{
  "cells": [
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "# 測定スキルの異なる7人の科学者たち\n\n黒木玄\n\n2017-09-29~30 (2019-09-18 Julia v1.0以上に対応)"
    },
    {
      "metadata": {
        "toc": "true"
      },
      "cell_type": "markdown",
      "source": "<h1>目次<span class=\"tocSkip\"></span></h1>\n<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#サンプル\" data-toc-modified-id=\"サンプル-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>サンプル</a></span></li><li><span><a href=\"#4つの確率モデル\" data-toc-modified-id=\"4つの確率モデル-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>4つの確率モデル</a></span></li><li><span><a href=\"#4つの確率モデルを記述する函数の定義\" data-toc-modified-id=\"4つの確率モデルを記述する函数の定義-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>4つの確率モデルを記述する函数の定義</a></span></li><li><span><a href=\"#最尤法の実行\" data-toc-modified-id=\"最尤法の実行-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>最尤法の実行</a></span></li><li><span><a href=\"#比較\" data-toc-modified-id=\"比較-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>比較</a></span></li><li><span><a href=\"#階層モデルとの関係\" data-toc-modified-id=\"階層モデルとの関係-6\"><span class=\"toc-item-num\">6&nbsp;&nbsp;</span>階層モデルとの関係</a></span><ul class=\"toc-item\"><li><span><a href=\"#t-分布が出て来る仕組み\" data-toc-modified-id=\"t-分布が出て来る仕組み-6.1\"><span class=\"toc-item-num\">6.1&nbsp;&nbsp;</span>t 分布が出て来る仕組み</a></span></li><li><span><a href=\"#階層モデルにおける正規分布の分散と標準偏差の分布をプロット\" data-toc-modified-id=\"階層モデルにおける正規分布の分散と標準偏差の分布をプロット-6.2\"><span class=\"toc-item-num\">6.2&nbsp;&nbsp;</span>階層モデルにおける正規分布の分散と標準偏差の分布をプロット</a></span></li></ul></li><li><span><a href=\"#交差検証\" data-toc-modified-id=\"交差検証-7\"><span class=\"toc-item-num\">7&nbsp;&nbsp;</span>交差検証</a></span><ul class=\"toc-item\"><li><span><a href=\"#必要な函数の定義\" data-toc-modified-id=\"必要な函数の定義-7.1\"><span class=\"toc-item-num\">7.1&nbsp;&nbsp;</span>必要な函数の定義</a></span></li><li><span><a href=\"#4つのモデルの交差検証結果の比較\" data-toc-modified-id=\"4つのモデルの交差検証結果の比較-7.2\"><span class=\"toc-item-num\">7.2&nbsp;&nbsp;</span>4つのモデルの交差検証結果の比較</a></span></li><li><span><a href=\"#一個抜き出し交差検証の様子をプロット\" data-toc-modified-id=\"一個抜き出し交差検証の様子をプロット-7.3\"><span class=\"toc-item-num\">7.3&nbsp;&nbsp;</span>一個抜き出し交差検証の様子をプロット</a></span></li></ul></li><li><span><a href=\"#別のサンプル\" data-toc-modified-id=\"別のサンプル-8\"><span class=\"toc-item-num\">8&nbsp;&nbsp;</span>別のサンプル</a></span><ul class=\"toc-item\"><li><span><a href=\"#正常値を3つ追加してみると\" data-toc-modified-id=\"正常値を3つ追加してみると-8.1\"><span class=\"toc-item-num\">8.1&nbsp;&nbsp;</span>正常値を3つ追加してみると</a></span></li><li><span><a href=\"#正規分布が生成したサンプル\" data-toc-modified-id=\"正規分布が生成したサンプル-8.2\"><span class=\"toc-item-num\">8.2&nbsp;&nbsp;</span>正規分布が生成したサンプル</a></span></li><li><span><a href=\"#TDist2で生成したサンプル\" data-toc-modified-id=\"TDist2で生成したサンプル-8.3\"><span class=\"toc-item-num\">8.3&nbsp;&nbsp;</span>TDist2で生成したサンプル</a></span></li></ul></li></ul></div>"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "using PyPlot\nusing Distributions\nusing Optim\nlinspace(a, b, l) = range(a, b, length=l)\nusing Printf\n\nusing Base64\ndisplayfile(mime, file; tag=\"img\") = open(file) do f\n    display(\"text/html\", \"\"\"<$tag src=\"data:$mime;base64,$(base64encode(f))\"/>\"\"\")\nend",
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 1,
          "data": {
            "text/plain": "displayfile (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "MacKay, David J. C., Information Theory, Inference, and Learning Algorithms, Cambridge University Press, 2003, 640 pages. ([download](https://www.inference.org.uk/itprnn/book.html)) のp.309にある演習問題22.15(次のセルに引用)をこのノートでは扱う. "
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "displayfile(\"image/png\", \"Seven scientists.png\")",
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## サンプル\n\n7人の科学者は同じ物理量を測定したところ、それぞれが次の `Y` のような観測結果を得た。\n\n`Y[1]=-27.020`, `Y[2]=3.670` の2つの「外れ値」が推定結果にどのような影響を与えるだろうか?"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "Y = [-27.020, 3.570, 8.191, 9.808, 9.603, 9.945, 10.056]\nn = length(Y);",
      "execution_count": 3,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## 4つの確率モデル\n\nNormal distribution model:\n$$\ny \\sim \\mathrm{Normal}(\\mu,\\sigma)\n\\tag{Normal}\n$$\n\nCauchy distribution model:\n$$\ny \\sim \\mathrm{Cauchy}(\\mu,\\sigma) \\sim \\mu + \\sigma\\; \\mathrm{Cauchy}()\n\\tag{Cauchy}\n$$\n\nt-distribution model 1:\n$$\ny \\sim \\mu + \\mathrm{TDist}(\\nu)\n\\tag{TDist1}\n$$\n\nt-distribution model 2:\n$$\ny \\sim \\mu + \\sigma\\; \\mathrm{TDist}(\\nu)\n\\tag{TDist2}\n$$\n\n自由度 $\\nu$ の t 分布の確率密度函数は次のように書ける:\n\n$$\\displaystyle\np(x|\\nu) = \\frac{1}{\\sqrt{\\nu}\\, B(1/2, \\nu/2)}\n\\left( 1 + \\frac{x^2}{\\nu} \\right)^{-(\\nu + 1)/2}.\n$$\n\n$\\nu=1$ の場合がCauchy分布である:\n\n$$\\displaystyle\np(\\,x\\;|\\;\\nu=1\\,) = \\frac{1}{\\sqrt{\\pi}}\\frac{1}{1+x^2}.\n$$\n\nパラメーター $\\nu$ が大きいほど $x=0$ の周辺に分布が集中するようになる。"
    },
    {
      "metadata": {
        "scrolled": true,
        "trusted": true
      },
      "cell_type": "code",
      "source": "f(nu, x) = pdf(TDist(nu),x)\nx = collect(linspace(-10,10,400))\n\nfigure(figsize=(6,3.6))\nfor nu in [0.25,0.5,1.0,2.0,10.0]\n    plot(x, f.(nu,x), label=\"\\$\\\\nu = $nu\\$\", linewidth=0.8)\nend\ngrid(\"on\")\nlegend()\ntitle(\"Probability density functions of t-distributions\");",
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "f(nu, x) = pdf(TDist(nu),x)\ng(sigma, x) = pdf(Normal(0,sigma),x)\n\nnu = 1\nsigma = 1.5\n\nx = collect(linspace(-10,10,400))\nfigure(figsize=(6,3.6))\nplot(x, g.(sigma,x), label=\"Normal(0,\\$\\\\sigma\\$=$sigma)\", linewidth=0.8, linestyle=\"-\")\nplot(x, f.(nu,x), label=\"TDist(\\$\\\\nu\\$=$nu)\", linewidth=0.8, linestyle=\"--\")\ngrid(\"on\")\nlegend()\ntitle(\"Probability density functions\");",
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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DcXV15dixY3z22WdERkZib29f676LJqiBB2IKoadi1Pu+ffvqVG/Hjh3KXXfdpTg4OCh2dnZKRESE8sMPP1TaxubNm5VJkyYpLVq0UOzs7JThw4crp06d0ql79OhRJSoqSnFyclJcXV2VcePGKSkpKXqj9ytG0u/fv18ZNWqU4ujoqDg5OSkTJ05U0tPTddqs7eyJoqIiZfr06Yqnp6eiUqkUQDl79qxOO3FxcQqgfPXVV9W+jzcrKipSnnzyScXLy0uxtbVVIiIilMTERMXf319n9oSilM9cmD17thIYGKhYWVkpbm5uSvfu3ZWFCxcqubm5iqJUPQvh1n6mp6crU6dOVYKDgxUHBwfF0dFRCQ0NVd566y2dWReVvV8///yzEh4ertjY2OjN8qgQEBCghISEGPw+VBf3hg0blK5duyp2dnZK27ZtlXfffbfK2ROPPfaY3vGVvZdHjx5Vxo0bp7i7uyvW1tZKmzZtlKlTpyqFhYXaOrGxsUpgYKCiVqsVQPn4448VRal8RkdBQYHyzDPPKP7+/oqVlZXSsmVL5dFHH1Wys7P1YhkxYoRejLe+zwsWLFB69OihuLq6KjY2Nkrbtm2VefPmKZmZmZW9faIZUynKLavACCGahfvuu4/du3eTnJxcp3UhmrrDhw8TFhbGihUrtFeOhBC1I7cnhGhGioqK+P3339m7dy/r1q1j2bJlt23CkJSUxLlz53j22Wdp2bJlo9hwS4imTpIGIZqR1NRU+vTpg7OzMzNmzOCJJ55o6JAazEsvvaRdwvmbb76Re+9CmIDcnhBCCCGEQWTKpRBCCCEMIkmDEEIIIQwiSYMQQgghDNJsBkJqNBouXbqEk5NTtZvyCCGEEEKXoihcv34dX19fLCyqvp7QbJKGS5cu4efn19BhCCGEEE3W+fPnq13NtdkkDRXbz54/f15vydvaKikpYfPmzURHRzebue7Sp8avufUHpE9NhfSpaTBHn3JycvDz89PZyr0yzSZpqLgl4ezsbNKkwd7eHmdn52b1YZM+NW7NrT8gfWoqpE9Ngzn7VNPtfRkIKYQQQgiDSNIghBBCCINI0iCEEEIIgzSbMQ1CCNGYlJWVUVJS0tBhGKWkpARLS0sKCwspKytr6HBMQvpUzsrKCrVaXedzS9IghBAmpCgKaWlpXL16taFDMZqiKPj4+HD+/Plms96N9OmGFi1a4OPjU6f3QZIGIYQwoYqEwcvLC3t7+yb1h0qj0ZCbm4ujo2O1C/w0JdKn8iQjPz+fjIwMAFq2bFnrc0vSIIQQJlJWVqZNGNzd3Rs6HKNpNBqKi4uxtbVtVn9gpU9gZ2cHQEZGBl5eXrW+VdE83kEhhGgEKsYw2NvbN3AkQuir+FzWZayNJA1CCGFiTemWhLh9mOJzKUmDEMK8Cq+h/vweBh99Gq5daOhohBB1IEmDEMK8vn0Y1DbsC3wcXKreCEcI0fhJ0iCEMJ/M03B+N2X3vE+OXRtUZ36Bjc80dFRCiFqSpEEIYT4e7WDuH2DXAgClhT/89hHkXGrgwERzMXDgQObOnatTlpWVhZeXF8nJyQ0TVD0bO3Ysy5Ytq5dzSdIghDCPwhz4/TOwvmmrXbe2EHgnHPqq4eISlZo6dSpqtZq33npLp/y7775rcgM7ly5dyqhRowgICNCWvffeewQGBmJra0v37t3ZsWNHvceVkJDAqFGj8PX1RaVS8d1339V4zOLFi1GpVDoPX19fnTqLFi3iX//6Fzk5OeYKXUuSBiGEeZz5BXa9A7fOIw8ZCSd/apiYRLVsbW15++23yc7ONlmbxcXFJmvLEAUFBaxatYrp06dry9auXcu8efNYuHAhBw4coH///gwbNoyUlJR6jS0vL4+wsDDeffddo4674447SE1N1T4OHTqk83poaCgBAQF88cUXpgy3UpI0CCHM4+Rm6BCtX97pHhjzfv3HI2o0ePBgvL29efXVV6usU1RUxOzZs/Hy8sLW1pZ+/fqxb98+7esDBw7k8ccfZ/78+Xh4eBAVFaUtf+KJJ5g7dy6urq54e3vzwQcfkJeXxz/+8Q+cnJwICgpi48aNOufbtGkT/fr1o0WLFri7uzNy5EiSkpKqjG/jxo1YWloSGRmpLVu5ciUPPfQQ06dPJyQkhNjYWPz8/HjvvfdqfE92797N4MGD8fDw0PvGb+xS4cOGDePll19mzJgxRh1naWmJj4+P9uHp6alX529/+xurV682qt3akKRBCGF6Gg2cjof2Q/Vfs2sB9u5w7WL9xyWqpVaref7553n33Xe5cKHy6bFPP/003377LZ988gm///477dq1Y+jQoVy5ckVb55NPPsHS0pJff/2V999/X6fcw8ODvXv38sQTT/Doo48ybtw4+vTpw++//87QoUOZNGkS+fn52mPy8vKYP38++/btY8uWLVhYWHDvvfei0WgqjS8hIYEePXponxcXF3Pw4EFt8lIhOjqaXbt2Vft+HDp0iIEDBxIWFkZCQgKbNm3Czc2NQYMGsWbNGlauXImjo2O1D1PcBjl16hS+vr4EBgZy//33c+bMGb06vXr1Yu/evRQVFdX5fNWRZaSFEKZXkgcdh4Nf78pf3/4aFF6Dvy2v37gagKIo5BaV1vt5HW0sazUWYeTIkXTt2pUXXniBVatW6byWl5fHe++9R1xcHMOGDQPgv//9L/Hx8axatYp//vOfALRr147XXntNr+2wsDCee+45AGJiYnj11Vfx8PDg4YcfBsrvzb/33nscPnyYiIgIAO677z6dNlatWoWXlxdHjx6lc+fOeudITk7WueefmZlJWVkZ3t7eOvW8vb1JS0ur9r2YPXs2o0eP1g4y7NSpExMnTmTPnj2MHz+eK1euMH78+GrbaNWqVbWv16R37958+umndOjQgfT0dF5++WX69evHrl27cHZ21jlPUVERaWlp+Pv71+mc1ZGkQQhhejZOMCq26tf9esPWl+svngaUW1RKl8Wb6/28fyyOxsnWqlbHLl26lCFDhvDkk0/qlCclJVFSUkLfvn21ZVZWVvTq1Ytjx45py27+pn+z0NBQ7X+r1Wrc3d3p0qWLtqziD3vFxkoV53z++efZvXs3mZmZ2isMKSkplSYNBQUF2Nra6pXfmkApilJtUpWens7OnTvZunWrTrmDg4P2ODc3N9zc3KpswxQqkjOALl26EBkZSVBQEKtXryYmJkb7WsXeEjdfpTEHSRqEEKaX8Dp43QHBwyt/3a8XXD4OBVe10zGbK0cbS/5YXMnYjno4b20NGDCAoUOH8uyzzzJ16lRtuaIoQM1/gB0cHCpt18pKN4lRqVQ6ZRVt3HzrYdSoUfj5+fHf//4XX19fNBoNnTt3rnKApYeHh85ATg8PD9Rqtd5VhYyMDL2rDzfbv38/Go2GsLAwvfKKpOiVV17hlVdeqbINKB9j0b9//2rrGMPBwYHOnTvrjeuouD1U2XgHU6rVmIaVK1caPHVl586d9O3bF3d3d+zs7AgODtab0gPw7bff0qlTJ2xsbOjUqRPr1q2rTWhCiMbg8NdQ3aVxRy9oGQZXqh7Q1lyoVCqcbK3q/VHXaZJLly7lhx9+0Lnv365dO6ytrdm5c6e2rKSkhN9++42QkJA6na8yWVlZHDt2jOeee47BgwcTEhJS48yO8PBwjh49qn1ubW1N165d+fnnn3XqxcfH06dPnyrbqUhcCgoKtGV//PEHCQkJPPjggwDMnDmTgwcPVvuo6qpLbRUVFXH8+HF8fHx0yo8cOULr1q3x8PAw6fluZXQqumbNGubOncvKlSvp27cv77//PsOGDePo0aO0adNGr76DgwOPP/44oaGhODg4sHPnTmbMmIGDgwOPPPIIAImJiUyYMIGXXnqJe++9l3Xr1jF+/Hh27txJ795V3BMVQjRO+Vcg8yS07ll9vRnb6yceUSuhoaH8/e9/55133tGWOTg48Oijj/LPf/4TNzc32rRpw2uvvUZ+fj7Tpk0zeQyurq64u7vzwQcf0LJlS1JSUliwYEG1xwwdOpSYmBiys7NxdXUFYNasWcycOZOePXsSGRnJBx98QEpKCjNnzqyynd69e2NnZ8fTTz/NwoULSUpK4oknnmDmzJnaZMPY2xO5ubmcPn1a+/zs2bMcPHhQ+14CvPvuu6xbt44tW7YA8NRTTzFq1CjatGlDRkYGL7/8Mjk5Odx///06be/YsYPoaPNf0TL6SsOyZcuYNm2awVNXwsPDmThxInfccQcBAQE8+OCDDB06VOfqRGxsLFFRUcTExBAcHExMTAyDBw8mNraae6JCiMYp7Q9waQMONXzjuXoejn5fPzGJWnnppZe0tyQqvPrqq9x3331MmjSJbt26cfr0aX766SftH2hTsrCw4KuvvmL//v107tyZefPm8frrr1d7TJcuXejRowdff/21tmzMmDG89dZbvPjii3Tt2pWEhAQ2bNigM2AwLi5O5+qMp6cnX3/9NXv37iU0NJTZs2czc+bMOv1d+u233wgPDyc8PByA+fPnEx4ezqJFi7R1MjMzdW49XLhwgYkTJ9KxY0fGjBmDtbU1u3bt0vmSXlhYyLp167QDSs3JqCsNxcXF7N+/Xy/TM2TqSoUDBw6wa9cuXn75xiCoxMRE5s2bp1Nv6NCh1f5wioqKdKaWVKyEVVJSUqe9wm9W0Y6p2msMpE+NX5PvT4tAVMPeQLkp/sr6pMo6g3rj05S2H6bXRFNQWZ9KSkpQFAWNRlPllMDG6qOPPkJRFK5fv67tg5+fn3ZgXUV/rK2tiY2N1fv9XPF6xcDBW/tfWXnF1MGby8rKynTK7rrrLo4cOaLT1s11Kmt34cKFPP3000ybNk2bCMycOZNHH3200pih/Fv/nXfeqVM2fPhwhg/XH5dT25/tgAEDtLFX1eaiRYtYtGiR9vmXX36pV/fWn9OHH35Ir1696NWrV7WxaTQaFEWhpKQEtVqt85qhv2+MShrqMnWldevWXL58mdLSUhYvXqyzWldaWprRbS5dupQlS5bolW/evBl7e3tDumOw+Ph4k7bXGEifGr8m2x9FKR/PcGKD3ks398myLJ8R11P5ef1XFFs569VtKnT69NciPLm5ufW+EqIpXb9+vaFDqJN+/foxefJkjh8/TuvW5Tur1tSnjRs3snTp0npZitlUKvpUWlrKK6+8UmPsxcXFFBQUkJCQQGmp7jRgQ2dd1Gp4rbFTV6D8fktubi67d+9mwYIFtGvXjokTJ9a6zZiYGObPn699npOTg5+fH9HR0TpzV+uipKSE+Ph4oqKi9Eb9NlXSp8avqfdHvWowmiFLUPz7acuq6pOS8ipRXXxQ2g6s/0DrqLI+FRYWcv78eRwdHSud9tfYVXyDdXJyanL7Tdzq6aefBgzv0+7du+srtDq7tU+zZ8826LjCwkLs7OwYMGCA3ufT0GTJqKShtlNXAAIDA4Hy+03p6eksXrxYmzT4+PgY3aaNjQ02NjZ65VZWVib/RWuONhua9Knxa5L9KSmA9CNYeLSDSmLX61PXB7C0tq20blNxc5/KyspQqVRYWFhgceueG01AxaXtij40B9KnGywsLLTTXG/93WLo7xqj3kFra2u6d++ud9m0pqkrt1IURWc8QmRkpF6bmzdvNqpNIUQjcPl4+cJOLq0Nqz/wGQg03Rx2IYR5GX17Yv78+UyaNIkePXpUOnUlJiaGixcv8umnnwKwYsUK2rRpQ3BwMFC+bsMbb7zBE088oW1zzpw5DBgwgH//+9+MHj2a9evX8/PPP+vMBRZCNAGXT4BXSPVrNOjUPwmH18Dg580blxDCJIxOGiZMmEBWVhYvvvgiqampdO7cWWfqSmpqqs52oxqNhpiYGM6ePYulpSVBQUG8+uqrzJgxQ1unT58+fPXVVzz33HM8//zzBAUFsWbNGlmjQYimptNoCOhXc70KmlLY/R7c9ZzhiYYQosHUaiDkrFmzmDVrVqWvxcXF6Tx/4okndK4qVGXs2LGMHTu2NuEIIRqL/Cxw8DK8vnsQlBZAzkXDb2kIIRpM8xgVIoRoHOJGwLlfDa9vaQOuAeUrSAohGj1JGoQQplGcD9nnwDPYuOMG/BOc67Z9sBCifsgul0II08g8CbbO4ORTc92bdX3APPEIIUWNrkIAACAASURBVExOrjQIIUzjelr5dtjGDmg8sw3WP2aWkIQQpiVXGoQQptHxbugw1PjjLO3gVBNdMluI24xcaRBCmEbKHsi5ZPxxHu0hNx0Krpo+JtEgBg4cyNy5c+vURlZWFl5eXiQnJ5smqFoYO3Ysy5Yta7DzN0aSNAghTOOnZyEl0fjj7N3AwROyTps+JmEQlUqFSqVCrVbj6uqKWq3WlqlUKqZOncrUqVO1z62srPD29iYqKoqPPvpIb2fFtWvX8tJLLxl07qoSjKVLlzJq1CgCAgJM0UU9CQkJjBo1Cl9fX1QqFd99951enUWLFvGvf/2rSW1iZW6SNAghTONKUvm6C7Ux9mNwa2vaeITBUlNTSU1N5eLFiyxduhRnZ2dtWWpqKm+//TYAd999N6mpqSQnJ7Nx40YGDRrEnDlzGDlypM6uiW5ubjg5OdU6noKCAlatWqWzG7Kp5eXlERYWxrvvvltlndDQUAICAvjiiy/MFkdTI0mDEKLu8q9AQTa41TJpCOwPti1MG5MwmI+Pj/bh7OyMSqXSKXNxcQHKNwr08fGhVatWdOvWjWeffZb169ezceNGnYX9br168H//93906dIFOzs73N3dGTJkCHl5eUydOpXt27fz9ttva69iVCQklpaWREZG6sQ5bNgwpkyZon2+detW3N3d9bZ5NsSwYcN4+eWXGTNmTLX1/va3v7F69Wqj22+uJGkQQtRdQTa0HVQ+5bI29n8CX08ybUyNSWkRFObceJQUlJeXFOiWl/61kV9x3i3lxeXlRbm65WV//bG8uawwBzRl9da1u+66i7CwMNauXVvp66mpqUycOJGHHnqIY8eOsW3bNsaMGYOiKLz99ttERkby8MMPa69q+Pn5kZCQQI8ePfTaatWqFRcvXtQ+HzRoEEVFRfz666+88sorODo66j2cnZ1p3bo1zs7O7Nixw+j+9erVi7179+pssng7k9kTQoi6cw+Cyfr3hA3m5NO8xzTsWAbbX73xPHwSjH4XNvwTDnx2o/zOBTAoBtY8CElbb5SPWg7dp8CHg8t3Eq3w4LfQbggs6wTF12+Uz9pdvnFYPQkODubw4cOVvpaamkppaSljxozR7lHUpUsX7evW1tbY29vj43NjfY/k5GR8fX312mrVqpXORoYqlQpbW1suX77MzJkzGT9+vN4xGo2G3NxcHB0d8fPzM7pvrVq1oqioiLS0NG38tzNJGoQQdXfqZ7C0hsABtTveNRCunAWNBiya4QXQ/vMh8qa1KNRW5f8Ofx2GvnKj3NKm/N8Jn+teLbC0Lf93+hZQbhp0aGVf/u/8o7rns3YwTdwGUhQFVRXrc4SFhTF48GC6dOnC0KFDiY6OZuzYsbi6ulbZXkFBAba2tnrlt15pOHjwINnZ2fTp0wc3Nzfc3Nz0jtFoNOTk5ODs7IxFLT5bdnZ2AOTn5xt9bHPUDP/vFELUu0NfwoV9tT/e1R/KiuF6quliakwsbcpv3VQ8rMr/EGFlp1tekTRYO9xSbl1ebuOoW67+63vfzWW2zmChrtfuHTt2jMDAwEpfU6vVxMfHs3HjRjp16sQ777xDx44dOXv2bJXteXh4kJ2drVfeqlUrcnNzycnJQaPRMG/ePP7+97/j6+trttsTV65cAcDT09PoY5sjudIghKi7rKTybbFry9IG5v5h/BLUosFt3bqVP/74g3nz5lVZR6VS0bdvX/r27cuiRYvw9/dn3bp1zJ8/H2tra8rKdMdghIeH8/nnn+u106pV+R4lFy5c4OOPPyY1NZX169cDmO32xJEjR2jdujUeHh5GH9scSdIghKgbRSlPGmo7c6KCjWP5Ak8O7qaJS5hcxb39srIy0tPT2bRpE0uXLmXkyJFMnjy50mP27NnDli1biI6OxsvLiz179nD58mVCQsrHXAQEBLBnzx6Sk5NxdHTEzc2NoUOHEhMTQ3Z2ts5tjIqk4cknn+TEiRPs2LEDZ+fywbfG3p7Izc3l9Okb42jOnj3LwYMHcXNzo02bNtryHTt2EB0dXYd3rXmRpEEIUTelRdB5TN3XWYh/AezdYcgLpolLmNymTZto2bIllpaWuLq6EhYWxvLly5kyZUqV4wWcnZ1JSEggNjaWnJwc/P39efPNNxk2bBgATz31FFOmTKFTp04UFBRw9uxZunTpQo8ePfj666+ZMWOGti0PDw9sbGw4d+4cCQkJ2iSiNn777TcGDRqkfT5//nwApkyZop0+WlhYyLp16/jpp59qfZ7mRpIGIUTdWNnC35bXvR23QEg9VPd2RJ088MADzJw5U688Li5OZy2G6mzbtk373yEhIWzatKnKuh06dCAxUX8l0eeff56nnnqKhx9+WJuQqFQqCgsLDYqhJgMHDkRRlGrrrFq1it69exMREWGSczYHMhBSCFE3p3+GXe/UvZ2KGRRCAMOHD2fGjBk6syXqm5WVFe+8Y4LPdjMiVxqEEHWTsgeu12Kjqlu5tYWCK3VvRzQbc+bMadDzP/LIIw16/sZIkgYhRN1kJ4NHh0pf0mgUdiVlsfdMJn+esyBv/wWiO/vi4WijX9mnS/kMCiFEoyW3J4QQdXP1HLgG6BXvOZNF1Fvbmff1QZKz8iksg//7/RJ9X93KqxuPU1hyy1LHKhUk/wrX0+snbiGE0SRpEELUTY9p4NdLpyju17P8I24fE3u14ddn7uLNcV0Y31bDmod7sXZWH349ncn9H+wmK/eW9fx/fgGSjV+Ap7GpaYCdEA3BFJ9LSRqEEHUTNqF8Rce/fLTzLLFbTvHF9N5M798Wa0vdXzN3+LrwzcxIfFvY8uCqvVwrKLnxYhMfDGllVb48tCw5LBqjis9lxee0NmRMgxCi9jJPwfez4aGNAPx8NJ03N5/gi4cj6OpX9VbXtlZq3r4/nEc+/Y3Hv/yduH/0Qm2hKp92md10kwa1Wk2LFi3IyMgAwN7evso9GRojjUZDcXExhYWFtdqnoTGSPpVfYcjPzycjI4MWLVqgVtd+mXFJGoQQtZeVVL4tNnDxagHzvz7I0vtCq00YKlipLVg+MZzR7/7KO1tPMXdIB/AJLd/auQmr2K2xInFoShRFoaCgADs7uyaV7FRH+nRDixYtdHYTrQ1JGoQQtXfTIMgX1v9J9B0+/C1Mf0vjqjjZWvHOA+Hc994uhoR40zlkJISMNFOw9UOlUtGyZUu8vLwoKSmp+YBGpKSkhISEBAYMGFCnS9iNifSpnJWVVZ2uMFSQpEEIUXvZyeDqz09/prH/3BW2PDnQ6Cbu8HXhkQFBPLvuD76b0QuLPSug98wbO0E2UWq12iS/pOuTWq2mtLQUW1vbZvMHVvpkWs3jBo8QomF0/wf5YVNZ/P2fxAwPwc3BulbNzBoYxOXrRfxwJAO2vwZXU0wcqBDCFGqVNKxcuZLAwEBsbW3p3r17tXuUr127lqioKDw9PXF2diYyMlJv84+4uDhUKpXew1RrjAshzMS9HR8cVdOqhR3jureudTO2Vmqeiu7Iaz+dRNOiTfkVDCFEo2N00rBmzRrmzp3LwoULOXDgAP3792fYsGGkpFT+zSAhIYGoqCg2bNjA/v37GTRoEKNGjeLAgQM69ZydnUlNTdV52Nra1q5XQgjzUxQ0r7Vly85feTK6Y50Hmd0b3goXOytSNF6SNAjRSBk9pmHZsmVMmzaN6dOnAxAbG8tPP/3Ee++9x9KlS/Xqx8bG6jx/5ZVXWL9+PT/88APh4eHacpVKVedRnUKIepR/BYvCbFy9/YkMcq9zcxYWKhYMC+bjL+/gWYeWVLLQtBCigRl1paG4uJj9+/cTHR2tUx4dHc2uXbsMakOj0XD9+nXc3Nx0ynNzc/H396d169aMHDlS70qEEKJxyU07TRYuPBodZrI2+7f3YL/7CFZf62KyNoUQpmPUlYbMzEzKysrw9vbWKff29iYtLc2gNt58803y8vIYP368tiw4OJi4uDi6dOlCTk4Ob7/9Nn379uXQoUO0b9++0naKioooKrqxBG1OTvnc7pKSEpNNc6pop6lNm6qO9Knxayr92bl3L22tfOjRxrnGWI3p05xQDZlbF1HQ/UMs1Y13rHZT+TkZQ/rUNJijT4a2pVKMWIz60qVLtGrVil27dhEZGakt/9e//sVnn33G8ePHqz1+9erVTJ8+nfXr1zNkyJAq62k0Grp168aAAQNYvnx5pXUWL17MkiVL9Mq//PJL7O3tDeyREKI2yhRY+ruGv/tdJ9DLxaRt2xdcpN+xxbzq91+6eZq0aSFEFfLz83nggQe4du0azs7OVdYz6kqDh4cHarVa76pCRkaG3tWHW61Zs4Zp06bxzTffVJswAFhYWNCzZ09OnTpVZZ2YmBjmz5+vfZ6Tk4Ofnx/R0dHVdtgYJSUlxMfHExUV1Wzm90qfGr+m0J+f/kzH99guZt4/CrWtY431jepTST5Wx2NIylWxcPLdjXYVv6bwczKW9KlpMEefKq7W18SopMHa2pru3bsTHx/Pvffeqy2Pj49n9OjRVR63evVqHnroIVavXs2IESNqPI+iKBw8eJAuXaq+r2ljY4ONjf5QKSsrK5N/MMzRZkOTPjV+jbk/n+89zwr7/2J7qhC6TTb4OIP6ZOWCxtEbJfscxzPyCW1d85LUDakx/5xqS/rUNJiyT4a2Y/Tsifnz5zNp0iR69OhBZGQkH3zwASkpKcycORMovwJw8eJFPv30U6A8YZg8eTJvv/02ERER2qsUdnZ2uLiUX9ZcsmQJERERtG/fnpycHJYvX87BgwdZsWKFseEJIczsRNp1DqRcpaV7unYJaVOzuOt5wk56sXrv+UafNAhxOzF6lNGECROIjY3lxRdfpGvXriQkJLBhwwb8/cu3xk1NTdVZs+H999+ntLSUxx57jJYtW2ofc+bM0da5evUqjzzyCCEhIURHR3Px4kUSEhLo1auXCboohDClL/acY3SoF+qcC9DCv+YDaqPbJIb27c33By+SV1RqnnMIIYxWq70nZs2axaxZsyp9LS4uTuf5tm3bamzvrbfe4q233qpNKEKIelRUWsb6g5f4ZGwrSHIA51bmOdGhNYRePk4b97v48fAlJvRsY57zCCGM0njnMwkhGp2txzJwsbMirFMnWJACajPteadoUJ3fw8Refny177x5ziGEMJokDUIIg337+0XGdGuFKisJ0v8034lcAyA7mdFdW/HnpRxOZ1w337mEEAaTpEEIYZCs3CK2n8zgvm6t4eAXsPcD853MNQByLuFiWcbgYC++P3jJfOcSQhhMkgYhhEG+P3SJ8Dau+LnZw9VzZps5AYCjN0xcDSoL/hbmy/eHLmHEOnRCCDORpEEIYZDvDl5iTPhfAx+zk82bNFhYQMdhoLZiULAXWbnFHL5wzXznE0IYRJIGIUSNzl/J58+L1xh6x1870Tp4gkfl+8KYzLfTYd+H2Fqpib7Dh+8PyS0KIRqaJA1CiBptPJJKn3YeuDpYlxc8sAZ8zLwTpZ1b+RUNYHRXX344dIkyjdyiEKIhSdIghKjR//5IY0SXv64yXLsIv31k/pO6BsCVswD0CXKnTKOw9+wV859XCFElSRqEENW6kF1+ayK6019JQ+pB2LfK/Cf+a9olgKXagqhO3vz0Z1q1hwghzEuSBiFEtTb+kUZkkPuNWxPZZp45UaHtnfDgt9qnQzv7EH80XWZRCNGAJGkQQlRrw5FURnRpeaMgO9l8e07czNoBVCooLQLKb1FcKyjhyEXDtvAVQpieJA1CiCplXC/k8IVrDOnkfaPQsyME9q+fAN4fAKmHAbCxVDMo2EtuUQjRgCRpEEJUaeuxDLr6tcDD0eZGYc9p5Wso1IcW/uULSf3l7jt82CRJgxANRpIGIUSV4o+mMyTkpqsMGg189xjk19MsBtcAyD6rfTqwoycpV/JJupxbP+cXQuiQpEEIUan84lJ2ns4kqpPXjcLc9PJ9J6zs6ycI1wDIzdA+dbCxpG+QO1uOpdfP+YUQOiRpEEJUauepTFq62BLk6XijMPssOPuClW39BDEwBoa/rlN0V7AXW49nVHGAEMKcJGkQQlTq52PltyZUKtWNwuxkcA2svyBKCyDpF52igR29+C05m5zCkvqLQwgBSNIghKiERqOw9XiG7qwJAK8Q6P1I/QVScBU+uxdKi7VFfm72BHo48OupzPqLQwgBSNIghKjEn5dyKCrR0N3fVfcF33DoNLr+AnFqCWoruHZep3hQsBe/nJBbFELUN0kahBB6tp/MoF97D6zUt/yKWDcTknfWXyAWFuXTLq+c1Ske2NGTX05cRiMbWAlRryRpEELo2XbiMnd28NR/4fQWUNvol5uTfx8oK9Yp6hngRkFxGUdTZXVIIeqTJA1CCB3X8ks4cP4qA25NGorzIC+jfvaduNnflkPwcJ0iK7UF/dt78IvMohCiXknSIITQ8WtSJkGeDvi2sNN9IfscWDuCg0f9BnT5JPy5Tq94UEcvtsq4BiHqlSQNQggd26u6NeHsC+M/Kd9Eqj5lnYKEN/WKB3b05PCFa1zJK67kICGEOUjSIITQUhSF7Scvc2cHL/0XbV2g3ZD6D8o1oHx9iFu2xPZytiWkpRPbT8rVBiHqiyQNQgitk+m5XCsooWegq/6Lm2Jg26v1H1QLfyi+Xul+F3d28CThpKzXIER9kaRBCKG17UQGfYLcsbFU67945QzYu9d/UDaOEP4glBbqvdSvnSc7T2eiKDL1Uoj6IEmDEEJr+8nL3NmxkvEM8NcS0gH1Gc4No1eASyu94m7+LcgtLOVkuux6KUR9kKRBCAFAXlEp+5KvVD4IUqOBq+caLmk4/A0cXa9XbGOppndbN3acutwAQQlx+6lV0rBy5UoCAwOxtbWle/fu7Nixo8q6a9euJSoqCk9PT5ydnYmMjOSnn37Sq/ftt9/SqVMnbGxs6NSpE+vW6U+xEkKYz77kK/i42OLv7qD/okoFsxLrd7Oqm2WegFPxlb7Ur50Hv56WcQ1C1Aejk4Y1a9Ywd+5cFi5cyIEDB+jfvz/Dhg0jJSWl0voJCQlERUWxYcMG9u/fz6BBgxg1ahQHDhzQ1klMTGTChAlMmjSJQ4cOMWnSJMaPH8+ePXtq3zMhhFESz2QR2baKMQvFeWDbAtSW9RtUhYoZFJXo196DPWevUFyqqdeQhLgdGZ00LFu2jGnTpjF9+nRCQkKIjY3Fz8+P9957r9L6sbGxPP300/Ts2ZP27dvzyiuv0L59e3744QedOlFRUcTExBAcHExMTAyDBw8mNja29j0TQhhld1IWEVUlDce+hzUP1m9AN3MNKF9cqhIdvZ1wsLHk95Ts+o1JiNuQUV8biouL2b9/PwsWLNApj46OZteuXQa1odFouH79Om5ubtqyxMRE5s2bp1Nv6NCh1SYNRUVFFBUVaZ/n5JSvQV9SUkJJSYlBsdSkoh1TtdcYSJ8av4boz/XCEv64eI0ebVwqPa9FZhIqF3/KahlTnfvUIgiL7lPRVHF8n7ZubD+RTnc/59q1XwvN7XMH0qemwhx9MrQto5KGzMxMysrK8Pb21in39vYmLS3NoDbefPNN8vLyGD9+vLYsLS3N6DaXLl3KkiVL9Mo3b96Mvb29QbEYKj6+8nupTZn0qfGrz/78ma3CzcaCA79u5UAlr3dL3kWubUtObthQp/PUrU/toIrzO+aq2JBkQXDxqTq0XzvN7XMH0qemwpR9ys/PN6herW5Qqm5ZRlZRFL2yyqxevZrFixezfv16vLx0V5wzts2YmBjmz5+vfZ6Tk4Ofnx/R0dE4O5vm20ZJSQnx8fFERUVhZWVlkjYbmvSp8WuI/hzedILBjqUMH35Hpa+rv/gQTVgU7ToPr/T1mpiiT+ofnkDT9e8ofhF6r3XLKeSrN3fQd9BduNjVz3vW3D53IH1qKszRp4qr9TUxKmnw8PBArVbrXQHIyMjQu1JwqzVr1jBt2jS++eYbhgzRXYrWx8fH6DZtbGywsdHfotfKysrkHwxztNnQpE+NX332Z09yNg/3b1v1+aZ8j4WiAYtKFn0yQp36lH8Zi6yT0La/3kt+7la09XDgt5Rr3N25ZZ1iNFZz+9yB9KmpMGWfDG3HqIGQ1tbWdO/eXe+SSHx8PH369KnyuNWrVzN16lS+/PJLRowYofd6ZGSkXpubN2+utk0hhGlcyy/h6KWcamZO5MOZbaBq4GVdqplBAeWzKHackqmXQpiT0b8F5s+fz4cffshHH33EsWPHmDdvHikpKcycORMov20wefJkbf3Vq1czefJk3nzzTSIiIkhLSyMtLY1r165p68yZM4fNmzfz73//m+PHj/Pvf/+bn3/+mblz55qgi0KI6uw5m0WghwNezraVV7h8HP7vofrf3fJWNSQNfYM8SEzKqrdwhLgdGZ00TJgwgdjYWF588UW6du1KQkICGzZswN/fH4DU1FSdNRvef/99SktLeeyxx2jZsqX2MWfOHG2dPn368NVXX/Hxxx8TGhpKXFwca9asoXfv3iboohCiOolnqplqCeV7TrgH1V9AVQkeCZGPV/lyr7ZuJGflkZ6jv0eFEMI0ajUQctasWcyaNavS1+Li4nSeb9u2zaA2x44dy9ixY2sTjhCiDhKTsnj8rnZVV8hKArdGkDS4BZY/quBsa0XnVi4kJmVxT7j+PhVCiLqTvSeEuI1l5xVzIv169VcaLNTQqlv9BVWVkgJ41b/SLbIrRLZ1l1sUQpiRJA1C3Mb2nM2ivZcjHo76M5G0BjwFvWfUX1BVsbIrT2Cyz1ZZJSLIncQzkjQIYS6SNAhxG0tMqma/CW2llVBwtX4CqolbW7hSddLQM8CNi1cLuHi1oB6DEuL2IUmDELexxDNZRAZVkzTkX4GfYhp+5kQF93aQdbrKlx1tLAlt7SK3KIQwE0kahLhNZeYWcTojl96B1c2cOAv2HmDrUn+BVWfwohpvlci4BiHMR5IGIW5Tu89k0dHHGVcH66orXUkqvyXQWDh6Q0n1Uyr7BHmw+0wWiqLUU1BC3D4kaRDiNpWYlEVEW7fqK9m7wR331k9Ahsg4Bu/2hGoSgu7+rmRcLyTlimEb8AghDCdJgxC3qd1nDBgE2W4IRFa+JkuDcGsLxdchN6PKKnbWasL9XOUWhRBmIEmDELehjJxCzmbmVT+eAWDLS5B+tH6CMoS1Pbj4QVb1W2DL1EshzEOSBiFuQ4lnsujk64yLfTU72ykK7PsvaErqLzBDuLeDaxeqrVIxGFLGNQhhWrVaRloI0bQZdGsi7zIUXiv/I92YPPhtjVt0h7dpwdWCEs5k5hHk6VhPgQnR/MmVBiFuQ4lJNazPAJB5svxWgLVD/QRlqIJsSNlTbRVbKzXd28i4BiFMTZIGIW4zqdcKSLmST8+AGmZOOLWEgTH1E5QxLh2E9Y/VWC1SxjUIYXJye0KI20xiUhZdWrngZFvNeAYo3w67MWyJfSv3oPL9J8pKQV31r7A+Qe58sisZRVFQNZYVLYVo4uRKgxC3md1nsoio6dYEwPez4eRm8wdkrBZtQGUBV89VWy20dQvyi8s4nZFbT4EJ0fxJ0iDEbSbRkEGQAGd+AStb8wdkLAs1BA0uH6RZDWtLC3oEuLJbblEIYTKSNAhxG7mQnU/q1cKaxzMU58PV8+DRoX4CM9YDX0GrbjVWi2gr4xqEMCVJGoS4jSQmZRHa2gUHmxqGM11JAhun8r0eGqPUw3D0+xqrRbR1Y/eZK7JegxAmIkmDELeRGrfCrtCiDdz/ZePZEvtWl0/AruU1VuvSqgUFxWWcknENQpiEJA1C3CYURWF3UhaRbT1qrmztCIH9zR9UbXl2LE8cariCIOMahDAtSRqEuE2kXMnncm4R3f1da6689mHY/Z75g6otj/ZQdB2up9ZYNeKvJaWFEHUnSYMQt4ndZ7Lo6tcCO+vql2AGbqwG2VhZ2UHvmVBWXGPViLbu7Dl7BY1GxjUIUVeSNAhxm0hMMnCqpUYDmafLv803ZsNeBdeAGquFtnahsETGNQhhCpI0CHEbUBSFREMXdbqaDJpScGtr9rjq5MQm2P2fGqtZqS3oEeBGYlJmPQQlRPMmSYMQt4GzmXlk55fQrY0B4xlcA2HeEVDXsMx0QyvIhqPfGVS1YuqlEKJuJGkQ4jaQeCaLbm1aYGtlwHiGaxdAbW3+oOrKsyNkHKtxBgVUjGvIknENQtSRJA1C3AYSDZ1qCRC/CH77yLwBmYJHByi8CnmXa6zapZULRaUaTmZcr4fAhGi+JGkQoplTFIXdZ64YtqgTlH97977DvEGZgo0jjFgGFjVv1multqBngJtMvRSijiRpEKKZS7qcy/XCEsL8XGquXFoMWafAK8T8gZlCz2lgX8M+Gn+JaOsuizwJUUe1ShpWrlxJYGAgtra2dO/enR07dlRZNzU1lQceeICOHTtiYWHB3Llz9erExcWhUqn0HoWFhbUJTwhxk8SkLHoEuGJjacB4huup4OQLLm3MH5gp7FsF8S8YVDWirZus1yBEHRmdNKxZs4a5c+eycOFCDhw4QP/+/Rk2bBgpKSmV1i8qKsLT05OFCxcSFhZWZbvOzs6kpqbqPGxtG+G2vEI0MQZvhQ3g6g/z/gCLJnIR0toRzu0yqGrnVi6UlGo4kS7jGoSoLaN/Myxbtoxp06Yxffp0QkJCiI2Nxc/Pj/feq3zJ2YCAAN5++20mT56Mi0vVl0dVKhU+Pj46DyFE3Wg0Ro5nSNkN6X+aNyhT8ukMGUfLF6SqgZXagp6BMq5BiLqoeQTRTYqLi9m/fz8LFizQKY+OjmbXLsOy/ark5ubi7+9PWVkZXbt25aWXXiI8PLzK+kVFRRQVFWmf5+TkAFBSUkJJSUmdYqlQ0Y6p2msMpE+Nnyn7cyLtOoUlZYR4OxjUnnpnLEqbPmjcOtT53Dcz28/IJQDL0iJKM0+Xry9Rg57+LUhMymRS79Z1PnVz+9yB9KmpMEefDG3LyQQc+wAAIABJREFUqKQhMzOTsrIyvL29dcq9vb1JS0szpikdwcHBxMXF0aVLF3Jycnj77bfp27cvhw4don37ypeyXbp0KUuWLNEr37x5M/b29rWOpTLx8fEmba8xkD41fqboz/ZUFW3sVMT/tMmg+oOT93O4rAuXszbU+dyVMcfPyLXds1z79RAai2M11i27Dr+eVPPj/zZgYaJdv5vb5w6kT02FKfuUn59vUD2jkoYKKpXu/22KouiVGSMiIoKIiAjt8759+9KtWzfeeecdli9fXukxMTExzJ8/X/s8JycHPz8/oqOjcXZ2rnUsNyspKSE+Pp6oqCisrBr56ngGkj41fqbsz49fHmRkexeGD6j5WzjFeVgeuEzPEZPBybS3B836M1IUKMkrH99Qg9IyDe8v/YWgbn0IaelUp9M2t88dSJ+aCnP0qeJqfU2MSho8PDxQq9V6VxUyMjL0rj7UhYWFBT179uTUqVNV1rGxscHGxkav3MrKyuQfDHO02dCkT41fXfuj0SjsTc5m1qB2hrWTnwchI7FybQ11+BJQHbP8jBJXwrlf4f4vDDg/9ApwY1/KNULbGDZVs+Y2m9fnDqRPTYUp+2RoO0YNhLS2tqZ79+56l0Ti4+Pp06ePMU1VS1EUDh48SMuWLU3WphC3m2NpOZRpFLq0MmB9BgCXVjDhc7MlDGbjFWzU4E1Zr0GI2jP69sT8+fOZNGkSPXr0IDIykg8++ICUlBRmzpwJlN82uHjxIp9++qn2mIMHDwLlgx0vX77MwYMHsba2plOnTgAsWbKEiIgI2rdvT05ODsuXL+fgwYOsWLHCFH0U4raUmJRFzwBXLNUGfjfY/wm4B0FAP/MGZmrenSH7LBRdB5uabzlEtHVn5bYkNBoFC1MNbBDiNmF00jBhwgSysrJ48cUXSU1NpXPnzmzYsAF/f3+gfDGnW9dsuHkWxP79+/nyyy/x9/cnOTkZgKtXr/LII4+QlpaGi4sL4eHhJCQk0KtXrzp0TYjb2+4zWYZPtQTY/zH0ecJ8AZmLoxc4eEHmSWjVvcbqd/g6U6ZROJaWwx2+Bl6FEUIAtRwIOWvWLGbNmlXpa3FxcXplSg270L311lu89dZbtQlFCFGJMo3CnrNXmDPYwKmTZSWQfhR8ql6ArVGbcwisDZs1Zam2oNdf6zVI0iCEcZrIsm9CCGP8eekaKqCTr4EziTJPgtoK3NqaNS6zKcmH1EMGV49o68buM1fMGJAQzZMkDUI0Q4lJWfQKdEdt6D17a0cYsrjpLB99qzPb4Ic5BlePaOvO3rNZlMk+FEIYpYn+hhBCVMfo8Qyu/tDrYfMFZG6+4eUzKEqLDap+h68LigLHUg2bmy6EKCdJgxDNTEmZhr1nrxDR1oh1CNbNhLMJ5gvK3NzagqVd+T4UBlBbqOgV6CZTL4UwkiQNQjQzhy9cw8ZKTYiPgeMZNBo4/j+wbcKDAlUqCB4OBYaPU5D1GoQwniQNQjQzu05nEtnW3fA1CK4mQ0kBeIaYNS6zu/c/EHSXwdUj2rqz5+wVGdcghBEkaRCimdmVZOR4hksHwLsTWFqbL6j6kHMJ9rxvcPWKmSVHL8m4BiEMJUmDEM1IYUkZ+1Oy6dvOw/CDAvrDyFjzBVVfyorhp4VQUmhQdbWFit4yrkEIo0jSIEQz8ltyNu4O1gS4G7E9vLUjtOpmvqDqSwt/sHGEDNmHQghzkaRBiGZkV1ImfYI8DN+qvqwEXg+CK2fMG1h9UKmgZdfy2y0GKl+vQcY1CGEoSRqEaEZ+TcqijzHjGdKPgIUVtAgwW0z1quvfwcXP4OohLZ1RqcpX0BRC1EySBiGaiZzCEv64cJU+7YxIGi78Vn5roqmuBHmr0HHQYajB1cvXa3AnMUluUQhhiGbym0IIsefMFQLcHWjpYmf4QWl/QOse5guqvpUWw+f3QUG2wYf0befOztOZZgxKiOZDkgYhmoldSZnGXWWA/2/v3uOirvLHj7+GYbgqCKJcvCCi4gU1wxsoapqYt9zKS7Vr9k1tzayULqtZW7a/Vq1W6WbWrmltu2mllpWbYHkXTRHNvF9QFCEEFVAEBji/Pz6BIgPMIAMz8H4+HvOA+cw5H96Hz/DhPedzPudod01EPmudgOqCo5M2PuN8gtlVItv78HPSJfKMRVYMTIj6QZIGIeqJnScziQi24FbL/KuQvBMcXawXVF1o1QfO7TK7eHCzRni5ObHvrPm9E0I0VJI0CFEPXMzJ50R6DuFtLehpOLcbvp6u3XVQn7TqrbXNTDqdjn7tfNgmlyiEqJJjXQcghLh98acz6ejngZe7BbM6ntutfSqvbzoMB+9gi6pEtvfh4x1JVgpIiPpDehqEqAd2nsygn6XjGc7uhMAI6wRUlzz8IWgAFBWaXSWiXVN+Tcni8jXzltYWoqGSpEGIemDnKQvHMygFBldo0996QdWlrx6DvR+bXbx5Yxc6+DYmXmaHFKJSkjQIYefOXcrlwpXr9AryNr+STgd//BJ82lsvsLrUrKNF4xoAbVzDCRnXIERlJGkQws5tO5HBna29aORswRClI9/B8VjrBVXXWvWG5HitR8VM/dv7sEMGQwpRKUkahLBzW49fZEAHCy5NACSsgMyTVonHJrTqA9cuQtY5s6v0CfImNes6yZm5VgxMCPsmSYMQdqywqJgdpzKIbN/M/ErFRVrXfX0cBFnCyQ2ePQZNWptdxc3JkTtbe7Ht5EUrBiaEfZOkQQg7duD8FRwddIS28DS/0m+/at32fl2tF5gt0Dloa2tYoH87uUQhRGUkaRDCjm09nkG/dj7oHSyYoMmpEQydBw566wVmC9IOwsqHqzGuIVOWyhaiApI0CGHHtp24yIAOFlyaAGgaDL0mWycgW9KyF+RlQcZxs6t0beFJsVKyVLYQFZCkQQg7lZVr5MD5LCLbWzAIsrAAPugPOWnWC8xWGFy0AZFJW82u4qh3ICK4qdx6KUQFJGkQwk7tPJVBWx8Ll8I+vweu/gbuza0XmC3pNBqKLJvlsX/7Zmw7IYMhhTClWknDkiVLCAoKwsXFhbCwMLZt21Zh2dTUVB5++GFCQkJwcHBg5syZJsutXr2azp074+zsTOfOnVm7dm11QhOiwdhanUsTp36CtoPAoYF8Xug9FcKftKjKoA7N2HvmMjl5RisFJYT9svjMsWrVKmbOnMncuXNJTEwkMjKS4cOHk5ycbLJ8fn4+zZo1Y+7cuXTv3t1kmfj4eCZMmMDEiRM5cOAAEydOZPz48ezebdmMbkI0FEopth7PsOzSBMDpTRA82DpB2aod78Bvh8wu3srbjTY+7nIXhRAmWJw0LFq0iMmTJzNlyhQ6depETEwMrVq14oMPPjBZvk2bNrz99ts88sgjeHqavi0sJiaGoUOHMmfOHDp27MicOXMYMmQIMTExloYnRINwOuMaF6/m0yfIwkWqHlgGHUdYJyhblZIAR761qMqgDs3YfEwuUQhxK4uWxi4oKCAhIYHZs2eX2R4VFcXOnTurHUR8fDyzZs0qs23YsGGVJg35+fnk5+eXPs/OzgbAaDRiNNZMt2LJfmpqf7ZA2mT7zGnPj4fT6BXohaOuGKOx2LwdX/0NnDxB7wa1/Luqy2OkazsEh33LKer3rNl1Itt588KaXykoKECnM307a31734G0yV5Yo03m7suipCEjI4OioiJ8fX3LbPf19SUtrfqjsdPS0ize5/z585k3b1657bGxsbi5uVU7FlPi4uJqdH+2QNpk+yprz1eHHejipVi/fr3Z++uevIxCBxcOtfxjTYRXLXVxjJyNimEXEtn4zUoKDB5m1SkshstX9fzrq//Rwr3ysvXtfQfSJntRk23KzTVv+nSLkoYSt2beSqkKs3Fr7XPOnDlER0eXPs/OzqZVq1ZERUXh4WHeiaEqRqORuLg4hg4disFgqJF91jVpk+2rqj1X8wt57udNLHmsH4HeZibIqhjHt5+j6A8fEtgmsoYjrlpdH6PiVgXcHXI3uJs/BuR/WYkU+zZhxIAgk6/XdZusQdpkH6zRppLe+qpYlDT4+Pig1+vL9QCkp6eX6ymwhJ+fn8X7dHZ2xtnZudx2g8FQ428Ma+yzrkmbbF9F7dl9LINW3m6087Vg6ujzCVCUj2PbSNDX3e+ozo5Rn6noldKWBDfTXZ18+SbxAjOGdKi0XH1734G0yV7UZJvM3Y9FAyGdnJwICwsr1yUSFxdHRET1F78JDw8vt8/Y2Njb2qcQ9dVPR9MZHGLhPAuXTkOX++o0YahTmafgnR7aYl1mGhTSnITky2Rdrz/XwoW4XRZfnoiOjmbixIn07NmT8PBwPvroI5KTk5k2bRqgXTZISUnh008/La2zf/9+AK5evcrFixfZv38/Tk5OdO7cGYBnnnmGAQMGsHDhQsaMGcM333zDxo0b2b59e020UYh6o7hYsenYRd5+8A7LKnYbpz0aKq82kJ8NybugTT+zqrRo4kq7Zo3YfiKDkd38rRufEHbC4qRhwoQJZGZm8tprr5GamkpoaCjr168nMDAQ0CZzunXOhh49epR+n5CQwH//+18CAwM5c+YMABEREaxcuZKXXnqJl19+meDgYFatWkWfPn1uo2lC1D+/Xsgir6CIXm28za905Rwc/hoinrJeYLbOQQ8dR8KRdWYnDQCDQpqx+Vi6JA1C/K5aAyGnT5/O9OnTTb62YsWKctuUGavMjR07lrFjx1YnHCEajJ+OpjOgQzMMeguuLB79Dk5ubNhJA0CnMbD+WbhngdljGwaFNOepzxMpLlY4WLKSqBD1VAOZS1aI+mHT0XTu6mjheIaj30NIA5vQyZS2A+HxLRYNhuzVxgtjUTGJ565YMTAh7IckDULYifScPA6mZDEoxIL1JnLSIDkeOt1rvcDshd6gLV6VbP709I56B4Z0bE7c4d+sGJgQ9kOSBiHsxOZjF+nWsgk+jcrfalyp4QvBQ67JA3DuZ1j7ZzDjkmmJoZ19iTvcAJYSF8IMkjQIYSdiD/3G3Z0svDTh3gx6TbFOQPao3RC4mg5pv5hdZUCHZpy7fJ1TF69aMTAh7IMkDULYgWv5hWw7cZF7Qv3Mr3T5LCwOBWOe9QKzNwZX6DQKfvnC7Cruzo70b+cjlyiEQJIGIezCluMXaenlSrvmjc2vdGgt+HYGg4v1ArNHdz4CzpZNNR/V2ZfYQ3KJQghJGoSwAz/8msawLhb0MgAc/Aq63G+dgOxZm/4w6C8WVRnSyZcD57O4mJNfdWEh6jFJGoSwcfmFRWw6mm7ZpYlLSXAlGTrLXRMmHd8AG+aaXbxZY2e6t/TkxyNyiUI0bJI0CGHjdp7KpLGLI11bWLBAlXcQRB8CZwsuZzQkHi1g78eQn2N2lagufsTKuAbRwEnSIISN2/BrGlFd/Mxfft54HRI+AUdX6wZmz/xCwTsYDn1tdpWhnX3ZfjKDq/mFVgxMCNsmSYMQNqyoWBF3+DfLLk0c/R52vquttyAqFjYJElaYXTy4WSOCmrrLJQrRoEnSIIQN23vmEgosW6Bq36fQ408WTZfcIHV/CMYtt6jKqG7+fHsg1UoBCWH7JGkQwob9cCiNoZ180Zu7WFLGCW355zsetm5g9YFzI3DzgbPxZlcZ1T2ArccvknXdaMXAhLBdkjQIYaOKihXrD6YywpJlmXUOcM/foZGFM0c2VJkn4LP7IS/LrOJBPu60920kEz2JBkuSBiFs1J4zlyksUvQLbmpehcIC8AqSaaMt4d8dmneG/Z+bXWVUtwC+++WCFYMSwnZJ0iCEjfr2l1RGdfPHUW/mn+mef8Lax60bVH3U9wnYtQSKzLsrYlQ3f3aczOByboGVAxPC9kjSIIQNKiyGHw79xr13tDCvQnER/PwRhIywbmD1Uec/QLu7IT/brOKtvN3oHOBJ3OF0KwcmhO2RpEEIG3Tkig4PF0fubN3EvAqHv4biYug02rqB1Ud6Rxi1CFyamL1k9uhu/qz/VcY1iIZHkgYhbFBCho7R3fzNn9Dp9Gbo/wzoDVaNq95SClaMgDPbzCo+oqs/u5MukSM3UYgGRpIGIWzM1fxCfr2kJQ1mu/ddCHvMekHVdzodBA2ArW+aVTygiSs9WjdhX4bMhSEaFkkahLAxG4+k08wV2vs2qrqwUvDdLLh8Fhzkz/m29H0CLhyAJPN6G+7vEcDudPmdi4ZF3vFC2Jhvf0klzKfYvMLHf4DD68Ddx7pBNQSuXhD+JBxbb1bx4V18uZgHh1PNG0ApRH0gSYMQNiQtK4/405cI8zFjQF5xEWx8FQb+BZzcrR5bgxD5LAz7u1lF3Z0duaOpYk2izNkgGg5JGoSwIav3nadvkDdezmYUPrIOCvMh7FFrh9Vw6B3hSjKse1q7G6UKfZoVs+5AKgWFZvYMCWHnJGkQwkYopfhy7znG3mnm3AydxsCkdeDoZN3AGppGzeHUJjhQ9SyRbT20HoefjsqcDaJhkKRBCBvxc9Ilrlw3MqSTGetG/PIlXDoNTVpbP7CGxuAKQ+fBj/MgP6fSog46bUDkVwnnaik4IeqWJA1C2IhVe8/xhzta4OxYxZ/lpSRY9xTkXamdwBqiLveBd1tI/KzKovfdEcCW4xdJz8mrhcCEqFuSNAhhA7KuG/nfwTQm9GpVdeEf5kC3cdCyp/UDa6h0OpjwGfT+c5VFW3q50jvIm9UJKbUQmBB1S5IGIWzAVwnn6RzgQSd/j8oLnvoJzu2CIa/WSlwNmrsPXP0NNsytclDkH/sE8t+fz1JUbN401ELYq2olDUuWLCEoKAgXFxfCwsLYtq3yyVC2bNlCWFgYLi4utG3blqVLl5Z5fcWKFeh0unKPvDzp7hP1X3Gx4rNdZ5nYN7Dqwm0i4ZFvwN3M5bLF7XHx0ObB2Lei0mJDO/tSUFjMluMyIFLUbxYnDatWrWLmzJnMnTuXxMREIiMjGT58OMnJySbLJyUlMWLECCIjI0lMTOTFF1/k6aefZvXq1WXKeXh4kJqaWubh4uJSvVYJYUd2nMog+7qR4V39Ki8YvwRyM8G/e+0EJrT5L0YthrhXtFk3K2DQO/BQ79b8O77iMkLUBxYnDYsWLWLy5MlMmTKFTp06ERMTQ6tWrfjggw9Mll+6dCmtW7cmJiaGTp06MWXKFB577DHeeuutMuV0Oh1+fn5lHkI0BP+OP8uEXq1wdtRXXOjId7BlgdmrMIoa1P5uCH0Atr1VabGHerdmx8lMkjNzaykwIWqfoyWFCwoKSEhIYPbs2WW2R0VFsXPnTpN14uPjiYqKKrNt2LBhLFu2DKPRiMGgrcp39epVAgMDKSoq4o477uBvf/sbPXr0qDCW/Px88vPzS59nZ2tTuRqNRozGmll6rmQ/NbU/WyBtsi0pV66z6Vg6Lw7vUK4dpe3JTsFx3QyK7nkD5eoDdthOez5GAAyZBzqHMr/7W9vk7apnSMdmrNhxmjnDQ+okzNtl98fJBGmTZfusikVJQ0ZGBkVFRfj6+pbZ7uvrS1pamsk6aWlpJssXFhaSkZGBv78/HTt2ZMWKFXTt2pXs7Gzefvtt+vXrx4EDB2jfvr3J/c6fP5958+aV2x4bG4ubm5slzapSXFxcje7PFkibbMOaMw50aQIHdm7iwC2vlbSnx9kPKXbrxoGzrnDWvHURbJU9HqNSSnHn2aWc8RnCpUYdSjff3KYQHXywW08H4ylcLTq72ha7Pk4VkDZVLjfXvB6yar2tdbqyy8Eqpcptq6r8zdv79u1L3759S1/v168fd955J++++y7vvPOOyX3OmTOH6Ojo0ufZ2dm0atWKqKgoPDyqGIFuJqPRSFxcHEOHDi3tEbF30ibbkXXdyItvbeXT/+tJt5aepdvLtSc/Ehz0tDDUbDJcm+z1GN3KYW8aLXcsonDyTxidvU22aes/f+ayd3Me6N+m7gKtpvpynG4mbTJPSW99VSxKGnx8fNDr9eV6FdLT08v1JpTw8/MzWd7R0ZGmTU2PAHdwcKBXr16cOHGiwlicnZ1xdi4/Qb/BYKjxN4Y19lnXpE1178sdyXRp4UlYkOkVKp2Or8MxZS+MrPxauj2xt2NUTt8/Q+o+DGunwsPaYO5b2/T4gGBeXXeIyZHBOFU1UZeNsvvjZIK0qep9mcOid7STkxNhYWHlukTi4uKIiIgwWSc8PLxc+djYWHr27FlhkEop9u/fj7+/vyXhCWE3CgqLWb4jiccj25p8vcm10+i/j4YOw2o5MlEpnQ5GxYBzY8g2PZnT0M6+uBgc+O4XWf1S1D8Wp8HR0dH861//4uOPP+bIkSPMmjWL5ORkpk2bBmiXDR555JHS8tOmTePs2bNER0dz5MgRPv74Y5YtW8Zzzz1XWmbevHls2LCB06dPs3//fiZPnsz+/ftL9ylEfbN633kauzgyuKOJdSaunKXP6cUUD3gB2g+t/eBE5Zzc4I9fgFcbPK6Xv9Vc76BjSmRblm45RbFM9iTqGYvHNEyYMIHMzExee+01UlNTCQ0NZf369QQGahPTpKamlpmzISgoiPXr1zNr1izef/99AgICeOedd3jggQdKy1y5coXHH3+ctLQ0PD096dGjB1u3bqV379410EQhbIuxqJj3N53k+WEhODiUHwuku3aR5KYDCOoznUpuwhR17Wo6/Y+/ju6AJ/R8pMxL43q25P1NJ/nfr2mM7CY9pqL+qNZAyOnTpzN9+nSTr61YsaLctoEDB7Jv374K97d48WIWL15cnVCEsDtr9p3HydGBUd0Cyr5w/TKc24MKuosjAeMIqmRwsbABjZqzu+1M+sXOBicX6Da+9CVnRz1PDArmnR9PMDzUz2RyKIQ9ss9ROkLYKWNRMe9tOslTg9uhv/kfybVM+GQ0JH4qEzjZkczGnSh64BP4Lhounynz2vierbhyvYANh0zfji6EPZKkQYha9FXCeRwdHBh9cy/D1YtawuAVBA98rA22E3ZDtR0EM/aAVxvIyyrd7mLQ88TAYBZvPC4LWYl6Q5IGIWpJbkEhi+OO8/ywEBz1N/3pHVkHzTvB2OXg6FR3AYrq8/CHwgJY2h923ViQ76E+rbluLGL1vvN1GJwQNUeSBiFqycfbkwho4srw0N/XVUlJgEunoddkuP+foLfjKQSFlvCNXQ5b34DYl6G4GGdHPc8P68ii2OPkGYvqOkIhbpskDULUgoyr+Szdcpo5wztqM6Ee/gZWjIaz8VoBB/lTrBda9oTJcVrv0e/LaY/q6k9zD2c+3pFUt7EJUQPkTCVELfhH7HH6tm1Kn0BP+PFv8PV0eOBf0OOPdR2aqGlNg2HyRuj+MFy/gsOlk8wZ3oklm06Rnp1X19EJcVskaRDCyvafu8LXiSn8dVRnQEFOqvZptOOIug5NWEujZmBwgROx8NFdhOdtZVBIM15ff6SuIxPitkjSIIQVFRUrXvr6IG+EnqP1phmg08MfloBv57oOTdSGbuPhvqXw7Uze1C/h5yNJ7DyVUddRCVFtkjQIYUWrt+4j+sp8Rp15HToMl7ELDVGnUTB9F65Ojkwb0JZXvj5IfqEMihT2Sc5gQlhJcmYubTdNp1sLD3RP/gzdxtV1SKKuePjDfUt5eFA3phk/5fQHEyBbFrQS9keSBiFq2vm9qB//H89/dYAfui7C57GV0MjEwlSiwTHoHeg+bg4nL+ZS9G4v2PmuNr+DEHZCkgYhakrmKVg9FT4ZTWJKDhcuX2PW6D51HZWwMe2CO5B81zs87zibokPfaLNIFhZAsVyyELZPkgYhbpdSUFwM/50AeieOPvATfzxxF2+N74G7s0zYJMr784C2nPUI40WvRdqdFj9/BB8OgENfS/IgbJokDUJU14X9sHoKfDdTG+A4bRvZ98Tw+Lo0ZgxuR5+2Tes6QmGjHPUOvPtQD2IPp7Fm33noPRV6TIQNc+G9XnB2Z12HKIRJkjQIYanMU7B8JCwfDi5NIOJpAIr1Ljz3xQGCfNx5YmBwHQcpbF1AE1cWTbiDl7/+laMZ+dB3GjyzHwa+AI39tEsWO96G7NS6DlWIUpI0CGGOS0nw0+uQkwbuzaD93TDrEIx8S5sBEHgz9hhH03JYPOEOHBxkpUpRtbtCmvP4gGAmr9jLxZx80Bug+4Pg3RauXYSkbRDTFT5/GE5urOtwhZCkQYhKHf5GW7b6vV6QfhgKroGLB/SfBW7epcW+3HuO/+w6y8eP9sLbXVaqFOZ7ekg7erbxYuqne8suauXZAv70FTy9T5sM7PA6bXvyLriQqI2lEaKWSdIgxM1yL0HifyDhE+151nloNxSiD8OD/yntVbhZ3OHf+Os3h/jgT2G0a96olgMW9k6n07HwgW44OuiY/p99FBQWly3QpDUMfgnufUd7fmY7rBgF74ZpvV9Xkms/aNFgSdIgGraST2sXEmHZMHizHfz8IajfT9zhT0K/pyucZ2Hr8Ys8/Xkiiyd0p187n1oKWtQ3LgY9yx7tRXpOHs+sTKSwqLjiwgOeg+dPwt2vQMZxbcyDUvC/2XDkO8i/WnuBiwZH7gcTDc/ls9ro9DPbIWkrTN8J7s3hjodg7Mdat7AZfjr6GzP+m8iCB7pyT6i/lYMW9Z2nq4F/P9aHBz/axVOfJxLz4B04O+pNFza4Qucx2gO0y2YOeoj7K2Sdg9Z94U9rtNs3dTpwdK69hoh6TXoaRP1WXAS/HYKEFdpdD0WF2v3we5eBuw/84X1wdNUShbBHzU4Y1uw7z5P/SeTNsd0Zc4d5dYSoipe7E58/3pcLV67zf8v3cDW/0LyKTu4w7HVt/MMT8XDnJG1Q5bH1sCAQPrkXNi+QWznFbZOeBlF/KKUlBqCNPfj+Wdj/X0AHAT2gWUdt+3MnwLF6gxWLixUxP57g4+1J/PORnvRvL5ckRM3ydnfiv1P7Mu2zBMZ+sJOPJvakdVM383fg0057AHS5D3y7aD1q53ZrPRKBEdr01akHoEWY9vDtoiUeQlRBkgZhf5SCq+nxX8YBAAAbQElEQVRw/RI074Tu8Foijy3A8dB0KCqA/tFw1xzo/jD0mgI+HbSu2xLVTBiyco1Ef7GfUxevsmZ6BB18G9dQg4Qoy93ZkY8f7cXr3x9h9HvbeeehHgzs0MzyHel00CxEe/SeemN763AoyIVTm2DrW9DvGej3NA5b5tMx9SS6I4UQ0B282oBe/k2IG+TdIGxXXjZcOg1Xf4MOw+B8AsS+BBePwPUr0D4K/vgFNGnD6WZD6T70IQx+nW8kBS3DaiyU7ScyeO7LA3QJ8OCbJ/vj6WaosX0LYYpB78Cr93ahawtPpn+WwLierZg9vCMuhgrGOViiZU/tUaJIuwyiGgfgWrAb/Y7F2iDLP30FbSLhy0ehSSto2k57tOxd7eRb2DdJGkTdUUqb+yArBbLPa1/7z9QSgo8GQW4GuHpB0/ZagtDYF+6cqF1maBZS2p2qAnqQ4p1Kd98u4Fiz/8wvXyvgjQ3H+GZ/CnNHduLh3q3R6WTiJlF7HghrSVigFzNX7WfEO9v425jQmr9T5/feBHXnJBLTmuE/YgSGkgnKigu1nonME3BoLWSchCd2aAMuVz4Mnq2020K9gyDiKe3ujYKr2uBiBxk2V99I0iBqllKQn6PNZnc1Xft04tkS4pdoAxJLkoN739FORP++T0sMPFqARwAYr2tT6P7xS+0k5Op1Y9+eLeGOh2ulGQWFxazck8ziuOP0aO3F/56JJLCpXPMVdaONjztfTQvnk/iz/PnfCQzs0IxZQztYd16Qmy9L9J1W/nUHPQx9TZsnIuucdlcSwOlNsOpPoHfS/paDBsCY9+HMDkiOh8b+2geApu20yx/CrkjSICpXmA+5mXD9svZwctcGFZ78Ec5sg2sZWoLQfqg2fuCLiXDkW+2E4d4chs6DrmPBeE27M6FVby1BaN5Ju9763HHTP7fFnbXbzt9dLyhibWIK7286iZuTnjfHdufuzr51EosQN3PUOzC5fxCju/mzKO44I97ZxvBQP54a3L5uJhVzbqxdNrxVp9Ew9zfIToHsC9rfOYAxFy4ehdObtenYgwfDiDe0ActHvgW3ptrjzknQbRz88oU22Zq7jzb7qm9XbUVQY552C6n0+NUJSRrqK6W0T+0FV7VP/vnZ4Ncdrl+h5aWdOCSkQWGuVi4yGlL2wbZ/3EgOPFtqn/b3Locf/gLOnuDaBDqO1JKG65chL0v71ODfHQJ+/yc/chHc+x64eJb9ox7wfN38HsyUnJnLZ7vPsmrPOQKauPL8sBBGdw9AL2tICBvT3MOFBQ9048m72rFk80lGvL2NPm29eah3a+7u5IuTow1cEjC4aHcq3TyDavuh2uNWA56H7g9pH05yM2/UyToP5/fe2D7kr9D5Xni/t/aai6f2GLtMuwPky/8DJzdtETlnD+jzODi6oju2gaY5RyG1Bbg10favFKDKDpAWZqlW0rBkyRLefPNNUlNT6dKlCzExMURGRlZYfsuWLURHR3Po0CECAgJ44YUXmDatbHfX6tWrefnllzl16hTBwcG8/vrr3HfffdUJz34Y87Ts25ir/YN38dRmHryQqGXoxuvaa636aNfwd3+odQMW/F4+/EnwC4X/jNMycmOuliBM/Brcm8LCNtrP0TuDcyN45hfIu0xgxiZ0J09pP8/99xHZrk20AU+uXtqjsZ+2vef/aT0It46g7jpWe9yqgpkTbdH5y7n872Aa3x1M5VBKFlFdfPnnIz3p1cZLxi0Im9fK243593dj5t0d+HLvOf6+/gh//eZX7gn1Y2hnP8LbNrWNBKIqjf1unG9uFhltuvzjm7UPLHlZ2och77ZaEtCypzZ4Oi8LLp/RtuVlod/2Jj0up+K48kPtvPniBTj/M3w8TJujxcld28eUODi9BbYvAqdG2vbmnbVxVuf2wNkd2qRaji7g0167dfXicW2gdsn2Rr5ab0j+VdA5aNvq2bgOi5OGVatWMXPmTJYsWUK/fv348MMPGT58OIcPH6Z169blyiclJTFixAimTp3KZ599xo4dO5g+fTrNmjXjgQceACA+Pp4JEybwt7/9jfvuu4+1a9cyfvx4tm/fTp8+fW6/ldWVl01gxiYc9qSAKtSmFu4/U5sL4Od/QmGedoufq5c2scqpTbAjRuvSL8wH/24w+m3YtVR7Ixbma+VD79eu8f3wF23SIdDevJHPwsDntXUPUhLA4Ka9GRv7a0nD9ctQZNQWTGrsp2XVAN0maBmzwU3LsD0CtHovJGlv/ptHOXsFsaPDXEaMGIGD4aZBg95tTV+3rCczySmluJCVx/7kK+w8lcHOU5kkX8olIrgpD/duRVTnXnjJQlPCDvl6uDBjcHumD2pH/OlMfvg1jdmrfyEnr5C+bZvSO8iLXm286RLgaR9JRFXcvMssFlcq/EmTxQunbGLj+vWMGDECQ8k5r0UYRB/RPoAVXNUmgQPwCoTQsdp8FgVXb4ypys3Q5rUozNMSj8B+WtJw+BvY/5n2AbDwOvT+MwyeC6unwPH/aXX1zjB8ofYB7POHtDvC9E7auXXoa9p+1jyu7bdk+6DZ0DgAfpx3Y5veCXo/DsWF6C78UsO/VPNZnDQsWrSIyZMnM2XKFABiYmLYsGEDH3zwAfPnzy9XfunSpbRu3ZqYmBgAOnXqxN69e3nrrbdKk4aYmBiGDh3KnDlzAJgzZw5btmwhJiaGzz//vNqNu23Ga/hf2YsuKVXrbrt58hMHvfaGcnS+8Wm9SWvtDefoov2jbvR79txplJYF652010reiMPmw7C/awnDzdno6BjT8QyabXq7qU/8YPoPq54rKlZcuHKdM5nXOJNxjaSMXE6k53DoQjZZ14108G1MeNumzB3Rid5tvfFwkVsnRf3g4KCjXzsf+rXz4bUxXTh0IZudpzL4OekySzaf4lp+IW19GhHi15gQv8a0a96Ill6utGzihoerY8PqXdMbtA9Xt/JqY3pwZshw7XGrgc9rj1uNW3GjB7kw78Y5f8BzWq9wYT4U5d/4WYH9tF7iogLtoXfWPqQar2s9J0UFWh1VBPk56NJ+AepmJlqLkoaCggISEhKYPbvsP6+oqCh27jQ9PWl8fDxRUVFltg0bNoxly5ZhNBoxGAzEx8cza9ascmVKEo0609ifXe2eL/+pvGmw1rNwq1uv4ZXwbKk9buVkwSxv9VRxscJYXIyxSGEsLMZYVExBkfa84Pfn+YVFXM0v4lp+IVfzCsnJL+RafiE5eUYyrxWQnp1H0gU9fzu4mUvXCtDpdLT0cqVNU3eCfNyJ6uxL9NAOdPL3qJl73IWwcTqdjtAWnoS28OTxAdrf2fnL1zmals3x33I4kprNtwcukHLlOjl5hbg76fFv4oq3m4H8bAd2Gg/j09gZLzcnGjk74uqkx9Wgx83JEVcnB1x+/97F4IDeQYejg/bVoNeVPnfQ0bASkZsZXLTHrVpUMHdM2CTT20e+VX6bc2OKe02F9eurH99tsChpyMjIoKioCF/fsqPJfX19SUtLM1knLS3NZPnCwkIyMjLw9/evsExF+wTIz88nPz+/9Hl2djYARqMRo9FoSbMq9MLqX9h0WM/8Q1vKbC+3ir0y/Zq6ab37W+uoMnWUye3lfoyZdcrGcEsdBYVFel5M+LGSOubGbbpO5XGXrVNsoppOp01sY9DrcNI74KR3wN3ZkUYueho5Of7+vSONnPS0auJC94BGnNenM6R/V/ybuNGssTMGvalu2GKMxkpWD7QRJe/fmnof2wJpU93z9zDg79GUuzo0LbM9J89IalYeF7LyuJh9nZ/3Z+DpoicjJ5+Tv+VwNb+IPGMRuQW/fzXeeG4squSEBTg6lCQRutIEQqeDklRC+15XZsx0yfcl22+U1Wnfl75+IympLDVRKPKu61lweAu6SkvaD4Viatuafe+Zu69qDYS8NXtUSlWaUZoqf+t2S/c5f/585s2bV257bGwsbm418wm+o4LW7QGu/R6j6XKVvQ11FTzRVVTm5u2V7LjCOmb8PO15kUU/06yfV436eh04OmhfS7636IaF69qjiTf8dng3v1lQ1dbFxcXVdQg1Ttpk29yBuwKAolNgADwrL1+stA8FRQqKf39eXPL8lu9/v1+h9JNDSbpR8Yecm15Tt5SroE7lrplb0C40NtTsey83N9eschYlDT4+Puj1+nI9AOnp6eV6Ckr4+fmZLO/o6EjTpk0rLVPRPkEb9xAdfWN0bXZ2Nq1atSIqKgoPDw9LmlUho9FIXFwcQ4cOvTGAxs5Jm2xffWsPSJvshbTJPlijTSW99VWxKGlwcnIiLCyMuLi4MrdDxsXFMWbMGJN1wsPD+fbbb8tsi42NpWfPnqWNDQ8PJy4ursy4htjYWCIiIiqMxdnZGWfn8iP7DQZDjb8xrLHPuiZtsn31rT0gbbIX0ib7UJNtMnc/Fl+eiI6OZuLEifTs2ZPw8HA++ugjkpOTS+ddmDNnDikpKXz66acATJs2jffee4/o6GimTp1KfHw8y5YtK3NXxDPPPMOAAQNYuHAhY8aM4ZtvvmHjxo1s377d0vCEEEIIYSUWJw0TJkwgMzOT1157jdTUVEJDQ1m/fj2BgYEApKamkpycXFo+KCiI9evXM2vWLN5//30CAgJ45513Sm+3BIiIiGDlypW89NJLvPzyywQHB7Nq1aq6naNBCCGEEGVUayDk9OnTmT59usnXVqxYUW7bwIED2bdvX6X7HDt2LGPHVjDfgBBCCCHqXD2YHkwIIYQQtUGSBiGEEEKYRZIGIYQQQphFkgYhhBBCmEWSBiGEEEKYpVp3T9iikqmpzZ3VyhxGo5Hc3Fyys7PrzaQg0ibbV9/aA9ImeyFtsg/WaFPJ/87K1hGCepQ05OTkANCqVas6jkQIIYSwTzk5OXh6VrzoiE5VlVbYieLiYi5cuEDjxo1rbDnWkvUszp07V2PrWdQ1aZPtq2/tAWmTvZA22QdrtEkpRU5ODgEBATg4VDxyod70NDg4ONCyZUur7NvDw6PevNlKSJtsX31rD0ib7IW0yT7UdJsq62EoIQMhhRBCCGEWSRqEEEIIYRb9q6+++mpdB2HL9Ho9gwYNwtGx3lzJkTbZgfrWHpA22Qtpk32oqzbVm4GQQgghhLAuuTwhhBBCCLNI0iCEEEIIs0jSIIQQQgizSNIghBBCCLM06KTh9ddfJyIiAjc3N5o0aWKyTHJyMqNHj8bd3R0fHx+efvppCgoKKt1vfn4+Tz31FD4+Pri7u3Pvvfdy/vx5azShUps3b0an05l87Nmzp8J6jz76aLnyffv2rcXIK9emTZty8c2ePbvSOkopXn31VQICAnB1dWXQoEEcOnSoliKu3JkzZ5g8eTJBQUG4uroSHBzMK6+8UuX7zNaO05IlSwgKCsLFxYWwsDC2bdtWafktW7YQFhaGi4sLbdu2ZenSpbUUadXmz59Pr169aNy4Mc2bN+cPf/gDx44dq7RORX9vR48eraWoK/fqq6+Wi83Pz6/SOrZ8jMD0uUCn0/Hkk0+aLG+Lx2jr1q2MHj2agIAAdDodX3/9dZnXq3vuWr16NZ07d8bZ2ZnOnTuzdu3aGom3QScNBQUFjBs3jieeeMLk60VFRYwcOZJr166xfft2Vq5cyerVq3n22Wcr3e/MmTNZu3YtK1euZPv27Vy9epVRo0ZRVFRkjWZUKCIigtTU1DKPKVOm0KZNG3r27Flp3XvuuadMvfXr19dS1OZ57bXXysT30ksvVVr+jTfeYNGiRbz33nvs2bMHPz8/hg4dWrpmSV06evQoxcXFfPjhhxw6dIjFixezdOlSXnzxxSrr2spxWrVqFTNnzmTu3LkkJiYSGRnJ8OHDSU5ONlk+KSmJESNGEBkZSWJiIi+++CJPP/00q1evruXITduyZQtPPvkku3btIi4ujsLCQqKiorh27VqVdY8dO1bmmLRv374WIjZPly5dysR28ODBCsva+jEC2LNnT5n2xMXFATBu3LhK69nSMbp27Rrdu3fnvffeM/l6dc5d8fHxTJgwgYkTJ3LgwAEmTpzI+PHj2b179+0HrIRavny58vT0LLd9/fr1ysHBQaWkpJRu+/zzz5Wzs7PKysoyua8rV64og8GgVq5cWbotJSVFOTg4qB9++KHmg7dAQUGBat68uXrttdcqLTdp0iQ1ZsyYWorKcoGBgWrx4sVmly8uLlZ+fn5qwYIFpdvy8vKUp6enWrp0qTVCvG1vvPGGCgoKqrSMLR2n3r17q2nTppXZ1rFjRzV79myT5V944QXVsWPHMtv+/Oc/q759+1otxtuRnp6uALVly5YKy2zatEkB6vLly7UYmfleeeUV1b17d7PL29sxUkqpZ555RgUHB6vi4mKTr9v6MQLU2rVrS59X99w1fvx4dc8995TZNmzYMPXggw/edowNuqehKvHx8YSGhhIQEFC6bdiwYeTn55OQkGCyTkJCAkajkaioqNJtAQEBhIaGsnPnTqvHXJl169aRkZHBo48+WmXZzZs307x5czp06MDUqVNJT0+3foAWWLhwIU2bNuWOO+7g9ddfr7QrPykpibS0tDLHxNnZmYEDB9b5MalIVlYW3t7eVZazheNUUFBAQkJCmd8vQFRUVIW/3/j4+HLlhw0bxt69ezEajVaLtbqysrIAzDomPXr0wN/fnyFDhrBp0yZrh2aREydOEBAQQFBQEA8++CCnT5+usKy9HaOCggI+++wzHnvssSoXLbTlY3Sz6p67Kjp2NXG+k6ShEmlpafj6+pbZ5uXlhZOTE2lpaRXWcXJywsvLq8x2X1/fCuvUlmXLljFs2LAqlw8fPnw4//nPf/jpp5/4xz/+wZ49exg8eDD5+fm1FGnlnnnmGVauXMmmTZuYMWMGMTExTJ8+vcLyJb/3W4+lLRwTU06dOsW7777LtGnTKi1nK8cpIyODoqIii36/pv62fH19KSwsJCMjw2qxVodSiujoaPr3709oaGiF5fz9/fnoo49YvXo1a9asISQkhCFDhrB169ZajLZiffr04dNPP2XDhg3885//JC0tjYiICDIzM02Wt6djBPD1119z5cqVSj8U2foxulV1z10VHbuaON/Vnzk1f/fqq68yb968Ssvs2bOnymv6JUxlrEopi5ffrk6dilSnjefPn2fDhg188cUXVe5/woQJpd+HhobSs2dPAgMD+f7777n//vurH3glLGnTrFmzSrd169YNLy8vxo4dW9r7UJFbf/81eUxMqc5xunDhAvfccw/jxo1jypQpldati+NUGUt/v6bKm9pe12bMmMEvv/zC9u3bKy0XEhJCSEhI6fPw8HDOnTvHW2+9xYABA6wdZpWGDx9e+n3Xrl0JDw8nODiYTz75hOjoaJN17OUYgfahaPjw4WV6hm9l68eoItU5d1nrfFfvkoYZM2bw4IMPVlqmTZs2Zu3Lz8+v3MCRy5cvYzQay2VxN9cpKCjg8uXLZXob0tPTiYiIMOvnVqU6bVy+fDlNmzbl3nvvtfjn+fv7ExgYyIkTJyyua67bOW4ldwycPHnSZNJQMkI8LS0Nf3//0u3p6ekVHseaYGmbLly4wF133UV4eDgfffSRxT+vNo6TKT4+Puj1+nKfYir7/fr5+Zks7+joWGniV9ueeuop1q1bx9atW2nZsqXF9fv27ctnn31mhchun7u7O127dq3w/WIvxwjg7NmzbNy4kTVr1lhc15aPUXXPXRUdu5o439W7pMHHxwcfH58a2Vd4eDivv/46qamppQcsNjYWZ2dnwsLCTNYJCwvDYDAQFxfH+PHjAUhNTeXXX3/ljTfeqJG4LG2jUorly5fzyCOPYDAYLP55mZmZnDt3rsybtqbdznFLTEwEqDC+oKAg/Pz8iIuLo0ePHoB2/XPLli0sXLiwegGbwZI2paSkcNdddxEWFsby5ctxcLD8ymFtHCdTnJycCAsLIy4ujvvuu690e1xcHGPGjDFZJzw8nG+//bbMttjYWHr27Fmt92hNU0rx1FNPsXbtWjZv3kxQUFC19pOYmFjrx8Nc+fn5HDlyhMjISJOv2/oxutny5ctp3rw5I0eOtLiuLR+j6p67wsPDiYuLK9MrGxsbWzMfXG97KKUdO3v2rEpMTFTz5s1TjRo1UomJiSoxMVHl5OQopZQqLCxUoaGhasiQIWrfvn1q48aNqmXLlmrGjBml+zh//rwKCQlRu3fvLt02bdo01bJlS7Vx40a1b98+NXjwYNW9e3dVWFhY621USqmNGzcqQB0+fNjk6yEhIWrNmjVKKaVycnLUs88+q3bu3KmSkpLUpk2bVHh4uGrRooXKzs6uzbBN2rlzp1q0aJFKTExUp0+fVqtWrVIBAQHq3nvvLVPu5jYppdSCBQuUp6enWrNmjTp48KB66KGHlL+/v020KSUlRbVr104NHjxYnT9/XqWmppY+bmbLx2nlypXKYDCoZcuWqcOHD6uZM2cqd3d3debMGaWUUrNnz1YTJ04sLX/69Gnl5uamZs2apQ4fPqyWLVumDAaD+uqrr2o9dlOeeOIJ5enpqTZv3lzmeOTm5paWubVNixcvVmvXrlXHjx9Xv/76q5o9e7YC1OrVq+uiCeU8++yzavPmzer06dNq165datSoUapx48Z2e4xKFBUVqdatW6u//OUv5V6zh2OUk5NT+r8HKD2/nT17Vill3rlr4sSJZe5U2rFjh9Lr9WrBggXqyJEjasGCBcrR0VHt2rXrtuNt0EnDpEmTFFDusWnTptIyZ8+eVSNHjlSurq7K29tbzZgxQ+Xl5ZW+npSUVK7O9evX1YwZM5S3t7dydXVVo0aNUsnJybXYsrIeeughFRERUeHrgFq+fLlSSqnc3FwVFRWlmjVrpgwGg2rdurWaNGlSncZ/s4SEBNWnTx/l6empXFxcVEhIiHrllVfUtWvXypS7uU1KabcuvfLKK8rPz085OzurAQMGqIMHD9Zy9KYtX77c5Pvw1pze1o/T+++/rwIDA5WTk5O68847y9yeOGnSJDVw4MAy5Tdv3qx69OihnJycVJs2bdQHH3xQyxFXrKLjcfN76tY2LVy4UAUHBysXFxfl5eWl+vfvr77//vvaD74CEyZMUP7+/spgMKiAgAB1//33q0OHDpW+bm/HqMSGDRsUoI4dO1buNXs4RiW3gd76mDRpklLKvHPXwIEDS8uX+PLLL1VISIgyGAyqY8eONZYYydLYQgghhDCL3HIphBBCCLNI0iCEEEIIs0jSIIQQQgizSNIghBBCCLNI0iCEEEIIs0jSIIQQQgizSNIghBBCCLNI0iCEEEIIs0jSIIQQQgizSNIghBBCCLNI0iCEEEIIs0jSIIQQQgiz/H8J4W6eM3u7DgAAAABJRU5ErkJggg=="
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "Cauchy分布およびその一般化である t 分布の裾野は重い(太い)。\n\n正規分布では確率密度函数の裾野が指数函数的に $0$ に近付くが、 t 分布では $O(|x|^{\\nu+1})$ のオーダーでしか減少しない($\\nu >0$)。"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## 4つの確率モデルを記述する函数の定義"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "logpdf_TDist1(mu,nu,x) = logpdf(TDist(nu), x-mu)\nlogpdf_TDist2(mu,nu,sigma,x) = logpdf(TDist(nu), (x-mu)/sigma) - log(sigma)\n\nnegloglik_Normal(mu,sigma)    = sigma > zero(sigma) ? -sum(logpdf(Normal(mu,sigma),Y[i])   for i in 1:n) : Inf\nnegloglik_Cauchy(mu,sigma)    = sigma > zero(sigma) ? -sum(logpdf(Cauchy(mu,sigma),Y[i])   for i in 1:n) : Inf\nnegloglik_TDist1(mu,nu)       = nu > zero(nu)       ? -sum(logpdf_TDist1(mu,nu,Y[i])       for i in 1:n) : Inf\nnegloglik_TDist2(mu,nu,sigma) = \n             (nu > zero(nu) && sigma > zero(sigma)) ? -sum(logpdf_TDist2(mu,nu,sigma,Y[i]) for i in 1:n) : Inf\n\nnegloglik_Normal(x) = negloglik_Normal(x[1],x[2])\nnegloglik_Cauchy(x) = negloglik_Cauchy(x[1],x[2])\nnegloglik_TDist1(x) = negloglik_TDist1(x[1],x[2])\nnegloglik_TDist2(x) = negloglik_TDist2(x[1],x[2],x[3])\n\nlik_Normal(mu,sigma)    = exp(-negloglik_Normal(mu,sigma))\nlik_Cauchy(mu,sigma)    = exp(-negloglik_Cauchy(mu,sigma))\nlik_TDist1(mu,nu)       = exp(-negloglik_TDist1(mu,nu))\nlik_TDist2(mu,nu,sigma) = exp(-negloglik_TDist2(mu,nu,sigma))\n;",
      "execution_count": 6,
      "outputs": []
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## 最尤法の実行"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "fit_Normal = fit_mle(Normal,Y)",
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "text/plain": "Normal{Float64}(μ=3.450428571428571, σ=12.620958836759735)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "あえて optimize() 函数で実行してみる。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "opt_Normal = optimize(negloglik_Normal, [10.0, 1.0])\n@show opt_Normal\n\n@show nmu    = opt_Normal.minimizer[1]\n@show nsigma = opt_Normal.minimizer[2]\n@show nmu_str = @sprintf(\"%.1f\", nmu)\n@show nsigma_str = @sprintf(\"%.0f\", nsigma)\n\npred_Normal(x) = pdf(Normal(nmu, nsigma), x)\n@show maxloglik_Normal = - negloglik_Normal(nmu, nsigma)\n@show AIC_Normal = -2*maxloglik_Normal + 2*2\n\nsleep(0.2)\n\nmu = collect(linspace(-10,15,100))\nsigma = collect(linspace(6,24,100))\nL = lik_Normal.(mu',sigma)\ncmap = \"OrRd\"\nfigure()\npcolormesh(mu, sigma, L, cmap=cmap, vmin=0.0)\ncolorbar(label=\"likelihood\")\nxlabel(\"\\$\\\\mu\\$\")\nylabel(\"\\$\\\\sigma\\$\")\ngrid(\"on\", linestyle=\":\")\ntitle(\"Model:  \\$y \\\\sim \\\\mathrm{Normal}(\\\\mu,\\\\sigma)\\$\")\ntext(-9, 6.3, \"Sample: $Y\", fontsize=9)\nscatter([nmu],[nsigma], label=\"MLE\")\nlegend()",
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": "opt_Normal =  * Status: success\n\n * Candidate solution\n    Minimizer: [3.45e+00, 1.26e+01]\n    Minimum:   2.768008e+01\n\n * Found with\n    Algorithm:     Nelder-Mead\n    Initial Point: [1.00e+01, 1.00e+00]\n\n * Convergence measures\n    √(Σ(yᵢ-ȳ)²)/n ≤ 1.0e-08\n\n * Work counters\n    Seconds run:   0  (vs limit Inf)\n    Iterations:    41\n    f(x) calls:    81\n\nnmu = opt_Normal.minimizer[1] = 3.450141062827999\nnsigma = opt_Normal.minimizer[2] = 12.620659842630458\nnmu_str = #= In[8]:6 =# @sprintf(\"%.1f\", nmu) = \"3.5\"\nnsigma_str = #= In[8]:7 =# @sprintf(\"%.0f\", nsigma) = \"13\"\nmaxloglik_Normal = -(negloglik_Normal(nmu, nsigma)) = -27.68008156065995\nAIC_Normal = -2maxloglik_Normal + 2 * 2 = 59.3601631213199\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 640x480 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 8,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x0000000059964C88>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "opt_Cauchy = optimize(negloglik_Cauchy, [10.0, 1.0])\n@show opt_Cauchy\n\n@show cmu    = opt_Cauchy.minimizer[1]\n@show csigma = opt_Cauchy.minimizer[2]\n@show cmu_str = @sprintf(\"%.1f\", cmu)\n@show csigma_str = @sprintf(\"%.2f\", csigma)\n\npred_Cauchy(x) = pdf(Cauchy(cmu, csigma), x)\n@show maxloglik_Cauchy = - negloglik_Cauchy(cmu, csigma)\n@show AIC_Cauchy = -2*maxloglik_Cauchy + 2*2\n\nsleep(0.2)\n\nmu = collect(linspace(8.5,11,100))\nsigma = collect(linspace(eps(),2,100))\nL = lik_Cauchy.(mu',sigma)\ncmap = \"OrRd\"\nfigure()\npcolormesh(mu, sigma, L, cmap=cmap, vmin=0.0)\ncolorbar(label=\"likelihood\")\nxlabel(\"\\$\\\\mu\\$\")\nylabel(\"\\$\\\\sigma\\$\")\ngrid(\"on\", linestyle=\":\")\ntitle(\"Model:  \\$y \\\\sim \\\\mu + \\\\sigma\\\\mathrm{Cauchy}()\\$\")\ntext(8.6, 0.05, \"Sample: $Y\", fontsize=9)\nscatter([cmu],[csigma], label=\"MLE\")\nlegend()",
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": "opt_Cauchy =  * Status: success\n\n * Candidate solution\n    Minimizer: [9.81e+00, 4.09e-01]\n    Minimum:   1.966369e+01\n\n * Found with\n    Algorithm:     Nelder-Mead\n    Initial Point: [1.00e+01, 1.00e+00]\n\n * Convergence measures\n    √(Σ(yᵢ-ȳ)²)/n ≤ 1.0e-08\n\n * Work counters\n    Seconds run:   0  (vs limit Inf)\n    Iterations:    39\n    f(x) calls:    82\n\ncmu = opt_Cauchy.minimizer[1] = 9.812920133887147\ncsigma = opt_Cauchy.minimizer[2] = 0.40897290161134037\ncmu_str = #= In[9]:6 =# @sprintf(\"%.1f\", cmu) = \"9.8\"\ncsigma_str = #= In[9]:7 =# @sprintf(\"%.2f\", csigma) = \"0.41\"\nmaxloglik_Cauchy = -(negloglik_Cauchy(cmu, csigma)) = -19.663689546771376\nAIC_Cauchy = -2maxloglik_Cauchy + 2 * 2 = 43.32737909354275\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 640x480 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 9,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000005A05D358>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "opt_TDist1 = optimize(negloglik_TDist1, [10.0, 1.0])\n@show opt_TDist1\n\n@show t1mu = opt_TDist1.minimizer[1]\n@show t1nu = opt_TDist1.minimizer[2]\n@show t1mu_str = @sprintf(\"%.1f\", t1mu)\n@show t1nu_str = @sprintf(\"%.2f\", t1nu)\n\npred_TDist1(x) = pdf(TDist(t1nu), x-t1mu)\n@show maxloglik_TDist1 = - negloglik_TDist1(t1mu, t1nu)\n@show AIC_TDist1 = -2*maxloglik_TDist1 + 2*2\n\nsleep(0.2)\n\nmu = collect(linspace(8.5,11,100))\nnu = collect(linspace(eps(),2,100))\nL = lik_TDist1.(mu',nu)\ncmap = \"OrRd\"\nfigure()\npcolormesh(mu, nu, L, cmap=cmap, vmin=0.0)\ncolorbar(label=\"likelihood\")\nxlabel(\"\\$\\\\mu\\$\")\nylabel(\"\\$\\\\nu\\$\")\ngrid(\"on\", linestyle=\":\")\ntitle(\"Model:  \\$y \\\\sim \\\\mu + \\\\mathrm{TDist}(\\\\nu)\\$\")\ntext(8.6, 0.05, \"Sample: $Y\", fontsize=9)\nscatter([t1mu],[t1nu], label=\"MLE\")\nlegend()",
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": "opt_TDist1 =  * Status: success\n\n * Candidate solution\n    Minimizer: [9.73e+00, 6.23e-01]\n    Minimum:   1.982632e+01\n\n * Found with\n    Algorithm:     Nelder-Mead\n    Initial Point: [1.00e+01, 1.00e+00]\n\n * Convergence measures\n    √(Σ(yᵢ-ȳ)²)/n ≤ 1.0e-08\n\n * Work counters\n    Seconds run:   0  (vs limit Inf)\n    Iterations:    33\n    f(x) calls:    70\n\nt1mu = opt_TDist1.minimizer[1] = 9.728455866678203\nt1nu = opt_TDist1.minimizer[2] = 0.6230116833132611\nt1mu_str = #= In[10]:6 =# @sprintf(\"%.1f\", t1mu) = \"9.7\"\nt1nu_str = #= In[10]:7 =# @sprintf(\"%.2f\", t1nu) = \"0.62\"\nmaxloglik_TDist1 = -(negloglik_TDist1(t1mu, t1nu)) = -19.826318428686324\nAIC_TDist1 = -2maxloglik_TDist1 + 2 * 2 = 43.65263685737265\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 640x480 with 2 Axes>)",
            "image/png": 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z5s24/fbbAWgD4O+77z4cP37cMJB98ODBSEtLg9PpDOgK9SUlJcWzEriblpYWNDY2Ij09Hffccw+am5v77XpNwo0lEMQgra2tOHz4MHJycvD000/jpZdeikhDB9Cml99xxx0RuVdf4M4778ScOXOwdu1avP3225auLSoqwsaNG01doYLYZdasWVBVFTU1NQFnkQKAw+HwjP+yQkJCAhISElBXV4cvvviiX++xJho7AkEMsm3bNtxxxx1IS0vDr371Kzz11FMRuW9ZWRlqamowd+7ciNyvL0AIwX//939jy5YtYIxZ2gy0rKwMb7/9Nq677roe1FDQ0zQ3N6OwsNDzf3FxMfLy8pCamorLLrsM9913H37wgx/gtddew6xZs1BbW4sdO3bg8ssvx/Llyy3f74svvgDnHJMmTUJhYSF+/vOfY9KkSXjggQe606yYQrixBAKBQCDoQXbu3GnYMgTQdrVfv349nE4nXnzxRbz//vuoqKjA0KFDMW/ePKxZs8Z0HahA/O1vf8Pq1atx9uxZpKam4q677sJLL72E5OTk7jAnJolqY2ft2rX46KOPcPLkSc8qjy+//DImTZoU8rpdu3Zh1apVOH78ODIyMvBv//ZvePjhh/3CbNq0Cc888wyKioowfvx4vPTSS6LrXSAQCASCfkhU19nZtWsXHn30Uezduxfbt2+HoihYunQpWlpagl5TXFyM5cuXY8GCBcjNzcWvfvUrPPHEE9i0aZMnTHZ2Nu655x6sWLEChw8fxooVK3D33Xdj3759kTBLIBAIBAJBL6JXubHOnz+P4cOHY9euXZ6VH/X84he/wJYtW5Cfn+859/DDD+Pw4cOeTffuueceNDY24rPPPvOEuemmm5CSkhJ00S6BQCAQCAR9k141QLmhoQEAkJqaGjRMdnY2li5d6nfuxhtvxLp16+B0OuFwOJCdnY0nn3zSEOaNN94IGGdHRwc6Ojo8/zPGcPHiRQwdOtSzyJxAIBAIBIHgnKOpqQkZGRmWBqBbpb29HZ2dnWHHM2DAAMMKy32dXtPY4Zxj1apVuO6660KuvFpdXW1YS2DEiBFQFAW1tbVIT08PGibQXkeANnZozZo14RshEAgEgn5LeXk5Ro0a1SNxt7e345L4eDR3Q1xpaWkoLi7uVw2eXtPYeeyxx3DkyJEu7d2h721xe+J8zwcKE6yXZvXq1Vi1apXn/4aGBowePRpFJw5i2NAUqCoDOIckUaiqChACiVIoqgrilhUVlBLQgDIFpQRORYXkkRXIkgRC3LL2NaCoKmTXwlKKqsIhy+Cce2TGOFTG4JAlMMbBGIMsS2CqAsY5ZEkCY8wjq4yB+8jg8NoBt8wAAqNNqgpK3HYoPnIwm1TIEoXKGPJOlGDGlNGQJQmKynzs03TnjHnkoDYxDsaZyyZVZxM89wIHJEo0OwLaxEAIN9qkqqBE091gE4GfTVo+qX52+NtEXfnE4ZCpyyavzBiH7JY5hyxRVz657FA1mwAg7/RZXD4hA3EOCarKXTYRTSaarYrKQXxk6tLXX2YuWwmcKoPkI3ttYpAl4rKD+8mhbYIunwLY5JtPrnVePXljyCfJlU8InE9UCpxPHlmL88jpMkydMAoDHbJ/PhHiLXucByh7sq7sMf/nCTB5nngAm0I8Tyq3WEf41wuW6wiHrNnBuNc+l+y2CQDyjhfi8smXIm6AQ5dPZvWeFKLeUyC58s9Y71mxSQ2cTyFs8uYThyRJFm0KVZf729TU1IRxk69EYmJiwHdMd9DZ2YlmAE8CiAsjng4Ar1dXo7OzUzR2Is3jjz+OLVu2ICsry7RVnJaWZuihqampgSzLng0Xg4XR9/a4iYuL82zm50tKSjKSklyFt8eHNoUZP2c9ez8L9quMYfSoERgyJBlSsC5dy+lpEt40Pqv29nB6Gi7XrlcZw+iM4UhNSQqedt1B2O5Zi9cTM1tM4jPVl0BlDJkZIzAsdYgx7bpwfbj3t4RpeoQZv+Fy8+u15zYdqYHSz/wG9vTqI7hdV5EY9jDQddilv+ZUVGdjcc7x2GOP4aOPPsKOHTswbtw402vmzZuH7du3+53btm0bZs+eDYfDETLM/PnzLenXoy+bPoxEKSaMSRPpZwOJUkzIHCbSzgYSpZgweoRIO5tIlGLC2JEi/Wwg0qz3E9UcevTRR/HBBx/gr3/9KxITE1FdXY3q6mq0tbV5wqxevRo/+MEPPP8//PDDKC0txapVq5Cfn493330X69at81tB9qc//Sm2bduGl19+GSdPnsTLL7+ML7/8Ej/72c8s6acoavhGBkW/j5vVy5n/0d3349z/sBC/oirYc+g0FNUn/cKIL6C+pvGZXc9CH6bxWdTP7HChqAx7DpdAUfU6mO4DGBH97KeH1fQ10TfA9YqqYE/uaSiqYuv6Hi1vMYCiqNhz4HgP13t9k0imGemGoz8S1cbOH//4RzQ0NOD6669Henq659i4caMnTFVVFcrKyjz/jxs3Dlu3bsXOnTsxc+ZMvPDCC3jrrbdw1113ecLMnz8fH374Id577z1cccUVWL9+PTZu3Iirr77akn6U9tdiER6UEIwckQIqZrJZhhJg5CVJEEXPOpQQjBwuyp1dKCUYmTZU1Hs2iGSa0W44+iO9ap2d3kJjYyOSk5PRcO5MD47Z6TtjdLoUf28bo9Pr0q+b72+g58d8WLpfBMbw9O7roz9mhzGOTmeAXjCBDgKHLEGSgudZY2MTkkeMQ0NDA5KSknpEC/d76VmEN2anHcBvgB7VtTfSKwYo91ZEd649FFXFnkOnMf/KyzwzLARdQ3NjFWP+jHGe2V6CrqGVu0LMv3ICZElUbaHodCooPlsL5tOG5hzo6HQiboAj/PHrfZAhifFIG5YccBCyeFf0fkSNEAJK0I1f6JHuybEaf/f1vFBCMD5zBChIiHi7u6ck3J6cCOsTBEqA8aOGutxY3dk7FG75sxje7GVplh+Gng9dhPr0JwSUUIwfPRyUUBgVNr9eFyD09aaY3V9nv2lPT5j6+NjLOUfV+QZI8gBkpqd5XDCcA05VhUOSuqGx03daS5xztLa2oeb8eQBA+iVDDGEi6cYKd9xN38kZa4jGTgh6ciXMvgylFCNHpERbjZiEUoKRw/vvzsThQCkR5a4LKCpDa7sTGRkZGDQo3u+3+CDXWKdvvVLj47WUqTlfg+GpSQaXViTfFeGOu+mvb7X+aneXEF2T9lAUFTv2ilkddlAUFTv2F4q0s4FW7k6ItDPBvbDeANdSHW44BxqbW3t+SbEYxd0wdAYoX6LM9X5Ez04IRM+OPSilmD5xlEg/G1BKMX1Cmkg7G4hyZ41Arqr4geGszdu38Y7VMbYGI1nmhBvLHqKxE4LYnoIZ4dlAPp+DlADDh+pdMTE2Rqebx+R0ddIjIcAlKQmWrukJjIMwzXTp5jExVse0cFe5Sw22XH+4Y3j00VkMb0akx/AEgBDAIYsJBXaIxtTzcK7vj/RXu7tEoO5KgTlORcUXu4+I9LOBoqjYln1adIvbwKmo+OLbY6Lc2YRxoKGp1W+GlqBrOBUxhb+3Ixo7IRBLgNtDohRzLr9UpJ8NqEQxe+ooUDHt3DISpZgzfZwodzYhABIGDey1bo77H3gQRHLg4Uf+n+G3//foYyCSA/c/8KAn7O133GUI52bspRNAJIfh+N3Lr9jSTaKR6xETiwraQ7ixQhDbbqzoQSlBavLgaKsRk1BCkJo8KNpqxCRauUuIthoxCyGwtLaTyjj2l9ShpqkDwxPjMHdsCqQerjMzMzPx4ca/4fX/eM0zQ6q9vR0bPtyI0aNHW4rrN2uex48e+qHfObu7loup570f0dgJQXhdk7G+QrL9MS1ORcW23Uew9Loruj4GwBBfXxuT07X4nIqK7XsLseSaCVEdP2F1uJDpkBWLQ36sj+HhWrn79jiWXjsNDllXtYW9jk601+3peRgHGptakJSYYLpdyefHzmHN/51EVWOH51x6Uhyeu2Uybpo+Aj1l75WzZuFM8Rl89NFm3HffvQCAjz7ajMzMUbh03KWW4kpMHIy0tLRu0Uu4sXo//bVHq0uI1X/tIUsUC2ZPFisA20CWKK6bNVaknQ1kiWLBVRNF2tmEECAxId604fr5sXN45K+H/Ro6AFDd2IFH/noYnx8714NaAg/cvxLv/c//eP5/d/16PPjA/T16TzMi+a4Qbix79Fe7u0SgZcEF5hBCkDQ4XqSfDQghSEqIE2lnA1HuwoMAkCQasg9GZRxr/u9kwI4697k1n56E2oOjnFf8y79g9+5vUVJSgtLSUnz77R78y333WY7nF7/8FQYnDfE7du7cZUunSJY5gvAaOv316RBurBBY65rs424rCzgVFVt35WH5ohnBXTEx5rbqLjeVWXinouKzbwuw7NqJMTUN2Cx5LLu5rG43QahW7rKOYvnCy41pZ4jfxM1kNXy0p953g9uoK26s/SV1hh4dvRZVDR3YX1KHeZemWtahKwwbNgw3L1+O/3n/f8E5x83Ll2PYsGGW4/n5U/+K+1f+wO/cyJEjbekUSTeWGLNjD9HYCYFwY9lDliiWXjtduBNsIEsUS64ZL9LOBrJEsXT+VJF2NiEESBo8KGTDtKYpeEPHTji7PPjA/XjsiZ8CAN75/Vu24hg2bCgmTJjQLfqId0XvRzR2BD2CHEO9Er0N8bK2jyh3YWLSBTc8sWsrLHc1nF1uuulGdHZ2AgBuvHFpj96rtyEWFbSHaOyEQFHF4mR2UFSGrbsOh3ZjCQKiqCwm3Vi9AUVlwd1YAlO4jxsrWJtn7tgUpCfFobqxI6AjlgBIS9amofckkiQh//hRjxyIhsYG5OXl+Z1LTU31TFFvampGdXW13++DBg1CUlKSZX0i+a4Qbix79NdGXpfo0a5JzvyPbo+f+x89Hh/3HLJEsHzRDP8eCsP1+kMfnVn6mF1vdj//g/PQh9n1lg+9fq5DpgTL5k+ATEnQMBE5utleY3qa5KeF8qaFZ5ApsHzBNMhdqdWsPh9W9eluerq+gPYSTEocFPJlKFGC526Z7Amvvx4Anrt5coD1dro/fZKSkkI2THbu3IVZV83xO5597nnP788+9zzSR2b6Hf/2i1/a0kW4sXo/hEdzA55eSmNjI5KTk1FfVYjk5K628i0mY9gVlsn9LGdruPF5f+eco73DiYFxDu8shagPSA4dPvwByFbzP3B4zjnaOxUMHCBHd1aR5Xubhff/3dw23e9dCO9X7gwr2ppcb4jfanijPmGFN8N0wHLw+No7nCiuvIhxY8dg4MCBnvNaO46DENKl6eeGdXaS4/Dcze51dkwN6EKY3kV7ezuKS0owbuRQDIwb4PdbQ0MjhqRdioaGBls9Q13B/V56A0B8GPG0AfgZ0KO69kaEGysEwo1lD0Vl2PbtMeHGsoGiMmzfdwbL5kd3UcFYRFEZtmWfxPIF0+CI4PL9fQUOjsbmVlfvTujGyE3TR2DJ1OERX0G5txLJd4UYs2MP0dgJgWEVVkGXcMgSbvvOldFWIyZxyBL+aeGkaKsRkzhkCbctviLaasQslBAMSer6dhsSJT02vTzWEO+K3o/IoRCEdm1E2vvX3ffrPreV8VKOpuY2JCYM9HFXdLPbqtvXzQnTTWWqT9fclpxzNLV2InHQgNCunm7fz0Efv/6Eyfeg1ehN1DdflsYYQEu7DiQOiguw+4Ref7N1cQwRmIQ3SYCIbydhPT7OAcYYKKXWvZj9nEiOBhEDlO3RX3u0uoRwY9lDURm+OXgaitozAyn7MorKsDvvrEg7G2jlrkiknU04OJpa2sAj/iEX+0TDjSW2i7CG6NkJgeiatIdDlnDzohnRViMmccgSll87PtpqxCQOWcLNC6dFW42YQd8ZYdWN1d/w9t4Y+0Yi+a4QY3bsId7mIWB++7uE+bXT27eD6MbrGeOob2rFkMRBoMEGLPaw28r67KoedlN1sZubcY76pnYMSYwD7U5fguH+Vmf/mNnXs26urri1/MudPrzZ9gthurUMmKS3VTeYIXqr20l4kSQKcKDT6UR8vP9sLFVl2v5YPe7r6G63Xc/T2toGAAEnDrAe3AtM0D2Ixk4IVCa6w+2gMoacY8W44eopoGJWjCWYynEgvxo3XDUaVFb1oMwAACAASURBVO79L4DehMoYco6X4Ya5l4lyFwJZohg0UMb587VwyLLng4RxoKW1HQmDBgbdG6vn6L1lnXOO1tY21Jw/jyGJ8VpjUYfKxKKCvR3R2AmBmPprD4cs4cZrp0dbjZhElimWXj0OkR8AH/s4ZAk3zp8SbTV6PYQQpF+SjOKKCygtKzP8XhsFnWKBIYnxSBuWHPA34cbq/YjGTghE16Q9GOOorWvCsJTE4G4sQUAY56itb8WwIfHd68bqB2jlrhnDUgaLcmfCAIeMiWOGo9OpeNrVjHHUNTQiJTnJmH79uiwSOGQpYI+OG/Gu6P2Ixk4IWDhurH40RkcPYwzHCiuw8KqJXndCxMfoWLSvx8fkdC09mcpw/EwtFswYCdqjG4KGOXXasEKwxTE9PTCGh6kqjhVWYeGVl4JSfdWmz2+LY3iMGoX8N/yp5T0/FZ0SgoEDHJ4ziqLiVFE5Fl59hXFD1R5v7MR2Yyqsd4VFCMLrnYntlLaPaOyEQOygbA9ZlnDD1ZOjrUZMIksUi6/MjLYaMYksS7hh7sRoqxGzyLKEG66dFW01YpJIvivEmB179Ff3XZeIZGu9L8EYR0VNvejatQFjHJW1zSLtbKCVuwaRdjZhjKGiulbUezYQadb7EY2dEIhK0x6MMxSV1YD10O7MfRnGOYoqGsDE/ryWYZyj6GytSDubMMZRVFop6j0bRDLNxKKC9hBurBDIMkWvmRXT4xV4943xkSWKhVdNcJ0O1uDpbWN0rI7J6Zld52WJYMGMjK7dozuxug6PYUiKxTE9ZttR2Nh9QZYIFl55afAAISM0GcNjOianCwqGFd5s3R776+64kWUJC68OsrdYuOsCmRJ76+74ItxYvZ/+2sjrEqJr0h6MMZRWXhDpZwPGOEqrm8TXtQ20clcnyp1NGGMoPXtOpJ8NRJr1fkRjJwTihWMPxl1jJ0TyWYZxjsraFuGKsQHjQMV5Ue7swhhHxbkLot6zgXBj9X6EGysEYjaWPWRJwvyZl0ZbjZhElijmTU+LthoxiSxRzJ8xNtpqxCyyLGH+VVOjrUZMEsl3hVhU0B5RtTsrKwu33norMjIyQAjBxx9/HDL8/fffD0KI4Zg2zbv53/r16wOGaW9vt6yfpe0iOPM/zC/QHeFiEh/n/odpdGbhdffzsV1VFRSWndelnz68tfg59z+M9pochvsx/0P/uyG8SXxm4UOkl3Zo16kqQ9HZeqiqXid9+HAPMxv05blr+gdPL7PwJvlhkp6ccyiqisKyWtcO1Gb5b/X56+H4Io7x/ipjKCypFNvk2CCSaUa64eiPRLWx09LSghkzZuDtt9/uUvg333wTVVVVnqO8vBypqan4/ve/7xcuKSnJL1xVVRUGDhwYJNbgmG8mKQgE50BdY2vPj6nug3DOcbGpQ5Q9G3AOXBTlzjacc9Q1NImyZwORZr2fqLqxli1bhmXLlnU5fHJyMpKTvXuTfPzxx6irq8MDDzzgF44QgrS08F0BsiTcWHaQJYo508dEW42YRJYo5kweHm01YhJZopgzTSzIaBdZkjBnxqRoqxGTRPJdIdxY9ohpu9etW4fvfve7GDPG/8Xa3NyMMWPGYNSoUbjllluQm5sbMp6Ojg40Njb6HQC0fWMAqCrT3AoAVFXVuiw5g6I4oaqKJquqZ0S+n6yorsFrHE5FcZ3ncCqq52vALXPuPc8Zg9OpAG5Z0XbVZYy7ZA7GGBRF8cqqO4zrPOdQVRWK61qV6exwdfd7bAKgqMxH9rXJq7uiKJ4BeU6PfV47VMZwvKgSiqqAcwanooAz5m8T5zqbFD+buMul447Tax+HylQ/WVVVj60eWfHKiqJCZQoA5rLDe5653EWKqrrWBXKdZyrANX25K7zTqXrtUFRwzlz2aWE5U132MU1fp3adNz8YmKoGyDN3PilQVRUnSi6g0+mE5hLU28S8NvnILJjMjLJmh799bt09squM+drHmArF1z7FZZ/qtcNjk0t3t92qyqAqPvnEdGVPb5M7n9x5prfJXQ65+3lSoKgKTpbUoL2zE4xpOnY6tXLrLocem1zlkKkuWf88+ejOVMXzbKmMQXE/Q37Pk0522ae4beUufd1lMmAd4fM8ce7KD1eeGeoIvU3uZ8j1PLnKD1NVKE6nT72gGmTVlWcqYzhRUBq63nPVC55ny+myyWNHIJsUP9lb7yk+NvnL3rLndOWNv32B7AhkkzefVHOb/HQPJge2yX2vSCAGKNsjZu2uqqrCZ599hoceesjv/OTJk7F+/Xps2bIFGzZswMCBA3HttdeioKAgaFxr16719BolJycjM1P7OjxRoO0InF9YhvxCTT5ysgQFZyoAALnHzqC4/BwAYP/hApRXavsF7zl4ElXn6wAAWfuPo/ZiAwBgx54jqG9sBgBsy8pFU0sbAGDr1wfR3uGEojJs/fogFJWhvcOJrTsPAQCaWtqx7Zs8AEB9Ywt2ZB8FANTWNSIrJ19Lj/P12HPoNACgvOoC9h85AwAoPnseuSeKAQAFJdU4ctplU1El8osqNZtOl6OgpFqz6UQJis+e12w6Wozy6ouaTblFqKrV7Mg6WIDauibNpn0nUd/Uqtm0Jx9NrR0ABwrLatHeoWg2fXPCZZOCrbs1fZtaO7At+5RmU1Mbduwv1Gyqb0HWIU3f6gtNyD5cqtl0rh45x88CAEoq6pB7skqzqewCjhZqeZBfXIv8Yi0PjhbVoKBM0z33VBVKKjXdc05Uofyc1pjNPlqB6gstAIBv8s6itl7Ljx0Hy1Df1AEA2J5TiqZW7WXx2d4StHeqUFSOz/aWQlE52jtVfLZX07GpzYntB8pdNnVgR26Fy6Z2fHNYS9/qi63IPq7pW17TjJyTWlqXVDcht/ACwDlq6tpxvFgrP/ml9cgvrddsKq5DwVnNjtzCCyip1vIg51Qtys9rdmQfr0H1Rc2Ob46cQ229NlZtR24V6ps7NZsOVqCpzWXT/rNem/af9dq0r9zHprMumzqxI7fSx6Yqr03Hqr025ddoNlU1Ive0Zl9BeR2Onrmg2VRSh/ySi658qkVBuWZr7ulzKKmsN+bTkQpUX9Cem29yS1Fbp5W3HTnFqG/U7Nu+txDNLZ1o73BiW3Yh2ju1svfZt6d8yt5JzSZD2dPqhtq6ZmQdLAIAVNU2YE+e9gyVV9dh/9ESAEDx2VrkntDyu6DkHI6c1tKmS8/TkTMor3I9T4dOo+q8ZmtWTj5q6zRbd2QfRX2jlpfbvslDU4tmX9A64uuDmk0tbdiWpX3U1Tc2Y8eew5pNFxuQtf+4ZlNNHfYcPKHZVHke+w9raVBcVo3cY4UA5zhXW4djp7TnL7+wFPmFmq1HThaj4Ixma+6xQhSXafbtP3wK5ZWafXsOHEdVjWZf1t7DqL2o2bdjdy7qG7Wyum3nAW+999U+tHd0QlFVbP1qHxRVRXtHJ7Z+tc9r084DLpuasGP3IZdN9cjae9hl00XsOXDMZVMN9uflu2yqQu5RrT4sOFOOI/laXuYXlCC/QMvLI/lnUHBGK+e5R0+juEwrz/vz8lFeWeOy6VgQmw752JSD5hatTAp6L4T3EmcjIQSbN2/G7bff3qXwa9euxWuvvYbKykoMGDAgaDjGGK688kosXLgQb731VsAwHR0d6Ojo8Pzf2NiIzMxMXKw4hZSUIZ4vAUmi2hcCIZCI9jVACIFEKRRVBSUEVC8rKiiloFT7apMoBaUETkWFLFEQ4pUBrWdFlqjr64/BIUuuwZeazJjWc+KQKRjTvkZlWdK+ZDmHLEmer1pZkqAyBs61Ln7tC9rHDo9NDCBw2cFACCARorNJASWa7l6biNcmwnU2Kf42uXZRDm6T6pEZY5Akl32cQ5aoj33UZRP3t4kSz5eZRAPZxDwyJQSUwCtTl61U2xxRURgoBSghcCoMskRcNmmyN5/cModDIi6buJY3nIOpHLJbZsxlh69NXllVfW3SvuwltwyXfSrTyh4lLpu8stcOney2yUcObhP3ygxwyDSETdoXtscOwGgT4z42wccmtx3UxybqbxPjOpskf5vcz5ZEfWzyfZ4kv+eJuNLAW/a4//PkkHXPE/zLHojueZL8nyd3PgV7nqjk/zwxpqsjJP/nSV9HuOsF3zrC73nS6iOHLPvUEd7nSXY4XPUC99YXLtloE4ckSYHrPVf95qn3FNdzI0le2a/e0+oCyWOfAlmSfOoIdz6pfrJDlj2DzjWb4Koj9PkUyiYenk0B5cA2tba0YkjapWhoaEBSUlLQ91E4NDY2Ijk5GRsBDAojnlYA9wA9qmtvJCannnPO8e6772LFihUhGzoAQCnFnDlzQvbsxMXFIS4uLsAvWsUv+ew+LUneXbx9/bRBZc+URK1ydWNFJoR4ZO3BkwBwH1mz060lpdoLANAqXI/uvrIUWHZXonBVFKFt8tGXe+1TVYZTxecw5dI0SBLVzrva1KFt8sqcu+xz5YGvrNnBfWTt/sHsk4PaFySMTH309Z4PLhOAc5dNLn0JAfWVXfEHt0mbJ6EyjvzSekwZM8TnfBdt6qIc0g6dHNomHztIcJuMMvWswNt1m4jxvK4cqowhv6gGUy69BMQVf6Dypsk++UGDlENPPlFQ14rEtp8nmNUR/vpalTWbZBObtI8uvazZoTWm8wtLMWXCmAA2mdcFwWS3XlZlo02B7AtlUwC5h2yK5Do7hMBTvm1dz3l0JgBGmZhs7OzatQuFhYX44Q9/aBqWc468vDxcfvnlEdAsDEw72Ex+7/brzcLrp1pyo+yZlmuuj/n2D7r/DeHD3O7B8u+GG1gMH2obDfdUbJ8Krbs7YE23L9Cf0Hu89QH08em3i7B4ueF3/XYTgbaXCD6dW598Vndj6PntJPQB9NtBmBkQLr5p1g/fhII+T1QbO83NzSgsLPT8X1xcjLy8PKSmpmL06NFYvXo1Kioq8P777/tdt27dOlx99dWYPn26Ic41a9bgmmuuwcSJE9HY2Ii33noLeXl5eOeddyzr5/sVIOg6kkQxfUJ6tNWISSRKMH3ckGirEZNIlGL6hBHRViNmkSSK6ZPGRluNmCSS7wr32nG2rwe6/+MpBojq2/zAgQOYNWsWZs2aBQBYtWoVZs2ahWeffRaANgi5rKzM75qGhgZs2rQpaK9OfX09fvzjH2PKlClYunQpKioqkJWVhblz51rWT43gCPu+hKoy5J6s8PjHBV1HVTnyCi9CVftfZRQuqsqQd6pKlDubqKqK3ONFot6zQSTTjFDicuXZOwjt7l7B2CCqPTvXX399yMWY1q9fbziXnJyM1tbgI99ff/11vP76692hXg90FfcTCBAfJ/ffpTrDgQADB0gi7exAgIGi3NmHEMTHDRD1nh1EmvV6YnLMTqTwHdjWtS0gfIn2l3m4Y3z04UON0fFHohSTx+ndCT08RifsMTXdPYbHnn4SASZnJmr/W8kjq2M6TOPWX6/7ctXHrx9DY3VMj9X/DWNqKCRCMHnMsCD31wWP+BgevQZmL0fTCKyFN9MXrud2gs1FGXt8TFHvxu9d0cN0ixurHyIGpYQgkgtF9SUUlSHneJln8TVB11FUhpxTF0Xa2UBRGXJOVIi0s4miqsg5fErUezaIZJoRlysqnKM/Inp2QhBO67k/QwiQkjSov33cdQuEEKQmDhBlzwaEAKlJ8aLc2YQQgpTkRFH2bBDJNBM9O/YQjZ0QRLJrsi8hUYoJmcPMAwoMSJRgfMbgaKsRk0iUYvyo1GirEbNIlGLC2IxoqxGTiHdF70fkUAjc+6x0jeBrfAQOzv0Pq/GZXh/m/TjzPyzooygq9hwu9uyXBNfePb6HMT79/fX6Mv/D8LuJ/qaHWXxm+qi6wyT9gtxfUVRkn6j17MvU5aO77bccv85+y/ll8XeDftoeWtlHy6Goinl8usO8fHY3ZvabXW4xfBdQFBV7Dp5w1Xs9bb9VIpEn9rH2rggP4cayh+jZCQHtp4UiXCgBRl6SDJF81qGEIGNovGdFYkHXoYQgY9hgkXY2oZRg5Iihot6zQSTTTLix7CEaOyGgomvSFpRSjMlIibYaMQmlBGOGD0Jv+3KNBSglGJOeHG01YhZKKcaMEosy2kG8K3o/orETAkVxwvqU8yBEezsIs/BW7QwxNVtRGfbklWDejDE+ewMFDx84PrOp22bXh/u7xfvrsRleUTmyT9Zh3uQUz6acAfXpdswqa7PvQbOp43r79b/r7x9oO4gQ0YFBURmyj1Zi3uUZkGVd1RZwe4lQmG3XoNenm7eTMGCWfhbDB9DX7caaf9VUv32gbNHPpqJH3I0V1t5Y3ahMDCEaOyEQ3eH2oIRgfOZQkX42oAQYnzZIuABtQAnB+JFDRLmzCaUE48dkCDeWDYQbq/cjGjshEF2T9qCUIOOSpGirEZNQSpAxdGC01YhJtHInZrLZhVKKkWlDo61GTCLeFb0fkUMhiGTXZF9CUVR8nVMkFnezgaIyfH2kVqSdDRSV4euDYjFLuyiKih3f5ol6zwaRTLNw9sVyH/0R0dgJQejWerSnQZrc33TqrcX4TeLznbZLKMG08cOhJV+Q6b5hTy3v7t/DvL/p1G791PTAByUM0zITQInuGsZ69uiift7DLH2sTvXXp7/VqfYclADTxg3VXIABpqZbyV/TqehW7Q+7fJo9rhbDB4BSbdfzwPWe1fojEvQenSLZs+N2Y4VzWGHt2rWYM2cOEhMTMXz4cNx+++04deqU6XW7du3CVVddhYEDB+LSSy/Fn/70J7smdwuisROC/toCDhdKCIaniinAdqCEYPiQASLtbEAJwfCUQSLtbEIpwfBhQ0S9Z4O+nGa7du3Co48+ir1792L79u1QFAVLly5FS0tL0GuKi4uxfPlyLFiwALm5ufjVr36FJ554Aps2bYqg5v6IMTshcIruXFsoioodOUW4Yc6l4c/q6GcoKsOOI/W44YohPjPZBF1BURh2HCrHDVdmQnaIcmcVp8uNdcO1M+EQz60lnIoSsXsREt7CgMSil/fzzz/3+/+9997D8OHDcfDgQSxcuDDgNX/6058wevRovPHGGwCAKVOm4MCBA3j11Vdx11132dI7XERtGgKxBLg9qEQxe+pIUPGytgylBLMnJPbpL8WegkoEsyePAJVE2tlBohRzZlwm6j0bSDRyjcPucmM1Njb6HR0dHV26f0NDAwAgNTX41izZ2dlYunSp37kbb7wRBw4cgNPptGl5eIienRCE9cLp8XV1wg2vb97rrre6TowPlBCkJg8yCRXldXS4vtcu3PuZ2aOPLvD1FEDqYKr9z0OF725MyrphnRq9Pibr5pitS2O6kI7+ZWJcJ4YSIDUpznW5Sf4YbhfaPtNlYwzJ0c0NLrN1frph3R1KgNTkBFfYnta/bzVIIzr1PMwtH9xXZmZm+p1/7rnn8Pzzz4e8lnOOVatW4brrrsP06dODhquursaIEf4LVI4YMQKKoqC2thbp6el2VA8L0YQPQSS7JvsSTkXF1t2nhBvQBk6VY+vBOjjV3jIINHZwKgxbs0vgVMRsLDs4FQWf7sgR9Z4NYjHNysvL0dDQ4DlWr15tes1jjz2GI0eOYMOGDaZh9QOhuavBG8kd4n0RPTshkCXht7aDLFFcN2usGHNiA5kC101NgiySzjKyRHDdFRm6lacFXUWWJCyYO03UezaIZJqFvaig69KkpCQkJXV9PbTHH38cW7ZsQVZWFkaNGhUybFpaGqqrq/3O1dTUQJZlDB0anbWcRGMnBNFqgcY6hBAkJcRFW42YhBCCpHjxsrGDVu4GRFuNmIUQgqTBZu5nQSAi+a7oLjdWV+Gc4/HHH8fmzZuxc+dOjBs3zvSaefPm4ZNPPvE7t23bNsyePRsOh8OiBt2D+H4MgX/XpMmaDqbrXPTw9Wbhzdb9sEiodUicioItu/Jd6dfVdUPCXYdE/7vJOjHdHZ9h3Rp9nGbr1mj54lRUbMmp01yANtbpsX+EuU6Q5XV7rK6jY7LOD2dwOhVs2V0Mp1Mxz1+zdX6CrQ8VdB0es/Ic5ro7VrFRnzgVBf/Yvq+LLpkw9esRoqdTLLqxusqjjz6KDz74AH/961+RmJiI6upqVFdXo62tzRNm9erV+MEPfuD5/+GHH0ZpaSlWrVqF/Px8vPvuu1i3bh2eeuqpaJgAQDR2QiK6c+0hSxRLrhkv3Fg2kCmw5IpE4caygSwRLJk9UrixbCJLEpYumCnqPRtEw40VqUUF//jHP6KhoQHXX3890tPTPcfGjRs9YaqqqlBWVub5f9y4cdi6dSt27tyJmTNn4oUXXsBbb70VtWnngHBjCXoI0dCxj3hZ20eUu/AQ62L1fggNb/YXsdjrFbjn0p/169cbzi1atAiHDh2ydK+eRNQMIVBUX3dHpDHpku3xbm+zbvvgh6Kq+OzbAm2/mC5vB9Ddbiuz8FbdNhbdIKZuG70bSDsURcVnuY1a2jGfw1TfMA+m6A79/S3aY9nNZXRLWc0fRWH4bF85FKUrbjGT8mfm9jQ7rJY/0+e3h91e0Oq7rV8f1Oo9g37djKmbLbbQ3hWC3ozo2QmB+Eq0hyxRLJs/QaSfDWQKLJuRINxYNpAlgmVzR4meMZvIkoTli68SbiwbxNZsrP75fIjGjqBHUFQmGjs2UVQOWaygbAut3ImXtV0URRXp18sJfzZW/6xbxNsoBIoqFiezg6IybN93RqSfDRQGbD/WCrEunnUUlWP7wUooYkFGWyiqim3f5AmXjA1EmvV+RM9OCEJuhmfqZzb53aqf2nJ4/dtSd73JdgjGQWkm//uEd0gU/7Rwous/Fvh+ZvGb/q6rXAzxW7TfLD7L21vYC++gwD/NineNc4EFrL7gTb7u9F3d+uiJ/jtJF15/PdE/S2ZflybXBxhH4pCAf5o3Ep4xLX7owhv01+eHPnbdCX3y6O4X9nYSev3DdT2YxsfhkCXctmSu3Rvo/u8NvQeR08khR+5VKtxY9hA9OyHoyih0gRHOORpbOkT62YBzjsY2JtLOBpxzNLY6RdrZhHOOxuZWkX42iGSaERr+0R/pp2Z3DeGGsYeiMuzOOyvSzwYKA3af7hBuLBsoKsfuY+eFG8smisrwzf4T4rm1QSTdWJFeZ6evINxYIQjpxhIExSFLWH7t+GirEZM4JILlM+L7xHTcSOOQKZbPzYi2GjGLQ5Zw8w2zo61GTBJJN5bAHiKHQsCYzwsn3JdPuGN8zMJbHqNjFbP4vPdnnKO+sQ1DEgeCer4iYmyMjv53q2NyTMcABc4PxjnqWzmGxHOftAsevvuwOEbHdAyIWaexye9c97thiJBxDA/jHPXNTgwZ7AA1RK//cLE6pkef37rfiX7Mm+5ns0E8+vJkSG/d5aZjgmB2wgBjHPWNzRiSNNi4aJ2ZfuHS3WOUIozfu6KHISTM2Vg8ttK2uxBurBCoTHTn2oGpHAfyq8GEO8EyjAEHSpwQRc86jHEcKKiL6IunL6EyhpwjhaLes4HKIufGooSEffRHRM9OCIQbyx6yTLH0avOdcQVGZIlg6bS4nlm1to8jSxRLrxwRbTViFocs4caFs6KtRkwi3Fi9H5FDIbD2hRimG8rwc9fcHvaxOtVcT3A3DuMctfWtGDYk3vsVYXnqebhuK4tuqnDdUIYvO2v6utOfcY7aZmDYYPh/gZk2frp76rnejeJ/f6NbRu9W0rsl9G4QydrvevMDuLUY56ht6MSw5AE2uqxNpqIb3Fz6682+lk2mtvf4x7bZ/QkY46i92IBhqclh7b0U5AZhxte7iagbK9xFBYUbS6CHie5cWzDGcfxMrXAn2IAx4HglE24sGzDGcby0SZQ7mzDGcOx0uaj3bBDJNBOzsewR1cZOVlYWbr31VmRkZIAQgo8//jhk+J07dwbMuJMnT/qF27RpE6ZOnYq4uDhMnToVmzdvtqWf2AHYHrJEsfiq0WK7CBvIEsHiSZLY38kGskSxeMYwUe5sIssSbph/uaj3bCDSrPcT1VqhpaUFM2bMwNtvv23pulOnTqGqqspzTJw40fNbdnY27rnnHqxYsQKHDx/GihUrcPfdd2Pfvn2W9RNfOPZgjKPyfLP4wrYB4xyV9RxMTD23DGMclRfaRbmzCWMMFecuinrPBhHt2XG5scI5+iNRHbOzbNkyLFu2zPJ1w4cPx5AhQwL+9sYbb2DJkiVYvXo1AGD16tXYtWsX3njjDWzYsMHSfRhjIaZs99/tIMziZ5yhqKIew1PiQd1jPyxPDY/2GB39mCSLU83N0juIPYwBZ84Dwwdz/+nTkR6wrB+zo+v65nq/v27qteUxPdTil3GAMTyMcRRVNWN4shxgzInZ9h9mNzQb0xPmdhKGC7p7KnoXpp5zjqLSKowYlgxqdoOenoreI/TcOKKITz0X20VYJhZKqIFZs2YhPT0d3/nOd/D111/7/ZadnY2lS5f6nbvxxhuxZ88ey/cRu//aQ5YoFswYKdwJNpApcN0E7a/AGrJEsGBainAB2kSWJCycO03UezYQbqzeT0xVqenp6fiv//ovbNq0CR999BEmTZqE73znO8jKyvKEqa6uxogR/tNPR4wYgerq6qDxdnR0oLGx0e8AAKdTAQCoKoPqWkJdVZlnHQpFVf1k5idrLX1F8cpOnez+2nPLnHODDMBPZsxfVnxll46MMY+s6mTVV2aBbPKXPXboZe62zys7FW1PJ8Y4zlTWQ1WZS3fmYxPzscmlL/fR3VdmgWWVcc+WACrjUFloWVH9ZRZM5kbZqXJvPrlkzrlB9tikemdVKcFk5u7F8coq07aKYAwovgC4ih5Uph16WdHJzFd2fWQqamDZqXo7Vtwy50ZZs8krM67F03Wb/GXTfGJh5JOile3SmjZ0OFW/8tb9Zc8rd8vzFLE6gnm2NfCVVZfMGENx2Tn79Z6ilwPZpPjYpPjY4S97bVJ8bPLKfjYFkFWdfapb9rNJDWyTwY5ANil+shrJdJWDlwAAIABJREFU7SKEG8sWMdXYmTRpEn70ox/hyiuvxLx58/CHP/wBN998M1599VW/cPpuOs55yK67tWvXIjk52XNkZmYCAI4XngUA5BedRX6RJh85VYqC4ioAQO7xEhSX1wAA9h8uQnnVBQDAnkOnUXW+HgCQdeAkauu0xtOOvcdR39QCANi2+yiaWtoBAFt3HUZ7hxOKyrA16wgUlaG9w4mtWUcAAE0t7dj27XEAQH1TK3bs0wZk19Y1I+tgIQCgqrYRe/LOAADKq+ux/1gZAKC44iJyT2q6F5TW4kiBpnv+mRrkn9F0P1pYjYIyTffck5UoqagDAOQcr0D5uQYAQPaRclRfaAYAfJNbitr6Vs2mg6Wob9Ls2L6/BE2tTjDOcezMRbR2KFBUjs/2lkBROdo7VXy2T9Orqc2J7QfOumzqxI5cTa/a+nZ8c+QcAKC6rh3ZJ2o1m2rbkHNa06vkXAtyi7T0LahoxtFiLX3zy1uQX66l79HSZhRUajrmnmlCSU2HZlNhM8ovdGo2nW5Gdb1Ts+lkK2obtQprx/EW1LdoFdz2o61oatcqtc+OtKPdqTUoPjuq7V/V7tRkAGjqALaf0Crk+lZgxyktvtomjm8KtfiqG4C9ZzS5vB44UArNpgtAXrnmXDlzHjjmapufPKcdAHCsiqCwVivHeRUUJRc1+UAZRXmDJu8toajWkgPfFFPUasmBrwsp6ts0+cvTFM2ayvj8pIR2RbPp85OSZpMCfJ6vxdfcAXx5Ch6bvj6tybXNwDdFmlzd6GNTHceBEuayiSO3TJMLzqk4elZLm/wqFflVmnz0rIKCc5qcW9KBkvOanHOmDeUXtbzJLmj15lN+E2obtTA7jtajvkWTt+deRGObisqLHfji0EW0dzKt7B2ocZU9hs9ytERtalOw/aBW3uqbO7EjV0tgv7J3sRXZxzW5vKYZOfmaXFLVgNzT5zWbyi/iaJFWPvOLa5FfrMlHi2p8nqcqlFRoZTXneDnKz2nynsMlqKrVMirrUDFq67Rna8f+06hv0srttj35aGrVMmpr1lGfOuJo4Dpi91HNpqYW7Nir1Re1dY3IOqDVF1Xn67HnkJaB5VUXsP+wVncUl9cg99gZMM5RWFaFo6e0QplfWI78wnIAwJGTJSgortRsOnYGxeVaeuw/XIDySs3uPQdPoKpGe0az9h1F7UWt7tjxbR7qGzX7tu06iKYWrSBu3bEf7R2dUFQVW3fsh6KqaO/oxNYd+102tWHbzgOaTY1N2LE7V7PpYj2y9h7WbKq5iD0HNFvLK2uwP0+ztbisCrlHC7R8OnMWR/K1ujG/oBT5BZp9R/LPoOCMZl/u0dMoLtPKxP68fJRXanXjngPHUFVzUbNp72HUXtTyb8fuQ6hvbNJs2pmDxmYtzyKBmI1lD8J7yRa3hBBs3rwZt99+u6XrXnrpJXzwwQfIz88HAIwePRpPPvkknnzySU+Y119/HW+88QZKS0sDxtHR0YGOjg7P/42NjcjMzMTF8hNISUn2fAlIEtVkAkiUQFFVEEIgUQpFVbXVKd0yCCglUBQVlFJQqn3hSJSCUgKnokKWKAhxya7WtqIyl/tH+4J0yBI451AUBQ5ZAmMcKmNwyBSMcTDGIMsSmKu3RZYoGPPKKmPgXNNXZQzgLjtc68JI1G0Td9nBQAggEQJFZS6bCBRV8ZEZKNHWgVEUBioRUGhfy7JEvDZJbps4ZOr9GnfIFJwxj8w4B1MVTXdXz5Asaet+eGxSVR+bODjT4nf3BEgEXpkSqKrikRWVg4B5ZE13rWeCUrcdqldWOSi0/HSqHDLVhjy4Zc0O1Sszze3EOYfCtP2tGFPBGCBLWo8IU7lX5oBMtOnlDNq1KuPgHhkA55Cot/dGL2s2uWQGl00hZBUu+7SeGq9NMNgBAAoncEhaz47CAIdMNN09NhF/+0AhU3htcucTAJkSqK4xPlo55CCEemTt2ZKhMLdNBAqnmu7uPJOoN28oQKnsl39ORiBTV9lTmcetoKhaWQKRvGWPcyiMeMse45Bl2afsUTBOfZ4nDgbitYlr4VWmdYNJEoV7sXDv80T9nydJ1j1P3O95kqjkqRckSkEl6l9HqPC4hbU6QvLIDlkC95GZq4fMLTPGIDtkn3pB8pPddYRbBgckWdLVe9xV79HA9Z4ku54hVx3oqfeIrt5TIEsSCKEe2fM8+cgOWdbyySUzrq1S7JBl/3qPMVf++cuaTdzHJg5J0tvEAB87PDYZ7Ahkk+KTZwpaW1oxJO1SNDQ0ICkpKeB7JlwaGxuRnJyMAzPGYHAYQwSaVYbZh0t7VNfeSMwvKpibm4v09HTP//PmzcP27dv9Gjvbtm3D/Pnzg8YRFxeHuLg44w+uBrDkU7C8MvfzbRtkVxvS68vlfisyG2RX+EBhCCEeWXvwJADcR3addylMKfUMMJRco1w55x7Z97zXJpe+bvtcFb3XJp3ssc8b3uGSVcZRdq4JY9OTIFECh0w8AxodMvGxyaUvIaCu+DWZeO3z2OSVJUo8Ay4ld5cs517Z9zy0sRxwvWw94zk49xvbYZCZ9r/Dc577yNDJ3t5Dhyv7KPGOuTXImnnai9qjL1xpB5RcJBibwv3O62XZquwzpMDRFdl1LSHouk3Q2xQ4PyTq/br0yyd9nvnKhAQ+79Fda4iUnGvD2OEDPfG7yxh8yptW9vTlTSfry55rAK6mLwkg658n6tIxxDPkI3v1DVFH+Mn+4Y11BPWR3eepJ298ZU137WOouLwG4zKH+9gBgxy03pMDy/66y12WNZtkHzt8ZR+bKAxy6LrOLVuzQw5hh5g92fuJamOnubkZhYWFnv+Li4uRl5eH1NRUjB49GqtXr0ZFRQXef/99ANpMq7Fjx2LatGno7OzEBx98gE2bNmHTpk2eOH76059i4cKFePnll3HbbbfhH//4B7788kvs3r3bsn69pNMr5uCc42JjO8akJaKvr5za3XAAdW0EY1KirUnswTlwsVnBmEuirUlswjlHXUMzxo4SCWiVSL4rxArK9ohqY+fAgQNYvHix5/9Vq1YBAFauXIn169ejqqoKZWVlnt87Ozvx1FNPoaKiAvHx8Zg2bRo+/fRTLF++3BNm/vz5+PDDD/HrX/8azzzzDMaPH4+NGzfi6quvtqyfmJVgD1mimDNF7FFkB5kCszNZ9+8O0g+QJYI5ExKjrUbMIksS5lwxIdpqxCQRfVcQb0+n7ev7Ib1mzE5vwu0bvXj2BFKGJLvOmiSTaTJaWwfHeHkPr6tjiN9kXZkQ16uMo6C8DhNHDfFxM+njs7iXVLjr5JjtXaX/3WzdHEN4k3V5DPcLnN4qAwovyJiQ6kRot3x3P7Zme2Xpfw+9Do9h3RXDOjr+4Yn+d8PeWfr76X6n2hiagqp2TEwfCEnSfcdRk+sN8ev/18VnZq+Zvrr0MwwaNaxbY/V3fX6Z/64yhoLiKkwcl+7n4gmMWXkxG1Ni8YUbkRe0/XvU1TcgNX18RMbsHLxyXNhjdq46VCzG7Ah8EM1Ae3CO9g73/Ob++RURDu3OaGsQu7Q7xUNrGw60dXSKes8OkXRjkTDdWKx/1smisRMCKYzWc39GkihmThwWbTViEokCMzIU8cKxgUQJZo4dFG01YhZJopg1dVy01YhJzHvCuhFKQPQ9lZau75+Vi2jshMA9TTEgYbutzC6P8HYQhvtbdHv5hFcZQ35JHaaM8XFjGdb373p8gf+36Lay6AbjZm40U7eYPbegyoCT5x2YPKzD341l1e0ZNiZuD4ObQr+dgYm+OrdO2LsPMM19ml/ZiSkZA6D3YgXaXkJ3R93/ev3NIrD4vBH986rXxnBCF50+wcJ/2aoqQ37RWUwZP8r4odftbiR9+pjEH6j+7EVjT0K+KwS9AtHYEQgEAoEgRhB7Y9lDNHZCINxY9pAoxfRxYu60HSQKTBvhFG4sG0iUYPqoAOtlCbqEJFFMv2x0tNWISSL6rvBd2Mru9f0Q8TYPgeiatIeqMuQVXhDpZwOVAYerBkAknXVUxpFX2u5ZlVlgDVVlyD1RLJ5bG0RybyyBPUTPTigIR9c/sa1WsGZTv8OtsM3G3JiNSTAbMxMifgIMHEBd6ce6dr3pmJxwx+iEHoNjGONkNkYn7KnxQdKPAQMlCWBmvTthLoVg2pVtdcyO7nf9VHKmHwOiH5Pi/zs3GeNCaICqi3MMdEBLa27yHWcYgmPygjebym06Zkcfv1n668uPmT5m4UMHBwFAOOLjHMa86Yp++huEPQgrGlgcR+QXNHK9JYTSsAYoEzFAWaBHCmfEez9GogSTRyebBxQYkCgwaViH8d0oMEWiBJPTHdFWI2aRKMXk8SOjrUZMEsl3hRizYw/xNg+BIrombaGoDDmnLkAR3eGWURhwoDIeikg6yyiMI6e4A4pwY9lCUVXkHCkS9Z4NIplm7u0iwjn6I6KxE4L+2gIOF0IIUhMHiPSzAQGQEq/2plm1MQMBkJpAxTKWNiGEICU5QTy3NhBp1vsRbqwQ+HVNWl4np5u/Li2vq2N2vcV1bSyMAZIIMD59sP950+0UrK6zY3XdHt0YHatjcPTr5piOKbI4Zsd1fwnA+CSn9jsPET7S6CtzQ7e9yaAQw/YJodfdMVyvX8bHMCRE1srdJZJ2LVNCXm/AbHNEy5snWhzTox/yostv48vUpLzbWHdHohQTxqQF/tGwEFAveLn3Ip0iOuRBzMayhejZCYHozrWHojJkn6gVbiwbKAzYW5ko3Fg2UFSO7KJOKKpwY9lBUVXsOXRa1Hs2UJQIurEIDfvoj/RPq7sI7Q1fLzEIJQQZQ+NF+tmAEiB9cGd//fgKC0qAjCGSSDubUEIwckSKeG5tQEWh6/UIN1YIqJiNZQtKCcaMSIi2GjHJ/2fv3aPrqO5D/8/eM0eSjS35/cQ2fvCyIWAMxBhIQngkhgBJWE1W2pSUJqS0d13SeOXmXrrSJP3lNun9pQmPtE1yVwluLl0EcnmE/IIJBgM2xgZkW2DANrZlY9mWbMu2LMmypDOz9++POTqPPdIZzRzpSLL3Zy0tfedx5uw9Z2bPnu9TCphT3WWTCiZASsGciWWsUXSaIaVkzszJQ92MEUk5nxWlOhmfqQ7KdrJThOLq3EHOqzPUta/i5tnJ80npMWNdtXAibjazaITPUGyfmHh5dgbfRyeqPf3zSfIUbGwax9Kpx3GL1caKW5stRMSAF8qrE3IqidgekWfFzPVhLpt5eULtM+4HgmisjfWKpfMkKdcIQQ/dbwamT06oP3Hz7MS1QxqTtFCum8HPuxOYsXay7LJzcV3z0RAzL1DsvDsl5LgZNPrfprKasexkJxFWdVEEq85NhhSC+TPG2POXAClgXk2HNcUkQAqYN0nac5cQKSTzZ09FnqE+HaVgzVjDH6vZKYI1YyVDysBnxxIfKWDGWd3WjJUAKQQzxg11K0YuUgY+O5b4lPdZIUvMSH1mDi52slMEL+31P+Q30iw02JSxHETE8TxfsW5rM9deNCFnxhp0M1GpZisjVLnUchSh/plmmt63e0qw7tAErp16FDfftBOVKG+gQ9NDZixzuxlKHhGaHmWWiQpVNwlZQQSeD+t2w7XzwbTChN67zXITUb9fqDkRZq8BLidRjlB0z/NZW7udj11+AW4q4tEwjMK+swxhm6wZa/hjVRdFsJqdZEgpWDRnrFXtJkAKzaJxbch+1Sey5CMlLJreSwogS7+QUnLRuWfbcS8B9pwNf6xmpwj2YZ0MKQRTxlUOdTNGJFLAlFHdQ92MEYkUMGXsULdi5CKlYMpEW9MuCeV8VljNTjLsdLQI6TKqJk8nPF/xwubDNqlgAjwlWH1gMp46MwekUvB8WL0t+G+JT9rz+eNr79hxLwFpz4veaYDoKQRayt+ZiNXsFKEwBXjc0F+DQQ81Nxm8chBRy1LA5QtqgqiYbLmIuD5EcX10InxuYvvoGNujfIBi++iYnw/2lxqWjD+G9D3jFEWdf0ojavwL+fCUGHoedT3J+PlyJLBkVuYNLnQ5G+0LTSZNn6Oo0HPz9zS3R4VWx/VhGvxQdEcKrrh4Lo4Uvfi/EP5AUUoNJR+Ooeh94yS4XhMjRWm2WnlmvoTayU4RrBkrGTJTCNQSHylgQqWNxkqCFDBh9FC3YuQipWBCzZihbsaIxD4rhj/WjFUEq85NRtpTPPfWYdK2wFNs0kqw6uB00taMFZu0D6u2OaTtbZuItOfzh1fq7LiXgLKasTI+O6X8nYlYzU4Rctl/LXFwHcE1iybgOmfmTVUKrtBcM/kIro3Gio0r4Zq5fmHmaUu/cR3JtZefb8e9BLhO+cxYpfrdWJ8dS4jgmujvQyeqHEQ8YpeDGHSfHPNtr+/jCQHVo2VmXY/PTqnlFQwfndD2QfbRCbXP6L9ZWqQPn5w+t2eOJ4Cxjt/L/jF/v1KJyhsTKvdg+rhElIcY6PaSOXcVBKfGPL3mvr3k6Ym1HFlOwrgeonxoBjvvTj8QQlA9pkzJQCPLRwxH+vYjOlMnECOJkXCFDRlWnZuMtKd49o0j1oyVgLQS/L5xtjVjJSDtw++3VVkzVkLSns/vXtpsx70ElNeMJUv+OxOxmp0iWHVuMlxHcOOl1oyVBFdobphyANd6KMfGlXDDgk5rxkqI60huuvoiO+4loKxmLJtnJxH2qrYMCnaikxxXWI1YUuxEpzRct4wh1BZLGbGanSIUJMUr2ccgrk9N1OGibPxR+4d2iDhelM9JTvXteYpVm46y/LLxpLK1sfr/+d62h310ImpVRea1MX10zOWIPDpxl/vpw+MpwfPN5/DpCfWk8v1cQj/fEPvshPoT5aMTkacn1B/joduP/nk+PL9rDJ9e0E4qIi+MNpZFVB4X06ckVDvLnGVFXK+xa2eVmHfHbE8o71FQ3+m5te9w88c+QioVNWuMm+enVHr7/SO+o4y1sjzTZ28wEaK0vpyh/kV2slMEq85NhusIll82HvcMVZeWgis0n560F3cQHHhPd1wJn17QbrU7CXEdyc0f+4gd9xJgzVjDH3tVWwYFz7cP66R4ZiSTpd/YMhulUc7q3RZLObGanSIUr+0UFWo+0OUgIiYPg1j+Ie6y5ytWv93C8svGkerx3YkKPY8KdQ+ZqaLMVlFmqrhmK+P7zGvD7E/U9j7KS3hK8OLxuXx63C5SoogZdaDNWlFmq1C1BDMU3TTzmNuNN18nor2RI1M4+sXz4cX6cXx6XksvZqziE0htmHVEVGqEqHISodD0CDNxZOj44Ieie77ihdffC8xY5u9ZspkqovzDCA9F9/xy1sYqLaJKjIhzO/DYyU4RUtZZLxEpR3LbFeOHuhkjkpTU3DpxV3gyZIkk5cCt57YMdTNGLCnX4fZPLh7qZoxIUm75HqU2qWAyzswpXj8Ja1ss/UFrTesp356/BGgNbV7FYOTcO+3RGtq6pD13CdFa09p+yt63CSjrOZOi9L8zkCGd7Kxdu5Zbb72VGTNmIITgmWeeKbr/U089xY033sjkyZOprq7mqquu4o9//GPBPitXruy1pH1nZ2fs9hU3Y1n6wlOa195vxeYUjI+nBa+1no1n30Ni4yl4bf9Ye90lxPMV6zZ9YMe9BJQ1GsuSiCE1Y508eZJLLrmEu+66izvuuCNy/7Vr13LjjTfywx/+kHHjxvHII49w66238sYbb7B4cU79Wl1dzY4dOwo+W1VVFbt9KUcOSlr7/hHlgxHTRyjSpyfieFH75/nUpCTcfFlN8Jme7zW/P1R+wSgHEVWuIeLzkfuX6qMT14cn8vuC85MCllfv7NOnx9y/T0osVxLymTBfBkM+OlHlI8wvMPc3NpsuEKaPT2jo8oJzd87RTHuMzaFQa6N9pg+Xqeo3fZCiykWEykfELTcRMzQ9KhS9Hz4yKVdyy8c/woBQxrDvfjOIbSqnGYtSsyDbDMrlZ/ny5Sxfvrzf+z/wwAMFyz/84Q/53e9+x+9///uCyY4QgmnTppXcPhX1QLH0itKalnaPcWc5yOEwyI0glIYWv4pxsuNM1TYnRmlo6XIZV2n1YklQStPS1sG4saND/uSW4pTzWWF9dpIxoscEpRRtbW1MmDChYH17eztz5szh7LPP5jOf+QxbtmxJdHzfOokmQimo3d1hfWwToBBs6piBGtm35pCgtGDTobGokJbE0h98pXjr3b123EuAb2p6LcOOET2i/uQnP+HkyZN84QtfyK674IILWLlyJc8++yyPPfYYVVVVXH311ezcubPP43R1ddHa2lrwB2S1Er6v8DNmCt9X2cHAM2RVIGdCiT0/K6cNuceprUfWWodkoEBWWuNlnBKU1ln7ulK9y74h+/lypi1Bn3Ren3Ky6kvWYTntB+12HcF1F40lsALq7PoeOdunjBz0ow85851KkfXF8A3Zj5A9BT1pfzyVs7gUyqJXOa1EVvvdI2sdloM+5WSlczlflA58cYrJvhZ4WuAKzSfH7kFkzBC+Fvh5+/TIniGrAjnTDy17ldM658TbI2sdlrN9yshBe/Pl/vUpkOm1H4Hc08Y8uY/fo9jv5AjNjXOOozPt1jooDpovZ/uUkZUOQtbDct51qHKyr3LXZME91Ifs+Tre/eTl3U+eyhsjVN64oCLHiKysdDZ3TuEYofLGhUBOuQ43XHVhzHHPzxv38uR+jXteXj8K5VyfvGzbe++T6lUO+pST/R65oE9+QT/8grb3Jefani8PRVLBUv7OREbsZOexxx7j+9//Po8//jhTpkzJrl+6dClf/vKXueSSS7j22mt54oknOO+88/jZz37W57F+9KMfUVNTk/2bNWsWAO/uOgDAtvqDbKs/CGje+aCBnXubQCu2vP8hexqOgFa8uXUvDU3HAc3rdbtpPHICtGbtpt00H28DNGve3ElLWwegeWHDB7Se7ERrzXOvbaezO43n+6xavwPP9+ns9li1PpigtXV0s/qNekDR0tbBmto9oDXNx0+ybksDaE3T0ZNs2HoQgIbDbby17RCg2dt4gi0fHAY0O/e3sLX+GKDZtvcY2/YeA+2ztf4oO/e3gtZs2XmMvY1toDVv7ThGw5EO0JoN247TdKwTtGbdu0dpbukCpVjz9nFa2rpBa1bXtdB2KhgcVm1ppaPLw/MDOeiTz6q3T4L2aetUrH6vC9C0dCjW7PDQWnGkTbF2pwda0XRCs7Feg1Y0tGhq9wnQir3HoO6gA9pnV7Pg3SYJymP7YYfthx1QHu8ermDXUReUR11jJXuPp0D51DaeRcMJF5RiY2MNTe0pUIp1jeNo7nBA+bx8YAItp1zwFS8emEJ7lwTl83zjDDq9YLB//tAsPE/TmRY8f2gWKJ/2tOTFo4Hc0pXi5WNng+/T3FnJupazwfNp6hzFxhMzwPdp6BxLbdt08H32dlZTd3IqyvN4++QUtnZMAc9j+6lJbD81CdJp3j01hV2nxkM6Td2p6eztqoZ0N7Wnzqah6yzo7mLjqdk0dY2Crm7WnZpHc1cVdHXz8qlzaelKQVc3L566IOhTVzfPn1pEZ5fGS/s8f2oRXtqnMw3Pd1wI3V20dwte7DgPPI+WdAUvn5wPnkdzVyXr2s+BdJqmrtFsbD8bPI+GzjHUngz6t/dUNXXtU8H32XWyhnfbJgR9ah/H9tYa8DzebR3PrrZq8NLUHR/P3vbR4KWpPTaBhvZR4PtsPDqJppMV4PusOzSJ5o4U+F7mdxLge7z44XhaOwWHT7o8v3cinengwf58/Tg8X9HZ7fP8ztGgPNo7FS/uDK6Nlg7Fy7td0D7N7Yp19YD2aWzx2bDbRyuPfcd83trTDdpnb3OaLR92g1bsbOxi675O0Ipt+zvYtr8DtGLrhyfZeeAkKMWW3a3sbQrWv/XBcRqOnASt2PDeEZqOBevXvXOY5uOnQGvWbDlIS1twX6x+60PaOroBzaoN9XR2Z+6nDfV4vkdndzerXt8FKNo6uli9cVdwP7WeYs2bu9Bac+R4O2s3B+NF45ETvF5XD1rT0HScN7fuBTR79jez5f0PUUpTt20f7+zYD1qzbfcBtu0+AFrzzgf72Lm3EdBseX8PexoOg9a8+fZuGg4eDca9zTtoPBKMgWvfep/m48FL45oNW2lpbQfghbVbaDt5CtA89/ImOru68Xyf517eFIwRXd089/KmYNw7eYoXXt0MQEtrO2vW1wHQfOwEa9/YCmgaDx/j9U3vAZqGg0d48+3AV3PPvia2vLsLgJ31+3ln+55gLN/1Idt2fQjAO9vq2Vm/H4AtW3eyZ18jAG/Wbafh4GEAXq99j8bDxwBYu/Ftmo8FqQ3WvLaFlta2oE+v1NLa3tHn82XA6SkXUcpfTOIGE73yyiu9Bgpt3749aa9LRuhhEmcohODpp5/ms5/9bOS+jz/+OHfddRe//e1vueWWWyL3v/vuu9m/fz+rVq3qdXtXVxddXV3Z5dbWVmbNmsXh+i1MnjQh8yagcRwZyAIcETz0hABHSjzfD6L6pMTzAyOElALP85FSImXwVuNIiZSC7rSH60iEEKQ9P1s40/NVJl27zr5taa3xvDQp10FpjfID7YnSGqU0riNRKngjDGSNUj6uI/FVRtsigzdOdE8/gjcmRwp8Xwf9kyLTp+At2fMVUohcP0SmT75C4iOFwPM1UoJEkfZ7vgfWvt/KtReMxnUEngI343HqKUg5Aq38rKy0xve8vD6BK3yUDt62XQnK97Kyr0ArLysDOHg5WYLvebnfSYHQflaWAqRWOVkEb9RS6EBWAqmC/qZVoG0R2s/KAJ6nc7IWpPDQGa1GSmqUr1AE+ytN8Jv1yAhc/JwsNL6vM7ocwdqOuVxdWU+l9LMaEEfnySLQNIgeWUukDtrvaYlEIXWeLCiQ01riEly7PTJS4JGRAQ9JSqigT0hSrsi0V+KKoG9ZWYOSbqZ/AgW4bqC90QQlMHycbNt9LcCRORlwnEALJNDB7yRTSDK/hxZIR+SsrzbIAAAgAElEQVR+G6GRrpOTBaRFCjS81jSepVNbqKrIabpcocFJZa43Mn1KkXKC60spcCtSOdkBJdzctadACxfXEcH9BLipyqzGxpEi1z8Z7INwM/eTDsYINxXcKz33kBa5e8tXSCeVuZ8UUgqk45L2FK4TPCTSPnljhM4W7MyOEcisHIwRQVHPnjEi5brBuNAzRujgWgzGCIUmODGv1n7ANYsXUFlZkdWAOJlxhOxYlxkjsuOeQDpOTpYyuJ8yY13a83EcJysXjnsyb9zr6ZNPKlURjHu+n227rzL9UxqlVNA/FWjI3Oz6QPaVymiZAzkY9xyjTwry+pHtk+cHv0Gvck+fPBzpZOXWE21MOvs8Tpw4QXV1dbHHUWJaW1upqanhw6/cQHVFcnfb1m6POf/xYqy2rlq1ivXr13PZZZdxxx13RD6rX3nlFa677jp27NhR8B2TJ0/GKaMWLJ8Rl1Twscce4y//8i957LHH+jXR0VpTV1fHxRdf3Oc+lZWVVFZWhtdXpIDgxuiJbnCyhS1VQQ2ZkJyZQ+aqCOuCJIVhWfexPpgI9shSCKQrQOvMIBMMgFIKJHlyJvrEkQIINCJZObueTJ9ENnjDzSvcWdgnkSfLbLRQdr0mmy3ZdeCTF43J9cMhG82SynRPCJGVpRCInn4IEThHqsKUEPlyfumerKz6WE+mErbKkzPtdQv20YVyZjFbjFNTUJizQBYagnEzkHvaS55srteF+zjZaBrNJ8/anT2/2fU6fx+yE61ADibjOTnTv7wMzPlyqjdZQCovhKlHFtn1Tqa9Kq8feXK2fzqjLhYF7Q3Jwuy3MPpkyJm30dDv1NPejHzdzGOZwzmZ/ulc/7LXXhAxmG2704fcc+3JXD2hgvummNzT3oL7xriH8uXs/rn1KbcvOXf8vscImZN7HSNkVq3vBB0E4PqlF+b6kdcWJzTW9bTXyVufJ5vjmNHesOyG5KBPbq7tmR+nUJbZ4KJ82cmLOCqQC/oU3fa+ZLO9qVQZkwrmXY9JPx+XuMFEPUyZMoVx48bF/8JBYEgnO+3t7ezatSu7vGfPHurq6pgwYQKzZ8/mvvvu48CBA/z6178GgonOnXfeyYMPPsjSpUtpamoCYNSoUdTU1ADwD//wDyxdupRzzz2X1tZWHnroIerq6vjXf/3X2O0LbLXlUnwZ3xOpcIvYP/ZyROh0qGpz36HqSmmajnczbVxeNFbcchAlLw90aHnM/c3vMz/fRyi60tCkapimjxVGY0V+f4RTadT1ZKq2zfBUYYRmm29njtk/c7v5Nhe3qnn0UKU0NJ2qYtqoznAUoNn+qFBwsxyDKGyvMEPVzeOFHkZm6Lt5fs37rXh7BiMUXSlNY/MJpk+qQToD/GiIG/Y9wspHqKj7byDJvbMm/3yZWLx4MZ2dnSxcuJDvfOc7XHfddeX7coMhvYJqa2tZvHhxNmx8xYoVLF68mO9+97sANDY2sm/fvuz+v/zlL/E8j//yX/4L06dPz/594xvfyO7T0tLC17/+dS688EJuuukmDhw4wNq1a7nyyitjt0+VmqvkDEVp2H04baOxEqCQ1HuTbTRWApQW1LeNsdFYCVFas7uhOesgbek/IzFNiRmUk+/KUSrTp0/nf//v/82TTz7JU089xfnnn8/111/P2rVrB+w74jJsfHaGEz220RP7t1JdPbb3nQa88GdEErnQ9oj942pqYu8fpUkxC22a+xdu15GFOuMuR2hmhqlmp+/vG2rNjrE9pNmREdsjls3vC+1vaBqivs9NRXyfuT0Vsb2iYFFIoz3m/uZ28/jC/LzRPhG1bP4+xbeHij+GNCWmpss8XoSmKWq7Sez9+zP5jznJHcB8M62tbdRMnVcWn519X72R6opU9Af6Ok53mtkPrw6t/973vsf3v//9yM/H8a/N59Zbb0UIwbPPPhvrcwPFiPPZKSdlVU2eRiilaWhOM2uCizxDwxyTorSgwR/PLJqzfjCW/qE0NJwczayzOqxeLAFKKRqajjNr2njkEDmRjlTK+axIGFBV8HmAhoaGgolZb36rA8nSpUt59NFHB/U7imEnO0UoUOcOuCYn6kEWpbmJOl6EZih2OYiI78/TbChfc/C4x8xxMs9nJ245iChNU0zNSkhzMsCanKj9fUPzZO6fzuQTQdJINTP9g1kH4GBDzP6YRJlkzTdnc5IaqdmJ0PSY6fSjlk1Ct4u5v0ApQWNHFTMrTyKl6VNjEqWZiPBZCpV7MKdXxvkwfy8Z5aNjfn/c+9vwOTLuVxHy8Qmi7Q4cPsHMqeOzjvN9fl2UC1HoYVyOl57IRhi7x/QjKkJZzVilFvPMfLa6unrQtFC9sWXLFqZPn1627zOxk50ilDNR1OmE6wiuWjC4bwmnKy6Kpewg/PCyROFKzdKJzUPdjBGL60iWXTpvqJsxIsmP1DodiRtM9MADD3DOOeewaNEiuru7efTRR3nyySd58sknh6oLdrJTDJs2PRm+0uw9kuacSW5BSK4lGh/BXqZyDgdxyhYJeHrga9h7cgznnNVu6lUs/cBXij37jzL37IkFIdqWaMr5rBgoM1YcamtrCyKpVqxYAcBXvvIVVq5cGQom6u7u5lvf+hYHDhxg1KhRLFq0iD/84Q/cfPPNyRteInayUwTrup0MDRw7qZgzaahbMvLQCI4zhjkIypf24PRAa8Hx7grmjLYT7CRoDcdbOzhHTxzqpow4yhvnU+JsJ4FJ8ROf+ETRPq5cubJg+dvf/jbf/va3Y3/PYGInO0VwB/XtpsS8OqHNA513J8qHx8y7k5/sDa44JxWsyxxHR0Z7RRw/5JNjRl/FjX6K8rGJ8LmJ8plJdxcue8bn070fzwUuZ1touzb7Y/4+UdvjEuWjY2wXZlI1c3/z/MS9/hzTv4IQLnB5zZHgUvRM3U6Ej05ouXheHK3MaCfTR8f4PUrOu2OORVF5dogg/HnXEVxx0ezMopnnZrB1ZdF5gEIMo9w71uVh+DN8rpZhiDVjJcNXmu2NXjadvqX/+Ah2yFn45cz8dZrga9jRXpMtJmqJh68U2/ccsuNeAsp6zuQA/J2BWM1OMeygmZjOtD15yRB0ikqwZqwECDp9h7KmiD2d0HCqK20vuySU0YzVU1SzlM+fidjJThGsk14yHCm4dHbypFdnMg6KS/ygkrUlHo7QXFJzbKibMWJxHMniC84e6maMSIaquKWl/9jJThF8z8uzFZ/peXUituf5KPhKs+1gNxdOl7lorFJrXUX56ETl5Yn00YmZ98f0wTGXu9Ox9tcZHx0fyfbKeVzQvRMn/zcxPx/ls1OqCTFmnh1tts/ImyNSEefT3J4AXwu2n5zABWcdwzHba56fSJ8dc/+oWlhmrS/TJ8fY36wdFpl3x/ShiUh0E8ohE+UTo/F9xbY9h7hw7lScUN6jmDlsohjAHDfDAT8qz9VAMhThWKcBdrJjsVgsFssIwc51kmEnO0WwZqxkOFJw0Uyr1k2Cg2JRlzVjJcERmkVjjg51M0YsjiO5aMHQZbgdydhnxcDw0EMP9Xvfe++9N9ax7WSnCAOrmhxhoeaRhUL7Dj33lWZrg89FM0WeGcs0e8UNRY9pZosKJY8qV2GaPUKh44aZygwlj9iuu3sPTfeRvDtmIRd1bC1uxgqFcpv9i3u9GZRa+NM4f2bovIjbvn4UMvW14N2OKVw0+jBOqLyDsb8yzUoxy0MYodhmIVsRCnU3zVrm/TPAoejm/lHlI4TA9xXv7GzkI+dOx3Hjlloo3pz45SMGwmxWvvIRvjleDCYDVC5iOHL//fcXLB85coSOjg7GjRsHQEtLC6NHj2bKlCmxJzt2OlqM4XtNDHuqrH9yYqpU51A3YcRSFVkTy9InAkZVunbcS0I5bUNiAP6GKXv27Mn+/eM//iOXXnop27Zt49ixYxw7doxt27Zx2WWX8YMf/CD2se1kpwiOtKcnCY4UnD9N2lIRCXBQnN+xq1CrY+kXjtCcP+oojq0WnwhHSi6YO9WOewko5znrCT0v5W8k8Pd///f87Gc/4/zzz8+uO//887n//vv5zne+E/t49qougldOD/vTCE9paj/08WxSwdj4SDaNvRTf3pqx8bSgtn06XiiSydIfPF/x1nv77LiXAK+cZqwzhMbGRtKmOwCByfDQoUOxj2d9dooghCZr9z3TQs2jfIyK+PgIrRk/CoRWucOEfBRi+tBElYMI+eREHT9if/N4cUPLDZ8cHbV/1qdHMr7zKHR1QxGfHR3qr3E9Rj2vIvwTQpn4jVBsYWrtTB8eM3S5otCuqY3zLaJ8skx6CR0XWjBediB8P/waF7c8hLndDC03UyEYn9eGT48wrz/z+8xQdLM8RmQoeczxo5fPC6EZXz0qM+6Zm8tdPqIfhNo0dC8IZdWWlGqKGiHvAtdffz133303Dz/8MEuWLEEIQW1tLX/1V3/FDTfcEPt49vWxCFadmwxHCuZPDj//LNE4KOadrLdmrAQ4QjO/8pg1YyXEkZIFsybZcS8BZTVjSVHy30jgV7/6FTNnzuTKK6+kqqqKyspKPvrRjzJ9+nT+/d//PfbxrGanCFadmwzP17y1Fy6fExQFtfQfTzhsGn8FS45swA1pwyzF8LSgtuNsLh+93w5sCfB8xZvv7uPKi2bj2hs3Fp5n79WBZvLkyTz33HN88MEHbNu2DYALL7yQ8847L9Hx7JhQhBEyAR52SAHTa6zaMAlSK6Z3HkRG2qEsJhLN9FQb0hZ3SoQUMHNyjR33EiDLedLOEDNWD+eddx7nnnsuUJq50E52iiBLUk2OsLw6IR+e/ufVCQ6XWxYC5ozzCw8bmVcnwmcnsnxFTB+dkE+OsX/ayIMT4XOjO7uMz5t5dozlPo4ngdldO9GeX3CGtWf65JjlIgr7E3bZKC3PTmiMMWyU0jV8cKLyGpntDflQGXlg+m5prg3AHHEEPKLLXYR8dCLKSZgh7aG8ORHXc6h8hDH0Ru0fKu9g3o9m/6J8+sJ5d4QQzJ4+rmeFsXtUeQrz8DHz6MT+fBmIkXentGdFTM6gFMq//vWv+fGPf8zOnTuBYOLz3/7bf+PP//zPYx/LvnwXwZqxkuEpzWv1Es+evth4wuG16Z/EGw4OoCMMTwte65xvo7ES4vmKdZv32HEvAdaMNfD89Kc/5a//+q+5+eabeeKJJ3j88cf59Kc/zT333BNKPtgfrGanCHIEzYCHE1LAvInKqsMTILVi3okPrBkrARLNvFSzNWMlRArB/FkT7biXgHKasc4Uxc7PfvYzfv7zn3PnnXdm191+++0sWrSI73//+3zzm9+MdTw72SlCWe2wpxFSCGbUDHUrRiYSzYyO/Wj7wI6NFDDDOTHUzRixSCmYMbl6qJsxIimrGes0LheRT2NjI8uWLQutX7ZsGY2NjbGPZyc7RfA8P89uW2peHXP3uD48g5xXJ7L2VFTtrNyy58O63ZJr5/q4Th/7h3xyIr4/wucjMs+OmZcndDzDJyOqFpZZ2ypqu+mjYyz35M3xhMv6OTdx1e7ncfNyuWjfuP480+eluA9EaHsEofDUkMuL8f1G9I5wC79PGr9PuDZWcU1WdKkliacl69QFXCu348oonxbTJ8eslWUs+1G1swyzY1TenZDPjfH5qLw6cbeH8uwQoseMde1lc0mFamPFnXwPtE9Ob99f6jEG7qFvzVgDz4IFC3jiiSf4u7/7u4L1jz/+eNZhOQ52slMEq85NhpSwaJrCpuuIj9Q+Cw9vRpqTMUskEsUiuR9pcxQlQkrBovlTrUY7AeXU7AhKNGMNWEsGl3/4h3/gi1/8ImvXruXqq69GCMFrr73GSy+9xBNPPBH7eHayUwR70ydDCpgyxpphkiDRTO5oQlkzVmykgCm0DnUzRixSCKZMGDPUzRiRlDf0/Mxw2rnjjjt44403uP/++3nmmWfQWrNw4ULefPNNFi9eHPt4drJThHQpUQlRod2xyzGUaCaLG2oeYRYLmfHylj0fXt7pcN28dM6MFepvzPINUWaP2OUgzFDziHIQUeUfIsxWusv4fNowA2XMUp50WXverVzz3u+Km7HMZbNchF/i9RMZel64QhrfJ8xQvJRh5jI2y7jt6yW03EPysrOY6/wtuBFmuNDnzTdzM7RcRlxvpllLRoWWRx3PDFU3zWQDXE5CaDzPZ81b9XzyinmkUoXlPULY8hEFpE2z9yByhsx1AFiyZAmPPvrogBzLTnaK4Iykq2IYISUsmelZM1YCpPJZvG+dNWMlQKJY4u+wZqyESEdy+cKZSFvnJTaOWTvNMiD4vs8zzzzDtm3bEEKwcOFCbrvtNhwn/vm2k50iWDNWMqSACaOtGSYJEs34jmZrxkqABCbQPtTNGLFIIZhQM3qomzEiKeuz4gyJxtq1axe33HIL+/fv5/zzz0drzQcffMCsWbP4wx/+wPz582Mdz07hi1CSGesMJu3Dqh0p0lY5EZu0TPHCoi/gyQgzgiVEGodVzpWkzcgmS79Iez7PvbaDtI0sik05zVhZO1YpfyOAe++9l3nz5tHQ0MDmzZvZsmUL+/btY+7cudx7772xj2c1O0XIt/tHh5rHLPcQ3qG/zer9eJE+OTF9gkKh4f1fdgVcc46PK/OOGTfUPOTTEBVqXrx8Qmg5Zqi4Dvn0lOajo7oLz4fKbBcoPvr+KkRnd4F2xww1V6H+Rfj0RJWPiBgAheGjY4amayPUXBihy6ZPkQz5YEVsN9CGjVQIiUuaa8QWXN0ZiuTGVHubNlbTDBHlo6PMz5vbI8pLmPuHykmYoegR+5tOUKHtGITLR7iO4JrFc3AdERrvRCh03ZaPyG+Tm8CsYinOq6++ysaNG5kwYUJ23cSJE/mnf/onrr766tjHs5OdIpRSdOxMRggYW2nNMEkQaMZ0ttikggkQwFjdMdTNGLEIIag+q3KomzEiKeez4kxxUK6srKStrS20vr29nYqKitjHs2asIlgzVjLSPvx+W5U1YyXAkyleuOIreI41Y8UljcPvR3/cmrESkvZ8nn11uzVjJcCasQaez3zmM3z961/njTfeQGuN1pqNGzdyzz33cNttt8U+np3sFCEUvmrpF66EGxZ04tqrKzaOSvOxut/i+OnonS0FuPjccGoDLvZhnQTXkdy4dD6ujcaKjTVjDTwPPfQQ8+fP56qrrqKqqoqqqiquvvpqFixYwIMPPhj7eNaMFUlSc0KEVii2D0/c8hBR7Ynng1Qsr05oWYMrVOEhBjqvTmSenYhyEKYPjvFmpiPLRUSUf+inj05ue7CsAel3obr9AjcLc/9QuYiQz46x3fi9tHm+DUTIJ8bw2XHM8hCFy9LIqxPbp8hA0mU2sPDzIvAqcfDQ+OFyF+YDPOSzYy5HlJMI+eBE+eSY5T0KtwszT01cn7aQj07M8hFo0Dp4wdO6Fx+fEsvjDIpPTqnlHwavfMRgImRpKYTKmH6oJMaNG8fvfvc7du7cyfbt27NJBRcsWJDoeEPa7bVr13LrrbcyY8YMhBA888wzkZ959dVXWbJkCVVVVcybN49f/OIXoX2efPJJFi5cSGVlJQsXLuTpp59O1D4v4oFg6R1PwfM7R2PmlbNE4zspXln6ZXxrxoqNh8Mfx1+PZ81YifB8xarXd+FZ831sPDNJ6WByhpixejj33HO59dZbue222xJPdCCBZkcpxfr16zly5AjLli1j2rRpib/85MmTXHLJJdx1113ccccdkfvv2bOHm2++mbvvvptHH32U9evX8zd/8zdMnjw5+/kNGzbwxS9+kR/84Ad87nOf4+mnn+YLX/gCr732Gh/96Edjtc+1WfES4Ur49Lkd1oyVAMdP84mNjyKtGSs2Lj6fOv5SxoxlJ4txcR3J8mULrBkrAdaMNfD4vs/KlSt56aWXOHz4MMpQPqxZsybW8WJPdqZMmUJXVxdVVVW0tLTw5S9/mZ/97GeMGRO/psry5ctZvnx5v/f/xS9+wezZs3nggQcAuPDCC6mtreWf//mfs5OdBx54gBtvvJH77rsPgPvuu49XX32VBx54gMceeyx2Gy3J8JQoDD239BvPSVFhmm0s/cITLm6oorilv3i+spOd4Y6gNIvbCFHsfOMb32DlypXccsstXHTRRSVHvMWe7Pz2t7/luuuuA6Curo4VK1Zw5ZVXsmbNmpK0PP1hw4YN3HTTTQXrPvWpT/Hwww+TTqdJpVJs2LCBb37zm6F9eiZIvdHV1UVXV+7h0toaFBPsyvh1+L5Co3GkxPcViMAFwPMVQoAjJZ7nI4VASoHnK6TQOVkKJBrPU0hHIIUg7SlcRyB65MzEwPM1riNAKzxfk3IlWgd1a1KuRGmNUhpXkpMdifIVSoPrCJTSKBUc31carcEVGj/jB+NIgZ9Ruzoy2Afl40iBpzQCcAi+Xwoy/fAziTtFsB6FFEEdLCmDat1pP9DqeApe3D2KT81rI+UEy27GPu7poEySVhpPC1JSE3y9xu2RtcBVKidLjfIUChH0QwcuQD0yCByl8XVwMzhCZ0tfOSL4HuGpjCyRaKTn4ZGR0Xhepk9oPBxEdxqJJi1cXO0huruzMoDn6ZwsXJxuH43Akw4p5eF1K5R0cJWHQuB5MpCFQAkH2e2hhEQLiaM8vG4d+J0IyWtXf5Gr1vyaynQnfib/i+z28aWDQCOVotvXCK2QSuE7LqQ9pA5koRSk0/huCul7CK3xhJOT3QocP52TvSAnkJ8nq4pKXK8bLQS+k8L102ghUI6L46URKRclXRw/jRISUVmB42f6JCUpz0PJ4Ow6ysPXKbQQOCroh9Tg6EyftMbNk6VWeNJFapWVUz2/jXCR2seVnVlZokk7KTTw0tSPc/3h1VQ5gWbMw8HFR7guHg4pfDRB1FtKZK4xJK7jZ+TgGlPSyckalNC5aw+B66jg2tPBWOBnbLaO7Enp5AVjRDBc4EgXT+WS3wZjBNl7yBF+7t6SIKUi7Qf3eTBGeFlNqafATYnseBGMEbnxQmmN8vxgXOgZI1IyGBd0ZrxQKiv7SqMJcuusfqOemz46j6oqB1/19Eni+zoz7slg3JM5OTdGqLwxMKgELqUg7fk4jpOVXUdm+uRnJ1b5kyzPV6RcNxj3fEXKdVBK46ucrJTCdZ28fhTKvlJo7WdlNDiuG4zfgOPIYAwUItMPHyFkbiyXAtmr3FufvDLXxhIlPfhHSkqV3/zmNzzxxBPcfPPNA3K82FP4nokOwKWXXspLL73ELbfcwjXXXENjY+OANKovmpqamDp1asG6qVOn4nkezc3NRfdpamrq87g/+tGPqKmpyf7NmjULgB0fHgFg257DbKs/DMDWXU3s3Bd815btjew90ALAW+8foOHQCQA2vNNA09Egbf26LQ00Hw9yf6zZtI+WtmBStfqtD2nrCAbkVRv30tnt4/maVW/sw/M1nd0+q97cD0DbqTSrNwftb2nvZk3dIQCaT3Sz7t2jQb+Pd7Fh+3EAGppP8dbOYMK291AnW+qDXAU7GzvZuu9U0KcDXWw7ELRl674udh4KbtYtH3aztzmQ39rr03A8mKRsrIemTEHpdbuh+WQgv7xL0hIckhd3VdLeLUhlNLq+FoH/zu6xeBo6fcHz9eMBaE87vLgvSBbV0uXycuPkoE+dFaw7NDHoU+coNh6dFPSpcwy1J6YEfTpVTV17IO86NZ53Twb7bO+cxPbOQH63ezq70oFc1zWTvSo4fq0/jwYdfO9GZxFNIpDXjVpCsxO07eVRV3LCrQHgpfHX0e4EWss/zvgMnbIKT7j8ce7n8YRLpzOKP879fNCnympePvdzAJwYPZF1FwThkUfHTuONhbcAcHjcbDZdcCMAjVPm8/YFnwRg/9kLeX/hx3H9NOfs2cye864EYM+5V7Dn3CuCvi66hn3zLwPggyU30DjvI8Fv+dGbOTznQgDe+9jnOTZjXvC73vglTkydDcDbt/4l7RODl5Etn/8rTlUH/a794r10jxqD71ZQ+8V78d0KukeN4a0/+a8AnBo7gc2f/XrQvwnTqLv5L4LfbMos3v7kFwE4NmMeW5fdHvRv1vm8f2WgrT0w5yK2XxqMFx/OvZSd5y8DoH7+Feyed3nQjwVXsXf2JcFvtuBaGqZdEPxmcz/OwQlBP2oX3MChsWcD8Prcmzh6VtCPV2Z9mhOVQT9emnwDXU4Vn2n6PS9NuZFOURn48FR/Ag+HTip43g3M2O2M4kXv4qAf+ixe9hYC0OyfxbqOuQA0dZ/FxtaZADR0VVPbElw/ezvGUnciuD53tY7l3ZbgOtl+/Cy2Hz8r6MfRMew6XhX049Bo9p4IctfU7k/R0BLcHBv35N1P9dDcFtxna3Z4tHQE8uqtHbR1BvKqLSfoTGs8FcjBGKFYtSm4/9tOeazeHIwLLe1p1mwJxuLmlk7WvROsbzrWwYZ3g3Gk4XAbb70fyHsPnmDLjkZSrsN5syey/cPgmNvqj7CtPhgD39nZyM4Pe8a9A+zZH+zz5tYPaWgKxsDX6+ppbA7GwLWbPqD5eDDurHljGy1twYDxwmtbaTvZCcBzr9bR2ZXG8xXPvbIFz1d0dqV57pUtQZ9OdvLCurqgT63trHn9naBPx06w9s33AWg80sLrm7YHfTrYzJtv7wRgT8MhtrxbD8DOPQd5Z/veoE+79rFt176gT9v3srP+QNCnd3exZ19wPt58ewcNB4N+v77pPRoPHwv69MY7NB8L+rpm/RZaWoP+vfBKLZ1mwMJg0jNLLuVvBFBRUVGSj46J0OHUwLFob29n//79rFixgoaGBrZu3ZqsIULw9NNP89nPfrbPfc477zzuuuuurIkKYP369dmJ1rRp06ioqOA//uM/+NKXvpTd5z//8z/56le/SmdnZ6/H7U2zM2vWLI7uqWXC+JrB0eyk/ZiaHS9Cs+Mbmh3f0Oz4hmbHy8lKg/IMzY5foNlJe2lDs+Mbmp10VrMD0HLSp6YyOD+BZiejBenR7FeXlwUAACAASURBVHheoWbH8w3Njleo2Ul7hmZHFWp2/HShZieT5Cer2enuKtTsdJ4q1Ox0eYWanVMdhZqdrq5CzU63KtTsnOqM0OyIQs1OV3evmh2pFG1jxlN1ogVXeXmanfTI0uwIXaDZocrQ7LiyULOTEgWaHTW6slCzk6JQs1PlFGp2zhqLoz1OumOo9DtJjQqSjmU1O6NHFWp2qkYXanZGVRRqdlIVhZodt6JQs1PpFmp2MuU9spodN1Wo2amoKtTsiMpCzU4qVajZcSsLNTvaNTQ7qex4kXIlWriFmh3tGJqdVKFmRwtDs+PgSMGJ9i7GjErhplIFmh2lMDQ70tDsODE1O7JQs5MZx4I+9aLZ0fRDs6MNzY4um2bnZPtJxk9fwIkTJ6iuru71OVMqra2t1NTUcOyHf0J1VXKftNbONBP+7reD2taB4Cc/+Qn19fX8y7/8y4Boo2Kbse666y4OHDjA/v37OXDgAO3tgQZDa01VVVXJDSrGtGnTQhqaw4cP47ouEydOLLqPqe3Jp7KyksrKcOZQlUlklCvypnGcnJxv2w7J2s+Fcvasz/PYTbm546RckQ0NLVwPEEwYUpnPSiGQjgCdMSs5AtBIqTNqusxgCaA1To99V+u86NvM+l72cfPWu05ufzfvs65DMKLr3OQGremJNk77sPHAaG6Y20ZKEmh6MoNMKmguAk1KaNBBW2UmVD2QNWiVkcmsV5k+ZSoBaC8nQ2CGyzURR+XetFwAL52TATyv4OJ30l09H8XBy+6fykzS6E6TIu+Y3Tm1tYuPnwkNd/CDIP+0j+yRAdmtcjI+qssHgvByBZAJNU87KbZc9hk++sJ/oDwP0TNJzLw56p790x4aMhlluvHTXkF2Ge35QGd2nfJVXvKBTtLZ0P5TeetzspCd5Be8SOddxwqQwcWZ61NnV0FyA68yNxh7gJP5/YP2pKGyJxtOMPlQ2kFk1ihyoeYqc74Y5eRkQIk8GUg5J0kLl/VTruH6/X9AZF4eelohHJmTgVTGoVRm/kjJnEzw8M7KgHSM682XeTI4PeUlVGafzPWcu59UngxuT2h69h4KHu7Ze1T52XsFDSk3d7Wm8nxhU04wdgihg/U9940TNCYYIwCtsy8raB08tDPOG44UIILEeK+/08CNHz0H0MH6TCNlJlgjaGPGjGKOb/ljYG5gyI5daE3KyR8DnTw5vF4IkZWDfshcPzLHCfpBSHbygksKZCdfzn1/4GAsMm3PW9+HnG271qQcJ+sWUBZO4xTKn//85wuW16xZw6pVq1i0aBGpVOEE76mnnop17NiTnUOHDjFnzhyWLVvGzJkzC/4mTZoU93CxuOqqq/j9739fsO6FF17g8ssvz56Iq666itWrVxf47bzwwgssW7Ys9velrId9IlIOLF8QTvNticb101z74iMom8U2Nint8emG32WW4qeTP9NJuQ43Xx2vkrQlIH8yOuhk3wJL+PwwpaampmD5c5/73IAdO/Yv9Nxzzw3Yl7e3t7Nr167s8p49e6irq2PChAnMnj2b++67jwMHDvDrX/8agHvuuYd/+Zd/YcWKFdx9991s2LCBhx9+uCDK6hvf+AYf+9jH+F//639x++2387vf/Y4XX3yR1157LXb7VGkWvjMWpaHllMO4Kn+kmIeHDUoI2mqmMOZII8Jef7FQCE5UjKem+/hwHs+HLUprWto6GTe2yt63MVERhWst/eORRx4ZtGMP6ZhQW1vL4sWLWbx4MQArVqxg8eLFfPe73wWgsbGRffv2ZfefO3cuzz33HK+88gqXXnopP/jBD3jooYcKcvQsW7aM3/zmNzzyyCN85CMfYeXKlTz++OOxc+wAobh+S/9QCjY1jgolQbZEo6TLe5fegC9tcvO4KOGwafJSlJmN2NIvlK+pfb8J5dsbNy5+WZ8VMpdGOcnfGfoqULKD8ulIjyNYy4ebqa7uyR8Uka7dLMcQmd49onyDmSskslyCEfoYKs9gbi/+eW3uby6bSe9Ut7Fs7l+8PAOmzdvcHne528hTc6rQOV0by3RF7N9ZuD3wucnhdxrlIMzyEBHb/S7PWC48n15n4bIyyl2ElkPlJAq/T8eciYbKQRgm3h4fnh6cykL7ulNRuOyOKvSRcwyHS6fKOH5l4bIzyi26LIzjM+aswu2jRxXdjul/aFZZTpnLxuTUNRxIU0Z7HOP4buHxhGPsL43jmRm2pdEec7JsLpsTwlD5C3OybZYPMctTmOU0zAmnud1UHcXc3t99CjbHfcj3X73V2tpGzbT55XFQ/n+/RPWo5Gba1lPdTPj2Y8PSQfmyyy7jpZdeYvz48SxevLioY/LmzZtjHdu+PhbBmrGSoTQ0n3SZNNqz6vCYaCFomXQ2Yw/UWzNWTBSCo6OnMrHjkC0YkQClNc0tHUwaN/oMffdPjjVjDQy33357NlioWGR2Euxkpwh2spMMpeG95lFcO6vNTnZioqRL/UXXcHHTPhzPloyIgxIO709ezNX7VtvJTgKU0rxXf5RrLx2Vieay9JeyujyUmitnGA/K3/ve93qVBwI72SmCrY2VDFfCdXNsNFYSHD/Nkpcfw7cTndi42uPjH67KLNmndVxcR3LdktlD3YwRSX5Y+qBzppQ9H2DsZKcIharJuFqemPuHfHxiLkcdL7Q9wgcotGyGQvfto6Q0NLU5TDsrnXuJCLUnpk9TpM+S0b50XB8fY3KRLlzW6cLvU8ZyaLvps2NsN310vFOZvDJCcvzs+YzdtQ2Z10e/q7A9frfpw2P45Bih6yrKZ8f8fQxbuTDeBqN8dkwfIl1l+qDFvD/M9ji+sSxQCA5Vz2JqawMp1/g9DZ8sbYQKC/P3N0OJzTQUxvfjGw8Qx+ifeX1K06cuYrs5VIfOX5QPoPn7hs+/UpqmoyeZNvGsINdV0f3NZUNbYN6fZXEaj2jTIGKDWQaG8ePH9zuB4LFjx2Id2052iqBiT3AsEEx26o+PYsro9HDWmA5LtJQcPH8J5+35IEiVa+k3Skj2TrqAyW0HhropIxKlNbsPHGfKBOuzE5ey+uycxmasYjUsS8VOdopgzVjJcCVcM6t1qJsxInF8j4tf/A2eNWPFxtU+V9W/kFmy925cXEdy7aWzhroZI5LymrFO3wzKX/nKVwbt2HayU4RANdnPGXukWj5KDRyXiFD30NdHmcGizEz9/7zS0HCigllju/o2Y0WZUaKWTbWxGbpe4rI2Q7cjlkNmrW5jez9Dy5WUHJ1/EePe24RURcxYIbNW4bKZgVn5quhyFNIxQ8+NZdOM5UeY0WKascKRzaaZzUcJycEJ85hxrD5k5pKmWavCWDbMghih8iGzlnn+nAizqjYehhGpJczzI0JmrgizVshsZY4XZuh4UEOr4XAbs6aMzZShKfhCihJhBh1KE1OuCaZpbeAmxOV1UJbBXymfHyHs3r2bRx55hN27d/Pggw8yZcoUnn/+eWbNmsWiRYtiHWvk9HoIsGasZCgNje0VNqlgArR0OHbOBWgbDhMbJSRN489BnaEOmKWitObgkXYbhZoAG3o+8Lz66qtcfPHFvPHGGzz11FPZOpzvvPNOokgtOyoUwZqxkuFKWDqjDdeevtg4XprzVz9hw84T4CqPy3e9iGsmtLT0C9eRXHXxjIKCnpb+MSRmrFL+RgD/43/8D/7n//yfrF69moq8pJ7XXXcdGzZsiH08e1UXobwpwE8ffAW7W6qwWefjo6RD08IrUFazExslJHunXGg1OwnxlWb3/hZ8q6WITVmfFT1mrFL+RgBbt27ttRDo5MmTOXr0aOzjWZ+dIhS/5SMu7tiq4IjQ0UiTWtzPFy6HfCji+iDl2cO1huOdlcwZq3PT6UgfnLjLps+O6TNhhobHC0UP+eQYM7eQj06ED4/pU2OWf/Az5SiU69I2cRo1XR4yT7vjGeUqTJ8dr9soF2GcD88zQ8+JRaiagPH2n6owQ+2N8xnTR8jE/L6wz47Al4LjoyczM70dx/TZSRX30dGpQh+dUCi6sT3kk+OboekR12solUJEuZhQ6HmUz17M0HOt0UpxrLWTOdPGhkPtI8aL/oYL992eBNqGgTjGAGGrLg0848aNo7Gxkblz5xas37JlCzNnzox9vJExxRsirBkrGa6Ey6daM1YSpOcxb/X/LZjoWPqHo3wu+eAVHHMiYukXriO54sKp1oyVADc0ORxEzhAz1p/+6Z/y3//7f6epqQkhBEop1q9fz7e+9S3uvPPO2MezV3URrBkrGb6CHcdGWzNWApR0OHj5x1HlHDxPE5SQ7D77UmvGSoivNNs/PGbNWAko67PiDJns/OM//iOzZ89m5syZtLe3s3DhQj72sY+xbNkyvvOd78Q+njVjWQaFTl8Gmu+RcV8NH4QgfVY19sTFRwtBZ8Vo9AgZzIcdWtPZ7ScwwVvsORt4UqkU//mf/8kPfvADNm/ejFKKxYsXc+655yY6np3sFMHJN2PFzqNjbh7gmyFuOYjYx4/yKeh7uyPgkkmZ2lg6ev9elyPLSRjbo/LoROTlMcsrROfZKe7DY/roRObJyS6nOfuFp0h3dBZ4YZk+PqaPTtpY9tNRPjvxfDDMchGOYeowvy9VUaiZip9XxywPYfrsjC5cdn0EPhduXweAcgp9bMzyHdL0yTHz7kSVF4ny4TGvt9By3PIRET4/UXm3eikPYeI4kkvPndzH5yM/blBieZ1+peUZ7Elt/3MDOeXUxJ4heXbeeecdPvKRjzBv3jzmzZtXsO2ZZ56JXRV9ZPR6iLBmrGT4Ct47elbIZ9gSjXJcDly7HOXY95C4+MLhg/kfxS9LHabTD18p3q0/ase9BPjlHOwEJZqxytfUUvjUpz5FfX19aP2TTz7Jn/3Zn8U+np3sWCwWi8ViGVb89V//Nddffz2NjY3ZdY8//jh33nknK1eujH08+/pYBGeEqPuGG46ERRNPDnUzRiTS95i5bhVp3ybGi4ujfc7b/UZmyd67cXGk5KJ5E4e6GSMS06w7mAghQmbluJ8fCXz3u9/l6NGj3HDDDaxbt47nn3+er33ta/yf//N/uOOOO2Ifz052iuArn9JrWPVB3FpQcWtfhbZH5fmIUsP2P6+Hr+DdI2O4aGI7Tl95dqLyAIXyksT00YlcNn0oDB8Wc9kzl6Py7BSvhRXKk9NTG8t1abzhs0z+/RMF4efpzsL904YPSrfpA5QuXhvLVLtH+dSYg7mZ98YxMsgq36iVFdtnx/DRMY5v1uISjsCXDjsvuJpzt69HGOdHpYz2mz476YhaWZUVhcvm9WTWzorMq2Mum+Hypk9V4f4iMs9ORC2sXnx6fF+xtf4oF8+biGPmjYj0ARoGta9ClK9Nvnk9DCZCllbXawRFKz744IP8+Z//OUuXLuXAgQM89thj3H777YmOZSc7loFHQJWrhsd4N9LQmlTbidIdzM9AhNZUdp1E2MiYZAhBVYU7YkKThxXlPGdSQAmanZI+O8g8++yzoXWf/exnefXVV/nSl76EECK7z2233Rbr2HayUwRrxkqGI+D88R1D3YwRifR9pqxfjVfON8XTBKkVc3dvyixZJ+W4OFJwwZzxQ92MEYl9VgwMxSKsfvWrX/GrX/0KCExxcbVpdrJTBK9YVEKpoeilUqpZK/yB4ssxvs9TUHdoLJdOau07i3KpZrxQuQnDLGOaqSLMWtosBxHXbOWZ5RIKl0Oh6H2Epis3ReNn/5SJv3kEmWdaiTJbmWYuM9Q8yqwVZcYyzVbRZqx4xzcxQ81Ns5VjLlek8KXL9kuv44K6l5Fp06xYfNk0a5nlRYRZbiTKTOoUN5NGmmljpHrIrCi+PfQyHzZzeb5iy85mFp87CTc1wA9vs/3DIWIu1KbkfS7ry0mpiQGHseZODWIkoJ3sFGH4XhLDGyFgfGV6ON9TwxetGLV/L8JmsY2NQFF9/BAChdXsxEcIwYSxlSPGgXU4UdZzdobk2Rlo7GSnCFY1mQxHwPyaU0PdjBGJ9H0mbHyVbhuNFRupFLP2vJNZspOduDhSMH9mzVA3Y0Ryuj8r1q5dy49//GM2bdpEY2MjTz/9dGRSv1dffZUVK1bw3nvvMWPGDL797W9zzz33FP3MQw89xNe//nWqqqp46KGHiu577733xuqDnewUoagZy9InnoLaphoun3LCFgONiUpVcOALdzH5P36BTHdHf8CSxXdc3lvyKRZt+qMd2BLg+Yq3th/migum4Eo7WYyDaTYeVIbAjHXy5EkuueQS7rrrrn6Ffe/Zs4ebb76Zu+++m0cffZT169fzN3/zN0yePLno5++//37+7M/+jKqqKu6///4iXRB2sjOQyAJDVqkTn1LNEqWWf4gKFY19wD63SAHTR3ch0XnlIiI+HvJRiNg/ygcitGyGrhs+JaHjRYSimz4+UaHmEdu9jM+I9hWj39mE19mFyPMDiPLRiQo9NwdjZfQn6uqSxvGkEdHhluizI40BWDpdxnLh8Z2UsVyRQgmPifs+QHV0omRhqLg0y1cY/YksD2Eumz4aUT42kT465vGKh6LHLqfSj/tdCsGMiWeFfosA8wqJeGCGfIbM/YdjqHpyzPthUBmCyc7y5ctZvnx5v/f/xS9+wezZs3nggQcAuPDCC6mtreWf//mfi0529uzZ06s8ENjJThHKegGfRkgBc8ZaM1YShO9Ts2kDXTYaKzZSK6btfW+omzFikVIwZ9rYoW7GiESOQDNWa2trwXJlZSWVlZUDcuwNGzZw0003Faz71Kc+xcMPP0w6nSZl1pbLsGLFin4dXwjBT37yk1htspOdIlgzVjI8BRsbx7N06nFrxoqJSlVw4K7/yqSf/wRpJrazFMV3XN699nNctO5peh9KLcXwfMWG9w5x1aKp1owVk7KasQbIQXnWrFkFq7/3ve/x/e9/v4SG5WhqamLq1KkF66ZOnYrneTQ3NzN9+vReP7dly5Z+HT+JQ7id7BRBjnDV6lAhBcyr7hjOuauGLcL3GL9+DaKcg+dpglCKmTu3IOxLSiKkEMyfUd2HGctSjJFoxmpoaKC6ujq7eqC0OrmvKWxjjym72ETl5ZdfHtA25GMnO0WIdQHHzmtjDsil+tQMcKhy3P7k7S+BGWd19bm99+Wo40el24+XpyTKBydyu2/mbSn06TB9Vsy8O6E8PNlln1F1tXR2mj49hcdPG8uh7cbxjWIImLFeUVMr8z3SMc5Pyvj+VEQVaHPAC+fxKey/U1moq/GM8+OOCno4fs82NKAqjXIVZp4d4/c0fZJEXB+eKB+xqDw4sZfjlouIysOjkRJmTBrdx3aKYvpkDUn4eqSf0OAxEs1Y1dXVBZOdgWTatGk0NTUVrDt8+DCu6zJx4tDUXxt5v1AZsWasZHgKXj44EU/ZN8S4qIpK9q/4e1TFwL5lnQn4boq6m7+C71ojVhI8X/Hy5oN4ERNVS5jymrFE6X+DzFVXXcXq1asL1r3wwgtcfvnlffrrDDZ2slMEq85NhhSwaHwbMlQs0BKF8NJM+P/+L8IzdTGWKKTvcc7mV5A2R1EipBQsmjveBmYkoKyanZ5CoKX8xaS9vZ26ujrq6uqAIFKqrq6Offv2AXDfffdx5513Zve/5557+PDDD1mxYgXbtm3jV7/6FQ8//DDf+ta3BuYcJMCasYpgJzvJkAKmjLLOtUkQSjH6g210Wq1ibITWjGv6cKibMWKRQjBl/KihbsaIpKwTxCEoBFpbW8t1112XXe6JmvrKV77CypUraWxszE58AObOnctzzz3HN7/5Tf71X/+VGTNm8NBDD/UrR89gYSc7RbDFGPOJ8BnIw1OCl/dP4roZR3FlUu1OVC2siOWo/SN8GEI+O2ZeGtMnJ1Qbq1C7oEO1qgyfm8x2VVlJ07f/H8Z97z5kV2duu5k3J8JHx/CYwpx6luyzE/F58/xwqrAFwhhwwz47Rh6fU4U9cioMH56uNL5bwdbPfY2Ln/53HKPWlZM28+wYy0atM7MWlumjJcz+ha6vmNtD91PU/TbwPn6ep1iz5SCfXDwD18hjFNeHJzaJ/G2GT66e9GkeUPCJT3yiaK6slStXhtZ9/OMfZ/PmzYPYqnjYyU4RRqLT2XBACs2SySesGSsBIp1m4q9/ibLZk2Mj/TQLXnkG6afBBp/HRjqCy8+fHJpoWqIpa7mI07gQ6GAy5E/zf/u3f2Pu3LlUVVWxZMkS1q1b1+e+f/EXf4EQIvS3aNGi7D4rV67sdZ/Ozs4+j9sX1oyVDClgQmXahp4nQChF5Yf1Nnw6AUJrxhw5iIgdGWmBYLybUF1px70ElD30vCfXTpK/M/T3HVLNzuOPP87f/u3f8m//9m9cffXV/PKXv2T58uW8//77zJ49O7T/gw8+yD/90z9llz3P45JLLuFP/uRPCvarrq5mx44dBeuqqqpity/teQlCykcoA9jPtBK8uG8yN5zdTCqxGatEotLzE7E5ojyFNo5vqnjDZi/DzGWYQfxMaLSqquLQ//Njxn3rXkTeBN031ORm6HmU2crcbro/RxlJzOHRHDhCZixjWRr9dYxyF45hxjLNKKbZzjXMVH5XGj9VwdYv/y0XP/oAKTMVgGf8HobZyjRjxS4XoczluOUi4pmtQqHecUPRTUOk1qQ9xepNB7hxyUxSFQP9Hlyima23j5f9od33XZE2rw/LsGNINTs//elP+epXv8rXvvY1LrzwQh544AFmzZrFz3/+8173r6mpYdq0adm/2tpajh8/zl133VWwnxCiYL9p06Ylap9rzViJcIXmmmnHcK0ZKzaiq4tJP/0RdJnTE0sU0ktz/jOPIG0kWyJcR3DNxVNxrRkrNq5TxozTPWasUv7OQIbsad7d3c2mTZtC9TNuuukmXn/99X4d4+GHH+aGG25gzpw5Bevb29uZM2cOZ599Np/5zGciU1B3dXXR2tpa8AegMm9HvlL4mTcz38/Jnq/wM2/wnq+yxRVDcuY4npeT057Kvp31yDrzdpUvAwWy0jqbByOQg2Mo1bvsK42ncrLfpxycC09RIPcoKPojp5VA6+BeqnJ72p5b3yPnrw/6AZ6OkkVW9rXAy1y6PgI/84ZVKEv87D452RMOKrNPgSzd3mUnhS6Qg/c7zy2UAbQQ+KmKjCwLZNUjyzzZcXKy66JSFQitcZsPg+tm1qfQPcdPpdA96ysqcnJlZXZ/KiuhZ+Ctqsqllc+XR43KymLUqOzgJ0ZlInGEyMlSFso9GlIpg2NC8H092Vddt1CuqAjLqRQ61dOnil77pCoq0Jl+qIoKdKa9qqIyK/sVlehMGG3PuR51/Aiq4LepyMlO5jsRWVkh8KTbuyycnJzRhATXmAzLWuDnXZ89smfIufsmWk77OQVNj6x1j5wZIzL3eb5cMC4UHSMyY1pGFkJwVlUqO3aFx73cmJY/BvY67nl+Vk4bcm7c8/PGukI526cex31VKGcd+pXKBpLky74h+35eP/zexnI/J3s+qk+5tz6VWatjJzuJGLLJTnNzM77v91o/w8y82BuNjY2sWrWKr33tawXrL7jgAlauXMmzzz7LY489RlVVFVdffTU7d+7s81g/+tGPqKmpyf711AzZuvswANv2NLNtz9HMuiPs3HccgC0fHGLvwRYA3tp2iIbDbQBseLeRpmMdAKx7+yDNLUFRzDX/P3vvHmVHcR76/qq69549D2kkIfQAZIGFeNuAJUDCBj8U5CAv27GTmOMTk3NsMCF2zsWX47uOieO7DuTYrDixQxwbH3OOsxzshJBEPrFzERiBMBKWBJKQhAQSSEgjjaQZSSNpHpqZ/eiuun/0fnX1zO7ZPdI8UP3W6rW/6q7dXdWP6ur6vvq+rUfo7gsUDKu3dNA3GDwkT79yhGxe4fmapzd14vmabF7x9Obg+H2DHqu3ngSg+7THmu3B8bt6C6x7oweAzm6PDW/1A9B+osCmfYEKpO14ga1tgbznqMeOQ8Exd3UodnUED/GOw4q9x4Nzse0QtAWHYnO7Q3t38GBsPNhAZ1/Q4K9ry9A1ELwUXjgwle5ssP65A9M5XXAoKMEz7bM4XXDwdCB7WpBVkmc6LgDgtJ/iua6LgjoV0rzQHagtuwqNrOsJ1nd6U9jYH6xv96ezOX9xUCfvPLbxbgD2cgE7CTq7u1PvZncqWL+z5Sr2NgXytinv5cCUQN4ycwmHmoP8L8/7CEdbgmNtvOx2Tk4JRgBfuvIT9E6ZGdR18Wfob2wN5GWfJ9fQjO+k2Pjxe/HdFPlMMxs/fi8Ag1PPY+vvfgmAgdkXsPsP/iS4fvMuYf9/+r8C+bJrOPDZewL5+pvo/IMvAtB/y4fp/twXUJkMHd/9n/TfGYxWDnz69xn4dKCmzf+nL1D4xO8AoO67D71iRSB/7WuID30IAOfBBxE33QRA47e/jfPe9wIw7fvfx124EIDpP/4xzoUXAjDriSeQM2YgGhuZ88QTiMZG5IwZzH3iCQDcCy9k9o9/DEBq4ULO//73A/m972X6t78NQPqmm2h58MFA/tCHaP7a14L/rlhB+r77AOD3fg++GNSVz30O77P/EQDvC1/A+9Sng7refS+5j9wGwKm7v8zgjTcDcPJPvkr/VdcCcOiP/x8GF1weXPu7/yuDc4Prt+NzX2Fg5lxe/aNvsP0L/418Ywu+m+aVT38Z302Ta2jmpd8qntPmaaxb9BkAeltmsuH64PgnWuaw4dLfBqCz6UI2zvlgcMyWi9ky5ToADmTexbaW9wTHlxexU14CwO7CHHYXgvtnZ+FC9mZnALBtYC5tuWkAbO6ZRXu2BYCNx8+jczDoLK47OpOuwaDz9UL7NLpzwbP13L5mTueDJvqZ3S5ZL/i4eGa3i6cgW4BnXg+e4b6sZvXO4DnvHlCs2Rl8sHX1eqzbFbRLnafybNgdtFftxwfY9GbQjrR19rN17wkKnuKpje1s3xc0ALvaTrGrLciz4+0u9rQH67e+dZS2w8V27/XDtB8NnhX4+AAAIABJREFU2qAN2w/QeSI41tpX99HVfRqANa/sobsvaA+fXb+bvoFg1HLV2h1kcwU8X7Fq7Wt4viKbK7Bq7WtBnfqzPPvSjqBOff2s2RgEee061cvazbsB6DjezfpX3wrq1HGCV7bvBWB/+zG27twHwJ79R3htd+CSYNfednbtbQfgtd1t7Nl/JKjTzn3sPxi8d17Z/ibtR4IGcf2WN+g4FpyDtS/voOtkUNc1v9lGd29Qv2df3MKp3qDelomL0LXmk51Fjhw5woUXXsj69etZunRpef03v/lNfvrTn7J79+6a/3/44Yf5zne+w5EjR0iXvhiHQCnF+973Pm699Va+973vDZknl8uRq1Ib9Pb2Mm/ePLre3siM6a3FHr/CkTL4KhDgCFH+GnKkwPM8pBBIGayXgoosBRKN5ymkI5BCUCgUcJ3AeLrgqfIUbc/XwTCyDjo/KVeitcbzPFKuRGmNUhpXUJSD4WflF1C6KCuN8n1cR+ArjQZc/PKXmSMFvl+oyEqjlY8jg8ZUAI4u4KmKSwfPK1RkBVJ7FVmA9PMUlCirrk5nodn1ESL4onWLx/O0ICU1uuCVZaWDqduuKMoIXD9fkYVG5QooAhWZrwU6m8NFlUdynIGBiozGG8gWZRV8fQ8M4qDwhIPUCvqzZVmiyWU1UvnBdZIu+nQukJ0Uju/hDxSKclCPXFbheEHH1XfT+Ke60UKg3BROIU+udwDlujiFPFpIcoN5ZCGPlhLtuORP9qAdBy0dZCFPf9YPnH15BfwZ51E4ehyZz5dHdXI9p9GpNGiF8DyyyMAOxPOgoYEB3y/LeB5Z3w9GXvJ5UIp8JoMuyqKxES+XK8s6m8XXOpAHB0EIdCYTyFIiGhoQJTmdRmezOFUyjkPKdQPVm+uC49BQkqWEfJ5MlUwqRSPBzDOdToNSNDU4ZVl4HpkZU8H3Eb6PTqdpanQRSqHSDQivQHNLBj/dgCwUEFrhzjoP4RXwmlqQ+TzNzcF581NpnEKezIyp+G4K1yugEYhpTbh+AYVAOQ6NzSKQpYOrPGRLA0pIXO2jkKjWqcEzVPw+dKc2F+83EdxjLUG0cKd4f9LYhCM0nhbB85RJ4emgHZACPDeDFEVZCWTarchCI9MZCj64RXvSgsiUg+p6Ctyih21PQcoRIFNlWWmNEumgLSi1EemGoF0otRG4KK1xHVlsIxwcKRjIejSkJG46XR7pcKTEV8GIgFNs04R0cKQstnUC6bgVWQp8XyGlREpBwfNxHLcsu45ESLcsV9q9kqxIpdyg3fMVKddBqWCEJpA1SinclItSqliP4vqi7CsVtHtFGQ2O45RHdRynqi2XEs/3K3Xy/KDNHlKuqpN0irJH/+l+pl+wkJ6enrMWgqG3t5fW1lZO/ds3mNpcvw1qeT/9Wab/zp+f1bJORMbNQHnmzJk4jjNk/AxztMdEa83f/d3fceedd9bs6EAwffyGG26oObIzXGj70nTC6mmFZUNKXXk4gSFkHV6vNW5VCPCUKRcNDFNuaYhRlGUhRDl/0LAIUKVGplRPUR6mC+Tii780S0BVyUTlUo+3XCyfUMTyiKyi60vGyFoHaqzSiGlK6HL+VLEzVF5PqUNVJTOUrMv1c4QuF8CpMhoMy8qQg7Sr/dLpKMsArvJCsl+6fn7F/iMke/mQ7BPMBnKKU8aFViFZlmSlEKooF1/mUInFpAHZfxpRjHhe7UlZVE9Hr46IXm3fUy1XGTjranlwsLasdUVWCj04GNxNSlX2Uy37fsVg1/MqxrzVw/vVcqFQNu0s1ZMGpyJXry/KoqF4/+cr9XOq5UIOXVwnCzlEceq5WzrvgFs8lwJdvpYSXfS4nArk4n0g0cji/SFRyKIJdvi+KinISvckFbmYrrZbC8nSkEV0fbWNdkQuqiJK64UQZbncRpTl4vpabYQIPqrSKQfHKa0fot2j2KYV1YfDtoFupcAp16mU11xflmVkfdDuOZXyyqFkWVWniuxUzToarh7hOjmVOlWVazg5KFepTu7YxgIT5UMn//85yLipsdLpNIsWLYrEz1i9ejU333xzzf+++OKL7N27l7vuuiv2OFprtm3bNmxI+VrY2FjJqFZdWepDZzIc/86jkLGebOtFpRrYee+foVI2rlgSPF/z9CuHynY9lpFjHdBOfMZ16vn999/PnXfeyeLFi1m6dCmPPfYYBw8e5N57AxuIBx54gMOHD/P444+H/vfjH/+Ym266iWuuuSayzwcffJAlS5awcOFCent7+d73vse2bdv4wQ9+UHf57GysZLhC89vzjtnZWAkQ2Szn/9cvkc8Oxme2hJCFHNf8z/+BLOSA2iO+liiuI7j9xovsbKwEjMtsrNH8/xxkXDs7d9xxBydOnOChhx6io6ODa665hlWrVpVnV5nxNgB6enpYuXIlf/M3fzPkPru7u7nnnnvo7OyktbWV66+/nrVr13LjjTee9fqMDvMGrPeGPMM3cOSBiNm/kd9TAtd553Z2IqZupt+duHATpl+eYloLgWrI4KvukHO8kq1BCXNydVzanC8Stz0Os+GIu9Lm3WP6N04ZfnRMvzpevna4DVXwg1lWDS5uYTA2nEfET5Jf+3oJ88vdDBcR56gpzq9OhDr98MTtL+74xQvk+Srhi3t4HzQTh8lQxhFgOzuJGPdwEV/60pf40pe+NOS2oeJttLa2MjAwMOz+/vqv/5q//uu/PiNls2qsZHha8Nzh8/ntecfKdjmWkaEbGjjxre/Scs8XwI7u1IVKp9l9z9e46vsPjndRJiWer1m95Qi333gRZmgsS23GVI1lOzuJGPfOzkQmNZZDk+8gUlLz8flHx7sYkxKZzTLrS59nMEF4k3MdJ5/jPd/902LK2u3US8qVfOLmqOd6Szwp175KJzrWKKUG4zQrf9KjNfTlnXMm0saZRAuBN/cC9Dn69TUatBBkz5tlz11CtNb0DuRtu5eAsT1n4gws5x62s1MDr+QOeCSNZ90eKqWxnOn8ceU7eze/pwUvdc4IvByP2KunWRxjhZlfxi1G8DvzdMjwEvn/GUYrZSx6yEWl0pz66p+h0w3h9b4KLxBatLH4xuLFLPXmL4xyyRmLV/BrL1548Y1FFTw8JG//h3vxkKiCF1q054cWfB1aItfCDy+B06eqRavwUpp+X1pK7o5HukwAPF/z0o6jdjZWAsZWjXUGlnMQO/ZWA6vGSkZKam6f3zXexZiUyGyWmf/3HzM4aNVY9eLkc1z5yP9bTFk1Vr2kXMmKm+aNdzEmJVaNNfGxIzs1MGfMWEaG0nAy65qBwi0jQEtJ4ZIF5fhPlpGjhWTggneV42VZ6kNpzcm+nG33EqDGsrGzsbESYVuFGqjQbKxRqpHO9Dhi3M1b980dM+4Zpwar2qYQbDneigqpseIOEaPWMvVOkWV0D3+keoZaK/oXEVpiz66UoWU4dCpN7z1fDoJ+FgMjDmUPYKqtTDWTqeYy1VRxy9lWY5nHM7dH1HbG4huL8nw8IWn/5OfwhET7fmhRxmKqqSJqq4iqKay2MtVe0QtUp5oq5nhjgVKazW92je2L+x2CP5Yzd21nJxF27K0GY+oo6h2EK+G2d50c72JMSmQuy3kP3M+AnY1VN04+x8K//fNiyqqx6sV1JMsXXzjexZiUVIe+sExM7MhODexwbjKUhmMDKavGSoCWkvxV11g1VgK0kJx+9+VWjZUQpTXHTg3adi8BVo018bGtQg3sQ58MpeH1ky22s5OEVIrTv/dZSJk+hi1xaNfl6G99Am2NRROhlOb1tm6rxkqAGlMHtLE2ASNYzj1sq1CD0cXGMm+omAYk0tuOSUc8n5v5jbKbX7v1piP7G758roQPX3Sqdv6602ZxjBXmtTL/b6okI8UPrxCR/celw8eP/N883DDbRS7HjIe+zmA+P6ovsDqDEWBOnK236Tb/P9p0JNxDTBqtkfkcC3707SCpwmqsSPiOOqM7RHrukXAhceEdjP3FXqGxx3UkH76+/oDJlnBEdMvExI7s1MB+4SRDaTjSn7YjOwnQ0iH3vhvQ1l6sbrSU9F55rVUBJkQpzZGuAdvuJWBMR3bswE4ibKtQAzUBv74mA0rDvp4m29lJgusw8FsfBauKqRvtuJy86YNox567JCiteftIr1XfJ8Da7Ex8bKtQg9Gpsc5dXAkfuKB7vIsxKRH5PNO//T8YzOXGuygoITl60dUMtkyn8fQpZh96HTlG06CTIAt5Lv7J94qpzLiWZTLiOpJb3jtnvIsxKRlTNdZoOyy2s2MxqdlbN2+YOJ18nE1OvR8GkeObHbOIUU/NtOkrJhJfKJI2Hm5ZeQkqDe19LvOm5CqmLfXaCJkdTTNtqnnitjuGTU0kLWqnDRsbaexfRvbnGOnwdjmMjZB2HLI3vR+efx5R5YI+YuNj3Jvm1R9tc3bgsqW8vOweBqaeX17X1Hucm55/jPlvbYjcXWYXyEzXnd8YXYjY3JgmO0qjpUPPtYtp3b456vsmYkMz3qMXE++Fo5Sm/Xg/885vHirCSgwTrz5Rzl4Zx9ZA2ZIEO3RRA6vGSobS0NHfYNVYSXACmx3GURXTdtlSXvidP2VgyszQ+oEp5/HC7/wpBy5bOk4lq412HPquus7aOyVEac2REwNWjZWAsbVzskY7SbCdnRpYNVYyXAlL5vbi2tNXNyKfZ9r3v4PIj48aSwnJxmX3FAtjjuZJQPPysntQE9CXjSzkmfcPP0IW8uNdlEmJ60iWXjUL15l413aiMy5qLGuzUxdWjVUDX2nKveA6Z5JH1UxxaqV61VCmGigmf5xaSseo2SJqp+Hz+wraepq4eFqWsjbIrH/cVO4hX7TV+WurrUQqfGtHvvYNA2DhGJOfjfIIo+cmU4YayzheJO3WVns5xbR2Xfpv+Qjy6VUIz4tsL6dVuLwxjgJi1Vyl9LGLrg6priIIycDU8zl60dXMbd8xfL4Y4gb9k3wpK8eh+4YPMG3TS8kKdSaJc50Qm/8Mdzjinn+C9q6ts4+L50wxtb7x+4tmqKt4sUzwF/SYhouwJMJ24WtgB3OToYFTWXf8zSImIyIIBJrAaOKMMNAy/YzmG1OEZPCii898R+EcQRcDgQ4Vi81SmzE9Z4JRjuyMXVEnEnZkpwZWjZUMV8LiuafHuxiTElHIM/3vfhg4FRwHmk6fis9UR76xRHoFLvzXvy+mGse1LJMR15HccHmNUT3LsIx5HMVztMMyGuzbvAZ2aDIZvoI3TzTi2w/EutGuS9/t4xfyYPah12nuPT58pG2taOo9zuxDr49twUaAchyOf/CjKGugnAhfaXYf7C6q7y31YN8VEx87spMY04Yl6r7eyGCk65yaXm/anIoesbkxwyeEyyOk6V7fqF+NqecAWV8CslIs8/zETj03p44b/1fGdsNGhkJtG52IzY4bHkmRbvh8KiNtTk13jOM7hk2Pkw7HunLTrpF2isdx0efNwEm5iKp7xDFsflKFsM2OGUnLfN3HpUt7k1qx9PnHeO53/jTo8FRfF60AwZLnH8Mx7od6bYRibYxiw20MvdKbMm3ojXWGI4lGX4nJELc9rjxxxNn0xLYfI9m/JpsvXdczPXRQ7/5Gkn+shzdqHG9M1VijNDKe4PZPZws7slMDx6qxEuFIuHb2YLyRoyWC9ArM+OefIgqFcSvDJW9tYNm/fYvmvhOh9c19J/jIv32Li9/aME4lq430Csz9/55EeuN37iYzjiO5buF5EWN4SzzOmI4m2qnnSbAjOzWwQ5PJ8BXsPp7hivOytsNTJ9p16V7xKdL/9E+IcXxpX/zWBt6152WOXnQ1A5PEg7JyXI4v+xjnP//UeBdlUuIrza4Dp7hy/vSIT05LbXwzMO3ZxI7sJMJ2diwWy5BIrcrTy60Vh8VimczYzk4NHOkw7JBfrN+dOD8bpo2Nuf1M+92JsTGK87tTR7gHx4GrZxUIWYYYNj1RPzlGWsWFjzBtdgyrlZQXSop0OpTWhppIuKafHsMmxUirtOH3piFlpNNGOm+kw/lTuUp5Zj3zf+iXGqrsekwbIDcXvj6uYVTaQBjDi1BsOAczfxz12giZ6YjNjhlewwzHYYbbcCQOijnP/3uQ3/CLZIbbiAsHEmcjE80fY0Nj3r/1+qkx61u3DU98QBFHCq65ZMYwxTnLowFnYv/jOGIxpqo/O7KTCKtkqIFVYyXDV7C9s4GxHNl9p6DcFMc//Qdos/NmiUW5Lkc+9hmUjRifCN9XbNtzYmxVMu8QfL/ez4NRYE12EmE7O5azQsa1io8kCK1xeronQKDKSYjWpHrtuUuMEGQanHP2y39U2HM24bGfQDWws7GS4Ui4fKaNT5QE4XvMeP4p+j0vPrMlhPR9zl/37HgXY9LiSMEV75o23sWYlIzpu8KqsRJhOzs18OpSY8X53THz12nTE+upJAbzazfGz06s351IhSppT8G2jhTXzc1XBQM1Y2OZ58f0q2PkN69FnN8dw68NZuchb2xvCFu5SC88LK0Lhg1JOnw8nQ6Xx82EbXb8XDjtZcNpNx10DlUqReenPkfrT38cCmjpGeX1DT87ajDcuTQH1evtOsXZ+Jh3n2mDYyrh6k3H2eyYNhLSdVBuisMfu4MLn3oSYUwnkmbstJjYbKZNT8SmzJyuFLHZiHl+I49zjE1a3X636rcR8nzF1j1dXL9wJm6qPpuiqA1RnTZJkxxvLNVYo9ZFvbPO/UixQxc1ODdvidEjgOmNyp6/JChNY3sbwtqL1Y9WNB45MLz3Z0tNhBDMmNIQ7bhYYrHnbOJjR3ZqYNVYyXAkLJhh1TBJkL7H9A0vMOjb81cv0veZuWndeBdj0uJIwYILW8e7GJMSq8aa+NjOTg18pcs99libx8hU9Bi1VuzUc3NYeDgH/8MVIGbqa0QvEVPBmGgP1VF/PQWb2yWL5/k11FhG+c0TbKoFTDWX+fVujoSkwmoi0sZU9ExYbaWN/wtD7SU9XTOtG8L/dwqGmiofPl4qH576rgrB8VQqxcFP/SGzH/9RSI3lF4yp78aMGTPqssrWdkgYp4Yy/x13+8epscyp8GY6ZUytTxnhNMy0GW5DplyUm+LAJ/6A+b/8B2Qqur0a4ZpqMFFze0RtZc74ilNrRaaex6Qjz3/c/+PUSHFT6wM11qZdx7jhylm4kXAdo3yZj0sk+riQHWeuTJ43lrOxbGcnCXboogYx4XkswyCBuVOVPX9J8BWtu3cg1FjaALxDUIrWt3ZGO76WESGF4IKZzchz9GU4GuJiuVnGHzuyUwN7AydDSpg/3U7/TYJUPtNfe4XcmBo8vjOQymfGzs3jXYxJi5SC+XOmjHcxJiXSqrEmPHZkpwaeb1/YSfAUvLTfwbMf2HWjUin2fe7LKFMNZ4lFuSn2/od7Ua51yJgEz1es234EzzoVrJsxVWNZEjHuIzuPPvoof/mXf0lHRwdXX301jzzyCLfccsuQeX/961/z4Q9/OLJ+165dXHHFFeX0ypUr+cY3vsHbb7/NggUL+OY3v8mnPvWpussWDOcGveBINIVR2/CYf4iZ3GvaqERseOrE7OYqt/Z202pDmTY4lbQUmnfP9JGOW6lnxCanzgbV/H9s2vi/MbXcdO8sjJEUbaSlkXbMF4JxPrTRUU75jeHsRuOoij1DLSWzX9tIOu0g3EqZMzE2OmbaRBo2PObdY3pFMm124q6W2ZCY3Q2z69ZgjJqmzPAZRto1pvq7ZniOdAopJbO3b8B1ZWS76SpAxNnomDY5RriRWJsd0x4kMrU8Zqp5xDVEnM2OmT/ORic6tV0KyYILW5FD2bLE2QDFpuvcX+zxxoKRH3NMtQB2ZCcR4zqy8+STT/KVr3yFr3/962zdupVbbrmF22+/nYMHD9b835tvvklHR0d5WbhwYXnbhg0buOOOO7jzzjvZvn07d955J5/5zGd4+eWX6y6fVWMlQwrBBa3W5ikJQimmvf2GnXqeAHvuRoeUggtmtth2LwFjqsayJGJcr9B3v/td7rrrLu6++26uvPJKHnnkEebNm8cPf/jDmv+bNWsWc+bMKS9O1VfVI488wm233cYDDzzAFVdcwQMPPMCyZct45JFH6i6fHc5NhudrXtgDdmS3fvxUmt2ftWqsJJTOnW/PXSI8X/HCq+223UvAuMzGGs1yDjJunZ18Ps+WLVtYvnx5aP3y5ctZv359zf9ef/31zJ07l2XLlvHCCy+Etm3YsCGyz49+9KM195nL5ejt7Q0tUNGM+L4qB8fzfVUOEOoZsiqqMiJycUeeV5ELnl9WPZRkrTUFT4XkoBwVWWmNVy0Xy6XU0LJvyH6xXMPJnh+WVbWsa8sFPyi3lHD5rOCZ0hoKfvBbkkvntiQrTdm+p7YcPKS+Bk9XZL8siyFlz5BVSUZScn3o4QwpF4Rb1oiVZA0UZFgG0Ag8GahPlBB4TkX2Hbcoy4osJX7RvkTJwAOw9Dzmbni2fEzluKhSfjeFLso6lUYXVSkqnUYXO/w63VCRGzLo4henzlTJjY0VNUpjY6Xxayyq2oSoyFKGZJHJVNaXZMepqAldNyyX1D/VcipVDnSq05V6RORyndLlsqt0Q1n20w3oosrFTzUgfJ8LfvMMWsjytfHcdEUuXg9N1bVB4BWvX0QuqnoUAq/YVPoI/JA83L0XVNWrlpUoazs9RZU89PrScxPIutIuGDIQkkPtgtZl28O4NkJKwZXzZ5TbJV9V2re62z3PL8sFQx663QvL5ToVZaXCsleWVdl7cbXsG3Ko/S7LflU9qmTPRw0rD1Unb2ydCtrOTiLGrbPT1dWF7/vMnj07tH727Nl0dnYO+Z+5c+fy2GOPsXLlSn7+859z+eWXs2zZMtauXVvO09nZWdc+AR5++GFaW1vLy7x58wB4Y/9REIJd+4+ya/8xQPDank72HOhCCMG2N4/QduQUQgg2vX6I9qM9gGDD9oN0njgNCNa92kbXqQEQgjWb99PdlwMhWP1yG30DHiB5ev0+sgWFp+DpDfvxFGQLiqc3toEQ9A16rN7cDkLSfbrAmq2HAUFXd4512zsBQeepHBve6ALh0H58kE1vnQIhaTs6wNa3e0BI9hzpZ0dbHwjJrvYBdrUPgHDY0dbPns4sSMnWttO0Hc+BkGx6e4D2kx4IyYa9OTp7AOmy7s0sXf0CpMua3QW6ByVCujy3S3E67+A4Kba0C/LKwcPhmV0CD4escnjmrTRIh9NeA8/tawaZpjvXwAsHW8FJ0ZXLsO7QVHAcOrMZNnZOB8ehfbCFzSdmgOPS1j+FbT0zwXHZ2z+dnb0zwE2xe3AmuwdngptiZ24OewszwXXZlr2ANmZBOs1m7xLaxUxozLBRXkVnehY0ZljXtJiuzCzIZHih6SZ6ms6HTIbnz/sIp5vOg8YMv7r4U2Sbp+E1tfDcVXegGzMUmqfw3FV34GQcBlun8+L1v4eTceifOYeXl/weTqNLz+x5bPvg7+M2p+i++FJ2fOCTpKc2033V+9i77HdJT23m1A0foP23f4+GKRly8y6m62O/S3pqEyc++glOfPQTNLQ0cup3/yN9yz9GQ0sjfZ//Ivnfuo3GlgZ6/+i/wLJlNE1pZOBrX0fevJTGlgyFbz2Me8MiGlsy8OgPaHjPVTQ2N6D/7sc0v2seLY6k4YknaJ45kymNjUx54ongd8YMZjzxBFOAKRdeyPQf/5gpwNSFC5nx/e8H8nvfy4xvf5spQOtNNzH1wQdpBlo+9CGmfu1rNAPNK1bQfN99NAMNv//7pO+5hyZH0vCHdyL+0x/S0JhG/NEfIe/4DA2NaQpf+hP0ihU0NKbp+9J9eLfcSjqTouf+/0bhfYtpaExz7CsP4F99DW5Thn1//DXy716A25Th9c//V9ScOZzXdYid9zyAP206tDSz6ff/C7Q0U5gyhZdu+wIy7TA4fQbrFn8GmXY4PX0WG973aWTa4dS0C9iw4LeRaYfOKfPYOPsWSKc41PputjRfi3BdDmTms63pGki57JUXsVNcAimX3YU57C7MAcdlZ/4C9mZngCPZ1j+btvw0cCSbu8+jPdsCjmTj0el0DmZAStZ1TKdrMAVC8kJbC905F6TDc3tTnC44IB2eeQNyvoNPIHvaIetJnn4tC8KhL6dZvb0HhKB7QLHmtVMgHLp6fda93l3VRpwABO3H+tm0+zggaOvoY+ue40gp6e7P8/r+k0G713aSXW2BvGPvUfYcPAkItu7uqGr32jl0NDju+u376TjRB0Kwdsteuk6dBmDNK2/R3TcICJ79zev09ecAWPXidrK5Ap6vWPXiNjxfkc0VWPXiNgD6+rM8u247AN29/azZsCN4d5zqZe2mN0AIOrp6WP/qmyAE7Ue6eGX7HgD2tx9l6859AOzZf4TXdrcBsGtvO7v2tgPw2u429uw7DMDWnXvZfzB4R7yy/U3ajxwHYP2W1+k4dhKAtS+/RtfJ7qBOv9lKd29Qv2df3EJ/Njvs+8UyMRA6zrLxLHHkyBEuvPBC1q9fz9KlS8vrv/nNb/LTn/6U3bt3j2g/H//4xxFC8Mtf/hKAdDrN3//93/PZz362nOcf/uEfuOuuu8gOc0PmcjlyuVw53dvby7x58zj69mZmzZwefAlojePIQBaBt1HPVwgReM8seD5SCGRxvRRUZCmQIvgykI5ECkGh4OE6EiEEBc/HLWriPF/hOhK0wvM1KVeii6M5KVeitEb5GtcJvtqU0riORKlg1CiQNUoF+/dV8LXkyuALDg2OI/CLXz2OFMX1frFOOqgTPp6vK/Xw/Ko6aSQeUhRlCVL7FPzSceD5XXk+fJnAdQSeAlcHJq+egpQTGACXZKVB+UEcLaWDxdX5iiwDp3sl2degCz6u1OWvZsf3KrIAP+8BGkcEX9fCK+AIjacFEo3M5/C0RBJcK68/G8gEIz5iYACJpoCDi4/o76cgXFwdOP/z+vMVWbjI/sHiyI5LShXI9/so6eAqD4UZ7ty3AAAgAElEQVSgkFO4vocSAi0cVO8ASki0lDi+x2DfIFoIEJLtn7yby/7x+6SyA+VRHe9UL8p1QWuk7zOY8xBKI3wPlUqT6xtE+D4qnUZ4PrnTA+iGBigUEEqR1RLyeYRS6MZG8j2nyzLZbPCl3NgIg4MgBIVMJpClhIYGVElOpyGbDcuOg3RdyOWCERzHIVWSZXBctyEdjAzl8+hUinQmhSgUghEerWlMO+h0GpRCeB7p6VMQvl+uU3Oji1CqWD+PxtZm/FQa6XkIrUidPwONYOenv8hVv/wJLZniKIubwvEKpFsb8Z0Url9AIxDTmnBVAYVASYfGlmCUTwkHV3voqS0oIXG1j0Kgp7biovARaARua3N5JMcRGr+xpSJrAQ2pyr2Hxsk04CmBFMEz5Tnp4HkSwTMh05mKLECmGin4wf0uBHgiXXbQ6SlwU5mq50mgpVuWldYokQ7aglIb4aaCdqHURuCWZV/pYIRMw/ObD/Ch6+fRkEmXRzocKfGVLLZ7stimyYosQDpuUS62gV6QR8qgfXOcVFl2HYkotplu0fmi5+sqWZFKuUG75ytSroNSwQhNIGuUUrgpt6rdc0KyrxRaU5aDdk+WR3WcYr0RolgPH1GSPT9os6VTJZfWV9WpLHv09PRx/rzL6enpYerUqSN6d9VLb28vra2tnNr4KFNbGuP/MNx+Tg8yfcmXzmpZJyLjNhtr5syZOI4TGXE5duxYZGSmFkuWLOFnP/tZOT1nzpy699nQ0ECDOVsHSBd7II4jy+PJlQCElYcTGELWxnqN61Zsi1IRWRnrBSm3NBNMkCq2dFKIwNurLjYsxYCFUgokVXJxeN+RxRllWhVlqtZXycWG2y0FQFRVMkPIysivg4Y2OL5m8XyJ4xTL7lB2+FxylCtERQ46UVWyCPKXZcKyIyjP/qqO1xiWK314V2hKgU3d0PqKbYJLWC4FOk1VeapOaW9Y2QcEmpQKOnUSjVReWXaL4R+k1qA9FCC1Ks8Kk0UngloIFr74b7i5oGMuq8JGyCqvzrJQqJLz5dlkMl+ZVyWqOvCiqqMvBgfLRrxicLC8npKsdUVWKiyX9lMt+36wQBBwtVTOqvJWe6QWhUJ5MpAo1SPtIKrKLg1ZNMjIeqcQlrUQXLrm/5DK9iMyQefD9YL9C8D1S7LGjVyndCDryjWT2i/Lonh/OGWlWPgei8jFezF0v8lqmbAsouurnUqnqm7ulENZFVF5nkTV8yTKgVNrthFF2Sk+gEprbrhqLqnizLXqEAiO0b6JYvsybBtotm+l8g7bBsrI+qDdcyrllUPJsqyeqJaDsosqOVqPaltPt1p24+Vw2d3Q/886djZWIsZNjZVOp1m0aBGrV68OrV+9ejU333zziPezdetW5s6dW04vXbo0ss9nn322rn2WsLMSkiGFYEazsJ5YEyC0ZkrXEYQNZlk3Qmtajh9GjM9g9aRHCsGMqRn73CbAvismPuPqZ+f+++/nzjvvZPHixSxdupTHHnuMgwcPcu+99wLwwAMPcPjwYR5//HEgmGl18cUXc/XVV5PP5/nZz37GypUrWblyZXmf9913H7feeit/8Rd/wSc/+Ul+8Ytf8Nxzz/HSSy/VXb7AKLh4E5v3stGenn0/PHE7PMMNfMQPj6q9vYqCr1m9M8dtV6fLX6TR0F/jHOgy5gJFLk9MfoeBenY/xPZgJMJzU7yy/D9z3b/+IDRyIQzfJ8JoXKUja6YdN/zlacaaKuTD18MvhGeXlIb/h8Ns7M3jmbGs0pmwH5yGxvAMqsaW8Ehr2hi2TzWFt7tNGTw3zauf/CLv+8X/wm00/OxkwuVx0sb5bDCaQnOkt8GY4ZUyPAmZsbDML33Tj04kbfq5Mv3mxG2P+s2puX0IPzYFT7H6lf3cduMl5dGdYfcXl46NO2Xmj9v/SIj5T71lqoOCN4btmZAjqEvM/89BxrWzc8cdd3DixAkeeughOjo6uOaaa1i1ahXz588HoKOjI+RzJ5/P89WvfpXDhw/T2NjI1VdfzVNPPcWKFSvKeW6++Wb+6Z/+iT/7sz/jG9/4BgsWLODJJ5/kpptuqrt8rtmAWUaEK+EDC1OYftos8Tiex7XrViK92oE8LVEcv8A1q/8Jxy8QdWtoicN1BB+49qKQytoyMsZUjUXRNGFU/z/3GDcD5YlMyRCsp307U6eWYsXEeOw1tkdPa0w6kl/V3h5Rc8Rs12aUcXN7TH5zZEcbXzKqdlrHbMc3Xu7K8OnrG2nzSyouXTD2XzD2lzfS/cZIjZFmwEifDqe9/vDx/AGv5navP3z8XM/pcPF6w/vP9/WH0/1h4/usub/BcLqQCx9/oo/sNExpCqdbm8PpaVOMdHi7OzW8/1SL4YG5NRNKYxhuiqlGzKgpLeF0xvi/OTKUNtKmL6CUYXDqhvcnHGP/rrE/maozHTMyZI40GUO55kjj6KO4JxjZqfc/Z3Fkp7e3j9Y5C8bGQPmVx0ZvoHzjPdZA2VKh4OvKAxIJ12Bkjqi1ameIdIaE2dkx/286rTIf3Hr1ZubLy9y/kV+a4RHM4lTyF3zN09v6uf3a5rIaS8QMW9ff444ZBq+33YqxU4hczZj8rqHWGql3fM9JsfZD/5mbV/2vsnEtgDS+HKUxbCZT4UfZcQdDaVMtkc+FX35xnZ1IeAojPEacWs1Um6UMtZHZ2THVVmmjs5OeEu7MpFsa8dwUv/ntu3n/M/8bp9HofDUY5y9jNH1GZ0WYnZWM2VkxOg+R8BEx4SQcs/MRzi9i1Vpx4SLq7IwUZ4U+vX4ft9/8blLG9Yy0Z7F2PfXmj9tdgv+fbXWNqG7zxtKpIKM7n+fmwI7t7NTCqrGS4Uq47Zomq8ZKgOMXuPmlf8Sxaqy6cbwCS557vHjurBflenEdyW03XWzbvQSM7Wwsa7OTBNvZsZwVrN4/Oa6XP9Pm5ucMjmeGNLXUg+3oTAaszU4S7J1dAxsjJhmegqe395dDPVhGjl9UY5XCSFhGjl9UY9lzlwzPVzy9fp9t9xLgjaUay5IIO7JTg2BosjT13OgXRmx4Yox4Rj1V3RwmjTFojhBzgEiBTIPmGB28qnI6KDS3v29a0VmaiM0PUZueiE2MX6+BI7W3x9o21q6vMKMcGzYO2hjWdpywQbE5VVkUR8Ic4CNb/hGaJYKKnYhMGftrMAxsDZsS10inBsIGzA3Z8AiIlzcMqmMMlE0bHtOmwzGnvhvlT2XCaia3KWwzY04tN210TANlpyWFBG5d9/c4GXCaDBumpvD5Eo2GDU6jYfDZZKRNGx6zQ2Xa7MTZ8EhDzWYaEEemmselYwyOYw2GHVxXcvv7FxZHd0Y51XykRmoj3j4Uox2hOHMjHNap4MTHjuxYzgql4IOW+vFM41XLiPHsqM6osKM6kwF5BpZzj3Oz1iPEPvjJ8FQQlNCqserHlynWXvf7+LbDUze+k2L90v9oz11CPF+xeuPbtt1LwLmgxnr00Ue55JJLyGQyLFq0iHXr1g2b99e//jVCiMgy0piXZwOrxqpByh1LR1HvHFKO5BM3TB/vYkxKXFVg+aa/x/fH2cP0JMT1C3zk1/+7mLIdnnpJuQ6f+OAV412MSUnKVFueTcZBjfXkk0/yla98hUcffZT3v//9/OhHP+L222/njTfe4F3vetew/3vzzTdDvnzOP//8REU+E9jOTg00VG6MiBucmEGxOL88mDYrdTopjPXLY5bP+PKI2OiYX3N1+uWpslnRWtM3qJnS6FTZctTn98N0WqZNGwS/fj8ixora+WNsciI2EkZjJwwdfsSGxw374ZFuKayG4HR6CpnuU6F7QqQMvzpGuAPXsIHJG2kvG7ZB8bO5cNpwMmimVZ1frhG/QKYfIMPmKM5mJ9UcLr/THN6f25xCI+jPtNKc7cE1tstmw+amJWzzI0wbnUbDiV+cX51Ymx3DRscYfYr41TFHp0wbnjibnHr98iCC53Ygz5SmNNK8/yM2bzE2QGc8HMRInAyePaeBwd+H///Y+uYdZWcnwXn47ne/y1133cXdd98NBKGbfvWrX/HDH/6Qhx9+eNj/zZo1i2nTpiUu6ZnEqrFqYIdzk+H5mpdeP2ntdhLgSYf171qOH/Fga4nDly4vX3W7PXcJ8XzFS1vbbLuXgMmoxurt7Q0tuVxuyHz5fJ4tW7awfPny0Prly5ezfv36mse4/vrrmTt3LsuWLeOFF144Y2VPgu3s1MCqsZKRciUrbphFynoVrJuU8vjo3n/FVdapYL24qsCyV5+w5y4hKddhxQcut+1eAsZUjVX2szOaBebNm0dra2t5GW6EpqurC9/3mT17dmj97Nmz6ezsHPI/c+fO5bHHHmPlypX8/Oc/5/LLL2fZsmWsXbt2dFUfBfYTqAZK2ZGJJCit6e7LM60lhTxHpzkmRSHoycygeeAY0roWrAuFoLd5JlP7u8a7KJMSpTXdvYNMm9qI9QlaH2P6rjhDHpTb29tD9jQNpnsF829miB+thwiLFHD55Zdz+eWXl9NLly6lvb2dv/qrv+LWW29NWvJRYTs7NfCVpuJnx9wa4ygnzi/OWNv0xPnRiejYzfKa/x9+f8pXbN7bw0eum1XR/UeOPzobnkhsLVWnnxFpfP2bfjIiNjvmdjPWkZHfsFERhs2HNtIiHaS1cHj1vFv4kH4GtyrYqtNg2NTExHpyGsNpP2v4zTH87PgRPztGIFevdqysSKNnnD8nzmbHsDGK1Meo71B+dDzp8tq7P8St+55CNhrXxwjcKcxAnoYNT8Svjhm4M23a8BjpiI1OOC1Mmxwzf5xfncj9bW6vL3aWEBLl+2x+4zAfufFSHLO3M4SNj7EDRkWiQKDjZ6Nj4qvJp8aaOnXqiAKBzpw5E8dxIqM4x44di4z21GLJkiX87Gc/q7ucZwqrZ6iBHc5NhutIli+aY13PJ8DVPr/V9Xyoo2MZGa7y+MjeX+Aqe+6SkHIdPnqzVWMlYVxmY41mqYN0Os2iRYtYvXp1aP3q1au5+eabR7yfrVu3Mnfu3LqOfSaxIzs1sGqsZCit6erOMrO1waqx6kQh6ErPZOZAu1Vj1YlCcKJ5Nuf1H7VfcQlQStPV3c/Mac2RgUtLbcb2XTH2sbHuv/9+7rzzThYvXszSpUt57LHHOHjwIPfeey8ADzzwAIcPH+bxxx8HgtlaF198MVdffTX5fJ6f/exnrFy5kpUrV46i3KPDdnZqoLQefuq5Sdz9E5kpXq+aq3Y4ivrVXHFqK3N/5tR1M3xGJa18xettfdxybXNFjRUJPxE3zF5fWghD7RKrxjLVBIZay1Rjxam5zFEsM785Nd0I50AxrZG84b6HD4h+ZNU5l43hcA9yYDB8uGy4/n7OUPPkwudf5cNqE22Eh1Cecf2NxlzHNO4iMlU/nJbmVHpTLWdMrTfVWNJQ04nmJpRw2DVzER/oWgfNmcj2EHFqq7SZNtRMkXARZjgJY+q60xCTNtVYdaq1Yqeax6mFJUr77Nzbya2LFiBHO5V8tNtNRmSjMnZqKxOlxnAG2zhEPb/jjjs4ceIEDz30EB0dHVxzzTWsWrWK+fPnA9DR0cHBgwfL+fP5PF/96lc5fPgwjY2NXH311Tz11FOsWLEieblHidBj6yBgUtDb20trays9R3YxdeqUYGXsaYrZXu//I35v4vLX2dmJ6RxF9hex8YkpbyRtdnZi8puqiDrT2pyR4xvRsCPbY/J7xvEKRn6vUHu7mTaneRqdF90f9sNDNtzZMfOrSGfH6LxEOjtGrKt3QGcnhOlH50x3dky/OynTL4/ht8fo3IhIZ2i0nZ04mx3jfMX5pRoidpaxg5j851Znp7e3j9bZ76anp2dEdjDJjhG8l05tf5KpU5ri/zDcfvoGmH7tHWe1rBMRO9pbgzHtrb+DUEpzpKvfqgEToBAcEeehzmCQwnMFheBIZq49dwlRSnP4WI99bhMwlu+KocIw1Luci9jOTg2UHfRKhNKat4/02vOXAIVgn7zAvrAToIRkX8sC1GiG+M9hlNa83X7cPrcJGB+bndH52TnXsDY7NXAdl/KNEXt/xE1Fr21zEz1AXH4T88sizqbHxFBTmPuLTB0f3qbHdR1uuW6ekd+08YlRc8XZ2MSosYSqPcyvzf9LQ20Vcd8fM1XdqzN8gJkuqk1c4AO0Q8pwsW6osXSTYcMzGFZryVy4PtqYaq4K46zGcg3XCqnaaqyIjZMRzkE0NZECbvF2QGsLmOEfmg21lTl1PKK2MtVUps2OOTW9TrWVNPZfr9oqziatXrWVcHBdh1sXl3yjWBudenDtDLYJj/0EqoFVYyVDKc2Bzl47HJ4ApQUHCtNQph8jSywKwQFnjh0VS4hSigNHTth2LwFja6AsKkbKiZZz8/mwnZ0a2OHcZCitOXL8tD1/CVBAh99qX9gJUAg63PPtuUuI0prDx7rtc5sAq8aa+Fg1Vg1cU1VhGRGuI1n6ngvGuxiTEldolmQOQNZ+XdeLi2JJbsd4F2PS4joON1+3YLyLMSmxaqyJj+3s1MCv9rMTZ5NjctZtfOIOaO7P3Bxn41N7fzqy/8ogoa8UbYdPcvEF03DK4SLipqY7MdtNG6J6bXoMG4aIzY5h02NOBfaNqeKmzYVrTkU3bIBMGx1z6nJxaruvoW1wKhdPOYlT7fvItFFpNvZv2OgwaExVz4e3O+ZU+HzMVHszEna9X7KmH6KIzZJpQ2OEVzCnhhvng8YMvha0+edxsXMCJxPjFyfOJicytTzOJudM+9ExbXrqCw8xEhsdYwW+Uuw/1MUlF83EMa9X3NR0kzNuo5NgNOKsq2sq+/fHNDZW/V6QI/8/B7FqrBpYF0TJ0BpO9g7GuxayRNAIThUy1ndyAjRwSjXbc5cQreFUT799bhMwpu+KUdnrjNIh4STGjuzUwKqxkuE6khuuunC8izEpcYVmcesxKNg3Tr24QrM4fWC8izFpcR3JDe+5ZLyLMSmx74qJj+3s1CAU9dxktGqqSPY6p6aPs9pL1Agv4SvFngMnWTh/ZlmNFQ1XYaqpYjw2R9RaMVPZzWF6Uy1gBtpURhTyiJrLiFpuTkU3PS6bagvX2G56bK5SY+3taebS5h5CgadNtVKDkW400i3GVPyCcfz80McfNu0bUc/rHLYX5ssgVq1lnL+GGDWT6wbnbnAGlzaexImooWLSkfAPmZppUa+ayoxyHplKHhf+ofbU83i1VbxayleKPW2dLLx4TkX9XLXdOCC1MfPXO5owsdVWJv6YzmAbrZHxuanGsp2dWtiP62RoGMwV7PlLgoasb78SkyHIKodztTEfNRoGc3n73CZhTNVY1mYnCbazU4OIkZ5lRDiO5PorrBorCY6Ea8/rBS8+ryWMIzTXthwf72JMWhxHcv2VF493MSYlzliqscYhEOg7gXOz1iPEN2egWEaE7yt27u205y8BvobXT7bg26/ruvG14PX+mfjWIWMifF+x8612+9wmwJ6ziY8d2alFdQ86MlW7zgZ1tDY1sTY6JqOM0h4bzsLcXJVfqyC/cMrnL2rjY9oQmFHazX54nE1PvVHYY2x6lLF/adjAmDY/kajqcVHYjXSqmFYE9iOZpvCniF/bhibOxibyf9PGIDK13Pi/YaMjIs9DDBFXAWY4iRibHvPLeajwGxrIu0GoCNMmxzHz154qHplKbt4fEZsd0yYnJh2xKTNtdMyRglFOLR9JOIfq5ayHexht+3k2mCydZGuzkwTb2amBVWMlw3Ek1yy0TgWT4Ei4enbBqrES4Ai4enrveBdj0uI4kmsumxef0RJhTN8V1mYnEfZtXgPf/Dq2jAjfV2zdbYfDk+Ar2N6Rjgy0WOLxFWw/2WrPXUJ8X7H1jTb73CbAvismPnZkpxbnaA941AhobEidq6OloybjanvukiAg4yh77pJin9vkjOm7QjK6cYpzc4zDdnZqEPI1caYt2Ou2eRhnm5/I4c3jV9KOI7liwUUxx69tYxOxSYj83zE21w5/EbXxiQlPIU0bFkOvZOY3/awY+SN+e0ybnaINkAtccRFo3x1R/sp2049PjI2OaZNjfs2b9TP96kRspGLur0gaI23a6Jhp43xE/PakcIDLmzTQMoSNjen3xghHEbM91gbHtLmJs9GJSZ8JvznGDmO3O47kikvnDb3dxNrkhIj6JTqLWDVWIsa9i/foo49yySWXkMlkWLRoEevWrRs2789//nNuu+02zj//fKZOncrSpUv51a9+Fcrzk5/8BCFEZMlms8PsdXg8OzSZCM9XbNqxD88Oh9eNpzSb2nw8e+rqxlOw+UijPXcJ8XyfTdv32HYvAfacTXzGtbPz5JNP8pWvfIWvf/3rbN26lVtuuYXbb7+dgwcPDpl/7dq13HbbbaxatYotW7bw4Q9/mI9//ONs3bo1lG/q1Kl0dHSElkwmM+Q+ayHO0R7waBECprc2n6sfEKNCADOao2FYLfEIYHqjb89dQoQQTJ/WYtu9BIzpOTNnziVZzkHGVY313e9+l7vuuou7774bgEceeYRf/epX/PCHP+Thhx+O5H/kkUdC6W9961v84he/4N///d+5/vrry+uFEMyZM2fU5RvTocl3EI6UXPqu2eNdjEmJIwULzhdo+6VYN46EBdPz8RktQ+JIyaXz5453MSYlY/uusDY7SRi3zk4+n2fLli187WtfC61fvnw569evH9E+lFL09fUxY8aM0PrTp08zf/58fN/nuuuu48///M9DnaGR4nlFfzFng7G2AarbL09yPz6e7/PK9r3ceO2CSoC8OJufWBud2jZKIs7vzmhtfMxYRnF+fOJsfFzTpiZIe75m097T3PDuKbjVwbHM/UX8+NTeHrHRicQGM7fHxSar02bHJGJzYvrdMWNFxac9BZsPwOL5kDJjXUVscMz/12mTU3csq1H6yYmLNTUSPzq1tlN6bvdw47ULcc3zF+HcssmJw/Psx8lEZ9y6eF1dXfi+z+zZ4RGA2bNn09nZOaJ9fOc736G/v5/PfOYz5XVXXHEFP/nJT/jlL3/JE088QSaT4f3vfz979uwZdj+5XI7e3t7QApXglb6vytMxfd8vB33zqmXPRw0rB/sphGSvvP+SrLWOyKVylGSlNIXig6WULj9kSqmy3rha9g25Ug9DHqpOflU9/JHUyUdrjRSCOTNbEeWy+1V18qvqVKnH0HXSNeqk6qhTWFYhWVfk4vXwPL8sl8oeyKqqHmG5UqdAVlqXyxiSlSkX77GiLAXMmZ6q3HtKFwPShmWvWvZ1pR5KV+rhV+yKq+WCX+mblGSto3JQp4qsNGV7mJHIviGXTLh8ZcilMlat91RV2YeTjToJDXNbA3+K5Wvj65Bcvk5FObg2Q8iR61S638KyX30fqpHcezoqxzxP1fLonqfabYQUgrkzp5eDvE68dq8ih+o0hBxt9/wzXCcvJI+pZsiqsRIx7uNZpq5Taz0i/ecTTzzBf//v/50nn3ySWbNmldcvWbKEz33uc1x77bXccsst/PM//zOXXXYZf/u3fzvsvh5++GFaW1vLy7x5wYyEN/YGtkO79h5g194DALy2ez979h0CYOvOvew/GHTMXtn+Ju1Hgrg867e8TsexkwCsffk1uk52A7DmN1vp7j0NwLMvvkpf/yAAq9ZsIpvL4/k+q9ZswvN9srk8q9ZsAqCvf5BnX3wVgO7e06z5zTYAuk72sPblHQB0HD/F+i27AWg/0sUr24PO3f72o2zduQ+APfuP8NrutmKd2tm1t71Ypzb27D9SrNM+9rcfLdZpD+1Huop12k3H8aAea195g65TQYdwzYYddPf2B3Vat42+/ixSSna81U6+4OP5ilW/3ornK7K5Aqt+vbVYpyzPvvRaUKe+ftZsfCOo06k+1m5+M6hTVzfrt+4N6tR5ild2BGXff6iLrW8E12NP21Feeyu4Hrv2dbJrX3A9XtvTwZ4DwfXYuvsQ+w8H1+OVnQdp7+wBYMP2g3Se6ANg3attdJ0K6rFm0366+wKD9tUvt9E3EKhGnt6wn2zex/M1T288gOdrsnmfpzcGZekbLLB6c1CW7tN51mwLzmNXT451O08A0Hkqy4ZdQVnau7Js2hOUpe1Yjq37+5FSkCtoXj8UHHPX4Ry7DucA2HGowJ6jQYO/9aBP24mgEd7U5tMeXBo27oPOol+9dfslXUGVeGFfiu7B4Ll6bm+K0/lAfmZPE1lP4Cl45u0peAqynuCZfdMAOJ2XPNfWGtQp6/LCgWB912CKdYeC9Z39aTZ2BHJ7XwObj04N6tSTYduxFgD2nmpkZ1czALtPNrH7RCMAO7ua2HsysKfbdrSJtp7AM/Hmwxnae4LRkY3tjXT2yWKd0nT1B/ILex26g0eI53bDQAHmz4Bnd0O2EHSMnt7pBXUqaJ7ePhBcp6xm9fbgJHX3+6zZ2Ve8TgXWvdE9xHUaZNObwfVr6zzN1r2nANhzqJsd+4I8u9pOsqstkHe83cWeg4G89c0O2o4E+9z0+iHajwby+u1tdHQFZVj76n66TgXtwppX3qK7Lyjns795nb7+4D5ctfY1srlC8Dytfa3yPL0YtAV9/VmeXbc9qFNvP2s2BO1C16le1m4Knq2O49012wgpJblCgZ1vldq9g+wqtoGv7W5jz77DQZ0StXvBOX7215sr7d7zL1favedfrrR7z79crNMgz/56c7FOfax5KWg7uk52s3ZjUNeOYydZv/n1Yp2O8cq2XUGdDnawdcdbwXXa185ru4I2cNeeNnbtaQvqtGsfe/YFbeDWHW+x/2BHUKdtu2g/ciyo0+adlTpt3F6p00uvVtVpE/0JJsCMDjGK5dxE6FI3e4zJ5/M0NTXxL//yL3zqU58qr7/vvvvYtm0bL7744rD/ffLJJ/n85z/Pv/zLv/Cxj30s9lhf/OIXOXToEE8//fSQ23O5HLlcrpzu7e1l3rx5HDv4JuefP6P8JeA4MvhCEAJHSjzfR5Rkz1vMjIgAACAASURBVEdKgSzJgoosJVIKCp6PU5Y9XMdBiIoMwRdGtZxyXbTWZVkpja8UKddBKY1SCtd1UCr4UqzIwXpfBSMQrhPIaI3jOAnqVEAKMaI6+Urxm81vcPOiK3AdB89XuMWpxJ4flF0XR2dK9YjWSQb1KJa9WvaVQiuN68hincBxRLhOng+CYp0UQuhy/aQQSBGUJaiTwPO8cJ0EZblU9mrZ871wnRxZvE6lengoXwf10BrlB/9VxZEXV+qK7Eh8v/LFu37ncW66cgYNKac8euOgKnKxvEIUZV8jtRfUozg6JIUKZAlSCLxCoSwXfI0rVHDv+RpXAjqYAeYWP38Knk/KEUGdFKScYBRFKXAditepKOtgcWWwXRHIfnBpynJQ9qIsREUu1UlpRFH2tSw+Q8U6OW5Qj1KdHDdUv4J2QGs27hlg8YImMulADeMpjStFoObyNSm3eJ20JFW6NkrjuumK7EgUsnxtlNIoRPF+C0YfXDddde/J8uiUIyW+rxBSVt174Dhu8X4rtgsKpJDFe89HSif8PDlO+X4LrlP4Gaq0EcXnqUpWxVG/IduI0vOkKbcXpTYCDb/Z/DpLrr+ShoZ0fW2E40TbwKp2wSnXb6TtXmqIdq8iD9/u6TPc7o2sTr09fcy8aCE9PT1MnTp12HfRaOjt7aW1tZXuvWuYOqUl+X76TjPt0o+c1bJORMbNZiedTrNo0SJWr14d6uysXr2aT37yk8P+74knnuALX/gCTzzxxIg6Olprtm3bxnve855h8zQ0NNDQ0BBZn0oFD1+1K/Dq6LZutewacvHFVb0+FZLdEctCiLIcPHjOELKkZCNXeiAhbDgXkuut0zDrh6qTFIJLL74AR8pi2aP5q9cPXScd1IOqOlXXQ+iKDIA26lSRg5eEDtdDV14eQ9apaKNSKqPWesh6VPLrcJ2EQLqiIhePJaVAIkD7FZngBQ8CpTSXXjiFVDG/U4ohpapkCNnzuI4AJcLr9RB5SuV1BBSDZabK6wWpKjOR0nohSuuLnahinohc3I2UVF2nyv4isoiud2vVT4ih11eVVylYMLuBBleUR4fL9ROClFtdp+L1EALpiKhcdW2kFEhRfT3in62STY4buQ9Lsvk8Fctb6x4LyeH80eep6n6rbiOK+6huL0plV0px6cUXjq7dG0Kup62rlqPt3lBtoNnuhesUkc9SnWxooYnPuM7Guv/++7nzzjtZvHgxS5cu5bHHHuPgwYPce++9ADzwwAMcPnyYxx9/HAg6On/4h3/I3/zN37BkyZKybU9jYyOtrcEw+oMPPsiSJUtYuHAhvb29fO9732Pbtm384Ac/qLt8UtobOAlSSi6cPSM+oyWClIILZjbV73TSEpy7GXGGtZbhkFJy4ZzzxrsYk5KxfVeMVh11bqqyxvVtfscdd/DII4/w0EMPcd1117F27VpWrVrF/PnzAejo6Aj53PnRj36E53l8+ctfZu7cueXlvvvuK+fp7u7mnnvu4corr2T58uUcPnyYtWvXcuONN9ZdPmthnwzP81mzfoc9fwnwfMULWzutQ8YEeL7mhZ19ZSNjS314ns+a32yzz20CxvScWQPlRIybzc5EpqQbPdXxNtOmTVKd5lm/rMPvXylN18keZs5oLavTon+Pe5nHlD+2fvX+P2YqdWR7zNRzI/9Ip7orrek6NcDMaRlkdaMUd7zYqeJxU8djpu6b2yPUe7/FTI2OhFOI2+4E564nx8zWhrLKo7Ld+K6LTBWPm/pd79TxMx/OoeZ2kwThHILntpuZM6aV1a5njnf2C7a7u5fpc989NjY7b/969DY7Cz5kbXYsFYZ9UVtqIqVg1sxp412MSYkUglkzmq0aKwFSCGZNq99TuiUgeG6nj3cxJiVj+66wTgWTcG7WeoSU/DpY6qPg+fzqxS1lXx+WkeN5imc37i86tLTUg+crnt3SYVWACQme2832uU3AmL4rrBorEbazUwPHHOq2jAhHSm649jIbbiMB0hEsvmpOeVaQZeRIKVh82Qw7IpuQ4Lm93D63CbDviomPVWPVILCwH6uG8wzb2Jzt3nuN4kopmBFn6xSxiajjABC9LPXaAEX+H7O9bpuecFrE2fxQ8qcD501vjGyPmtbVaYMTV/5Ym6K4+7Pe0ZQzHO5ABNOqZ0xvKqZjbHKM/9dtgzMG4RtqHz+SIWZzfHsgHcGM6SO14bAdymrGtoNtZ2MlwXbha2DVWMkoeB5PPf+yPX8JKHg+T6193aoSElDwFKvWv10O2WGpj4Ln8dRzG+1zmwCrxpr42M5ODaodTVlGjus43HLTe+z5S4DrSG5ZtCDkgM4yMlxH8IFrLwoHULWMGNdxuGXJe+1zmwB7ziY+Vo1Vg5HE6LJEEUIwtaVpvIsxKRFCMLU5Y2djJSA4d1FP6JaRYZ/b5Iztu8KqsZJgOzs1GNvh3Il2A8bZzAxf3oLnser5l1mx7KaQW/X6MPYfZzMy1jZA4kz78QkoeD6rXtzGig9eGwoRIOr1+1OnjVHUJigubW6u0+Ys9uVQ26Yl+nIJ4kqtemkXKz5w5RD3XZ1+fCagH5zaxxstovjcbmTFsiWjeG7PTcb8XTGq6z/R3jVjg72ja2CHJpPhOg7LP7jYnr8EuI5k+fvfY9VYCXAdyfIll9tzl5Dgub3BPrcJGNtzZkd2kmBbBctZoTponqU+7LlLjuvaJm002HvP8k7FjuzUwPPP5RkxyXv/nu8X1VijGQ43p4KP9msk5v+Rqef1NvpxU9tV7e3F/3slNdaHF5Gq/lqsNzxGnfmjarKY/Z916lXjiODcvbSNFR+8jlQkHES9aqiY8oxWDRXJfpbv7xEQPLdWjZWEMX1XjHZG1Tlqi2rv6BrY4dxkuI7DimVL7PlLgOtIVnx4kVXFJMB1JCs+eJ09dwmxz21yxvac2XARSTg3a20569jIycmx5y459tyNDnv+LP9/e3ce1sS1/gH8GxIWQRYBJaCyWQuiiIBVccNWC+5LbRWrSGvX3/W2xd7WuvW69Lag9tpFrdZea617FbXWrdBWccM9ICquRLACKgoERMEk5/cHGgnZJyTB5P08zzwPmZxz8p53TjKHmWTGWtFkRwvbPo3FnVQmQ3rmCcofB1KZHOkHs+n+ThxIZXKkH86l3HFE71vuLHIaiy4qaBAeU/3Nqc2TSCRwd3dHxU0x3NxcLR0OMQsTvw2Mfpvp+um3oTt4A+Ox9MeEwT9V11Xc+r5zQyxHIqmEu08QKioq4Oam7y03DH2Nuv1SecEpuLk1N6KdKngERJs01qaIjuxoQfNAbhhjkFTdo/xxUJe7asodB5Q749D7ljvKWdNHkx0t6HAuN1KZDAePnqH8cSCVyXDwWC7ljgOpTIaDx89R7jii9y135s0ZrxEW20OnsdSg01i2iE5jaS9Op7G0F6fTWLbMnKexKgpPG7Vfkkgq4e4fZXOnsein51rI5TQP5EIuZyiXVMLDzRV2dk/Lh7iJ41TZGaofW5pzZ+DtBxp7cqLhukCmY/j2qMtdFTzcmquOOxPcXsHaPJ3v26aB9hVNH53G0kImp8O5XMjkMpzIvkD546AudxcpdxzI5HKcyLkImZx+jcUFvW+5M2/O6DQWF3RkRwu6iig39gIB4vt1s3QYT6W63D1n6TCeSvYCPuJju1o6jKcWvW+5M+u+gq6gzAkd2dHCmg5NXisoBK+ZN8rLKxqlvdfe+icc3HzR3DsANTU1Ss/J5Qy3SsusKn/mQrnjjnJnHFvP3507d9HcOwD2rkIkfzTToLrmzRkd2eGCJjtayI08HH7x0mUMG/0qvNs8C7dWgQiN6IH5X37bSNFZ3j/enoSq0gI4OjoqrZfL5Th7QYwLFy9j1JiJEAaGwUMYjF7PD8bhI8cU5Q4eykJz7wClxc65Jd7/cLrG1ywqKsbgkQlw8fKHf/sI/PDjz4rnLl2+ovX1dKmpqUG/uOFo5R+q2F4rVq7WWicwJBLNWrRRxO8hDNazf+o/hORyhrMXrj368OTh0OFj6NF3INx9gtE6OBxTZ8xVPKdueXvyhwjp3AN2Lj74esmKuu/y1Fsy/jqAqJ794doqCGFRvbE3Y5/S82//818IiYh5VP97LRcms1O71LU/AK6tghEW1Uel/YbLoSPH0SN2MNyFz6B1uwhMnfkZ6rpX9zpFxTcxeNQ4uHgHwv/ZSPywaq1SHIeOHEOP2EFwF7ZD2/YReO+jWXUXFWz4WhrylfFnJqJiXoBry0CERfbC3vS/NJYFeGAMSFn4DQJDIuHi5Y9nw7vh2PFTeo1PLuOroYw/9yMq5nm4tgxAWGRP7E3/s1HKnz2XBycPP4waO1Hpc0/b+NbH25OnIKRzd9g5t8TXi5erPK8tX+roKq8rXsYYUhZ+rXb7eXl5oqq0AOMTXjaoj4Dx+wpiejTZ0cLYOwAPGfUqIsI7ofBSNsqKryJtw08IDgpopOiaLoGAjxd6R6GqqgqD4vsj98QB3LlxGa8lJmDwqASUlt4BAPTpHYOq0gLFcvXcCfD5fCS8Mkpj2+OS3obQpxVuFeZh87of8fGMOcg8eBgAUF4u0fp6uuMWYPGiVBTln4Xk1jVs3bgan85LxcFDWVrrbVi9QtGH8pJ8xXou/XucO4GAD5lMhhFjEjFi2CDcLbqCw/t2Y/PWHVp3kBHhnfDdNwvRrWuUynP54msYNTYJc2d9goqbYiz4fDZGj3sd+eJretXXRbn9/EftT1Jqv766/k3EiGEDcbfoMg7v2/Wof092YE+293lsXrdSaXsr16/Lz/Fjx/Dj6rUc4lWfj4Zmzv4cu/Zk4I/daagqLUDGzjT4t22tJl7V8cl1fHGNV9/ycrkcb/1jCmK6d0VLTw+Vzz1N41sfusaTtnxxLa8tXl3bjyuz3i1eyz8Pei82yDZ7rSdjZuulpXdwNV+Md95IgrOzM/h8PjqGheKV0SMUZRZ98x3ad3oOri0D0C6sK5Ys+5/iucennVb9vB7BHaLR3DsAH0+fjeLiErw4ZDTcWgUi9sVhKCm5qajDa+aNb5Z8j5DO3eEhDMbYCW+gokKiNj7GGL5dugKhET3gIQxGv7jhyLtwiXN/65PL5bhRUoqu0V3w9htJaNnSG3w+H29Nmgg+n48zZ8+prbd67Ua0fyYYPWPUf2/gar4Yh44cQ8q8WXBxcUH3btEYn/Ayfly9HgDQ7bkog16vIT6fj/BOYRA8Ov/O4/HA4/FwJV/MIQuG9w94kju5XI6KCgnu3i1D0vix4PP5CAzwx4AX+uLsuQsa609+9w30f74vnJwcVZ7bm/4XorqEY9iQgbCzs8PQwfHo1jUSP6/bpFd9Xera74xhQ+IftR/3qP1f1JZ/0r+EBv3LA6Bpe49WbO+G9f3btkFMj+7IfVRfv3i156O+u3fLsOjbZfjx+2/wTLtg8Hg8BAS0ha+vUEu8T8ansePL0Hj1Lb/4ux8Q8uwz6Ne3Fx7U1DbqUQpt40lXvowt35Cu7WcM8x7ZodNYXNBkRwtjzsN6eXkiNKQ9Xn/nPfyyZTsKCq6rlAnwb4u/9myH5NY1/G/ZV/h4xhyV0y5//JWJ3JMHcDRzL7797geMHvc6Fs3/DLcKL0AgEOCLBV8rlV+z4Rfs27sd1y6IUFZegeSP1Z97XrZiFVauXoff0tah9O9LeGnEUAwbPR61tbUAgNSF32DoS+M49V0uZ7h67YZK/nLPnkdlZRXCQkPU1vvx5/V4I2m8xnbP5J6Hr9AHPj6tFOu6dO6EM2fPqy2v6/U0GfrSODh5tEZYZE/4tGqJUcOHaC3/znv/gnebZxETOxC792ZoLKerf4By7jw9W2BS0nisXL0ODx8+xNV8Mf746wAGxfc3qD9P2par/CJdLpfjTK76/Bn6ASqXs0ft11/3uH3V8p6envX6J8XV/GuP+jcAAA9ncvMebW8fRZ0uncNx5myemvoPcfmKGPsyDyJ+wAsmycfR4yfh6OiAXXsy0Dq4E4JCozBt1jw8fPgQgP7j09DxxTVefcoXFv6Nr5d8jy9T5oIx4F71fZX3rb7j21CGvp/1La8pXl3bzxi2+j2npwlNdrQw5tAkj8fDvr3bERHeEXO/WIjgsGiERfZExp/7FWVGjxqGtm1bg8fj4fnYPogf8Dz2Nzgk++n0j+Di4oJOHTsgIrwj+vaOQXinMDg5OWH0yGE4nX1GqfzUKe/Bz88XHh7u+Ozf07F+U5ra/zqWfr8S8z79BO2faQeBQID3J7+N+/fvK85fT/v4A+zcuoFT3wUCPvr2iFDKX1lZORImvoUZU5MhFPqo1Dl4KAv54gJMHD9WY7tV9+7Bw8NdaZ2HuzsqK6tUyup6PW12bt2Ae3cKsT/9V4weORTNmjlpLLtm5XcQ553Cjau5eO//3sToca/jxMnTKuX06R+gmrtXXhqOFSt/RrMWbfBMx+cwdFAchgyKM6g/j8UN6IeTp7OxfcduSKVSbN+xG4ezjkNSWcmpvcZoX1v/9Nne9euHRnTHyyOHYvjQgSaJ925ZGSSSSpwS5eDimaPITN+B3b//gQWLFusdL2DY+DImXn3Kv/v+R5gzayq8vb1gZ8eDVwt3pfetvuObC0Pez/qW1xavru1nDPOextL0PToDFhtEkx0tjD00KRT64L/zP8O504dx+/pFDIrrj1Fjk3D3bhkAYN2GzYiKeR4tfNvBQxiM3b//ofL9EmG9/2KcnZupPK66d0+pfIB/23p/t0FtbS1u3y5Vie1awXVMmPR/8BAGK5ay8gr8faOIU18LC/+u90Vcfxw5LlLkr6JCgoHDx6B3z+6YM+sTtfVXrl6H4UMGomVLb42v0dzFReW0XIVEAldX5Zvi6fN6uvD5fMT26YWbt25j4VdLNJbr0zsGzs7OcHR0xKsJL2PY4Hikbd+pUk6f/gF1Y67g7xLI5XJcvHQZI8dMxFcL/oMH5TdQlH8WeRcvYfqnn3Hq07Ptn8HmdSsxL2UhWvmHYuXqtUh4ZRS8PFtwas/Y9nX1T9f2blj/7yu5EJ05i2mz5pkk3uYuda8799NP0Lx5c/j7t8EHk9/Gr7/t0Sve+vQdX8bEq6v8+o1b8ODBAyRNSABQd2q7+kGN0ueevuObC0PypW95bfHq2n7GoNNYTR9NdrRozEOTnp4tMGfWVNy7dw/iawUoLPwbSW/9Ews+n4Pb1y+ivCQfg+MHGH3h24LCJ6fLCq/fgIODg9odbNs2fti87keUl+Qrluq71zFu7GhOr+vv36belwLFgJ095HIGiaQS8cNeQcewUCxf/F/w1PxXIZFUYvPWHXjz9QlaX6NzeBiKiktw69ZtxbrsnLMI79hBqS1dr2eIutMj+n8pU92VZ/XtH1A35uq+s8OQezYPbVr74eWXhkMgEMDXV4ikCQn4bffvBvWhvqGD43E6ax/uFl3Bb2nrcflKPmL79OLcnjHt6+qfru3dsL6PTyu88PwL2GlAfgyJN6JzRwDQOKb0GZ8NGTq+DN1+2sqn/7kfp0Q5EAaGQRgYhv9+8x0yDxyEf/sIje015pWVDc0Xl/zWj1fX9jMGncZq+miyo4UxhybLysoxa84XuHDxMmQyGaqrq7Ho22Xw9GyB0JD2qLpXd3fhVi29YWdnh917M5Be7xQXVwu/WoKiomKUl1fg35+lIuGVUbCzU93Mk995A/+el4qLly4DqNsh//rbblQ2wikNgYCPnl07obq6GvHDXsGz7dvhf8u+1vghs+GXNHh5tkDcgOe1ttsuOAi9Yrphxuz/oLq6GsdPnMa6TVvwxmvjFX3Q9Xr94oZjzn/mq20/OycXGX/ux/379yGVSrFrTzrWbUxDvIa4Cgv/xoFDR1BTU4OHDx/ily3b8evOvRg5bLDe/WsYz+PcCQR8REdFoKi4BNt37IZcLsft26VYs/4XREaEa8xRbW0tHjx4ALlcDqlUigcPHkAqlSqeP3lKBKlUisrKSsz7YiHulpUhacJYvetry58+7denq3+6tnfD+mVlZTh69Agiu3Q2SbxBgQEY8EIs5n6+ENXV1SgqKsbiZf/DiGGD9IpXn/HVmPHqKv/Nl1/gYs5RZB/dh+yj+/Dum6/hhX59cepI3c/T9RnfuuLVNp505ashXeV1xatr+xmDTmM9BRhRUVFRwQCwu8VXGbtfymmpKi1gryWOY0GBAczFxYV5eXmyF/v3Y8cPpivKfDr9X8zLy5N5eLiziePHsrEvj2QfTH6HsfulTHzhNAPAyurFENunJ/tqwX8Uj1etWMwiOndSPAbAvl74OXu2fTvm5ubKXh41XFG/YXvy6tts6dcLWFiHEObq2pz5+QrZmNEjmOSWmLH7pezzuTPZwLj+GvuXNCFBEWvDRXrvFrucl8N+/P5bBoA5OzszFxcXxbL2x2VK5Z+LjmT/nvGR2rbCOoQolf/7Si4bGNefOTs7szat/diKpYsUz/30wxKdrxcUGMDSd25R+1onDmWwrlFdmKtrc+bm5so6h3dkyxd/qTGec6cPs4jOnZiLiwtzd3djz0VHsh1b1qq0q61/DeN5nDvpvVuM3S9lv25ewyK7hDM3N1fWqlVLNj7hZXb7+kWN+Ynt05Oh7sZVimX2zI8Vzw94IVbRv9Ejh7Hrl88oxaOrvrb86dN+w3h19U/b9lap39KbDR82mJUU5Jks3psFeWzE0EGseXMX5ucrZFM/fI/VSor1ilef8dXY8eoqX3/5dMZHbED/5xVjT5/xrSteXeNJ1/Y15P2vT7y6th+7r/2zTdNyt/gqA8AqKipMvl+qKLrAWNUNzktF0QWTx9oU0V3P1Xh8d9k7RVfg2cLD0uHojdfMG6Kj+9BFy3/+jeWtfyRjwy/bIBDwcbMgT+nCglKZDKLcS4gMfxYCvhn/49GhoOA6Eia+hazMvZYOBYD6eJpq7oCml7+GGuauqcfbkKXjNXTsWTrexnb3bhmCw6Lx8KEU/3j7dSxMmat/3bJyePk9Y567nhddMP6u536hNnfXc5rsqKEYVDfFRg0qczPnZIcQQkgdiaQS7j5B5pnsFF80frLjG2Jzkx36zo4WdPdkbmRyOS5cKaD8cUC5445yZxzKH3fmzRn9GosLuq23Nk/ZQS92X/Un5hbBGO4/qH3q8tckUO64o9wZh/LHnTlzZuwtH+h2EZbx3XffISgoCE5OToiOjsbBgwe1ls/MzER0dDScnJwQHByM5ctVby6XlpaGsLAwODo6IiwsDNu2beMUG7+JfWfiacHn8xHZqT3ljwPKHXeUO+NQ/rizhZyZYl9tThad7GzatAnJycmYOXMmRCIR+vTpg0GDBqGwsFBtebFYjMGDB6NPnz4QiUSYMWMG3n//faSlpSnKZGVlYezYsUhMTEROTg4SExMxZswYHDum/92vH5PJ6HAuFzKZHGcv5FP+OKDccUe5Mw7ljzvz5sz8p7FMsa82N4t+Qbl79+6IiorCsmXLFOs6dOiAkSNHIiUlRaX8J598gh07diAv78mN/t59913k5OQgK6vuzsFjx46FRCLBnj1Proo5cOBAtGjRAhs26Hf7g8dfBLtbdBUtWrjrrkCUyGRy5F2+hg7tA8HnW/zg4VOFcscd5c44lD/uysoq4OnXzjxfUL6Zb/wXlH2CDYrVFPtqc7PYiK6trcWpU6cQF6d8n5+4uDgcOXJEbZ2srCyV8vHx8Th58qTiZm6aymhqUxt6w3PD59uhU2gw5Y8Dyh13lDvjUP64s+acmWpfbW4W+4JyaWkpZDLZozsaP+Hj44OSkhK1dUpKStSWl0qlKC0tha+vr8YymtoEgJqaGtTU1CgeV1RUAADu3LkL4MkhSj7fDjKZDODxwLezg1QmA+/x31IZ7Ox4sFP7tx3s7Hh4KJWCb8dX/C3g88HjPfkbqLvWRf2/7QUCMMYUf8vlDDL5k7/lcjkEAj7kcjnkcqbyt0wuB2MMAn7d32AMfD7fpH2Sy+U4k5eP8NAg8Pl8q+iTubYTD0DuBTHC2vvDwcHBKvpkru3EA3DuUgFC2rWBo4ODVfSJxt7TsZ0eX3neHCdKJJIqGPOLqrr6dUeK6nN0dFS6XtpjptpXm5vFf43V8JL+jDGt9y5RV77hekPbTElJwdy5qheQCg6L1hw4IYQQUs+dO3fg7m6arz44ODhAKBSibfvOugvr0Lx5c7Rt21Zp3ezZszFnzhyNdUyxrzYni012vL29wefzVWaGt27dUpkRPiYUCtWWFwgE8PLy0lpGU5sAMH36dHz44YeKx+Xl5QgICEBhYaHJBq41k0gkaNu2La5fv25TF61qDJQ77ih3xqH8cVdRUQF/f394enqa7DWcnJwgFotRW1trdFvqJirqjuoApttXm5vFJjsODg6Ijo5GRkYGRo0apVifkZGBESNGqK0TExOD3377TWldeno6unbtCnt7e0WZjIwMTJkyRalMz549Ncai6fCdu7s7vemN4ObmRvnjiHLHHeXOOJQ/7tTddLkxOTk5wcnJyaSv0ZCp9tVmZ6Z7cKm1ceNGZm9vz1auXMnOnz/PkpOTmYuLC7t27RpjjLFp06axxMRERfn8/Hzm7OzMpkyZws6fP89WrlzJ7O3t2ZYtWxRlDh8+zPh8PktNTWV5eXksNTWVCQQCdvToUb3jUtxwzcZulNZYKH/cUe64o9wZh/LHnbXnzhT7anOz+F3Ply5dygICApiDgwOLiopimZmZiueSkpJYbGysUvn9+/ezyMhI5uDgwAIDA9myZctU2ty8eTMLCQlh9vb2LDQ0lKWlpRkUk7UPXFOj/HFHueOOcmccyh93tpA7U+yrzYluBKpGTU0NUlJSMH36dI3nMYlmlD/uKHfcUe6MQ/njjnLX9NFkhxBCCCFWzXqvhEQIIYQQAprsEEIIIcTK0WSHEEIIIVaNJjuEEEIIsWo2N9mRSqWYNWsWgoKC0KxZMwQHB2PevHmQy+Ua6+zfvx88Hk9luXDhghkjbxoqKyuRnJyMgIAAvxnk4QAACPFJREFUNGvWDD179sSJEye01snMzER0dDScnJwQHByM5cuXmynapsfQ/Nnq2Dtw4ACGDRsGPz8/8Hg8bN++Xel5xhjmzJkDPz8/NGvWDP369cO5c+d0tpuWloawsDA4OjoiLCwM27ZtM1UXLMoU+fvpp5/UjsUHDx6Ysitmpyt3W7duRXx8PLy9vcHj8ZCdna1Xu7Yy9poqm5vszJ8/H8uXL8eSJUuQl5eHBQsWYOHChVi8eLHOuhcvXkRxcbFiad++vRkiblrefPNNZGRkYM2aNcjNzUVcXBwGDBiAGzduqC0vFosxePBg9OnTByKRCDNmzMD777+PtLQ0M0feNBiav8dsbezdu3cPERERWLJkidrnFyxYgEWLFmHJkiU4ceIEhEIhXnzxRcUNGdXJysrC2LFjkZiYiJycHCQmJmLMmDE4duyYqbphMabIH1B3deX647C4uNjsV/Q1NV25u3fvHnr16oXU1FS927SlsddkWfIiP5YwZMgQNmnSJKV1L730EpswYYLGOvv27WMAWFlZmanDa9Kqq6sZn89nO3fuVFofERHBZs6cqbbO1KlTWWhoqNK6d955h/Xo0cNkcTZVXPJHY48xAGzbtm2Kx3K5nAmFQpaamqpY9+DBA+bu7s6WL1+usZ0xY8awgQMHKq2Lj49nCQkJjR90E9JY+Vu1ahVzd3c3aaxNTcPc1ScWixkAJhKJdLZjq2OvKbG5Izu9e/fGn3/+iUuXLgEAcnJycOjQIQwePFhn3cjISPj6+qJ///7Yt2+fqUNtcqRSKWQymcp/cs2aNcOhQ4fU1snKykJcXJzSuvj4eJw8eRIPHz40WaxNEZf8PWbrY68+sViMkpISpXHl6OiI2NhYHDlyRGM9TWNRWx1rxDV/AFBVVYWAgAC0adMGQ4cOhUgkMnW4VoHGnuXZ3GTnk08+wbhx4xAaGgp7e3tERkYiOTkZ48aN01jH19cXK1asQFpaGrZu3YqQkBD0798fBw4cMGPklufq6oqYmBh89tlnKCoqgkwmw9q1a3Hs2DEUFxerrVNSUqJyZ1wfHx9IpVKUlpaaI+wmg0v+aOypenw3ZXXjquGdlhvWM7SONeKav9DQUPz000/YsWMHNmzYACcnJ/Tq1QuXL182abzWgMae5VnsrueWsmnTJqxduxbr169Hx44dkZ2djeTkZPj5+SEpKUltnZCQEISEhCgex8TE4Pr16/jyyy/Rt29fc4XeJKxZswaTJk1C69atwefzERUVhVdffRWnT5/WWIfH4yk9Zo8u2t1wvS0wNH809jRTN650jSkudayVobno0aMHevTooXjcq1cvREVFYfHixfj2229NFqe1oLFnWTZ3ZOfjjz/GtGnTkJCQgPDwcCQmJmLKlClISUkxqJ0ePXrY5H807dq1Q2ZmJqqqqnD9+nUcP34cDx8+RFBQkNryQqFQ5b+XW7duQSAQwMvLyxwhNymG5k8dWx17jwmFQgBQO64a/vfcsJ6hdawR1/w1ZGdnh+eee86mx6K+aOxZns1Ndqqrq2Fnp9xtPp+v9afn6ohEIvj6+jZmaE8VFxcX+Pr6oqysDL///jtGjBihtlxMTAwyMjKU1qWnp6Nr166wt7c3R6hNkr75U8fWx15QUBCEQqHSuKqtrUVmZiZ69uypsZ6msaitjjXimr+GGGPIzs626bGoLxp7TYAlvx1tCUlJSax169Zs586dTCwWs61btzJvb282depURZlp06axxMRExeOvvvqKbdu2jV26dImdPXuWTZs2jQFgaWlpluiCRe3du5ft2bOH5efns/T0dBYREcG6devGamtrGWOqucvPz2fOzs5sypQp7Pz582zlypXM3t6ebdmyxVJdsChD82erY6+yspKJRCImEokYALZo0SImEolYQUEBY4yx1NRU5u7uzrZu3cpyc3PZuHHjmK+vL5NIJIo2EhMT2bRp0xSPDx8+zPh8PktNTWV5eXksNTWVCQQCdvToUbP3z9RMkb85c+awvXv3sqtXrzKRSMRef/11JhAI2LFjx8zeP1PSlbs7d+4wkUjEdu3axQCwjRs3MpFIxIqLixVt2PLYa6psbrIjkUjYBx98wPz9/ZmTkxMLDg5mM2fOZDU1NYoySUlJLDY2VvF4/vz5rF27dszJyYm1aNGC9e7dm+3atcsC0Vvepk2bWHBwMHNwcGBCoZBNnjyZlZeXK55vmDvGGNu/fz+LjIxkDg4OLDAwkC1btszMUTcdhubPVsfe45/cN1ySkpIYY3U/n549ezYTCoXM0dGR9e3bl+Xm5iq1ERsbqyj/2ObNm1lISAizt7dnoaGhVjtpNEX+kpOTmb+/P3NwcGAtW7ZkcXFx7MiRI2bslXnoyt2qVavUPj979mxFG7Y89poqHmOPvi1KCCGEEGKFbO47O4QQQgixLTTZIYQQQohVo8kOIYQQQqwaTXYIIYQQYtVoskMIIYQQq0aTHUIIIYRYNZrsEEIIIcSq0WSHEEIIIVaNJjuEEEIIsWo02SGEaHXo0CHY29ujpqZGsU4sFoPH46GgoMCCkRFCiH5oskMI0So7OxsdOnSAo6Oj0joPDw8EBARYMDJCCNEPTXYIIVrl5OQgMjJSaV12djYiIiIsFBEhhBiGJjuEEK2ys7PRpUsXpXUikYgmO4SQpwZNdgghGslkMpw7d07lyM7p06dVJkCEENJU0WSHEKLRxYsXcf/+ffj5+SnWZWVl4caNG3RkhxDy1KDJDiFEo+zsbADA4sWLcfnyZezZswcTJ04EAKVfZxFCSFNGkx1CiEbZ2dl48cUXIRaL0alTJ8yYMQOpqalwc3PD0qVLLR0eIYTohccYY5YOghDSNMXHxyMqKgopKSmWDoUQQjijIzuEEI1ycnLQuXNnS4dBCCFGockOIUStkpIS3Lx5kyY7hJCnHp3GIoQQQohVoyM7hBBCCLFqNNkhhBBCiFWjyQ4hhBBCrBpNdgghhBBi1WiyQwghhBCrRpMdQgghhFg1muwQQgghxKrRZIcQQgghVo0mO4QQQgixajTZIYQQQohVo8kOIYQQQqza/wMQoA6ggSYPiwAAAABJRU5ErkJggg=="
