3Ytn77/Pua6OgS1\nmvHTp3PFNddI88t0QmVlJeXlrcTHj+2wPDZ2EEuWfMNtt910XK2XW7ZswRHiYMCEfrSYWwjRGci+\ndAJ7wwqwu+yHHDOz1Uxs8G9ufgUBtV6Nw+nEYrHw8QcfsHrxYrxuN6m9ezPzjjvo06fPMZetp+vS\ngKItI9ehF3KFQoXDYT1keXllPAItFQAAIABJREFUOcbexkOitfje8Rz4+sARtxMdHY2n2YOtxYY+\nTN++vKG8gRC1oX3yrl8TRZEH77mH/YvmMyTdiD5WR1XtAe6++goMvTNRORXkXJSD3C8nOy0bg85A\n/dZ6+t/X/xj2gOR4+P1+Jp81nuatWxgTpiImRofD7qbwtbUApExKx9nqoHRJK4/+7W/dXFpJV/N4\nPAiC6pDzgEwmJxBou2M8EQFFUWURGeM6pq8XBAFjbyOVlZXtKf8BXBYX8z/6jr7n9UauVrB6yWq0\nopaqjTXIfG03HgVFhTS2NlCyupTW/a3MmTuHSy64hC1btvDPJ58kNyyMmMREHB4PG+bMwdzSwl33\n3dfl3+tM0VZvlIepNwp8vgCBg8Nuj9X+A/tpVTdTYjqALkKPw2Onak8VweEGircUH/L+wQMGs27V\nWvpf0h+1ri3YCPgDlKwo5ZIhl/LUww9TvXQJUTIfKo2CxiWl3Ld1C299+tlpl6CwS9uL2+ZYryEQ\n6HhXb7EcYMyYoYe8PyI8Alv1oYGGqdpEVNiR58TQaDRcMPFClr29nPrSegKBAFUFVax5by2XnXP5\nYZvBi4uLWf/DAvJHppKQEUtoTBh9+ieSEHDgVLZgUIVQt60Ot8/ND1//wNzH53H2yLOP+NhF0nVe\nePkFKkr2MG1COsF6NbpoPTqVnGyFQNG/ttKwu5amgkZ6GbKPucOtpOeLi4sjLEyO1VrfYbnJVEqv\nXsmHvUHoCtHh0Ziqmw9Zbqu2ER4e3v7/srIyfDovORf1JWZADGmj0xh5+3Cqa6vJCs9i9Vtr+f7j\n7ykpPkBTQRNCi8C1b17LT8VLWLB4AV9/8glDg4PbZy0OUqkYm5jIlqVLqaurOyHf7UyQnJyMTufD\nbu+YIbKxsYhBg3of9xDyAwcOYG6xEN83ntCYUCKSIkkYGM+e7XsI0YYc8v7rL78eZauKRY8spnjF\nAUrXl7Jo1iLk+xXk9M5h+08/kB6nIWNUKslDkhmQm0Zway1/n/3ycZWvJ+vSgCIjI4Np04ZSWbmY\npqYDtLRUUl6+jOxsFRMmHNoPYdiwYdj3Ozmw9UB7B4/m2maKFhYzJf/3k0Sde/a5XDn6KvZ+uI/P\nb59D+RcV3Hrenxkzesxh379lyxbCVQK6kF8mzDE3mIlLCMHndHDZA5eSnZqNdasNZ7GbTEMWl110\nWSf2huRo+Hw+vl36LQlJoRgi9Gj0GqyVFoIidATJBRylLax+bg2JyhQ+/ejz0/bZ45lMLpdz9903\nYLGsobZ2JxZLLdXV2wgEdnHrrTNO2DGfmj+VffMLaK1vBdpaMfdv3I+nzMvgwYPb37dl2xayJmUx\nbMAwvDU+StaU0Li7iaGThzJs5DBuPf9WCr/ej++An5ToVK58+AqikiMZcfUI5i+dT3lxMXG/6dgt\nl8kwyuXU1taekO92JlAqldx110xaWlZQW7sbs7mG6uotyOUF3Hjj8c+pZHI04a5xU72zpv26ZG9y\nULmuitiIQ3MN9enThzeeeINsWTYbntnIlme3MVKVy+cffE5RUREaj52otCiEgze6SrWSjOwYNq5b\nddxl7Km69JGHIAjcfvvNDBmynsWLV+J0tjJu3CQmTBh/2CFUWq2Wh+94mNc/eJ093+xDqVXgbfTx\np4tvJDMz8zBb6LitCfkTmJA/AVEU//CkExYWhvlgZsuf3+t2eXDJQROpR6VRMXDSQAZOGkj1/mrq\nvmmQLl4ngcPhQKlT4vbL8PoCxPSKpq6gnoZtdVjtHlrNPm646GYef/RxaTTHaWzo0KH8/e9/47vv\nFlNRUUVWVgrTp99IXFzcCdtm7969uX7a9Xzy4seoolR47B7CZOE8fOfDh+3bEBoWypCwIe3nkANb\nD+At9RMSEsLA/EGc9ZeOGWyNceFYHBaiYmNptNmI/dWog4Ao0ur3ExERccK+35lg9OhcXnstku++\n+4Hq6mp6905n+vQ/d6plWalSMvnqSayfs4F98wpQqOS4TR7S09OPmLywb9++vP3KO4dci2QyGQ7N\noY9lnKKIT3n6dSjv8jO0TCY7pgxtycnJzH5iNhUVFXg8HlJSUo65B/TRXPgnTJjAY8GhbCuuZUB6\nDHKZDL9czrZaK6PunNJhHXVF9aTFp//O2iRdRa/XE2eMoz7Gz84DzfRPCCWuXxyWJhublh7g5jvv\n5fFZT3Z3MSUnQVpa2nH3zD9e+WPzyR2ZS1lZGRqNhsTExEPOJ0MGDeG7f8zHPbk/aq0aQRAIBAIU\nLS/mquFXExMTg7XagsflQaX5pZm9vqyBiJAILph0If99/nkmqNXo1Wp8gQCbq6tJHzKExKOcn0Ny\nZJmZmdxzz+/fgB6L0YPyWF+ynuuenEFjRRN+rw+tQcvS55d16FdzOL+tO+PGjeOlF5QU1jSTGRuG\nTBBosbnY3mpnwIiTmxb7ZOgRt3wOhwOZTEZ8fPwJG06lVCqZ/drb3PfXO9i3tRR9kIoWpxe3IZxQ\nVShejxe5Qk7p9lIql1Zy630n98R2JnE4HJhMJsLDw9HpdMy8dCavfDmbpnRYWNSE2uunqryVpMFD\nePTxx7u7uJLTnEqlIiurbUpzi8WC2WwmKiqqvZUiJSWFyYPOYtFzi0nNT0GhUlC2toI0dRojR45E\noVAwZsBYVny4ilFXjUQfqqOpqon1H21gxtQZjM0bi9ViYe5//oPKZMIZCNA/L4+b77yzO7+25AjO\nnnI2W2dv4ae3l5I4JAFHi4P9PxRxQd6FBAcHH9O6EhISuPiaGfyw7BsKyxoIUivbZppNSeHmGbec\noG/QfU5q6u3f8vl8fPL5JyzdtBRNuAZPi5tJIydzxcVXnLDm7YaGBr75/htqG2oZlDOIgf0H8uX8\nL9lauBVREEmJTuG6S677w0cup4uTmbQmEAjw2Zef8cO6xajC1LianeQPGc81l1/D0uVL+decf1Fj\nqsFr93L+xPO5/977jyptuqTr9OQkRieSw+Hg/Y/fZ0vhZjShGrytPi6cdCHTp01v/46FhYWs3bQW\nt9fNsP7DGDRoUHv99Pl8zJk7hx/W/kBAHkCn0HHJtEsYP3b8L49Y3W7q6uowGAzdljL5eJyJdcLj\n8bB+w3qWr13Opq2b0BjVBIcZCJWHcsvVt5Cdnf2H6/iZ2+3ms68+Y8HyBXhFL3ERcVx53pWMHnXq\ntlCc1NTbR+s/n/6Hza2byJsxGo1Og9PmZNW/VpMXO4YrLrnihG33cFwuFz6f74T1KO+pTubJYs7c\nOSyvWMaYG8YQFKzF7XCz+uM1DAgayA3X3kAgEMBmsxEUFCT1l+gmZ+LFA+ClN16iKaKR4RcNQ6lW\nYjFZWPHuKq4cfSUT8icc9Xq8Xi9OpxO9Xn/aJF07U+uE2Wzm3qfupe9VvUkb1Da8uGJPBdv+tYMX\nH3rxmPu//Fw3fj3h16nqSMe422q8w+Hgpw1LGH1tLhpd2xhzrV7L6Bm5LF6z+GBOi5NHo9GcccHE\nyeT1elm4aiGjZ+S2T8akDlKTd+1oVmxdgd1uRyaTYTAYpGBCclLV1tayp2oPIy8bgVLd9sjVYDQw\n/OphfLPkm2Nal1KpxGAwnDbBxJls5ZqVGAeHkz44HUEQEASB5JxkYkfHsHTl0mNe389141QPJn5P\nt9V6s9mMKkSNVt9x9IcuRIegFbBaD81PITl12Ww2RGWgQyIyaAsqNGFqmpsPzQcgkZwMjY2NhCaG\nHPJ4LSo5kvqm+tPiblty7GobawlPPvTRlDHZSE1jTTeUqOfrtoAiPDwcn9WH3WzvsNxisiBzC4SE\nHJpARHLqCg4ORuFXYm40d1jusDpxt3ik4XOSbhMbG0tLeSt+n7/D8triWhJiEk7rO0rJkSXFJtFY\n3HTI8obiBpJjk7uhRD3fH7Ytz5o1q/3f+fn55Ofnd8mG1Wo10/KmseyDZYy+bhQGowFLk4XV/1rD\n9PxzpclzTpDly5ezfPnyTq3jeOqEQqHgvAnnMf+DbxnzpzxCIkOwNltZ+/E6puROOW2mej7VdFd9\n6EkiIyMZljmMlR+tZsRlwwkK1tJU1cTGjzdx09k3d3fxTjqpTrTJy81j3pPz2LNyL71GZyMIAkUb\ni2je3EL+w/ndXbyT6mjrRLd2ygwEAsz7bh7fL/8ev8KHwq/kvAnnce7Z50p3BSfJyexwJYoi3y/6\nnm9++gavzIPcJ2fqmGlcfP7F0jPnHuJM7YDn8Xj49MtPWbZxKaggSKbjsrMvI39sfncXrdudqXUC\noKamhg8//YDCykIQBNJj05l5+UySk8/sFooeOcrjZz6fD6vV2tYsLnXIO6m642Tx8/HW6/VSS1QP\ncyZfPKBtiJ/T6ZQ6Vv7KmV4n4GAfMFE85jwUp6seHVBIuo90spD8mlQfJL8l1QnJb/W4YaMSiUQi\nkUhOH1JAIZFIJBKJpNOkgEIikUgkEkmnSQGFRCKRSCSSTpMCColEIpFIJJ0mBRQSiUQikUg6TQoo\nJBKJRCKRdJoUUEgkEolEIuk0KaCQSCQSiUTSaSckoDieiWVO1mdO1211djKfk6krytpT1tFV6+kp\n6ziZOlveznxe+mzP1pN+Dz2lLD1lHb9HCihOk22dSieMnvLDkE443UsKKE6Nz3aHnvR76Cll6Snr\n+D3SIw+JRCKRSCSdJgUUEolEIpFIOk/8Henp6SIgvU7jV3p6+u9VAalOnGEvqT5IL6lOSK/jrRO/\nO325RCKRSCQSydGQHnlIJBKJRCLpNCmgkEgkEolE0mlSQCGRSCQSiaTTpIBCIpFIJBJJp0kBhUQi\nkUgkkk6TAgqJRCKRSCSdJgUUEolEIpFIOk0KKCQSiUQikXSaFFBIJBKJRCLpNCmgkEgkEolE0nlS\nTvYz+yXl6ZdeUn2QXlKdkF5dUSd+N6CA3/3zET3++OM99jOn67aOt3zHeoyPt0782vGWtSeuo6vW\n01PWcTLrQ2fL25nPS589emfyOaKr1nM6rUMUj3yMpUceEolEIpFIOk0KKCQSiUQikXTaCQko8vPz\ne+xnTtdtHW/5ukNXlLWnrKOr1tNT1nEydba8nfm89NmerSf9HnpKWXrKOn6PcPB5yOH/KAj8zp8l\np4FjPcZSnTi9SfVB8ltSnZD81pGOsfTIQyKRSCQSSadJAYVEIpFIJJJOkwIKiUQikUgknSYFFBKJ\nRCKRSDpNCigkEolEIpF0mhRQnMJEUcTtdks9qk8hfr8fr9fb3cWQnCYCgYBUn84Qp8KxVnR3ASTH\nLhAI8O28eSyYMwd7ayvRSUlcet11jMrN7e6iSY7AarXy33//m7VLluDzeukzeDDX3HgjKSkp3V00\nySnI4XDw2SefsHLhQjwuF5n9+nH1jTeSlZXV3UWTdDG73d5+rL1uN9kDBnD1jTeSkZHR3UU7hJSH\n4hT0nw8/ZMPnnzMyOpoQjYZai4UNra3c9NhjxxxUSGPMTzy/38+j//d/yIqKGBgTg1Iup6ixkQK5\nnGfffpvo6OjuLmI7qT70fKIo8vSjj2LdsoUhsbFolEpKTSZ2+v08/vrrJCcnd+n2pDrRfURRZNaD\nD+LeuZNBMTFolEoONDaySxR56s03SUhI6JZyHekY/2ELxaxZs9r/nZ+ff8plXDvdWCwWfpo7l3MT\nElAr2g5fXEgII4A5H33EyFGjEAThiJ9fvnw5y5cv71QZpDpxbHbs2IG1uJizEhLaj02v6Gjs1dUs\n/v57ZtxwQ7eVTaoPp57CwkIqt21jelJSe31Kj4jAUVvLd19/ze333NOp9Ut1oufYu3cvdbt2cU5i\nYvuxzoyKwl5dzXdz53LrnXeelHIcbZ2QWihOIU6nkw0bNvDFiy8yLTGxw99EUeTzykr+9c03qFSq\no17n6Xz3IYoijY2NiKJIVFTU7wZaJ9Lcr79m23vvMSwpqcPyWouFythYnnrllW4p1+GczvXhdPHj\njz+y7NVXGfWbc0Czw8E2tZonZs/GZrMRHR2NQtH5p9pSneg+ixYtYtXrrzPy53OHKOJwOmlxOjkQ\nGclL77zTLeU67hYKSffz+/289vLLLJozB5nHQ21NDSk2G72ysxFkbf1qW51OdKGhKJXKbi5tz1BS\nUsI/Xn2VhpISBCAiJYWb/vIXMjMzT3pZjBERWAUBt8tFfX09Hreb0LAwTF4vMb+5KEgkfyQ8PBzr\nYYLjBrOZfSYTl06YgDIQQB8Tw8333svESZO6oZSSrhAeHo7t4LFuNpko2LULn9NJtdtNS1YWtbW1\n6PV61q9bR31tLUmpqYwYMQK1Wt0t5ZVaKHq4QCDANZdfzt5Fixiu1RKjVrPSbEYLjB84kN69e+P2\n+VhWVcXkW27hgosuOqb1n+p3Hy6Xi9LSUtRqNampqQiCQGtrK3+9+Wb6+v2kGY0AlDU3s1MQeOHd\ndzEeXOZwOCgpKUGj0ZCWloZMdmIGPTmdTq676CLU27eTrFCgFAQa/X62qdW8PXcuAwYMOCHbPR6n\nen04nTU0NFBXV4fRaOT5xx4jwWSi98GWN4vTyWs//ECQx8MYnQ6lIFDv87FHo+G2557j/PPPR6PR\nHNd2pTrRfbxeL/fcdBORNTVYCgqIVioJyGSscrnIysykOSwMhUxGuN1OiExGkdWKSaXigcceY8yY\nMSesXFILxSnI5/Nx6bnnsmnxYrIEgZ0OBwUqFeOio1nV3Mwne/eSp9djl8uZePnlnHfBBd1d5JPq\npyVL+O877xDkduMRRfQJCdz98MNs37YNo81G+q/u/lONRuqrqli5bBkXXnIJCxcs4Iv33iPY68UN\nBMXF8ZdHHunyDm3Q9uMTBIFmvR6z241SEHBqNCQZjRTu3dujAgpJz+N2u3nn9dfZtnw5YQoFrT4f\nyQMG0KjRsL+0FI1MRrXdjtXp5KroaFRyOU6fD4XVitFk4sV77mHxF19w1a23Mmny5O7+OpJjoFQq\neeiZZ7j5qquwuVxECgJ2uZy8/v3pHx/PW4sXk5WayvC0NN5etoz6ujoMgQA3TZ1Kr9xc3v/0UyIi\nIk5aeaWAogf76//9H1VLlzIJSFcoEEWRvR4PK+rryY+IYENYGJc/8ACDBg3CYDB0d3FPqj179vDf\n2bOZEBlJSEQEoihS0tTE8488Qp9BgzAeph+JUaWiqqyMHTt2MOf11xmqUqGSyTCEhFBrMvH8o4/y\n2vvvd3lz4d69e4mRyZg4fjyNNhu+QICo4GCsLhcrFy7ksiuv7NLtSU4vH3/4IVVLl3JhYiJymQx/\nIMCabdtInzaN6Q8+iNPp5KuvvsK3ezcBrxeb201FSwthokgfpZI6p5OJej3/e+UVoqKj6d+/f3d/\nJckxiI+PZ+iwYWhCQgjTaokKDkb0+SgrK0NlsaARBP69Zg3y2lquUqtRCAKt/8/eeQbGVR0N+7l3\ne19p1aslW7LkbiP3bgzG9N6JEwgvBEJLIQRCQoAkzhtCSRwIkHyhhV6NcS8QG/ciW5ZlybK6tFq1\nlVbbb/t+yPELCSmAbYG9zz9dSffMOTt77tyZOTOSRNWePdx6/fW8tnTpCZM1UdjqK4iqqjz71FO8\n9eyzjFcURE0jKkkIwAidjlg8Tnsshmo0Mnny5FPOmABYtXQppSYTLosFGPACDE1JwdTTQ0xR6IrH\n/+l/OmIxcocO5dW//AX5wAGa9+2jsbyc7R99hOTzYezuZs+ePcdcVlmW0R2RMc3hIMvlQi+K6ETx\nK1+oJsHgEo1G2bhyJVOys9EdCcnpRJEp2dlsXbuWpKQkiouLkeJxWgIB/J2ddHZ0oIbDmFQVv6Zh\nNxpxms2MNJtZ9d57gzyjBF+E/OJiJFUl2+3G29zM5g0baK6spD0Uor6qiprGRqYbjRhEEQQBURCY\nlZRE1bZtNDU1nTA5EwbFV5D169ax8+230WsamSYTVlGkB4jKMoIgYAO2RyKcfcUVXzgu+nWns62N\nZKv1n67bVZX8ggJ63W6qfD5UTUPVNA76fPhdLmbMnMn65cvJFARyrVYybTaG2Gx0NTQQ7eigt7f3\nmMtaWlpKj05HMBb71PWDnZ1Mnjv3mI+X4OQhGAyik+WjR8T/jlGvx6hp9Pf3E41Gqdy2jZjBwCFN\nQxVFLIJAZyzGbkli4pFE5CSrlY62tsGYRoIvyVnnnkuDwcDe+nrqKivJNpkI6XQELRY8oogQj2M+\nkrwZl2VMZjNmvR4b0HYCP/OEQfEVZM177zHB48Fps+EDnAYDOkHAq2kcliRqNI0RZ53F7d/73mCL\nOmgUjR5NS1/fp65pmkaXKFJSUsL9//u/REpKeLOlhbdaWggWF3Pv4sW0tLTgMBqPZk7DwJfAYzJR\n1dl5XHIoHA4HV99yC2s6Oqhoa6Ohp4eNzc30ZmRw0WWXHfPxEpw8uN1uDE4nPeHwp673RSJoVisp\nKSns2bOHTGDe2LHUGo2sVRSWqypbNI0Mq5VJJSUAtPT1UTx69CDMIsGXJSsri7t/9Ss+DofZFo+z\nKholkpbG1TNnUq/XExUE2mIxwpJEXBBwud30xuOE9XpKS0tPmJyJHIqvIP29vdhNJuaPHcvKzZuZ\nrtORodMRj8XYo9Mx8fTTeem1147bqYSvAwvPO4+frFqFpb2d4rQ0YrLMbq+XtDFjGDlyJKIo8rPF\niwkEAgBHw0ItLS0MS0+nIRzGFA4zxGIhpqrsi0aR3G5Kjmy+x5ozFyxgSEEB61etwt/ZycyyMubM\nnYvD4Tgu4yU4OdDr9Vx2/fW8+tvfMtHtJtPpxNffz/aeHi654w4MBgPBYBALMG/kSIoyMqhobGRP\nczOZkkSBx4MmCBz0+WgwGvn2KZa4fTJRUlLCjDlzMHg8FHg8mI+UCMh2uXh83TrW9/Qw12RiWHIy\nHZLER/39nHPDDbhcrhMmY8Kg+AoyauJE6tasYfYRV+XavXsJhELIBgOX3Hgjv3n00VPamADIzMzk\n/t/+llf+8hde274do9nMnEsu4YprrvnU2vxjfsmwYcOImEycN3Ei22trea+zE6NejzM1lSuuvvq4\nFr8qLi5O9FpI8Lk5ff58zGYz77z0EhuamsjMyeHam25i1uzZABQVFfEKoGoaQ1NSGJqSwsKxY3l5\nxw726PV4W1oYXVbGT771LbKysgZ3Mgm+FGMmTeJvu3ZR+ol6Qx6bjSnjxpEyYQIb3n2XtZ2dON1u\nLr37bn7wwx+eUPkSdSgGGU3TKC8vZ+vGjaCqTJo5k/T0dB743vfID4cp9HgIxmLs7u6m7OKLufE7\n3zmm458MZ8xVVT16NPOz6O7u5sP162mpqyNv6FBamps5sGIF45KTsRmNNPj9NJjN/Pzxx8nOzj7B\n0n+1OBn04WRFkiS2bdvGnm3bsFitzJg7l+HDhwOw5NFHqV69mrHJyViNRg51deF1OnnoiSdISUn5\nUi8gCZ0YPD65d+UUFlI2aRKPPfwwtpYWhqekIKsq+7q68EycyH0PPogoigNJ4DrdcX05+lefccKg\nGEQ0TWPJ44+zc+lShtts6HQ66mMxSk8/nUuuuor3336biu3bcbrdnHHhhcydN++YeyZO9s2itraW\nxT/+MemhEClmM239/bRbLJx56aVU7thBwO9nVFkZF1x22SlvTMDJrw9fV2KxGL/++c/p2L2bfLOZ\nmCxTHYmw4Bvf4NpFi1AUhdWrVrH+/fcJBYOMnzqV8y+55Jg0nkvoxIlD0zR6enoQRRG/388v77ln\nYO8ymeiKxfBZrdx6773sLy9n24YNGEwmZi9cyMJzzjmh1TETzcG+YqiqyqO/+Q1vPvoo00wmenQ6\ncgsLOauggBXr1jFj3jy+c/vtx3zcU6nxj6ZpPPP444xSVbJTUqiqrETp7ESLxXi6vp6nXn6Z0ad4\nktqppA9fZz768EO6d+3izPx8Onw+amtqSI5E+O0Pf0jdoUPc9aMfsfDss1l49tlfeqyETgwOtbW1\n/Ol3v6P98GFUVaWlo4P5aWmMPtLHYxhwuKuL159/nl8+9hjXfetbJ0y2RHOwrzivvfwyf/7FLygK\nBBhhtyOpKu3hMJnFxUTtdpxz5/KdO+887nKczG8fnZ2d3P3Nb3JBRgbbPv4YSyRCktWKpmm83ddH\n9rhxLH7mGXIT/TSOcjLrw9eZB+6+m7SGBmyqSsW2bWSYzVj0enYHgwTT0yk5/XQeWLz4uLi5Ezpx\n/Onq6uKem29mlKZR6PHQF43y7KpVTHY4mDZrFvojOROapvF2ayu/feGFoy0EBoN/9Rmf2pl9g0Qo\nFOL9V15hqMt1NIRhEEUyrFaa6+pQZBlO8aTLY4EgCGgMfFkJh/FYrYiAAJgNBoZoGivff/+YjytJ\nEv39/YlNNcExQxTFgWqwtbW4dTosn6hLUZKaireigtra2kGUMMGXYf2aNWRGIgxNSUEQBPSiiNVk\nwhiL0d7efvTv/r6jfBnDUZZl+vv7UVX1S0r9zyROeZxAZFnmnrvv5v1XXyXQ3U2SzYZHFCk0mzGK\nIgZRRFUUaiIR7pw1a7DF/drj8XjIKiri4JYt2D/xcG+IRrE7HMQkiS2bNnHNN7+J9R+KZHV1dfHB\ne+9RsWMHdpeLM84/n2nTpv3bL7IkSbz+8susfe89lGgUV3o6V95wA9NnzDhuc0xwcqJpGgcPHsTr\n9ZKamorO4eDldevICwQw6nS4rFZS3G7aRJHZKSlE/X58Pt+gdNNN8MVobGykrq4Oh8NBVUUFLZ2d\nHKyvx6jXU5qXR5LLRWdnJ8nB4NH/OdTZSW5pKcnJyZ97PEVRePett1j+xhvI4TCWpCQuXbSI0+fP\nP2aerYRBcYJQVZX506fTvmcPpTodIVmmtbeXWlHkbWCczYaqquySJK4977xEw6hjgCAI/M+dd/L9\n/fuJR6MUiSI9mkZVLIYlHkft7ET0+bj12mv57n33cdpppwEDXR3vv/NO0vv6GOl2E+zu5oUHH6Tu\nyiv/bdzymSVLOLRyJQuysrClpuLr7+fPDz+M4cEHmTRp0omadoKvOf39/fzmoYfwVVaSBFQ2NXGg\nro5UoF0QSJFlvIEALdHj/fYpAAAgAElEQVQoCyZPxm2x4O/uPiYJmAmOP7IsDzR7W7eONCCgKKwv\nL6dAlpmWlEQ8GmVveTnGtDTKRRE5GkVpb6dbkuh1ubj3ttu+0LivvPgiW155hXkZGTiTk+kOhXjt\nkUcAjlnTuIRf/QTx4osv0ldeztVmM1PNZmaZzcwTRZJUlW5VRc7Opsbp5NK77uLWO+88rkd+TiWG\nDBnC06++ijBuHI1OJ/rsbFJ0Ok43mSi0WLhk7FhmWiwsefhh+o5U3lz61ltk9vUxMSeHFLudIcnJ\nnJmTw9o336Sjo+Mzx+ns7GT72rXMzsvDdqQxWbrDwUSXi7eef/6EzTfB15/nn30WZf9+zsnOZoLH\nw5CODiYqChlmM+PS0ojp9UR1OtxGI4oss72lhczRoxk2bNhgi57gv2DlihXUrF7N+dnZTM/NpURR\nmKFp9MRiiLJMusnEDLsdb2sreWPHcu7dd+M64wxm33orv3n66S9UzTcUCrH27beZk52N80i7Bo/N\nxvTUVN5+4YVjFv5IeCiOM5qmUV9fz5+eeIISTRto3gIYjEbSgaxolMpQiH6Ph29/97tcduWVCWPi\nGJOSksKf/vpXnvn971n26qsMUxQiZjOjR43CbrMh9/WhNTXxzDPPcPPNN7Nnyxam/kPCk1GvJx2o\nrq4mLS3tn8bwer0kiSL6f8h9yXK5+KiuDk3TEp9rgv9IJBJh+4YNXJCZiSAIeL1etEiEocDGaJRp\nHg9ZBgNt3d18JEls8Xq55vzzueE730no19eENe++y/iUlKPN3rp8PoY7nXTp9TTqdDhCIQBSrVYW\nXnEFF1966T/dw+fzsWfPHhRFYdy4cf/xyLvP58MGR6tr/h2PzUawpYVIJILNZvvSc0sYFMcRVVV5\n9skn2b58OX1NTeTKMuFQCLPZjF6vx2g0YlNVnElJPP3qq8fkA03w2aSlpfGThx6i3+8nu6WFgrQ0\nVE1j35499La3E41G2fzKK1Rt2QIGA2FRPNrJ9O/EAMs/XPs7KSkp9CkKqqYhfmJj7wwGycjOTmz2\nCf4rYrEYoqpiEEVqa2qoPXAAKRZDVhSQJHr7+8l2u3GkpeGSJC68+WbuOMHVEBN8OYKBADa7/ejP\nBqMRORjEbjAwfPRo8lwuREFgq89H3pEjo59k2dKlvPH002SpKoKm8aZOx1nXXsvl/+ZlNDk5maCq\nIikKBp3u6PVANIrRbj9mTSYTIY/jyNKlS1n3/PNM0uuZNmwYHTodEU0jGo2iahoxRaFaUTj/qqsS\nxsQJYvLs2bTFYiAItDQ3E2xvJ9dmI2KxcGZREVONRmqqq1lfXU1PTw8cSeZs6+sj7HD8y7oVWVlZ\nDJ88ma3NzchH3IfBWIwd3d2cd+WVJ2x+Cb4aaJrG4cOHWb9+Pbt27fqv29S7XC6Ss7Opam6mrbaW\nIrcbvclEDyAJAmogQFSS2BcOY8zM5PzPeHtN8NUgFArx8ccfs2HDBnw+39HrYydP5nBX19Gfs3Jz\n6YjH6VBVMl0uzGYzAUmiy2ymrKzsU/dsaGjgrT/+kbPT0piWl8fU/HzOychg9QsvUFVV9S9lcbvd\nTJ4/n80tLUiKAkBEktjc3s45l12G7hNGxpchUYfiOKCqKs8+9yx/fmYJo5Uo6WYzvd0Ryrv7sfb0\nkKoooNdzUBBwjx/Pmk2b0OsHx1l0qp0xDwQC3HfnnTi9XvoPHcIqSTQoCvasLOYVFVFeWc6uaD+R\nwjTkQz7ydWayhgwl5HLx/Qce+Led+0KhEM/8/veUb9yIVRSJGgxccM01XHDxxV8bD8Wppg/Hg1gs\nxuN/fJya7mpSR6QS8oXQvBo/uvWef1nzJBaLodfr0el07N69m+9fey1Ffj+Fdjst4TAf9vRgBFyK\nQo/ZTHJxMYv/8AcmT5583OeT0InPz46dO3jy5SdJKnWjt+jx7e1g4eSFXHHJFbS2tvLAXXeRF4kw\nJCmJ/kiEFVVVhPR6JmdlIQkCPSYTt9533z8ZFC+/9BI1r7zCaTk5aJp21ONQ2d6OZ8EC/ufWW/+l\nTLFYjP/39NNsXb0amyAQEkUWXHIJV1577eeuwJwovX2CUBSF7991J0uXvo4SjpJuNjB9XCGZVhMN\n+7yozhQ219biysvj23fcwXXXXTeojb5Oxc2it7eXZe+9x+8eeogsnY6R+fkEQiE2768gjIxkMjDp\nu2cz86qZbPjzeoYaivjZfT/7r92Cfr+fvr4+MjIyjpkr8URxKurDsebVN19la+8W5lw/++h3+9CO\nQ7S818Z1F1/H4UOHcCUlMXnyZFpbW/nrs8/SUF2NwWRi1sKFXHXddfz83nupXrUKZBm3w8Ho/Hwk\nRWFXUxPDFy7kgYceOmZvlf+JhE58Pvx+P3c9dBezvz8TT/ZALlYsHGPVI6u55dxbmTBhAm1tbSx9\n6y0qd+0iKSWFMy+8kIKCAqqqqjCZTIwfPx77J8Iif+cvzz5L63vvoakqO2triUSjmEwmMlJSGHHB\nBSy88EIqKyowWyxMmjyZ1NTUf7pHX18ffr+f1NTUL+wZTxgUJwBZljln/nyaNm2kWCegiSJNioro\ntDJ7WgkWf4T8pAK2SRL3P/kkBQUFgy3yKb1Z/OXZZ6l75x3qvV5Cra209vrJMoiokkyjqKM/xUHJ\nnFEoETPLXl2G4R8Smk5GTmV9OFbc+P1vM/vHs3Cm/F+n20gowmNnLWa46KbAZiMMNCoKsViMeSkp\nDElOJiJJbKqro04UUaJROhsamFdSwtShQzHodKiaxvLmZm799a8ZM2bMCZtPQic+H6vXrGaNbzUz\nr/10/ZnqbdUIO0R+8N0vnvOye/dufnLjjRh9PsrMZpIMBnoliVV+P0llZaSJIllATzDIzrY27Kmp\nDC8p4ezLLuOshQuP2cvrF+7lkeC/Q1VVrrjsUpo3buQcNCyCCKJArqTxcSDMx+V1jE5Potbr5fRF\nixgyZMhgi3zKc/7FF3PbsmU0NjSghoKMUhTcqoooCAzTCRwMRtEfaKa7K8Ly99/ngosvHmyRE3zF\n0TSNYDiE1TVQ4n3vur3sWr+buq2HcNd4GTvSQ9GRsIeydSvbu7rILSoaCIlJEsbGRiKRCBfNmEFT\nIEBlRQW1HR3MLS2lur+fotmzGTVq1CDPMsG/IxgKYnINNOrSNI2Kj/aza+0u2ht8GINGpp02nWlT\np32he48aNYr+WIxxqopeVQnG4wTjcbIcDrzl5Sw65xz6+/sJVlYyTxDY5fUyPDeXZU88QXdHx3Hv\n/5FoDnYMUBSFSy+7hE1Ll5KuatQadAzVCVgUlWSTnjxVozwqgd7Mfff8hPPOO2/QYuqnWuMfn89H\nY2MjTqeT4uLiT1nooVAIg8NBPBpGJ4DHbqIvLtMiK/RFVRRZIdTUyRnZebz/yissPPdcjEdqTJws\nnGr6cLwRBIExw8dQu7OWjqZOdm/eTdGZw+g51Mio4iRaeppxdThJS0vHEImQKgg0+/149Hr27NyJ\n0NtLhtFIbyTC5MmTCe/dy5pDh/AqCmdcdBHfuumm4x4iTejEl6N0eCkr3lhO+6h2tr6zlabWFqZ9\ndyol0nB0rXr+vPJPRONR5s2e97nv3dfXR25aGm6djuaODkxmMwWlpTS3t5MZDrOmspL9NTVYVZUS\nl4t0VaUvEmFebi7vv/025110EW63+3OPm2gOdoJQFIUZE8vor9hHgaKSqkEYaBJgqsWARdGo0DQq\nMj386KcPctP1Nw22yJ/iZHVnKorCn174E5sPbCZluIegL4g95uDuW+8mPT2dzR9/zLO/+hWdVZV0\ndnVgjUsMEwXKo3FGCiIuVaVPFNkOLJg0mbDHw/1PPUVOTs5gT+24crLqw4mkvr6eW+65hYOtVZRe\nWIKgF9n/+BYuGZJORkYqvTW9TC2byu4dO9jt9VJaWIjc0kK/30+qprFVURiSlYXschHr7MQjy2SX\nlhIwmYjk5PDQo4/icDhO2HwSOvH5CIVCXHnDlfjEdvQePTqTDqPByOgzxzBj+nQCHX3sXLKbJb9c\n8rmNww3r13PH1VdzrsGAQ68nJMvIVisVskxrWxtTUlIwdnej1+upVhSCRiNzp07ltNxc1rW1cf0v\nfnFMwmWJ5mDHiXvvu5eWyv2Md5tJMurQiTAEyNPgsKQSlRRqFLjggiu58Zs3Dra4pwwfrPyAff17\nueCX5zH727M4576zSZnv4bd//C3RaJQ/P/YYc5KSGG41Yk1z0isKVMdkRmqQJ4BBALcgMtvu4EBr\nK+2BABUVFZSXlyPL8mBPL8FXCE3T8Pv9RCIRAGw2G3qLnhnfm874b4zjtOvGM+ZbEznY3I0gCkSl\nKIqi4MnJoU5R6G5oIMdiwW400qiqaEYjXX4/lbW1jDWbcRgMpLlcTMvLw9DczLq1awd5xgn+HS++\n9iIl5w7novsupOSC4cz84XRSS1IJ7O/DaDSQkpNCRAsfrcz73xKNRnnpySeZWlBAI2AxGsm029GH\nw9R2d5Ov1zPabsdpMOARBKbo9XRFo7jM5gEdjcdpaGhg48aNAw0TjwOJHIoviCzL3Hbrd1j2wvMM\nVRQ6+mN0KBoFggCihlWF/ZJCjSiSN3Mmjzz66KCe5jjVWLVxJWW3l6E3/J+Kj5hZyrINH7Bu3Tps\n0SjJHg9Ws4XphS7WSjKHG7soAboVFVUQUPR6Cj0eNvp8uHQ6PlyyhBAgpKfzowcfPOm9FQn+M7t2\n7+LFt1/AH+tFjatMGjmJZEcyJQuKkbNk0lLSEUSBqbfM4q2NDWzc24BH0nGwo4MaWWbqBRewZ9ky\n/NEoPQYDTZEIKbKMGo3iVhTeb20lzelk8pFmUAVOJ/u2bePCiy4a5Jkn+CwikQhrt6xh6PVDafe3\nI8Ukwt4I4y4Yw4YHPyIcCIMgoMa0f2pI+J+oqanBFo0yd9Qo1ut0rGxuxgH0ahoyMCQzk7ZgEJ3F\nQndfH3FRpNBiISpJrKquprq9nfVPP40B+BNw9jXXcPlVVx3T8HvCoPgCyLLM+Anj6K08QIqmYRdg\nvEGkU9TYJqnY9SL+uIJPEJh1/nm89sabJ+yI16mC1+tl7cqVtDU0kFtUxPwzz/xUSeze/j6cKZ92\nCwuCgC3VTjgcRgV6IxGawhL1m+pwGEUMRhGvqmEz6hE0sOlFNnZ24lAUrh0xgpysLBAEDnV08MjP\nf86jTz+dMBJPYQ4ePMiS137P5G9PInNYJlJMYtf7u3nrz29iK7US2Ralbks9k64uw5HuZPztM1n/\nk7VkmZPo1zQKhg4lKSMD3ciRjEtNRdU0ntuwgfz+fkyqilFVsSsK++Nxajs7GZ6ZSSgex/EFYuAJ\nTgxNTU3UdzQwbthYslMykT6Os/fdvWzpiBBvj9Nc1ULb/jbmlM3BZDIRjUbZvXs3Pp+Pdq+XQEcH\nLo+HeQsWUFxc/Kl7i6KIBuhFkfkjRlCalUUwFiPJYuHZnTspHjMGLRik/PBh6mMxFEmiT5ZZVl+P\nFI2yaOxY8lJSAIjJMqteeIGhxcX/VOviy5AwKD4n4XCYHE8yKdEYUxlYwCYNNgYlZtoNpKkCmsNE\nfW+UmReczxuvv5V46BxjDhw4wCP33UeeJJFisVC1cyfr3nmHe//3fxk6dCgApYUlNOxtoGji/7Vz\njoSiHN5ei6PYwebDNWz5yEuhoFKkg4bOIHFVo8WoY5zNgKLToZpMHG71M85oonbfPrxNTYwYM4ai\ntDRqWlqoqamhpKRksJYhwSDz/pqljLiolKyiLAB0Bh3+YA8dxg5KRpUwatooGnc38u6Pl5I7Ppf9\ny/aTMT4bucKHerATtdOH35XE5upqRiYlccDnwxoM4pRlorJMELDJMtnBIKs2byZzwQJqolFuWbBg\ncCee4DPp6upiydNLiKkxerzdtJa3Ur2hmoIFBQhGqF/dyIv3v8iFsy/i6h9cTV1dHb9+6tcIGQIV\nK7fgbOihwOIkK3cIi1es4PLbbuOshQuP3n/48OFEbTb2tLSw5/Bh5CMvRv2CwNjTT6eiuZl4by/9\n0SijrVY6u7vpVlX6u7tJVxR00ejRe5n0ekZYraxdtuyYGhSJJ93nQFVViouGkR6NMQMoFqFIhKmA\nBJSHJWKyyoeBOI7RY3jjtTcTxsQxRtM0nn38ccoMBk7LziY/OZlJOTmM0jT+35IlRxOFLj/vCipe\nq6R6azXRUBTvYS/P3fMcUS2K6wwHYSFCmhwl3SwgSDIFAsy3GgiZ9dQZ9PjiMlvbegipGuMyMiiw\n2TD197Nn2zYUWcYqCITD4UFejQSDSaO3icxhmQR7Q2x5dwtP/uhJPnrnb0z94RRceU4CkQDDTh/G\nqHNGUv7qXubeMgdXGM4pzWHOnOGIaj8j7Hbm5+Xx/N69rN+7F1c8jluWGSKKZOt0dGkaUVmmNRDg\nT3v3csaiRYwbN26wp57gH2hsbOSexfdwMFxFyjAPqx9ey0dP/42x148hc3QmyALj5o7lip9cjt6k\nx2Aw8NizjzHyulIsSXpGGPScM7cUd7KIPR7ljLQ0XnnqKQKBwNExDAYDl91wA2/v3k1mXx+TBIEx\nmsYwnQ65rw9raSk19fUUqSoRvx+7Xs9VOTmkyDI2oLaigt7e3qP3s5tM9H/i52NB4mn3X6JpGj++\n/8f0t3kZBVhFgbAGAmAVIR9o0eCwQc813/8+m3bsTIQ5jgM+n49Aays5/+D2HZqSQkt19dFEp+Li\nYu676T6UbRor7lvFlke3IYZEbv7TTVRsrETq6aN4ei7xLBv9koLbbaYw24nHoqd4dCa2TBcxo54c\nu5UOWUYA3GYzuliM5rY2uoDCwsITvwAJvjJkp2VxaGctf/3FX2nsbcRabCNjQjqxUIz0/DRcDhfN\nu5tQNBWry8KIwhFYI3GS7GZEnQ53rpu2jjamjxiByWSiICkJL2ASRYx6PUk6Hek6HV2iiGSxkDV0\n6DGPeSc4Nrz01osMOSefaCiK6BTJnZSL3qLHe6Ad314fDrODYYXDGDF9BFV1B6isrERySgwZM4TD\nG/ZTmOIEQcCdk8SehsN0BoO4JYkDBw58apyOtjbOHjWK0tGjseTlUTh+PBfMm0dKJIISi3Hmaadh\ny83F5nAwKicHl8lEkcFAsyThAFqbmo7eq6Gvj9ETJx7TdUiEPP4LZFnmuquu5G+rP+DvJoINjW4A\nDazCgIeiSxQ49xuLWPzLxYMn7EmOTqdD+YzjSqqmoR75/d9JSkoiNSmVJm8T9a31DLu4kJbKFjq6\nfehMOroPdmHSNAyqhhqUiBljaIJAksOAURRo1jQKkpI5oIESDpNlMhGQJCpbW7nqRz/6Que5E5w8\nnHv6efzPvTcy5pYxZExOp+Owj4A3gGd4Mr7GDjJLM0gtTCNyKIIr2YXJbCIcitLn68VgNSJrGqos\n09vXh7elhUxRJADsUFVKFQWTKNKoaXTo9WRYrV+7Mu6nCvF4nAN1BygcXkDmpAySTkvCaDcQ6Qsz\nZE4+Hbs7YeAAEFu2bOFA9QGee/k5FNfAaTFRL6JKCnXtfnbta8DQFSIa38HheJwJ1dVMmTIFgLa2\nNrZt2kSGIJCalYXZYDjaAt2t03G4v58MoxGb3Y5kNB7temzQ63G63ZRHIuT39pIdiXCoq4ve1FQW\nnH32MV2LhEHxH5BlmYnjxtBdVUW6KNAKlAOFKnhECCHQq2qUA+4RI/n9H54aZIlPblJSUsguKaGm\nvp7hn0jCPODzUVJWdvR8vt/v56e/uZ+UGR6mfn8y0mtx2nvbaVvlxZnrINAdojymYDPq0AvglBW8\n3RH0aVbk7gjt9T30RmWypAF3oc/hoP5IY6arb76ZK66+epBWIMFXhdLSUlwONzaHFe9eL5Iap7eh\nl4g/itFhQNALROIR9i7fhy6kZ93vPqChpo1IKEpfXEEEnK5k5Jp6hiQnI8bjjIzF6ItG2akoiIJA\nXKdjpMtFgyAw79xzB3vKCT4DURQRBZFD5bUUXVqMLc1K66FWwl0RGj5sxJOdjDFqpNZ3mLaqVqZc\nOgXnUAdrfrOG066awPCzJrDryRX0NHQwUVFx2uzYjEZcmsa611/n9NNP593XX2fnmjVUV1fT29qK\n22jE5fFwWlERkwoK6FYUps2bx7a33mKS3U4E0ABJVWkELi0rY2NdHY1JScjAaRddxB0XX0xSUtIx\nXYtEYat/g6qqnLdwIY2rVzNbgCSDjhZNZbOkoQF/j2TuB3xmEx39wUHrGvpF+ToWrWlubuYX99yD\n3e8nSaejW1GIp6Xxk8WLCYVCBINBdpbv5LC9limXDHRjbK9r591n3iUsRfAur2JUWz+2/igmwCcI\nVKgaFmBkpgs1ItMSk4mZzJzpTiLDYKA5HEY/dChScTG/XrIEk8k0qGtwvPg66sNgIcsyi+5cxAX/\nex4dXZ1UNu5HM6lUvFaJJmhkjsrg8Ko6jCETxnaVrGAnfZpCX72PMZqGUdHwG4yUaxoXzJxJdWsr\nqtdLWiSCJR6nQRBoPnJ8OW3SJN5ZseILN3P6MiR04j+z5JklvLvzHSbeUUbmyEzQNOp3NLD5qS04\n0x1gELAYLNgNdi68/QLMNjNLf7eUQztqWXjTWbx9/8t4dtdRrInY7E5iBgMjJkygOhCgPT0dQ2sr\nGUYjFZWVJAcCpB2pV3LYaiVsNNJjMDBtzhwEk4m+2lpiNTUogQC9JhPDCwrwuFy0ud38asmSY2JE\nJJqDfU4ikQjDCwuJtbczHXACNsClE2gTYYWkIQEK4MjK5FDtYSwWy6DK/EX4um4WoVCILVu24G1u\nJmfIEPLz83nykUcINDZiFUW21B5k/HdmsfC2cxEEgcb9jSz9w/uUr9hFkS/IeFXDpRMIyxohRWWb\nqtEuihh0OmxmM2VDh9Lg9eLr7UUPmM1mhk6ZwjMvvUTKkaNXJyNfV30YDDo7O/nefd8jWhKmdF4p\nLc0taE6NaG+Mnb/bicPlZMrCyTiTHex8cAULMzJ5c9s2ZogCnZEYsXgcSVXRA/tMJjLT0mjv7ycS\niRCLx1EFgVSXi5K8PJweD7Ovvfa492L4LBI68Z/p7e3lxttuxOduZ8TlJcRjEqIkUpRZxPKfrcTo\nMFC2qAxnrhOHzUFGegY6UeTpq55l7ow5rFu2nLyWDtKsNmr6+uiORIiGw2iyTJ8gkONw0BGJcEVy\nMgagze/HHw4TFwR2iCI3zZ+Py2Khorsbw/DhiHo9a5YvJ9zTg9ViYc4553DPz35GRkbGMZlvojnY\n50CWZXIz0kgKBElnoPKlAPQAKBo5Oh1ZepUOq5lrv3sbv3roV4nTHCcYm83G/PnzgSMt42++mezO\nTmZlZw/Um/C1sfaZNbTubUSOS7T2dJM/I5/ULCdubz9xRUWvN2A1QFBRKRYEck0mSgoK2NPURHnV\nAebbTCSn2WmPyezojxKJxU5qYyLBf4/P5+Onj9xP+uxUKnccYNvS7WDTCHWE8R/yk1eWx9RzpzBx\nxkRWPrkKp8GI1Z1ErsuNHAqBFCRfFFEFAa+iIMVilHZ1MS0piYpQiHIgKyeH782fj0mvJy7LLH3z\nTRaed15CB7+CuN1uvnvjd7n9gds58OZBCmcNIRKI8OqTrzG7aA5b27Yg5GtIzhhtgQCNuxsoTB9K\nXn4eP7rjHsYNH8d7jzzC3vp6ihWFMYpCKB5nn6IQFgRmWyy8091Nn8FAXnIyw9LS2O/zoZMkrKrK\n6gMHmFVczNz8fJ7dvBmXycTtZWWk2u109Peztb6e8j17PnUM9XiQMCj+gWg0SnF+PpZAkJkM5EvI\nDByHSYaBRExJoVuAWQvOZvHDixNZ1yeYaDTKug/XsaNiO3qdgezkbOKtrZQc6eKoaRotUQlDQyeW\nUJS6/gg6VUHe34oYlYnKGjGgKxJHFUTcgkgbGpqmUVRQQMehQ8RQMbutiIpKqgAj9SKbDlbQ0dHx\nqQJaCU5N3l3+LpnzMpiwcALFc4pZ+8F65LhE1YaDXP7kZeSMz6G5vJkt729l97I9KP29tLQ00S1J\nmAIBMgUBiyAQEwSiqopT0/BHIvRGImQxsDHvbGlhybp13DF/PlIshtTayuKHH+bcCy9k6tSpJ23Y\n7euIqqq8vvw1bvnTd4j2R2iobMToNFD03SLe+PlbaFaNHX/ZyZQbppBRnEFPSzcfLFnGoukDHqeZ\ns2bxxOLFOPr7STEY6OruRtY0cvR64qJIaziMVa+nKxQiy+0mEI3SGwigU1XigoC1sZF3W1rYnpdH\nl9/P9OHDSbXbAUhzOJip0/H2888zc9Ysdu7cSeWePbiSk5k1dy65R/bNY0Gi2+gnkCSJ/Jxs4t09\nJDGQ1JIJ1AMFDBgVfcBODTwjSnnx5Ve/dsbE172TYDQa5cFHHiScEWbYOYU0VTTx/nPvYa3uZF5G\nBiaDgda+Pnp6ephhsbHd24tTJzA9zUZXMI5VE6jVVDyigF0Q6VNUeoEuo5EZ2dnY7Xb0ooBHhaaO\nPvJUlZiqoRME1P4g37nxRjJcLmKxGGUzZnDxFVd8rQ2Mr7s+DBbl1eVMP28qAP6gn5HnlpCUlYwS\nVfjo1xspPnMYtVsOE2oPcfYtZ1P3t0O8+eomtECEkCyTI4ooQMRgoFlRSNMG8rKcQJSB8KpJVfF7\nvSzbtQt3Tw/dkQjpe/fybnU1y4cN4/5f/vK4NAlL6MTnx+fzETPEyCwcCCkUjC2gr6+PHft2oM/W\nMe+OuTTub+Lde5aSOyoHotBd3sO8Hw50HLVarYwoLcVXU8PBri7iioJqMCBqGqIk0RQOk22xcLC/\nn6xwmObubnRApyAwxmRiwpETaNtbWgiIIklHcm1issy2ujoOtrTQFAxy4YIFFJrNDLPb6ZAk1r7+\nOtfffTczZ836t/NLdBv9nMTjcYZmZ2Pq6qIICDHQNTSNgXCHF9ABTUDZmWfy3gcffO0SMD+Lr3J8\ntL29nYqKCnQ6HePHjycpKYlVa1axvO4Dpl0zlXcfeJX4gRZcoRgHdtTi8KRy+YwZrKuqInDwIE5N\nY5csk4/G+KxkhHhkP9wAACAASURBVLhMdzROr6KyPxLHKQhEBRGLpjHW5WL8pEmkpaWx4t13qJXj\nOFWFTIMBq9kAArztD5FrMHHNmWeS5HJR3dmJLymJX/7+98c8W3qw+Crrw1eJH/78BxRdN4yMwgz2\n7t1HQ0M9RrOJxo8bmT5vOlIszmu/eZ3xV43j4It7iR5oJSuuEApFOSyrWAWBQpOJsCgSiccZJ8to\ngFsQcAJ+TWMTgCAgG42ck55OldHIDXPmoBNFNjU2Mubqq7nmG9847nNN6MR/xu/3c8vPbmHkRSOQ\n4zI5Jdk09TShJWss/+kKrvzD5cT64+z86w7KXypn9LwxhBoivPC7F8jJyWHlihX8/PvfJ/nwYZJE\nkX2xGPmiiFsQqFFVJLudWbm5vNfaistmQ+jvJxqLUaRpTDKbMYgimqZxIB5nvary60suwWa18tq2\nbZj8foYZjRzu7aVfEJA9Hq6ePh2LwUBvJMK6QIA//PWvnyvhN5FD8W+Ix+PkZmXg6fazADABXQwY\nEnuAMUA6sBEwZWTw/ooViZyJ44imabz+9uss37qc9AnpaJLKC8ue55sXfovdB3YzdG4hW17ZhKWy\nmWm5KQiCgMXnp9cb4K8ff0wgEEBUFEKaRhFgVDU+au0mWy/iMRkZle6mvbmLqMFEptWKt7cXo8NB\nzhHXX8TlprXDy/QMNxZRpLc3yGZFIc0oMk4PVRXlzJkxm9NyctjS3MyalSu5/KqrBnfREpxQ5k05\nnWXL3qdvcoAPnvgAy1ALyUOTaa1qpcp2kLbaVvQePVt/ux59Yy9zzAb0OgHFoGekHGebptGmqszz\neNjf1UWDLDMM8AgCMU3jIAP7jlfTqJAkDhiNnF9WdrTuwMjUVDavXXtCDIoE/5ldu3ZxcF8VfR4/\nmSMy2f7H7cSFOENOyyclO4WaDTVU/WEznr4Qw3v66Vizm1iqmwcff5CL51/MG088wQSHg48UBa8k\nUQa4VRW9KGIWBFqiUfZpGn946SWKhw/nlquuwuH1UqZpBPv6BjwagKJppGdns7u7m7RgEMXvZ4LN\nRnsohEmvZ7TTyd5wmP1tbUzMz8dtsZDc08P+/fuZPHnyl16HU96gkCSJUSNLELv9jGTA1agxYED4\nACvwIQOFq6JOB011dQlj4jjg9XpZtX4V9W31aFGN2sAhLvr5hZisA3HiwNkB/rL4LxSmFKALCVSt\n2MX8jKSjIaeknBSSzClUHK4bUGpNY5bJRFcshgEo1GC9pCLKUXStMpLRxDnTpmM0GtnW2EitxYLo\n9RJRVdLOOgth+Qes6vFjV1WidgOqxURJVMWi1yO7ROoa6igZXkqew0Hlrl2QMChOKU6fezqvvPkK\nf3j5D+TPzSPYESTY0c+4b4zhwNIqGjc24+iPkdofJVPV0EJxorJCntVE3KBngk5PlaKwurMTg8VC\nlyzToyi0ahoBIF+nY4imEdA0nG4318+ejSFRefcrR29vL4899RjLtr5P9rxsOuo70NsNjP7GSNb8\neh3xFomLfngBL970eyaaBRypFrq6woxMtdMo6FGyJR5/5FcURBVqm5pwCgIBTUMQBDo0DQQBo16P\nx2ikz+PhrIULEQSBMRMnsvWddxAdDtJsNuKxGD3RKCa3m6sWLcJsNvP6c8+RE4/TKAik5eSgHGlZ\nnqXX09rVxcT8/GO+Hqe0QaEoCmcsmE+goQEDA7kSWYD9yO9TgFYGTnc409LwtraeFGGOrxqHDh3i\nV3/8JXmn55IxMZ0Vz67CPMxEIBQg1ZoKgDPFSfbULOyNDqrWViFF4hg9A/FjKSYR6Ywwacxktvh7\n0en1DAuFaO7pwaZp9DHgdcoQBbpFgUNAXpKDEampRABPQQEP/O53hMNhbDYbeXl5nLl8OU/94AfY\nJD9Dx2TTHZLpqmwhLAjkFGawcUsNm9ra6QmFyC4ro7Ozk9TU1MFawgQnmDXr16BkKZz/rfPIHJNJ\nLBZj79K9NHzcRMklJfhW1jIqFEcWBGw6AZ2k4tAgEpEw6w1YjUZKCgqwOhwII0ey9o03CPX20qWq\njBYEkhnYe7SkJNKzswnF47g/cSy9srOTaYniaoOKpmk89sfH6MnuZv4vTyd7ZDaxYJS/PbGJ0J4I\nE8+dRM3yahqqGshUNZI8VuLBOGgQ7YwyrCCJpuZuWluaiPfHWehwcDgUoj4UIkOno0tRMDkcWG02\nMkpL2WE0IggCgiBwx49/TPXBg7xXUUGpKGIQRTpNJpTcXDrb2+lsa8OTnk5cEJgydixmi4XaQ4fo\nPnSIkChiO1J1tS8SoUevZ9SoUcdkTU7ZV+14PM6UsjLaP/obZYrGXCAD2AwEGQh3xIBDgMmTTE1j\nY8KYOE48/+bzjL5mFBPOnkB2cTYpeR4yR2VQXVf9qTidyWEiIyuDGYUziIQ0dpc30H64nZbdLQzL\nLaIvEiFmtyPJMslWK0aDAaNOh0MvoulFZKOOQIqTiNVMt03k4ZXLeWjFB9Q3N/HGSy9ht9vJz89H\nEATmn3EGBTNn4tMbiSg6VEFkv6wg5HrYUtOK0htggqIwFsjx+/np9773qcY7CU5uln/4AWMvGo0t\n2YbNaiUmRxl39ThQ4eB7NdiCMcx6ASEY42BUJhBXUFSNuKygCgLtOh1DMzOp7+ggsGMH3xw9milG\nI/l6PbsEgXq9nuQRI0iaNInb7r2XdT097Gpp4aDPx7qmJrRhwzj/oosGexlOaZqamqjrqcNR4qA/\n2k9nVyeKoDDi/FK2vLWFxo0NHN5ax7LfLYeoTF9jgFBbmIIpQ3DmOfB7u1HiMprJiF2SsOp0uFwu\n6oFGSSKuqnSFQnjy84mYTIyfOvWoRzY3N5fXP/iAmx55BGH+fOS5cxl3ww1YgYyWFhY6ncy22Wj1\netnU0ADAkCFDCNtsbAuHsVos7GppYV1PD9ffddcxK5h2Sj4hJUkiPzcLQ2c3cxgIcagMHAsF+JiB\nUx2VQCwlhZa2NgwGw+AIe5ITDAZp8DVQNm7C0Wv5JXnUHKghY3wmoVAIu92Oqqq07WzjonMvZsyY\nMQwvHM7Dd/8QayBOXkY6W/ZXciAUIiknh6ZIhK2yzBBFwaIpGHUiRrOOkFnPhGIX5f1xelOs2Pqj\nnDW2AC0QY9+Lz7F/+3Ye/P3vyc/Px2g0svjxx7nyhivpLrGSlO3h8tvPYf3vPiCyv5lpRhN9skzp\n6NHk5eezpbmZ1StXcvmVVw7iaiY43gSDQdrb2/F2tDOzeAbevV6ikSiCTkAURcKBMCF/GFehm6xM\nOx+trSceUznMQBE8O7A/HseRm4vLYqHH7+ebZWXY7XYsgkD59u1kxuNU6/U0B4Pcde21XHHllUyb\nPp2/bdhAX3c3F44fnzg2+hWgsbGRtlArWY505B4Z0SLQ1uKlr72P7rp2pOYOPEoUX2WQCr2evGEp\nZI32YLSZ0Jv0bK3wMSTHw6ixTjrbN3AoEKC8r48SvZ46SSJfFFEEgUPhMOTk8NNFiz41vsViYdGi\nRSxatAhN07jnttuYnpxM3pEE8aHp6Vw7aRLP7NmDZLNh0unoKiriihtvxKzT4UpO5oYTfWz0ZENR\nFEaMKEHX2U2JQSRHA03R6EIjog0YFXsZcDeqniSaW1sTxsRxRK/XI2igyAqicSBTecSMEez/uJL9\n9fvJuyaPXn0fB9YcYKht2FHX3NSpU/nLW2/z9uuv89wTT5DncHD9pEnkuFxst9l4ac8e2uNxSnUC\nehHazHoyCpOQ9RBNNiG09jE520Gyx0nAGset9KDv7ODtV17hrnvuAQaOcv3kez/hqdefxJmRjCvN\nRVJhFp6KdkaOm0BaWhoGoxGAPIeDA7t2QcKgOClRVZWX33iZ1VtWY8uw0djayJa1W8gbkUdzZTMk\nQZ+3H39TL2MXjaHhxQp8cQWT00RpXxR/XGMnYBZFMoxGLPEYb1VVMSIjA7vdTjgcpq2+ntL0dLIl\nCUWn44wxY/ho2TLOO/98cnNzEwmYg4Asy+h0us8sD1BVU0XQHyS9MANJlWnd30Y8FKfug2oyekJM\nHZmGuySdjuZutlZ2scEXYHQwBpJCu6RwWFLIadJ44N4HuN/bze49eyiUZUx6PU6LhQ5VRXQ68Wka\nzy9eTE5Ozr+UMxaL0VJXx/R/+Ju87GymaRoL/ud/yM7OprS09LiWbz+lDIpwOMyQITnoOv1kAR2S\nSpcokCRACgItaPQAkk7ANaSAisoqjEceGAmOD2azmQnDT2PnB7vojfdS8c42op0h9BYzFtlDm8WL\n0WDg/LILmDt77qcSYtPS0sjMyWFucTHTcnJA06g+VE003Mn4YansdwhsrurAFJMoTLagWvXsiikY\nS5IRq7uoVjR2r95FmsmEX1IwiX30bNv2KfkmTZxEdlY2H276kO7dXUzJnUb3SInsnBxkSaKvrw+j\n0UggGiUpkUNx0vLK66/w2s7XyDsnB71Zz4S88Wx5fStcITBq4kg+3PAh+5buw5ZmJXVkClwzinW3\nryK1N0aHINAtaLhFEadeT6+g0ihGGFI2jPath4nHYrS1tGBXVZwWC/2aRpbbzYiMDLqbm/l406bj\nXuEwwaeprq7mlfdeprqhGpPBzPyp87nsoss+5RWqbatlRFkpm578mJwzs7G6bXjLvbS+XcMZuQ4M\nBj0GkxGbw/z/2TvzwKiq838/986+ZJtJMtn3hYQtLElYAgi4IyoqdaldrNpqS1t3bdVqtWKttVi3\nKop7BaviAoosimyBEIEEEkhCErLvmUwms8/ce39/xB9+KWJdQEB5/ryZe897zj05573nvOfzki7A\nps4hNmjcaCL1mMbEkmyLQlSJaLVabrjnHn56/vkERZEwWUbx+xnS6bigoIBOQcDj8XypvVqtFq3B\ngDsQwPx/bJQVBR9QXFx81GS3v4wfjEMhyzIjsjOJtzsYKUCCAtsUcEoKqASiVQJCSKFegLzp01i7\n+qNTMRPfERefdzFnXnA6eqedcfFh6CXoqOujTbQz9677KSkpOeK9XW1tWD5bQerr76fb1UPK+BTk\nngHcaQZGPDOHD2/7kF6dhtp2J4JWRN/tRqXTkOD0MyVMiyCBIKqpGHDT3tFxWBmJiYn8+NIfA+B0\nOrmhfAfbq6vwDPaiMWlwuXxUSSr++oc/HJsGOsVxxe/38+gLi5i2sITkMcmIooCj24HH42bDoxtp\nTmmmpqaW/sF+Jt1UhG/Ah6O6l1E2E+kBiQgFgq4A9YqC2qAiw6inQhQZMzuPbS1dbN5TiVVQDUts\nyzJ7QyGmfhaBH6VS0dXefpxb4IdFY2MjDz77IGOvGM2lBT/C4/RSvvxT2v7Vxu2/v/3gaoXJYCJp\ndgHlm8spf3IHIV+IvgN9WGOMxKRGIYdkgr4A7tYhTANe4tQiWRY9LlGkscWJP8KEJ83N488/xp03\n3IVJp2OSSkW0Wo1Or8evVrNp927CsrIwm81farMoisyeO5fyZcuYnpyM6jNdisrOTjLGjv1OnAn4\ngQRlKorCH+/8I56ebiwmDU69Gr8A41TQBmyXFT4VBD4BIsYUsG7Nx6ecie+Qyj2VmFUK5+SkkGSM\nICEmmtlnjafQZuKfDy78UpGclIwMegIBALp6u4hIDEdUiTiCChEpMSgoFFxVQM78kSQUJjLjnumY\nYk14PUHSBAGfILBnyMOWHicBBZRAAKfTecTywsPDmTznHFYOddGcaKI12sD+9CjiLxrLmk1rjnrb\nnOL4U1paimSQSJuQhkqjQlCJRCVYSJ+VTurIFJKjkxlxYS6XPf0jnM1DhCeF0b+xhXEjrAQNGvy+\nECa1ilQBatwBtjq9JEWaqHhtE/Me+gkfuQfZKUlscblY7fORm5ND7mfqq72SREpGxnFugR8W761+\nj9zzs8kcn4koipgjTcz4+TT299dx4MCBg7+bNWkWe1fXkFyYwgUPnsflz1xKyvhkXEF5OF2DWsTj\n8OJpGcCoVSPJConZVibPyqAoKYKUwjh6HD3UdzTw/JIlRKrVVPv9NIkiikZDpFpNtN+PVxS/UpzD\n/MsvJ3nmTN5tb2dDezsr29vxZWez4NZbj2FrHcr3ftaUZZl777yTFf96kvEKpIRkDsgKn4oCE2WF\nScB6BfYGJaQYK5vKylCdOu/9nbKrahdRBg2JKYduGSTFR7CvsQWXy3VEieFp06fz3muvUdXVRVCS\nEBBo6BqgJ9LIvCvOYUvFFtydbrp39+BodmC2jGPEnFy2rainOSTT0jtAmqSQKKoI6NXs6+pi9+7d\nTJkyhcrKSiqqK9BpdUwpmkJaWhoAVQeq+NVbt+Bz+QgFgiSNSMIQZuDdu96jtbX1qAY5neL409HT\ngSnCiL1lAEvK54qoGq2alr2tRBVFkTYlldTiFAaaB9iycCuKw8fgUAC/rOCVFLoFaJQUEhWZJL0G\npXuQxnY7zj4n+bOKuPbia3ls4UIKdToKkpKQFIXqzk4CsbFMnjz5ONb+h8f+lv1Mnn+oyJMoikTn\nRdPS0kLGZw5eydQS6hrrWPb4UsKLwjHo9YhDKtSWKD7Z3k5+hA7BEUTySewRwBahw5oWhSiKxEcZ\n6NzXz4grx1J6ZymDpftJ8fkwKDJdPT1UqlRMtFjQms2MmzDhK6V40Ol03Hj77bT9+Me0tbVhtVrJ\nysr6TtNDfK8dilAoxOlnn05r2VYKRNBrRKKABJ2KLcABUSDcF6JDgbDMDPbuqz21MnEciI+Nx+UJ\nIMsKovh553e5fGgNhi+NZjebzfzmjjt4/OGH2dfQgL3bTsq0EUz92UyscVaKxhbxzPPPkpyZiBgS\ncXW6MMeYseTH017dRYFeQ4RfIioiElNYOCqfj5X/+Q+lO0pp8DaQXJxEwBNg7dNruHjGJZx3znn0\n9PdwWtp0VOpDHc/wxAj6+/u/kUPR0dFBefmnyLJEQUEBaWlpJ12emG+K3++nvLyc9vZOkpISmDhx\n4gl1giHWGktCYiKfLvmU5KnJqNUiATnInpVV2Nvt9AV7STQkMNjrpOgnRaRPTuetK16kr8mBUaNC\nDNNR6wowThTBoCE5wkRAknB5Qmx+/iNOLzmP2bNnk5WVxYv/+hdv7N6NIAiMKi7mT9ddh+H/6E+c\nYjiwvrKykvr6RiyWSIqLi49qTpMYSwz2Djvh0eGHXB9qHyJq5OcOpSiKXPOza0iOS+auhXeROiWF\nn9//U9RaNYt/9TQfratCJwhIkkKKRiQt1oTf7Udn0uHxhVDHmzFFmXDWdnBxZj5d7a3YwvUkROjY\nP+SlNuRndFoeWSNHUl5eTkREBNnZ2f9zXEhKSvrSAM5jyfc2OVggECAjIxWfvZeJgohJAW9Ipoth\nvYl0lUCDWqQ1ICBZI9lXU/eDWJk4ERP/nH/u+Ty3+AkqGjoZlxWPIAi4B91UNvRzzq9/f8TAWEVR\nePOdN1m5eQUxM2PQ+q1417XiWl/Nx/ta+TA6jIS8LIoSipB9EooElYt2M+nHxdgmZdC4o5VwASJt\nEfhCEq093YwvKmZdWRnxCW7Ou23OwSDQ/Gl5vHHfGxSOLyQ9KZ322nZSRqYctCUUDGFvsJP0o6//\nj/zuuyt45pk3UZQkQIUgrOCii6Zz9dU/O+ZOxfHuD11dXdxxx1/o6VEDkcAW4uKW8de/3n3CJF0r\nLirmsSWP0TLQQmdjJ6YkI701fQwdcHLlgz+h9INSHE4HKo8KOSQjhonEz8mm5olPmZWRiCArqD9t\nQAnJyEGJ1vZ+1LKCGaj8uJqz73wSgNTUVO75619xu92IonjcHInj3Se+DI/Hw5/+tJC9e+1ALIri\nxmxexv3338KIESOOShlzTpvDM28/TXRyNOYo83COjE17CbQGMZvNSJKESqVCURReXfoqb61/i/zz\nRtDb3cfDlz9CSmwKPzrjCi5/+nJWrlrJw3+5m1SVTNDlwu/04/OFqOrzYrsoj5rltaSZIvF7BlHZ\nwvH6g0QadYww6qjoGaSzfj89r75KhVaLS1EIT0vjlj/9CZvN9rXqJMsyXV1dqNVqYmJivva48oNO\nDub3+0lNTsRqt2NVC1gkyA7T4gO6hvxo1SK9QZmdAhhtNmr3N/5gvwJOlMQ/mzdv5uYbfo16yEE4\nAvagwqQzz+WvixYd8d3s2rWLJ997gjNvOYM9n+yhfOHr5Gihc2c7gixjF0T2KgJ5aekkJ6VgTU1l\n3pVX8sHaD1izYzX+6lZKRBElKKE16VAZdKRY03m9rYWLX7ya3OLcQ8or/c9WpofNID4unn/+51GK\nryoiITuBIfsQ2/9TTp42n+uvvv5r1bulpYXrrrsHm+1stFojAJIUpK1tFQ89tICxY8d+swb9hnzX\n/eGPf7yP6moNcXGfK/V1dOxm3Di47747v/FzjxadnZ38/V9/Z8OnG4iZHU10XjR+jw+VTkXPrh56\nt/dhtVkJywkjqzCLuCQb2zdsp27VfkaNHom/a4DO2nYGKpsY4/YRHpIJUxQUQQC1mo/0ei678Ub+\n+Oc/H++qHpETZYwAeOGFV3j99T2kpJQcnBQdjja02t288MLjR2WFWVEU3v/wfd5a8yamJBO9zb10\nNHaSMiIFU7gR0aXimkuvobqqmqdX/4vJN0xCY1ATcknEaGKoebWWx+57HKPRyK//8GsyLkhj05Or\nGNhehyiEcEboiJyeyphp42hcfgBT/QBpQQeJYxLpru/A0WbH7wuyzh8gOgTXzphJYlwcCAJ7u7sZ\nSEnhr4899pWdgt27d7Pkn//E3d2NpCgk5OZy/U03fatVjB9McjBFUSgeX4C2t5+pGgG1KLIrGCJ1\nyI/OrMWgU+NWCbTrDFxz/W9Y+MDCU7k5TgBKSkrYvHUHH3/8MQMDAxQWFpKRkXHEfxpZlnntrdfQ\np+vxe/xseuFDRoapcNf2ECWCXqtGP+THKUO838F4OQGpp4eXn3iCwrNmM7dkLvs+2IGpqYe0mAgQ\nBFz2IfbsayciMR5DmPGwMgWVgCzLjBs3jt9IC1j272Vstm9BrzFw5tQzufiCi792vUtLtwHJB50J\nAJVKg06XxUcfbfrOHYrvkoGBASoqGkhKuuiQ63FxI9mxYzlOp5Pw8PAj3H3skWWZh596GPMkE9Ee\nK2fdcAY9Pb2017YTkx7NiNNzWXPrOmJyo3HWOFmzai1jR4+h60A35193PkXnFR58zuMX/42Bd8tI\nVMCoUqESBPbLMjGKwpZVq+j/3e+wWq3Hra4nC6tWbcBmm3XIuBAZmUR7exX79+8nLy/vW5chCALn\nnXMes2bMora2lkXP/YPz755LTtHwdkN3Uw9/e+ghGhsOMOXuyaQVpQHgc/no3NNFWH445eXljBo1\nCkknkV+ST05xDg07G9m5egfd7T30Vveh0mtYeMuDLLr/fuy1PaRq1STmp6A16inb2YBGkimQFJoq\nKuiJiaFg/HhGxMTwekUFy5cvZ/bs2URGRn5pXdra2lh0110UGwwkJiaiKAp1Bw7wwB138MjixRiN\nh49z34bvlUPh9XoZP3o0joYGogFjUEGtyCRpVWwPSNhcQXxaFftl+PGCBfx54cIfzD71yYBGo+Gs\ns876n79rbW3lb/feS03pJiJsWl7+zxY6mtrJizBg9AYJM2txuoNYVCqiZYn+zn52uSsoHDuRCI+H\n9uZWdldX4fR72bm3hQy1irQ4C50uH54IK1dd8yu2bdhKcl7Swf7h9/jp3N5FwW8LACicWMjECRMJ\nBAJoNJr/6ZQODAzw8ccbqK1tJDk5jjPOmEVcXBx+fwBBOPzfUKXS4vX6j/i8/v5+li17iw0btqPR\nqDnnnOlcdNGFR32AOJYEg0EEQcWw0P3nKIpCV1c71113Kz6fn+TkaKKiLJjNZkpKiigsLPxOtidr\na2vxGD2MHJ1H5Y5KQKB9dzttO9rY92YNWoOG9t3tSEEJR8Mg47PG8/Af/s6WbVvY1r8V5bMkT407\nG6nZtBdZAQMQLkk4RBGHKFKo0bC9sxOn03nKofgKBAIBwsKGt0CDQS8dHXvp72/Hbt/Drbfeg1Zr\nJC8vkyuuuIiRI0d+q7KMRiODzkGsBVZyi3MOXrelxeLRerB77Wx7cRvVH1STOCoeRRBorWjF3+kn\neTCZ4uJigq4AAV8ArV5LbnEOucU5eN1e3rt9BQ/e/SBGo5Hb77+fK+fNxVvbTqRWRUVFEwZLGJED\nLhJ1WmxmM+29vdTV1dHb0UHf0BBvP/oo7734IvOuuooL5s074jy2dtUq0mWZxM8cD0EQyI2NpbO1\nlW3btjFr1qxv1Ub/zffGofD5fMTER5MUCpCoFrAKAk5JJi4kk4pIjE5NlSyzV5EZPXka9z7wwCln\n4iREkiT+du+9pNvtJMXY6Jf6iLCE80qVn4ZOJ+MjdIS8QWQFCIboA3L1KjSxana37qbXLlHf04I/\nOkTe3Hwu+f3P2ff+PkpX1mKxxfHkg/8iKyuL/Y/WseaxtaRPTiPgDdDwUSNnF559yDKhIAhfKXiw\ntbWV2277C4ODFgwGG6WlNSxfvo7777+JCRMKeP31jcjyGERxeJJUFAWPp5GSkku+8HlOp5Obb76H\nnh4rsbGzkeUQr766i8rKfTz44D0nTWBxTEwMiYkROBxtREV9Hsi6fftSBgY05OQU09m5nc2bK1Cr\nYxgzZiTr1r1MSclG7rjjpqNeT1mW2bhpI+vL1uPxeQhThaG1aLAkWAgOBil9fisdDR1knZeJo8mB\nff8AigAxY6IxpRgpW1HGTQtvxKQx43f7+djzMdE50bx728uMcvs5IAioBAEPEAaM0+tx+v04tNqv\nvSf+Q6WkZCIbNtRgsaSzbdsbeDwR+HwqBgcj8Hh6mTDhdPbtM3LrrQ+zcOENFBQUfKvyevt6UXQK\nq579kK6WLgRZID4tnqb9TYy8LI/Uaal07e7m4yc+IXVGKmkzUxhscLJl/2YiXo9gypipbHtjO1Ov\nmIxKpUKSJMqX72Da+OkHnf/8/HweW/ISf37kXpplJwZbBIXREWx3+PBo9QhAuFpNbWUl6RYLKp2O\nczMyUIkiD6DafgAAIABJREFUKxcvJjU9nXHjxn2h/R1NTUR/wUdGpCDQ/QWaO9+W78Vav9/vJyYp\nBj0hIkxaXKJIgkpgnyDQJUIoJBMKSfSHFPSWGNZ+sPbUNsdJyr59+/C2tGBvPUDPUDd9rX00720k\nP97M3oBE04CPgCzjDIbYIskENQIt/hBOtUh4ZjgdggchV82UP07B6XSydtFawnPCSD83m7EjxjFy\n5Eh0Oh1/vOlOLptwOZpdWqyNMdx06c1cevGl38jmxYtfxuvNJDl5CtHRmSQmFqLVFvGPfzxDXl4e\nM2eOpKVlNX19DdjtTbS0rGP8+BimTJnyhc/76KOP6ekxk5w8EZ3OjMEQSUrKNKqr7VRUVHyb5v1O\nEQSB3/3uavz+ctrbd+FwtLN//3q6uw8wadLlyLKftrYOLJbz0WhGMDSkJSXlLDZtaqK8vPyo27P4\nxcUsK19GzBwrI36eQ19cH6UfbKW7qwdDkp4dr+9g5OV5yCEZc5yZgl+MYfx142gua6F3Xx8lN07F\nmG0k74pcRKtAjjKCun/vR9vhxqvSEBJFugWBOFEkVRDoDQQokySyRo8+qVaWjidXXvkjwsJaKS9f\nitMZhSBk4HLJ2GynYTafwd69m7FYUjGZClmyZNm3Lk8KSmx+ZzP+aD9hhSZUeSo+eOUDrBOsJIxL\nYN/yGqrfqWbc1QWMu6YAbYQOXbQO4wwDT77xBH6PH9uAjXf/uIJVj6zm3wuWEt0Xzc8uPzQvR0lJ\nCS8/9QrTRs4iRjKSqEtg3pTp7BNFmrxe7D4f3kCAjxwOAqJITXc3APkGA+tWrjyi/anZ2XS53Ydd\n71cUkk6lLz+cUChERnoycX4/mSoBmyBQI8tsU2CSRqRdUiiXZQaDCoEYKy2Np7KGnsw4nU66mg+Q\nkhtFXHwaphYTHc0dGL1+AkYNexSo8oVwhWQEoCiooJIkupscNPR58GZGEplmJmNaOuklaWz6x2YG\ne50YEvVsXrOZ7eXbKSosQqPRMK1kGtNKpn0re30+Hzt27CUxcf4h1yMjE2lv30l7ezs33bSAKVO2\nsXbtZkKhEDNnXsC0adOOmENm5859mEyHBlQNpzW2UVNTx8SJE7+Vzd8lo0aN4skn7+eDD9ZQX99K\nUpIaQZiKxWKhrq4KQUhGEFRotWH09fUiCCJGYyaffLLtqOozNDc3U1Zfxtw/z0GtGR4fZv9iJvt3\n1vH8nS+Qf04uqVNScRwYBAESCuMxWA1knp5Oy4ZmYvNttFW30bG9gz57L55BL+tbP8ZZ10pySCIc\nCBNFaiSJSlEkqCiEZBnBZuPmu+8+avX4vhMXF8cTTzzIWWf9CJUqHrVaJhSKxmwejrUJBMJxONqw\nWNJoaCglEAh84/QJiqJQUVfByAvyIVwhrTANfZietvJWYkbH0Fvbh7PLSWRaJCkzUtCYNIQnhqEP\n1+EfDBA1PorX1yzjtmtuRwpJbKveRmR8JLUtNaz8cCUXX3DxIR+28fHx3Pj7G7mtcg+xsbEYtVou\nmDyZbXV1bKirQ5EkRms05AEte/dSeeAAM0aOZKC394h1OOOcc1i/YgVRvb1kREcjKwrVXV1I8fEU\nFRV9o3b5Mk7qmVWWZebNn4fePUhJWgSSM0A0MCNKz4YBH1tlMCsKfUDcyDy27dh1KjfHSYQsy7hc\nLgwGw8HJVaVS0Ymf8NjhQEqvy0tcvo1Ob5DsySacDXbEhl6sTh/jjWo8EmiMahJlBYesEDYxHrVB\ng9fnRZJlEqckYq+yI5gErNkWnnrjKawWK5mZmUe5NodGRCuKgqLIiKKISqVi6tSpTJ069ch3Kwo+\nnw+NRkNMTCSVlYenSlcUD1FRXx6kdSKSlJTEL3/5CwA+/fRT9u59AUkKfrYlOdxukhTEaBzeXlIU\n+agn7KupqcFWEItao6a7u5vG1kbcHjfWSVHUP9NA09pW+oZ6ST8rFdQgalSIapGQX0IXpiNxcgLl\nj39K5sxMTr/9dHrqenjlzMVcFp8Nej2xZjMxfX1E+Hxsk2WMgkDIYmHhP/9JybRv57T+kJBlGb1e\nT3JyEuHho5Ekkf7+cob7iYCiyAiCiN/vwmDQfquPR6/XS2tfK+MuG0urt4WAO4DfE8AUZUKURYQg\nROdH4+p2ERjyozVp0Fv0aMN1BNx2zDYznXs7eWTxIxTNL+QnT/0YjU6Dx+lh3TPrMKw2cN455x1S\nps1m4+Jrr+WdxYtJF0V0KhU6q5WomBiK/H5GRkQgAClAldvNxzU1XH7hhUesg81m4w8PPcSLTz3F\nrpoaFEFg9KRJ/Om6646J1stJ61AEg0FmzD6Nqn27mBSmwxChw+UOYg9IWAwaRogiNYrCoDtAZFoa\nO/dUn4qZOInYtGUTr698HWfAiSiJnFZ4GiNzRrJy9Up8EQbWVDVTnBFHCOjoctIaE0bu3FEEm0Ls\nr6jBuqkBbyhE6rQ0tEYNQ70uRgz6KN3YwvibJ+Eb8qOL1BL0hZAVhQOfNDFxwkQSsuJZ9fEqFmQu\nOCr10Ov1TJlSQFlZNQkJn5/YsNubSE4OJzEx8X8+o6KigueeW0pjYzt6vYYJE/Lw+/fi86Wi1w8L\n+gwNdaPT9TBlysmrquhwOFi/fgt79mxh165KLJZYQiEHkpRBMNhPWlo2sizh89Vz2mnXHtWyDQYD\ngbYAnV2d1LbWEpsTg2FIz+739xBQAqSNT6Hz7U4G25xEZkSgSDIhb4j6D+qJnxCPFAwx2DzIrOuH\ng9xUOpEIkxaLVoXHYsFutxMVE4Pe46HG5cIyZgwvvfHGV3r/pxheiX7rrXd4880Pcbt9OJ39dHSs\nYuzY+VitYdjt/Wg0AhqNh/DwONraNvOTn5z5rba2u7u7aWtsxfO6i8hRkaTkpKLWqhiclEXZK2Xk\nnZ2PMugicUIC9e83MPono9AYNfgcPlw9Luz77eSclc3WZ7bx+8t+i0Y37AQbw41M+ckkVjyygnPP\nOvcwG8+/8ELyR41i8yef4HW7KbFa0SxdSmx3Nx3d3Vj1elSiSJQsUzo0xNlz5nxpPbKysrj/kUcY\nGhpCpVKdyjb634RCIbJHZuPRe9BH61FJ4O33EpkZhaNhgF5JoccXpEEBn1pL72fKc6c4OSjbXsbz\nq5Yw9bopxKbG4nK4WHLj80hrJeKKbCTMS2HfqnpqttViMulxixKTrs0nxhZDZ3MX0VkWTAf6sUjQ\ns6cHc5wZv8tP9/5+DEUJpE1OxVE/QEiW2PPyHqSAhManofBPEwn4ghzYcuB/G/kZwWCQyspKnE4n\nGRkZpKamHtbXfvnLn1Fffx+trQOo1TGEQg5Mpj5uueWO/9kva2pquPPORzGZCklKmkow6GXTpu3E\nx5sYGFiNJFmAECaTj3vv/T1RUVFf+rwTlWAwyK23/onqahfZ2WfT3Oykv38Iv38fgcArJCdPIhTq\noq1tO2efXcD48eOPavnjx4/nhbdfYFf0LtJnpdNZ1cWnS8tRRarJmZfF3r176T3Qw9ZFLmJHx5Ay\nLZmuXd2oVCI5F+awc3EFgixiy4vF7/HR32THHGHG7fMwfuJEmpua6GxtRTIaiYqO5qkXXzzlTHwN\nnnvuJd5+u4K4uJlERYXR09PI1q1LcDpbsdmKcDgaGBpqICdnFJ2dKznzzAlceukXBzV/FTZt2cSS\nd54j7dx0gpF+Ouo6ObClCZ1ZR39LP45mJ9ue2YZGpyHv53m4etyULdpO4uREevb0MtAwwPifj8Pb\n4MVoMqLVHboyHhUXhcvvIhAIoNfrDys/KyuLrKwsAKqqqti2bBljCgpoaW6mvaUFKRTClJjIqNjY\nr3Q6SBCE7+QI9knnUHg8HlKyU9DEa7CmRDHQNEh9p4uEpDCG2pyY4814nX4a7F58Oi397f0nlIzv\nKf43yz98i8IrJxKbOqyU2NXQjS5Jh6UoihFTRiCrZKy5Fsqf2UHs5FQCTj8bn9qMKcIEXtDb9MRo\nDUxMtTHYb8fR62CwyUlLQEGvMVL50m5McWaaNjVhijXiG/QTGgpRuX43eoOetIT0L7QrFAqxfv0n\nrFmziUAgSH5+Ghs2fMrgoB5FMQK9TJ8+kptv/u0hS/KxsbE89dTfKC3dSn19M7GxuVitFrq7u4mM\njCQ6OvqIbbF06dtotaOJihpW5dRqjaSkTKet7V0eeeQOPB4ParWavLy8k3o7b+nSpaxYsRlByCIU\n8hAMtqHVRmI253HOOTZKSqYiSTLFxReRn59/1D8QzGYzV19yNdffcz2O9kH2rt9L9gVZxI2Nw2Qz\n0lLWymCbE5PNTEd5OwP1A6RMTcacaKZy8W48PR6CPj/PXboEySuRX5SHJjqSvrYgKrWajKwsMrKy\nqO3pYVJ6OtnZ2UfV/u8zAwMDrFy5keTkC1CpNPT2NlBZuRpRzKG/34UofsrZZ48kKmoEZWW7MZst\n5OVlIsvyNyrP7Xbz/JtLmPWHmZiiTOzavQuDTc++VbX47D4mXj2ByOgI9r65j4pXd1P2jzJsE+PQ\nh+uoWlqNPkLP+KvHoTFr+PSdHcgBmX/d9DTRCdFMPGMC6WPT6W3pJcoU9ZXmptzcXAJhYfR6PKRl\nZJD2WS6RrS0tnH7++d+ojseKk8qhCAQCxKclkjYnmRn3TCMsMQx74wDvzF/OxrYhssK0SM1OGob8\n+MIi6T/QesqZOMlQFIXmjhYm50w6eK1uZx1RI6OwZFnQmbSE3CFaNrQy+4HTaN7Qgm9A4cpXrsDj\n9GLymtjwxEYceh8f1HWSpCh4+iUc1gRi8yK44u8/pWJtBdXrq+mr7cfb7yV9VjqT7i5m/0f72bek\nltefev0wu2RZ5qGHFrFxYzMREfkEAkFef30xJlMBM2fO+kyKV2b9+o/JylrJJZfMA4aDSFevXkd5\n+W4slghyc9NYtuwD3G4jfj90d1cRFaWnoGAsc+fOZtasmYcsgdbUNBIZefohtgiCiCBYsdvtXxp3\ncbIwNDTEP/7xPIODYxHFBAIBP5KUiCDsQKMJ49//XktV1X5OP30GkycXHrPVxknFkxg7YiyGoJ7Y\nzFhismNIGJWAx+5m//v1zP7bLAbqB4hMiaC/rh9Pnwdfrx+DysBQaIhZf5lFclEyg82DbH54C652\nNwmJeWxobcWqVmMPhXBGRnLnDTecWjH9GnR0dCAIkahUGgIBD9u3v4/fX4AkGZDldjIzi1i2bDGK\nokKtHoPPN8QHH9xHYeGTvPDCkweT+n1VqquriciJIDJ2OB6pcHwhe6qqCM2WqV5WjUExoHPoCfQF\nmXnfDAYGBxBEgarXqzHZTIy6PJ/BFgeVL+0hQolg5p0zEeJAFETW/GctY5rG0FPZyxVnXfGV+oFG\no+E3d9zBo/fcQ7zDQZhKRWcohC4jg0suu+ybNOkx46RxKCRJIjMzD51Nw6QbizHHhyGIAtZsKxe+\ncRFvX/EuOzwBfP4Qp806i+VvLD91muMkRBAEbNE2ept7saV/fjY/6Aug1qtRqVQ07WomqSiRyPhI\nKut3U3LdVBJyE3HZXfha/dzw4u9ZctUL5I/Nx9Hbz/iUTObNn8+uPbsoW1/GWb88k+zCLDat3Yxt\naiyyX2awY5D0gnTMrnAaDjSQk5NziF3V1dVs3lyPzTabqqoaOjsbGRwMw+lUs2dPNQUFYxAEkdjY\n8bz33jouuWQedrudm2++h64uE+Hhqezda+fRR/9MZuZcsrLGUlpajtdbTF9fJRqNxL59b7F3bx2/\n+93n8t2JiTZaW/uwWD7PGzIsefv9EUIqKyujrU1EEMJQFBFZ1gFqZDkLv78CQbBRXr6f/fv9PPvs\nm/z2t1dw++03H/X/b7VazZwZc3h35zvojDoMlmHJ9+bSVuIL4ohMisTf52fEGblY5luoeLuSqv9U\nkZSWzFl3nUH06Gj8fj/meBMFl4+l5Z1WTp92ISnxybQ1NzM+OZkpU6ce1URWPwSio6ORpEFkWaK+\nfgf9/ToURU0oNISi+Hj//fVAEnp9iFAoDkFIRZJSKCvbyFVX/Y4XX3yc1K95RPL/TvSCIKDRqrEl\nxTAQn8DMkplsfXcbCZMTSJmajH+7n9QZKYy+fBTr79nAgdXNGKIMBBwBrnj2CkYU5tLYdIC2rlbi\ni+JY/cQaFt62kFkzvrqo1NixY3n4uefYvGkTA319TM/Pp7Cw8IRblTxpZty//GUhbW1OMkZGoAvX\nDyfhUatAUbBkRBGVGkF/vZ1ReeN45613TulMnMScP/t8lr22lJm/Pg1zlJmM0Rl8+tSnxE+IR63R\nIIdkBLXIUIcL36Cf2OzhrRFRJQ5HgRv15E7J4erZVzNq1Oc5IrKzsxl6ZYj3/rCCLns3YRNNpMSk\nkJuViyiKaDQaDohNVG3ewzlnnXOITZWVexCERHbu3M3QkAa9PgaVyglYqak5QHJyIlarFa3WhN3u\nAuCtt96lqyuCpKQJCIIKn8+JWp1HW5sHQWjE79cTFhaLz6fQ39/BxIkX8uGH73HBBeceHADnz5/D\nvfcuwWiMQq8PQ1FkOjoqycqKIjf30FwjJyt1dXVAGBqNhNvtRFHCGVbPFIE+RHEGihKGIMSj1abw\n/PObSExM5Oc/v/Ko2zJ/3nz6+vt46rUniRgVhi5cCwEwmAwMtjjQ6DXoNDpismNIn5pG24o2ck/L\nJirVgtUajSLJKIB5Yhhda7upa63j6p9dfdTt/CFhs9mYPDmP0tIyGhoakCQ9sqwAPvT6eDweB6DD\n691PWJgJQRBRqaz4/Ql0doZ49dU3uPPOW75yeSNHjmRgqQNHj+PgKoXJaGLryq1kjxvequrr6MNa\nbMHn9GE0Ggm6gkh+ibQZKXRu7yJrRgbtm9tJykpEFEWyMjLJSE0nGAqibIdxY8Z97VWq6OhoLpw3\n72vd811zwmcblWWZ5cvf4R//eAHQ4u7xMNg8iD5KR8gHolrE1TmEo8WJyW9iw0efnHImvoQTOZPg\n/2fWabNwe9y8c/87aC0aPHYPNreN7Q+X473US9AVoPr1aqbeOBWj2Yi314fBZGSwy0G8JQEpJOFs\ndxITE3PIczUaDdf94jrm98/n30v/TUtUM2NHHZorw2V3EWs+XLXQYDDgctlxOnWYTPFIkhHYDvhR\nqUw0NLRgtVrp7d1PcfFoFEVh6dLlNDUFqarahskURkREJIJgQlH0tLV1oNMNq0OqVEYCAS+iqEZR\nbNTV1R10KCZNmsSCBXZefPEt7HY9suxl7Nh0br751qOybH4i9IeYmBhEsY/o6Cm43XtQlFqgF3Aw\nfBxQBSj4fH6io6MZGkrlnXfWcdlll3xhQNu3Qa1W89vrfktmaiZ3P3E3wT6JSFske1bswWwzIUsy\nmjANTWVNdHzSyfzzfsTu9t1IvhAAgkpEAAZaHej1OiLNEUfVvu+CE6FP/Dc33bQAl+shysr2EgoB\neBFFO36/AgQBEVk2H/z98P+GRFhYNOXlu79WWSaTiV9c/Aue//vzpM5IwWw10VTeQtuqDibcMQFZ\nlomMjqRjdztxuXFEh0ejFTQElSCDjU7MJjPqfg0G2YDe9Hn/FFUioiQS9ARPOiGz70220aeffo6X\nX97Inj0SLpcVY8xycufFMvqKUUSkRuB3+ti2qIz21R10tXSd2ub4mpxImQT/G5/PR3d3NxEREYSH\nh/Pmm2+y5PXn8EhevE4P4WnhpI5OpbO3kxHn52LSmBiTO4Yd7+3EZo/j5gU3H/HZPT093PbQrcy4\neQbWBAsArgEXa/+2jj/+4s7DguY6Ozu56KJf0dqaTVhYBqDQ37+NwcF9WCyTMRgE8vNj0emaWLTo\nHrZtK+emm55AoylBr48jEOjH49lCKDSEXj8dvV5CkqLR6cy43bvJyDCTm3sara3rufPOi5k6dSqK\nohzMFRIIBGhvb8dsNh9Tmebj0R96enqYPv0ChoaScDgG8Hi8wP/fchIQhDoEYYCIiNlER6cjSR3k\n5Q2wZMkDx7QtampqWPiPhdS31+N1e9HH65h+xTSiYi207WxD32Xgnlvu4e4H76I1uoUJP5+A2WLG\n0e5g6z+3YvCY+MPP/kBhYeExs/G74HiPEcM5XwTsdjvz5l3Lzp0VBAJWBGESgmAhFGoFyoFowsPP\nRBQ1SJKTUOg9Tj/9x0REtPDKK0997XJbW1vZWLoRh8tBfmY+SYlJvPLWKzT1NuHz+mhubmLe3RcS\nlxNHZU0lQwMuat+qpXBWIY4KB3HmeBilUHxx0cE2KVu+ndgeGzdcf8NRa5/jwZHe8QnrUIRCIX77\n2xt54YUVQAmhkIQkaQAZY8wnhCXJmGKNDLU58fcE6WxqP+m8vhOB4z1YfF0URaG/vx+NRkNDQwMb\nyjaws2Indlc/CdkJBJwBJo4o5Oorr/6f/aFsexlPL32aiOwwBLWIfZ+dK+b8mLNO/+IEZS+++DK3\n3bYIUczF5RogFGpFp5MQBDVJSVH86ldXctFFc7FarVx++fU4HHnU1zswmxMAgWDQTn//G2g0VkaN\nOp2amk5UqhB6fTtTplxGIOAhGNzGyy8/TmNjI88++2/q6prR67Wcd95MrrzysmMeZHy8+sPixc/z\nyCPP09DQhCQVMrx4qmZ42yOISlVLfPyFQJC0NBM2WyOvvfav72QP2eVy4fF4aGtrY3P5ZlxeF+Py\nxjFj2gyMRiP9/f3c//D9bNyzAX2MnqAzhFVr5ar5V/Gji3500gdgHq8+0d7eznPPvcr27cPH/mfM\nKKS2tp5XXnkPSZqELGs+K09EUSQUZT1abSEqlYii1JKfP56YmGiuvnoa8+d//UzAR2JgYABFUeju\n7mbxa4txKoN43V5cPS6y0rMZmz+WM2eeidls5pGnHqHN20ZUeiSOJgcJukRu+c0tJ30czUnlUMiy\nzNy589hUXoUi6FHck5CkaHy+zs9+EQm8BQRISgqnsbHmqCvn/VA42RyKI+H3++np6SE8PJywsDC2\nbt3Klp1bkGSJ4jHFTCv5Yilrj8dDdXU1kiSRn5//pWe1FUXhl79cwJtvfoROV4DZPIpQSGBoaAfj\nxyu8++6/MRqNNDc3s2DBg9hs57Br1256e4dQFAMgEQi8z403XsaBAz1UVFThcnmIixuLXq/GaHRx\nzz03oNVquemmhRgME4iKSiUY9NDZWc7UqTbuvvu2Y9iKx68/HDhwgHnzrqa6ugdZnoWiGFAUCRgC\nBlGp9mGzTScmxkRMzAC/+tXZB0/SHGs6OztZs34NzZ3NJMUmcebMMw9JEvf/6ejooKKiArPZzMiR\nI783QbPHo08MDAzw61/fgdudjs02AlmW6OragyjuY/XqMkKh8xEEM4KgQhA8qFR9mEyViOIgarWJ\npKSRxMSYmTYtn1tu+d0xmx8URaGzsxNBEIiLiyMQCLBx80bK95SjUWsomVDy2VZoL7GxsWRlZZ30\nDiYc+R2fcPsDgUCAKTOm0qcbYPQ1E1FpfPTu6aCjtAUYTzDYgtHYjyDouOmm67nrrj98J6mMT3Fi\no9PpSE5ORlEUHnv6MWrc+8iZlY1OpWH5xrco3VHK7b+//bCBxWg0fuUlaUEQGDt2DKWlXgYHddjt\n+wgENISFpbNjxy6Ki2dywQXnMn36ZCTJDUiMGzeamppaWlo6kGU/yclWFiz4DWbz8H5vR0cHtbW1\nGAwGCgoK0Ov13Hff31CrR2KxpAGg1ZpISZnO1q3v0tTU9LWPwZ0MrFy5GoMhDZWqB7U6Er8/wHBg\npglB8KJW95GZ2U58vJVLLjmbGTNKCAaDx/xDoq6ujgefeZCUWcnYxsfS0tTM3Y/exc0/v+WQgF+A\nhIQEEhISjqk9PxTWrfuYwUErycnDKchFUUVS0gS2bKlCpdIgywqS5AEkNBoNJlME6ek2li59g8rK\nStau3YjbHUCn09Ha2krGZ9oNRxtBEA6+c7/fz8JFC7GH28melUkoKPHiuhcZax3L9Vdf/71wJP4X\nJ5RD4ff7iYlJQp+qYczFE9GFKYAec3wCKE20ru1DUVSMGqXippv+ziWXXHS8TT7FcUJRFFpbW5Fl\nmZSUlIOBuFVVVVT1V3HuH84+6GimjUljzT/Xsn379m+t21Bf34Qs2wkGXXg8fjQaFcGgFo8njpaW\nXl566WO2b+9ClgdpadlCT4+Jjo5BPB4PgUA1fX1tjBtXwlNPPczs2bO/cBLat6+ByMjTDrk2rD0R\nTVtb2/fSoWhsbEOWRSTJQCi0EUgHtIAHRalDq9Vxyy0/x253snTpSl566QMMBrjiivO58MLzv9Zg\n7XQ66e3txWq1Ehl55NwniqLw/OvPU/DTMaSPHRY7SxqRRGxaDM+9+iyL7n/0BzFJHA/27m3AaIw7\n7Hp3d5BAQEKWdwI5CIKWYHCQgYE6JKmLuXOvwW7vJyVlPDk50/nkk17Wr7+fBx64kTFjxhwV2zwe\nD52dnURGRh6yCrWldAsD4XZOv37WwX6RNiaVD/6yirq6uu/Nqawv44RxKPx+PzHxCahi1NjG2Gjf\n1oTGHEXChERUWjsxozW0b90GDjc//eldXHTRkROinOL7zf79+3nypSdxq1wIKgGNR8uvrvgVY8aM\nYdeeXSRPSjpk1UoQBDKmprN9xzd3KBRFYdeuXaxY8SFdXemoVMWo1VokyY3dvhm1WkV4eAGC0IfR\nmInTqaDVNtLcXI/PZ0RRQJbVSFICDQ1u5s69llmzJrBs2QuHbbMkJtpobraj05n/ywYnFovlG9l/\nopOdncp77+0mFHIDIWDvZ3/pBYIMDYW49tobyMycTk7OOeh0Rnw+J08/vQpRFLnggrn/s4xQKMTL\nS1/mk52fEBYfxlDXEJNHTuYXV/7iC2NTHA4HnYMdTB5TfMj1xNxEPlV20t3dTVzc4ZPeKb49yclx\nlJcfYNixhFDIT3X1OgYGqhkWwGwDXEAc0IqiePF4JtHaakZRRtHU1Exk5AEiImKpr/dx1VW/54EH\n7uC002Z845NBiqLwxttv8MGm9zHGmXD3uhmTNobrrroOk8lE+Z7tZM7IOMTJVGvUJBYnULGn4gfh\nUJxwCe8gAAAgAElEQVQQ5yu9Xi+R1hhii5MouuFcxl07mWl3n010joGOHe2AghQ0gOLjqqvmct11\n15w6GvoDxeFw8Nen/0rGpemcd+8czvvTHMZcM4pFLy+is7MTjUZDyB867L6gP4hO8/UCGj0eD729\nvUiSxMsvv8bVV/+Rjg49Pl8YQ0MO3G4vPp8GRYknGKynq6uMvr5aduz4D/v27aGsrJpQSIXZnAdk\nAlpUqhmoVPOQ5dPYts3HggW3HLYXOX/+HJzOXfj9w3oWiiLT2bmbjIxwRowY8U2b7oRFlmUmTBhD\ne/t2YAAwAD7ADMwBLgKm0tMjUlfnoa2tGwC9PhybbSqvvfYeodDh7/y/+c/y/7BraBdzF87hrNvO\n4IIH57JfqOOlpS994e/VajVySEaWDpVwVhQFKRA6Fbd1DDnzzFmIYhNDQ8PvuqLifaqr25GkscBU\n4ALAhKIEAT9QTDAo4vMFEcVYXK54ysreYvPm5QwMxNHenszDD7/H7bf/GY/H841sWrVmFR/Vr+Ps\n+87m7NvP5MK/nk9fbA9PPPcEAFqNlqA/eNh9IX8IrebEEqA6Vhz3FYpAIEBEhA1TkpasOTmotHrc\nXS4MFjNZc8bQufND/EMRtG3dy7SJo3n88UXH2+RTfEuCwSCDg4OEhYV94ZdhXV0dazasodveTVZy\nFmfPPvvg8cBNpZuInmAlbfTnynfxWfEkz0jk440fM7V4KmueWU3+9HyMYcNKh0F/kPqPG/ndhb87\nok2BQAC1Wo0oivh8PpYseZnVq7cgy2oEwcOBA210d0cjCOEYjSm4XPuBoc+cgQYgA1keh8/XTne3\nHYNBT1iYDbe7nmAwEknajSCM+kwN0o8gGNHpxlBaupWWlpZDlPyKiopYsKCPF154k2DQhCx7GDUq\nmVtvve1750hv2LCRZ575N5s2bcfvj2c4MbMWqAKSAA2gB3RAPn5/H3V1zSQkxGEwGDAYIunvD+Jy\nub50+yIQCLCmdA1n/fkMdIbhPqfRaZh4yURe+tXLHGg7QGR4BJMLppCXl0dUVBRhYWHkp42k6pNq\nxp7++XJ5bWktqda0703Q5YlIUlIS99yzgEWLnqWhwU1NzacEg+MRhNBneXNEIBXYCNiAZMCPLDtw\nu/cjipEEAiokCWS5Fb0+idTUGdTWbmbduo84//wvX9GSZZmtW7eyoXwDwVCQvNQ8Vm1aRcmtUw6O\nKyq1iqKLi3j3jyvo7OykZOI0nl27mPSCdDTaYWfTPeimfWsnv/590TFsrROH4+pQeDwekjJTSJoZ\ng1qrImVaFJ5eL0PtMn17uzDFmVHrVOx+6VNSzIms+Hj5925A/SGhKArvrHyHletXgEFA9sicNfUs\nLrnwkoP6IZtLN7PkvefIOTebpMQEGvbu586HN3HXgrtIS0ujp7+HyNTDxYIsSRa6tnaSlpbGBVMu\n5O373yZpcgKCSqSjrIPp+TMYPXr0YfdVV1cfPJ5pMGiZO3c2LS3tbN3ah9lcRF1dKW1tTTgcXej1\nXgQhnFAokeGTRn6GxZcsgB5ZLgcCiGIePl87OTmZDA7W4fcPIUlDqNVRKIoMBFCrFTQaPRBOd3f3\nIQ6FIAjMnTuHM86YTWtrKyaT6XsZ7Ldjxw4efPBFFCURtzuBYe2JCoa3OQAqGZ4sEoAAYMLjOUBE\nhA67fYDERAM+nxOzWX0wyPVIuFwuBL0wnEDuM4LBIHtqd+M2uzBMNtAx2M7tz92GdkjLiKwRXHLO\nfH5x+S/4y6N/4aP967FkRuFocuBvCHDX7+86Fk1yiv/DhAkTeOmlApYsWcKuXU0IQjiKEiIU2sfw\nCpbEcODucAC0KBqQZRFwoCgigmBAozkDl6uUqCgHQ0MddHS0cuedD9PQ0MJFF533hZLciqLw1HNP\nUTW4h5SpqXR1dfLJ5k9o2FJP/E9t6CL0hIcPH/tUqVSEJ4Rjt9uZOHEiFdUVvH//KpKKEwj5Jdq3\ndfCj2T/6wWSWPW4OhSRJJKdnElVgYeYD57JryTZAjTVbDzgZaDTg6vXStq0DqVehtG/LKWfiJGfF\nBytYXfMhM+88jXBrOO5BN5tf3kTorRBXXnolgUCAF996kRm3TMcSPxwr8P/aO/PwKqq78X9m7tz9\nJjf7DiEkQIAYSCAQWQ2yFQFBpa+11rXWrbX6otQFxbr+fLS2vr+2r3tdsLVVEQGhrcgii2xhSdgC\nBLLvNzfr3Wfm/WMQ64ZCAgkwn+eZJ89zc+ecc2fOnPme75qYnsjBmIO8s2QxD/33QtJS0thbUszQ\nCV9tu+5QPaNTtIJic2bNYWTOSHbs3IEsy9x0882kpaV9w4Fu7969/OIXD9Le3g+w09lZxWefPYuq\nKowdexuFhR+jKFnYbBfhdtfg95diMBwlFJKBPCAc7aXnR7PlDkHLN9GAJHVgNktkZV3Mzp2fo6pm\nFKUWQYhEkvxYrVZk2UtUlPCddniLxXJeV6X861+XEhaWS13dYQQhEShDy4w5Bu2FYQf2Ac1AMlCJ\nonTi97cgiv3w+zuoq9vErbfO/N6EduHh4RhlIy31LUTEa5qM6upqfIIfh8OBEhXClmLjiqlzWfvk\nOgZckcHfV76LxWzhuUefY/v27VTXVZOQmcDo60Z3e4ZOnW/HYDAQGRmJ3+/C52tHlo+gmcQuRpsr\nDUAJsA6YiCBYUFUBVd2OwRCHLPsxGvvj8+1jy5ZGZLkfEREprF3bwrp1j/LMM7/5hhmxpKSE3TW7\nmLJgCtuLtpE4JoHMOQN5/b/epK6+Hn/Qz+icfCwWM0F/kJbyFhITExEEgZ9f/3MKSgvYU7wHySSR\nd0/eebkZ+C56RKCQZZmRI0cT6HRjxUlDUT2JI/tRvLiIi67NxhZroulAE6UrDyG7QzQ11fa6Iig6\np0YoFGLZmmVc8sAEwqM1J0S70874G8ex6uF/csWsK6iursYYK50QJr5gQN4A3lv8PsFgkOHDhvPX\nj97hH4//A9HjxxxhxxrnxLfPR8HCghPnpKSkfGuugC/o7Ozk5pvv5tixJBSllo6OFgShLw5HEm1t\nh1m/fgU2WzJOZyqyLGMwGFHVeCTJgKLsQlU7j2sbmhCEvhgME5HlDgQhiNXan1BoDX5/C7m58wiF\nAhw5sob29s8wGIZjtcZjMqmYzYeZOjWPvn37fuc4z2fKyqqIiBiGy1WJJLUAlUABmjaiHW33OQzY\ngmYKqQO8+HyrCAR8tLfDjTf+iDlzvr+EsyRJzJ0ylyWvLmHMDflEJ0dz9MgxDm88zODRg3F73fTP\nTkMwiCSOTKStsZ28n45k6dsfMn7seMaNG3fS9n0+H5+tX0/hxo1YbDYmTJ1Kbm6uHgXSRVRVZd26\nz5FlGVmuALzARLQ50oimKcwFPkNR1gA2oIGEhP6EQqnYbHYkSaKxsYH4+Gvw+drp3z+NxMQkXK4w\nXnrpLZ5//smv3KfifcUkjUqi0dWIKcpEREIEqCrZl2dR9LciRt08iuqaamKdMWz9+3bGZY874Swt\nCAIZGRlkZGT8oN939OhRPlm5ksaaGgZkZTF52rRz2pR21gUKv99PZkYGYkMto8wSUbVu3K9voXNQ\nAtFjUil8cSftVc007mvG3+DH7WrShYnzgPb2dmQpRHjMVyMarA4r5kgzLpcLk8lE0BtCVdWvPOBB\nf5BQUOb5Pz/PzgOF7P+skKjmNlKsJtoEgVKzjavu+NVJbehfZ8WKlVRUtBEWNp6ammXIsh1F2U9T\nkxdoo60tgWCwD07ncbVmuJnWVh+ybEKSwhHFBBTFjiCYkeVIVNWPwSBjsVhRFB+CEIksC3R2uoiN\nNfDKK8tZu3Ydb731ER5PPdHRDubNm86tt97UXZf4nCM1NZnKynoSEzMpKtqI5jshoXnvh6G9NIJA\nK7AeGIwg1HPVVVN56qlHiYqKOqXModOnaKHEH/7Ph3T42yk9fJSEUXH4YrwEQ0EaXA2EO5yEPEEk\np0RCegJr69d/Yz5+Ha/Xy+MPPYR3/37SHA4CssyL69cz5sorufGWW7pwhXSWLFnCBx+sJhSyAofR\nBIh6NB+KL94LCYAZi+UigsE6YmKSueyyO6mrq6e4+BBu937Aht/fSlKSk8TERACiovpRUrINr9f7\nlay6JpOJkDdEp6cDc7iZtrY2Or0dCNEigiiw54097GkrIjMtk6ljp3Ll5aeXhXPzpk28/NRTDBBF\noqxWivbsYc3y5Tzy3HPnrInkrBYHCwaDJPftS4TioSC7L566Zox+hdQ4M7tL6hDH9iPn5nzWPLQc\nT3WAlpaGM55q+EKjpwr/OBwOxKBIm6vthIYCwNfpw9vsIyoqCpvNRrgaztFdR0nPTQe0HUrhip00\nN7jwz/PRNzYFS9lhBg6KwX2khbxheRjMZlb8859cMW/eDw7jW716M05nMrW1n+PzeYBRaIuVDyhG\nVQ/i8cTS2NhEZGQYNluQlJR0ysrWEREh0dlZiij2B2y0tgZR1QrCw+Mwm1U6OmoRxSChUBWh0Gbu\nv/9Ghg8fzvDhw/n1r++iubkZm83WK1LF92QhqKuvns0jj7xEbOwEIiPTaW7egKpWoxUDA81/wof2\n4hiIIASwWo2EhzvYvXsPY8ZcfErrgyAITL10KpMLJuPz+ViwcAH73HsZkTOCysOVmJxmqg9XUbGl\nkmlPTKP+WD2JsQnfq2VY8+mn+Pbvp6Bv3xPf7S/LLF+yhIIpU865vCG9pTjY3//+D26//WHa24cj\ny33RBMvNaFqKJDSTRweayaOTzMwARiOYzQm4XEex222kpysEgwput5PMzKFERUXxxe2U5QCSJH4j\nWid/VD5Lnl1C+IAwmuubsfe1Yw4zU7+zjotvyefohqMM8+Xw2KLHTjupYiAQ4PUXXuCSyEii7Zpf\nT5/ISPbW1vK3N97g3oceOq12zxS9rjhYKBQiOzuHyqYKxkfbSYsNw9PYghySEUWBTpPIgaRIvCi4\ni5upK6vRNRNngbOZVveDjz5gdelqJtw8DrvTjrfDy6a3NzPCOZLrr7kegLKyMp7+09PYBlgJS3bg\nOthMa0kbzqxwpt01lcV3vsRQdyfRYVYajjUQTTT909LZVFHB5PnzmTx58g8ayzXX3MLmzSWUlx8C\nYtEEiki0qAIVWAW4EIQRJCf3IytrEGazF1XdxciRg1ixYgMej4WWlmbcbhdxcZPIzByKJBkJD7dR\nW7uKhQtvZty4cedUeOHZTrO8Zs1aXnnlXXbuPMzhw7tR1TQ0M4cPbb9TjmYzj0IUqxHFg4wdezVW\nqxmbzcXjj89nyJAhp9xvfX09C567D0u6hZqaGgwxIj6/j9ZjbQzKG8ilMy9l/YsbuHbitVwy4ZKT\ntvXoggXEl5eT8jUN2ZbycvLvvJNZs74/R0ZvpidSb5eVlTFr1vXU1ibR0hKJwZCILAeQ5c1oeUo0\nrYTmmLkLSWrk4otHcd11V5Ge3o9NmwppaWln9OhhTJ16KY8//hyHD9tJSNAyb6qqSlXVFqZP78Nd\nd93+jf4/WfMJr77/CtXWauKz4nAfbiFxUAJJ2cnsfGUnaab+vPL7V07bpHXw4EH+/733Mv1rmoiQ\novBeTQ2Lly/v1T6DPZp6W1EUZsyYw4EDHqIHxKAYVEDCGh2G19VOoMNPc62P8mOtmO2RVJdV6sLE\necjcWXNRPlJY+duVSGESwbYAk0ZdyjXzrjnxnX79+vGHx/7A9u3baWpuol9BP4oSiqhKqgTAYJII\nHc8LYHVaaa9pB0AWhB/84i4vL6e0tILGxjBEcQKKYgAOogkWWjplQUjE4bATCBzGZGpBENppa2tC\nUQz87/8uA3JxOqOZODEbl+sQO3Ysp7q6laSkZNzuOn71qx9TUFBwklHoAEyaVMCECeNZvHgxt9xy\ngFCoHs1nIpIvy5cDHEEU44mKmoTJ5KBv33xaW2t48sn/4c03/3jKVYarq6uJ6h/FJbdOpK60jtJd\npezffBBzyEzxsn1Ie01cOe1KJo6f+L1tGU0mgrL8jc9PZU7qfJXVq9fh8Zix2frR0lKPqvoQRQuy\nPBhNS3EMiEbTWjiAH9HYGMUHHxwhIWEnf/jDEzidX0aD3XffL3nwwSepqqpGUcIRBBeDB8dw443X\nfmv/UyZNIcwWxkO/f4iGhiZEm0jzfjfB8hDz7rmKjX/cjN/vP23nXKPRyLdlTgnJMgZJOmd9b86K\nQPHGG2+yYcMhYCShYDEVJj8pIQmzBLZYA5IjSFlDBRlDctixY4tem+M8RRRF5s2dx+wZs2lubiYi\nIgKr1fqN71mtViZM+DKMo9HVyN6KYgAyp+ey//llxDpt+Dv8hFuctHi9NBqNDB8+/AeNY/Hi94iJ\nmYjNVk4goAIOFCUK2AjEIQgyothKeHgeoVAH+fkSM2dO4i9/WY/dnoEkbcNuz8bna2XHjj1MmHAx\n4eExNDWtYv78Gxg2bBixsbHdcMUuDCRJIi8vD4fDTktLApqTnRfNwS6Edl9k7PZLsFr9dHS0AuB0\nJlFdXURJSQlDhw49pT5jY2NprWpFVVUSMxJJzEhk3LxxHCs6xv43DvDH//enHywMjJ86lXe3b6dv\nZCSG47vKdp+POoOBESNGnNK4dDTc7jbCwqJxudowm6MIBhtRVROaiUNAi/pJBmoRhEmoaift7SH6\n9s2nomIzq1b9i6uv/vGJ9uLj43nppefZvXs3LpeL5ORkhgwZclItwMCBA0lJSWb207PwtnlRFAVn\nrJPWhlbsJluXNr1paWmYYmOpaG6m739kv91dW8uEWbPOWYHijOpUQqEQTz75DL/+9cP4/TGAQGd9\nLJ4IJ5tbOyht9nKssZ21ZY0o8UkUFm7VhYkLALPZTGJi4rcKE9/GmPwxtO1t50hhKRdNugjHxKGs\nKqmmuKSeKhU+bWnh5/fe+5UdycnYtq2IhIRBZGcPxum0IUkdSJINiEYUvWg7Yz91dW5aW6uprq7i\n44/XEh2dC4ioqgioWCxOvF4Vt7sFqzWS6Oh4Jk+erAsTp0FaWhoREeEIwheLaxSa74QVzZciHI+n\nEZ+vCqcz5j/ONPygLJlfp0+fPvSPSmfbku2Egtr5He4Oipft4ydzrjklzcK4ceMYPHUqH1dXU1hZ\nyZaKCv7tcvGzu+/W58Jpkps7lIgIOwbDMex2GUmKxWgMQwstrgMygDYgFoNBRVVDCAKoKkRE9GfL\nlj3faFOSJEaOHMm0adPIysr6XpNCVFQUIwaO5PN3t2ANsxIRF4G3w8fni7dw2SUzu2SSEEWRux58\nkF2CwGeVleyqquKTqiqCGRn817XfrjU5FzhjPhSyLDN27CQKC1sIhaLQlCEZQAeStQJ7fCMGo59A\nSxNmwUp1RbnugNkDnCvly8vKyvjzm3+mKdCEaBDw1HrJyRjG4CFDGJ2ff0oL97XX3oYgjMFgsLN5\n83ZaW2U8ng46O9ejql4058wcJElAkvYRHh6PJB1l2LCbOHaslrKyNRgMEwgLi0aSOhkxIp1AoIKZ\nM1O4445z26u/p+bDpk2bufLKG2ho6IeqJqDtQoOAhCC0YDCYkeUQNtsBrrxyERaLA6+3lc7ONbzz\nzp9PS/Xc3t7OK2+9wu6ju7FF2Qi4AsydPJeZP5p5yjtEVVUpKSmheM8eTGYzo/Pzz5s6Hz0xJ3w+\nH/PnP8yePS5qa+tpamqhvb0RVW1AEzaz0EwdnWj1PhpwOs3Ex8eTkGBk4kQbjz32QJfG8MU4Xnv7\nNbYd2Io12oqvyc+Pxv2IeXPndYuPQ3t7O1u2bMHV0EBaRga5ubnnhJnsu+7xGREoFEVh6tSZfPpp\nMaI4C0Xxo2XAG46263Cj2UZ3MHiwnT17Cs+Ji3g+cq4IFKAt2nV1dYRCIZKTk0/7gf7HP97ntdc2\nkppagN8fZPfuIg4d2gXsIRTyI8thmEzRWK0xREbmoqpWXK6VCIKBmJgZBAKVNDfvR5ZTMBo9jBrV\nhz59gixaNB+3243VamXQoEG92qnquzhb86GpqYny8nKcTidJSUlcccUN7NpVTkuLTCCQjiZQONCc\nMz/HbI5AUSQcDjM5OfnY7RGEQoe5777rKSi45JT7/0/cbjdtbW0kJCTom5pvoafWiPb2dj78cBmf\nfLKZnTt34vVKVFaWEQrlo2kRG4//HYkgSKSmDkMQoK1tOU8+eQO33vqLLo/hC1pbW3G73cTFxfWK\n6Kye5qwJFIFAgMmTp7Fhw140rUQsWkpdBc1jOwpB6MRsbmL8+IGsXLn0lB2qdLqP3ihQeL1e1qxZ\ny4YNO7DZLEydOoHRo0d3m10xGAzy7LMvsGHDAYJBJ8XFhdjtFnJyLmf16iUEAonIchlGo4Ik2QkL\n609T01FMpkoiI6djNqfg9ZbT1rYFk6mVJ564F6vVxvvv/xtVjUJRfMTHSzzyyPxzLmTwTM8HWZZ5\n+eW/sGLFBkQxGlnuwOkMsWtXKW1tqbhc2wkEWtGibeyAiCRlIUlWRo/OoqWlhIEDvYwfP5bp0y89\nrzOJ9hZ6eo3w+XzMnn0d+/bV4XKJ+P1mtAyZIbQoDy+CEIHdHovJ1Epq6gBycqJ59VW9vPyZ4qxE\neaiqypQpM9m4sQWYjbYoNKClJx6GpqE4it1ewQsvPM4NN1x/Tu7idM4cHo+HBx54jJKSAOHh6YRC\nATZt+gtz5hRz220/75YFwmg08sAD87n66mO89dZiPJ50hg6dRSCghTAHg3tQ1eGIYgKSZMDtPkAw\neJThwy9FUTpoavoUh8NKVtZliGI7RqOBd95ZS1LSDEwmbffich3j4Yef4bXXXtAjlv6Djz9eydKl\nu+jT5/Lj2UdVDh3aRHn5v5DlBkKhSGAcWjrzOqAKk0nF4QgjKioKq9XMvff+nFGjLoxiSzoara3N\nQCKyXIjmU3MxmsBZDWxDVQOEhcUjCIm43Y2UlrYTCAR0jdNZplsFim3btrF16zFE8QoUxYiqysAX\njnKHEMWxiGIz99//K2666cbu7FrnPGHNmrWUlARJTf0y5DI6uh/Ll69g+vTJpKWldUs/giDQv39/\n+vXrT2SkgChKmM0SJpOAqiYjCAmAEUEIQ1EyEMUinM44+vX78kWmxbKvYNu2YsLCsk8IE9qY06iq\nKmX37t36y+8/+OCDfxIbm4fBoJk4tfswio0bF6MoZmAComgFZBTFCZiRpFbM5nTq6/cyZIiBnJyc\nnvwJOmcZi8VCRkYfjh5tR1ECQCaiGIuqgqqagbGI4n4slqGYzWF0dByiqWmHLsj3AN2mHggGg6xa\ntQpVTcRksh3fSUrHu4gDGlGUFYwYEcn999/bXd3qnGd89tl2wsPTv/KZKEqoaiJFRcXd3t/Agf0J\nBMqPp1cGu92ExZIG1KGqNfj9hzGb3WRm5tPcXIjPp+W9UFWFmppdZGbGEAqpWK3fjDBRVTttbW3d\nPuZzGZer5RvXyu9vxWIJByIQBBFFCaGqAoJgB6z4/Yfx+VaSn2/hqace0v2tLkB++ctfIIpHUNWI\n41VFK1HVCjSTRwIgI8v+43PHhNlsJRgM9vCoLzy6rKEIhUIsWvQY7767iqamBoLBCATBj8EgASqq\nakBVg0CISy/N4V//Wq6Hhup8J1arBVkOfMt/QphMXX+R1NbW8t57S1m79nMqKqowGEw0N7dy5EgJ\nF110GWazEbs9RHR0BLGxMTidYaSmplJfv5YpU0azceNqmpstyLKHESMy+O//vo+//e19Vq4sx2b7\nMp5cKxzW0G0alfOFrKyBHD5cTkzMl0KjqqrHNUMhPB7P8c9AFAWMRpHwcDuLFt3GnXfe1lPD1ulh\n8vPzuemm2fzud+8QDLYjCOLx94qIwSCjqkFCoTb8/jbS0+MJD0/Uzek9QJcECkVRuOyyuXz22WEM\nhngslhHADvz+I5jNGUiSmUDAg6LsZNy4LP797xX6TdY5KdOmTWDr1reIikpFFLXp6fO1IUl15OXl\ndanturo67r57Ea2tsRw61EAgMAhVddC3bxSq2sSBAx+SkZGMyVRPnz7TqK11UVPTSFNTGenpLfzy\nl3dw++0y1dXVhIWFERcXB8DcuTNZu/ZhamqMxMUNIBDw0NCwkwkTMunfv3+Xr8n5xPXX/5j77nuG\nxkaFyMhUvN4WGhu343QaqapqAo4iCAmoqoSi+FCUA1x33XTuuOPWnh66Tg8iCAKjR+ciSa8TDFai\nqgMQxTgUpQZZ3kZkZDLjx+dis9moqytk8uSLdWf/HqBLxcGeeOIZ1q2rwGichsFgx+utwmyOwO/f\nQiBQgtHoRJJqGT06jdWrP9aFiV5Abyn8813k5+dz2WVFrFr1MaqaBASQpDruued6YmJivvf8k7Fk\nyXI6O1MQRZVgMJ6wsCxAobq6nAkTRhEdbeKmm0axbdsOXn/9ZSQpDVFUEEU3HR1xlJaWkpmZSXr6\nV00yiYmJPP/8IhYvfo+tW5cRFubg5psnMXfu5b3ey/xsz4fBgwfz3HP38/bb77Nv30dER0fyk5+M\n4ve/P4AsVwNlqGozWoGwchwOE05nTK+/jucTvXGNWLNmLQsWvIDROJ5AoAJF2YWiCIiiB2hCUQZS\nU7Mbh8NLWpqVG274aZf60/kqZ7w42Pbt27nmmnsoLx+AzTYQQdCEhUBgH1ZrB8FgIffccyMzZswg\nLy9PXxB6KT0dEvZtqKrKkSNHKC4uxmw2k5eXd0Ib0BVuuOFXKMooSku3UlYmI0mJGAxGQqFOhg3r\ni9HYyYgRCrt27cdgyCMQ6ESSzEREpNDcXEZaWjPPPfdYN/zC3svZng8ul4u3336bRYteJRi8FFG0\nIcv1CILm0yJJWykoyGPp0jdPuw+drtGTa0QoFKKwsJAFC57k2LEk2tujkWUr0IosV2A0NmG3JxEW\nVsvcuaO54oo55OTk6NqJM0y3hY0qisKLL77GG2+8T2OjE1kO0tnpxmoNx2AwIkkp+HybiI+PY+HC\nhfqN1TllBEFgwIAB3Z5jICIinMpKFzU1e3G5jEiSHQgAnShKMn6/C5stFr/fQlLSV6sARkensZiW\ndI8AAAUOSURBVG/fdvx+vx6K1k0sXbqMV1/9gIYGDx6PiKJI2GwWLJZBAASD7cgyOBw/LEW7zvlF\nbW0tCxc+zdGjbg4caMfvD+H3d2A0mpGkGEQxmlDoYwShjZiYZKZNm9Jls6hO1zhlG8T69etZunQn\nCQmXEBYWgcnkRFE68HpbUVUFWe5Eluv5yU9m6MKETq9izpwp7N+/jEAgCZMphCAEEIRYFMXBkSNF\nmM01TJp0CbLs/Yb0HQz6MJslfU53EwcPHuTllz8iNnYGAwfOwmIREYQgXm8HiiKjKAFUtQGjUWDu\n3Kk9PVyds4yqqjz99Au4XCmkpEzGYrERGdkfVW0nEGhBVRVUNYCidGCxBIiLExk5cmRPD/uC55QF\nimXLPiUyMpvY2AEYjW5iYyMwmQQUpRaPp4RgcB0TJgzg0UcfPhPj1dE5bcaMGYPZrCIIMTgcQ4Bd\nKMoqIiJK8Hq3Mn/+zWRnZzNoUAINDQdOnKel/C5kxoyJeoRSN7F69XokKQOTyYbdHklq6kBsthpU\ntR6v9xDB4FGMxqMUFAzj8stn9/Rwdc4ylZWVlJY2EReXidUaSWRkBKpaT1xcXwShAZ/vEF7vp9hs\nPrKyYnjssfk4HI6eHvYFzylvt9raOjCZbEiSmREjZlBYuJLY2Eja2lqIjW3lZz+7moULf6M7YOr0\nOoLBIElJKVx00Vja2towGEZgtQoIgoDb/TnJyckIgsBvfnMXCxc+TVVVJaoaDjSRk5PCtdde3dM/\n4byhtbUDo/FLU0Zu7ixk+UMaG2sJC3MQH28gNzebZ599XNcKXYB4PB5E0XLC9y47exo7diyls7MG\nh6ODzMwIEhP7ctddTzBq1CjdDNlLOOUndfTobD76qBSbLYqoqFQKCm6ioeEQ9fXr+dOffq/bsHR6\nLTabjfT0ZOrqGklISD3xucfjxuGQSU7W/CYSEhJ48cXfUVRURHNzMykpKQwaNEh3LO5G8vKy2bhx\nFaBFzFitEYwd+zMOHPgrP/1pAQUFBWRmZurX/AKlX79+GI0efL52LJYwbLZIxo27jtLSDcTGNvLo\now/o86MXcspRHk1NTdx990Lc7jiiotIJBDy0tBQxZ04ut99+bpduvhDpjVEeZ5K9e/fywAO/QxAG\nERGRTEdHIx5PMQsWXMekSQXf38B5ztmaDz6fj3vvfYQjRyA6OhNFkWlu3kdeXjS//e2DummpF9FT\na8SqVf/khRfew26/CJstitbWagThEM8++wADBw7scvs6p0+3Vhttamriww+Xs2XLHsLDHcyefSkT\nJ07UzRznIBeaQAFQWlrK++8vp6TkGCkpCVx11WVkZ2f39LB6BWdzPnR0dPDxx6v49NPPkSSJ6dPH\nM23aVF193cvoyTVi586dfPDBSmprGxkyJJ2rrpp9zlXwPR85a+XLdc4tLkSBQue70eeDztfR54TO\n1/mue3xGVAqnk2XtbJ1zvvbV1cx2Z5PuGGtvaaO72uktbZxNujrerpyvn9u76U3PQ28ZS29p42To\nAsV50te5tGD0lgdDX3B6Fl2gODfO7Ql60/PQW8bSW9o4GbrTg46Ojo6Ojk6X0QUKHR0dHR0dna6j\nnoT09HQV0I/z+EhPTz/ZFNDnxAV26PNBP/Q5oR+nOydOGuWho6Ojo6Ojo/ND0E0eOjo6Ojo6Ol1G\nFyh0dHR0dHR0uowuUOjo6Ojo6Oh0GV2g0NHR0dHR0ekyukCho6Ojo6Oj02X+D9XaoMok0QPcAAAA\nAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10628a190>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# Custom Plugins:\n",
      "## Just write a bit of Python + JS"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from mpld3 import plugins, utils\n",
      "\n",
      "\n",
      "class HighlightLines(plugins.PluginBase):\n",
      "    \"\"\"A plugin to highlight lines on hover\"\"\"\n",
      "\n",
      "    JAVASCRIPT = \"\"\"\n",
      "    mpld3.register_plugin(\"linehighlight\", LineHighlightPlugin);\n",
      "    LineHighlightPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
      "    LineHighlightPlugin.prototype.constructor = LineHighlightPlugin;\n",
      "    LineHighlightPlugin.prototype.requiredProps = [\"line_ids\"];\n",
      "    LineHighlightPlugin.prototype.defaultProps = {alpha_bg:0.3, alpha_fg:1.0}\n",
      "    function LineHighlightPlugin(fig, props){\n",
      "        mpld3.Plugin.call(this, fig, props);\n",
      "    };\n",
      "\n",
      "    LineHighlightPlugin.prototype.draw = function(){\n",
      "      for(var i=0; i<this.props.line_ids.length; i++){\n",
      "         var obj = mpld3.get_element(this.props.line_ids[i]),\n",
      "             alpha_fg = this.props.alpha_fg;\n",
      "             alpha_bg = this.props.alpha_bg;\n",
      "         obj.elements()\n",
      "             .on(\"mouseover\", function(d, i){\n",
      "                            d3.select(this).transition().duration(50)\n",
      "                              .style(\"stroke-opacity\", alpha_fg); })\n",
      "             .on(\"mouseout\", function(d, i){\n",
      "                            d3.select(this).transition().duration(200)\n",
      "                              .style(\"stroke-opacity\", alpha_bg); });\n",
      "      }\n",
      "    };\n",
      "    \"\"\"\n",
      "    def __init__(self, lines):\n",
      "        self.lines = lines\n",
      "        self.dict_ = {\"type\": \"linehighlight\",\n",
      "                      \"line_ids\": [utils.get_id(line) for line in lines],\n",
      "                      \"alpha_bg\": lines[0].get_alpha(),\n",
      "                      \"alpha_fg\": 1.0}\n",
      "\n",
      "\n",
      "x = np.linspace(0, 10, 100)\n",
      "y = 0.1 * (np.random.random((50, 100)) - 0.5)\n",
      "y = y.cumsum(1)\n",
      "\n",
      "fig, ax = plt.subplots(subplot_kw={'xticks': [], 'yticks': []})\n",
      "lines = ax.plot(x, y.T, color='blue', lw=4, alpha=0.1)\n",
      "plugins.connect(fig, HighlightLines(lines))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el3233344436387362669816364\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
        "  s.src = url;\n",
        "  s.async = true;\n",
        "  s.onreadystatechange = s.onload = callback;\n",
        "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
        "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
        "   // already loaded: just create the figure\n",
        "   !function(mpld3){\n",
        "       \n",
        "    mpld3.register_plugin(\"linehighlight\", LineHighlightPlugin);\n",
        "    LineHighlightPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    LineHighlightPlugin.prototype.constructor = LineHighlightPlugin;\n",
        "    LineHighlightPlugin.prototype.requiredProps = [\"line_ids\"];\n",
        "    LineHighlightPlugin.prototype.defaultProps = {alpha_bg:0.3, alpha_fg:1.0}\n",
        "    function LineHighlightPlugin(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    LineHighlightPlugin.prototype.draw = function(){\n",
        "      for(var i=0; i<this.props.line_ids.length; i++){\n",
        "         var obj = mpld3.get_element(this.props.line_ids[i]),\n",
        "             alpha_fg = this.props.alpha_fg;\n",
        "             alpha_bg = this.props.alpha_bg;\n",
        "         obj.elements()\n",
        "             .on(\"mouseover\", function(d, i){\n",
        "                            d3.select(this).transition().duration(50)\n",
        "                              .style(\"stroke-opacity\", alpha_fg); })\n",
        "             .on(\"mouseout\", function(d, i){\n",
        "                            d3.select(this).transition().duration(200)\n",
        "                              .style(\"stroke-opacity\", alpha_bg); });\n",
        "      }\n",
        "    };\n",
        "    \n",
        "       mpld3.draw_figure(\"fig_el3233344436387362669816364\", {\"axes\": [{\"xlim\": [0.0, 10.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 10.0], \"ylim\": [-0.7558222626379153, 0.80744991038912051], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": \"\", \"grid\": {\"gridOn\": false}, \"fontsize\": null, \"position\": \"bottom\", \"nticks\": 0, \"tickvalues\": []}, {\"scale\": \"linear\", \"tickformat\": \"\", \"grid\": {\"gridOn\": false}, \"fontsize\": null, \"position\": \"left\", \"nticks\": 0, \"tickvalues\": []}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334438122448\"}, {\"color\": \"#0000FF\", \"yindex\": 2, \"coordinates\": \"data\", \"dasharray\": \"10,0\", 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        "   }(mpld3);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
        "    mpld3.register_plugin(\"linehighlight\", LineHighlightPlugin);\n",
        "    LineHighlightPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    LineHighlightPlugin.prototype.constructor = LineHighlightPlugin;\n",
        "    LineHighlightPlugin.prototype.requiredProps = [\"line_ids\"];\n",
        "    LineHighlightPlugin.prototype.defaultProps = {alpha_bg:0.3, alpha_fg:1.0}\n",
        "    function LineHighlightPlugin(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    LineHighlightPlugin.prototype.draw = function(){\n",
        "      for(var i=0; i<this.props.line_ids.length; i++){\n",
        "         var obj = mpld3.get_element(this.props.line_ids[i]),\n",
        "             alpha_fg = this.props.alpha_fg;\n",
        "             alpha_bg = this.props.alpha_bg;\n",
        "         obj.elements()\n",
        "             .on(\"mouseover\", function(d, i){\n",
        "                            d3.select(this).transition().duration(50)\n",
        "                              .style(\"stroke-opacity\", alpha_fg); })\n",
        "             .on(\"mouseout\", function(d, i){\n",
        "                            d3.select(this).transition().duration(200)\n",
        "                              .style(\"stroke-opacity\", alpha_bg); });\n",
        "      }\n",
        "    };\n",
        "    \n",
        "         mpld3.draw_figure(\"fig_el3233344436387362669816364\", {\"axes\": [{\"xlim\": [0.0, 10.0], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [], \"zoomable\": true, \"images\": [], \"xdomain\": [0.0, 10.0], \"ylim\": [-0.7558222626379153, 0.80744991038912051], \"paths\": [], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": \"\", \"grid\": {\"gridOn\": false}, \"fontsize\": null, \"position\": \"bottom\", \"nticks\": 0, \"tickvalues\": []}, {\"scale\": \"linear\", \"tickformat\": \"\", \"grid\": {\"gridOn\": false}, \"fontsize\": null, \"position\": \"left\", \"nticks\": 0, \"tickvalues\": []}], \"lines\": [{\"color\": \"#0000FF\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334438122448\"}, {\"color\": \"#0000FF\", \"yindex\": 2, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445464400\"}, {\"color\": \"#0000FF\", \"yindex\": 3, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445464976\"}, {\"color\": \"#0000FF\", \"yindex\": 4, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445465424\"}, {\"color\": \"#0000FF\", \"yindex\": 5, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445465872\"}, {\"color\": \"#0000FF\", \"yindex\": 6, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445466320\"}, {\"color\": \"#0000FF\", \"yindex\": 7, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445483216\"}, {\"color\": \"#0000FF\", \"yindex\": 8, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445483664\"}, {\"color\": \"#0000FF\", \"yindex\": 9, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445484112\"}, {\"color\": \"#0000FF\", \"yindex\": 10, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445484560\"}, {\"color\": \"#0000FF\", \"yindex\": 11, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445485008\"}, {\"color\": \"#0000FF\", \"yindex\": 12, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445485456\"}, {\"color\": \"#0000FF\", \"yindex\": 13, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445485904\"}, {\"color\": \"#0000FF\", \"yindex\": 14, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445486352\"}, {\"color\": \"#0000FF\", \"yindex\": 15, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445486800\"}, {\"color\": \"#0000FF\", \"yindex\": 16, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445503696\"}, {\"color\": \"#0000FF\", \"yindex\": 17, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445504144\"}, {\"color\": \"#0000FF\", \"yindex\": 18, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445504592\"}, {\"color\": \"#0000FF\", \"yindex\": 19, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445505040\"}, {\"color\": \"#0000FF\", \"yindex\": 20, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445505488\"}, {\"color\": \"#0000FF\", \"yindex\": 21, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445505936\"}, {\"color\": \"#0000FF\", \"yindex\": 22, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445506384\"}, {\"color\": \"#0000FF\", \"yindex\": 23, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445506832\"}, {\"color\": \"#0000FF\", \"yindex\": 24, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445507280\"}, {\"color\": \"#0000FF\", \"yindex\": 25, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 0.1, \"xindex\": 0, \"linewidth\": 4, \"data\": \"data01\", \"id\": \"el323334445520080\"}, {\"color\": 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        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
        "    mpld3.register_plugin(\"linehighlight\", LineHighlightPlugin);\n",
        "    LineHighlightPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    LineHighlightPlugin.prototype.constructor = LineHighlightPlugin;\n",
        "    LineHighlightPlugin.prototype.requiredProps = [\"line_ids\"];\n",
        "    LineHighlightPlugin.prototype.defaultProps = {alpha_bg:0.3, alpha_fg:1.0}\n",
        "    function LineHighlightPlugin(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    LineHighlightPlugin.prototype.draw = function(){\n",
        "      for(var i=0; i<this.props.line_ids.length; i++){\n",
        "         var obj = mpld3.get_element(this.props.line_ids[i]),\n",
        "             alpha_fg = this.props.alpha_fg;\n",
        "             alpha_bg = this.props.alpha_bg;\n",
        "         obj.elements()\n",
        "             .on(\"mouseover\", function(d, i){\n",
        "                            d3.select(this).transition().duration(50)\n",
        "                              .style(\"stroke-opacity\", alpha_fg); })\n",
        "             .on(\"mouseout\", function(d, i){\n",
        "                            d3.select(this).transition().duration(200)\n",
        "                              .style(\"stroke-opacity\", alpha_bg); });\n",
        "      }\n",
        "    };\n",
        "    \n",
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        "            })\n",
        "         });\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
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r4K5oFuwWx7y25s/v4sLXSByffN4FjTodXXdsHW829XkorT1kmdP9mVuaomJ2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y2lXk9bBPvkk8AMPW+V+qmp6LxD7XP9pDEJ+Yuk4O+5EYfjG4361+rhYRQeRb3z85GZ9H2/e5yb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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x108dc8bd0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# from http://mpld3.github.io/examples/heart_path.html\n",
      "\n",
      "import matplotlib as mpl\n",
      "import matplotlib.path as mpath\n",
      "import matplotlib.patches as mpatches\n",
      "\n",
      "class LinkedDragPlugin(plugins.PluginBase):\n",
      "    JAVASCRIPT = r\"\"\"\n",
      "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
      "    DragPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
      "    DragPlugin.prototype.constructor = DragPlugin;\n",
      "    DragPlugin.prototype.requiredProps = [\"idpts\", \"idline\", \"idpatch\"];\n",
      "    DragPlugin.prototype.defaultProps = {}\n",
      "    function DragPlugin(fig, props){\n",
      "        mpld3.Plugin.call(this, fig, props);\n",
      "    };\n",
      "\n",
      "    DragPlugin.prototype.draw = function(){\n",
      "        var patchobj = mpld3.get_element(this.props.idpatch, this.fig);\n",
      "        var ptsobj = mpld3.get_element(this.props.idpts, this.fig);\n",
      "        var lineobj = mpld3.get_element(this.props.idline, this.fig);\n",
      "\n",
      "        var drag = d3.behavior.drag()\n",
      "            .origin(function(d) { return {x:ptsobj.ax.x(d[0]),\n",
      "                                          y:ptsobj.ax.y(d[1])}; })\n",
      "            .on(\"dragstart\", dragstarted)\n",
      "            .on(\"drag\", dragged)\n",
      "            .on(\"dragend\", dragended);\n",
      "\n",
      "        lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
      "        patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
      "                                                  patchobj.pathcodes));\n",
      "        lineobj.data = ptsobj.offsets;\n",
      "        patchobj.data = ptsobj.offsets;\n",
      "\n",
      "        ptsobj.elements()\n",
      "           .data(ptsobj.offsets)\n",
      "           .style(\"cursor\", \"default\")\n",
      "           .call(drag);\n",
      "\n",
      "        function dragstarted(d) {\n",
      "          d3.event.sourceEvent.stopPropagation();\n",
      "          d3.select(this).classed(\"dragging\", true);\n",
      "        }\n",
      "\n",
      "        function dragged(d, i) {\n",
      "          d[0] = ptsobj.ax.x.invert(d3.event.x);\n",
      "          d[1] = ptsobj.ax.y.invert(d3.event.y);\n",
      "          d3.select(this)\n",
      "            .attr(\"transform\", \"translate(\" + [d3.event.x,d3.event.y] + \")\");\n",
      "          lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
      "          patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
      "                                                    patchobj.pathcodes));\n",
      "        }\n",
      "\n",
      "        function dragended(d, i) {\n",
      "          d3.select(this).classed(\"dragging\", false);\n",
      "        }\n",
      "    }\n",
      "\n",
      "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
      "    \"\"\"\n",
      "\n",
      "    def __init__(self, points, line, patch):\n",
      "        if isinstance(points, mpl.lines.Line2D):\n",
      "            suffix = \"pts\"\n",
      "        else:\n",
      "            suffix = None\n",
      "\n",
      "        self.dict_ = {\"type\": \"drag\",\n",
      "                      \"idpts\": utils.get_id(points, suffix),\n",
      "                      \"idline\": utils.get_id(line),\n",
      "                      \"idpatch\": utils.get_id(patch)}\n",
      "\n",
      "\n",
      "fig, ax = plt.subplots(figsize=(8, 6))\n",
      "\n",
      "Path = mpath.Path\n",
      "path_data = [\n",
      "    (Path.MOVETO, (1.58, -2.57)),\n",
      "    (Path.CURVE4, (0.35, -1.1)),\n",
      "    (Path.CURVE4, (-1.75, 2.0)),\n",
      "    (Path.CURVE4, (0.375, 2.0)),\n",
      "    (Path.LINETO, (0.85, 1.15)),\n",
      "    (Path.CURVE4, (2.2, 3.2)),\n",
      "    (Path.CURVE4, (3, 0.05)),\n",
      "    (Path.CURVE4, (2.0, -0.5)),\n",
      "    (Path.CLOSEPOLY, (1.58, -2.57)),\n",
      "    ]\n",
      "codes, verts = zip(*path_data)\n",
      "path = mpath.Path(verts, codes)\n",
      "patch = mpatches.PathPatch(path, facecolor='r', alpha=0.5)\n",
      "ax.add_patch(patch)\n",
      "\n",
      "# plot control points and connecting lines\n",
      "x, y = zip(*path.vertices[:-1])\n",
      "points = ax.plot(x, y, 'go', ms=10)\n",
      "line = ax.plot(x, y, '-k')\n",
      "\n",
      "ax.grid(True, color='gray', alpha=0.5)\n",
      "ax.axis('equal')\n",
      "ax.set_title(\"Drag Points to Change Path\", fontsize=18)\n",
      "\n",
      "plugins.connect(fig, LinkedDragPlugin(points[0], line[0], patch))"
     ],
     "language": "python",
     "metadata": {
      "slideshow": {
       "slide_type": "subslide"
      }
     },
     "outputs": [
      {
       "html": [
        "\n",
        "\n",
        "<style>\n",
        "\n",
        "</style>\n",
        "\n",
        "<div id=\"fig_el3233344678439209540266836\"></div>\n",
        "<script>\n",
        "function mpld3_load_lib(url, callback){\n",
        "  var s = document.createElement('script');\n",
        "  s.src = url;\n",
        "  s.async = true;\n",
        "  s.onreadystatechange = s.onload = callback;\n",
        "  s.onerror = function(){console.warn(\"failed to load library \" + url);};\n",
        "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "}\n",
        "\n",
        "if(typeof(mpld3) !== \"undefined\" && mpld3._mpld3IsLoaded){\n",
        "   // already loaded: just create the figure\n",
        "   !function(mpld3){\n",
        "       \n",
        "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
        "    DragPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    DragPlugin.prototype.constructor = DragPlugin;\n",
        "    DragPlugin.prototype.requiredProps = [\"idpts\", \"idline\", \"idpatch\"];\n",
        "    DragPlugin.prototype.defaultProps = {}\n",
        "    function DragPlugin(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    DragPlugin.prototype.draw = function(){\n",
        "        var patchobj = mpld3.get_element(this.props.idpatch, this.fig);\n",
        "        var ptsobj = mpld3.get_element(this.props.idpts, this.fig);\n",
        "        var lineobj = mpld3.get_element(this.props.idline, this.fig);\n",
        "\n",
        "        var drag = d3.behavior.drag()\n",
        "            .origin(function(d) { return {x:ptsobj.ax.x(d[0]),\n",
        "                                          y:ptsobj.ax.y(d[1])}; })\n",
        "            .on(\"dragstart\", dragstarted)\n",
        "            .on(\"drag\", dragged)\n",
        "            .on(\"dragend\", dragended);\n",
        "\n",
        "        lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
        "        patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
        "                                                  patchobj.pathcodes));\n",
        "        lineobj.data = ptsobj.offsets;\n",
        "        patchobj.data = ptsobj.offsets;\n",
        "\n",
        "        ptsobj.elements()\n",
        "           .data(ptsobj.offsets)\n",
        "           .style(\"cursor\", \"default\")\n",
        "           .call(drag);\n",
        "\n",
        "        function dragstarted(d) {\n",
        "          d3.event.sourceEvent.stopPropagation();\n",
        "          d3.select(this).classed(\"dragging\", true);\n",
        "        }\n",
        "\n",
        "        function dragged(d, i) {\n",
        "          d[0] = ptsobj.ax.x.invert(d3.event.x);\n",
        "          d[1] = ptsobj.ax.y.invert(d3.event.y);\n",
        "          d3.select(this)\n",
        "            .attr(\"transform\", \"translate(\" + [d3.event.x,d3.event.y] + \")\");\n",
        "          lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
        "          patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
        "                                                    patchobj.pathcodes));\n",
        "        }\n",
        "\n",
        "        function dragended(d, i) {\n",
        "          d3.select(this).classed(\"dragging\", false);\n",
        "        }\n",
        "    }\n",
        "\n",
        "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
        "    \n",
        "       mpld3.draw_figure(\"fig_el3233344678439209540266836\", {\"axes\": [{\"xlim\": [-4.166666666666667, 5.166666666666667], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Drag Points to Change Path\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 18.0, \"position\": [0.5, 1.0149342891278375], \"rotation\": -0.0, \"id\": \"el323334467948944\"}], \"zoomable\": true, \"images\": [], \"xdomain\": [-4.166666666666667, 5.166666666666667], \"ylim\": [-3.0, 4.0], \"paths\": [{\"edgecolor\": \"#000000\", \"facecolor\": \"#FF0000\", \"edgewidth\": 1.0, \"pathcodes\": [\"M\", \"C\", \"L\", \"C\", \"Z\"], \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 1, \"alpha\": 0.5, \"xindex\": 0, \"data\": \"data01\", \"id\": \"el323334467843536\"}], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#808080\", \"alpha\": 0.5, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#808080\", \"alpha\": 0.5, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 8, \"tickvalues\": null}], \"lines\": [{\"color\": \"#000000\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 1.0, \"data\": \"data01\", \"id\": \"el323334464464528\"}], \"markers\": [{\"edgecolor\": \"#000000\", \"facecolor\": \"#007F00\", \"edgewidth\": 0.5, \"yindex\": 1, \"coordinates\": \"data\", \"zorder\": 2, \"markerpath\": [[[0.0, 5.0], [1.3260155, 5.0], [2.597899353924267, 4.473168457941209], [3.5355339059327378, 3.5355339059327378], [4.473168457941209, 2.597899353924267], [5.0, 1.3260155], [5.0, 0.0], [5.0, -1.3260155], [4.473168457941209, -2.597899353924267], [3.5355339059327378, -3.5355339059327378], [2.597899353924267, -4.473168457941209], [1.3260155, -5.0], [0.0, -5.0], [-1.3260155, -5.0], [-2.597899353924267, -4.473168457941209], [-3.5355339059327378, -3.5355339059327378], [-4.473168457941209, -2.597899353924267], [-5.0, -1.3260155], [-5.0, 0.0], [-5.0, 1.3260155], [-4.473168457941209, 2.597899353924267], [-3.5355339059327378, 3.5355339059327378], [-2.597899353924267, 4.473168457941209], [-1.3260155, 5.0], [0.0, 5.0]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]], \"alpha\": 1, \"xindex\": 0, \"data\": \"data01\", \"id\": \"el323334464465488pts\"}], \"id\": \"el323334467846096\", \"ydomain\": [-3.0, 4.0], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 480.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"idpatch\": \"el323334467843536\", \"idline\": \"el323334464464528\", \"type\": \"drag\", \"idpts\": \"el323334464465488pts\"}], \"data\": {\"data01\": [[1.58, -2.57], [0.35, -1.1], [-1.75, 2.0], [0.375, 2.0], [0.85, 1.15], [2.2, 3.2], [3.0, 0.05], [2.0, -0.5]]}, \"id\": \"el323334467843920\"});\n",
        "   }(mpld3);\n",
        "}else if(typeof define === \"function\" && define.amd){\n",
        "   // require.js is available: use it to load d3/mpld3\n",
        "   require.config({paths: {d3: \"https://mpld3.github.io/js/d3.v3.min\"}});\n",
        "   require([\"d3\"], function(d3){\n",
        "      window.d3 = d3;\n",
        "      mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "         \n",
        "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
        "    DragPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    DragPlugin.prototype.constructor = DragPlugin;\n",
        "    DragPlugin.prototype.requiredProps = [\"idpts\", \"idline\", \"idpatch\"];\n",
        "    DragPlugin.prototype.defaultProps = {}\n",
        "    function DragPlugin(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    DragPlugin.prototype.draw = function(){\n",
        "        var patchobj = mpld3.get_element(this.props.idpatch, this.fig);\n",
        "        var ptsobj = mpld3.get_element(this.props.idpts, this.fig);\n",
        "        var lineobj = mpld3.get_element(this.props.idline, this.fig);\n",
        "\n",
        "        var drag = d3.behavior.drag()\n",
        "            .origin(function(d) { return {x:ptsobj.ax.x(d[0]),\n",
        "                                          y:ptsobj.ax.y(d[1])}; })\n",
        "            .on(\"dragstart\", dragstarted)\n",
        "            .on(\"drag\", dragged)\n",
        "            .on(\"dragend\", dragended);\n",
        "\n",
        "        lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
        "        patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
        "                                                  patchobj.pathcodes));\n",
        "        lineobj.data = ptsobj.offsets;\n",
        "        patchobj.data = ptsobj.offsets;\n",
        "\n",
        "        ptsobj.elements()\n",
        "           .data(ptsobj.offsets)\n",
        "           .style(\"cursor\", \"default\")\n",
        "           .call(drag);\n",
        "\n",
        "        function dragstarted(d) {\n",
        "          d3.event.sourceEvent.stopPropagation();\n",
        "          d3.select(this).classed(\"dragging\", true);\n",
        "        }\n",
        "\n",
        "        function dragged(d, i) {\n",
        "          d[0] = ptsobj.ax.x.invert(d3.event.x);\n",
        "          d[1] = ptsobj.ax.y.invert(d3.event.y);\n",
        "          d3.select(this)\n",
        "            .attr(\"transform\", \"translate(\" + [d3.event.x,d3.event.y] + \")\");\n",
        "          lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
        "          patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
        "                                                    patchobj.pathcodes));\n",
        "        }\n",
        "\n",
        "        function dragended(d, i) {\n",
        "          d3.select(this).classed(\"dragging\", false);\n",
        "        }\n",
        "    }\n",
        "\n",
        "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
        "    \n",
        "         mpld3.draw_figure(\"fig_el3233344678439209540266836\", {\"axes\": [{\"xlim\": [-4.166666666666667, 5.166666666666667], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Drag Points to Change Path\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 18.0, \"position\": [0.5, 1.0149342891278375], \"rotation\": -0.0, \"id\": \"el323334467948944\"}], \"zoomable\": true, \"images\": [], \"xdomain\": [-4.166666666666667, 5.166666666666667], \"ylim\": [-3.0, 4.0], \"paths\": [{\"edgecolor\": \"#000000\", \"facecolor\": \"#FF0000\", \"edgewidth\": 1.0, \"pathcodes\": [\"M\", \"C\", \"L\", \"C\", \"Z\"], \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 1, \"alpha\": 0.5, \"xindex\": 0, \"data\": \"data01\", \"id\": \"el323334467843536\"}], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#808080\", \"alpha\": 0.5, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#808080\", \"alpha\": 0.5, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 8, \"tickvalues\": null}], \"lines\": [{\"color\": \"#000000\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 1.0, \"data\": \"data01\", \"id\": \"el323334464464528\"}], \"markers\": [{\"edgecolor\": \"#000000\", \"facecolor\": \"#007F00\", \"edgewidth\": 0.5, \"yindex\": 1, \"coordinates\": \"data\", \"zorder\": 2, \"markerpath\": [[[0.0, 5.0], [1.3260155, 5.0], [2.597899353924267, 4.473168457941209], [3.5355339059327378, 3.5355339059327378], [4.473168457941209, 2.597899353924267], [5.0, 1.3260155], [5.0, 0.0], [5.0, -1.3260155], [4.473168457941209, -2.597899353924267], [3.5355339059327378, -3.5355339059327378], [2.597899353924267, -4.473168457941209], [1.3260155, -5.0], [0.0, -5.0], [-1.3260155, -5.0], [-2.597899353924267, -4.473168457941209], [-3.5355339059327378, -3.5355339059327378], [-4.473168457941209, -2.597899353924267], [-5.0, -1.3260155], [-5.0, 0.0], [-5.0, 1.3260155], [-4.473168457941209, 2.597899353924267], [-3.5355339059327378, 3.5355339059327378], [-2.597899353924267, 4.473168457941209], [-1.3260155, 5.0], [0.0, 5.0]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]], \"alpha\": 1, \"xindex\": 0, \"data\": \"data01\", \"id\": \"el323334464465488pts\"}], \"id\": \"el323334467846096\", \"ydomain\": [-3.0, 4.0], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 480.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"idpatch\": \"el323334467843536\", \"idline\": \"el323334464464528\", \"type\": \"drag\", \"idpts\": \"el323334464465488pts\"}], \"data\": {\"data01\": [[1.58, -2.57], [0.35, -1.1], [-1.75, 2.0], [0.375, 2.0], [0.85, 1.15], [2.2, 3.2], [3.0, 0.05], [2.0, -0.5]]}, \"id\": \"el323334467843920\"});\n",
        "      });\n",
        "    });\n",
        "}else{\n",
        "    // require.js not available: dynamically load d3 & mpld3\n",
        "    mpld3_load_lib(\"https://mpld3.github.io/js/d3.v3.min.js\", function(){\n",
        "         mpld3_load_lib(\"https://mpld3.github.io/js/mpld3.v0.2.js\", function(){\n",
        "                 \n",
        "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
        "    DragPlugin.prototype = Object.create(mpld3.Plugin.prototype);\n",
        "    DragPlugin.prototype.constructor = DragPlugin;\n",
        "    DragPlugin.prototype.requiredProps = [\"idpts\", \"idline\", \"idpatch\"];\n",
        "    DragPlugin.prototype.defaultProps = {}\n",
        "    function DragPlugin(fig, props){\n",
        "        mpld3.Plugin.call(this, fig, props);\n",
        "    };\n",
        "\n",
        "    DragPlugin.prototype.draw = function(){\n",
        "        var patchobj = mpld3.get_element(this.props.idpatch, this.fig);\n",
        "        var ptsobj = mpld3.get_element(this.props.idpts, this.fig);\n",
        "        var lineobj = mpld3.get_element(this.props.idline, this.fig);\n",
        "\n",
        "        var drag = d3.behavior.drag()\n",
        "            .origin(function(d) { return {x:ptsobj.ax.x(d[0]),\n",
        "                                          y:ptsobj.ax.y(d[1])}; })\n",
        "            .on(\"dragstart\", dragstarted)\n",
        "            .on(\"drag\", dragged)\n",
        "            .on(\"dragend\", dragended);\n",
        "\n",
        "        lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
        "        patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
        "                                                  patchobj.pathcodes));\n",
        "        lineobj.data = ptsobj.offsets;\n",
        "        patchobj.data = ptsobj.offsets;\n",
        "\n",
        "        ptsobj.elements()\n",
        "           .data(ptsobj.offsets)\n",
        "           .style(\"cursor\", \"default\")\n",
        "           .call(drag);\n",
        "\n",
        "        function dragstarted(d) {\n",
        "          d3.event.sourceEvent.stopPropagation();\n",
        "          d3.select(this).classed(\"dragging\", true);\n",
        "        }\n",
        "\n",
        "        function dragged(d, i) {\n",
        "          d[0] = ptsobj.ax.x.invert(d3.event.x);\n",
        "          d[1] = ptsobj.ax.y.invert(d3.event.y);\n",
        "          d3.select(this)\n",
        "            .attr(\"transform\", \"translate(\" + [d3.event.x,d3.event.y] + \")\");\n",
        "          lineobj.path.attr(\"d\", lineobj.datafunc(ptsobj.offsets));\n",
        "          patchobj.path.attr(\"d\", patchobj.datafunc(ptsobj.offsets,\n",
        "                                                    patchobj.pathcodes));\n",
        "        }\n",
        "\n",
        "        function dragended(d, i) {\n",
        "          d3.select(this).classed(\"dragging\", false);\n",
        "        }\n",
        "    }\n",
        "\n",
        "    mpld3.register_plugin(\"drag\", DragPlugin);\n",
        "    \n",
        "                 mpld3.draw_figure(\"fig_el3233344678439209540266836\", {\"axes\": [{\"xlim\": [-4.166666666666667, 5.166666666666667], \"yscale\": \"linear\", \"axesbg\": \"#FFFFFF\", \"texts\": [{\"v_baseline\": \"auto\", \"h_anchor\": \"middle\", \"color\": \"#000000\", \"text\": \"Drag Points to Change Path\", \"coordinates\": \"axes\", \"zorder\": 3, \"alpha\": 1, \"fontsize\": 18.0, \"position\": [0.5, 1.0149342891278375], \"rotation\": -0.0, \"id\": \"el323334467948944\"}], \"zoomable\": true, \"images\": [], \"xdomain\": [-4.166666666666667, 5.166666666666667], \"ylim\": [-3.0, 4.0], \"paths\": [{\"edgecolor\": \"#000000\", \"facecolor\": \"#FF0000\", \"edgewidth\": 1.0, \"pathcodes\": [\"M\", \"C\", \"L\", \"C\", \"Z\"], \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 1, \"alpha\": 0.5, \"xindex\": 0, \"data\": \"data01\", \"id\": \"el323334467843536\"}], \"sharey\": [], \"sharex\": [], \"axesbgalpha\": null, \"axes\": [{\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#808080\", \"alpha\": 0.5, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"bottom\", \"nticks\": 7, \"tickvalues\": null}, {\"scale\": \"linear\", \"tickformat\": null, \"grid\": {\"color\": \"#808080\", \"alpha\": 0.5, \"dasharray\": \"2,2\", \"gridOn\": true}, \"fontsize\": 10.0, \"position\": \"left\", \"nticks\": 8, \"tickvalues\": null}], \"lines\": [{\"color\": \"#000000\", \"yindex\": 1, \"coordinates\": \"data\", \"dasharray\": \"10,0\", \"zorder\": 2, \"alpha\": 1, \"xindex\": 0, \"linewidth\": 1.0, \"data\": \"data01\", \"id\": \"el323334464464528\"}], \"markers\": [{\"edgecolor\": \"#000000\", \"facecolor\": \"#007F00\", \"edgewidth\": 0.5, \"yindex\": 1, \"coordinates\": \"data\", \"zorder\": 2, \"markerpath\": [[[0.0, 5.0], [1.3260155, 5.0], [2.597899353924267, 4.473168457941209], [3.5355339059327378, 3.5355339059327378], [4.473168457941209, 2.597899353924267], [5.0, 1.3260155], [5.0, 0.0], [5.0, -1.3260155], [4.473168457941209, -2.597899353924267], [3.5355339059327378, -3.5355339059327378], [2.597899353924267, -4.473168457941209], [1.3260155, -5.0], [0.0, -5.0], [-1.3260155, -5.0], [-2.597899353924267, -4.473168457941209], [-3.5355339059327378, -3.5355339059327378], [-4.473168457941209, -2.597899353924267], [-5.0, -1.3260155], [-5.0, 0.0], [-5.0, 1.3260155], [-4.473168457941209, 2.597899353924267], [-3.5355339059327378, 3.5355339059327378], [-2.597899353924267, 4.473168457941209], [-1.3260155, 5.0], [0.0, 5.0]], [\"M\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"C\", \"Z\"]], \"alpha\": 1, \"xindex\": 0, \"data\": \"data01\", \"id\": \"el323334464465488pts\"}], \"id\": \"el323334467846096\", \"ydomain\": [-3.0, 4.0], \"collections\": [], \"xscale\": \"linear\", \"bbox\": [0.125, 0.125, 0.77500000000000002, 0.77500000000000002]}], \"height\": 480.0, \"width\": 640.0, \"plugins\": [{\"type\": \"reset\"}, {\"enabled\": false, \"button\": true, \"type\": \"zoom\"}, {\"enabled\": false, \"button\": true, \"type\": \"boxzoom\"}, {\"idpatch\": \"el323334467843536\", \"idline\": \"el323334464464528\", \"type\": \"drag\", \"idpts\": \"el323334464465488pts\"}], \"data\": {\"data01\": [[1.58, -2.57], [0.35, -1.1], [-1.75, 2.0], [0.375, 2.0], [0.85, 1.15], [2.2, 3.2], [3.0, 0.05], [2.0, -0.5]]}, \"id\": \"el323334467843920\"});\n",
        "            })\n",
        "         });\n",
        "}\n",
        "</script>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "png": 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xxx8BPN9B37lzB4cOHUJKSgoGDx6M//73v41ua+jQoZg/fz7Gjh2L2bNnw8zMDPHx8YiO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\nqtltcJV/KrrNI9b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27duhUCgQ9d13sLx0CaNdXaufIyxkvvb2MLx6FScPH+a8bTqvSwAB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\n3IRNl4iIyE3+HxFM5FPH36E/AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a4de350>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {
      "slideshow": {
       "slide_type": "slide"
      }
     },
     "source": [
      "# See more...\n",
      "\n",
      "# http://mpld3.github.io"
     ]
    }
   ],
   "metadata": {}
  }
 ]
}