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 10,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000005A0A2208>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "opt_TDist2 = optimize(negloglik_TDist2, [10.0, 1.0, 1.0])\n@show opt_TDist2\n\n@show t2mu = opt_TDist2.minimizer[1]\n@show t2nu = opt_TDist2.minimizer[2]\n@show t2sigma = opt_TDist2.minimizer[3]\n@show t2mu_str = @sprintf(\"%.1f\", t2mu)\n@show t2nu_str = @sprintf(\"%.2f\", t2nu)\n@show t2sigma_str = @sprintf(\"%.2f\", t2sigma)\n\npred_TDist2(x) = pdf(TDist(t2nu), (x-t2mu)/t2sigma)/t2sigma\n@show maxloglik_TDist2 = - negloglik_TDist2(t2mu, t2nu, t2sigma)\n@show AIC_TDist2 = -2*maxloglik_TDist2 + 2*3\n\nmu = collect(linspace(8.5,11,100))\nnu = collect(linspace(eps(),2,100))\nL = lik_TDist2.(mu', nu, t2sigma)\ncmap = \"OrRd\"\nfigure()\npcolormesh(mu, nu, L, cmap=cmap, vmin=0.0)\ncolorbar(label=\"likelihood\")\nxlabel(\"\\$\\\\mu\\$\")\nylabel(\"\\$\\\\nu\\$\")\ngrid(\"on\", linestyle=\":\")\ntitle(\"Model:  \\$y \\\\sim \\\\mu + \\\\sigma\\\\;\\\\mathrm{TDist}(\\\\nu)\\$\")\ntext(8.6, 1.65, \"Sample: $Y\", fontsize=9)\ntext(8.6, 1.85, \"\\$\\\\sigma = $t2sigma_str\\$\")\nscatter([t2mu],[t2nu], label=\"MLE\")\nlegend()\n\nsleep(0.2)\n\nmu = collect(linspace(8.5,11,100))\nsigma = collect(linspace(eps(),1,100))\nL = lik_TDist2.(mu', t2nu, sigma)\ncmap = \"OrRd\"\nfigure()\npcolormesh(mu, sigma, L, cmap=cmap, vmin=0.0)\ncolorbar(label=\"likelihood\")\nxlabel(\"\\$\\\\mu\\$\")\nylabel(\"\\$\\\\sigma\\$\")\ngrid(\"on\", linestyle=\":\")\ntitle(\"Model:  \\$y \\\\sim \\\\mu + \\\\sigma\\\\;\\\\mathrm{TDist}(\\\\nu)\\$\")\ntext(8.6, 0.85, \"Sample: $Y\", fontsize=9)\ntext(8.6, 0.92, \"\\$\\\\nu = $t2nu_str\\$\")\nscatter([t2mu],[t2sigma], label=\"MLE\")\nlegend()",
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": "opt_TDist2 =  * Status: success\n\n * Candidate solution\n    Minimizer: [9.88e+00, 4.07e-01, 1.94e-01]\n    Minimum:   1.776957e+01\n\n * Found with\n    Algorithm:     Nelder-Mead\n    Initial Point: [1.00e+01, 1.00e+00, 1.00e+00]\n\n * Convergence measures\n    √(Σ(yᵢ-ȳ)²)/n ≤ 1.0e-08\n\n * Work counters\n    Seconds run:   0  (vs limit Inf)\n    Iterations:    80\n    f(x) calls:    154\n\nt2mu = opt_TDist2.minimizer[1] = 9.87567510643497\nt2nu = opt_TDist2.minimizer[2] = 0.4065330086470647\nt2sigma = opt_TDist2.minimizer[3] = 0.19351765869024307\nt2mu_str = #= In[11]:7 =# @sprintf(\"%.1f\", t2mu) = \"9.9\"\nt2nu_str = #= In[11]:8 =# @sprintf(\"%.2f\", t2nu) = \"0.41\"\nt2sigma_str = #= In[11]:9 =# @sprintf(\"%.2f\", t2sigma) = \"0.19\"\nmaxloglik_TDist2 = -(negloglik_TDist2(t2mu, t2nu, t2sigma)) = -17.769565021161156\nAIC_TDist2 = -2maxloglik_TDist2 + 2 * 3 = 41.53913004232231\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 640x480 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 640x480 with 2 Axes>)",
            "image/png": 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9+OGH4jzDwsJ4e3t7PiwsjL937x5/4MAB3szMjA8JCWnw8jYlKJ5XYUgCgUCoN7766issX74c0dHR4hFJ9UlAQADS09MlQjGE+uHo0aOYPHkyEhISZEZZqcKMGTPw/PlzidF6hDcXiqJw7NgxjB07FoCog/v06dPx8OFDmY7qBgYGsLGxQXl5ucJQZyWmpqbimb4dHBzw2WefSfQxXLduHX755Rc8efKkjkvUfCBhLAKhESguLkZMTAwiIyOxfPlyrF+/vkEcHUA0vHzcuHENcq2Wzvjx4+Hl5YWNGzfiu+++UyttXFwcfv31V6VhVMKbi6enJ1iWRUZGhtwRpgCgpaUl7t+lCsXFxTIDCBiGIUPPlUCcHQKhETh79izGjRsHGxsbLFu2DAsXLmyQ6yYmJiIjIwPe3t4Ncr2WDkVR+PHHH3HixAlwHKfWYqCJiYn47rvv0K9fv3rUkFBbCgsL8ezZM/Hv+Ph4REdHw8zMDB06dMD06dMxc+ZMfP311/D09ERmZiYuXLiAzp07a9SpePTo0Vi/fj0cHR3h7u6Ou3fvYuvWrQqX1yGIIGEsAoFAIBA05NKlS3KXBAkMDERISAjKy8uxbt06HDhwACkpKTA3N4ePjw9Wr16tdJ4neRQUFOCLL77AsWPHkJGRAVtbW0ydOhUrVqyo9UjN5kyjOjtXrlzBli1bcPv2baSlpUnEOhVx+fJlLFiwAA8fPoStrS0WL16MefPmNZDGBAKBQCAQmhqNOs9O5cyTqsay4+PjERAQAF9fX9y9exfLli3D/PnzcfTo0XrWlEAgEAgEQlPljQljSfdil8eSJUtw4sQJiQnJ5s2bh5iYGPGiewQCgUAgEAjVaVIdlCMiIuDv7y9xbNiwYQgODkZ5eTm0tLRk0pSWlqK0tFT8m+M4ZGdnw9zcXDwBHYFAIBAI8uB5HgUFBbC1tVWrg7m6lJSUoKysrNb5tGrVSmIBZIKIJuXspKeni+caqMTa2hpCoRCZmZlyF4jcuHEjVq9e3VAqEggEAqEZkpSUVG+L1JaUlMBSVxeFdZCXjY0N4uPjicMjRZNydgDItMZURuEUtdIsXbpUYoXlvLw8ODo6Iu7RbViYm4JlRXMTMAwNlmUBigJD0xCyLKjKfSELmqZAy92nQdMUyoVCMDQj3hcwDCiqah8AhCwr2ud5CFkWWgIB+Gr7HMeD5ThoCRhwHA+O4yAQiOZP4DheZp/lOPA8DwEj2gfPV0wfLl0maFgmFgxNg6Z4cTlYjkP0w3h0dXOGgGGqylRRPlGZOAjZqnIoLFOF7hzLivdlywQwDCVZJmH1MnGgqpWPpijQNFWxLyqHsFwoW6aKfQFDg6Ig3gcAoVBYtc9y0BLQFfeJh5aABsdyYHkeWgwtKhPPQcDQ4DiA43kwNCU6Dh4CmgbLsaiMFcc8TYVHO2toawlE5QPAUJRonwIYioaQE4rKRNEQchxoADRFifYpCjQF0T5NgQYFIcuBZkT75SwHAY2KusdBwFAARLqL9iEuh0SZeB4cy0NQuc/xFWXiK+6N5D7L8RX3SbQvqnt0RZlEdYxluarnieNEdU+iHJX7dNU+TYGmRPdVtE+hvGL6kHuxL+HWxhI6FS24Qo6DgKYBiNJqMQx4nq92bwCWFx2XKAdPVSsTBw5UtboHqbpXUT7x81StTJV1r+I5ENW9Ct2pGp4nhq5W9yrrodQ7QuJ54iHkeCXvCL7GdwQARD+KQ+eOLtBupSVVpvp476lQJon3XtV+3b336qZMBQUFcHHtDkNDQwVfpdpTVlaGQgCfANCuRT6lAL5JT0dZWRlxdqRoUs6OjY2NzKrVGRkZEAgEChdr1NbWFi/UVx1TU2MYGdVf5a2RBu8mVcvr8VWTVbEcB0cHG5iYGINR2KSr5vWU2kPqfL3LS0/OpSw/Xuq0/PMsx8HR1hJmpkaStpORl7q+kuvJoK58nSP1x0NpuFiJPCX6qDm2ZmFhZgyGlpyJVjq97B8f6fzomn8r1V/N89KoKw/I0VFGoMazLMfB0a41zMxMRHWv3kP4zaeLQGXoqiG6PehUbJrSfKxe9zQpZ8fHx0dm1eqzZ8+iZ8+ecvvr1ITiDzWhJhiaRjsn2XAhQTkMTaOtgzka3vlo+ohsZ9bYajRZGJpGO2fbxlajSUK+Fc2DRr2LhYWFiI6ORnR0NICqmScTExMBiEJQM2fOFMvPmzcPCQkJWLBgAR4/foy9e/ciODhYo9lnhUK2bgqhCRQluTUhhCyL8DtPIGQb0X5NFCHLIeJeIoRsHU/rzvOSm8w6gkrka7vJXkByUyqvvHxCISuynZBVXj7lGdYyfdNDKGQRfvtR4773migNaTOqDjaCfBq1ZScqKkpi5snKvjWVM0+mpaWJHR8AcHFxwalTp/DJJ59g586dsLW1xY4dOzBhwgS1r03TpFpoAk1RsLMyA93EnLQ3AZqiYGtpSGynATRFwdaC2E5TaJqCnbU5ee9pQEPajEbtWiBIG5Ri3ph5dhqK/Px8GBsbI+/l88brsyNNvd+CuuuzUy/XayF9dlTPT80+O7Xu01NLatsnR+l56T42NZ9X3mdHtk+Qevo0jT47LMuhXFGrBHEaK6CgJWDAMIrtm59fAGNrF+Tl5cHIyKhetKj8Lq1A7frslABYA9Srrk2VJtVnpy4hzbmaIWRZhN9+gj49XMUjLAiqIWQ5RMQkwqerg3i0F0E1RCHAJPh0cYBAQOpdTfA8j/TMfOQWlIh9IJ4HSsvKod1Ki/g5cjAx1IWNhbHcTsjkW9E8aLHODmnO1QyaotDWyYaEEzSApii0dTATtUNItK7UtiVHCeq2bKmLdHKZuiGtv7S8svwqbGevKHyqLEMlSLfkybT0NC3SM/ORW1gKKysr6OnpgKIo8DxQzrLQYpgGcnaaxvuB53kUF79GxqtXAIDWliYyMg35rahtv5umYfXGoQU7O+SftSbQNA07a/nD/Ak1Q9MUbC2NNAgLEkS2e0PCzm8wLMsht6AEVlZWMDc3lTin26CaNJ3Prq6uyDIZrzJgZWYkE9JqyG8F6bNTf7RY25CmSc0QCllcCL9H7KcBQpbDxci4uh+N1QIQshwuRsUT2ymhvGLCTT09yZ4fPA/kFxY3/BRfTQQ9PZHDI6+PE3nXNQ9Iyw5BLWiahkcHR2I/DaBpCu5trUkIVQNomoJ7GytiOxWR1/dEV6c2c/M2b6rsJesNNuS7joSx6o8W7OyQaqEJNE3BykI2rt20aOjRb6LfNAVYmenXw+i7Wo4+q/PrS52udScRrsJ2uhDP21ND/tKj4dSf+ba25allH6J6gKIALdKxWyPI0PPmQYu1TblQ2NgqNEnKhSz+vnJH8ZBWgkKEQhZnI55BKCShGHURCjmcvRFPbKchHA/kFRSDI2EstSHfiuZBi3V2ZNfXIagCQ9Pw6tKeTKGuATRDo6ebHWim8f/pNzVohkJPNxtiOw2hAOjr6rwBbUyKmRU0GxSjhXkf/Efm3H8+/AgUo4VZQbPFsmPHKZ5M1rlNO1CMlsz25abNauvVkN8Kug42gnxIGIugFjRNwcyEjIrRBJqiYGas2wgLwTZ9aIqCmVHDjidqTlAUIBCo/ilkOR63XuQgo6AUVoba8HY2BdMA70wHBwcc+vUwvtn6tXiUVElJCcIO/QpHR0e18lqzehXenTtH4pgmK5eToefNgxbr7JCmSc0oFwpx9spd+Pf3hJagmVSfOp8xWT7lQhbnbsRhaK826vWfqPW8O7Wcp0ddVJg3R63zoES2u/kCQ3s5Q0vmo13rC6hJffdRqns4nkd+QTGMDPWUzpF15sFLrP7zCdLyS8XHWhtpY+UoVwz3sFaQqm7K3N3TE8/jn+P3349h+vRpAIDffz8GBwd7tHFpo1ZehoYGsLGxqbVO5FvRPGixrV5k9l/NEDAMfL3dif00QMDQ6OfpRGZP1gABQ6NfN3tiOw2hQMFQXxeUEqfkzIOX+OBgjISjAwDp+aX44GAMzjx4WZ9qAgCCZgVi3/794t97Q0IwO2hWvV9XEQ35riNhrPqjxdpG/REaBEBkNyMDPWI/DaAoCkb62sR2GkBsVzsoCmAYusZGJ5bjsfrPJ3LH6lUeW/3XE7D13Mt5xjvv4Nq163jx4gUSEhJw/Xo43pk+Xe18lny2DAZGJhLbpUuX1c6nIeschdo5OuTpUEwziUOoD2ma1IxyoRCnLt5GgF+P5hPGaiDKhSxOX4/FiD5SYSx1F/JUirphq9qOcJL6zyQzNFxKXIWwlXR+5UIOpyOeY4RPG2hpSctL//NWcgElQ9ebI6qEsW69yJFp0akODyAtrxS3XuTAp41ZPWkKWFhYYGRAAPYf+Bk8z2NkQAAsLCzUzmfRwk8xK3CmxDE7Ozu182nIbwXps1N/tNiWnaYShtn1w164dOoJHVMH9OgzBFev31Ar/cYt20HpWeN/iz4XH7tyLQKjJ7wD2zZdQOlZ4/iJUyrnJ2AY+Pt2azL2e5MQMDSG9m5LQjEaIGAoDPV2hoCMxtIIChUtsjV8DjMKFDs6msjVhtlBsxCy/wD2H/hZ4xCWhYU52rVrJ7FVdnpWB/Kuax6Qt+4bzK+/Hcf/Fn+B5Yv/h7sR5+HbtzdGjJ2CxKRkldJHRt3Fnr0/o0tnN4njRUXF6NrZHd9t3aiRXmTVac0hjo7mENvVEiV+opWhajMsqypXG4YPH4aysjKUlZVh2DD/er/emwLps1N/tFjbCNnaT4o3YsxkBM79UPz7wqWrMLfrAGEdNXtu3fE95gROw9ygd9DJtQO2bVkHB3s77P4xRGnawsJCTJ/9AX7c+TVMTSRnPB4xbDDWrVqK8WNHqq2TkGVx6uLtOrFfS0PIcjh9PZas76QBQpbH6YjnELJk2L4m8BCFsfgaQqTezqZobaSt0CeiALQ2Fg1Dr28YhsHjh/fx+OF9MApaVvLy8xAdHS2xJSYmis8XFBQiPT1dYsvPz1dbl4Z811F1sBHk02KdnbpomrSzbY2U1HTxb78B/VBaWorrETcl5DZs/gYGFk6KN0tnmfBUWVkZbt+Ngf/ggRLH/QcPRPiNSKW6ffjJZxg5fCiGDBqgeQHlIGAYBPj1IE276sCLljgQ0BRG9GmnQQsFL7nxUpvS89Jwkpu0vLJNWX4Kyq84vTJ5HgIGGOHjArmNiurmL5uB1Nb8oEDByLDmMBZDU1g5yrVCXjq9iJUjXRtkvh0AMDIygpGRkcLzly5dhmcPL4ltxcpV4vMrVq5CazsHiW3xks/U1oO865oHpIdpLbCzbY1r4VWODUVR0NHRwatXWRJy8+bOwtsTxijOiOdhZ9ta4lBmZjZYloW1taXEcWsrS6S/zKhRr0NHjuH23XuIunZWxZKoh1DIkheAhghZjoRjNERkO1LvNIaH0r/+wz2ssXtaV5l5dmyMtbFyZE3z7NSekH17azx//NhRCdma5F88f1ZnejUkZG2s+qPFOjt10TQpatlJE/+OjrmPnJxc9OntLSFnZmYKM7Mamn5r+DcqPeyR5/kah0ImJafgv4uW4+yJw9DR0VFSAvURsizOXo0mo7E0QMhyOHfzuexoLIJShCyPc7cSMMLHBVrkja42PHjkFxYrbd0BRA7PUDerRplB+U2kIcNYxNmpP1rs16ouPtR2tjYoLCxCfn4BDAz08cniLzB9ykTY2krO2rlh8zfYsHlbjXmdPn4Ivn17i39bWJiBYRikp0u24mS8yoS1laV0cjG378QgIyMTPfoOFR9jWRZXrkXgu+/3ojQ3SWEMXBW0BAKMGdpL4/QtGS0Bg7f6d0Tth3q3PLQENN7ybdvYajRZaIqCiZG+yvIMTdXr8PKmBPlT1zxosXdR1Sn+a6Iy9JSckop9B8KQlv4Sfxz5WUZOkzBWq1at0MOzK85duIxxY6o6Ep+7cBljRg1XmNVgv/64Hyk5cVbQ+/+Fa8d2WLLgYzCMAGr3S6Cq/i/wPI+CwiLRbKwtYH4SzZBvX57nUVBcBkM9gZTt6ns5BynnSt3lJdQ8DUramVOyvIMK8+6IbFcOQz0tUNIJlFRD6Wf9zau38gxatzryPMBxHGi65okFCbLUxbdCVRpjnp0rV65gy5YtuH37NtLS0nDs2DGMHTtWofysWbOwv9B85joAACAASURBVNoM15W4ubnh4cOHAICQkBAEBQXJyLx+/bpeIg6q0GKdnboKYwHAp5+twNN/43D1n5MwMpJdaE7TMNaC+fMwY86H6Nm9G3x69cSevT8jMSkZ8+YGimW+2x2MYydP4fwpUTzb0NAAHu6dJPLR19eDuZmZ+HhhYRGexcWLz8cnJCI65gHMzEzg6GBfY5mFLIurtx42r7WxGgghy+FadGLF+k4kjKUOQpbHtZhkDPV2hhapdmrDg0dB0WuVwlgESZp7GKuoqAhdu3ZFUFAQJkxQvJJ8Jdu3b8eXX34p/i0UCtG1a1dMmjRJQs7IyAhPnz6VONZYjg7Qgp2duvhQW1iYQ1tbGwmJybhy7gTs7ForT6QGkyeORVZWNtZs/Bpp6S/h4eaKU8fC4OToIJbJzMpC3PMXauUbdScafsPHi38vWLISABD4zmSE7NlRY1otgQAjB3mpdT2CCC0Bg4C+7UHCWOqjJaAR0Ee9hSBbMtKtEeqGsVoaVfaSdQQb8k9dYzg7I0aMwIgRI1SWNzY2hrGxsfj38ePHkZOTI9OSQ1FUnSzEWle0WGeHq4P1XSiKQkmuahP8acp/3p+N/7w/W+H5VZ8vxqrPF9eYx6W/j0v8Hti/L/hizRb04zgeuXkFMDEyAN1COyzKolpd4ngeuQUlMDHQUrrytGT26q56rixsVcfLUSg7LR3W4qVeySosFyGyXSlMDLVB08paxWq5CjovpS/VdFrhtAQMwAPFxSUSswXzPMCynNL1sVoqxcWvAUBui2tdfCsaGun5hLS1taGtXT+TQQYHB2PIkCFwcnKSOF5YWAgnJyewLItu3bph7dq18PT0rBcdVKHFOjssRybF0wSW4xB5LxaD+nRV4aNDqA7H8oh6lIpBPRxBC8gXRx04lkfUk5cY1N0BNBlyohCGoWFiqIOMV68AAHp6OqAoChwPFBWXQF9PB/XzH6Vp1mee51Fc/BoZr17BxFAXjJxpIRryW1FXfXYcHBwkjq9cuRKrVq2qRc7ySUtLw+nTp3Hw4EGJ466urggJCUHnzp2Rn5+P7du3o2/fvoiJiUH79u3rXA9VaLHODulvohlaAgbD+ndvbDWaJAIBDf/ebQGeONrqIhDQ8Pd2Ui5IgI2FEYB8ZGRkyHw5MxtFozcfE0Nd2FgYyz3XFMNYSUlJEhMy1lerTkhICExMTGQ6NPfu3Ru9e1eNLu7bty+6d++Ob7/9Fjt21NxVor5osV/8ptg0+SbAcTwys3JhYWZMwlhqwvE8MnOKYWGirV4YiyCyXe5rWJjo1lPLRPOBoii0tjSGlZkhyoUix5rjeOTk5cPU2Ej03JL6VwEFLQEjt0Wnkqb4rVA2+3RdwPM89u7dixkzZqBVq1Y1ytI0DS8vL8TGxtarTjXRgp2dN6iTqPSLpwGHOqoLx3F48G8i+nu71xDGUtZHoqUhqmscx+Hh8wz4drMHXePq3eraq5Z9dOq6vintIiP97EnVI2l9KAocx+NhfBZ8u9qBppX0UZLOT/nYdiXUNn3jwDC0+CMuFLJ4GpeE/r26iBbyrXNnp2nYRBMa8ltBoXYtOw15Fy5fvoxnz55hzpw5SmV5nkd0dDQ6d+7cAJrJp8U6O2Tlbs0QCBgM6tOlsdVokggYGn49nd5oZ/ZNRcDQ8OvuoFyQIBeBgMGgvo3XObQp05DfisaYZ6ewsBDPnlUtrxEfH4/o6GiYmZnB0dERS5cuRUpKCg4cOCCRLjg4GL169YKHh4dMnqtXr0bv3r3Rvn175OfnY8eOHYiOjsbOnTs10LBuaLFd/d6olp0mBMdxSHmZReynARzHI/VVQZNsFm9sOI5HamYhsZ2GcByHlPRM8txqQHO3WVRUFDw9PcUjpRYsWABPT0+sWLECgKgTcvXV5AEgLy8PR48eVdiqk5ubi/feew+dOnWCv78/UlJScOXKFXh7e8uVbwhabMsOeWlqBsfxiEtIh7WFScv1lDWE43nEJefCylQPdDNu9q8POJ5HXEpehe0I6iJ6blNhbWFKRrOpSUN+Kxpjnp2BAwfWOEt0SEiIzDFjY2MUFxcrTPPNN9/gm2++0UCb+qPFOjskjKUZAgGD/t7uja1Go6Lp9PEChoavp4NsGEvd5RtqGwar83l3lPQ5U9qFS9nyDzwEDAXfrraqqSOnz0+dyjdBBAIG/XuR8LMmNPcwVkuhxfr4zb1psr7gOA4JyRnEfhrAcTwS0vJIq6IGcByPhHQSAtQU0XP7kjy3GkBs1jxowc4OeWlqAsfxSMnIBkc62aoNx1f0OyG2UxuR7YqI7TSE4/iKvnbEfurSGGGs2mwE+ZAwFkEtBAIGfbq7NrYaTRIBQ8Onsx0ZjaUBAoaGj8ebs85OU0MgYNCnh1tjq9EkachvRWP02WkptFjbsKRpUiNYjsOzhLQWZj9ealMmzktuFbAch7jknArb1ZCfgvRVcJKbjLzUpu55dTcZ+yi7vpLyyLEHy3KIS84Fy8opr9L8pbPjJTa1UfN6bwIsx+HZi9QW9tzWDQ1pM6oONoJ8Wqyzo2kn05YOz/PIyS0k9tMAngey80uI7TSA53lkF5QS22kIz/PIySsg9tMAYrPmQcsNYzEkjKUJAoaBV9fGWcitqSNgaHi5tZZdVZugFAFDw8vVqrHVaLKIntuOja1Gk6QhvxUkjFV/tFjbkOZczWA5Dk/ikon9NIDlODx5kQVWpsOjkjCZ0rBJLcNWMmEkNTe1w0pqhtEAsByPJ4k5cmwnD2kd1QxDqi3/5sNyHJ48SyTPrQY0pM1IB+X6o+Xaphk1Tb5ISASlZ4Xc3Lw6yW/We/PRytgeBpYuKC0tlTzJ83hdUtZcvgENCw+UlAmbVd1rMHgeJaUssZ2m8Dxel5a1WPtlZWXDwMIJWoY2+N/C5eolbqE2a260WGeHqWXT5NN/n2H0hOmwsO8IIysXuHb1waavGmfp+vrgP+/NQuGreGhra0scZxgGnu5tEPc8HuOmBMHGpQtMbDui7+C3cD3illju6vUbMLBqW7G1g4FVO9AGdpi/8HOF10xNS0fA+BnQt2oHR1cv/LgvVHzu39jnGDdlDmzaeMLE3h19h4zD9YhIlctTWlqKgQGTYdWmO4zsPODaYxD27DtYYxrnzv2ha+0GA7uuMLDrChPH7lXlC4+EoX23is0ThvaeYMxcMX/JOoX5MQyNbh2sxYszXrtxBz7+02Hi0hf2HkOweNU3Nc7p8d6na+HqMw6MtRe2/SCr+7nLN9FjyAwYtfWDu+9knLkQIZl+4Ua49n0bjG0fbNtzqMayy+Pc5VvoMTQIRu2GwL3/dJy5cKNG+Ws3Y+Azci5M2g+CfbdRWLzmW4nypaa/wshp/4OBsy+cuo/Cjz8fk0x/4y58RsyESZt+cOo2DAcP/qzWfH/nLoajx8CJMHLoDvfeI3Hmn6s1yvM8j41bd8O5c3/ot/ZAh+6DcTMqukrftJcImDAL+jaucHTzwY8hYeJzpaWlGDhiEqxcusGotStcPQdgz95fVFcWwLnzl9G9jz8MrdvDrUd/nDl7Qbm8zxAYWrWBW/d+CuUfPHwMXTNHrF69RuK959yxO3RNHWBg4QQDCyeY2LRVS9/3PlyAjl16g9azwrZvv5c5n5qahoCxU6Bv7gjH9l3x494DcnJRXd65oyd0Te2r6dtG4jzP89i4ZRucO3pC39wRHTp74+at2wAAc3MzFGYmYPqUiWqVEaj9t0IdSAfl+qPFOjssW7umyZHjpqJrZ3ck/nsXOWnPcDRsH9q4ONWRdm8uLMvhwdMEZGXnYoT/INy/dQFZSY8w6523ETD+HWRmZgEAfPv2RmFGXMX2DHH3I8AwDKZMHKMw76mzPoSNtSUy4u/hyM8/YNHn63D5quiDnZuXhxH+frh/8x9kJdzDrOmTEDAxEJmZ2SrpLRAI8O2W1Uj99xbyUx7g99Af8MW6rbgafqvGdGHB21CYEoPClBjkJt4RH/ft44WC5OiK7S6e3TknKt/4AMW24zg8iHsFluPAsizGvjMfb43wQ9azK7h2aj9+O3EWe/b/pjB9V7cO2LnpM3h3l53B+vmLFIyftRirFr2H3Njz2PTFx5g45zM8T0iplr49dn65CN6e6g9Bfp6QgvGzl2HVojnI/fcsNn3xH0ycu1wif4mysizGBi3GW8N8kfXkHK6d2IPfTp7Hnp+Pi2Wmzfsc1pbmePnwLA7/+CUWr9mBy+G3q9IHLsBbwwciK/YyLp/ch4NH/8b3NdhH0h5JGD9zPlZ99iFyE6KwadVCTAycj+cvkhSmWb72a/x19hL+OX4Ahan3ce74ATjaV83aPHX2x6L6GXcHR/bvwqIvNuDyNZHDJxAI8O1Xa5AaG4X8tCf4/eCP+GLtV7h6/aZq+sYnYNzUOVj9+ULkpT3F5nVfYML0uXgen6BA/gXGTZmF1Z8vQl76M2xetwITps3G8/gXEnIcx+HdDxegt3cP5BcWy7z3wvb/gMLMBBRmJiA3PU4lXSvp2tkdu7ZvhnfP7nLPTw18DzbWVshIfIwjoXuxaNkqXL56XWF+qsiH7d9TTd/nEueWr1yPv06fwz+njqIwMwHn/jwKRwc7tcokj9p+K9SBogCKpjTfiLejkBbr7NSGzMwsxD1/gffnBEJPTw8Mw8DdzRWTJlR9yLdu3432Ht4wtHRGWzcvfLf7J/G5FwmJoHQtse/AQbTp1BMGFk5YtHQV0tLSMXTkRBhZt8EA/zFIT38pTkPpWWH7zj3o2NUHJq3bYfKMd5GXly9XP57nsWPXj3Dt1gcmrdth4LCxePzk3zq1gXdPT7w3ewYsLS3AMAzeDXoHDMPg3oPHcuX3hx5G+3Yu6NPbS+75uOcvcC3iFjauWgp9fT308uqO6W+Pw96fD1W73juwtDSvuN40MAyNew/lX08ahmHQ2d0VAoGoTz5FiV4Mz56/kBUW9xeBiuE6HvvDjqF9Wyf06SVnZWmZ/jNAXn4hsnPyEDjlLTAMA2dHOwzu3xsPnjyDoj4jH86ZjMH9e0FHu5VMn5YzFyPQvUtHjB7mC5qmMMq/L7w93XDg8F9iuQ+DJmBwv56i9KjeV6cGfSu2MxduoHvnDhg9tC9oisKoIX3g7dkJBw6fhrx+PHn5BcjOyUfg28PBMDScHVtjcH8vPHgSB/A84uKTcO1mDDYu/wD6+jro1cMd0yYMx76wExXp80X2mTyyIr0tent3x0O59pG115nz19C9ixtGD/cDTdMYNdwP3t0748Ch4zLFBYDsnFxs3bkXe7/7Eu3aOoOiKDg52qG1jahTdNzzBFyLiMLGVYsr6qcnpk8ag70/HwbAg2HoivolagUQ1S9KSf2qdv/OXUT3bp0xOsBfpO+IofDu6YkDB4/I1ffM2Yvo3q0LRo8cJpIP8BfJhx6WkPt290/o2KEdBvbvKzef2vDhvDkY7NcfOjraMufinsfjWvhNbFzzOfT19dHLuwemT5mIvfvlt6aqKy9NdnYOtu7Yjb0/bEe7tm1E98/JAa1bk7mZCCJarLNTGUrQBHNzM7h2bI+g9+fj8G/HkZAg+2/RydEeF04fQ35GPH7a/Q0WLVuN6+GS//L+uXAF96Mu48blM9ix60dMmDobWzetQUbCIwgEAmzYsl1C/ueDR3Dx9DG8eHwbObm5+N8i+SGh3Xv2IXh/KE7+9gsyk55g/JiRGD3xHZSVlQEAvvxqB0aNn65R2RmGhkdHJxn73X/wGAUFhXBz7SA33d6fD2HOzKkK87334DFa21jB2tpSfKxbF3eFztP9h49RUFAEN1f1RoaNmhQEHcsOcPMaAmsrC4wbNaxG+fc/+RwWbbzhM3QSTp29pFBuX+hRzH5nQo15MTQNjzaWYGgaZqbGCJo+DsGhv6O8vBxx8Uk4f+UGRgzup1Z5KuE4TmaILMfxuP/4mUb5yeYvOyeNKH/5rQFmpkYImjoKwQf/RHm5EHEvknH+SiRGDPIBANx79Aytrc1hbWkuTtPNvQPuPXpWkd4YQdPeQnDoHygvL8eLhGTcuRuNABXtI98eHO4/lO/034iMhrZ2K/z190XYufaBS+cB+GzlZpSXl4v0fVhRP62k6qeUsz1q4izomLeFW08/Uf0aPbxW+t578Ehj+cSkZGz7bg++2rAKNEXByEBP5rl9/+OFsLDvCJ8BI3DqzDmVdFWFe/cfobWNNaytq0bQdeviobA8qsq///GnsLDvAJ8BwyX0vXErSnT/Tp+DXRsPuLh2x2efrxHfv9pQm2+FulQ6ybXZCPJpsc4Oy7Iap6UoChfPHEPXzu5YveErtHHrCTfPvjh3/pJYZsK40XBwsANFUfAb0A/DhvjhklST7BdLP4W+vj483Duha2d39O/XG5093KCjo4MJY0biTvQ9CfnFCz6Cra0NTEyMsfaLz3Dw8O9y+3js3LMPaz5fgvbt2kAgEGD+f97F69cluBkpCsN8tnA+/vw9VCadKrAsi7sPn0s07ebk5GLKrHlYtmg+bGxkhwdfvX4Tz+MTMXPaJIX5FhYVwcTYWOKYibERCgqLZGRF1/sIyxZ+BBtr9YYj/3lkH4rSH+PSqUOY8NYI6OrqKJT9+YevEB9zCSmPr+Lj92ZgwsyPEHnnnozc1fAoPH+RjJlTxtZ4bZblEP1vhth2k8b448f9v0HPvhfae43CSP/+GOnfX63yVOI/sBeiYp7g+KlLEAqFOH76Mq5H3kN+gaz9NMp/gBei7j3B8dNXKvK/guuR92vMf9IoP/wYegJ6zgPQvvdEjBzaFyOHiloYCouKYWJkKCFvYmyAgsKqlZQnvTUEP/58DHoOPmjv/RZ6eXth+GDVWij8/foiKvohjv91XqTvX//g+s27yC8olCufnZOL/PxC3I55gKdR53D5VBhOnbuEzdv2iPQtLIaJsZGUvkYokCr/n7+FoCjjX1w6fQQTxgTUWL8k9B08AFF37uH4ydMifU+exvWISOTny9fXf8hARN2JwfETp0TyJ07hesQt5BcUiGXmfbwIq5YvhIWFOTieR15BkcR77+fgnYh/HIWUuHv4+IO5mDB1NiKj7qqkrzIKi4pgYiL9PBujQIH9VZH/OXgX4h/fRkrc/Qp9gxAZJXqnZefkID+/ALfvxuDpvRu4fPYETv39DzZv/bbWZanNt0JdKJoCXYuNoomzo4gW6+zUNrhpY2ONrzetwcM71/Aq6QlG+A/GuMmByM7OAQCEhv2G7j6DYNq6HUxs2uLU3//I9C+p/qHW09OV+q2HQqkPvZODfdW+oz3Kysrw6lWmjG4vEpLwzpz/wKR1O/GWk5uH5JRUjcqamJQMA0sXGFi6wNimHXJyssU94fLy8jF87DT08/HGquUL5aYP3h+Gt0b6w7Lav3hpDPT1kZcvGZbLyy+AoYG+5LG8fAwfPwP9fLywatkCjcrDMAwG9OuNlxmZ2LJ9j0I53z5e0NPThba2NqZNegujhw/C0RN/y8jt/eU3vDXCD5YWZjVfmKKgo80AFIWnsfEYN+O/2Lp+MV6n3ELKg3/w5N94LF27veY8FNChrRMO/7gBa7cGw9ojAHsPnsCUsUNgbmqsPLFK+Tvi8A9rsfabEFh3GY29YX9iypjBCvN/+iwB42YvxdbV8/E64TJSYv7Ek9gXWLp+FwDAQF8PeVIfvrz8Qhga6FWkf4FxgQuxde0neJ18A4n3/kZCYhKWr/9ONX3bOePwvq1Yu2U3rNv3xd6ff8OU8QEwNzORK2+gL6pnq5f+FwYG+nB0sMV/583CH6f+EZ030ENefoFEmrz8fBga6svkxTAMBvj6iOrXNtmOu3L1bd8WR375AWs2fgMr5y4I3h+GKRPHwNzctAb5H7Fm41ZYObkjeP9BTJk0FuZmojp48NejKCktReA7U6r0ommJ955vPx/o6emJ6veUCRgd4I+jx0+qpK8yDPT1ZcLsInsZaCwvqe9EjA4YhqPH/6xIL5Jb/cUSGBgYwNHRHv/98D38cfJ07QtDWkuaBS3W2WHouiu6mZkpVn2+GEVFxYh/kYjExGQEvvsRNq9fiVdJT5CbHoeAYUNqPRNnQlKyeD8xKQWtWrWCpaWFjJyDvS2O/BKM3LRn4q04KwFT3x6v0XUdHexR+CpevA3q1xMMTSM/vwDDxkyFe6eO+H7HZrlNqPn5BThy7CTmBk6r8RpdPDohNe0lMjKqnLfoew/R2b1qHa78/AIMGzsd7q4d8P32jbVusi0XChEbF6+yPC2nzuTnF+LIH39jzgzFrVaVMDQFVydzMBRw/9G/sLe1xsTRQyEQCNDaxhIzp4zGn39flpNS0XIKkvPUjBraD7fPHUDWk7M48fPXiH2ehP4+nnLSV9RDNZeFGDWkD27/HYysh6dwYv8mxMYnoX/vbnJl7z+Og31rS0wcORAChkFrK3PMnBSAP89eA8Cji1tbpKZnIuNVlrg00Q9j0blTW1H6R89g39oKE0cNhoBhYG9jiQ9mjsVf566orq//ANy+eARZz2/gRNhuxMYloH+fnlV2q7Z19RBNuKeoSnVxr6ifr6rXz0fo7CZnnbiK65eXlyP2mer1a9SIobgTfhbZyY9w8rcDiI2Lx4B+PorlA/xxJ+IfZKc8xcmjvyD2WZX82fOXcPtuDGyc3WHj7I6tO3bjWvgNOHWQ06esAnn1W1O6dHZDalo6MjJeiY9FxzxAZ/dOdSIv0rfqZnXtIuq0Xx9hnLr8ViiDhLHqjxbr7Ahr0TSZk5OLz1dtwJOnsWBZFsXFxdi6YzfMzEzh2rEdCouKwPM8rCwtQNM0Tp05h7PVQlyasuWbnUhNTUdubh5WrN2EKZPGyn1Bffj+bKxYuwlP/xX1f8jPL8AfJ08rbEJWByHLIjImFtk5uRg2Zio6tGuDn3Z9rfAhCztyDOZmpvAfMqDGfNu2cUbf3l5YtvpLFBe/xq2ouwg9fEzcz6fS0enQrg1+2rlF7vUGjpiEVRu2ys0/+t5DnLtwFa9fl0AoFOKvMxcQevg4hg2Wr1diUiquXL+F0tJSlJeX4/CxU/jj1D8YO3KIZPmO/glzUxP4D5INr/iNnolVX1a1RAhZDpGP0yBkOfTo6obU9Fc4fuoCOI7Dq8xs/HL4T3h2VrzIallZOUpKSsFxHIQsi5KSUgiFQvH5qOjHEAqFKCgswpqvg5Gdm4/At0fKSc9DKBTKpPeb8BFWfRWs8PpRMU8q8i/Gmm/2ITunAIFvy++T0qNLR6SmZ+L46SsV5cvBL7+dgaeHqE9XW2d79PXugmUbd6O4uAS37jzEwaNnMHvamIr0rkh9+QrHT10Cx3FIe5mFnfuPo6t7VZ8wvzFzsGrzbsX63n0g0regCGs270R2bi4CFYQaXZwdMGRgH6z+8jsUF79GatpLfLvnAMYEiO532zZO6Nu7J5at3lJRP6MReuQ45sycDKCyfl2pVr/OI/TwMQwbUhWWHDh8Ilat/1qxvndiKvQtxJqNW5Gdk4vA6W8rlr8dXSW/4Stk5+Qg8B2RPtu3rMfT6HBE37iA6BsX8N7smeju2Q03r4paJhMTk3HlWnhV/f7tOP748wzGjq4aTTjQfwxWrdus8PplZWUoKSkR1UehECUlJeL61LaNC/r6eGPZynUoLi7Grcg7CP31N8yZJb+voDJ5Zfq6ODthyKABWL1+C4qLi5GamoZvd/+EMaNHKNRfVWrzrVCXWo3EImGsGmmxzk5tPOBWrbSQkpqGgLFTYWzdBo4dPHE94hbO/PEr9PX14dapI5Yv+QSDRoyHuV0H/Prbcbw1suaOsKrwztSJ8BsxDk6u3WFoaIDtW9bLlfto3hzMemcyxk8NgpF1G3Ty7IuDh38Xn9+weRtGjFHcWbgmKIqCqYkB/vjzDG7cuo2jf/wFI5v24jl1Qg8dlZAP3h+GoBmT5Tpl7j0HIvRQlV5hITuRkpoOS+fOmDD9XWxeuxwDfEX/VI+dPIMbt+7g6B+nYGTbCQY2HWFg0xGhv1bNzZKYnIq+vXvK1VsoZLFs9WZYt+sBc2dPLFuzGVs3fI5pb1eNoHPvNQyhh0WjdQqLijB/yVqYt/GCZdte+OrbYBzetx29vST/Ge/95QhmTR8nt3yJyWnoW210FkVRMDPUAUVRcHGyR9ieTVi75XuYtfVFZ98JsLIww9Z1i8TyHv0mIPS3U+Lfw97+EHqOfXH1RjQWr94BPSdfrPtmr/j8sg27YO46FA6eb+H+o2e4cHQX9PV1q9JP+QR6LoNw9WYMFq/dBb02g7Fu2/4qfVNeoq9XF7n2A4BlG3+AuftIOPQcj/uP4nDhyHbo61Xl7zHwHYT+fhYA4OJoi7Ddq7H2mxCYufqjs990WFmYYuvq/4rlD+5eg9S0V7By88fEOUuw6YuPMaCPaBizi5Mdwr5fj7Vbf4JZ+4Hw9JsMG0szfL3m02r6pqOvdzfF+q7dBvO2feHgMRD3H/6LC3/sh76+XpW+PiMReviE+Hfoj1uRl18A6/a94OU3DsMG+WLx/94Tnw/bu0NUP9t4YsKMedi8ZhkG9OsNABAKhaL61bY7zJ26YNnqTdi6cQWmvT2uSt/kFPT1kT8aEQCWrtgAM3s32HfogXsPHuHi6d8k9HXv0R+hh6qG3i9duR5mdh1h375bhfwx6FeE44yNjWBjYy3eDAz0oV8tVF5YVIT5ny6DuV0HWDq44qttu3D4l5/Qu1fV85OYlIK+Pt4K9fUfNQm6pg64ev0GFi1bBV1Te6z7ssqZC9v/o8heDq6YMHUWNq9fiQG+VX8K3Lv3RWjYEZXkJfXtiK+27ZTRN3Tf98jLy4e1Uyd49RuKYUP8sHjBxwr1V5WGbC0hLTv1B8W3sFXO8vPzYWxsjLyXz2Ek1UHyjUHOLaH0rHA34jy6de1cFxeo8ey7/1mAsCPHIBAI8PLFA5mJBdVf20lJFVNaBaXOy5FPSEzGlFkfIuLCHyrIS5/nav4tJS/7yEin55GQlIKpcz5F+NlDOBHW3wAAIABJREFUAC/1z1BJ/rL6KEmvtHzS6eXYLzkdUz9YifCTP6g/Y6yyFywlNSmbtDwl7ShKn5dOTyMhKRVT3/sM4acPyKaX+S2bXlIdNdPL6CddftnyiernB4i4IKdPjFz7KbOREnllKLlnCQlJmDLzPURcVrXPy5v9kc3OzkEbtx4oLxfiP+8FYcvG1Sqnzc8vgLG1C/Ly8mBkZKQ8gQZUfpeO6WhBvxYOSxHPY1xJeb3q2lRpsc5OVkoszBR0Vnzj4Pk6dnZkLqCypFDI4lbMU3h3ba/GAnn17+yoJ6+uMyDt7ChzVuTnJ2Q5RD5Kg1cnawiqD2dV5mxJ56fUOVLf2ZFEXWdWyYdYptVLmXMh62wIWQ6RTzPh1dFCPFeSOulrOq/U2VHqfClzdtQ9L0+mds5O1XPbUTQXUJ23ALzZzk5tyM7OhblduwZxdo7rtaq1szO2uIw4O3Josaue0yS2qRE0TcHOygw0aS5VG5qiYGtpQGynATRFwdZcj9hOQ2iagp21OXnvaUBD2qy2oShydxXTgp2dptVdiS/OaGwVAIjs5mSv3tw2BBE0TcHJxliDMCCBpik4WcsftkxQjui5tW5sNZokTe1bQZBPi72LQmHD9bBvTgiFLK7cetigIxSaPqLhzUKWxdXopArbyS4HoXp2SoZdSw81V3ZembzSjZXc1L6+suUfOAhZIa7eS4eQFaogL73V0r7NAKGQxZWb98h7TwMa0mZkNFb90YJbdkil0ASaptDWyYaEEzSApii0tTMhttMAmqLQ1paEADVF9NzakveeBpAwVvOgBTs7LbZRq1bQNA07a8UzIRMUQ9OiPjskjKU+NE3B1kJPuSBBLjRNw85GdgJSgnLIt6J50GLvImnO1QyhkMWFcNIcrglClsPF24kQssTZURchy+Hi3XRiOw0RCllcuH6XPLca0JA2q826WJUbQT6kZYegFjRNw6ODI7GfBtA0Bfc2FnJeSErm7ZE5X8uh/MqG4tcWmeykPxbSUxYo04cHTQHuzsagKcjqr/T9Lm1PyQTSs280x4nZaJqGR0dn8txqQEPajISx6o8W7OyQaqEJNE3ByqKJzE/0hkFTFKxM9UgYSwNoioKViWoriBNkET238hcVJdQM+VY0D1qsm19ebU0gguqUC1n8feUOyklzuNoIhRzO3nwBoZA4O+oiZDmcvZ1GwlgaUi5k8fflKPLcakBDfisoqpajsZphq2Rd0WJbdhha1dl/CdVhaBpeXdo36ErAzQWaodCzkw1ohryQ1IWmKfTsYEb+ZWsIQ9Pw6tqRPLca0JDfilqHscjjoZAW6+yQl6Zm0DQFM1NjyYMtPSyj4lwsNEXBzEinHuylbK0sNdfikkamj4yytbCkPqgy5pHOr+Y+NZV9dswMW6mmn0z+8pNpjvT13vx3CU1TMDN5Q9cCfMNp0KHntZwr582viY1Hi3XzSRhLM8qFQvx1/haxnwaUCzmcCn+OchLGUptyIYdTt9KI7TRE9NzeJM+tBhCbNQ8a3dnZtWsXXFxcoKOjgx49euDq1as1yoeGhqJr167Q09ND69atERQUhKysLLWvq/oiloTqCBgGvr08iP00QMBQ6NfVHgISxlIbAUOhn4cFsZ2GiJ7bzuS51YCGtFllGKs2G0E+jers/Prrr/jf//6H5cuX4+7du/D19cWIESOQmJgoV/7atWuYOXMm5syZg4cPH+LIkSOIjIzE3Llz1b42qRSaQVEUjAz0iP00gKIoGOm3IrbTAIqiYKSnRWynIeS51ZyGtBlZLqL+aFRnZ+vWrZgzZw7mzp2LTp06Ydu2bXBwcMDu3bvlyt+4cQPOzs6YP38+XFxc0K9fP7z//vuIiopS+9qkaVIzyoVC/HE2omnbj+ckN2XiPC+xqZBA7lZezuLE1TiUl7MarD+lxqZ0rSup8ivNT2pTml7avrJrXam7Fld5OYsTEaki2yldW0vJ/WiBiJ7b8Kb93DYSxGbNg0ZzdsrKynD79m34+/tLHPf390d4eLjcNH369EFycjJOnToFnufx8uVL/Pbbbxg5cqTC65SWliI/P19iA6o6crEsB7ZiOCvLsmA50b6w+r6QBadwX/TyLBcKJfYrP4qV+zzPy+wDkNjnOMn9ypk7OY6Tu89ynHhBTpbjwFbu11mZWJkyCRgGg/p0BUPTapSJFe9LlIOV3ZctU2U5pPbFZeIkysdJ7PNKysRWu09stXJI7leVqUJfvlo5eF48HJrj5O+zFfsChsLgHg6gKj7ILFelu6hMfLUyVe1zivZ52f1ylqsqE1vloEnvi8tUsS8qh5J9rmqf5XgIuap9Vsm+kJXc5xTtyyuTkANDA0M9rSScznIhJ7FfdZ+4avep2r7S+8RJ7Dd+3VPzearhHSFgGAzp50neexqUqSFHsJEwVv3RaM5OZmYmWJaFtbW1xHFra2ukp6fLTdOnTx+EhoZi8uTJaNWqFWxsbGBiYoJvv/1W4XU2btwIY2Nj8ebg4AAAePhvAgDgcWwCHseK9u89fo7Y58kAgLv3YxGfmAYAuBX9BEmpGQCA8KiHSMvIBgBcuRGDzOxcAMCFa3eRm18AADh7KQoFRa8BAKfO30RJaRmELItT529CyLIoKS3DqfM3AQAFRa9x9pKoZSo3vwAXrt0V2Sc7F1duxAAA0jKyEX77IQAgKfUVbsU8BQDEJ6bj7oNnAIDY58m49yReVKZnCXj8rKJMT+KryvTgGeITRba9FfMUSamvRGW6/QhpGTmiMt28j8zsPFGZrkcjN79QVKbLd8RluhAeU1WmC5FVZbp4u6pMV+5WlKkQF8LvVZQpD1duPRKV6VUuwm8/EZUpLQu3YkTliE/KwN2HonLExqfh3tOK+xSXgsdxKaIy/ZuI2Beictx9FI/4ZFE5bt17jqQ00b0Jv/MMaa9E9+bK7X+RmSO6NxduPkZuQbGoTOGPUVBcKrpPVx+h5P/snXt4VdWZ/79r7X2SIJCEEMMlAiIgINcIKJei9YZFq2id0Zn20WlH21o71WrbX+u0VVu1TttpRerodJ6qjLa12MHbTBFBkJtcAwnXBAIEEkhCCCFXSHL2Wuv3xz45l7WT7Ox1knNyctbnefaTd++svc96371ue73r0mrBYhyrthTBYhwtrRZWbSmydbrQirXbSwI6XcT6Xcdtnc43Y3OBHceqc03Ytq/c1qm6AbsO2ennRGU9Co7YcTxZ1YADpbati07WoeikHcf9pedRcsq2e8HR8zhRZdt91+FalNfYdt9WVIuq8y0AgM0Ha1FT32brtK8OdU12ZbG24DwaW+wC/KM9dWjxC1gc+KigHhYHWvwCHxXaz25s4Vi7z5brmjnWH7LtUtPIsPmw/ZtVdQzbjtq/WV5rYddx214nzlooOGHLJVVt2F9uy0UVbSg6bcv7y1pRUmXHseDEBZyotuVdR5tQfs6Wtx1uRFWdLW8+VIeaer+t095zqGvyB3SqRtNFC6ZBsHp3NVraGCwm8NHOClhMoKWN4aMdtt0bL/qxdpf9PuoaW7F+j329pu4CNheeCrynRmzba7vKy8/UY9dBO8yJ0+dRUGynsZKTZ7GvxH5/RcerUHTcTm/7Sk6j5MQZW6dDJ1F6qgaAnPZKQmkvvxg15+0PrPXbDqCuoRkAsGZzIRqbbbuu+nQ3Wlr9dtr7dHcg7Un5aeMeW6eGJqz/rNDWqbYem3bsB9C9MuLEqTPYX3zC1qlXyr1daGy209CqddvDyr3tYeXe9oBOF7Bmw66ATo1Yv2VPQCep3Ms/ENCpGjsLiwI6VaJg/xH7PR0vx76i4wGdTqCo5ESYTuUBnY6E6VQUptOBTnTaE6nTBTsvxAJCo9syQp4IqQlBRLf65XueiooK5ObmYuvWrZg3b17w+vPPP4+33noLxcXFjnsOHTqEm2++GY8//jhuvfVWVFZW4gc/+AHmzJmD1157rcPfaW1tRWtra/C8oaEBo0aNwpmyYuRcOjT4JWAY1P5CIAQGpbAYA2mXLRZITB3JFJSSwBeAEZRNwwAhIRlA8AurXfaZJoQQQZlzAcZDMuccpmmAc/uLPigz+zrjPNjbwrjtDjAMQ0EnqxOdGIww/UzDCDZwFt8wGz7TtHUK+Im71slw6hSIO2csKDt1AgyDROpkMYAgoBMHCcoMlNiZ3pbtuFt+K1InIoKyaVAQgqAM2F95QTnQIyMCPQM+0wAXoXfAhQBndnjO7Z4Jk4qQHHgH9pct8NH2E1g05zKkpZjBr02D2F+l9nsisCx/4D0RWIyDggd04rZ+hMNiApTa09ktPwvKfsZhEm6nPSZgUgCwGzxmoCC0LAZfu04c8Bl2zwfn9kBgzllIjrguwIUtMy4gAJiUgAn7/RuUBHpvSJhsvzOLC5BAGItTUIKATgI0kG+COhmGrSslAZ3suK7efRY352VjQGpK4N0Ie8AyNWExAZ9JAzoR+EwaeDcCps8X0MN+H1zQ4LvhXICD2O+JcwgB+EwzLO1RtK9jaOcnDlAjMu0ZZljao4H3FEh7FgM1DCk/0bC0F3hnEemNAiCR+YmLsPzEO8hPIrKMCMjt+UkIgVXrd+LW62cjLTUl4t2olXtG7Ms9Safoy73uleX19Q249LIrUV9fj/T09A7rmWhpaGhARkYG1uUOwaAoepKaOMdNp897iuumTZvw61//Grt370ZlZSXee+893HXXXZ2G37BhA2644QbH9aKiIkyaNCl4vnLlSvz0pz/FsWPHMG7cODz//PO4++67vSvVQ8RtnZ3s7GwYhuHoxamurnb09rTzwgsvYMGCBfjBD34AAJg+fToGDhyIhQsX4rnnnsOIESMc96SmpiI1NdV5PcUHwM4Y7Rhho+7DR+CbprvsM00lmRASlO2MFy4bAZmiPf1TSkFJe+USFvdwucd0cupnGgZuu3FOsFDzmWZw3EvnOhkdyDTYrRgud6yTkHQKyWaEbATDd6arzzQAwST9hKRrpCwED+gUiDshoOFyIA6UElAQQLCQDLuCB+wKe/Hcy2FSEamf4F3oRIPjTILXAw2OUJiQ7AsL74u4jjDZvk4ICVwXAT0QplMHMiVh7yn0bKdMHNdN2nF8TYME1+2JvB6yQXsjZvHsHJhGqKveZwbCExKU7fdEQ3EPXLf1IGF6hMmBz+Hu5ScaXEeo47TXQT4LxrfzNOaUiZSfOspDXZQRNFIPIQRuu/GaYNyiLyPadYphuSfp5JB7qSwPP+9tol9U0Pu9zc3NmDFjBr72ta/hnnvu6fZ9hw8fjmhQXXrppUF527ZtuO+++/Dss8/i7rvvxnvvvYd7770XW7ZswbXXXus5jj1B3Bo7KSkpmDVrFtauXRvR2lu7di2WLFnS4T0XLlyAKSW89kQdpw6qpMTu+dBTWFWwGI+o+DXdJ9iTo1FC59u+T/SLCnq/d/HixVi8eLHn+3JycpCZ2fE+iUuXLsUtt9yCJ598EgDw5JNPYuPGjVi6dCnefvttz7/VE8TVw/fEE0/gD3/4A15//XUUFRXh8ccfR1lZGR5++GEAtoEeeOCBYPg77rgD7777Ll599VUcP34cn332GR599FFcc801GDlypKffbh/gpvGGxRjWbNqj7aeAxQTW7ioLDvLVdB+LCawtOKttp4idb3frfKtAItpMnpQTPpSjp8jLy8OIESNw00034dNPP43437Zt2xyTj2699dZOJx/FgrhuF3Hffffh3Llz+PnPf47KykpMnToVq1atwpgxYwAAlZWVEWvufPWrX0VjYyNefvllfO9730NmZiZuvPFG/PKXv/T827HsmuxP+EwTSxbNcw+oceAzKe783BUdTHd32c5BxtGL6XU7CJf/e+0lFVJl4OhKl3oTiEv8hXQ/Cdhu7vD2AFJ44QgvBZAvJB12vp0f72gkJInoxmqfiNPO008/jWeeeSaaqAUZMWIE/uu//guzZs1Ca2sr3nrrLdx0003YsGEDrrvuOgBAVVWVp8lHsSDuNf4jjzyCRx55pMP/LV++3HHtO9/5Dr7zne9E/bva7aWGEAKNzRcxeOAAPc3RI0IINF7wY/AAQ9vOI0IINF60MHiAqTc7VEDnW3ViWVeQ0JAwtfsDf8vLyyPG03Q0blWViRMnYuLEicHzefPmoby8HP/+7/8ebOwAzvFDQoi4pr2knaiWiF2TfQGLMWzecUDbTwGLCWzZd1q7YhSwmMCWg7XadorY+Xa/zrcKxNJmPbXOTnp6esTRk42djpg7dy5KSkqC58OHD/c0+SgWJG1jR7ux1PCZJm6/6RptPwV8JsVt88YGZwtpuo/PpLhtzjBtO0XsfHutzrcKaJu5U1BQEDEbet68eVi7dm1EmDVr1mD+/Pi5UpP2LbavkKkBnIMcOrcN5wJ1DU3ITB8E2u1ZAy7Pl7s2+7yL0Wv8QqsR1zW2InOQL7h8QMfBXcakuIaXx8C4ncvPdxvzIyH3uzuiK30Zy49ztF/k59lrFtU1+W3byemOyPpI9ztM7RoBbzjGDPU9N5FavtUAsa0rCIlyNpY83q0bNDU14ejRo8Hz0tJSFBYWIisrC6NHj8aTTz6J06dP48033wRgz7S6/PLLMWXKFLS1teGPf/wjVq5ciZUrVwaf8dhjj+G6667DL3/5SyxZsgQffPABPvnkE2zZskVZt2hJ2s8kxnV3rgqMc+zaeyS4IJ6m+3AmkF9cDa5dMZ7hXCC/pF5/pChi59vDOt8qEMu6wl40NLrDK/n5+cjLy0NeXh4Ae5Z0Xl4ennrqKQDOiUJtbW34/ve/j+nTp2PhwoXYsmUL/va3v+FLX/pSMMz8+fPxl7/8BW+88QamT5+O5cuXY8WKFXFbYweI4wrK8aJ9pcr6M8eRnj443tFRo9dfmdfZOF4LUK+zjTz2dLiFl2cPuYQXbrOn3J7vOJfvl3s+vIa3uv5/rHt25K4UuQAm0uwsKs/WkjqcqXQu/57r/fL/5Z6fyPDE8X/5XF6rRtZPDi9XQC726c4z3cK7EXXvU/L0DjU0NCJj2NiYrKD82fhhGGSo90E0MY4FR8/0alwTlSR2YwGhDJtU7b2o4FygprYe2VkZ8esO73Nur+5NHedCoKbuIrIzUiO/wFzj77Vx4nFquVvjzw35+W5uLXnqueN+Z+OSC4Gaej+yM3zBFY9D98tuJD01XcbOt3XIzsrUbiyPxNSNFe2iggpurGQhad1YXHfnKsE5x4HDJ7T9FOBc4GBprXbFKMA5cLCsCTrZqaHzrTqxtJne9bz3SNqenfC9UDTdxzQN3LhgZryjkZCYBsUNV1+m4PbTmAbBDdOz4h2NhMXOt3nxjkZCouuK/oHu2dF4gnOO01XntP0U4FygoqZZ9+wowLlAxblWbTtF7Hxbo/OtAjHt2Qm4saI5NB2TtD07CV1oxnHMCucCx05WYFh2JmjSNpXV4ELg2Ol65GSkOMedROBxDI/b/R7H6DjmLHgcoEwcSwtIX8aO57mkZyHsdFd5ATkZPlAjyvTuMoZH1r8/eAZC+XaIzrceifnU8xjvep4sJG1jR3dNqmGaBq67dlq8o5GQmAbFwhkjnbOtNK6YBsHCKR3vsKxxx8630+MdjYRE1xX9g6Rt4+vuXDU45zh56oy2nwKcC5ysakzsXsU4wbnAyeoWbTtFdL5VR7ux+gdJ3NjRhaYKnAucPnNO208BLgJjduI+VT7x4AKoqG2FTnZq6HyrTjzcWHo2Vs+j3VgaT5imgfmzroq86Fj3RH89RhBo3JiUYN6UYR3Yx+t2EB63h3A83+sYHbf4RYYXkMfwuLjtHOOXnPqaFJg3MT14Hnm/27o6PTzGRx4z5VhksO/RYb7VdItY1hWEUpAoBlVFm9T7M0nbs6OXTVeDcY6jJyq0/RRg3B6gzPTXtWcYFzhWdVHbThGdb9XRNusfJG1jJ8l2yegxhBA4X9+o7aeAEAK1ja3adgoIAdQ2WfFfLDtB0flWnVjaTI/Z6T2S141l9P2u576IaRiYM2NivKORkJgGxZxJOdrNp4BpEMwZn6B72fUBdL5VJ6Z1BSHRrXWgx+x0StL27ER2TRLp0HQG4xzFR8t1164CjAsUl513d8UI0fUB6XALL3jEIYSIOCCYdESGB2ddH3J46XnO3/P4fHAwzlB8ujmwAzWPPBz2kf7vhuP+/oedb8t0vlVA26x/kLQ9O/21UOt1hMDF1jZtPxWEQEsrC9hON6q90tKmKx1ldL5VJ5ZuLBLlRqBclyudkbSNHUO7sZQwDAN5U8bFOxoJiWFQzJyQrd1YChiUYObYgfGORsJi59vx8Y5GQhLTuoKSqGZjgerGbGckrxuL6Qqnczp36zFm754cW/vF2s0ou4q83t6xW4RxjgOltU5XTLRuGEd8XQ6H20p2e0n/9/o8h5tLdmvxiMP9+RyMMRwoawZjHcTX7X15DR81vf187zAu7HzLhR7X4RFdV/QPkrZnR6PRaDSavoTeG6v3SNrGjmEkbadWVBgGxdSJl8c7GgmJQSmmjs0ChBXvqCQcBiWYOmpAvKORsBgGxdRJY+MdjYQkpnUFJfYRzf2aDknaGp8xvRmjCowxFBw8pu2nAGMchSU1YKxvuDYSCcYFCk9c0IsKKsIYQ8GBEp1vFdA26x8kbc9Ov/Jby7r05uwBQjAgNSWx7efY3iJGhRkhSEs1FIYduWwH4XIu5F3WHdtDuP3fJT3JaUHWz227he7oIwTSfCQoe4qv5zX0+2GDihAMSEtN7HwbL2Jos6i3i9ADlDslaRs7RjQj3pMYg1JMGj8q3tFISAxKMGn0EO3GUsCgBJNGpsY7GgmLnW9HxzsaCUks6wo9Zqf3SNoa39Jdk0pYjGHX3sPafgpYjGNXcTUsPbvDMxYX2HXsIiztxlLCYgy7Cot1vlUgljbT20X0Hknb2NEtYDUIIRiSMVjbTwFCCLIGp2rbKUAAZA0y9FKMihBCMCRT51sVtM36B9qN1SGOQQe9GZWEwqAU4y8fGe9o9C1cx0jZ/zcoMC43HeCWdI/HMSiuY2pczh1jYjyO4XEgjxmT8pbLJ5WQ4kM60M8gwLgcX+CCW8+YS3wdY3rk5/W/b0A73+bGOxoJSUyHPOjZWL1G/8vV3cSydHeuCpbFsHX3IW0/BSzGse3gGe3GUsBiAttKLsLSM9mUsCyGrfkHdb5VIJY2I4RGfWg6JmktQ3ULWAlKCXKHDdX2U4ASgpFDLwHV3eKeoQQYOcTUH66KUEqQO1znWxW0zfoHSevGono2lhKUUoy5bFi8o5GQUEowZvhg242l8QSlBGOyfe4BNR1i59vh8Y5GQhLLuiLaQcZ6gHLnJG2Nr7tz1bAshk079kdpv1jvddU3sBjH5n2VCm4sb3tfCc4iDufeV1w65P2rpP+77q3l8jzOIw9HeJf7IWzbHb5g287rXmKd7FWmbv/Ew7IYNm3fF0W+Tc48C8TYjaVnY/UaSdvY0V2TalBKMG7MSG0/BSghGDcyXbuxFKDUHqCsO2TVoJRg3OU636qgbdY/0G4sjScopcgdPjTe0UhIKCUYmT1Qu7EUoIRg5JCkLa6ixs632fGORkIS27qCOld490Ri9jzGgqSt8fu1G4uQyKMHsSyG9Z8Vdm0/QiMPr/Ri/HsERbeIxTg+3VPhdGM53Ewuz3dzA7m6ndzcUNLBWeTh+v8of88Rfw7LYvj00IVAupP/79F+/cAt5RXLYli/ZU//Lvd6Ce3G6h8kbWNH9+yoQam967m2n3coJZgydojuFleAUmBKrnZjqUKpveu5zrfe0TbrHyRtv7CucNSglCAnOzPe0UhIKCHIGTJAu7EUoIQgJ92IdzQSFjvfDol3NBKSWNYVejZW75G0TVa/pSscFfwWw8cbd8Ovu8M9Y1kca3ad0osKKmAxgTUH9KKCqvgtCx9v2KXLPQViabP2jUCjOTQdk7Q9Owb18pWY7NtHhPQ3qIE5M67Uu8Z3ScfbOVAKzJ6YHXDFdJWG5DE9XW/vIG+34H27Cbffc3m+o4B12x9C3l4i8lzwyPsJMUCJwOzLfaCEu8fHYVu5cSnlfYc+3dv+o/PzvlfhGNTAnJkTPZZ7GsBrXREllCAqXy3VH1KdkbSNHe3GUoNSgqzMwfGORkJCAxuBQuiva69QQpA1UOdZVex8mx7vaCQkuq7oHyTt57nuzlXDb1n427qd2n4K+C2OVTvK4bf015dX/Exg1b5W+LUbSwm/ZeFvn2zX+VaBmLqx9GysXiNpe3ZMQ3fnqmAaBhZeO1XbTwHTIPjctGEwDV0gecWkwOcm+GAm7edZdJiGgYVzp+t8q0AsbRbtuBs9Zqdzkrbo0IlCDUII0gddou2nACEE6ZekdGA7r9sdONeh8bT9gtu6N27r6kS7Lo/jcNePQCA9DSAd6Svbz23dnai3j0g8dL5Vp7/bbNOmTbjjjjswcuRIEELw/vvvdxn+3XffxS233IJLL70U6enpmDdvHj7++OOIMMuXL+9w8HRLS0tvqtIlSdvY0d25avgtCx+s2abtp4Df4vhwa5l2YyngZwIf7vVrN5YifsvCBx9/pvOtArF1Y9GoD680NzdjxowZePnll7sVftOmTbjllluwatUq7N69GzfccAPuuOMOFBQURIRLT09HZWVlxJGWluY5fj2FdmNpPGEaBhZdd7W2nwKmQXDLrJEwDV1he8WkwC2TTe3GUsQ0DCy6frbOtwrE1I0Vh3V2Fi9ejMWLF3c7/NKlSyPOf/GLX+CDDz7A//7v/yIvLy8UF0IwfPhwz/HpLXTRofGMaeoCUxXT0FlOFZ3sokPn2+ShoaEh4mhtbe213+Kco7GxEVlZWRHXm5qaMGbMGFx22WX44he/6Oj5iTVJW/JaLJpF8Yh0JA8WY1i1fleU9uvr9M77tZjARztPuS+M53WMjusYHpcxK657X3k83MbwuO2lJf1fCA4/4/jogAU/686YH5cxUE6DS0f/w2IMq9bt6Of5tneIqc16Y6v/AAAgAElEQVTkfQFVDgCjRo1CRkZG8HjhhRd6Lcq/+c1v0NzcjHvvvTd4bdKkSVi+fDk+/PBDvP3220hLS8OCBQtQUlLSa/FwQ7uxNJ4wDQO33ThH208B0yBYfM1lMKmucLxiUuALU6h2YyliGgZuu+lanW8VSEQ3Vnl5OdLTQ+sqpaamRh23jnj77bfxzDPP4IMPPkBOTk7w+ty5czF37tzg+YIFC3D11Vfjd7/7HZYtW9YrcXEjaRs7GnUsi+lCUxGLcV1hK2IxaNtFgc63yUN6enpEY6c3WLFiBR588EH89a9/xc0339xlWEop5syZE9eenaQtOpKqO7eDbk5VLMawZtOe5LJfD2ExgbW7K2BZkuvFDVe3ldvhdeq5m5tKdoN5dGu5/X4Hh8U4Pim2/7q6+ZwGdDnk4JHPF9KRiFiMYc3GfJ1vFYilzQiJcjYWiU2V/vbbb+OrX/0q/vznP+P22293DS+EQGFhIUaMGBGD2HVM0vbs+MykVT0qfKaJJYvmxTsaCYnPpLhz/miA++MdlYTDZxDcMS3esUhcfKaJJbcuiHc0EpJY1hXxWFSwqakJR48eDZ6XlpaisLAQWVlZGD16NJ588kmcPn0ab775JgC7ofPAAw/gpZdewty5c1FVVQUAGDBgADIyMgAAP/vZzzB37lxMmDABDQ0NWLZsGQoLC/Ef//EfyrpFS9L27CTqF1q8EUKgoemCtp8CQgg0XGjTtlNACIHGlsTtWYk3Ot+qE1ObURL94ZH8/Hzk5eUFp40/8cQTyMvLw1NPPQUAqKysRFlZWTD873//e1iWhW9/+9sYMWJE8HjssceCYerq6vCNb3wDkydPxqJFi3D69Gls2rQJ11xzTZQGUoeIJEv9DQ0NyMjIQM3pEgzNGtJDT00wE0bxyv2WhTUbd2PR9Vd3/4tH3qXaGcDl3y67TEf9f6mb2nVXcTm8yzm3z/0Wx9rdp3FLXg584YNP5I1BmdTzw6Rpo1LPkHCEl855m3Qu/R6X4+u2q7gL8telvNCZvIu0kSL93+f4v58JfFIM3DwJSEmRFiYzUx3hu3ye41xKx0Q+j4wvkeNP5HPa9bk8w6/Dr3E5jNt3adeVnJ8xrNmQj0Wfn63YU5Fcs07DOVd7Htm5E1BfX99r42Da66XSf7weg1PUe5Ia2yyMfXtjr8Y1UUlaX07Pdk3KBUGCNX484DNN3H7TtdJVF33lgtrR+InSfnJl4bg93u/D1tdnArddm+tsXLg1xuT/yuEd9nRprMjh3Ro38v/dcOtKl/8v20NubEDAZwCLp4TOI//tpm+833/88Zkmbr95rntAjYOYDnlQXAU5/H5NxyStZTjXBaAKnAvU1jVq+ynAhUBtYyu4rnw9wwVQ22z/1XjHzrcNOt8qEEubdbSflNdD0zFJ29hh8tekplswzrFr72Ewr1/7GnAukH+4Vlc4CnAO7C7z3smksWGcYVfhYV3uKaBt1j/QbiyNJ3ymgVuvnx3vaCQkpkGxaPYIp9tG44ppALdMjncsEhefaeLWz8+JdzQSkpjOxorD3ljJQtLW+PrrWg3OBWpq65CdlQkat4zV02OkYjPmiguBmrpWZKeboF11N7uOQZG7N9zGsHgcgOw2pkg2j0MVeQyVPEZH+n3iPsCbC6CmGcgeCBjyCtRex+i4he+H9UXfyLeJSUzrimjXQtNurE5JWjcW1/3hSnDOceDwCW0/BTgXOHiiTje0FeAcOFhFtRtLEc45DhSX6nyrgLZZ/yBpe3b0DsBqmKaBGxfkxTsaCYlpUNyQN1y7sRQwDeCG8brSUcU0Ddz4uavjHY2EJJZ1BaHRuaJitIByQpK0jZ3eba338anojqna3Y8f5xyV1bUYkZMFmijTHKPQV4lOns+5QFXtRQzP9EW6Elzj4zI13eGWcjt3uV/uefKaVxzpQp5aLr8Pt3WMOLgAqhoJhg8WoFL8icM+Lm6+foG3CtF7vtXukHZi2rNDEJ3p9WvrlASprXoe7UpQg3OBYycrtP0U4ELgWEWTnnquABfA8XNUTz1XhHOBYyd0vlVB26x/EPfGziuvvIKxY8ciLS0Ns2bNwubNm7sM39raih//+McYM2YMUlNTMW7cOLz++uuef1e7sdQwTQPXXTtd208B06BYOD0HphH3bJdwmBT43Fimdz1XxDQNXDdX51sVYmozedNmlUPTIXF1Y61YsQLf/e538corr2DBggX4/e9/j8WLF+PQoUMYPXp0h/fce++9OHPmDF577TWMHz8e1dXVsCyrw7BdoQedqcE5R3nFWYwaeWniuLH6CJwLlJ+9gFFDU/SMGI9wAZTXEYzKFPH/QktA7HxbjVEjc3S+9Ugs6wo9Gav3iGtj57e//S0efPBBPPTQQwCApUuX4uOPP8arr76KF154wRF+9erV2LhxI44fP46srCwAwOWXX67027prUg3OBU6fOYfc4dmxW5k81mNuegkuBCrOXUBulg+0K+e621Rzh/5RjtFx3T5CPocLcgD5y9hlDA91xp9zoLLBQG66BeqIr/Q86jYV3a3ykv+f+L0hnAucrjqH3OGX6h0FPBLTukJxM8+I+zUdErdk39bWht27d2PRokUR1xctWoStW7d2eM+HH36I2bNn41e/+hVyc3Nx5ZVX4vvf/z4uXrzY6e+0traioaEh4gBC5StjHIzxgMyCKwNb4bLFgq17p2xnBL9lRcjt+xe1y0IIhwwgQuY8UrYsFpB5hzLjHBYLyaxd7jGdmEMn0zQwZ8aVMAzqQScWlCP0YE7ZqVO7HpLckU4sTA8WinvnOrGw98TC9IiUQzoF4isELIuH5EC8OO9YZgHZNCiumZQdXNKdcQEWiEu4bIXLTIT0YCI43sdioXHE4bKfher2dlkIwM9JhGzrFJK5ACwPMhOAJUIyi5ARkElQtnikzDuU0aHsZ4BBgLmjrYAOgXfDRIQcfE8B2X434XL33pMth6U3HkpvkWmP93La85ifuigjTNPAtVdP1uWegk6Gdjv3C+L2FmtqasAYw7BhwyKuDxs2DFVVVR3ec/z4cWzZsgUHDhzAe++9h6VLl+J//ud/8O1vf7vT33nhhReQkZERPEaNGgUA2F9cCgAoKjmBopITAIB9RcdRcrwcAFCw/whKyyoBADsLi1BeUQ0A2Jp/AJXVtQCATdv3oqa2DgCwfsse1DU0AgDWbNiFxuYLAIBV67ajpbUNFmNYtW4HLMbQ0tqGVet2AAAamy9izYZ8AEBdQyPWbymw7VNbh03b9wIAKqtrsTX/IACgvKIaOwuLAQClZZUo2F8CACg5fgr7io4HdDqJopKTYTqdCuhUEqZTcUin3QdDOu3YF9LpswLUNTTZOm3cjcbmi2CcY9X6nWi+2GLrtH5nSKf1u0I6bdwT0KkJ6z8rDOhUj0079ts6nT2PrbuLAzrVYOdeW4/S8jMoOGDrUVJagX3Fth5FR8tRdNR+N/sOn0RJqa1HwcFSlJbbeuzcewzlledsnfaUoPKsrcem/MOoOW+/m/XbD6Gu0X43az47iMbmFvs9bT6IllY/LMaxaksRLMbR0mph1ZYiW6cLrVi73Y5jXWML1ufb6afm/AVsLrTtW3WuGdv2n7Z1qm7CrmI7XieqmlBw9DwYF9hZVIN9pfW2TmWNKCqz47X/ZDNKKu1Ge8GJFpw4a+9cvut4C8rP2wXvtuMMVfW2vPk4UGO/Gnx6PBV1F+1a7JOjqWhqs7P16mPpaLEILEGwujQLliBoYRSry3MAAE1+A5+cyrZ1avPh0yr7ek1rKjbX2HJVywBsr7Xl8osDkX/eDn/iwmAU1g0FABxtysCBhiEAgOLGTBQ3ZAIADtRn4mijvfNy4flMnGgaCADIr8lEefMAAMD26iGoarZ3Kd98OhM1F+0dyT89MQh1LUZAJx/qWwiOnaNYfSQFLZbdGFp9yP7b4gc+2m/vDN/YIrB2r23fumaG9Qfsj5ua+jZsPmin8arai9h2sMbW6ewF7Co6Y+tUWY+CI2cBACVl57H/mC0XHa9G0XH7Xe4/WoWSk/b1gqJylJ6y09vO/SdQXnUeALB1z1Ep7dlxWL/tAOoamgEAazYXhtLep7tDae/T3YG014ZVn+62deo0P9Vh0459AAJlxO72MuIsdu49DAAoLatCwYGjYJxjx55D2HvISxnRU+Xe9rByb3tApwtYs2FXQKdGrN+yJ6RTRLl3IKBTNXYWFgV0qkTB/iP2ezpeHlbu9U5ZXt9kv7NYoIfs9B5EOLZQjg0VFRXIzc3F1q1bMW/evOD1559/Hm+99RaKi4sd9yxatAibN29GVVUVMjIyAADvvvsu/u7v/g7Nzc0YMGCA457W1la0trYGzxsaGjBq1ChUlx/GpdlDg18ChkHtLwRCYFAKizGQdtlioJSAdihTUErsLwBqBGXTMEBIu2xXPhZjMA0jKPtME0KIoMy5AOMhmXMO0zTAOQfnwiEzzu3eFsOWIQQMw/Cuk9/qRCcGI0y/9t/Zve8Irp42AaZhBHSiLjpx+EwjpJNBbD0CcQ+XbZ14mE7teoTpZDGAIEynkEwJASUkINtxtywrUieCoGwaFAQiKAOAFfHO7PiKQM+ArYcFzgRMk4ILAc7s8JzbPS8m4SHZoGDMH/zi3VNSixlj05Hqo8HeG0NYIZkSWP4WkHaZCVDeauvBBCgFCPfDYvYMb0oAq601KPsZYIo2kHaZAmB+WILAJIHeBj+DjwqIQO+MDxa4ALggMKkAt3hIFvbXdlAOPIcJQCAkAwRGu0wJDNLe22OnSYsTECJgEMCCAUqEHXdOQH1GQA704vtSQjIB/EgDAOytNDFlmIW0NLtxZHFbP2KkwuKAr/090TT4DGK/Gw6YKWkB2X4fnJjBd8O5ACc++z1xu/fB9Pki054wAu/GTofEMALpjdtpz/CF0h6lsLgIS3sM1DCl/ERDaY8Q+AO9fqH0RgGQyPzEhZSfvJURIAR79h3BjCnjkZri60YZYfRAuRcq6/pkuddNnRoaGpGdOwH19fVIT0931DE9QUNDAzIyMnDqm7ciPdWn/pxWPy77/ce9GtdEJW5jdrKzs2EYhqMXp7q62tHb086IESOQm5sbbOgAwOTJkyGEwKlTpzBhwgTHPampqUhNTXVeT7ELzPAuSsMI+ebNcNl0l8P3T+lcbv8tEbxOCAnKdsYLl42ATIN+9nDZCHO+R8g9ppNTP9MwcG3eZMf1cP0IgaSTESkLbuuBMJ0i9CAuOoVkWycRqV+gIOxUp8CYj6B+Qki6RspC8MB7CuhBCKhJQrJhV+qUwh6LwwO6BvUILZ5xzaRsgFth1wEwjpBKAmaY3900SOh6MLocYUkJZvsYFQH4qP28oAwAgsOHoJngIwwQdox8BIDFQRHo5mUAFfY5uH2NCm5fbw8jRGgUiwCM9vFHIjC6JeDqCoYhgYJGBOJrhO61zUjDZACcRYT3mbabYnYuC92IkH6EAD7Dvh4uUwIEkl7Ye4p8N3aaDDTKaCCy6DpvkcC56UiHHcimEfzc7iqNOWUilRFSHnLIUhkR0DU8/18Tlm9jW+455b5d7kXGV++j2D+ImxsrJSUFs2bNwtq1ayOur127FvPnz+/wngULFqCiogJNTU3Ba0eOHAGlFJdddpmn39e7dqvBOEfx0TJtPwUYFyguqw/24mi6D+PA4bMmmE52Suh8q05MbUZ74NB0SFxN88QTT+APf/gDXn/9dRQVFeHxxx9HWVkZHn74YQDAk08+iQceeCAY/stf/jKGDh2Kr33tazh06BA2bdqEH/zgB/jnf/7nDl1YXZKgM3rijhC42Nqm7aeCAFra9FYRqrRYekCCMkLgYkurzrcqxNBmhJCoD03HxLV/7r777sO5c+fw85//HJWVlZg6dSpWrVqFMWPGAAAqKytRVlYWDD9o0CCsXbsW3/nOdzB79mwMHToU9957L5577jnPvx3ezanpPoZhIG/K+HhHIyExDIKZ47OCbixN9zEoMGOEP97RSFgMw0DeVKebX+OOriv6B3F3Rj7yyCN45JFHOvzf8uXLHdcmTZrkcH2pwHR/eAgP69gwxlF09CQmjx+jPiVT3q1OXjel14nP1w/jAkUn6zH5sktC43U6JMq9slzX2XEJ77rOjkv8XL8upf8TeZ0cOX0wMA4U16RgUnYbDMPjXmCOdYi8fqm7rNuTAB/TjHEUlZzE5AlR5NskJaZ1hV5VsNeIe2NHo9FoNBqNbuv0Jknb2NFfN2oYBsXUiWPjHY2ExKAEU8dmAky7Y7xiUGBKTlu8o5GwGAbF1Ek636qg64rYsWzZsm6HffTRRz09O2kbO+2rbsYHufmdOIMGGWPYV1yK6ZPG9qIvO9Hs4/I5FXB7MCaw/0Qdpo0ZFOnGctkewrEUlsMtxVz+7+Kmkt1abs+L1o0lu/C64UZjHDhQnYapOS1ON5abm8ktvkkwaJcxhn1FxzF98hV6DIpHYlpXJPl2ES+++GLE+dmzZ3HhwgVkZtoLldbV1eGSSy5BTk6O58ZO8jZZdX+fGoRgQGqKtp8KBEhL0RWNKmlm/2+U9BqEYEBaqs63KsTSZqQHjgSmtLQ0eDz//POYOXMmioqKUFtbi9raWhQVFeHqq6/Gs88+6/nZSdvYMeRBkJpuYVCKSeNHa/spYFCCSaPSXQYnazrCoMDE7FZoj4IaOt+qE0ub6annIX7605/id7/7HSZOnBi8NnHiRLz44ov4yU9+4vl5SZvyrbi6sRIXizHs2ntY208Bi3HsOnwuuDmlpvtYHMivGABLT6JUwmIMuwqLdb5VQNssPlRWVsLvd45vZIzhzJkznp+XtI2d/tQCjiWEEAzJGJzc9lPceY8QgqzBKd57xQWXDhF5QDo4jzwc90sHZ5GH/HzGpIO7HFJ4OT5u98vhOQMRDENS/SCCAdIheOThsIebvZIAQgiGZCZ5vlUkpjZLcjdWODfddBO+/vWvIz8/PzhuMT8/H9/85jdx8803e35e0jZ2dHeuGgalGH/5SG0/BQxKMG7kYO3GUsAgwLghrTC06ZSw822uzrcKxNSNRUnUR3/h9ddfR25uLq655hqkpaUhNTUV1157LUaMGIE//OEPnp+XtLOxLEt3TapgWQw79x7GNTMmRmyep3HHdmPVYs6EjLANPjXdweJAfuUgzB7RlLyFVhRYFsPOwmJcM3OSzrce0XVFfLj00kuxatUqHDlyBEVFRQDsjb+vvPJKpeclbblB+1ELOJZQSpA7bKi2nwKUEIwcOiDRZ4fGBUqAEYPatO0UoZQgd7jOtyrE1GbRuqL64eu98sorMWGCvdVJNC7FpO3TpH2qO7ePOV27GJNCKcWYy4a52C/W+ki/pzimprehlGDMsIHuhafrGBMeechjcGS48Ha4jbmRx/g4DnmMjvw8eYyQ+7giCo4x6S2g6MaYJTd7uOF4fm/T+wMv7Hw7vI+Ve4lBTG0ml10qRz/izTffxLRp0zBgwAAMGDAA06dPx1tvvaX0rKRN+bprUg3LYti0Y5+2nwIW49i8v1rPxlLA4sCWU+l6NpYilsWwabvOtypom8WH3/72t/jWt76F2267De+88w5WrFiBL3zhC3j44Ycdiw92B+3G0niCUoJxY0Zq+ylAiT1AWZvOO5QAV2S2aNspQinBuMt1vlUhljbTe2OF+N3vfodXX30VDzzwQPDakiVLMGXKFDzzzDN4/PHHPT0viRs7SdupFRWUUuQOz453NBISSu0xO+BWvKOScFACjByk98ZSRedbdWJaVyT5dhHhVFZWYv78+Y7r8+fPR2VlpefnJW2N37e7JvvYGJ4wLIth/WcF8bWfZx+1iz0JlY7e8YFbjOPTwjOBRcrCx914XPdFHlMiH27r7HgecyMdltX14bpujsvzHeOIOCyL49OyDFgWd6yz42oPxxinBFh3R06TUWJZDOu37Oki3/bdMife9O26ov8yfvx4vPPOO47rK1asCA5Y9oLu2dF4glKKqRMv1/ZTgFKCKZdnQJvOO5QAU7Ka+tOHa0yh1N71XOdb78TSZgRRurF6LCbx52c/+xnuu+8+bNq0CQsWLAAhBFu2bMG6des6bAS5kcSNnf6ULGIHpQQ52UPiHY2EhBKCnMw0gGt3jFcoAXIucS4dr+keOt+qE9up53rQTjv33HMPduzYgRdffBHvv/8+hBC46qqrsHPnTuTl5Xl+XtI28/2WHjehgt9i+HhjPvw92bXbw132PU1PbbRnMY41uythMbcpRR63O3Cdui27udymnsuuJSvycHNj+dsiD9ftIVzcakLAYsDasixYDB3oJ7m1+vp2EXGYKuy3LHy8YZcu9xSIpc3iMfN806ZNuOOOOzBy5EgQQvD++++73rNx40bMmjULaWlpuOKKK/Cf//mfjjArV67EVVddhdTUVFx11VV47733PMdt1qxZ+OMf/4jdu3djz549+OMf/6jU0AGSuLFjUL2KqAoGpZgzY6Jedl4BSglmX5mlexUVoERg1qX1oKSPjKlJMAxqYM7MibrcU6C/26y5uRkzZszAyy+/3K3wpaWluO2227Bw4UIUFBTgX//1X/Hoo49i5cqVwTDbtm3Dfffdh/vvvx979+7F/fffj3vvvRc7duzwFDfGGFauXInnnnsOzz//PN577z0wxY1ZiWjfYStJaGhoQEZGBurPlCI9fXC8o9NN4vyKok4iHu93LATncr8jfqLr/7s9X0iZSQov5P/Ls6sc55L7RXZjMencaon8Pekc1sXIc798Lj1P3jm4TTqXv1zlcyafuxQ28uelLyXy3JS85z7pPEUKn5IqnadJ918S+fO+gdLvDZDOpfsN6fnU1+U5IVLlR6X4y72TbuedDZrvEpcGs+dPfN0A74yGhkZkDBuL+vp6pKen99Jv2PXS2Z/chfQ0n/sNnT2nxY9Ln3tfOa6EELz33nu46667Og3zwx/+EB9++GFwCwcAePjhh7F3715s27YNAHDfffehoaEBH330UTDMF77wBQwZMgRvv/12t+Jy9OhR3H777Th16hQmTpwIIQSOHDmCUaNG4W9/+xvGjRvnSbek/TzX3blq+C0Lf1u3Q9tPAb/FsWpnBfx6ZTzP+DnBRyez4ee6UlbBb1n42yfbdb5VIKY26yE/VkNDQ8TR2traY1Hctm0bFi1aFHHt1ltvRX5+PvyBD6vOwmzdurXbv/Poo4/iiiuuQHl5Ofbs2YOCggKUlZVh7NixePTRRz3HO2kHKJtGInVNygV8jHt6wr4STdPEwmunebRftPHvYf3lr94YdW6aBsHnpl4K0/DY2JF7ohznLj1Z3KVni0s9NXJPTpvcE+USf8PlG0p+nXJ4Ob6cwxTA54bVwhTMGV+vPXdJiGkYWDh3eoKVe32DRLTZqFGjIs6ffvppPPPMMz3y7KqqKgwbNizi2rBhw2BZFmpqajBixIhOw1RVVXX7dzZu3Ijt27cjKysreG3o0KH4t3/7NyxYsMBzvJO2sRPNQNNkhhCC9EGXuAfUOCCEIP0Sn56NpQAhwOAU3Suhis636sSyruipyVjl5eURbqzU1NRO7lD9nchIto+GCb/eURgvtkxNTUVjY6PjelNTE1JkV3c30G4sjSf8loUP1mzV9lPAb3F8uO20dmMp4OcE/1s2XLuxFPFbFj74+DOdbxVIRDdWenp6xNGTjZ3hw4c7emiqq6thmiaGDh3aZRi5t6crvvjFL+Ib3/gGduzYASEEhBDYvn07Hn74Ydx5552e4520jZ1E7JrsC5iGgUXXzdL2U8A0CG65ejhMQ1fYXjGJwM0jq2Hq2VhKmIaBRdfP1vlWAW2zSObNm4e1a9dGXFuzZg1mz54Nn8/XZZiOtn/ojGXLlmHcuHGYN28e0tLSkJaWhgULFmD8+PF46aWXPMc7ad1YGnVMU2d+VTps6LiNyXGdXeYyRscxJkd6vjy7ym91fc5deqaYS2NOrjzk+DjG5HBA2A2e0Do54f+XZ4d5nL3XHyakdsM9oPNt3yfapcZU7m1qasLRo0eD56WlpSgsLERWVhZGjx6NJ598EqdPn8abb74JwJ559fLLL+OJJ57A17/+dWzbtg2vvfZaxCyrxx57DNdddx1++ctfYsmSJfjggw/wySefYMuWLd2OV2ZmJj744AOUlJSguLg4uKjg+PHjvSsJhZ6dhoYGpR/qa1iKc/WTHYsxrFq/U9tPAYsJfLSrEhbrB5VrjLEEwerTI2AJ3SumgsUYVq3bofOtAjG1WRxWFczPz0deXl5wsb4nnngCeXl5eOqppwDYG3KWlZUFw48dOxarVq3Chg0bMHPmTDz77LNYtmwZ7rnnnmCY+fPn4y9/+QveeOMNTJ8+HcuXL8eKFStw7bXXeo7fhAkTcMcdd+DOO+9UbugACuvsGIaBd955J0KxRKJ9PYO6quPIyOidNRN6n/hVlkIIWJYF0zCiGLjn9uXdnRWGIyIV5f/lnpXeWWdHCAGLCZjEH2k7xzo68jo7buvqSPfLs6fapGmn8jo78ro8rfL90rlbz46cLlKkdUPk8QPyOjqp0uDD1FQIYTd4TCJA0lzW2UkZJP1fWnfHcFlnx5B+PxHW2XHJi3baY13kW92I7Iz6+gZkDr8iJuvsnPv5PVGvszP0qZW9GtdYwRjD8uXLsW7dOlRXV4NL5c769es9Pc+zG0sIgVdffRW/+tWvQAjB7Nmzcf/99yu12DSJiWUx7cdWxGLCsaaepntYnMA0dK+YKjrfJgDRbjrfj9qsjz32GJYvX47bb78dU6dOjXpWnFKxu3fvXvzDP/wDBg4ciN27d+P666/Ht771Lbz44otRRSaWJHZ3bvzW3bEYw5pNu3HbTdfC115r94cxDzHAYgJr91Rh8ayh8JnRZFyPK0S7rbPjtoKyvAKz6wrKLr0ScoUrt/4cY4o4LE7wSdVwfGH4afjkniVJf7mzmrj2FMr0xfQcXUFvMYY1G/Mj89fd3WwAACAASURBVK2mW8Syroh2/73+tKTKX/7yF7zzzju47bbbeuR5Sqn+z3/+M2655Zbg+f79+3HXXXfhsssuw/e+970eiVhvozO8Gj7TxJJbvS/opAF8JsWd83L1OjsK+KjAHSNPxTsaCYvOt+rEtK6gxD6iub+fkJKSEtUYHRnPA5SHDh3qWJ1x2rRpWLZsWYc7n/ZVkmxLsB5DCIGGpgvafgoIIdBwwa9tp4AQQKPf1J2Iiuh8q462WXz43ve+h5deeqnH7O+5yTpjxgy89tpr+PWvfx1xffz48SgvL++RSMWCxHZjxQ+LMWzevg+LPj+79754ZDeImxvCsf2D/H/p3JF55ABuX0dqmzBaTGDLgbO4ZWaWixvLo5vKbSq1HF52E8luK2lAspCnnrstsibp79DUzY0lnwvbjbWlJgc355yGz6Ff1wPKne+7txd17Htf1zHJt/2UuMzGiub+BOZLX/pSxPn69evx0UcfYcqUKcE1fNp59913PT3bc6p/7rnncMMNN+D06dN45JFHMH36dFy8eBG/+MUvMHbsWK+Pixs6w6vhM03cfvPceEcjIfGZFLddM1K7sRTwUYHFw7UbSxWdb9WJrRsLUbqxeiwmcSEjIyPi/O677+6xZ3t+i3PnzsX27dvx2GOP4fOf/3ywiyktLQ1//etfeyxivQ2XB21qugXnAnUNjchMHwzaj/zDsYALgbqmNmReAtAE/wKLNVwAdf4UZPraEr08jws636qj64rY8cYbb/Tas5XKjRkzZmDDhg2oqKjA//3f/+HDDz/EyZMne2zUdCxg8iqtmm7BOMOuwsPafgpwLpB/pFYXngpwQbD7fDa4XlRQCZ1v1YmtzWhoGWWVQ38KdEpU/XM5OTlYvHhxT8UlpvQvN1bspqL7TBO3fn5OlE+JNr6xnnrvcYxOJ9ExDYpFs0Z4d2O5jslx2y7CZTsGtzE58tRz+VyGRha4jhFShlQgy4sOyvFlHCaAW7JP2Q9zmXruut1GEuLMt7rR2F1iWlck+Zidq6++GuvWrcOQIUOQl5fX5VT6PXv2eHp2f6rxPaG/rtXgXKCmtg7ZWZm6O9wjXAjU1LciezDRbiyPcAHUtKUhO6VFf7sqoPOtOrquiB1LliwJ7tB+11139eizk7ix09szMvonnHMcKC7FdXNngFK9GqsXOBc4eKIeC6dkQpvOG1wQHGzKwsIhlbqxo4DOt+rEtK5I8nV2nn766Q7lniBpGzt6B2A1TNPAjZ+7Ot7RSEhMg+KGmcP0bCwFTCpww9CKeEcjYdH5Vp2Y1hXx2PY8SUjaxo7u2VGDc47K6lqMyMkCbR+b4Riz0te7feOz3QbnAlXnWzA8g0bpSnBbd8dlTIvL9hBC3ihU3ghUHuMjP18ekyMhpHV2iPx7qc51c7gAqtoGYnhKM6jHjVv1ujud5FtNt9B1RewYMmRIt7e8qK2t9fTsJG7s9PUKuW/CucCxExUYlj1EHoeqcYELgWMVjchJz9CuGI9wEBy/kIGclAvadgrofKtOTOuKJHdjLV26tNeenbSNHe3GUsM0DVw3d3q8o5GQmAbFwmk52o2lgEkEPjdEu7FU0flWndi6sZJ7NtY//dM/9dqzk7ax07+7JnvPTcM5R3lFNUaNzIldd7jX7SP6KJwLlJ+9gFFDzS7dWM69YFz0lYM7pqLLU7klt4/brueym0n+v/zlK+sm/1/eLkJ+nhw/bruxylvTMSq1AVTe7sJhL91rKxOXfNtPiO0AZepYusHz/f2IY8eO4Y033sCxY8fw0ksvIScnB6tXr8aoUaMwZcoUT8/qX5bxgHZjqcG5wOmqc9p+CnAhUHHuoqPu17jDQVDZNgi8D4x/SUR0vlVH2yw+bNy4EdOmTcOOHTvw7rvvoqmpCQCwb98+pZlaSdvY0W4sNUzTwPzZU7T9FDANinlXZcM0dIXtFZMIzE2vgEl0xaOCzrfqxMWNFc3RT/jRj36E5557DmvXrkVKSkrw+g033IBt27Z5fl7SNnZYv3Zj9R6Mcxw9cVrbTwHG7QHKTH8peoYJ4NjFTDBtOiV0vlUnpjZrd2NFc/QT9u/f3+FGoJdeeinOnTvn+XlJO2bHOS6iP9NzY3iEEDhf14jLRw2PLkoRxGcqeOjn5d93GyPk8esp8HwBgdomP8ZcmhL5f69p0fN2EdK5NHVcyFPJ5anm0pgd7u96zAyReq4c1nI8XzrvYAyPEATn/akY4+Pep5b3dF53pJe+/zXdO/k2OUiuuqLvkJmZicrKSowdOzbiekFBAXJzcz0/r/80Az1iyoMkNd3CNAzMmTlJ208B06CYM3GodmMpYBKB2QO1G0sVnW/VianNtBsryJe//GX88Ic/RFVVFQgh4Jzjs88+w/e//3088MADnp+XtI0d3Z2rBuMcxUfLtP0UYFyguKxeu7EUYILg8MWhYHrXcyV0vlUnpjbTjZ0gzz//PEaPHo3c3Fw0NTXhqquuwnXXXYf58+fjJz/5iefnJa0bq++v8ttHEQIXW1q1/VQQQEsbcw+n6ZAWkbzFVdTofKuOtllc8Pl8+NOf/oRnn30We/bsAecceXl5mDBhgtLzkrb0MHR3rhKGYSBvqktii/n2EaTLU+cQII/xcegjB5A7SDv+ujIMgpnjswDW6u333cagOM6lL1HucV0d6VweoyP8kc8TUk8VkdbZIVJ0qBGpvwjschwML6/rM4DDADAjrdK2vWNMksd1d/pa5aWyn5HHL/hu5VtNh8S0rtDr7ATZt28fpk+fjiuuuAJXXHFFxP/ef/99z7ui9x/LeITJC5NpugVj9u7J2n7eYVzgQGmddmMpwATBwZYc7cZSROdbdWJqM4Io3Vixi2pvc+utt+L48eOO6ytXrsRXvvIVz89L2saORqPRaDSavsm3vvUt3HTTTaisrAxeW7FiBR544AEsX77c8/OS2I2l23kqGAbF1Elj3QNqHBiUYOrYTO9uLA0MIjAlrTre0UhYdL5VJ5Z1BSHE4Qb2en9/4amnnsK5c+dw8803Y/PmzVi9ejUeeughvPXWW7jnnns8Py9pGztM3n8nqVBf14Yxhn1FxzF98hWJO+4p5mOKbBgT2F96HtPGXAIjmt2JvY5JkdO63C0vjdERbfI6PJH3szaXMTKSfan8b1Ma0+O6zg4HEwQH2kZgakolDNfZMS7r8MjEfAxP7Cskxnji59s4EdO6glC1MVzh9/cjXnrpJdx///2YO3cuTp8+jbfffhtLlixRelbSNnb60xS9mEIIBqSlavupQIC0FF3RqJJG/O6BNB1DCAakpeh8q0IsbUaJcyNdr/cnMB9++KHj2l133YWNGzfiH//xH0EICYa58847PT07aRs7Rj8atR5LDEoxafzoeEcjITEowaTRGdqNpYBBBCamnI13NBIWO9+OiXc0EhJdV8SOrmZYvf7663j99dcB2O46rz1uSdvYsZLajaWOxRgK9pcgb9qE7q8s6tlt5OJmk7tq3dwUnun660j2i3fXC2IxjoKj55E3dmDkKsoO+8j6uPyA2/YQkttKyG4iaaq3kKaaO6eeS+fy7zlenzQ13Yx8f0ary/YRzIIlCAr9ozHTVwZTnkrvOvVcJhFmJPXsF7qdb48gb9qVehVlj8S0roh2YcAE77njvbiAY9I2dvrTQK5YQgjBkMzB2n4KEEKQNTgl0cujuEAADKHN/WlmbUyx8226zrcKxNRmep2dXiNpGzu6a1INg1KMv9z7Jmwa2401buRg7cZSwCAC48yaeEcjYdH5Vh1dV8SOZcuW4Rvf+AbS0tKwbNmyLsM++uijnp6dtI0dy9JuLBUsi2FnYTGumTkJpqm7w71gMY5dh89hzvjBejNQj1iCIt9/OWb7TiRvoRUFdr4twjUzJ+t865GY1hVJ7sZ68cUX8ZWvfAVpaWl48cUXOw1HCNGNne5CE3zUes/S/anolBLkDh/az+znpr+LrnIB4yhw7C9DSghGDh0ISqj7M73gNhXdMZW76+0j5DE6vE0+l7aLsCQ/u9yQc0w9j7zfkMcMSefEb4EKghHiHKjf7749hpArpxhPLe+DFY6db7P7Wb6NDTG1WZI3dkpLSzuUe4K4N3ZeeeUV/PrXv0ZlZSWmTJmCpUuXYuHCha73ffbZZ7j++usxdepUFBYWev5dqrsmlaCUYsxlw+MdjYSEUoIxwwZpN5YClAiMIefiHY2ERedbdXRdETueeOKJboUjhOA3v/mNp2fHtbGzYsUKfPe738Urr7yCBQsW4Pe//z0WL16MQ4cOYfTozqc319fX44EHHsBNN92EM2fOKP22dmOpYVkMW/MPYv7sKbo73CMW49h2sBrzJmVqN5ZHLEGxnU/AXFoS/y+0BMTOtwcwf/ZUnW89EtO6IskHKBcUFHQrnMqg8biWG7/97W/x4IMP4qGHHgIALF26FB9//DFeffVVvPDCC53e981vfhNf/vKXYRgG3n//faXf1t25alBKMO7ykdp+ClBCMG5keqKv+xUXKDiuoGdAE2LaeN/Dzre5Ot8qkAxuLC8elq9+9av47//+b8f1q666CgcPHgQALF++HF/72tccYS5evIi0tLRO4/Hpp58qxb87xK0Z2NbWht27d2PRokUR1xctWoStW7d2et8bb7yBY8eO4emnn+7W77S2tqKhoSHiAAAR8PszxoO72jLGwALz/K1w2WLB+f9O2X6O37Ii5Pbnt8tCCIfcHo92mfNIuf2LgnPeocw4D64BwTgPLrLUmzpRSpGTnQlCSN/TibXrQWAxHoh7QBYACIGf8cCyLAR+iweHf/gtFqZHpBzSqT2+gN+yf4dzu8cmqF8HMgvIlBIMyxoQHEHCuAjugB4uW5LcvoyNxQNL6AgBi9m/Ict+BgjGAc6DsmAsILOgDMuCsCz7usXBLAE/oxAWh+UXaGMU3M9hBa7bMmy5lcFqE/D7YcsW4LcIeBuH3yLwtwG8hcHfBlitAryVwe8HrLZ2mUgyB29jaAvIaGuD5WfgbX6grQ1+S4AwCyNZDRgTAZ3C9RPwWwC4CMi2Lex3YL9HxnngfYeud/aegu8jKPNgGmOMh6U33kHak2SLRaa9YHqLpoxgQbm7+YlSiuE5WbrcU9Cpv0/Xb/ew/PjHP0ZBQQEWLlyIxYsXo6ysrMPwL730EiorK4NHeXk5srKy8Pd///cR4dLT0yPCVVZWdtnQ6W3i1tipqakBYwzDhg2LuD5s2DBUVVV1eE9JSQl+9KMf4U9/+hNMs3udUi+88AIyMjKCx6hRowAA+4vtwU9FJSdQVHICALCv6DhKjpcDAAr2H0Fpmb3b6s7CIpRX2JsQbs0/gMrqWgDApu17UVNbBwBYv2UP6hoaAQBrNuxCY/MFAMCqddvR0toGizGsWrcdFmNoaW3DqnXbAQCNzRewZsMuAEBdQyPWb9lj26e2Dpu27wUAVFbXYmv+AQBAeUU1dhYWAQBKyypRsP+IbZvj5dhXdLyHdSoI0ykfjc0XYVkMq9btQFPzxYBOO8J02hHQ6SLWbMgP06mgY512HwzodBY79x4O6FSFggNHAzqdwr7293S0DEVH7cy3r/gESo6ftnU6cBSl5bYrc+feEpRX2NOTt+4uRuXZ87ZOOw+hprbe1mnrPtQ1NNs6bS5EY3OL/Z42FqKl1Q+LcazatA8W42hp9WPVpn22ThdasWarbfe6xotYv7PE1qmuCZv32LauOteIbXvtOJZXN2LXITsdn6hqRMHRc7AYx9r809hbaje4i8qbUFTeBADYX9aKkip7Mb3CcuBEYHhK/kmgvN52O2wvS0VVoy1vrhyCmpYUAMCntbmos1IBAJ+cG4UmbsurmyahRZiwYGC1eS0sGGhBCj7Otj8wmoxBWJd1AwCgPi0LGy+/DQBQmz4COybbcnXmaOyZ/gX7nQ0bj31X3QgAODV6Coqm2veevCIPJVctsN/fldeg9Mpr7Pc3eQFOjssDABy66nqcuuwqAMDeK29ARfY4AMDuyYtwZvBl9jsbuwjnBtrjSjYM/TzqfRm2TshDHS7Bp5iG1WR2QCeK1XXjYYGihVGsrhhh62SZ+KR0kP2eWig+PTHQfk9NwOajdsVWVefHtsN2ui4/14Zdh2sD76kJBUftNFNSfh77j9lpqej4WRQdt1dv3n+0CiUnbbmgqBylp+wXtXN/Kcqr7Ods3XMElWftPLRpV5GU9uz3vWZTARqbLwIAVq3fFSoj1u8K5af1OwEE8tPG3bZODU1Y/1kn+Sm/PT9VY2dhsf0+yipRsL8ElsWwZsNO7D10zNZJl3vd1qn9ncWE9u0iojk8Eu5hmTx5MpYuXYpRo0bh1Vdf7TB8RkYGhg8fHjzy8/Nx/vx5R08OISQi3PDh8R0zRkR7UzzGVFRUIDc3F1u3bsW8efOC159//nm89dZbKC4ujgjPGMPcuXPx4IMP4uGHHwYAPPPMM3j//fe7HKDc2tqK1tbQgNCGhgaMGjUKNadKMHTokOCXgGFQ+wuBEBiUwmIMpF22GCgloB3KFJQS+C0LBjWCsmkYICQkA/YXRrjsM00IIYIy5wKMh2TOOUzTAOd2L4UsM25/qZqGLUMIGIbRAzqRTnUSAqg6ew7DsrNAKVHTyaAedaJd6wQRlCkJ6BEuW1bYe2IwCAnKpkFBIIIyAFiWFZIZh89AQCcOn2mAB74UfaYR0M8f0EmACwGTsJBsUDB/W6BXjKC69iKGDibwGTTYe2PwiyGZEvhbGkECssUFqHUBlNg9O5QAtLUJFiegRNjXmy4GZT8nMFuaQQjgFxQmOFBXBwsGTNhfwP66JviEBQHAIibM2lpwEHBiwBQWWhv84NSAyS1wQmBdFDC4BU4oBKEgF1oCMoHBGZggEAjI1AAIgjIRAqaPBGUqODAoDURwUMHBqImUQQYoBCxiggoGc+hgWMQAFdy+njMcFAznkIEMNCFlSLr9bhDQb+AgWILARwWEAKy0wfAZdi8YF4B5SSa4EOAcMA0C4RtsXzeI/Z6MAfZ74nbvg5l6if0+2tNewNtvUDsdEsMMpDcOQgDDSIlMbwJhaY+BGmYo7VEKSmlkGcF4B2UE6SI/cfh83soISgxU19Ri6JAM+HymLvc86NTU2IyskeNQX1+P9PT0TuuaaGhoaEBGRgbOr/h/SL8kVf05F1ox5L5fdTuubW1tuOSSS/DXv/4Vd999d/D6Y489hsLCQmzcuNH1GXfccQdaW1uxZs2a4LXly5fjoYceQm5uLhhjmDlzJp599lnk5eWpKdYDxG3MTnZ2NgzDcPTiVFdXO3p7AKCxsRH5+fkoKCjAv/zLvwCwuzaFEDBNE2vWrMGNN97ouC81NRWpqc7E4/MFCjAj1LkVvhtw+JLq4QP6OpN9YT1NXmRCSFC2M164bARkGhx3Fi6HL3YVIUetk+givsDIYdnR6RRwh3VfJ9G1ToGpx2Y3dPWZRnDqsq/9uhAhOfx6MDwL6NT+PsLfDQEJbF9BKQEFATgLyUBgh3NbHj70kuBsrODO5zxMBmDKMmmXEXZddCj7qAiG95HQ+BYfQoMsfcJ2GZCALABQCNDAdQoBygOysBs6tswBwcGDsv08GrbEu8FZ8PeN4LYORpiM4PPaZRroYDZF6LoZNn28Pe45sHtIgvq1j98hgI/YkSEE8AVeX/iHLiUEtP06JcEubUoJaCBthb+nSDkyb5HAuRmWJrtMewE3iM9TeUG6yE8dpUO3/EQwPGdohB4hWZd7XekU/txep4c2Am0frtFOZ/WgioclnMrKSnz00Uf485//HHF90qRJWL58OaZNm4aGhga89NJLWLBgAfbu3YsJEyZ41apHiJsbKyUlBbNmzcLatWv/f3vvHh1Vke79f/elOwmXhIRLEhDCRQwgcgtIAoKOSFDU15k558jMvJNxzujr8dXfGtHfOTMynnVEzzoDM2fGw+goDmt5ZOn8ZDgOOjojKvHCTS4CJshVUALEkBgDJJ0ASffeVb8/OjSp6k52upLuTvd+PmvVyq69a1fXflK1q3Y9T9UjnC8vL8ecOXPC0mdmZuLAgQOorKwMhQceeACFhYWorKzE7Nmzo/r9yzpiIhKaFK4QsCy8t3lPz+R32Qiv28Z4nZcneFkXQ0+Ry+eYv1y+yOW1bIZNe2tCdiG9BxcDl4JtiyFgCYFbrMvA/HaXwWr1i+GSGFibLQY/E0NADPAHxGBZsCyOckyDZfGg0VTHID+vLI8wccnpo0X6/0Zdn+NPsN1+Qu89BZJRZiNHjhTMN7pa8ANE8vfHu2WrtHbtWgwaNCjMgWdxcTF++MMfYurUqZg3bx7+53/+B9dccw2effbZ6B+ml0joaqxHH30UZWVlmDlzJkpKSrBmzRqcPn06pKZatmwZampq8PLLL0PXdUyePFm4f9iwYUhPTw873x0M3XBORIRh6AZmTSsk+Smg6xpmFg6Brqt0sO5Gh40i+3PoHWaoiO4TbLcTqN0qEFeZ9dJqrOrqakGNFWlWB4hew9IRzjn++7//G2VlZfB6vV2m1XUds2bNwvHjx7vzFDEhoYOdJUuW4OzZs3jqqadQW1uLyZMnY+PGjSgoKAAQnCLrzCK8p9ASTDV0XUPOoNjorVMdXdOQMzCNNhVUQAeQw5sTXYykhdqtOnFfet6TvXLaBzuZmZndstnpqGHpaLNTXl6Ou+66q8t7t2zZgi+++AL33nuv4+9wzlFZWYnrrrvOMW2sSPj+XA8++CAefPDBiNfWrl3b5b3Lly/H8uXLlX43GacmE8eVxh6wLGzavAelN80UdNtJjfwl1ds2++35ByyG8r1fYeH0ofCYXbzQZFVZmDsEh/Ixh/SSuwjZ3QMPdB23Wv1idm2SeweHzkHziM8nu59AICDFLQRg4P2MYtxyaRc8Yc8XZTxq+sCHUdRf++Hq52C7nZU67TZOpHpfEY2GpSMvvvgiZs+eHVGz8uSTT6K4uBjjx4+Hz+fDM888g8rKSjz33HNxeaZIuLbWdzRaI7qPaRiYVzyF5KeAaWi4YUoeTIM2xosWEzZuaK0IrSgjooParTpxlVkCNhVU0bA0NTVhw4YN+N3vfhcxz8bGRtx///2oq6tDVlYWpk+fjq1bt+L666+P/pl6iYQtPU8Ul5f4NX1dhczMgYkuTpLSy1Um6irokD7sS152HOngONNpZoCJX3pcdjzJAl3HZTVW4IKYX+CieL2tSYy3iulxSUrfIu0Lcu68mP83oo8p+7yYX6BJnLmxWsTyB9r3Jgrd7zCzY6SL+nzPQHFjMU+WeN07OEPML0+yHcgdKsYHSu24vxRPzxbzS8sSr3v6i3FT2vhMF+0dNF36RpTj8sxcmFG75nA9UpqezewQ6vh8zcjKHROfpedvPI7M/uob7/kutCL7O/8R07ImK8ntSKMHpPrUZKwIWBbefO9jkp8CAYvhrY9Pte++TERDAAb+2u9GBEAzEyoE2+12arcKkMxSA1JjEVFhGgZKb5zZu/KLtc1MbxNW3u59hZuGhoUzR8A0pJdnT5fLy/JysNGB9PJmtpieOdjoBC6KMzss0HVnwJmYv+ERXzssQ4zzgFRevx8GgAWBrTB4W/jzMKeZOyLYbmfRe0+B+Kqxerh9Rm9svZGiuHawQ6hDXpPVMeO5QVmK0XHTQSJ6qN0mAZ1sJRbV/UREXPvmteSvQ6JbdPSHRUSHZXO8s7s65ISS6D4WDLw36GZYpMZSoqOPKiI6SGapgWtndmg6Vw3TMLB4wWySnwKmoeG22SNhwu+cmBAwYWNR44e0GkuRYLstpnarQKqvxnILrh3sEOpYFoNpmLgyZxrvmQq5QTv9vmxTI98u3y8n6OkLRHQZYRo9nKt2stGR4lx2T2F3vY+ObLMjr7ayLkn77Pi7HrzJNju6R+w8jH4e8ffbxAGN0W5jZOkmTGaF2Rw5rq6Lun723v878mWH1VkxwrJsGuz0dWiwEzNIjUVEhWXb2LRlD8lPAcvmKN/7FamxFLA0Ex/kfAuWRt9nKlC7VSeuMgvzy6cQiIi49s1Bu4iq4TFN3LXohkQXIynxmDr+19zR5C5CAQ+3cEfDO4kuRtJC7VYd6itSA9fO7LhsL8Veg3MOX8sFkp8CnHP4LvpJdgpwAM3GgLgrTFMFarfqxFdmWi8EIhKuHezQdK4alm1j267PYiu/nk7LXt6rott7VkT7shDTa5oYgs2qQ2h/DosB2z+rjaDG6uWXFWNdBs64GGwpBGwhWK1+IditbUKwLjqFVjFI+TG/LYYAEwL8AVgBjo+zimEFeNDmqGPgcuBi6G3C6pfT/y/xnVFc2m2KEl81Vi8EIiKunZ+jqUk1PKaJ228pSXQxkhKPqWNxyWjAanVMS4h4uIVb60iNpQq1W3Wor0gNXDuzw+RdV4luwRjHuUYfyU8BxjnO+VrBSJUQNQwaznuywejTVQlqt+rEVWZkoBwzXDtktRlN56pgMxt7Ko/i5htmQA85QIx2KXgfJ+yFIbuHUMuW2Rx7j9bj5mlDoeudv5Q06fe5kyoubKW1dIJJS80lNRqXfHXZkvuHsKXnDu4jwoon/b6RJi41l5eyewKi401YFphmYt+wmbiptjy0FD0Ekx23Ruk+wqGDkP8ffZOuyxi53RLdIa59BS09jxmurfU0NamGxzSx6KbrE12MpMQ0dZReP4pWYylgcgu3nCE1lirUbtWhviI1IDUWERWMcdQ3nCf5KcA4R/35i6TGUoBBQ336MFJjKULtVh1SY6UGLh7sMOdERBiMMRw8WkXyU4AxjkNV56jDUYBpOg4PmgJGXp2VoHarTnxlRsuxYoVr5+fIA7Aapmng5htmOKSKtw1PtL/Xw/LJHS6XXoad2PyYhoFvzRgZrsbq7a8xeTAl2+xI15ndtXsIu1Usr3VJjLdd6tpdhJy/keaV8hfvZ35Jnv4ATARw0+l2NZa8FDhaG51koJfrRPfaLREJ6itSA9d+JtEXjhqMMdTU0maKOgAAIABJREFUNZD8FGCM40xDC83sKMCg4Uz/q0iNpQi1W3XiKjOa2IkZLh7sUIejAmMcX56sIfkpwDjHlzVNZLOjANN0nMguJDWWItRu1SGbndSA1FhEVJimgfnFUxNdjKTENHTMmzqCVmMpYHIbN3z1QaKLkbRQu1Unrn0FLT2PGa4d7NB0rhqMMVSfqcfI4cOg63H6ypYbcLQzI9Ha2ITlH+0LRErfnj9jHNX1zRiZ4+lyn51en4uWn0eyoYG07w5z2GfHL9noBFql9FL+ss2OR9qXR7YBYn7RJofbDAw6vsoajauaTsKU99np7Zkyp32WOvn/dn5/4klIu00RqK9IDVxb62k6Vw3GeLvun+QXLYxznPmmhdRYCjBNQ+3AUWB9cCCRDFC7VSe+MiOjnVjh2pkdUmOpYZoG5sycnOhiJCWmoaPkuuHkG0sBk9uY/dXmRBcjaaF2qw6psVID1w52bJqaVMJmDFWnazFmVD6Mbk+H9/Wl6NHe76C26OTnbMZx8kwTRuemwxDUWE5yjFJNIqvp5KXn8sp0y0GN5ZfUWG3idXnpuay24tIPetNEtVXgohjnAUkNFmCwNR2nc67BqHPHkCYvPe9xW079CW61dksA1FekCq6t9fILmOgenHOcb/SR/BTgnONccyvJTgkNjf2GgKbp1aB2q05cZaahh6ux4lfUZMO1MzumQWosFUzDwKxpExNdjKTENHTMmphHq7EUMLiN6dXbE12MpIXarTpx7ytowBITXDuzQ1OTatiM4egXp0h+CtiM4+ipc7DJSDRqbE3H8WHXwaZ9dpSgdqsOySw1cO3MTkpsKZ8IOMelVn9i5dfTpeg9/r2wBN2Lc47WNhvgGoTvjLCly1KH3lOjQyd3ClLcDog2MZa09Dzg75nNTluaR4hnyO4oZPcRAQamabikZ4AFOLhkU6TJ/4+w54u2s+rlAVXYAK03Pt2jzKMvtNtkJa5qLDJQjhWuHewYpMZSwjAMTJ88PtHFSEoMQ8e0a4YBdte+pIhwDG5jcvWuRBcjaaF2q058+4qeLh+nwU5nuHZOWN74jOgets1w8OgJkp8CNmM4eOIbUmMpYGs6jo4oIjWWItRu1YmrzMhdRMygNwdBEARBECmNi9VYNM5TwTB0TJ4wtoe5xHvfHfnnndxHSOllnb2DDY8mXeftccMwMHlcBDWWo3sC+XLPvt7CTFoc3EVYko1OoFWy4ZFseizJ5ifMXYRks2NJ++zI7im4xaCDofDUnvYM5S9tB5skmWjdOzimj/L/55R/DOiddutO4tpXkM1OzHBtj2/LG5MR3cK2bVQcPE7yU8C2GSqPfU2qBAVszcCh0SWwNbK1U4HarTpxlRl5i4gZrh3s0AhYEU1DRrqX5KeCBqR7TZKdAho40vwXocV7FjBVoHarDsksJXCvGou2TFfC0HVMuLog0cVISgxdx4TRg2k1lgI6Z7j6zP5EFyNpoXarTlz7ClJjxQzXDnYsms5VwrJtVBw4hunXXdN3dqF23Hent31lOeyLE7avS/C6ZTNUfF6L6VfnwBTsAJz21XF42YYVzyG9vBpMkheX2oZlifGwfXYkGx15f+g0Kb1X2pcnIO2rE2mfHVs3cOjqebj2i23wRusbK9oVXCnYYfTJdpskxLevoKXnscK10xuyESnRPTRNQ/agTJKfApoG5GRmkOwU0DhHVvM30GhTPCWo3apDMksNXDuzQ2osNQxdx9WjRyS6GEmJoesYd1UO+cZSQOcMBbWHEl2MpIXarTqkxkoNXNvjy1PzRPewLBs79h7sZfkl+3ICh/K3v8AsxrHzwFewGHfYGEyXQmw3EeOMC4HZTAh2QAyW3xJCKxBV8F/yC6HtUkAIdpsYuMVhMQOfTlgIixlAwBID52JwRJdCMix/6dlvxqbduoO4yixBmwo+//zzGDNmDNLT01FUVIRt27Z1mnbz5s3QNC0sHD16VEi3YcMGTJo0CWlpaZg0aRLeeOMNpbL1Fq4d7Oh6MnaqiUfXNYzIG0LyU0DXNAwfOhA6fX1FjcYZhjWchBa1nysCoHbbE1JdZuvXr8fSpUvx+OOPo6KiAvPmzcNtt92G06dPd3nf559/jtra2lAYP/6KO5KdO3diyZIlKCsrw/79+1FWVoa7774bu3fvjvXjdIqLBzuuffQeoes6Cq7KI/kpoOsaCvIHpfzLMxbonGFE3THoNNhRgtqtOnGVWQJmdp5++mnce++9uO+++zBx4kSsWrUKI0eOxOrVq7u8b9iwYcjLywuFjj7EVq1ahYULF2LZsmWYMGECli1bhgULFmDVqlVRl6+3cG3Np+lcNSzLxtZd+0l+Clg2w7ZPT8KiTQWjxtZN7Jl2B2zdtWaGPYLarTrJKDOfzyeEtrbIdoJ+vx/79u1DaWmpcL60tBQ7duzo8jemT5+O/Px8LFiwAB999JFwbefOnWF5Llq0yDHPWOLaNwd9Xauh6xrGjR4RY/n1cKl4tEvRo3UfIZ8Iy16+Hozrmo5xIwdD1y7biXT2A3L5HGQtX5f/N07XJbi0lFve8Vleet4q3S+/VuWuIl263y+5h7BbxRy4xQAtgFGnDgCBACAvBe7pAi1H+Tot/XdqC4l/18Sn3aYmcZVZLxkojxw5Ujj9xBNPYPny5WHJGxoaYNs2cnNzhfO5ubmoq6uL+BP5+flYs2YNioqK0NbWhldeeQULFizA5s2bMX/+fABAXV1dVHnGAxcPdlw7qdUjdF3HiLwhiS5GUqLrGoYPzaTVWAronGPYN1WJLkbSQu1WnWTsK6qrq5GZmRmKp6WldZk+zJ8f550uuS8sLERhYWEoXlJSgurqavzmN78JDXaizTMeJN9/sZdIxqnJvoBl2fhw+6ckPwUsm+GjPV+SGksByzCx+/q/g2W49vusR1C7VScZV2NlZmYKobPBzpAhQ2AYRtiMS319fdjMTFcUFxfj+PHjoXheXl6P8+xtXDvYScbRel9A13VMnjCG5KeArmu4dlwuqRIU0JmNq7/YBZ1RZ60CtVt1UtlA2ev1oqioCOXl5cL58vJyzJkzp9v5VFRUID8/PxQvKSkJy3PTpk1R5dnbuPYziTocNXRdw7Ah2YkuRt+iExudDgkABJeeD8sZCDBJjRVmUyNt5y97+pbTyzYlYfnpXV52gsk2O9J1WSkn2/DIwxP5uiXZ8NiSDQ+3GDQAOfXV7SdkdxdO7iKitIFysrGJuY1P70PtVp1U7yseffRRlJWVYebMmSgpKcGaNWtw+vRpPPDAAwCAZcuWoaamBi+//DKA4Eqr0aNH49prr4Xf78cf//hHbNiwARs2bAjl+fDDD2P+/Pn41a9+hbvuugtvvvkm3n//fWzfvj0hzwi4eGYnYFnOiYgwApaF9zZ/QvJTwLJsbNp5DJZFaqxosQwPdsz/ASzDk+iiJCXUbtWJr8zkzSNVQnQsWbIEq1atwlNPPYVp06Zh69at2LhxIwoKgo5ja2trhT13/H4//vmf/xlTpkzBvHnzsH37drz99tv47ne/G0ozZ84c/OlPf8JLL72EKVOmYO3atVi/fj1mz54dvUh6CY1zdzmb8fl8yMrKwvnaExg0KNP5BkKAMY5GXzMGZQ6M4xdPD6uoYxV3milwuC7HmSVdDsYZ52j0XcKgAbq4saB1Sbw/cEG8v7VRvH7xrBhvaRHjjefF+2tqhbhVI95/8XSzED93TNxM7OsvRN3713Vieb4Rfz1s5kYenuRI8eFDBorxa4YL8aHTxoFpGpozh2Kg7xsMLBwsXNcmjId4wzAxninaCWgZkqGuV/x9GBliesMrXpeXv4fNrMmONqOdWYpEz9paYtptatDY6EN2/lg0NTUJRr+9Sahf2r0amQMynG/oLJ+WS8ie/X9jWtZkhdRYRFTouoYcGiQqoWsacrL6hauxCEd0zpHVVJ/oYiQt1G7Vob4iNSA1FhEVAcvC2+/vTPDUbrS3R2nAJ/umciyPFKT7L/uOsWyGjduPImDxLtOH5ycFXReDfN0wug5Sek0XgwznXAg2IISAFNqkIPvGkq/7WwNCsAOWELjNEdBMbL35xwhoZnCfnY7B+R/atTyl67LPnx7XPyV69zcT025Tg7jKLMwvnkIgIuLamR3TkKeaie5gGgbmFU8h+SlgGjrmzRgDk0QXNYZlYcbOv8CgzloJarfqxFdmPR3c0ixUZ7h2GJjIzY2SGU3TkDmgP8lPAU3TkNk/nWSngAaO/i3nofV4u2R3Qu1WHZJZauDawQ5N56oRsCy8+d72BMuvt9UKTvlF+3uR1VsBi+HNzYcQsJmkRtHFELZ3hiEFadpa16RgSEFUe2mGJgVdDLoYZJzUWJYU5OuyWsvyW0Kw/QEhcJshoBnYfNs/IaAZQYPzjiFqHOQdpdorMWqu6Ogb7TY5ia8aCxHafzQhfkVNNkiNRUSFaRgovXEWyU8B09BRWlwI06CN8aLFsAIofv9lGJa8yw/RHajdqhNXmfXU7oZsdjrFtYMdQh2TjE6UMU0d4dvsEd3BsPyJLkJSQ+02GSCbnVjh2mGg1a1VHISMZdvY+MEukp8CwdVYR8g3lgK26cHHt94H26RNBVWgdqsOySw1cO3MDk3nqmEaBhYvKE5u+YW5d4jS7iPMYNEh3p7eNA0snjcJhmaLeThsShfmPTgsvRSXlo9rHrGZa4ZDegeDTIctF8PcScgWD2HXJUeLdkCMM5tBs9tQ8vYaaFYAYA7/L6n8Wpj7je79v9Tpe1/XKdFuE0R81Vhaz+ofGVN3imtndgh1yHOyOuQqQh3b9DonIjqF2m0yoPdCICLhWsnQ1KQalm1j05Y9JD8FLJth086jpMZSwDY9+GTRj0mNpQi1W3VIZqmBa9VYHtO1j94jPKaJuxbdkOhiJCUe08Bd37oOnNGKomgxrQDmvflcoouRtFC7VSeufQWpsWJGwmd2nn/+eYwZMwbp6ekoKirCtm3bOk37+uuvY+HChRg6dCgyMzNRUlKC9957T+l3Xeb/tNfgnMPXcqGPyS/G++44uXPo5j49nAO+C23tJkJd7OMStq+O0z47cpD22TFNIege3SGYQpDdJ8iT5swhOO7Lw7gQmM2EwBkDYxwt/QeBMR7mviJc3E775shb7MvpneqDHBy26482/xjY/PTNdpscxFdmPdljp+/u89QXSOhgZ/369Vi6dCkef/xxVFRUYN68ebjtttsEd/Id2bp1KxYuXIiNGzdi3759+Na3voU777wTFRUVUf82TU2qYdk2tu36jOSngGUzbNv3hSvUWEzTUTvyOpyYOB+1I68D6+H+H7Zp4rMb/wE2zcgqQe1WHZJZaqDxBA71Z8+ejRkzZmD16tWhcxMnTsS3v/1trFixolt5XHvttViyZAn+7d/+rVvpfT4fsrKy0PR1FTIzByqVm+jrRFmlHZuAdJ0zh7j0cmTieqQwNZbdKsYDF8V4W6N4/6Wz4vULPjHe3CzG60Vv4bz6jBC/eFpMf+5wtRCvOXhKiFfXieX5Svw1HLymBLsX3I+LmUND5/r5vsHsD9ag4NhODJLSj5HjhflCfETxJCGeNXmoENenXitmkJsnRLXM4eL1fuL98PQX0xvp4nVdMowOW90lr9aJdnUXfY33ZXy+ZmTljkFTUxMyM2PjOf5yv3T+01eQObCfej7NF5E9oyymZU1WEjaz4/f7sW/fPpSWlgrnS0tLsWPHjm7lwRhDc3MzcnJyOk3T1tYGn88nBAAIBIIdkG0z2O1f2rZtw2bBY6vjsWWDdXoc7AgDliUcXx5DXj7mnIcdAxCOGROPL6+eYIxFPLYZC3112IzBvnwcw2dijKO+4Txsm6XMM6n9n+zQsfAcdvhx8JmCqpiG8y2he23GQmW3bQa7vVyWzYVj1vG4vbwWu7IC22Ja6DjAtNDYLcD1oEcFAAEY4Gg/1oKzIxxa6JhpGiwjaPzLNR22J9jBc10H97YfG0boGKYJdDjW2o9PTLoB276zDBcHDoFH5zC0dvlm5WDrd5bh1DUl0NLSgvcDwePLS3vT04NqOADMmwbefmyZHjBNhy8nDwGP98pz6GbwmAefFZePWXDwwHhQNsFjDsvmV/5n7XWp4/Hl/1Pof2N3+N90PE543Yu+PTHG0XCukd57Cs9kx3Mmlryex4yESaahoQG2bSM3N1c4n5ubi7q6um7l8dvf/hYXLlzA3Xff3WmaFStWICsrKxRGjhwJADh4rAoAcOT4SRw5fhIA8NmREzh+IvhVW3HgGKpO1wIAPqk8guozwa/jHXsPorb+HABg6679aDgX/Mr9cPunaPQFv5A3bd6D5gvBr/ONH+xCa5tf2NSrtc2PjR/sAgA0X7iITZv3AAAafc34cPunQfmca8TWXfsBALX157Bj70EAQPWZenxSeQQAUHW6FhUHjgEAjp+oxmdHTsT8mWxmY+e+Q7hw6VIff6ZDnTxTRYdn2ovmC5cATcPGDz9Bqz8AizFs/PCTK8/04Sftz3QJm7Z82v5MLfhwx/72Z2rC1j1HAE1DbUMTdnz6OQAN1bXn8clnVQA0VNWcQ8WRatgc2HXgJA4c/xqAhiMnvsGRE98Amo4DJ87h+FdNgKaj4oQPJ+svAZqOPccbUX2eA5qOnV8GUNcEQDex7VQ/NFzyArqJj74ehkYrDdB1vF+bixYtAzANvOsbj1bdC8ubgXfT5sDyZqDVOwDvjfs7wOtBS/9sfDDmf0H36GjJHobdxX8P3aPjwuircfwf7ofuMeEbfy2aHvk5TI+BwNx58P3fn0IDYC5eDM/DD0MDkPP3f48h/+f/gGk6+t3//+COAg5oGv5uNMPCEcGO4n+PB+blcexecD+GPfYYBtx0EziAvCefhD17NmwA/Ne/hj1lChjn+Or/fQKtI0aBcY49t/4ELZmDcXTWbdh9xz+h1cyApZvYNO7vYekmWuHFu5euBTQdLcjA+6eDHz+NbSY++iob0HQ0tGjY9oUNaDrqzrdh5+Gzwf/TN5ew53AdoBk4eaYZFZ/XA9Bw/NQ3+Oz4mfb/0xkcOXEG0DR8dqwax6uCM2MVB0+gqvrrYN3b/zmqz3wTrHv7OtS93Z91XfcQn3eEzWzs+vQwPjv6pWJ7cu97r6mlBUTykzA11pkzZzBixAjs2LEDJSUlofP/8R//gVdeeQVHjx7t8v5169bhvvvuw5tvvolbbrml03RtbW1oa2sLxX0+H0aOHIlzZ75Advag0KjdMPTgF4KmwdB1WLYN7fKxZUPXNegRj3XouoaAZcHQjdCxaRjQtCvHQPALo+OxxzTBOQ8dM8ZhsyvHjDGYpgHWbqApH9ssOLtiGsFjcA7DMOiZdK1nzyQ9n8c0xGdq/1L0mEb7M9lXnoNzmBquHBsGbDsAzoO+sWzGwC1/8DnavyoNBILPp2kwdA1W6wVoGoLHNoPubwo+k82h64DW1giLXfH7aTU3Qdc4dC04q2FebIZ2+VjjwNmzsGDAbHdTEfjqa3i4BQ7A0kzYJxvAoIEZBkzbwtkjZ8AME4YVANd1nDn6FXS/PzizYxg4/WVtcGZG1wG/H9WmCU3XUZ1biL/+718G5cY1eHQOxgFbOv6HP/8bhp/6DLAsaGlpGGVZgG0HZ3b8foy9ehhYWhq0QAAaY8ifOw2GFYAGDsv0ImdSUBFm6SZMZkGfeh0s6PBoDJwD1tDc0O8xrsGTPQKMczAGmIYGlja4/X+jB/9/ngFX/jcc8HjS2+tee31rX7QarHsM0HWx7hkeqb4xse4ZhkPds/t4e0rFd0T3n+nihYsYlDc2Pmqsyld7rsaa9gNSY0UgYdZ+Q4YMgWEYYbM49fX1YbM9MuvXr8e9996L1157rcuBDgCkpaUhLS0t7LzWPt1ndNhN1uiwU2bHXTM7+pTp7Ljj8sRojjVNCx0HG17HY6P9WL88uy8cGx08UgvHMXwmxjjONzZjSM4g6LrWR5+J9/L/iUd4JiPCsR6cKmX2leMOz8EYx9nzLRiclSY+HxOfzzS0Dsd6aIfjy+c5ALPDnKypX/le8eg8ZALi6Xi+gz8uDw+qDLT2YxuADg7dbj/PecjhpsYYdH/QJ5Vm29AuG2t29ARtBQdOFwdkw+JXyn5ZnSQfN3sHhO7nHT5E0HrFdknvcN60/OCahvPDRmFQfXXIwsXTbgulaYCnfV9nTbvy3MHB4OVjLWRqo+sa9PZcdF2D3i777tW9K6qCbrendpudRL4jGOM4e64JQ3IGRXgmeu919UzxnQ4g31ixImFqLK/Xi6KiIpSXlwvny8vLMWfOnE7vW7duHX784x/j1Vdfxe233678+5d1tUR0MMZw8GhVH5dfvJeiy8kjL31mjOPgF2fAWXCwfTk4L212WIpuSEFeip7m7TLoaYYQzAyvEAzTEIIJCMFoDwNazndLmhkt57tcqs4ZFwIAMN1E1ZR5YHr4Uviwf7f8/GF2DZL8ov3/xniZeCxIjnbbN4mrzMhmJ2YkdB3no48+irKyMsycORMlJSVYs2YNTp8+jQceeAAAsGzZMtTU1ODll18GEBzo/OhHP8Lvfvc7FBcXh2aFMjIykJWVFdVvkwdgNUzTwM03zEh0MZIS0zRw8+yJQIpuKjjiq0MY4PsGLQMHR37pcoZ+zWcx/KtDUedt2AHMKP//eqGU7oTarTrUV6QGCR0GLlmyBKtWrcJTTz2FadOmYevWrdi4cSMKCgoAALW1tcKeO3/4wx9gWRYeeugh5Ofnh8LDDz8c9W/TF44ajDHU1DWQ/BRgjKOm/nxopUeqoXOGmz5YA0DrZHm+htkfrIEuX+sGTNPRMOLqHu/X41ao3aoTT5nJs5YqgYhMwnfoevDBB/Hggw9GvLZ27Vohvnnz5l773VTtcGINYxxfnqxB7pBs6NTvRAXjDF+erkdu9uiQzUiqcfWxnbj5L7/ELnmfneazoX12VOC6jprx05Fdd7KXSuouqN2qE9++gmx2YkXCBzuJgqYm1TBNA/OLpya6GFEivwAcXl7y15GjhaKcf+RN5UzTxPxZE8LVWPKmdPLshbyJnS41W7n3kncZ9kqb4mVkiLenifmb6WJ6b7qYn+x7XHbNOf7YTow7vht1V12LiwOykdZyHrlfHQrN6Ki0PMO2MHXza+0Fdti0Lywuy9fh/+UYl+n7mwgmZ7vtG1BfkRq4doxP07lqMMZw6qs6kp8CjDGcqnGHKkHnDMOrD+DqI1uRX31ASXXVEabpqBt9LamxFKF2q058DZQj+W6LJtDMTme49s1Baiw1GOPtun+SX7Qw3m6zQ6KLGq7raLjq6tCuykR0ULtVJzFqrJ4EIhKkxiKiwjQNzJk5OdHFSEpMw8Cc6eNTdjVWLDFsC5O3v5noYiQt1G7Vob4iNXDtYMem6VwlbMZQdboWY0blCxt6ER0Is/kJxm3GUPXVNxgzfJAoO1k1E2ZjIjVTOb0hWc0YUnqPeF3rJ9rsGBliek9/8bo3Q9yU05su5pfeKg7e/OKvw5Li8ksnzI2mZJOjmQaYruPMmOswvOoAYMg2TbL8HGyepOtamPydbICSr95Tu1Unrn1FaG+uHtxPRMS1tT6Bzt6TGs45zjf6SH4KcA6cb2qJ846sqQHXdDRn54En4UCjL0DtVp24yow2FYwZrp3Z6biFONF9TMPArGkTE12MpMQ0dMy6bhypsRQwbAsT976X6GIkLdRu1aG+IjVw7WCH1Fhq2Izh+IlqjB87Momnw3u6FF2+LsmB29L1K2qs41W1GF8wTJKdpOiR1ViSnDVp6TnXJTWWvPRcUmNBUmNpA0THg0Z/0cuzZ4CYPi1DXHzeT1JjSU8PeWgne6qTl67LNhJ6uxrr9LgZGPXlp+HPJ9dDeWl+mJrKQW0V9dJzJxKvWkiNdpsY4ttX0D47scK1gx3SJSjCOS61+kl+KnDgUlvAcWxFhMOhoS29Pzi9zNWgdqtOXNVYZLMTK1w72DFoalIJwzAwffL4RBcjKTEMHdMnjQaYPPdBOGEwG4UHtiS6GEkLtVt14tpX9NTuhmx2OsW1krFtUmOpYNsMB4+eIPkpYNsMB49Vk+wUYLqBLyaWgMkrq4huQe1WHZJZauDamR2CuEKUNjxR56eJf6Wpannpc9iKI3npuSE5bJCXnptS3CO7ixBtdDBwgHj7gEYh7h0ops8YkC7EM5suCnFd2oRNttmRhyvyUnbTKz6v7tHBdR2arkHz6OHuLxzdaTjZ8Di5k5CJ1j0EQXQXstmJFa4d7BjyXh1EtzAMHZMnjE10MZISw9Ax+ZpR4QbMhCMGszH+2K5EFyNpoXarTlz7CrLZiRmu7fFtmzocFWzbRsXB4yQ/BWyboeJwFU2LK2DrBo5Omg+b1FhKULtVh2SWGrh2sEMjYEU0DRnpXpKfChqQkealmWYFNM6R1nYBGq0mUoParTpxlZneCyF6nn/+eYwZMwbp6ekoKirCtm3bOk37+uuvY+HChRg6dCgyMzNRUlKC994T98Bau3YtNE0LC62trUrl6w3cq8aivSaUMHQdE64uSHQxYoyDDU+0++60JzAMAxOuvip8NZajDYnDPjJh++yINjXwSvv4pIk73WhZA4W4Z6DkDiJbvN4/S9x3p/VCf/H+i21CPOCXHUaIpPcTy+PpJ5ZfTzehAxhXsx9I08PKD3m1TJiNjizPMAcVXcejXuHS9wYU7mi3sSGufUUC1Fjr16/H0qVL8fzzz2Pu3Ln4wx/+gNtuuw2HDx/GqFGjwtJv3boVCxcuxC9/+UsMGjQIL730Eu68807s3r0b06dPD6XLzMzE559/Ltybnp4uZxc3XNvjWzQ1qYRl29hTeYTkp4Bl29iz/zgsUmNFja0bODDxW6TGUoTarTqpLrOnn34a9957L+677z5MnDgRq1atwsiRI7F69eqI6VetWoWf/exnmDVrFsaPH49f/vKXGD9+PP76178K6TRNQ15enhASiWsHOxpN5yqhaRqyB2WS/BQIym50St8EAAAcEklEQVQAaRIU0DhHlq+e1FiKULtVJ64yuzyz05MAwOfzCaGtrS3iz/n9fuzbtw+lpaXC+dLSUuzYsaNbRWaMobm5GTk5OcL5lpYWFBQU4KqrrsIdd9yBiooKBYH0Hq4d7JAaSw1D13H16BEkPwUMXcfVBeR1WgWdM4yqOQSd06yYCtRu1YmvzHrHZmfkyJHIysoKhRUrVkT8tYaGBti2jdzcXOF8bm4u6urqulXi3/72t7hw4QLuvvvu0LkJEyZg7dq1eOutt7Bu3Tqkp6dj7ty5OH78eDfl0Pu41mbHslJ7ajJWWJaNTyqP4PppE8N8GBGdEfzasmwbn+w/juunjBOdC0ZroyPtu6MZog0LlwcE8lJ3W7KhGSja5GiDxHhatugrKyMnU4hnSjY56ZfE8sg2O0xS48k2O95MyVdXPxOWbmL/uJsw9cvN0DIkvb9cD2UbpjAbnWh9ZSG6630QarfqJGNfUV1djczMK+00TbZzk5Bnrzjn3ZrRWrduHZYvX44333wTw4YNC50vLi5GcXFxKD537lzMmDEDzz77LJ555pnuPkav4trBjq4n3wurL6DrGkbkDSH5KaBrGkYMy4GehJ1lotE5Q+75kzSzowi1W3XiKrNeMlDOzMwUBjudMWTIEBiGETaLU19fHzbbI7N+/Xrce++9eO2113DLLbd0mVbXdcyaNSuhMzuundPUaTpXCV3XUXBVHslPgaDshpHsFNA5w1UNX9BgRxFqt+rEX2ZaD0J0eL1eFBUVoby8XDhfXl6OOXPmdHrfunXr8OMf/xivvvoqbr/9dsff4ZyjsrIS+fn5UZext3DtzE4yTk32BSzLxo69BzFn5mQXTYf3zlJ0y7KxY99hzCkqlNRY4v3h7iMkOcvuIbi0lLzr0gJMUmOl+8X7B4uGhmbWOSHeb+ggOUcx+4CYv90mOozwXxKNJWX3EGmSGs3s74GlGfhk1M24/vSHQD9x6bvsHkNzcBehySu6wr6kneIyfX+2xJ3ttneIa1+RgKXnjz76KMrKyjBz5kyUlJRgzZo1OH36NB544AEAwLJly1BTU4OXX34ZQHCg86Mf/Qi/+93vUFxcHJoVysjIQFZWFgDgySefRHFxMcaPHw+fz4dnnnkGlZWVeO6559SfrYe4drBD07lq6LqGcaNHkPwU0HUN4wqGkxpLAZ0zjDl3lGZ2FKF2q06qy2zJkiU4e/YsnnrqKdTW1mLy5MnYuHEjCgqC+zLV1tbi9OnTofR/+MMfYFkWHnroITz00EOh8/fccw/Wrl0LAGhsbMT999+Puro6ZGVlYfr06di6dSuuv/76uD5bRzTO3bWW0+fzISsrC01fVyEzc6DzDQQRhkOTCWtSUlw2GJZnWmxx5oNbl8Tr1kUpLl93uL+tSYz7pHhNjZi88gsh3nRE1O9f/EZ0HNrTmZ3BE0cL8eyp4tS3MaVQLG/+cCGqZY8Urw+QrnslWwbJwNtxE0LHmSAilfD5mpGVOwZNTU3dsoNR+41gv9T4xUfIlBzzRpVPcwsGXf2tmJY1WXGtApfUWGpYlo0Pt39K8lPAsmx8+HElyU4BSzOxdexiWLIHeKJbULtVJyFqrB7us0OE49o3BxnqqaHrOiZPGONy+anZ8Oi6gcmFo6HrhpiHk7uIMBsT2YbH22X5wpeVSqqgfuLMC7JFmxxvjrjUO2OYeN1Ik2yIJOSZnbamC2L5JDVBeo74Zatn9YcJDZNaDsPMTAf6iUvTYUqvMXmmxsl9hJN7iBToQKjdqkMySw1cPNhJ/hdYItB1DcOGZCe6GElJSHayGotwRAfHsLZvEl2MpIXarTrx7SvUnXleuZ+IhGslE7C6dk5IRCZgWXhv8yckPwUClo33tuxFgFQJUWNpBt7PXQgrbFaG6A7UbtWJq8xIjRUzXDvYMcihoBKGbmDWtAkkPwUMXcesqYW0Zb8COmcoOreXVmMpQu1WHZJZakBqLCIqdF1DziCy8hdx3NkGwGXZDQy/LnfgYat/5H1juraRCU8v7TMj7+PDJJud/tLqraFDhGja+VYhbg6Q9rkxJBuhgOQewifWH9sv/r5HshHShg6GASC4+08OkCa5i/BIcXkfIlkeYTY58uAz+ffVkaF2q058+wq1zQHF+4lIuPYTk6Zz1QhYFt5+fyfJT4GAZeHtD3aT7BQIwMA75mwEQF/ZKlC7VYfUWKmBawc7wg62RLcxDQPziqeQ/BQwDQPzZl9HslPAhI0brM9gguydVKB2qw7JLDVwrRqrOx5diXA0TUPmgP6JLkZSEpRdPzhuSkiEoQEYiEuO6YjIULtVJ759BamxYoVrBzs0natGwLKw8YNdWLygGB55fxMiMu0vy6DsdmPxzdeLsnOwIQmzsQnbN0be10caTMk2PpJNkMbE2RI+QNyhWcsdKsQ9jeKOyx7pfqRJ+9xIOyqb58R9dqwLos2Od5i0g+zgHAS4jnebC3HrwM/hCdtnR/KV5bgjspPNTupB7Vad+PYVPVVF0WCnM1xb62lqUg3TMFB64yySnwJB2c0k2SlgguGWAcdhglZjqUDtVp34yoxmdmJF6n/SEL0OeU1Wh2SnjqnRQKcnUN0j3IxrZ3YsmwwdVbBsm6bDHYm8FD0ou91YvGC2JDsHtUqY+whJ7typE5MGCU77htji0nIMbBaLk58rXpfrQX/JNsSW1Fj1DWL87Dkx/+F50u9nwmIa3q0djlvzz8CTLjrw1TzS7+mi+wwtTO3nsNQ8BR19UrtVJ659RU9XVJEtaqe4ttbTdK4apmFg8YJikp8CQdnNJtkpYGoct+afgamRcbcK1G7Via/MyF1ErCDJEFFDnpPVIdmpY3H6au0JVPcIN+PawQ6psdSwbBubtuwh+SkQlN1ekp0CFtfwfl0+DXgUoXarTkLUWLSpYK/jWjUW6a3V8Jgm7lp0Q6KLkWQEX0Ae09MuO1kVI9uMSN8gsruHMPcScnZdL0XnsvsEKQMtXfSOzQeeF5MP84txj2gjg3TJfYNUXi1DWireT4rnDhPjA7PhAXBn1kUAg8LKB9lmR3YXIdvsuMBGR4barTrx7StoNVascO3MDpf3IiG6BeccvpYLJD8FSHbqcA40t2lhWwgR3YPqnjoks9TAtYMdms5Vw7JtbNv1GclPAZKdOhYDtp9Kh0Wrz5WguqdOfGWm9UIgIuFaXQ6psdTwmCZuv6Uk0cVISq7Ijr4Uo8VjALddQ+4iVKF2q048+4qg2Y36gIVMdjrHtT0+Y9ThqMAYR6OvGYMyB0LXqWVFQ6eyCxOjw7470e4bIw2uNHlaXnZHIafvL7qL4Jbo3gHyvjdpYpzL7iS84r46kJf2Zg0S8+s3DIxzNF5gGNRfh5aWKaaX3WFI++yEu4tw3/JrarfqUF+RGrhWjWXLL2CiW9jMxp7KoyQ/BUh26jAG7K1qBSM1lhJU99SJr8xIjRUrXDuzQ2osNTymiUU3XZ/oYiQlJDt1TEND6XXktVsVqnvqxLWvoB2UY4ZrZ3ZoalINxjjqG86T/BQg2anDOEe9zwKjlTFKUN1TJ74yo5mdWOHa6Q1G8+FKMMZw8GgV5hdPhe7kY4kQ6Fx2DvvshNmcdG1z4/h152Czo0nl4RmizQ6Y6OtKSx8sXveI++aE2Qh5B4j5S+XV+ku+tzKGgNkMh47WYt7UYdC90r48Eppsw+Mon9TvIKjdqkN9RWrg2sEOeQBWwzQN3HzDjEQXIykh2aljGjq+NWNEoouRtFDdUyeufYWmR1hwEOX9RERcKxkaravBGENNXQPJTwGSnTqMcZxpuEBqGEWo7qkTX5mRGitWuHZmh16aajDG8eXJGuQOyYbu2qGyGt2XnazWkr4sdVkNJX95OrzwwlamS6tNZDVPmrQUXHZXIblvCFMjye4qTAc1V8YQ8bo3E9xm+LL2G+Tm5kKT3VPI5Qlbmh+lfFIQarfqUF+RGrh2sENqLDVM08D84qmJLkZSQrJTxzR0zC+6OtHFSFqo7qkTXzUWrcaKFa4d49N0rhqMMZz6qo7kpwDJTh3GGE6dOUuyU4TqnjqkxkoNXDzYoalJFRjj7bp/kl+0kOzUYRyoqW8CiU4NqnvqkMxSA1JjEVFhmgbmzJyc6GIkJcqyC5ualm1SeriUWr6fi21Dk01w5Ns9A6QTXX9DaWa6lJ/knsIjuYMwvDBNYM7MayPnL9vshC01d+03XQhqt+qQGis1cO1bwKbpXCVsxvDFyRqSnwIkO3VsxvDFqVqSnSJU99SJr8xIjRUrXDvY4bQTqxKcc5xv9JH8FCDZqROUXQvJThGqe+qQzFID96qxZE/LRLcwDQOzpk1MdDGSEpKdOqZhYNbU8YkuRtJCdU+duPYVpMaKGa4d7NB0rho2Yzh+ohrjx46EQRt2RIW67OR9d3r7heaQv5EmXZbKLu+r4ziVLr52tLQc6fekfXSgibJzcqdBhEHtVp3EqLF6cj8RCdcOdsL8AxHdg3NcavWT/FQg2alDsusZJD914ikzchcRMxIumeeffx5jxoxBeno6ioqKsG3bti7Tb9myBUVFRUhPT8fYsWPxwgsvKP2uQWosJQzDwPTJ40l+CpDs1CHZ9QySnzpukFks+uENGzZg0qRJSEtLw6RJk/DGG2/EqvjdIqGDnfXr12Pp0qV4/PHHUVFRgXnz5uG2227D6dOnI6avqqrC4sWLMW/ePFRUVOAXv/gFfvrTn2LDhg1R/7ZtkxpLBdtmOHj0BMlPgeSVnbTaQ/eKIerVIFJ6I00MEfJLXtn1DUh+6sRXZvFfjRWLfnjnzp1YsmQJysrKsH//fpSVleHuu+/G7t27oy5fb6HxBJqaz549GzNmzMDq1atD5yZOnIhvf/vbWLFiRVj6n//853jrrbdw5MiR0LkHHngA+/fvx86dO7v1mz6fD1lZWTh35ktkZ2f1/CFchm0zHDl+EhPHj4ZhJHxiMKkg2alDsusZJD91zp9vQs7wcWhqakJmZqbzDQpc7peavj6BzMyBPcinGVm5Y6Mqayz64SVLlsDn8+Gdd94Jpbn11luRnZ2NdevWqT5ej0hYrff7/di3bx9KS0uF86WlpdixY0fEe3bu3BmWftGiRdi7dy8CgUBUv08NXg3D0DF5wliSnwIkO3VIdj2D5KdOKsssVv1wZ2k6yzMeJMxAuaGhAbZtIzc3Vzifm5uLurq6iPfU1dVFTG9ZFhoaGpCfnx92T1tbG9ra2kLxpqYmAMDZs+cAXJmiNAwdtm0DmgZD12HZNrTLx5YNXdegRzzWoesaApYFQzdCx6ZhQNOuHAOAZdvCscc0wTkPHTPGYbMrx4wxmKYBxhgY42HHNmPgnMM0gsfgHIZhxPSZGGP47MgJXDdhDAzDSIlnitf/SQNw4GgVJo0fBa/XmxLPFK//kwbg0LFTKBx3FdK83pR4Jqp7yfF/am5uBhCf/XZ8vhb0ZEVV8P7gTFFH0tLSkJaWFpY+Vv1wZ2k6yzMeJHw1liYtc+Wch51zSh/p/GVWrFiBJ598Muz82ElF0RaVIAiCcClnz55FVlZsTB+8Xi/y8vIwcvyUHuc1YMAAjBw5Ujj3xBNPYPny5Z3eE4t+ONo8Y03CBjtDhgyBYRhhI736+vqwEeFl8vLyIqY3TRODBw+OeM+yZcvw6KOPhuKNjY0oKCjA6dOnY1ZxUxmfz4eRI0eiuro6ZvrrVIVkpw7JrmeQ/NRpamrCqFGjkJOT45xYkfT0dFRVVcHv9/c4r0iDikizOkDs+uHO0nSWZzxI2GDH6/WiqKgI5eXl+M53vhM6X15ejrvuuiviPSUlJfjrX/8qnNu0aRNmzpwJj0fe2CxIZ9N3WVlZ1Oh7QGZmJslPEZKdOiS7nkHyU0eP8WaM6enpSE9Pd07Yi8SqHy4pKUF5eTkeeeQRIc2cOXNi8BTdhCeQP/3pT9zj8fAXX3yRHz58mC9dupT379+fnzx5knPO+WOPPcbLyspC6U+cOMH79evHH3nkEX748GH+4osvco/Hw//85z93+zebmpo4AN7U1NTrz+MGSH7qkOzUIdn1DJKfOqkuu1j0wx9//DE3DIOvXLmSHzlyhK9cuZKbpsl37doV9+e7TEIHO5xz/txzz/GCggLu9Xr5jBkz+JYtW0LX7rnnHn7jjTcK6Tdv3synT5/OvV4vHz16NF+9enVUv5fqFTfWkPzUIdmpQ7LrGSQ/ddwgu1j0w6+99hovLCzkHo+HT5gwgW/YsCHWj9ElCd1nJxG0tbVhxYoVWLZsWad6TKJzSH7qkOzUIdn1DJKfOiS71MB1gx2CIAiCINxF6u6WRBAEQRAEARrsEARBEASR4tBghyAIgiCIlIYGOwRBEARBpDQpNdixLAv/+q//ijFjxiAjIwNjx47FU089BcZYp/ds3rwZmqaFhaNHj8ax5H2H5uZmLF26FAUFBcjIyMCcOXOwZ8+eLu/ZsmULioqKkJ6ejrFjx+KFF16IU2n7FtHKzs11b+vWrbjzzjsxfPhwaJqGv/zlL8J1zjmWL1+O4cOHIyMjAzfddBMOHTrkmO+GDRswadIkpKWlYdKkSXjjjTdi9QgJIxayW7t2bcS62NraGstHiTtOsnv99dexaNEiDBkyBJqmobKyslv5uqHeJTspNdj51a9+hRdeeAG///3vceTIEfz617/Gf/7nf+LZZ591vPfzzz9HbW1tKIwfPz4OJe573HfffSgvL8crr7yCAwcOoLS0FLfccgtqamoipq+qqsLixYsxb948VFRU4Be/+AV++tOfYsOGDXEueeKJVnaXcWPdu3DhAqZOnYrf//73Ea//+te/xtNPP43f//732LNnD/Ly8rBw4cKQU8ZI7Ny5E0uWLEFZWRn279+PsrIy3H333di9e3esHiMhxEJ2QHB35Y71sLa2Nu47+sYaJ9lduHABc+fOxcqVK7udp1vqXdKTyE1+epvbb7+d/+QnPxHOffe73+U//OEPO73no48+4gD4+fPnY128Ps/Fixe5YRj8b3/7m3B+6tSp/PHHH494z89+9jM+YcIE4dw//dM/8eLi4piVsy+iIjuqe0EA8DfeeCMUZ4zxvLw8vnLlytC51tZWnpWVxV944YVO87n77rv5rbfeKpxbtGgR/973vtf7he4j9JbsXnrpJZ6VlRXTsvY1ZNl1pKqqigPgFRUVjvm4sd4lIyk1s3PDDTfggw8+wLFjxwAA+/fvx/bt27F48WLHe6dPn478/HwsWLAAH330UayL2iexLAu2bYd9zWVkZGD79u0R79m5cydKS0uFc4sWLcLevXsRCARiVta+horsLkN1T6Sqqgp1dXVCvUpLS8ONN96IHTt2dHpfZ3Wxq3tSDVXZAUBLSwsKCgpw1VVX4Y477kBFRUWsi5sSUL1LDlJqsPPzn/8c3//+9zFhwgR4PB5Mnz4dS5cuxfe///1O78nPz8eaNWuwYcMGvP766ygsLMSCBQuwdevWOJa8bzBw4ECUlJTg3//933HmzBnYto0//vGP2L17N2prayPeU1dXF+bJNjc3F5ZloaGhIR7F7hOoyI7qXmQue0uOVK9kT8ryfdHek2qoym7ChAlYu3Yt3nrrLaxbtw7p6emYO3cujh8/HtPypgJU75KDhHk9jwXr16/HH//4R7z66qu49tprUVlZiaVLl2L48OG45557It5TWFiIwsLCULykpATV1dX4zW9+g/nz58er6H2GV155BT/5yU8wYsQIGIaBGTNm4Ac/+AE+/fTTTu/RNE2I8/ZNueXzqU60sqO61zWR6pVTnVK5JxWJVg7FxcUoLi4OxefOnYsZM2bg2WefxTPPPBOzcqYKVO/6Pik1s/Mv//IveOyxx/C9730P1113HcrKyvDII49gxYoVUeVTXFzs2i+acePGYcuWLWhpaUF1dTU++eQTBAIBjBkzJmL6vLy8sC+Y+vp6mKaJwYMHx6PIfYZoZRcJN9e9y+Tl5QFAxHolf0HL90V7T6qhKjsZXdcxa9Ys19fF7kD1LjlIqcHOxYsXoeviIxmG0eXS80hUVFQgPz+/N4uWdPTv3x/5+fk4f/483nvvPdx1110R05WUlKC8vFw4t2nTJsycORMejyceRe1zdFd2kaC6B4wZMwZ5eXlCvfL7/diyZQvmzJnT6X2d1cWu7kk1VGUnwzlHZWWl6+tid6B6lyQk0jq6t7nnnnv4iBEj+N/+9jdeVVXFX3/9dT5kyBD+s5/9LJTmscce42VlZaH4f/3Xf/E33niDHzt2jB88eJA/9thjHEDC3dEninfffZe/8847/MSJE3zTpk186tSp/Prrr+d+v59zHi6/EydO8H79+vFHHnmEHz58mL/44ovc4/HwP//5z4l6hIQRrezcXPeam5t5RUUFr6io4AD4008/zSsqKvipU6c455yvXLmSZ2Vl8ddff50fOHCAf//73+f5+fnc5/OF8igrK+OPPfZYKP7xxx9zwzD4ypUr+ZEjR/jKlSu5aZp8165dcX++WBIL2S1fvpy/++67/Msvv+QVFRX8H//xH7lpmnz37t1xf75Y4iS7s2fP8oqKCv72229zAPxPf/oTr6io4LW1taE83Frvkp2UGuz4fD7+8MMP81GjRvH09HQ+duxY/vjjj/O2trZQmnvuuYffeOONofivfvUrPm7cOJ6ens6zs7P5DTfcwN9+++0ElL5vsH79ej527Fju9Xp5Xl4ef+ihh3hjY2Pouiw/zjnfvHkznz59Ovd6vXz06NF89erVcS513yBa2bm57l1edi+He+65h3MeXEL9xBNP8Ly8PJ6Wlsbnz5/PDxw4IORx4403htJf5rXXXuOFhYXc4/HwCRMmpOTAMRayW7p0KR81ahT3er186NChvLS0lO/YsSOOTxUfnGT30ksvRbz+xBNPhPJwa71LdjTO261JCYIgCIIgUpCUstkhCIIgCIKQocEOQRAEQRApDQ12CIIgCIJIaWiwQxAEQRBESkODHYIgCIIgUhoa7BAEQRAEkdLQYIcgCIIgiJSGBjsEQRAEQaQ0NNghCIIgCCKlocEOQbic7du3w+PxoK2tLXSuqqoKmqbh1KlTCSwZQRBE70CDHYJwOZWVlZg4cSLS0tKEc4MGDUJBQUECS0YQBNE70GCHIFzO/v37MX36dOFcZWUlpk6dmqASEQRB9C402CEIl1NZWYlp06YJ5yoqKmiwQxBEykCDHYJwMbZt49ChQ2EzO59++mnYAIggCCJZocEOQbiYzz//HJcuXcLw4cND53bu3Imamhqa2SEIImWgwQ5BuJjKykoAwLPPPovjx4/jnXfewY9+9CMAEFZnEQRBJDM02CEIF1NZWYmFCxeiqqoKkydPxi9+8QusXLkSmZmZeO655xJdPIIgiF5B45zzRBeCIIjEsGjRIsyYMQMrVqxIdFEIgiBiBs3sEISL2b9/P6ZMmZLoYhAEQcQUGuwQhEupq6vD119/TYMdgiBSHlJjEQRBEASR0tDMDkEQBEEQKQ0NdgiCIAiCSGlosEMQBEEQREpDgx2CIAiCIFIaGuwQBEEQBJHS0GCHIAiCIIiUhgY7BEEQBEGkNDTYIQiCIAgipaHBDkEQBEEQKQ0NdgiCIAiCSGlosEMQBEEQRErz/wPHWIGp7eEKKgAAAABJRU5ErkJggg=="
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 11,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000005EAEBF60>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "## 比較"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@show AIC_Normal\n@show AIC_Cauchy\n@show AIC_TDist1\n@show AIC_TDist2;",
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": "AIC_Normal = 59.3601631213199\nAIC_Cauchy = 43.32737909354275\nAIC_TDist1 = 43.65263685737265\nAIC_TDist2 = 41.53913004232231\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "    AIC_TDist2 < AIC_Cauchy < AIC_TDist1 < AIC_Normal\n\nAIC は小さい方がよい。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "figure(figsize=(6,3.6))\n\nx = collect(linspace(8.5,11.5,1000))\nplot(x, pred_Normal.(x), label=\"Normal(\\$\\\\mu=$nmu_str\\$, \\$\\\\sigma=$nsigma_str\\$)\", lw=0.8, \"-\")\nplot(x, pred_Cauchy.(x), label=\"Cauchy(\\$\\\\mu=$cmu_str\\$, \\$\\\\sigma=$csigma_str\\$)\", lw=1.2, ls=\":\")\nplot(x, pred_TDist1.(x), label=\"$t1mu_str + TDist(\\$\\\\nu=$t1nu_str\\$)\", lw=0.8, ls=\"--\")\nplot(x, pred_TDist2.(x), label=\"$t2mu_str + $t2sigma_str TDist(\\$\\\\nu=$t2nu_str\\$)\", lw=0.8, ls=\"-.\")\nxlabel(\"y\")\ngrid(\"on\", linestyle=\":\")\n\ny = zero(Y)\nscatter(Y[4:n], y[4:n], s=15, marker=\"o\", alpha=0.5, color=\"red\", label=\"Sample\")\n\nlegend(fontsize=9)\n\ntitle(\"PDFs of the predictive distributions\");",
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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RGRnJfu1FRUUhPT0du3btQkBAACQSSY21JB06dEDfvn0xf/583Lp1CytXruQc9/DwwHfffYexY8eiuLgYo0aNwmOPPYbCwkKcP38ehYWF+P7773nznzx5MlavXo2EhATMnTsXLVu2xMaNG3HlypVabbbkeY2IiICrqys2btyIyMhIeHh4IDAwsM6Tcfn5+SEuLg4zZ86Eu7s7li1bhitXrnCGHg4ZMgRSqRQTJkzAZ599BpFIhLVr1+LWrVsm+UVFRWHz5s3YsmULWrduDRcXF5O5QwzMnz8fAwcORP/+/fHhhx/CyckJy5Ytw6VLl5CSkmJ1bcfy5ctx8OBBJCQkIDQ0FEqlEqtXrwYAPPPMM1blRbEx9u3TSGkKGHoHnz17tsZ0hh7hhk0kEhFfX1/St29fMn36dHLz5s065b17924SHx9PgoKCiJOTE3nsscfIkCFDyNGjR2stu0KhIB9//DEJCwsjYrGYBAQEkLfffpuUlJRw0lkzyqC4uJiMGjWKeHt7E4Zh2J7bhh7YX375pck5AMjs2bM5cefPnyejR48mjz32GBGLxcTf35/ExcWR5cuX13h9w3UWLFhAPv30UxIcHEycnJxIt27dyN69ezlpDT3LCwsLzeZlaRmOHz9O+vTpQ5ydnYm/vz+ZOnUqWblyZa2jDAipugezZs0ibdu2JU5OTsTX15fExcWREydOsGkyMzNJdHQ0cXNzIwDYPMyNMjBguL6rqyspLS01a9/hw4dJQkICkUqlRCwWk6CgIJKQkFDjSBgD2dnZZODAgcTFxYVIpVIyYcIEsnPnzlpHGVj6vKakpJAOHToQsVjMeT5qehb5Rhm88847ZNmyZSQiIoKIxWLSoUMHsnHjRpPzz5w5Q5588kni7u5OgoKCyOzZs8kPP/xgch9v3rxJBg0aRCQSCQHAXtPcKANCCDl69CiJi4sj7u7uxNXVlfTp04cd8WGA77de/R6fPHmS/N///R8JCwsjzs7OxNfXl8TExJDU1FSzmlAaD4YQnm7hFArFLty8eROtWrXCl19+2ajrPVAolOYN7UNAoVAoFAqFOgQUCoVCoVAA2mRAoVAoFAqF1hBQKBQKhUKhDgGFQqFQKBRQh4BCoVAoFAocZGIivV6Pu3fvQiKRWD0JBoVCoVAozRlCCMrKympdd8QhHIK7d+8iJCTE3sWgUCgUCsVhuXXrFjvVtTkcwiEwzLl+69Ytq1YIo1AoFAqluSOXyxESElLrGioO4RAYmgk8PT1t5hDodDrk5uaiVatWtS4U05yguvBDtTEP1YUfqo15qC78NKQ2tTW5N9tOhYQQdq1vyj9QXfih2piH6sIP1cY8VBd+7KmNQ0xMJJfL4eXlhdLSUtpkQKFQKBSKFVj6DnWIJoOGQKfT4dq1a2jbti2tsjKC6sIP1cY8ttaFEAKtVgudTmeD0tkXnU6HvLw8hIWF0WfGCKoLP3XVRigUQiQS1WskXrN1CABAoVDYuwhNEqoLP1Qb89hKF7VajYKCAlRWVtokP3tDCIFGo0FeXh4dMm0E1YWf+mjj5uaGgIAAODk51enatMmAQqE0CfR6Pa5duwahUIgWLVrAycmJviwoFAsghECtVqOwsBA6nQ5t27blzDdAmwxqQafT4fLly4iMjKRVVkZQXfih2pjHVrqo1Wro9XqEhITAzc3NhiW0H4QQKJVKuLi4UOfGCKoLP3XVxtXVFWKxGHl5eVCr1XBxcbH62s12lAGFQmma1DSTGoVC4ae+v51mW0MgFArRqVMnexejyUF14YdqYx6qCz8Mw8DV1dXexWhyUF34sac2zdYV1+l0yMjIeCR6MtsSqgs/j5o2tuo+9KjpYksIIaisrKTj7atBdeHHnto0W4cAAPVQeaC68POoaEMIwd0PPkD58eNQZGVBvm9fvfJ7VHRpCGgbuXmoLvzYS5tm6xAIhUJ06NCBdg6rBtWFn0dJm7Lff0fFqdNwiYyE9v4DaB8U1jmvR0kXW2Oo/qUvPy5UF37sqU2zdQi0Wi3Onj0LrVZr76I0Kagu/DxK2hSvXgO/iW9BJJVCEtcf0ldernMV5aOki60hhKCiosIu1b/h4eHYsWMHJ27z5s0YM2ZMo5elOvbUxR4MHDgQ+/fvtyitPbVptg4BwzDw8fGhHmo1qC78PCraKHNyoLxyBV4jRrBxlefOIf/V1+qU36OiizXExsZCKBTiwoULbJxMJgPDMLh58yYnbVOpOdHr9Zg+fTqSk5Mb5XrvvvsuQkJC4OnpiaCgIEyePBlqtZo9Xl2XcePGwcnJCR4eHux28uTJRilrbSxZsgQ9evSAs7MzRhj9bgzUZmtycjKmTp1q8fXs9cw0W4dAKBSiTZs2TebH2lSguvDzqGgj/+03ePSPhdBoghLndu2huHQJqmvXrM7vUdHFWnx8fDBt2rQa0zAMU+t4ckJIo3TITEtLg1QqRVRUVINfCwCSkpJw5coVyOVyZGZm4vz581i4cCEAfl2SkpJQXl7Obn379m2UstZGYGAgkpOT8cYbb5g9XpOtAPD0009DJpPh+PHjtV7LkmemoWi2DoFWq8WJEydoNWc1qC78PCralB9KhyQujhMn9HCH+1PRKDuUbnV+DakLIQRlSk2jbNZW0SYlJeHEiRM4cuSI2eP379/H6NGj4efnh9DQUMyYMYPVKDw8HPPnz0efPn3g5uaG7OxsTnzPnj3h7u6O+Ph4FBcXIykpCd7e3mjbti1OnDjBXmPRokVo27YtJBIJIiIisGTJEt7ypqamIq7afV+yZAmGDRvGievcuTNSU1Ot0sIckZGRcHd3Z/cFAgGuPXQ4CSEoLy+3abU4IQRffvkl2rVrx75QDduNGzfqlffIkSMxYsQI+Pn5mT1ek61A1Us+Li7OIl0bQhtLabbzEAgEAgQFBdFJUKpBdeHnUdBGV14B6LTw6NfP5JhHdDTkv+2F35vmv4L4aEhdylVaRM2p3wgIS7k4ZxAkLmKL00ulUnz00Uf45JNPOC9pAy+99BL8/f2Rk5ODsrIyJCQkwN3dHdOnTwcArF27FqmpqWjTpg2nhiAlJQW7d++Gp6cnoqOj0atXL3zxxRf47rvvMGfOHEycOJFtqggLC8PBgwcRHByM9PR0DBkyBN26dUN0dLRJeTIzMzFx4kRO3Pnz59GtWzd2X6lU4vLly5w4oMr52bRpE68Wu3fvxlNPPWUS/8UXX+Dzzz9HeXk5fH19sWDBAvaYWGyq9fr167F+/XoEBARg/PjxeP/99y1+rr744gv8+OOP2LFjB9q2bYsZM2Zgw4YN2LdvH1q3bl1vWyy5Pp+tANCxY0fss3A0jzltGgXiAJSWlhIApLS01N5FoVAeWVR5eSS7UxTRVVTY5foKhYJkZ2cThULBxun1eiJXqBtl0+v1Fpc1JiaGfPPNN6SyspIEBgaS7du3k5KSEgKA5Obmktu3bxMApKCggD1n48aNpG3btoQQQsLCwsg333xjkm9YWBj5/vvv2f2pU6eS3r17s/tZWVmEYRiiUqnMlmv48OFk7ty5bF7bt29nj7Vp04Zs27aNk75nz55kx44d7P7p06eJn5+fxTpYSnZ2NpkxYwa5desWb5o///yTPHjwgGi1WnLy5EkSEhJCFi1aZFH+CoWCeHh4kBMnTrBx58+fJwCIUqmsd/kNzJ49mwwfPrzGNHy2rly5kvTs2dNmZTGHud8QIZa/Qx33U6eeaLVaHDlyxOGrf20N1YWfR0Eb+W+/QZGVZfaYU2goRH5+UBh1lLOEhtSFYRhIXMSNstWlzdbV1RWzZ8/G9OnTOV/5t2/fhouLC1q2bImysjIQQtC6dWvcvn2bTRMaGmo2T39/fzbs5uZmsk8eTlwDABs3bkT37t3h4+MDb29vpKWloaioyGy+Pj4+kMvl7L5Op8OlS5fQvXt3Ni4jI4OzbysiIyPRpUsXjBs3DsDDpqCHuhjo3r07WrRoAaFQiD59+uCTTz7Bli1bLMr/yJEjcHd35/Q5kMlk8PLygrOzs01tqY3qthqQy+Xw8fGp9Xxz2jQWzdYhEAgEiIiIcOjq34aA6sLPo6CN5s4d6EtLeY+7du0CZfZlq/J8FHSpDxMmTIBer8e6devYuODgYCiVSty/f599IeXm5iI4OJhNU1+98vPzMXbsWCxcuBCFhYWQyWQYMmQI74uka9euuHLlCrt/9epViMVihISEsHEHDhwwaS4AgIkTJ3J6/1ffjh49Wmt5NRoNp129the1NfoUFRWZrOK3bds2syMCbGFLbVS3FQCys7PRtWtXi85vbCfGQPP8BePRaA9uCKgu/DwK2vhOmAD3J5/kPR44bx6kieOsyvNR0KU+CIVCfP7555g3bx4bFxQUhP79+2Pq1KnQaDS4desW5s2bh7Fjx9rsuoaOZ4899hgEAgHS0tJqbKMeOnQoDh06xO6fP38eFRUVyMjIgEajwYYNG/Dzzz+b9GkAgOXLl3N6/1ff+lXrk1JeXo41a9ZAJpOBEIKLFy9i7ty5GDx4MICqmp/qy1tv3boVcrkchBD88ccf+OKLL/D888+zx+fMmYPY2FiztnXp0gXXr1/HwYMHodFosG7dOmzevBlz5swxSWutLUBVLZhSqYRWq4Ver4dSqWSHFdZmq4FDhw7hueeeM1t+Y8xp01g0z18wqm7wwYMHHbr6tyGguvDj6NpUnstA4bff1piGEQpRceKEVdWVjq6LLXj++efRpk0bTtymTZugUCgQGhqK6OhoJCQk4KOPPrLZNTt27IgZM2YgLi4Ovr6+2LJli8mIAWOGDBmCoqIiXLp0CUCVQ/Dcc89h3LhxCAwMREZGBoYOHYr//Oc/0Ov19SobwzDYtGkTIiIiIJFIMHz4cCQkJGDx4sUAqqrFx48fj7feeos9Z8mSJQgNDYVEIsHLL7+MpKQkfPDBB+zx/Px8s50lAeDxxx/HN998g8TERPj7+2PLli1IT09HeHh4vewwMHfuXLi6uuLzzz/Hrl274OrqikGDBllkKwAcPXoUEonErLNRHUII6xg1Ngyxx1WtRC6Xw8vLC6WlpSbVQnVFr9ejqKgIfn5+zfbLxhxUF34cXZvCZcug/isXQV99yZtGr1Qid+TzCNu4ASIL2jsB2+miVCqRm5uLVq1a1Wkt96YIIQRarRYikahJTNyUkpKCHTt2YMuWLRgyZAhGjRqF8ePHN3o56qJLVFQU0tPT4evr28Clsz2DBw/Ghx9+iIEDB9aatj7PDN9vyNJ3aLN1CCiU5sbtd9+Da9eu8J3Q+C8AS3gUHYKmTFBQEH755Rf07t3b3kWh2Ij6OgSO95ljIzQaDfbu3QuNRmPvojQpqC78OLo2ysuX4RLZodZ0iosXUW5FxypH16Uh0ev1KC0trXcVvK0pKirC3bt30bFjR7tcv6nq0hSwpzbN1iEQCoXo2bNns5tutTaoLvw4sjY6uRya27fhHBlZa1rlpUsoXv+jxXk7si4NDcMwcHd3bxLNBcb4+fmBEAKJRGKX6zdVXZoC9tSm2ToEAoEAUqnUIduCGxKqCz+OrI0qJwcif3+L+gU4t28PVU6OxXk7si4NDcMwTab/QFOC6sKPPbWx+hd85MgRDB06FIGBgWAYxmR5zer88ssvGDhwIFq0aAFPT0/07dsXe/furXOBbYVGo8GePXtoNWc1qC78OLI2ystX4NKh9uYCAHBu2xbaBw+gLSmxKL0j69LQ6PV6yGQyWjVeDaoLP/bUxmqHoKKiAl26dKlxEQ1jjhw5goEDByItLQ1//vkn+vfvj6FDhyIjI8PqwtoSkUiEfv36QSRqtss5mIXqwo8ja+Me/SR833zTorRCiQTioCCocq5alN6RdWloGIaBRCKhX8LVoLrwY09trP4Fx8fHIz4+3uL0xmMxAWDevHnYuXMndu3aZXZGrMaCYRg6YsEMVBd+HFkb54gI69K3bw9VzhW496m9B7oj69LQMAxD+1aYgerCjz21afRGP71ej7KyMkilUt40KpUKcrmcswFgZ8/S6XRmw1qtlhM2VLmYC2s0GuzcuRMqlQpAVbWnYQSmIUwIMQkD4IQNeRnChslZ+MI6nY4TtqVNhrIbh621yaCLQqF4ZGyy1X0yaKNUKh3KJo1Gg2ux/d+Sn/IAACAASURBVKHIzbX4Pjm3b4fKy5ctskmlUrHPTH1tIoSweRjS2TOs1+trDBvKaxw2tqN69e+jYJMt7pOxLo+KTbYKm9PGGpsAmP2PsIRGdwi+/vprVFRUYPTo0bxp5s+fDy8vL3YzzLVtmGHr8uXLuHy5ar71CxcusHNGZ2RkIDc3FwBw5swZ3Lp1CwBw4sQJFBQUAKhqwigqKoJIJIKzszPKy8sBAPv27UNZWRkAIC0tjZ2mMi0tjZ22Mi0tDQBQVlbGThEqk8lw8OBBAFVDeQxroxcUFLBLot66dQtnzpwBUDWfuaG55Nq1a+wyprawCQAOHjwImUxWZ5tEIhF69erF2vEo2GSr+yQSiRAWFsba4Sg2nT19GiHfL8NtpdLi++QRHY1CL2+LbJLJZBg0aBAbro9NhBBUVFQAqHI2DHloNBr2t6pWq9k0KpWKXehHqVSyjqxSqWQdN4VCwYYrKyvZj4CKigrO9LOGP86ysjLWcSorK2OdIrlczv7pGmaSI4SYhIGqP2K5XA6GYeDm5sba8SjYBFQ5jvWxSalUwtPT85GyyVb3SafTwdPTs142HT9+HAD3P8IS6jUxEcMw2L59u9kFJMyRkpKC119/HTt37sQzzzzDm06lUrHCAVUChISEoLi4GD4+PqxIQqGQE9ZqtWx1i1arhUAggEAgMBtmGAZKpRJOTk4QCoXQaDRsz05DGAA7Y5QhLBaLQQhhw3q9Hjqdjg3r9XqIRCLesE6nAyGEDZuzo642CQQCaDQaCIVCNmytTSKRCGq1GgKB4JGxyVb3SSAQQKVSQSQSmdjalG3SlpdD5OICIhQ2yH1iGIb9s6qPTTqdDn/99RfCw8PZVf2Aqv8Ze4X1ej0YhuENA1VOjHFYIBCwf9LG+RniHd0mc+G6lMX4Go+KTbYKG8dZY5NarWYX0ZJIJOx/hEKhaFoTE23ZsgUTJkzA1q1ba3QGgKqVnjw9PTkbALZdRSgUmg2LRCJO2DAMylxYq9Vi37597B+ZWPzP8qeGMMMwJmEAnLDhxWkIG/7s+MJCoZATtqVNhrIbh621SavV4rfffmPvxaNgk63uk1arxd69e9kfq6PYVL5jB+68P8Wq+0T0etz7cCrIw5EGNdmk1+vZr/362sQwDJuHIZ09w4aPB76wobzGYWM7jL/cHhWbbHGfjL9uHxWbbBU2fmbqYhMAs/8RltAoDkFKSgrGjRuHTZs2ISEhoTEuWSsikQhDhgyhPaOrQXXhx1G1UV2/AefWra06hxEIqjoUWtC5yVF1aQwYpqrDpeHPnFIF1YUfe2pjtUNQXl6OzMxMZGZmAqhqa83MzER+fj4AYNq0aXjttdfY9CkpKXjttdfw9ddfo0+fPrh37x7u3buH0hrWZG8smvPqbDVBdeHHEbVR/XUDThHWOQQA4POvf1m8wJEj6uKohIeH1zr/S01s3rwZY8aMsWGJKA3BoEGDsH///ka9ptUOwR9//IFu3bqxQwanTJmCbt26YdasWQCqOjQZnAMAWLFiBbRaLd555x0EBASw27///W8bmVA3DE0G9I+MC9WFH0fVRn3jL6uHHQJA8caNKPz2u1rTOaou9eXYsWOIj4+Hj48PvL290aVLFyxcuJDtLAbYdylbc+j1ekyfPh3JycmNcr0bN26wGgUFBWHhwoUA+HW5c+cORowYAV9fX/j5+eGFF17A/fv3G6WstaHRaDBp0iRIpVJIpVK8++67Fj3zCoUCbdq0gbe3Nyd+yZIl6NGjB5ydnTn98AzaTJ8+HVOnTrW5HTVhtUMQGxvLdr4w3tauXQsAWLt2LdLT09n06enpNaa3F2KxGMOHD7eqfaU5QHXhxxG10RYXQ1dSAqdW1tcQMCIxFA9rAmvCEXWpL7t370Z8fDwGDx6Ma9euQSaTYcuWLcjOzmZHYABVbbje3t5NZlrntLQ0SKVSREVFNfi1dDodhg0bhu7du+PBgwc4ePAglixZgk2bNvHqkpSUBADIy8tDbm4uVCqV3T8eDcydOxfHjh1DVlYWsrKycPToUcybN6/W82bNmoXg4GCT+MDAQCQnJ+ONN97gxBu0iY2NhUwmY0cMNAZN4ym1A03Nc28qUF34cURt1DduQOTvD6GHu9XnOrduBdXDYYc14Yi61AdCCN577z18/PHHmDx5Mvz8/AAAHTp0wNq1axEWFoZFixahbdu2kEgkiIiIwHffcWtaGIZhm12BqgncYmNj2X25XI5JkyYhNDQUnp6e6NmzJzvsEwCuXr2KPn36QCKRICYmhj323//+F/379+dcKyUlhV3VMDU1FXFxcZzjS5YswbBhwzhxnTt3Rmpqah0VqiInJwc5OTmYPXs2xGIx2rdvjwkTJmDlypUghLAjeYzJzc3F6NGj4eHhAYlEgjFjxrDDzS2BEIIvv/wS7dq1g4uLC9vhjmEY3Lhxo172rF69GsnJyWwt94wZM7Bq1aoazzl37hzS0tIwbdo0k2MjR47EiBEj2OfH2AbDaJ+4uLh63wdraLYOgVarxdGjR5tdNWdtUF34cURtNAUFcG7Tpk7nOrVuDW1BAfQPx13z0eC6LO0N/Gb0h3r4y6q4yuKq/b9vVO2f+d8/aba/Dawa/M/+9f1Vaa4btcmuGlyVzkquXbuG3NxcvPjii7xpwsLC2LkmFi9ejI8++siqL71x48bh+vXrOHXqFGQyGVauXAlXV1f2+Pr167Fp0yYUFhbC3d0dM2fOBAC88sorOHXqFDt/BFBVa5uYmAgAyMzMRIdqa1qcP3+eM2usUqnE5cuXTWaSTUpKgre3N+927NgxTnrjSX6M4y5cuABCCMrKykwcgilTpmDbtm0oLS2FTCZDSkqKVR3Rv/jiC6xZswY7duxAWVkZpk6dioCAAFy8eBGtjTrWWmtLSUkJbt++ja5du7JxXbt2RX5+Pm9/OK1WizfeeANLly6Fs7OzxTYYa9OxY0eO49jQNFuHQCwWIyEhoVlVc1oC1YUfR9TGa9gwhKxcUadzhVIphF5eUOXerDGdI+pSHwoLCwEAQUFBvGmef/55hISEQCgUYujQoRg8eDCnKbUm7t+/j+3bt2PlypUIDAyEQCBAt27dOF+SkyZNQuvWreHi4oKXX34Zf/75JwDA19cXw4YNw7p16wBUtcmnp6fj1VdfBVD1Yqs+Dv38+fPo3r07u3/hwgV4e3uzE8IZWLZsGWQyGe/21FNPcdK3b98erVq1wqxZs6BSqZCVlYXVq1dDLpfzNhlER0fjwYMH8PHxgVQqRXFxscX9HZRKJebNm4dVq1ahY8eOEIvFeOWVV1BQUIC2bdtyeu1ba4thYiLjfgCGsGECo+p8/fXX6Ny5M6fmxxKMtfH09ESJhYuM2YJm6xDo9XoUFxfT1baqQXXhxxG1qTyXAV0d/1AYhoFT69ZQ5/5VY7oG1+Wd08Cz8//Zj5laFef2cPpz34iq/V5GbbH/9z0wwWhV1TbPVKVpYzQHyoS9VemsxPBivnPnDm+ajRs3onv37myHw7S0NHaWytrIy8uDs7MzQkNDedP4+/uzYXd3d85Lafz48Vi/fj0IIVi/fj0GDRrEpvfx8eHMi6DT6XDp0iWOQ5CRkcHZrytisRipqanIzMxEcHAwXn75ZSQmJsLX15edjKp67cHAgQMRHR2N8vJylJeX46mnnsLgwYNruMo/HDlyBO7u7ujbty8bJ5PJ4OXlZdUXujk8PDwAgFMbYAhLJBKT9Ddu3MDSpUvx1VdfWX0tY23kcjl8LBzpYwuarUOg0+lw9uxZtq2GUgXVhR9H1Kb4x/VQXrlS5/OdwsKgvplXYxpH1KU+tGvXDuHh4di8ebPZ4/n5+Rg7diwWLlyI+/fvIy8vD/Hx8ZyXn7u7OzvtLQBOR8SwsDCoVCpOnwFrGDhwIHQ6HQ4fPox169Zh/Pjx7LGuXbviitHzcPXqVYjFYk5twIEDB8wuPDdx4kR4eHjwbkePHjU5JzIyEnv37kVhYSEyMzOhUqkQExMDQqqmqDbWpLi4GHl5eXjvvffg5uYGNzc3vPvuuzh58qRFzlRRUZFJ7ce2bdvMzqRrrS0+Pj4IDg7mVN9nZmYiJCQEXl5eJvkfPXoUhYWFePzxx+Hv74+RI0dCLpfD39+fnR6dD2NtsrOzOc0UDQ5xAEpLSwkAUlpaau+iUCjNClVeHlHfu98o11IoFCQ7O5soFIpGuV592LVrF/Hw8CDffvstKSoqIoQQkpOTQ8aPH0/S09OJQCAg58+fJzqdjuzZs4e4urqSf//73+z5/fr1IxMnTiQajYZkZGSQgIAAEhMTwx4fPnw4GTJkCLl79y7R6XTk3Llz7HXCwsLI9u3b2bTbt28nYWFhnPLNmjWLdOnShfj5+RG1Ws3Gp6amkh49erD7KSkpRCgUknPnzhG1Wk1+/PFHIhAIyP/+9z+i1WrrrdP58+dJeXk5UalU5OeffyZ+fn7k/PnzvOnbtGlDPvnkE6JQKIhCoSAff/wxCQ4OZo/Pnj2bo5Mxly5dIgzDkAMHDhC1Wk3Wrl1L/Pz8SG5ubr3tIISQmTNnkm7dupGCggJSUFBAunXrRj799FOzaSsrK9l0BQUF5Oeffyaenp6koKCAvR8ajYYoFAoyY8YMMnToUKJQKIhKpeLk06pVK3LkyBGLy8j3G7L0HdpsHQKdTkfu379PdDqdzfJ8FKC68ONo2miKi0nxli31zkdXUVHzcRvp4kgOASGEHD16lAwePJh4eXkRLy8vEhUVRRYuXEhUKhWZOXMm8fX1Jd7e3uSVV14hY8aM4TgEmZmZpEuXLsTd3Z0MGjSIfPLJJ5wXnUwmI2+99RYJDAwkEomE9OrVi9y6dYsQYplDkJubSxiGIZMnT+bEa7VaEh4eTi5evEgIIeSTTz4hw4cPJ507dyZ+fn5kypQpZPjw4SQ0NJTjSNSVGTNmEB8fH+Lm5kb69u1Ljh07RgghRK/XE7VaTd58803y1ltvsemzsrLIoEGDiFQqJd7e3qR///7k3Llz7PHExEQyffp03ustXryYhIaGEqlUSuLj48mlS5fqbYMBtVpNkpKSiLe3N/H29ibvvPMO0Wg07PG33nqLY4sxhw4dIl5eXpy42bNnEwCcLSYmhtXm8OHDpHPnzlaVkToEdUSj0ZADBw5wbiiF6lITjqZN+YkT5NozA+uVhyI7m1zp1bvGNLbSxdEcAkvQ6/WktLSU6PX6Rr1uRUUFcXd3N/s1vmnTJjJ69GhCCCHx8fFk1apVjVo2QuquS6dOndiakkcVgzaDBg0i+/bts+rc+joE9VrtsLGQy+UWrdREoVD+oWTzZpT9vh+hq36ocx5Eo4G+shJCM+2ktkapVCI3NxetWrWCi4tLg1/vUYUQgoULF2LXrl0mw+eqExQUhF9++QW9e/dupNJRGhK+35Cl79BmuxqJXq9HQUEBAgICmswsYk0Bqgs/jqaNOi8fTmFh9cqDEYuhKysDGAZCnj8SR9OlMSGEQKPRcFZ/bEh0Oh28vb3h5+eHn3/+uca0RUVFuHv3LjtpUWPS2Lo4EvbUptn+evV6PW7cuOFQQ8gaA6oLP46mjTovD07h9XMIAODu1I9Qfvgw73FH06WxUalUjXYtoVCIsrIy5Obm1jp00M/PD4QQs8PmGoPG1MXRsJc2zdYhEIlEePrpp+mSrdWguvDjaNqo8/IgrmEsu6U4hYbWOPTQ0XRpTBiGgUQioV/B1aC68GNPbZqtQ6DX65GXl0e/aqpBdeHHkbQhOh00+fVvMgAAp/AwqI1WMK2OI+nS2BBCoFKpms06D5ZCdeHHnto0a4fgzp079E+sGlQXfhxJG71CCc8h8XCqYXpdSxGHhkKdx19D4Ei62AONRmPvIjRJqC782EubZlvHJxKJ8OSTT9q7GE0Oqgs/jqSN0MMdgQsW2CQvp7BwaGpwCBxJl8aGYRh22lvKP1Bd+LGnNs22hkCn0+H69evNZrpVS6G68ONI2pQfPowSnql1rcUpLBS60lLoZDKzxx1Jl8aGEAKlUkmrxqtBdeHHnto0W4eAEIKSkhL6QFaD6sKPI2kjkHhCKJXaJC+hRALndu2g5ZlP3pF0sQfUUTIP1YUfe2lDJyaiUChNAjoxEYVSP+o7MVGzrSHQ6XS4cuUK9VKrQXXhx5G0uT35fSgvX7ZZfoqsLFRmZJg95ki6NDaEECgUClp7Ug2qCz/21KbZOgQAoFAo7F2EJgnVhR9H0IbodCg/cAACV1eb5anMzoby4kXe446gi72gLz3zUF34sZc2zdYhEAqF6NatG4RCob2L0qSguvDjKNpoCu6B6PUQ22DIoQGfF16A9LXXzB5zFF3sAcMwcHNzc6gJeB5//HHs3r27zudv3rwZY8aMqTGNI+oycOBA7N+/v8GvY09tmq1DoNPpcOnSJVrNWQ2qCz+Ooo067ybEwUFgxGKb5amTyVD43RLzxxxEF1ty48YNxMfHw8fHB0FBQVi4cKHZdIQQeHh4cDaxWIzOnTvbvEzG1xAKhXB2dmb34+PjERsbC2dnZ0gkEnh5eaFTp0744IMPUFhYyMknKysLzz33XK3XCw8Px44dOzhxer0e06dPR3Jyco3n2qJaXKPRYNKkSZBKpZBKpXj33Xeh1WprPCc1NRVdu3aFu7s7AgMDsXz5cgBVUwW/8cYbaNWqFSQSCTp06IDVq1dzzk1OTsbUqVPrXF5LoU0GFArFZmjy8+EUUv8pizkIhShauhS60lLb5uuA6HQ6DBs2DN27d8eDBw9w8OBBLFmyBJs2bTKbvrCwEGVlZSgvL0d5eTkiIyPxr3/9y6JrpaenIzY21qK0hvzLy8vRr18/LFiwgN3/9ddfAQALFixAWVkZZDIZtm7dijt37uCJJ57A/fv3LbpGbaSlpUEqlSIqKsom+dXE3LlzcezYMWRlZSErKwtHjx7FvHnzeNP/9ttvSEpKwuLFiyGXy5GVlcVqq9VqERAQgP3790Mul2Pt2rX44IMPsG/fPvb8p59+GjKZDMePH29o0+xGs3UIhEIhOnXqRKs5q0F14cdRtLHFKofVEUokEEqlZqcwdhRdbEVOTg5ycnIwe/ZsiMVitG/fHhMmTMDKlStN0jIMA1dXV7b698yZM8jOzsa4ceMaudSm5erYsSM2bNgALy8vLFq0iD1W/ct/0aJFCA0NhUQiQXh4OH744Qe88MILyM/Px4svvggPDw9MnDgRQNUXeFxcHOdaUVFRWLNmDbvfvXt37N+/n6NLXVi9ejWSk5MREBCAgIAAzJgxA6tWreJNP3PmTMyaNQuxsbEQCoXw8fFBhw4dAADu7u747LPPEBERAYZh0KdPH/Tv35+zfDTDMIiLi0Nqamqdy2wJ1Z+ZxqTZOgQ6nQ4ZGRnNqprTEqgu/DiKNur8fDiF2biGAA8XOcozdQgaWhe1To1ydTm7KbVKAIBSq+TEq3VqAEClppITr9FpzMZr9VXVy8bnWoJhimbjKl29Xo8LFy6YpCWEoLKykk27atUqxMfHIzAwsA5K2B6RSIThw4cjPT3d7PGrV68iOTkZ+/btQ1lZGU6fPo1evXph27ZtCA0NRUpKCsrLy9mq98zMTPYlayA4OBi3b99m9wcMGID9+/dzdElKSoK3tzfvZvxiBoCSkhLcvn0bXbt2ZeO6du2K/Px8lJqpxaqoqMCff/4JuVyODh06wN/fH2PGjMG9e/fM2q1UKnHmzBmTpp2OHTsiMzOTR03bUP2ZaUyarUMAAK427IX9KEF14ccRtPF7eyIkzzxj83ydwkKhzjc/hXFD6vLDxR/QN6Uvu80/Mx8AMP/MfE78Dxd/AAC8n/4+Jz71RtUX3Ut7XuLEny44DQB45qdn2HMtoX379mjVqhVmzZoFlUqFrKwsrF69GnK53Gx6w5deZWUlNm/ejNdff73OWjQEQUFBKC4uNntMKBSCEIKsrCwoFAq0bNmyxv4PJSUlJuPcg4KCOA6BoX3c+At42bJlkMlkvNtTTz3FybO8vBwA4O3tzcYZwmVlZWbLRQjBjz/+iL179+L69esQi8V49dVXTdISQvD666+jbdu2GDlyJOeYp6cnSkpKeO23FfbqbNls1zIQCoUmniyF6lITjqANIQQunTo1yB+KODTU7JoGDa3L61Gv47WO/4xwEAmq/ram9ZqGqT3+6eTlJHQCAHwT+w305J+FlpyFzgCATQmbOPEuoqqJW/aP2s+eawlisRipqamYPHkygoODERQUhMTERKxYscIkraH6FwC2bt0KNzc3JCQk1Jh/UlIS2x9Bq9VCqVRyXny7d+82eUHWhzt37kDKM6tlREQE1q1bhyVLliAxMRF9+vTBwoULOV/mxvj4+Jg4RsHBwTh79iwAoKioCJs3b8aePXvq5UQa5vovLS2Fn58fGwYAiUTCm/69995D2MPmtE8//RRt27ZFRUUF3N3dAVT9ft5++23k5ORg//79EAi438xyuRw+Pj51LrclGD8zjU2zrSHQarU4e/Zsrb1SmxtUF34cQRvtvXu42qMnSAOsluYUGma2yaChdXESOsHDyYPdDC9yF5ELJ97wUncTu3HixUKx2XiDY2F8rqVERkZi7969KCwsRGZmJlQqFWJiYkzSEUJQUVEBQgh++OEHjB07FiJRzd9hxl/Lhpd/TV/L9UGr1WLnzp01dlwcPXo0Dh06hPv376NLly7sV3X1lyVQVW1/5coVTpyhhkCn0+HVV1/FSy+9hF69erG6AMDEiRNNRmMYb0ePHuXk6ePjg+DgYE71fWZmJkJCQuDl5WVSLm9vb4SGhpp1lA1lIITgnXfewZkzZ7Bv3z6z+WRnZ/M6Q7bC+JlpbKx2CI4cOYKhQ4ciMDAQDMOYDDsxx+HDh/HEE0/AxcUFrVu3Ztub7AnDMPDx8XGocbCNAdWFH0fQRtSiBcJ/2mbTIYcGXKM6QTLQtCnCEXSxNRcuXEBFRQXUajV++eUXtoObOYRCIXJycnDixAmMHz++kUvKz5UrVzB27FiUlpZiypQpZtPk5OTg999/h0KhgJOTEzw8PFiHpmXLlrhx4wYn/dChQ3Ho0CFOXHBwMG7duoXExER4enrim2++AQBOJ9Tly5dzRklU3/r162dStsTERHz++ee4d+8e7t27h3nz5tXYHPPmm2/i22+/xZ07d6BQKPDZZ59hwIABbO3BpEmTcPz4cfz++++8tQCHDh2yaEhmfbFXB12rHYKKigp06dIFS5aYH5NcndzcXAwZMgT9+vVDRkYGpk+fjvfeew8///yz1YW1JUKhEG3atGk2PaMtherCjyNoo6+ogLhlywbJ2yk8HL4TJpjEO4Iutmbr1q0ICQmBj48PvvrqK+zYsYNtW584cSLb655hGLi4uGD16tXo168f2rVrZ89i4+OPP2bnIRg5ciT8/f3xxx9/oCXPM6NWqzFz5ky0bNkSvr6+OHjwINauXQsAmD59OpYsWQIfHx8kJSUBAIYMGYKioiJcunSJzSMoKAglJSUQiUTYuHEjhEIhq0t9nMiZM2eib9++iIyMRGRkJJ588klMnz6dPW58HwDgk08+wYABA9ClSxeEhISgsrISP/74IwAgLy8Py5YtQ05ODsLCwtiaCePzjx49ColEYtY5sSW20KbOkHoAgGzfvr3GNB999BHp0KEDJ+6tt94iffr04T1HqVSS0tJSdrt16xYBQIqLiwkhhGi1WqLVak3CGo2GE9bpdLxhjUZDjh49SlQqFSGEELVaTfR6PSes1+tNwoQQTlin03HCGo2mxrBWq+WEzdlRV5sMZTcOW2uTRqMhx44dIwqF4pGxyVb3yaCNUqlssjbd//JLcmfW7Aa7T3c++oiUX77MsUmlUpHjx48ThUJRL5sUCgXJysoiFRUVbLwhD3uFdTpdjWG9Xm8SNuRhiC8rK+PEO7pN5sLG19m4cSMZPXp0jWXR6XSsLo5gk16vJ4MGDSJ79+5t8PtkThtLbVIoFCQ7O5vI5XI2rVqtJqWlpQQAKS0tJTXR4H0ITp48iUGDBnHiBg8ejD/++AMannbO+fPnw8vLi91CQkIAgPU6L1++jMsPF265cOECrl27BgDIyMhAbm4ugKrxvrdu3QIAnDhxAgUFBQCqmjyKioogEAggl8vZDjCGYTVA1eQaSqUSWq0WaWlpbMeetLQ0AFW9WA0TVshkMhw8eBBAVYeZI0eOAAAKCgpw4sQJAMCtW7dw5swZAFU1JhkPF4m5du0aO1TJFjYBwMGDByF7uG59XWwSCATw8fHB4cOHHxmbbHWfBAIBGIbB1atXm6xN6rx8KL29G+w+uT/9NDKuXuXYVFxcjKCgIBw+fLjeNpGH7adAVfu2IQ+NRsP2LFer1WwalUqFyspKAFVDxQxrKiiVSiiVVcMTFQoFG66srIRKpQIAtsofqOq1bvg/KisrY/tDlJWVscMp5XI5O+RQLpeDEAJCiEkYqBqGaAgLhULWjkfFJp1Ox2vT0KFDsWXLlhptUiqVEIvFDmNTeXk59u7di5iYmAa/TzqdDmKxuF42GSZPMv6PsIR6LX/MMAy2b9+OESNG8KZp164dxo0bx6nKOXHiBKKjo3H37l0EBASYnKNSqVjhgCoBQkJCUFxcDB8fH1YkoVDICWu1WjAMw4YFAgEEAgFvWKPRQCgUsmGRSASGYdgwUPVgGIfFYjEIIWxYr9ezN1Cv10Ov10MkEvGGdTodCCFs2Jwd1CZqU11tyn9+FHwnTYJ7/1iHs0mn0+Gvv/5CeHg43Nzc2E5VDMPYLazX68EwDG8YAGcIHSEEAoGA/ZM2F6Y2UZsayia1Wo3c3FwEBwdDIpGw/xEKhaLpLH9cvS3E2GhzODs7w9PTk7MB/3S0EAqFZsMikYgTNvSCNRfWarU4efIk63WJxWK2PIYwwzAmYUO5DWGBQMAJG/7s+MJCoZATtqVNhrIbh621SavV4tixY+x5j4JNtrpPWq0Wx48fZ5/fpmaTTYH72QAAIABJREFUUCiE+tYtuISHNdh9KtmyFX9/+SXHJr1ejyNHjoBhmHrbZJyHIZ09w4ZaIb6wobzGYWM7CCEoLy+3ux22tMkW9wn4Z76AR8UmW4UN2tRmH59NAMz+R1hCgzsE/v7+JrNBPXjwACKRCL6+vg19eV4EAgEiIiLMDp1pzlBd+Gnq2uiKikAqKyF+2MTWEAhcnKG4lMWNa+K62BtnZ2d7F6FJQnXhx17aNPjERH379sWuXbs4cfv27UOPHj2s8lxsjUAgQJANl4d9VKC68NPUtVHn50Pk7w+Bi0uDXcMpLMxktsKmros9YRgGTk7WzXHQHKC68GNPbax26cvLy5GZmclOCJGbm4vMzEzkP1z0ZNq0aXjNaN30iRMnIi8vD1OmTMHly5exevVqrFq1Ch9++KGNTKgbWq0WBw8ebNKTzNgDqgs/TV0bbWEhnFu3atBriMPCoCssgq684p/rNnFd7Ilxxy/KP1Bd+LGnNlbXEPzxxx/o378/u2+Y0GLs2LFYu3YtCgoKWOcAAFq1aoW0tDS8//77WLp0KQIDA/Htt9/i+eeft0Hx645AIECnTp1oNWc1qC78NHVtPJ99FpLBgxv0GkJvbwg8PaG5lQ9hZCSApq+LvXGE9S/sAdWFH3tpY7VDEBsbW6PnYpi0wpiYmBicO3fO2ks1KAKBAI899pi9i9HkoLrw09S1qTx3DuKgYIhbNlwZGYZhVz10MXIImrIu9sS4wyTlH6gu/NhTm2br0ms0Guzdu5d3LoTmCtWFn6aujWzbT1Bezm7w6ziFhkJtVAvY1HWxJ3q9HqWlpexoJkoVVBd+7KlNs17tsGfPns1qulVLoLrw09S1CZw/r1Gu0+L9yRAYVWk2dV3sCcMwcHd3Z4eMUaqguvBjT22abQ2BQCCAVCql7Z7VoLrw05S10ZWVofjHDY3SEUkcHAzGaFhUU9bF3jAMw07QRPmHmnR5/PHHsXv37jrnvXnzZowZM6Y+xbMrfNoMHDgQ+/fvb9BrN9tfsEajwZ49e2g1ZzWoLvw0ZW3UN26gaOWKRnnxKDIy8VfCPyu+NWVdGoobN24gPj4ePj4+CAoKwsKFC82m0+v1yMjIwLPPPltrWlug0WgwadIkSKVSSKVSvPvuuzWO/liyZAl69OgBZ2dnszPOWmonAM5yxUKhEM7Ozux+fHw8YmNj4ezszC6uFBkZiSlTpqCwsJCTT1ZWlkUrCoaHh5ustqvX6zF9+nTelSdtibVaG1AoFGjTpg28vb058cb3IiEhwaTJIDk5GVOnTrWpDdVptg6BSCRCv379al2bvLlBdeGnKWujzs+HU2hYo1zLNaoTIn5NY/ebsi4NgU6nw7Bhw9C9e3c8ePAABw8exJIlS7Bp0yaTtHq9Hq+88opFac2Rnp6O2NhYi8s2d+5cHDt2DFlZWcjKysLRo0cxbx5/U1JgYCCSk5Pxxhtv1MtOACbLFS9YsIDd//XXXwEACxYsQFlZGUpKSrB161bcvXsXTzzxBO7fv2+xjTWRlpYGqVSKqKgom+RXE9ZqbWDWrFkIDg42iTfci9dff91sDcHTTz8NmUzGrlPQEDRbh4BhGHh6etKqvGpQXfhpytqo8/LhFBraKNdixGJo7j+Azmjq2aaqS0OQk5ODnJwczJ49G2KxGO3bt8eECROwcuVKk7RXr15FTk4O5syZU2taW7B69WokJycjICAAAQEBmDFjBlatWsWbfuTIkRgxYgT8/PxMjlljp7UIBAJERUVhw4YN8PLywqJFi9hjxl/+ixYtQmhoKCQSCcLDw/HDDz8AAF544QXk5+fjxRdf5CxTnJqairi4OM61oqKisGbNGna/e/fu+P333+ttg7VaA8C5c+eQlpaGadOmmRwz3IsWLVpwpi02wDAM4uLikJqaWu+y89FsHQKNRoOdO3c2q2pOS6C68NOUtVHn58MprHEcAgC48+EHqDh5EkDD66JXq6ErLze76R+uJKdXKqF/uHqcvrKSNz0xpKmoAHlYvasrL2fPtag8D6tyjftr6PV6dvVIYwxVyIZFo2pKW19KSkpw+/ZtdO3alY3r2rUr8vPzUVpaanV+1thZl7xlMhkEAgGGDx+O9PR0kzRXr15FcnIyu3Lm6dOn0atXLwDAtm3bEBoaipSUFJSXl2P58uUAgMzMTHTo0IGTT3BwMG7fvs3uDxgwAAcOHOCkSUpKgre3N+927NgxTvq6aK3VavHGG29g6dKlNU5NTAiBRqMxO8qgY8eO7KSADUGzdQhEIhEGDRrUbKo5LYXqwk9T1kadn9doNQRA1RTGmodDDxtal79XrMTVHj3NbvfmzgUA3Js7F3+vqPpyvf3ue7zpZTt3AgByx4xBxclTAIDrMbHsuZbQvn17tGrVCrNmzYJKpUJWVhZWr17NLj9rTIcOHdCqVSvMnj271rT1xbCUsnHbtCFsWEjIGqyx01qMa5WCgoJQXFxskkYoFIIQgqysLCgUCrRs2RKdO3euMd+SkhKT1fyCgoI4DoFCoTDpfLts2TLIZDLe7amnnuKkr4vWX3/9NTp37mxRExBfh0tPT0+UlJTUen5daXr/bI1IU/xjbwpQXfhpqtpo8vIhbqQ+BADgFBoGdd4/axo0pC6+b70JaeI4s8eYh9f1T04GHo5yCP7uWxCeMdyCh3PEt9qyhR0p0eZwOhgr5o4Xi8VITU3F5MmTERwcjKCgICQmJmLFihVm0+7YsQNTpkypNa2BpKQktp1eq9VCqVRyXjy7d+82eUEBVZ36AKC0tJRtAjB8rUokEovtq4ud9eHOnTuQSqUm8REREVi3bh2WLFmCxMRE9OnTBwsXLuR8lVfHx8fHxGEJDg7G2bNnAQBFRUXYvHkz9uzZU68yW6v1jRs3sHTpUmRkZNTrunK5HD4+PvXKoyaabQ2BVqtFWloanX+9GlQXfpqqNkSjgceAuEZtMjDMVgg0vC4CJycIPTzMboaFnAQuLuzLXuDmxpve8OIXuLuzzoTQw4M911IiIyOxd+9eFBYWIjMzEyqVCjExMSbpCCEICgrCr7/+WmtaA8Zfq4aXf01fqwZ8fHwQHBzMqVLOzMxESEgIvLy8rLLPWjutxTBfv6G5ie+refTo0Th06BDu3/9/9s47Pqoq/f/vKamk0kKLoTfpVUDAVUFdFvuKZS1Y2XWXr7rqb+1ddm2LrooVd3Et2AB1I4ICBogUMRBKKIFAAqSQNqlT7r3n98eQIRNmSCaZyZ1kzvv1mlfO3Nx7zvN87jkzz5xz7jmFjBw5khtvvNH1P0+PuY4aNYq9e/e6HavrIVBVlRtvvJHrr7+eiRMnup0zb948t6ckGr7Wr1/vdr6vWq9fv54TJ05w9tln061bN6688koqKiro1q0bW7ZsOe18RVE8PkK8Z8+eMwZELSU4f+60Amazmd/+9rdB+4tPL6Qu3glWbQxhYfR47rlWLTM85dRqhcGqSyDJzMykX79+hIWF8e2337J48eLTxqXB2TV++PBh+vfvT3h4+BnP9Qdz587lueeeY8qUKQA8//zz3H777V7PVxTF9dI0DavVitFodO2211Q/fcVgMHD8+HGee+45LBaLa0+c+uzbt4/c3FzOPfdcwsPDiYmJcatjSUlJHDx40O2a2bNn8/TTT7sd69WrF3l5ecydO5e4uDj++c9/nlbWW2+95ZqH0FR80XrOnDlcfPHFrvfp6enMnTuX7du306lTJ8D9XhiNRmw2GyaTyW3nw7Vr1/Kf//zHJzt9QrQBLBaLAITFYvFbnpqmiZqaGqFpmt/ybA9IXbwTrNpUbdwoit9f3Kpl2gsLxZ5Bg4VaW+s3XWpra8WePXtEbW2tn6wMHI888ohITEwU0dHRYtKkSWLDhg2u/911113irrvuEkI468zDDz/s9dzGWLt2rZg+fXqTz7fb7eJPf/qTSEhIEAkJCeLuu+8WDofDo21CCPHEE08IwO1Vv7wz+Xkmpk+fLv75z3+ediw8PFzExMSIuLg4MWTIEHHvvfeKwsJCt/NSUlLEsmXLRGZmppg4caKIjY0V8fHxYtq0aWL79u2u877++mvRu3dvkZCQIP74xz8KIYRQFEX07t1b7Ny503Xejh07BCDmzp3rpkVL8VXr+qxdu1bEx8e7HWvsXqSlpYkRI0ac0SZvbaip36EhGxDY7XaxfPlyYbfb/ZZne0Dq4p1g1aZm5y5h+e67Vi1T0zSR/dtZwpZ31G+6tKWAoKmoqirKysqEqqp6mxJUBFKXjz/+WFxzzTV+z7e18KbNzJkzxapVq854bUsDAoMQwb8hdUVFBfHx8VgsltNmkEokkvaB1WolJyeHPn36EHlyboBEImk63tpQU79DQ3ZSoTg5qaUNxEOtitTFO8GqzdF77qU2AM+1N0ZNRga1O3YErS7BgBACVVWlNg2QunhHT21CNiBQFIX169cH3YxxvZG6eCcYtRGaRtW6dRijo1u9bOuePVj37w9KXYIFIQSVlZXyi68BUhfv6KmNHDKQSNowjuPHyb5wBoO2Z/j86FywIYcMJJKWIYcMmommaZSWlnpcHjKUkbp4Jxi1seXkENarly7BgFJaStHChUGpS7AghPD6THkoI3Xxjp7ahGxAoKoqW7dudVtjXCJ1ORPBqI398GHC+/TWpWyDyUTJW29jLy0LOl2CBSEE1dXV8ouvAVIX7+ipTeisJNKAsLAwLrroIr3NCDqkLt4JRm3sOYeJ6N1Hl7JN8fGYOnVCHM0LOl2CBaPR2OxVAtszUhfv6KlNyPYQaJpGUVGR7OZsgNTFO8GojT0nR7ceAoCIPn2wHjoUdLoEC+LkznXyl7A7Uhfv6KlNSAcEu3btkh9iDZC6eCcYtely373ENNj/vTUJ79sX28FDQadLMFFbW6u3CUGJ1MU7emkTsgGB2Wzm/PPPD6n115uC1MU7waaN0DQiBw8mrGtX3WwI79sHx5HDQaVLMFF/m99AcPjwYQwGA+Xl5QHJP1AEWpe2jJ7ahGxAoGkax44dk79qGiB18U6waWM7kM2BKefq2u0a0acP9kM5QaVLa7Bv3z5mz55N586diYuLY/DgwfzjH/847TwhBHa7XXaNN0Dq4h09tQnpgODgwYMh9SHWFKQu3gk2bSL69aXPV1/q+isrYsgQYi+dHTy65ObCkiXwzDPOvyd3ZPQ3s2bNYuTIkeTm5lJWVsaXX35J3759PZ5rs9kCYkNbR+riHb20CdmAwGw2M23aNNnN2QCpi3eCTRultBSjzgt1hXXtStd584JDl9xcePllWLYM9u93/n35Zb8HBcXFxRw8eJC77rqL6OhoTCYTZ599Nr///e8BeOWVVxgwYACxsbH079+f//znP66gra6L/4MPPqBv377ExMTwwAMPkJ+fz4wZM4iLi2P69OkUFBS4yjMYDLz66qsMGjSIhIQE5syZg8Vi8WibEILXXnuNwYMHk5CQwHnnnUdWVpZf/fcHBoOB2NhYOWTgAT21CdmAQNM0jhw5Ehy/aoIIqYt3gk2bEy+/QukH/9bbDPKfeopDy5frr8u6dc4v/+HDoV8/59/cXOdxP9KpUycGDx7M3Llz+eyzzzhy5Ijb/1NSUlizZg0VFRW8++67PPDAA2zYsMHtnB9++IGdO3eyadMmXnvtNa666ipeeeUVioqKMJvNPP/8827nf/jhh6xdu5bDhw9TVlbGPffc49G2RYsW8f777/PNN99QXFzMlVdeyezZs7Hb7X7VoKUIIbDZbHLIwAN6atOsgODNN990LY04duxY1q9ff8bzP/roI0aOHEl0dDTdu3dn7ty5lJSUNMtgfxFs48HBgtTFO8GmjS0nh/C++qxBUJ/o886jyGjUX5cjRyAmBownP9aMRuf7Bl/YLcVgMLB27VpGjhzJU089Rd++fRk6dCirV68G4KqrriI5ORmDwcBvfvMbLrjgAtY1CEoee+wxOnTowLBhwxg5ciTTpk1j+PDhREZGctVVV/Hrr7+6nf/ggw/So0cPEhISeOaZZ/j444896v3GG2/w9NNPM2DAAMxmM/Pnz6e2tpbNmzf7VQN/4HA49DYhaNFLG58DgqVLl3LPPffwyCOPkJGRwdSpU7nkkkvI9dItt2HDBm666SZuu+02du/ezeeff87WrVu5/fbbW2x8SzCbzUyePFn/bs4gQ+rinWDSRgiBPTubiP4D9DaF+OnTOefSS/XXJSUFqqqg7otS05zvU1L8XlS3bt14+eWX2b17NydOnOCSSy7hiiuuoLS0lI8++ogxY8aQmJhIYmIiq1atOu0HULdu3Vzp6Ojo095XVVU1cC3FLW232zlx4sRpdh0+fJg//OEPJCQkuF5lZWUcPXrUX677BYPBQExMjBwy8ICe2vgcELzyyivcdttt3H777QwZMoSFCxeSnJzMokWLPJ6/adMmevfuzfz58+nTpw/nnnsud911F7/88ovXMmw2GxUVFW4vwLU0qqqqHtOKoril6yJoT2lVVdm3b58rEqu/EERduv4CEXVpwC2taZpbum7HN29pVVXd0v70qc72+mlffVJVlQMHDrgmtbQHn/x1n1RVZf/+/a7uVz19UvLz0Ww2jL166n6fytesYe/1N2Cz2Vp8n4QQrjzqzmtyevp0RHIy7NyJyM5G7NwJZ52FOO883/Kpl9Y07YxpIQQJCQk88cQTVFdXs2PHDm6++Wb+8Y9/UFhYSFlZGRdddJGbT3Wcqfz65wAcOXLEdU5ubi7h4eF07tz5tPOSk5P57LPPKC8vp6ysjLKyMmpqarj22mt98qlh2tO9afZ9Onmt1Wp1K785+QSTT/5Ke9LGF58Aj597TcGngMBut7Nt2zZmzpzpdnzmzJmkp6d7vGby5MkcPXqU1NRUhBAUFhbyxRdfMGvWLK/lLFiwgPj4eNcrOTkZgF27dgGQlZXlmiiTmZnJgQMHAMjIyCAnJweALVu2kJeXB0B6ejr5+fkApKWlUVxcjBCC/fv3u57fXbVqFZWVlQCkpqZitVpRFIXU1FQURcFqtZKamgpAZWUlq1atAqC8vJw1a9YAzslGaWlpAOTn57s0ycvLY8uWLQDk5OSQkZEBwIEDB8g8uY+9P3wCWLNmTYt8EkJQVFTk6uJsDz756z7VfRjv3btXd59sBw9i6tmTtSfHpvW8T5VGE9q+faxbu7bF90kI5zru4Aw26vJwOByuX812u911js1mo6amBgBr165Y774brrgCR9++OGbNgvvvp7ZzZ6xWKwA1NTWuYLe6utoV3FVVVbk+OCsrK12BU2VlpSsoqqioQNM0ysrKePDBB8nKykJRFAoKCnjllVfo2LEjkZGRCCHo3LkzVVVVpKam8uOPP7rKqb9FdH2fVFV187vuw73O7hdffJFDhw5RUFDA448/ztVXX+02L6DOp9tvv53HH3+cffv2UVVVRUlJCStWrOD48eNn9KkuXffl0jANzi+X+j/O6u6Nz/fJaqW2thZVVbFarS4fa2tr/Xqf9PCpLt1Sn+psaa5PGzduBNw/95qE8IFjx44JQGzcuNHt+HPPPScGDhzo9brPP/9cxMTECLPZLABx6aWXCrvd7vV8q9UqLBaL65WXlycAUVpaKoQQQlEUoSjKaWmHw+GWVlX1jGm73e6W1jTNLa1p2mlpIYRbWlVVt7TD4ThjWlEUt7QnP6RP0qfGfCp+f7HIvfvPQeGTo6JC7Bk0WNTk57fIp9raWrF7925RXV3tOl6Xh15pVVVPS1dVVYmbb75Z9OnTR3To0EF06tRJzJgxQ2zevFmoqioee+wx0alTJ5GQkCBuuukmMWfOHDF//nwhhBCHDh0SgCgrK3OVM336dPHKK6+4ylm8eLEYOXKkyxZALFy4UAwcOFDExcWJq6++WpSWlgpN00ROTo7bZ6OqquL1118XQ4cOFbGxsaJHjx7immuuERaL5Yw+1U9rmnZaus4Wb+lgvE+h6FNtba3Ys2ePqKiocJ1rt9uFxWIRgLBYLOJMNCsgSE9Pdzv+7LPPikGDBnm8Zvfu3aJ79+7ihRdeEDt27BArV64Uw4cPF7feemuTy22qM76gKIrIyspyfeBJnEhdvBNM2hT+85+i6I039DZDCOHUZc+5U0VFg88FX6n7MKutrfWTZfqjaZqoqalxfZg3B0BkZGT40Sr98Ycu7ZWWaOOtDTX1O9SnWUCdO3fGZDK5PSMLUFRURFJSksdrFixYwJQpU3jggQcAGDFiBB06dGDq1Kk8++yzdO/e3RcT/IpcS9szUhfvBIs2Xb08dgaAEKA6wBzufK/YwBwRUHvUnj2xHcgmdtKkgJbTFhH15gRITiF18Y5e2vg0hyA8PJyxY8e6Hq+pY/Xq1UyePNnjNTU1NRiN7sWYTCZA3wphMpkYPXq0yxaJE6mLd4JFGyEE5cuXo50cm3SjOBte6Atrnz11bNk8eHEA1JQGxB6TyUTXcWNxHDoYkPzbMgaDgejoaDmbvgFSF+/oqY3PTxncd999vPfeeyxevJisrCzuvfdecnNzmTdvHgAPPfQQN910k+v82bNn89VXX7Fo0SIOHTrExo0bmT9/PhMmTKBHjx7+88RHVFVl165drkkbEidSF+8EizZadTWWL78CgwEUO2xaBBXHnf9M7A1dh0JivfUJugyCfudDdEfn+9zNsPltZy+CH1BVlRNRUdj2H/BLfu0JIQS1tbUt+vEjhGDUqFF+tEp//KFLe0VPbXx+cHjOnDmUlJTw9NNPk5+fz7Bhw0hNTXU9J5ufn++2JsEtt9xCZWUlr7/+On/9619JSEjg/PPP97gRiEQiaRxTTAwpHy5xvsn+EVb+Dcpz4eIFYDLD3P+5X3De39zfb14Ee76GPtOh62C/2CTGj6f71Vf7Jy/5JSGRNIuWth2DaAOtr6Kigvj4eCwWC3E6r90ukehN1YYNiJoqYmde7JwvkLkUhl4GYVFNy8BRC0fSof8FzvfVxRDV8dQKf83EUViIKS4OY1QT7WhA3ToPXbt2pVOnTi2yRSIJRUpKSigqKmLgwIFuQ5tN/Q7Vf8k1nVBVlczMTEaMGKH7mHAwIXXxTlBoozqoXPQwpkhB7IUzwGiCkdf6lkdY1KlgwF4N/54F3YbDle86hyF8NemkLnGPPEK3J5+kw4QJPucBzrkICQkJFBUVAbSLMWYhBFarlcjIyDbviz+RuninOdoIIaipqaGoqIiEhIRmfz6FbEAAENXMXzLtHamLd3TXxmjGVmwjcWwnUO1g9IM9nfpDtxHNCgbqiIqKImXZMswRLXuaoW4J37qgoK0jhEBRFMxms/ziq4fUxTst0SYhIcFtGWxfkUMGEklbwGGFsEiEprF//ARSPlxC5NCh/slb05zBgMEAmgqKFcI7+G5iURFKfj5RI0e22CRVVeXmNxKJD4SFhXntGZBDBo2gKAoZGRmMHj1a/01Zggipi3d008ZWBUsuhQEX4eh3PZrNRkT//v7Lv27ugKrAV3dAVSHc8AWERzfp8jpd+hcUUr5kCX0+/6zFJplMpnYxZCXbk2ekLt7RU5uQvRMGg4HExETZXdUAqYt3dNPGUev85a7asO3bR0TfvhjCw/1fjtEEMV1BU8DY9I+GOl0i4uKwZWcjNA1DCycothdke/KM1MU7emojhwwkkraAoxbMkZx4403suUfo+cILgSlHCGfwYfL9t4Kw29k7dhz9vkslvFevABgnkUiaQ1O/Q0M2jFcUhfT0dLfdxyRSlzPR6tpsfgeyf3Cmw6LAYCBq+DDiZ18auDINhlPBwOZ34JcPGr2kThfVaCSiTx9sJ3eDlMj25A2pi3f01CZkhwyMRiM9e/Y8bVnlUEfq4p1W1cZqgXULIK4H9P2NszsfiJk+PfBlg3PewqY3nUMHI6+DsEivp9bXJXLIYKx79xF74YWtY2eQI9uTZ6Qu3tFTGzlkIJEEK6WHnE8AdHZOINSqq8m9407Oeu9djNFNm/DXsvJznMsdR8Y3+ZKSD/5NzS+/kPzG6wE0TCKR+IIcMmgERVFIS0uTXVYNkLp4p1W0UR1QWehMd+zrCgYAMBpJvOH61gkGADr2ORUMFB9wzi3wQH1dokaNxCxXGXQh25NnpC7e0VObkA0IjEYj/fr1k11WDZC6eKdVtPnpH/DWuc5dCxtgiIwkftaswJXtjSPpsGgKpL3o8d/1dYkePZruTz/VygYGL7I9eUbq4h09tQnZuyHHsDwjdfFOq2jTZbBzd8KEs077V+Fzz1P87ruBK9sbPcbAwIug3wUe/91Ql9L/foR13/7WtDBoke3JM1IX7+ipTcjeDUVRWLNmjeyyaoDUxTutos3wq+Hmb8B8+joD1t27CevaNXBleyMsEuZ8CMnjPf67oS5CcSDkKoOAbE/ekLp4R09tQjYgMBqNDBs2TEaoDZC6eCeg2mx5F6pOONMeFiQRmuZclGjQIP+X7QuFe2Djq26HGurS6ZZbiBp2th7WBR2yPXlG6uIdPbUJ2bthNBrp2rWrrJANkLp4J2Da5G2B1Pvh+4e9nmI/fBihKET06+ffsn1l9ePw49POJyBO0lAX6/79HH/0Ub0sDCpke/KM1MU7emoTsnfD4XDw/fffyw1UGiB18U7AtOk1Hq5ZAjOf8XqKdfduIoYMxhAW5t+yfeV3/4RbVzmfgDhJQ12M0R2wLF+BZrfrZWXQINuTZ6Qu3tFTm5ANCEwmE+PHj28XG6j4E6mLdwKmjcEAQy+DWO/bllp37SLq7GH+Lbc5JCRDr7HOtKYBp+sS1rMHxqgobAcO6GVl0CDbk2ekLt7RU5uQDQiMRiMdO3aUXVYNkLp4x+/aZP8In1wHFfmNnmrdvYfIs4NoXL5wD7wzDQ5vOE0Xg8FA5JAhWPfs0dlI/ZHtyTNSF+/oqU3I3g2Hw8H//vc/2WXVAKmLd/yuzaF1cOgnUBvvWk9+523iLrnYP+X6A3MElB2BoiyPukQOH4Z15y4dDQwOZHvyjNRTb5mKAAAgAElEQVTFO3pqE7JLFwshqKysJDY2Vm7BWQ+pi3cCoo3lKMSfeWdA1WJBKSklom8f/5TpL2rLISrBoy4VK7+n+O236bvsK52N1BfZnjwjdfFOILSRSxc3gsFgIC4uTlbGBkhdvOM3bWpKndsMQ6PBAEDt9u0UPPN0y8oMBFEJABgUG3Giwk2XqOHDsO3fj2a16mVdUCDbk2ekLt7RU5uQDQgcDgcrVqyQXVYNkLp4xy/aaCosuQw+vsY1Ka8xYqZP56zFi5tfZiBR7Ih3zqPs7dk47DbXYXOPHvR6/V8Q4mPEsj15RuriHT21CekhA6vVSmRkpIxS6yF18Y5ftLFVwcr/Bx26wIVPNumSiu9XET1ubNBuGiR+fAbFEI552r0YGqywKOx2DOGnr7oYKsj25Bmpi3cCoU1Tv0PNfimtjWI2h7T7XpG6eKfF2kTEwGVvnBoyaAShKBz/29/o89nSoA0IOP9RUBQwuWtTsvgDrHv20PMlz5sihQqyPXlG6uIdvbQJ2f48RVFITU2Va2k3QOrinRZrk5N2apigiZG/7cABDEYj4X37Nn6yTrh0qbHA7uWu4wlXXkG3J5/Q0TL9ke3JM1IX7+ipTUgPGSiKgtlsll1W9ZC6eKdF2hzeAP+eBZPnn3FFwoaUffIJlatXB+8cAurp8u2fMez4FO5YAz2dixfZc3Mxd+mCMSpKZyv1QbYnz0hdvBMIbeRTBk1ARqeekbp4p9nadBsO5/wJxs316bLa7duJGjWqeWW2IoqiwNT74eJ/QLeRruO5t91OzbZfdbRMf2R78ozUxTt6adOsgODNN9+kT58+REZGMnbsWNavX3/G8202G4888ggpKSlERETQr18/Fuv8i0dRFFatWiUrZQOkLt5pkTaR8XDxArc9AJpCTUbwBwQuXeJ7wznz3OYSRA0fTm3mDv2M0xnZnjwjdfGOntr4PGSwdOlSbrzxRt58802mTJnC22+/zXvvvceePXs466yzPF5z2WWXUVhYyLPPPkv//v0pKipCURQmT57cpDIDMWQgkbQKlqOQ9Q2Mv+O0SXeNoZSUcODcqQzc9DOm+PgAGRgAasvhpxdg8p8p/XotVevWcdZ77+ptlUQSsgRsyOCVV17htttu4/bbb2fIkCEsXLiQ5ORkFi1a5PH8lStX8tNPP5GamsqFF15I7969mTBhQpODgUAhhKCiooI2MIWiVZG6eKdZ2qx/GVb+DXJ/9rk8rdZKx1tuCfpg4DRdjm6FTW/ALx8QPXYMtRkZCFXV10idkO3JM1IX7+ipjU8Bgd1uZ9u2bcycOdPt+MyZM0lPT/d4zddff824ceN44YUX6NmzJwMHDuT++++ntrbWazk2m42Kigq3F4B68kNFVVWPaUVR3NLayRndntKKopCWlob95BatDofDdQPq0kKI09KAW1rTNLd0XTePt7Sqqm5pf/pUZ3v9tK8+1eliPbnCXHvwyV/3qU4bm83WdJ8ueArtirehz1SffTIkdaXrgw8Efd2z2+2sX78eq9XqPD5gBsp1XyDO+xsRAwciAOu+fbI9tROf/HGfbDYb69evx2aztRufAtae/ORTU/ApICguLkZVVZKSktyOJyUlUVBQ4PGaQ4cOsWHDBnbt2sWyZctYuHAhX3zxBXfffbfXchYsWEB8fLzrlZycDMCuXc7NUrKyssjKygIgMzOTAye3Wc3IyCAnJweALVu2kJeXB0B6ejr5+c4d5dLS0iguLiYsLIywsDCqq6sBWLVqFZWVlQCkpqZitVrdHv+wWq2kpqYCUFlZyapVqwAoLy9nzZo1Ln3S0tIAyM/PdwVJeXl5bNmyBYCcnBwyMjIAOHDgAJmZmX7zCWDNmjWUl5c326ewsDAmT57s8qM9+OSv+xQWFkbv3r3Jzs5uuk9bt5PfeWqzfNp61zyqtm8P+rpnsViYNWsWaWlpLp++z7ZTWVWNwWSiqkcPKjZvlu2pnfjkj/uUlZXFrFmzyM7Objc+BbI9+cOnJiF84NixYwIQ6enpbsefffZZMWjQII/XzJgxQ0RGRory8nLXsS+//FIYDAZRU1Pj8Rqr1SosFovrlZeXJwBRWloqhBBCURShKMppaYfD4ZZWVdVrWlVVUVhYKBwOhxBCCLvdLjRNc0trmnZaWgjhllZV1S1dl5+3tKIobmlPfjTXpzrb66d99UlVVVFcXCxsNlu78clf90lVVXHixAlXPmf0Ke0VIX56QTis1c32qeSrZcJ27FjQ1z2HwyFKSkqEzWZz96m2XIhlfxQnHr1JnHjnXdme2olP/rhPdrtdlJSUCLvd3m58Cnh7aoFPFotFAMJisYgz4VMPQefOnTGZTKf1BhQVFZ3Wa1BH9+7d6dmzJ/H1xkGHDBmCEIKjR496vCYiIoK4uDi3F4DJZHL99ZQ2m81u6br9pD2lVVUlIyPD1Q0TFhbmeuazLm0wGE5LA25po9Holq5bYcpb2mQyuaX96VOd7fXTvvqkqiq//PKL67r24JO/7pOqqmzbto06vPpkNGDc/SXs/AKzOazZPnW84nLCe/QI+ronhGDr1q0YDAZ3n8xRkLeFzkMddL79Ntme2olP/rhPAFu3bnV739Z9Cnh7aqFPTcHnpwwmTpzI2LFjefPNN13Hhg4dymWXXcaCBQtOO/+dd97hnnvuoaioiJiYGABWrFjBlVdeSVVVFVFNWLBEPmUgaXModqg8Dom9m3V5yeIPUE6cIOn/Pehfu1qb6mKI7kTJ4sXE/W42YUld9bZIIgk5AvaUwX333cd7773H4sWLycrK4t577yU3N5d58+YB8NBDD3HTTTe5zr/++uvp1KkTc+fOZc+ePaSlpfHAAw9w6623NikYCBSaplFUVOSatCFxInXxTpO0UZyTVDGHNzsYAKje9DNh3bs1+/rW5Iy6dOgMBgNqeTla6fHWN05nZHvyjNTFO3pq43NAMGfOHBYuXMjTTz/NqFGjSEtLIzU1lZSUFMA5ASM3N9d1fkxMDKtXr6a8vJxx48Zxww03MHv2bF577TX/edEMNE1j165dskI2QOrinUa1cdTCosnwU8s28xGKQu0v24ieMKFF+bQWTakzXfsdImLVzU6NQgjZnjwjdfGOntqE7F4GEonfKTsMS2+EEXNg8p+bnU1tZiZ5d9zJgJ/TMRjbx+ri9mXPcuLjVHr++xvoEKS7Nkok7RS5l0EjaJrGsWPHZITaAKmLdxrVJrE33LkOJs5rUTnVmzcTPWF8mwkGmlJnTBf+HxV7KnBU2FvRMv2R7ckzUhfv6KlN2/jECQCapnHw4EFZIRsgdfGOV22EgJKDzrTR5PMSxQ2p2bKV6PFtY7gAmlZnTLGxRA0bRvWmTXB4o1OzEEC2J89IXbyjpzZyyEAiaSl7/wdL/wCXL4KR17YoK6Gq7D9nEin//ZDIQYP8ZGBwULRwIcqOtfRIWQdz/gtDZuttkkQSEsghg0bQNI0jR47ICLUBUhfveNUmsTf0uwD6ntfiMgwmE/3XriFiwIAW59VaNLXOdDjnHKqzSxFjbobkia1knb7I9uQZqYt39NQmpAMCOYZ1OlIX73jVJuls+MMXENvyxwSte/ag1dS0mfkD0PQ6EzV6NGpFJfZh90BMaKxHINuTZ6Qu3tFTGzlkIJE0l9JDUFkIKZP8lmXB088QOXw4CVdc7rc8g4kjc+cSO2MGHa+7DnZ8Cj3HQpeBepslkbRr5JBBI6iqSnZ2tmv3KYkTqYt3TtPm+0fgg0ugONtvZXR7/LE2Fwz4Ume6PfoocZdcAoW7YPk8WPtcK1ioH7I9eUbq4h09tQnZgEAIQVlZmdyPuwFSF++cps3MZ52vzv39kn/NrxlUnNylrC3hS52J6NcPFAXRaTBc+R7MXtgKFuqHbE+ekbp4R09t5JCBRBIkHH/0UUyxcW1//4IzIIQg+/wL6PXqQqJGjNDbHIkkJJBDBo2gqip79+6VXVYNkLp4p04bbe0CyP7Br3kLIajesJEO507xa76tgS91xmAw0O+71FPBgKbClndh3d8DbKU+yPbkGamLd/TUJmQDAoDa2tBaV72pSF284yg/juHn12HDQr8urmPPzkYtLyd63Di/5dma+FRnhKBi5fcn3xhgxyfOl8MaENv0RrYnz0hdvKOXNnLIQCLxlfI8EGqLdjNsSMn771O9ZQtnvf223/IMVtSqKvZPmky/1P8Rnpzs3AMiuhNExOptmkTSLpFDBo2gqiq7du2SXVYNkLp4R3XYndrE9vBrMABQ+cOPxJ5/gV/zbC18rTOmmBiix46l6qc054HE3qeCAXtNYIzUCdmePCN18Y6e2oRsQCCR+ETJQYyLJtKhcIvfs1aKi6nNzCT2/N/4Pe9gJWb6dKp++sn94PaP4Z9nO9d3kEgkrU7IBgQmk4lhw4ZhMpn0NiWokLp4oSQbQ00JffoN8rs2hrAwevz975i7dPFrvq1Fc+pM7Pm/oWbTJtTKylMHE86CqESoLQ+Alfog25NnpC7e0VObkA0IVFUlIyNDdlk1QOrihYEXoc7PJKMs2u/aGKOiiJ/9O7/m2Zo0p86Ep6QQ3rcvVevWnTrY+1y4ewv0HON/I3VCtifPSF28o6c2IRsQAERFReltQlAidalHZQFUlzjTEbF+10arqWH/lHNxFBb5Nd/Wpjm6xM6YQWXDhZjqto4+sd+5LHQ7QLYnz0hdvKOXNvIpA4nEG0LAf6+Cgp3wp03QoVNAirEfOUJ4SkpA8g5m7IcPU7VhIx3/cIP7P0oOwpvnwOBZ8Pt/62KbRNKekE8ZNIKiKGzduhVFUfQ2JaiQujRg5HUw4hro0Ckg2tTu3Im5e3e/5acHzdUlvHfv04MBgE79YOI8OOdPfrJQP2R78ozUxTt6ahOyAYHBYCAxMRGDwaC3KUGF1KUeBgOM+D1c9NzJt/7VRquu5siNN2E/fNgv+elFS3SxfPMNxx955PR/zHwGkif4wTp9ke3JM1IX7+ipjRwykEgaIgRs+CeM/gPEdA1YMZZvvqHknXfo+803ASsj2HEUFKBVVRHR38sGUQW7YOdncOFTzgBNIpH4jBwyaARFUUhPT5ddVg2QugBHNsKPT8G6BW6H/a1Nxbf/I27WLL/kpSct0SWsWzfCzjoLR6GXCYTp/4L0153bJbdBZHvyjNTFO3pqE7IBgdFopGfPnhiNISuBR6QuOB9/u2YJnP+Y22F/aqOWl1OVnk7cb3/b4rz0pqW6lP7nP+Q//rjnf168AG7/AboNb4GF+iHbk2ekLt7RUxs5ZCCR1KGpYDC2Std02WefUf7Fl/T5bGnAywp27EePcfCSSxiwdg3mzp29n6jYwBQuhw4kEh+RQwaNoCgKaWlpssuqASGty/pX4ONroKbU47/9qY1lxdfE/67tLkZUn5bqEt6rJ9EjR1KR+p33k0oPwdvTYXPb2vwppNvTGZC6eEdPbUI2IDAajfTr1092WTUgZHURAsqPgOUohEV7PMVf2ghNI3rcOOLa8OqE9fGHLnGXzsZypsmVHbo4d5hU7c0uQw9Ctj01gtTFO3pqI4cMJJL6WCsgMrB1TAghH7dqgFpRwYGp0+j9+WdEDhzo+STFBuaI1jVMImkHBHTI4M0336RPnz5ERkYyduxY1q9f36TrNm7ciNlsZtSoUc0p1q8oisKaNWtkl1UDQlKX7B+cPQRwxmDAH9oIh4NDs2djO5TT7DyCDX/oYoqLI+7iiyn/7HPvJ9UFA45ayDzDeUFESLanJiB18Y6e2vgcECxdupR77rmHRx55hIyMDKZOncoll1xCbm7uGa+zWCzcdNNNXHBBcOz5bjQaGTZsmOyyakDI6bJnhXN54rQXGz3VL9qYzXR/+mnCU85qfh5Bhr/qTOIN12Pu2oR1H1Y9Cl/dDgfXtKi81iDk2lMTkbp4R09tfB4ymDhxImPGjGHRokWuY0OGDOHyyy9nwYIFXq+79tprGTBgACaTieXLl7N9+/YmlymHDCQBw1YFPz4N0x6AmMBvP2zdu5eIQYPkkEFLqCyEzKUw6W4wyu1zJZLGCMiQgd1uZ9u2bcycOdPt+MyZM0lPT/d63QcffMDBgwd54oknmlSOzWajoqLC7QW4toNUVdVjWlEUt7SmaV7TDoeDlStXYrPZAHA4HNTFRnVpIcRpacAtXZdXXbqum8dbWlVVt7Q/faqzvX7aV5/qdKmtrW03Pp3xPoVFo8x8HmK6NOpTnTZWq7VZPtXm5HD499egFJ0IrE+tfJ9sNhvff/89tbW1LfapassWjtxx55l96tAFZeKfwGhy+uSw+90n2Z4CW/esVivff/89Vqu13fgUjO2pvk9NwaeAoLi4GFVVSUpKcjuelJREQUGBx2sOHDjA3/72Nz766CPMZnOTylmwYAHx8fGuV3JyMgC7djlXK8vKyiIrKwuAzMxMDhw4AEBGRgY5Oc6x2S1btpCXlwdAeno6+fn5AKSlpVFcXIzJZEIIQWVlJQCrVq1ypVNTU7FarSiKQmpqKoqiYLVaSU1NBaCyspJVJ7dtLS8vZ82aNS590tLSAMjPz3cFSXl5eWzZsgWAnJwcMjIyXNpkZmb6zSeANWvWUF5e3myfTCYTgwcPdvnRHnzydJ8K378ONr9N/vHjTfbJZDLRuXNnlx+++rTrpZcIO/dcwpK6BsQnve5TWVkZ48ePJy0trcU+WZOSODRmdNN8Uh1ULp1H6Ye3+t0n2Z4CW/eysrIYP368K90efArG9lTfpyYhfODYsWMCEOnp6W7Hn332WTFo0KDTzlcURYwbN04sWrTIdeyJJ54QI0eOPGM5VqtVWCwW1ysvL08AorS01JWvoiinpR0Oh1taVdUzpu12u1ta0zS3tKZpp6WFEG5pVVXd0g6H44xpRVHc0p78kD4F2KeqEqEtHCXEh1cJVXG0ik9qVZXYO268qNyyRd6nRnyy2WzCun9/4z6pitD+PVuoi38rhL02qH1qj/dJ+tR2fLJYLAIQFotFnAmfAgKbzSZMJpP46quv3I7Pnz9fTJs27bTzy8rKBCBMJpPrZTAYXMd+/PHHJpXbVGd8wW63i2+//dYlnMRJyOhSaxGiusSnS1qiTeknn4iDV1zhatTtCX/XGdvhwyJr+AhhLyxs/OTaciEUh1/KDQQh0558ROrinUBo09TvUJ+GDMLDwxk7diyrV692O7569WomT5582vlxcXHs3LmT7du3u17z5s1j0KBBbN++nYkTJ/pSvF8xm81MnTq1ycMYoUK71qXqBBx3dvERGQfRHX26vLnaCE2j9MP/0vGGP7TLyYT+rjPhKSl0mDSJsk8+afzkyHgwnSx330qoLfOLDf6iXbenFiB18Y6e2vhc4n333ceNN97IuHHjmDRpEu+88w65ubnMmzcPgIceeohjx46xZMkS1+MT9enatSuRkZGnHW9tDAaDfGLBA+1al2V3weENcPdm6NjH58ubq03VmjVolZXtZmXChgSiznScewvH7rmXznfeiTEqqvEL8rbCJ3Ng1A1w+Zt+taUltOv21AKkLt7RUxufH3ScM2cOCxcu5Omnn2bUqFGkpaWRmppKSkoK4JyA0diaBMGAw+FgxYoVPs3ADAXatS7nPwrT7m9WMADN1ya8Tx+6P/M0xvDwZpUb7ASizkRPnIi5R3fKv/iyaRf0GufcnfL8R/1mgz9o1+2pBUhdvKOnNiG7dLEQAqvVSmRkZLvsxm0u7VIXVTnVrdwCmqONUlKCKSEBg6n9Pi8fqDpTsWoVhc8+R7/VqzBG+Lhksb0awjv4zZbm0i7bkx+QungnENrI3Q6bgBy/8ky70uXgWlg0CYqz/ZKdr9oULvg7pR9+6Jeyg5lA1JnYCy/ElJBA+Rdf+HZhznpYOMI5PBQEtKv25EekLt7RS5uQDQjqP8MpOUW708VyFGpKnDvltZDmaNNjwfMkzpnT4rKDmUDVGYPRSLennqTDhAm+XRjdCcyRoOlfh9tde/ITUhfv6KlNSA8ZKIqC2WyWXVb1aJe6WC3O2egtxBdthBCUvPUWCddcg7lTpxaXHcwEus4IVcVx9CjhJ+cpNQnFDmb952y0y/bkB6Qu3gmENnLIoAnI6NQzbV4XWxWsfhzsNc73fggG6miqNtXr11O65EMMEZF+KzuYCWSdqfrpJ/If8XGyYF0wUHEclv/JWSd0os23pwAhdfGOXtqEbECgKAqrVq2SlbIB7UKXjA9h46vODXD8SFO1EZpG0cKFdLrzTkwx+k9sCzSBrjMx551H8uL3m3fxzi9g+0eQvbrxcwNAu2hPAUDq4h09tQnZIQNJO0YI2LMchl4OOnRHli9fzolXX6Pfd6kYI0OjhyDQCEUh/8kn6fp//4e5iw+7UgoBeZvhrHMCZ5xEEuTIIYNGEEJQUVFBG4iHWpU2q4sQsO8751+DAc6+wu/BQFO0UauqKXr5ZZIeuD9kgoHWqDMGsxnNUsGJf73u44WGU8GAYoftnzjrSCvRZttTgJG6eEdPbUI2IFAUhfXr18suqwa0WV02vwWfXAu//idgRTRFm5K33yI8JYXYSy4JmB3BRmvVma5/vQ/LihVY9+9vXgZpL8LyebCriYsd+YE2254CjNTFO3pqI4cMJO0DqwXW/d25Up1OC9IIVeXw9dfT/YkniBw6VBcb2juFL7xI7Y4dpHy4BIPRx98ztkpn4DjlXr8sVCWRtBXkkEEjaJpGaWkpmqbpbUpQ0aZ0EQJOnPy1GBkPFy8IaDBwJm2EEGA00vvTT0MuGGjNOtPl7j/hyD+O5auvfL84IhamPXAqGDj2q3+N80Cbak+tiNTFO3pqE7IBgaqqbN26FVVt+YI17Yk2pcvGhbBoMhz6qVWKO5M2FampFDz+REg+U92adcbYoQPdHn2MwhdfQikpaX5Gvy6Bd38DGf/1n3EeaFPtqRWRunhHT23kkIGk7VKUBT88CVe8DVEJupqilJXhyM0lauRIXe0IFQpfeJH4yy4jctDA5mVQdQK+exB++yJ06Oxf4ySSIEMOGTSCpmkUFRXJLqsGBL0umgaWY8501yFw/dJWCwa8aWNZsQJjZGTIBgN61JmkBx8gctBAlBMnmpdBTBf4/QengoGivc665WeCvj3phNTFO3pqE9IBwa5du2SFbEDQ67LibnjvAuceBa2MJ20qVq6k4PkFaFX6rYSnN3rVmZpfMzhy082IlnatHvsV3jkPVvl/6+Sgb086IXXxjp7ayCEDSdti15ewezlc+S6E6fucv+PYMQ5dcSXdn32GuJkzGz1fExql1lIKqwtJ6pBE56jOfJz1MfnV+VhsFspt5cwfPZ/+if25YsUV1Cq12FU7VtXKl7O/JMwUxuxlszEYDBgNRowY+fGaHzliOcIjGx8h2hxNdFg0XaK68OTkJ8mtyGVLwRY6RnakY2RHkqKT6B7TvRWUaT3U8nJMCS3sIbLXwPI/wuT50GusfwyTSIKIpn6HhuyzN5qmkZ+fT/fu3TH6+vhSOyYodakpBaMZIuNg2FVw9pW6rEBYXxuDpnHsgQeJu/hit2CgxlFDXmUehysOc6TiCEM6DmFqr6k8mPYgq4+sRtEUEiMSefScR5nZeyYF1QXYVBvdOnRjUMdBxIbHAvDA+AcIM4YRaYok3BRO56jOYIAllyxBIBBCoAmNMGMYXaK7cOfwO6lRaqhx1LgmNhbXFrP6yGpKraWU1pbSO74371/0Pl/s/4JvDn5Dj5ge9IjpwdiksUzuMRlFUzAbff9I0LPOmBISKF2yBEN4BInXNnNXyfBouKbe+hWlORARBx1avilVULanIEDq4h09tQnpgODgwYMkJSXJClmPoNOltgzePR/ie8GNy52PjOk0k7++NsVvvE5taRGZ11zO3q0v0DGyI7cPv53Xt7/OsgPLSIlLoXd8bwYmOie9zRs5jz+P+jNdo7sSaT7Vs3HfuPs8ljW5x2SPxwckDjjtWHxEPBekXHDa8TFJY3h7xtuu93WdgeO7jSfCFMHxquMcrz5OXkUe9IBHNjzCloIt9I3vS5/4PszuN5uRXUbi0ByEGcOapIsedSZi8GDy7ppH5NlnEzV8WMsys9fAf690BqDzNoA5okXZ6a1NsCJ18Y6e2sghA0nw893foPMAGH+bLsVbFStZpVlknsikpLaEOypGk/vXe3jypgiiBw9hYOJAzulxDhecdQF21U6YMaxNPn5osVnIseRwyHKIQ+WHmNZrGhO6T+DS5ZcihGBIxyEM7jSYS/td6uyxCCJK3n+fso8+pveXX2BOTGxZZlvfAwy61TeJxN809Ts0ZAMCTdPIy8sjOTlZRqj1CBpdsn+AvudDK9ugCY0jFUfYWbyTGSkzKK4t5tJllxIXEcfwzsM5K+ws7lLGodmsJFx8SZv84veV4tpiskqyyCrNYm/pXu4dcy+dojpx7f+uZXjn4QzvPJwkNYmpg6di1mkFQCEER//yF4TNTvJbizCYTP7J2F4NB1Y598ZoBkHTnoIMqYt3AqGNnEPQCJqmcezYMXr27CkrZD2CQpcdS2HZnTDzOZj854AW5dAcKJpCpCmSv/70Vzblb8Ku2hnScQhjk8bSM6Yn3175LT069MBeXs72FV/T4Q/TMJtDp+l0jurM1F5TmdprquuYXbVz/7j72V60ndWHV7O/eD8/DPiBnIocvsv5jrFJYxnddTTRYdGtYqPBYKDHggUcvvY6Chf8nW6PPuKfjH98BjYvgvAYGDDD58uDoj0FIVIX7+ipTcj2EEiCGHuN8xGw8x+F6I5+z35PyR7WH13PL4W/sOPEDu4dey/XDb6OlYdXkhyTzMCOAz2OmVetX0/5F1/S69WFfreprSOEwGAwsK90H0v2LGFb4TYKqgu4vP/lPDn5SQqqC4gNj6VDWGD3mbAfPcrhOdfS86UX6TBpUsszrC6BbYth6v26zV2RSFqKHDJoBFVVycnJoU+fPpj81b3YDtBNl+wfoeyw38dtHaqD7U+PuPwAACAASURBVCe2szl/MzFhMdwy7Bbe2vEW2eXZjEsax9iksfRL6IfR4D0SF5qGIzcXU3Iyhw4dom/fvrLO1MNbncmvyqfcVs6QTkP4+5a/8+neTxnaaSjjksYxq+8sBnUcFBB7HIVFmLt2ASF83wCpMVY/Dv1nQJ+pjZ+L/JzxhtTFO4HQRq5U2AhCCMrKyuR+3A3QRRdVge8fhjXPgrWiRVkJIcirzANg47GNTPl0Cg/89AB5lXn0jO0JOGf8vzT9Ja4dfC0DEgecMRgAKHrhRY7ecy+aqlJeXi7rTAO81ZnuMd0Z0mkIAH+b8DdWXrWS6wZfh8VuobCmEHA+2fDm9jf5tfBXHJrDL/aEJXVF2Gwcvvr32LKz/ZInAGVHYMt7kP6vJl8iP2c8I3Xxjp7ahGwPgSQIsFVBRIwzfWI/GE3QqZ/P2ThUBysPr+Tn4z+zKX8TNUoN665Zh021UVBdwMDEgc2e/HfijTecs9c/+ZjwlJRm5SHxjBCC5dnL+Tn/Zzbnb8aqWFlx+Qo6RnYkrzKPvvF9WzRps2bbNqJGjwaDwX+TP4uznTtrxnRxvq8tg6gWPtUgkQQY2UPQCKqqsnfvXrnbVgNaTZe9qbBw2KktaLsMbHIwUOOoYf3R9byw9QX2le7DaDCyPHs5SR2S+PvUv5M2J41IcyTxEfEM6jioZcHAfz/irH9/QHhKiqwzXmiuLgaDgSsGXMEL015g7TVrWXLJEpKikzhYfpBrv72WCz+/kEc2PMLKwyubZVf02LEIRSF37q3U7t7drDxOo3P/U8HAzi/gtdFw5Gevp8s64xmpi3f01CZ0pkp7oLa2Vm8TgpJW0SXhLOdqcI7Gy1I1lSpHFfER8Ty/+Xk+3/85SdFJTOoxCbPRjMlo4v2L3verea5g4D//JnLgqR31ZJ3xTEt1MRqMrjkFQzoNYcN1G9hetJ2fj//Mr4W/cnHvi/ku5zsyT2QyqcckxiWNa9ITDMbwcGKmTiXv1ttIfvcdokaMaJGdboTHQEwSdOp/xtNknfGM1MU7emkjhwwkrYMQsPNzSOwNyROcx1TFufKgB4pqiliXt46fj//M5oLN/Cb5Nzx37nPsKt5FfHg8yXHJATO19OOPKX79Dc769wduwYBEXzKKMvj64Nf8fPxnCmsKuX/c/dww5Abyq/LpGt0Vk9H7BKzSJR9y4tVX6fWv1+gw2fMqkM1C006tlbF7uXOFwyG/81/+EokfaPJ3qGgGb7zxhujdu7eIiIgQY8aMEWlpaV7P/fLLL8WFF14oOnfuLGJjY8U555wjVq5c6VN5FotFAMJisTTHXI8oiiJ27twpFEXxW57tgYDpUpYrxNNdhFh8icd/l1vLxfc534vXM14XQgjxw+EfxC3f3SLe3vG2yCzKFIoa+Puk2e1CUxThKCkRtpyc0/4v64xn9NAl15IrjlUeE0IIcfXXV4vJH08W9669Vyzdu1SUW8s9XlO+fLnIGjVaWL7/3v8GKQ4hFo4Q4sUBQtiqTx2WdcYjUhfvBEKbpn6H+jxksHTpUu655x7efPNNpkyZwttvv80ll1zCnj17OOuss047Py0tjRkzZvD888+TkJDABx98wOzZs9m8eTOjR4/2tXhJW0JVwJIHHftAQjJcs8TVO+BQHRgMBqod1fzxhz+yu2Q3feP7MqnHJFRN5YKUCzyuzx9ICp5/nrAePeh8xx3Q0f/rH0j8R/0eok9nfcrukt38fPxnUnNSmdpzKkaDkYXbFnJOj3OY0G0C8RHxxF92GcbYWI7d/wDKiRN0vOEG/xlkMsOt30PpIedmSQD5mdA5MI9WSiSBwOchg4kTJzJmzBgWLVrkOjZkyBAuv/xyFixY0KQ8zj77bObMmcPjjz/epPPlkEEbRAhYfDFUFcCfNkNYJIfKD7Hx+EZ+Pv4zvxT+wr/O/xcTuk3gu5zvGNdtHF2ju+piqqOgAHNSEkphIcaYWEwxgV08RxJ4imuLeX/n+2zK38QhyyEmdZ/EWzPeotpRjZaVjcmhOCcdapr/1yoAqDgOr4+HvufBtR/5P3+JxAcC8pSB3W5n27ZtzGyw9/vMmTNJT09vUh6aplFZWUnHM/wCs9lsVFRUuL0A16xLVVU9phVFcUtrmuY1raoq27Ztw+FwPvvscDhcz33WpYUQp6UBt7SmaW5pRVHOmFZV1S3tT5/qbK+f9tUnVVX59ddfsdlszfPJYXPaazBQNHAGX/cZR3r+z6iqysJfF7Lx+EbGJ41nyUVLmNBtAqqqcnHvi+ka3TVgPp3pPlX8+COHfjebmq1bMXXtioiM8Hqf6rSx2+2636dgqnsOh4OMjAxsNlvQ+JQYnsj9Y+9n2WXLWHnFSm4ZegsAn2Z9ygU77+D+svdZ9vFT7L/1JoQQ/r9PkfGo425DHfWHU+3JXt0uPiP8cZ/sdjsZGRnY7fZ241Owt6em4FNAUFxcjKqqJCUluR1PSkqioKCgSXm8/PLLVFdXc80113g9Z8GCBcTHx7teycnO7sFdu3YBkJWVRVZWFgCZmZkcOHAAgIyMDHJycgDYsmULeXnOBWrS09PJz88HnEMYxcXFABQUFGCxWABYtWoVlZWVAKSmpmK1WlEUhdTUVBRFwWq1kpqaCkBlZSWrVq0CoLy8nDVr1rj0SUtLAyA/P98VJOXl5bFlyxYAcnJyyMjIAODAgQNkZmb61ac1a9ZQXl7eIp8MBgPr1q3z2Scl/XXUV8ewZN07XPX1VVx4aAnv2U5Q7KgkMzOTP3b/I29d+BbDrMMwl5sxGAyt5tNp92ntWk689hrH7n+A8uuvo8OECU26T1VVVezduzco7lMw1b2oqCjWrVsXlD4VZBeQUJkAwHDrcBYMW8DE7hP5kt2kndcdg8HAq58+xn9//S/FtcX+uU9WlZWOiTBgJgaDgc0rP4NXhlCV9ka7+Ixo6X3atWsXUVFR7N27t934FOztqSn4NGRw/PhxevbsSXp6OpPqrRP+3HPP8eGHH7o+KL3xySefcPvtt7NixQouvPBCr+fZbDbXL1RwdnckJydTWlpKYmKiK8oymUxuaUVRMBgMrrTRaMRoNHpNOxwOTCaTK202O7+k6tLgjNjqp8PCwly/KMLCwly9DXVpTdMwm81e06qqIoRwpT350VZ8sjqs7Cjewab8TWwt3IqlIo9vS6zsvegpjoQZGd91PAkRCUHnkzU3l/wHHkSrrqLHSy8R1r9/u75P0qcz+ySqq9n9m2lsHh/Lognl9O7Yn+emPMeQzkOw1FiIjYxtsU9a3i+Yv/kz2iUvoqVMcfqhKmgCeZ+kTwH3qba21v9PGdhsNmEymcRXX33ldnz+/Pli2rRpZ7z2008/FVFRUeLbb7/1pUghRGCeMnA4HGLLli3C4XD4Lc/2wJl0sSpWsSV/i3g943VRbi0XxzM+FDMWDxcPr71fLD+wXBy35DpnWwcx5d9+K/aOHSfyn3paqLW1Pl0r64xn2oMu1uxscXD2peLAlVeIH9d+IMqt5aK4pliM/M9IMeebOeKlrS+Jn/J+Eqqm+pSvmzb1n5Qp2CXEwpFCZK/xsydtg/ZQZwJFILRp6neoT0MG4eHhjB07ltWrV7sdX716NZPP8GzvJ598wi233MLHH3/MrFmzfCkyYBgMBhITE0NiP3tfqK+LXbVTZa8C4L519zHlkyn8v7T/R25FLjWOGrqbIvm+qILnel/GZf0vo3tcstd1BfRGOznur1VW0uOFf9Dt8ccwRkb6lIesM55pD7pE9OtH788/I27yFHrc8yqODz6lY1g8K69ayR+G/oFKeyXv73wfAwZ2nNjBS1tf4qe8n6i0V54xXzdt6q+TUHoIrOUQlXDq2Mnx4lCgPdSZQKGnNj4/ZbB06VJuvPFG3nrrLSZNmsQ777zDu+++y+7du0lJSeGhhx7i2LFjLFmyBHAGAzfddBOvvvoqV155pSufqKgo4uPjm1SmfMqg9cg8kcm6vHVsK9zGruJd3D36bm4ddisbjm2gZ1E2vdcvxHDztxDfy/kBZq90ru0exCgnTpBz9e/p+/UKTE2sc5LQpTYzk+MPP4wxPILk99/DnOi+V8He0r0s3beUXwp+IbcylzmD5vDwxIfJq8wjLjyO+Igm1jFHLYRFOdO5m2DF3TD7Neg9xc8eSUKdgC9MlJKSIsLDw8WYMWPETz/95PrfzTffLKZPn+56P336dAGc9rr55pubXF6ghgw2btwY0l1WhdWF4ruc78Rzm54Tr/zyihBCiA93fSju+PIO8VnWZ+JQ+SGh1dbTfP8qIf7RR4jsH3Wy2Deqf/1VVG3eLIRwdgm3FFlnPNMedVFtNlH2+edC0zRhO3xYOIqLPZ5XWF0ossucdevJ9CfF8H8PF5cuu1Q8sfEJsat4V9O12f6JEH9PEeLEgZMGqELUlPnRo+CiPdYZfxEIbZr6HRqySxdrmkZeXh7JyckYA/EccpChaioHLQfJLsvmt31/S9rRNP6y5i8MTBzImK5jmNJzCtN6TXPXJWMJrHwI7vzJufmQEM5fNeGNryGvJ45jxyh6+RUq160j6cEHSbx2jl/yDbU601Tauy4nXvsXGAx0+cufEUKcsSu31FrK9qLtbC/azvlnnc+IziO4atlVJCckMzppNKO7jubszmcTZgw7/WLFBmbnY6/s/x6+uBWu/gAGzjz93DZOe68zLSEQ2jT1OzRkA4L2TnFtMbHhsSiawvw189lVvAuBYFjnYSy6cJHzWVXNQWx47KmLNNXZdVnXZZm7Cb5/GC55EXqN1ccRH1DKyih9/31K//sRcRddRJf77iWswSOyEklzEJqGVlHBkZtvoePNNxN/6WwM5sbnywgh2HFiBxlFGWQUZbDjxA4++91nRJgiWLxrMSO6jGBY52EkRSe5BxoH18DqJ+C6TyG+Jyh2yP4BBswM2nk6kuBFBgSNoCgK6enpTJ482fXYRlvnqwNfsen4JjKLMzledZwPLv6AMV3HsDx7OUM7DaVfQj/MxjP4uuoxSH+NX8e9zIiLb8FsOjkJKsgn/gghKP7Xvyj993+IGjeWLn+ZT9TwYX4vpz3WGX8QKroIVaUiNZUTr/0LQ1gYXebPJ3bmjDOudNhQm7oehoLqAt7a8RY7i3eSXZ7NgIQBfHHpF+RV5JFXlcfZnc52n4uw8wv48ja4+B9wzrxW8DawhEqdaQ6B0EYGBI2gaRr5+fl07969zXVZ5Vhy2FqwlazSLPaU7GFWn1ncdPZNvJ7xOmaj2fWrIy68Ea32fQdZ38Jlrzu/9At2IvZ8Q0Hyb0nqNyLodXEUFeE4dozo0aMpXbKEqBEjiBo1KmDlteU6E0hCTRfhcFD+5VcUL1qEsUMHOt12K3GzZ2MMDz/t3KZoU+Oo4XjVcfon9ueHIz/w0i8vcazqGL3jenPlgCuZO2wuxSf2ELtrGRET5kGHTmCrgq/uhAl3QL/fBNplvxNqdcYXAqGNDAjaATbVxv7S/ewp2UNWaRaJkYn835j/493Md9lcsJmhnYYytONQRnUdRbcO3RrPUFOdmw0l9na+X/kwbHkb/pgOXdrOJiz2o0cJ79ULy//+R+22X+n2+GN6myQJQbT/3955x0dVpX38Oy2N9ARIIQlJ6C0UUYoCSpWVlV3Wgogoi2WrwFpQ9/Pq6rsrur7oqitYEAUVcaXYkEWFgALSDNIhQgghCSW9JzNzz/vHzYwJzJBCJoHk+X4+85l7z5xz7nl+97kzz5x7zzlVVRR99hm5i98mdPqdhEydilZV5TIwaCh5FXkcyDmAl8mLayKv4fFvH+fLtC+JD46nZ2hPbmmXQP9PH6Zywj/wvqa6xyD3GIQmXPY9ekLzIwFBHdhsNjZv3syIESMuiy6rvIo8UvNTOZp/lHNl55h71VzWnVjH/37/v/QK7UWvsF4MjhjM8OhLGJK0eBwUZsLsffoa7iVnAQP4t3dmudx0caCsVko2bSLv/fcp/3EvXb7+CnMzr0h4uWrT0rR1XZSmgd2OvaSE4xNuJGHdl5iCgzEYDE2mjVKKrNIsDucd5nDeYYZHDae/XxQ3rpuOMhjoGZRIjwNrmRI1gvBb3m1C6zxDW/eZi+EJbSQgqANN08jJySE8PLxZu6yq7FUcLzzu/PG/r999FFYWcuOqG4n2j6ZrcFe6hXbjj/3/iKY0jAZj4yaosFXChmfANwSu+4uetu01KMvV992MFGgpXdxRlZ5OwccrKVizGqPFi+BbbyX4tlsvGBveHFxu2lwuiC4/U5WejldcHIWffUbee+8RfOutVA0aRPvYWI9ok1+RrwcJ2bs49NMXzOl6K369p/DLNb+kuw26+ITRte+dTOryy4s/P9TMiM+4xxPaSEDQwtg0G6eKT5FWmMaxwmOM7DSSLsFdGLliJFbNSteQrnQL6cYDSQ8Q6hNKqbW09hP/DcVaAWmbIDgWOvTUhwi+PADahcOsr5vOsGbAsSTt2QUvkrdkCf433EDwLbfQbthQzyxVKwhNjL24mMJPPqXgo4+oysggYMwYgn75S9oNHVKv0QmXglWzcvDsXo6svoef/AI5Fd2Pf4/+Nzv2LObJI8voGt6HLqHd6BPeh9Gxoz3aFuHyQAKCOrBarWzYsIEbbrgBi8XFmOB6UmGr4ETRCY4XHOd44XF6h/Xm+tjruW/9few6s4u4wDgSgxOZ0WsGfdv3Jac8hzCfsKaZljL3mD5joNkbzhyEhUPh6vtg4j/1z4uyISCiQfcUm0qXhqKqqjB4eVGyaRO5by8h7t13qDx2DFNwMOawsGZrx8VoKW0ud0QX91itVr5dtoyeZ85QsvZLFIqo+fPxHz68zjkNLhmloDwf/PRbayXLfsWB7O38NOEZUksy8FbwWJ9ZLD21gZWpK0kMTiQ+KJ4hkUMYHDEYu2bHVHO65SZEfMY9ntBGAoI60DSNgoICgoOD69UtU1RVRGp+KulF6RwvOE6obygz+8zkhZ0vsDJ1JQlBCcQHxTO+83iu63QdBRUF+Hv5N203na0KzNUPLG1/A758GO76BBJG6Rf/rsWQeIP+YFEjaagul4ItN5eS5E0Ub9xA2fYddPlqPRiN2PPz8YqL8+ixG0NzanMlIbq4p6Y2BqUo3fY93l27YAoK4vjNNxO3bJke8GoaBk//MOYeg9N7ofev9P1db8Pnc8i5ZQkHg8JJzU/lRH4qvTokMbXHVB7Z9Ai7zuwiPiiezoGdmZQ4if4d+pNbnquvYnoJwYL4jHs8oY0EBA3EEa0XVBTwzclvOFl8koziDKx2K6+MfoUv077kxd0vEhMQQ3xQPFd1vIoJ8ROosldhMVo8E+lrmv7wH8Dnc+DAGnjoKJgseo/Azjdh8Czo2Lvpj+0hKo8do3jDBko2bKR87158evcm4Ibr8b/+Bry7dZXFToQ2gbLZKPvhB/wGD6Zs2zZOzZmL/7XX0u66a/EfPhxz+/Z1V3KppG+DH5bC+L/rvQhF2fBiLxjxCFz/GIWVhaTlHyOtOJ20ojSui76OwRGDuXnNzZwqPkVsYCzxQfH8sf8fSQhOYOfpnUT5RxHhF+GxngWhcUhAUAclFSXM+3QexjAjp0pPcar4FBtu2UBeRR5Pf/80sQGxxAXG0TmwMyNjRjbJMetEKb17326FxWMhNBF+s1j/bMvL+syBk14C/w4ea4LVamX9+vWMGzeuybqrSr7bgsHLQrurryb97nsw+vjgf8P1+I8ahaWD52xpajyhTWtAdHFPfbRRmkbF3r2UbN5MyXdbqNi/H+9u3fC/djgB48bh269f8zQ25yf45m/QZwr0nqynvTka/MJg2kf6vmbHisap4lOcKDxBelE6N8bfSKhPKJM/mUxmSSYGg4Fo/2iW3bgMo8HImp/WEBMQQ0xADJ0COuFr9hWfuQie0EYCgjrQNI2/bfkbCaEJxAbEEhsYS+fAzs0X2dbs/s/YAavuhVGPQdLtetrSyRAaDze92DztqUYpRXFxMQEBAY36t249c5bylBTKdu7E4O1Nx0cepmDlSoy+vgROnOj5+6Ye5FK1aa2ILu5pjDa2/HxKt26l9LsteMXFEv7AA+S+vQTv7t30Zw9sNo8/mAjoPZQfTddHKt38qp628VnY+yFMX6N/P2l2/VX9XWbTbGSXZpNRlMGQqCFkl2bzz53/JKM4g4ziDHzNvmy6bRMpZ1JYun8psUGxRPpH0iW4C1dFXOUcWdWW8cT1JAHB5YTdqg/3C6iePGjD/8KWf8Ffjuhddfnp8N4UfThg/6kt29YGYsvLo2jdOsp/SKE8JQVrdjbe3brhN3Ag/tePwv+661q6iYJwxVO0bh1esbF49+zJsfETMIeE4HvVIHz7JeHbry/miIjmCca2vgJ7lsN9yXoQkPkDvD0BbpwPV83U8xSchICoC9ZcUEpRVFVEkHcQJwpP8PXJr8kuySarNIuIdhE8OfRJXv/xdZYeXEpku0gi/SMZHTuayV0mcyTvCFX2KiL9Iwn1CW3zQUNDqe9v6OUzMLWZsVqtrF27lokTJzZtl1VVGWT/qC9IEhyr3wZ4sbf+oN/MdXqekM76g4AVhXpAEBIHf9rVdG24BNzpoux2qtLTsURGouwap/70R2IWLsReUEDJ19/gO3AgQb+ajG9SEiZ//xa0wHN4zGeucEQX9zSVNoETJgD6j2rs229TtnMn5T/sJmfhQipTUzGFhuDbpy+R//g7Jn9/tLIyTEFBddTaCIb9SX85URA/ovaDzG+N1b/7Zn2l7585CBWFGKIHOtdniPaLpv3x9syYOKOWLtN6TmNEpxFklWZxuvQ0Id76fCNfHP+CT459Ql5FHmaDmYcHP8wdPe/g33v+TXFVMR38OtDBrwNXR1xNB78OVNmr8DJd+oyRLUFLXk9ttodAKUVFRQU+Pj6XFlkf3wTHk+H6J/SIOH0rLLkRxj4Nwx/U83z9FHj5w4iHmqLpHkUpRVl+PsasLCqPplJx6BAVBw5Qcfgw2O3EvfsOPklJFK5aTeCE8RjbtWvpJjcbTeYzrQzRxT3NoY1WVkbFoUOU79tH6J13UnHoMBkPPEC3Ld9Rvv8AxV9/hU+PHnh3645XXCwGkwdvi9qtsPHv4N8RhvxOT/tsNuxeAnMPQ2AklJxFfb+QyoSxeMcPbZAulfZKzpadxc/sR5hvGKtTV5NakMrZsrOcLTvLnwf8masirmLY8mEAdPTrSAe/Djw59Ena+7XnP0f+Q7hvOGG+YYT7hhMTEHPZ9TZ4wmfklkEdKKWw2WyYzWb3oiuld/WbvcE7QL+n9uFUCIqBX7yg5/nvE7DtVfjTDxCWCJXFsHMxdBkNEX2bpK2eQquoQCstxRwWRsGaNZhDQmg3YgRpt92ONf0E3l274tOrl/PlnZDQPPcuL1Pq5TNtENHFPS2ljVZairFdO8r37Sd/+XIqjxyhMjUVjEa8u3Z1Po8QeOON2EtKMPr4eO7aztgJp3bAkN/rD02nfgXv/wb7hOcxXnOfrsvyqfrDi45nFUpzQdmhXftGrc2QV5HnDBLOlJ1hQucJKBRPfPsEOeU55Fbkkluey/d3fM+xwmPM3jibMN8wwnzCiA2I5aHBD5Fdks2B3AN68OCjBxF+FtczvDYlnvAZuWVQBzab7cJumSPr4PQ+GPmwvn/4c1hxJ/zqDUi6TR8CWHBSH/bn4Or7YOBdEFw9bt47AK6d3bzG1IEtJ4eKAweoSk+nKv2k/n7yJNZTpwiadBNRzz2H0ccXg7c3NpuN/b+ZwoTJk/FqgkVaWhMufUYQXS5CS2nj6Lnz7dsH375/B/ShjlXp6VQeOULFkaPYC4sAOPvc85hCQ+kwZza5b72FvbgE74R4vDp3xhITgykk5NJ+mGIG6y8HCaOw3vstX2/7kTGDbLouJWdql9n5JiQ/C/dvhsgkqCrVn7tKGAVxw+o8ZKhPKKE+ofQI7VEr/ZXRrzi3HQ84xwTE8MzwZ8gtzyW3IhebZgPgRNEJ3tz3pp5enku/9v1498Z3+ejIR3x89GNCfEII8QlhaORQbu5yM3vO7uFc+TmCvYMJ8Q6hY7uOjZp9tiWvp7bbQ1CeD0smQuINGMbrFwwrZ8G+/8BjmeDtr0/kseVfkDQV4oZWF1SX1WpiSinsublYs7KwZmVjy8kh9M5plKWkkLNoEbGvv07hJ5+Q88abeMXF4RUbi1fn6veEBMwdO9a62OXfnntEG9eILu65ErRRNhuqqgqjnx8Fq9dQ/sNuKtPSqEo7gT03F6OfH5aYGCL++gR+gwdTsHoN/qNGYgoO1st5ezf8mK50qfndenS9/odswrPg1Q7OHICFw/Q5Em54Qs/z4TQoPAX3b9L3C07qf+hirtGnbG9CNKVRYavAz+JHRnEGR/OPkl+RT0FlAXGBcYyNG8s7+9/hvyf+S36lnj6j9wx+l/Q75ibPJTU/lWDvYIJ9grmr110MjhjMyqMrUSiCvIMI8gqiZ1hPArwCKLeWY8bcIj0EbTcg0DTUa0Mw9PgFhjFP6ok5qfoQmvCucJlMrKGVlYHZjMFiofCTTwgYMxZsVjLnzsWalY01OxtVWYkpNBRLVBSWqCiiX1yAvaiIytRU2l19dYOOJ/eD3SPauEZ0cc+Vro1WWkpVZibWU6fw6d0Hc4f2ZP75QTo+Ng+Dry+pQ4dhah+OJSISS0RHzI73jhEEThivV6LUBbMwNlgXW6X+/ewTBMExetqnf9Z7Fu5Yoe/vWgKfz4ZpH0PXsXqA8fp1kDgaxv5Nz5OVAqU50Pk6sPg0kUqucfRApBWmcbr0NAWVBeRX5HNN5DUkBify9+//TkZxBgWVBRRWFvL8iOfpHd6bP234Ey8Me0GeIXCHp9YyaOluTmt2NgYvL/0e/uo1VKamYjt7Ftu5c853raSETosWEjBqFBm/+z0dn3gCS8cOFKxZgyUyqjoIiMTo0zTOfTnocrki2rhGdHFPa9ZGKYU9JwdrZibW02ewns7GdvoM1tOnseWcB4yyoAAAGHBJREFUI27ZMsp37SJr3mN0+eZrSrdtI+/99zGHh2MICeHw6dMkjRyFd8cOWCIjsUREXFqD8o7rsy92HatP3lZVCm/eAPEjYeLzep41v4c978Oj6eAbDGcPwYrpcO0cGDBNz7PvY/0PoWOKZ7tN32+GgE4pRVF5EclfJTepz0hA0ALYCwuxFxXhFRND+Z49lO3ejS0vD3tePva8vOrtPAJvuokOc2aT9eg8fPsnETJ1Kmf/9S+0omLM7dtj7tBBf7Vvj7lDe+fa6oIgCFcSym7HXlSEOSSEyuNplH67GVtOLrbcXGw557Dl5GA/l4NPnz7ELHyNnDfeRCspocPcOeR/uILKY8cwh4ZgCg7GFPLzuyUyElNjfgtO7YYz+/XnvgwGyNytBwnXzvl5UrhXBwMG+OMOfX/nYvjyUbhrDXS+Vu95+OxBiB3687wx545CVTFEJF0w/8LlgDxUWAeuZoNSmoZWUoK9qAhLVBRaWRll27cTMHo0VenpFHz8MfbCIuxFRdgLC9AKi7Dl52Nu3574j1ZQ/PXXlG7ZQvSCBVSeOEH5/v2YQ0KxREfj07cP5tBQTKGheMXGAhD13Hxnezo8+GCL6HA+Muuce0Qb14gu7mnr2hhMJswh+lwC3gnxeCfEAxfq4vhfGjTpJlRVFQCmsFAMJ05QdSIdW8Ee7AUF2PMLsOfnE/6H3xN2992cnDmTkDvvJOCGG8h69FGUpqqDhmBMQUGYAgMxBQbiO3AgRn9/bJYYzAMG/HwuogfBH7bXbvSv39CXk3cQEAldxujvAJVF8MO7+igIR0Dw3QL4cTk8nqUHBNl7YfntMGqeHnwAfL8QMMCQB/T94tNQmAntu+kPo1fTkj7TZgMCa3k5qXdOJ8RiQSvSf+S14mLngkJdv/sWVVFB7luLCRg9Wo90S0owhYTgFReHKSgQY2Ag5tBQ50IkwVOmEDxlir49eTLBkye3pImNwmaz8e2338oc4y4QbVwjurhHtHHN+bo4fvgskZHOPIFjxxI4dqzL8o4AIuJ//gdTdcDhN2QotrNnsefnYz2ZQUXBPuzFxWhFRUS/uACL2cxPI0fSddtWtKIiTky9A1NAAMbqoMEYGIApIBBTSAgd5szGeuYsFfv3ETB6Irbwq7FmZWMsPI6xXTuMfzyI0ccb589131ugfQ9wDEtUdn1mWq8a87TsfAuMlp8DgkOfwdqHYMZn+uROSsE/E9F6TOJb07gW8Zk2e8tAKUXBxx9jCgzCFORwiCBMwUEY27Vrk9G8IAhCa0ZZrWA2o6qqqDyailZchL2oGHtxEVr1u7Ja6fjww5Tv3Uv+8g+JevYfFH72OWfmz0crLUVV/Nx7YPTzw//664n+vxfIX/ERWkkxYb/9LfkffUTFgYN68NDOT383WDFaDPhccz3eiYlUbvsCU+FezMNmYLP7YjDYMa6agSHhOr1noQmRWwZ1oJRCjR6Nv6zHXQtZp9w9oo1rRBf3iDauaSldHKMdDN7e+Pbtc9G8vv36OVeaDJp0E0GTbgL0YZpaWRlaaSlaaalzQiff/v1RVZUA+u3hoCC00lKseXl63vJytPJygn3D8U5M5NwH6wj8xU0EBkZxYsxYrKdOAeB/fRzt+uW1iM+02R6C5788xAffH8fb2xtjjd6Amv0CrnoJHEk1PzJUl6qddmE9tWoz1C+f83g1Ul11Xhhc2FCrPXXU49hUKIoKiwgMCnRO6ekqX53H48JC9bWrLm1rcnHN6pevZm7XturvmqbIyTlH+/btMdW4UF3Z4mqzbs3c56u541IzF3bVpS2XUk+NfJpSnMrIICYmxvkFVt/ro7aPur9OGlTPxa5Ht9d67bK101zku8h3Q8167HY7x48dI7FLIuYaUwY32XXtKp+LduNC20adIxcXc72/w2ok2u0aBw8coHfv3pjNtYd4u/P/hp6juv274d+ZF/vedlvPRf2x+s1mx1BRjqGyApumcSbnJJPGj5ZRBq7wRECQkVfG2eJK4GfzayqhXKVV79QUzPG5wkVhd/VUp7o+nrogDRdlax27nvXUPtMu6qn5qQu7XOe70H3qtPUi9bhqoqs21MxbX21xpW3N9tShmSttXber8drWrvMittRRT20d3fttzfL11da1f1/aOfq5bB3nqJ7auvTvSzxHLsy/6HdCzfT6XteurhO3n7vIx0Xz1aVtzTT3Pu72eqy3P9YvX32vR1fXdX2/g2qXacR3mYv2urbVfT5Xui24tT+DO4de0J7GIrcM6iA62AdvWwnh4eHSlVcDTdPIyckRXVwg2rhGdHGPaOMa0cU9Dm00TWt2bRp1tNdee434+Hh8fHwYNGgQ33777UXzb9q0iUGDBuHj40NCQgKLFi1qVGObEk3T2L9/P5qmtXRTLitEF/c0SpuTJ2HpUnjmGf395EnPNdBTx6yjvovq0hL2X0bI9eQa0cU9LalNg28ZrFixgunTp/Paa68xfPhwXn/9dd566y0OHjxIbPX4+pqkpaXRp08f7r33Xu6//362bNnC73//e5YvX86U6iF6dXGlTEwkCLU4eRL+7//0d39/KCmB2Fj4y1/09yvhmJdSX0vYLwjCBdT3N7TBPQQLFizgt7/9LbNmzaJnz5689NJLxMTEsHDhQpf5Fy1aRGxsLC+99BI9e/Zk1qxZzJw5kxdeeMHtMSorKykqKqr1Av0BHce7q22bzVZr2xFhudrWNI2TJ09is+krW1mtVue9Hce2UuqCbaDWtqZptbYd9bnbttvttbab0iZH22tuN9QmTdM4deoUVdWTg7QGm5rqPGmaRkZGhrOeOm1KTsaWlYXWty8kJmJLSkLLyIDkZM/ZlJyMlpGBLSkJEhPR+vXDlpUFycmNO0/JyXDypN72Ll2gb1/dpuRkZx6bzUZmZiZVVVW1baoua01KQiUmovr21dfeSE6W6+kKtqkpzpPVaiUzMxOr1dpqbGqq8+T2erpEm+pDgwKCqqoqdu/ezbhx42qljxs3jq1bt7oss23btgvyjx8/nl27drlt6LPPPktQUJDzFROjL2axf/9+AA4dOsShQ4cA2Lt3L6mpqQCkpKSQlpYGwI4dO8jIyABg69atZGdnA7B582bn/Zk9e/aQn58PwPr16ykuLgZg7dq1VFRUOJehtNlsVFRUsHbtWgCKi4tZv349AAUFBWzYsAGAnJwcNm/eDEB2drZTk4yMDHbs0KfBTEtLIyUlBYDU1FT27t3bZDYBbNiwgYKCgkbbpGkaR48eZePGja3GpqY6T5qmceDAgfrblJ7O1htvJDtUfzhoc48e5CQkQHq652xKTye7Wze2duum2xQezo4xYyA9vXHnqbQU/P3ZkZhIRmgoGI26TdVt37x5M+fOnePYsWNs3Lixtk2nT4O/P2sHDKDCYsFmNrN22jRsGRlyPV3BNjXFedq3bx/Hjh1rVTY11Xlyez1dok31oUG3DLKysoiOjmbLli0MG/bzmtT/+Mc/ePfddzly5MgFZbp168bdd9/N448/7kzbunUrw4cPJysri8gaM1M5qKyspLKy0rlfVFRETEwMeXl5hISEOKMsk8lUa9tms2EwGJzbRqMRo9HodttqtWIymZzbjuUmHduAc4lOx7bFYsGxdKfFYkHTNOx2u3Nb0zTMZrPbbbvdjlLKue3KDrGpldj03nvYPvsMY8+euk2Ace9ejJMnY5061TM2ffAB2po1aP36YUYfEqgdPIh50iTs06Y13KYPPsC0ejW2pCSMBgNGux3boUMYJ03CeNddFz9Py5djWL0aa1KS/vSypmE7fBjzTTfB9OmXz3lqjb4nNolNNWwqLy/33CiD88fgOpZ5bEh+V+kOvL298Xaxxrapehyv4/38bYcw9dnWNI2srCxn70PN8Z51bRsMBue24+TVd9td25vCpoba4comR7e4Q5fWYFN97ajLJkf3r0ObOm0aNQrz7t2wbx/4+2N23EO//nrP2TRqFMbduzH++CP4+2MsKcFYfcxGnadRo2D3bszV9VFSgrm6PkceTdNIT0+vNQ+BxWJxlrXUKGtxlK1hh1xPV5ZN9bXjYja58pkr3aa6tutrk9vr6RJsKi8vpz40KCAIDw/HZDJx+vTpWulnz56lY8eOLstERES4zG82mwkLC2vI4ZsUTdPIzMwkOjpahr3UQHRxT4O1cTxAl5wM6ekQF6f/GFb/OHiEpj5mPepzq0tL2H+ZIdeTa0QX97SkNg0eZXDNNdcwaNAgXnvtNWdar169uPnmm3n22WcvyP/oo4/y2WefcfDgQWfa7373O/bs2cO2bdvqdUwZZSAIgiAIjcNjowzmzp3LW2+9xdtvv82hQ4eYM2cOJ0+e5IEH9BWcHnvsMe666y5n/gceeID09HTmzp3LoUOHePvtt1m8eDEPPfRQI8xqOux2Oz/99JPzHo+gI7q4R7RxjejiHtHGNaKLe1pSmwYHBLfddhsvvfQSTz/9NP3792fz5s2sXbuWuLg4QH8i82SNyUfi4+NZu3YtycnJ9O/fn2eeeYaXX3653nMQeAqlFPn5+S6nq2zLiC7uEW1cI7q4R7RxjejinpbUps2uZSAIgiAIbQGP3TJoLdjtdg4fPixdVuchurhHtHGN6OIe0cY1oot7WlKbNhsQAPUeitHWEF3cI9q4RnRxj2jjGtHFPS2ljdwyEARBEIRWjNwyqAO73c7+/fuly+o8RBf3iDauEV3cI9q4RnRxT0tq02YDAkEQBEEQfkZuGQiCIAhCK6a+v6GNWsuguXHELI5lkJsCR7dMnz59as033dYRXdwj2rhGdHGPaOMa0cU9ntDG8dtZ1///KyIgcCz7GNOG5kAXBEEQhKakuLiYoKAgt59fEbcMHCsTBgQEXHRVxYbgWFI5IyNDbkPUQHRxj2jjGtHFPaKNa0QX93hCG6UUxcXFREVFXXTBpCuih8BoNNKpUyeP1B0YGCgO6QLRxT2ijWtEF/eINq4RXdzT1NpcrGfAgYwyEARBEARBAgJBEARBEMD01FNPPdXSjWgpTCYTo0aNwmy+Iu6cNBuii3tEG9eILu4RbVwjurinpbS5Ih4qFARBEATBs8gtA0EQBEEQJCAQBEEQBEECAkEQBEEQkIBAEARBEARaaUBgs9n461//Snx8PL6+viQkJPD000+jaZrbMsnJyRgMhgtehw8fbsaWe57i4mJmz55NXFwcvr6+DBs2jJ07d160zKZNmxg0aBA+Pj4kJCSwaNGiZmpt89JQbVqjz2zevJlJkyYRFRWFwWBgzZo1tT5XSvHUU08RFRWFr68vo0aN4sCBA3XWu3LlSnr16oW3tze9evVi9erVnjLBY3hCm3feecelD1VUVHjSlCalLl1WrVrF+PHjCQ8Px2AwsGfPnnrV2xZ8pjHaeNJnWmVA8Nxzz7Fo0SJeffVVDh06xPPPP88///lPXnnllTrLHjlyhOzsbOera9euzdDi5mPWrFl89dVXLFu2jH379jFu3DjGjBlDZmamy/xpaWlMnDiR6667jpSUFB5//HH+/Oc/s3LlymZuuedpqDYOWpPPlJaWkpSUxKuvvury8+eff54FCxbw6quvsnPnTiIiIhg7dqxzvRFXbNu2jdtuu43p06fz448/Mn36dG699Va2b9/uKTM8gie0AX1Gupr+k52djY+PjydM8Ah16VJaWsrw4cOZP39+vetsKz7TGG3Agz6jWiG/+MUv1MyZM2ul/frXv1Z33nmn2zIbN25UgMrPz/d081qMsrIyZTKZ1Oeff14rPSkpST3xxBMuyzzyyCOqR48etdLuv/9+NWTIEI+1syVojDat3WcAtXr1aue+pmkqIiJCzZ8/35lWUVGhgoKC1KJFi9zWc+utt6oJEybUShs/fry6/fbbm77RzURTabNkyRIVFBTk0bY2J+frUpO0tDQFqJSUlDrraQs+U5OGaONJn2mVPQTXXnst33zzDUePHgXgxx9/5LvvvmPixIl1lh0wYACRkZGMHj2ajRs3erqpzYrNZsNut18QSfr6+vLdd9+5LLNt2zbGjRtXK238+PHs2rULq9XqsbY2N43RxkFr9pmapKWlcfr06Vr+4O3tzciRI9m6davbcu586GJlrjQaqw1ASUkJcXFxdOrUiZtuuomUlBRPN/eypy34zKXgKZ9plQHBo48+ytSpU+nRowcWi4UBAwYwe/Zspk6d6rZMZGQkb7zxBitXrmTVqlV0796d0aNHs3nz5mZsuWcJCAhg6NChPPPMM2RlZWG323nvvffYvn072dnZLsucPn2ajh071krr2LEjNpuNnJyc5mh2s9AYbdqCz9Tk9OnTAC79wfGZu3INLXOl0VhtevTowTvvvMOnn37K8uXL8fHxYfjw4aSmpnq0vZc7bcFnGosnfaZVzhm5YsUK3nvvPT744AN69+7Nnj17mD17NlFRUcyYMcNlme7du9O9e3fn/tChQ8nIyOCFF15gxIgRzdV0j7Ns2TJmzpxJdHQ0JpOJgQMHcscdd/DDDz+4LXP+ktOqenLLplqK+nKhodq0FZ85H1f+UJcvNKbMlUhD7RwyZAhDhgxx7g8fPpyBAwfyyiuv8PLLL3usnVcCbcVnGoonfaZV9hA8/PDDzJs3j9tvv52+ffsyffp05syZw7PPPtugeoYMGdLqIvXExEQ2bdpESUkJGRkZ7NixA6vVSnx8vMv8ERERF0TlZ8+exWw2ExYW1hxNbjYaqo0rWqPPOIiIiABw6Q/n/5s7v1xDy1xpNFab8zEajQwePLjV+lB9aQs+01Q0pc+0yoCgrKwMo7G2aSaT6aLDDl2RkpJCZGRkUzbtsqFdu3ZERkaSn5/Pf//7X26++WaX+YYOHcpXX31VK239+vVcddVVWCyW5mhqs1NfbVzRmn0mPj6eiIiIWv5QVVXFpk2bGDZsmNty7nzoYmWuNBqrzfkopdizZ0+r9aH60hZ8pqloUp/xyKOKLcyMGTNUdHS0+vzzz1VaWppatWqVCg8PV4888ogzz7x589T06dOd+y+++KJavXq1Onr0qNq/f7+aN2+eAtTKlStbwgSPsW7dOvXll1+q48ePq/Xr16ukpCR19dVXq6qqKqXUhbocP35c+fn5qTlz5qiDBw+qxYsXK4vFoj7++OOWMsFjNFSb1ugzxcXFKiUlRaWkpChALViwQKWkpKj09HSllFLz589XQUFBatWqVWrfvn1q6tSpKjIyUhUVFTnrmD59upo3b55zf8uWLcpkMqn58+erQ4cOqfnz5yuz2ay+//77ZrfvUvCENk899ZRat26dOnbsmEpJSVH33HOPMpvNavv27c1uX2OpS5fc3FyVkpKivvjiCwWoDz/8UKWkpKjs7GxnHW3VZxqjjSd9plUGBEVFRerBBx9UsbGxysfHRyUkJKgnnnhCVVZWOvPMmDFDjRw50rn/3HPPqcTEROXj46NCQkLUtddeq7744osWaL1nWbFihUpISFBeXl4qIiJC/eEPf1AFBQXOz8/XRSmlkpOT1YABA5SXl5fq3LmzWrhwYTO3unloqDat0WccQynPf82YMUMppQ+ve/LJJ1VERITy9vZWI0aMUPv27atVx8iRI535HfznP/9R3bt3VxaLRfXo0eOKDJo8oc3s2bNVbGys8vLyUu3bt1fjxo1TW7dubUarLp26dFmyZInLz5988klnHW3VZxqjjSd9RpY/FgRBEAShdT5DIAiCIAhCw5CAQBAEQRAECQgEQRAEQZCAQBAEQRAEJCAQBEEQBAEJCARBEARBQAICQRAEQRCQgEAQBEEQBCQgEARBEAQBCQgEQRAEQUACAkEQBEEQkIBAEIRGsnTpUsLCwqisrKyVPmXKFO66664WapUgCI1FAgJBEBrFLbfcgt1u59NPP3Wm5eTk8Pnnn3PPPfe0YMsEQWgMEhAIgtAofH19ueOOO1iyZIkz7f3336dTp06MGjWq5RomCEKjkIBAEIRGc++997J+/XoyMzMBWLJkCXfffTcGg6GFWyYIQkMxKKVUSzdCEIQrl0GDBvGb3/yG8ePHM3jwYE6cOEFMTExLN0sQhAZibukGCIJwZTNr1ixefPFFMjMzGTNmjAQDgnCFIj0EgiBcEkVFRURGRmKz2Vi6dCm33XZbSzdJEIRGIM8QCIJwSQQGBjJlyhT8/f2ZPHlySzdHEIRGIgGBIAiXTHZ2NtOmTcPb27ulmyIIQiORWwaCIDSavLw81q9fz7Rp0zh48CDdu3dv6SYJgtBI5KFCQRAazcCBA8nPz+e5556TYEAQrnCkh0AQBEEQBHmGQBAEQRAECQgEQRAEQUACAkEQBEEQkIBAEARBEAQkIBAEQRAEAQkIBEEQBEFAAgJBEARBEJCAQBAEQRAE4P8BxWAgagkEVfkAAAAASUVORK5CYII="
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "正規分布のモデルの予測分布は平べったく広範囲に広がってしまっている。これは外れ値の影響である。\n\nそれに対して、裾野が重い(太い)Cauchy分布やその一般化である t 分布を用いたモデルでは予測分布の幅が狭くなっている。そして、この場合には予測分布の幅が狭いほど AIC が小さくなっており、予測精度が高いと推測される。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "figure(figsize=(6,3.6))\n\nx = collect(linspace(2,9,1000))\nplot(x, pred_Normal.(x), label=\"Normal(\\$\\\\mu=$nmu_str\\$, \\$\\\\sigma=$nsigma_str\\$)\", lw=0.8, \"-\")\nplot(x, pred_Cauchy.(x), label=\"Cauchy(\\$\\\\mu=$cmu_str\\$, \\$\\\\sigma=$csigma_str\\$)\", lw=1.2, ls=\":\")\nplot(x, pred_TDist1.(x), label=\"$t1mu_str + TDist(\\$\\\\nu=$t1nu_str\\$)\", lw=0.8, ls=\"--\")\nplot(x, pred_TDist2.(x), label=\"$t2mu_str + $t2sigma_str TDist(\\$\\\\nu=$t2nu_str\\$)\", lw=0.8, ls=\"-.\")\nxlabel(\"y\")\ngrid(\"on\", linestyle=\":\")\n\ny = zero(Y)\nscatter(Y[2:3], y[2:3], s=15, marker=\"o\", alpha=0.5, color=\"red\", label=\"Sample\")\n\nlegend(fontsize=9)\n\ntitle(\"PDFs of the predictive distributions\");",
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "figure(figsize=(6,3.6))\n\nx = collect(linspace(-40,-20,1000))\nplot(x, pred_Normal.(x), label=\"Normal(\\$\\\\mu=$nmu_str\\$, \\$\\\\sigma=$nsigma_str\\$)\", lw=0.8, \"-\")\nplot(x, pred_Cauchy.(x), label=\"Cauchy(\\$\\\\mu=$cmu_str\\$, \\$\\\\sigma=$csigma_str\\$)\", lw=1.2, ls=\":\")\nplot(x, pred_TDist1.(x), label=\"$t1mu_str + TDist(\\$\\\\nu=$t1nu_str\\$)\", lw=0.8, ls=\"--\")\nplot(x, pred_TDist2.(x), label=\"$t2mu_str + $t2sigma_str TDist(\\$\\\\nu=$t2nu_str\\$)\", lw=0.8, ls=\"-.\")\nxlabel(\"y\")\ngrid(\"on\", linestyle=\":\")\n\ny = zero(Y)\nscatter(Y[1:1], y[1:1], s=15, marker=\"o\", alpha=0.5, color=\"red\", label=\"Sample\")\n\nlegend(fontsize=9)\n\ntitle(\"PDFs of the predictive distributions\");",
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "figure(figsize=(6,3.6))\n\nx = collect(linspace(-40,40,1000))\nplot(x, pred_Normal.(x), label=\"Normal(\\$\\\\mu=$nmu_str\\$, \\$\\\\sigma=$nsigma_str\\$)\", lw=0.8, \"-\")\n#plot(x, pred_Cauchy.(x), label=\"Cauchy(\\$\\\\mu=$cmu_str\\$, \\$\\\\sigma=$csigma_str\\$)\", lw=1.2, ls=\":\")\n#plot(x, pred_TDist1.(x), label=\"$t1mu_str + TDist(\\$\\\\nu=$t1nu_str\\$)\", lw=0.8, ls=\"--\")\n#plot(x, pred_TDist2.(x), label=\"$t2mu_str + $t2sigma_str TDist(\\$\\\\nu=$t2nu_str\\$)\", lw=0.8, ls=\"-.\")\nxlabel(\"y\")\ngrid(\"on\", linestyle=\":\")\n\ny = zero(Y)\ny[5] = 0.001\ny[6] = 0.002\ny[7] = 0.003\nscatter(Y, y, s=15, marker=\"o\", alpha=0.5, color=\"red\", label=\"Sample\")\n\nlegend(fontsize=9)\n\ntitle(\"PDFs of the predictive distribution\");",
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
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      "source": "## 階層モデルとの関係\n\n### t 分布が出て来る仕組み\n\n平均 $0$, 分散 $u$ 正規分布の確率密度函数は次のように書ける:\n\n$$\np(z|u) = \\frac{1}{\\sqrt{2\\pi v}} e^{-z^2/(2u)}.\n$$\n\n逆ガンマ分布の確率密度函数は次のように書ける:\n\n$$\\displaystyle\np(u|\\alpha,\\theta) = \\frac{\\theta^\\alpha}{\\Gamma(\\alpha)} e^{-\\theta/u} u^{-\\alpha-1}.\n$$\n\n確率変数 $u$ がこの確率密度函数の逆ガンマ分布に従うことと、その逆数 $t=u^{-1}$ が次の確率密度函数のガンマ分布に従うことは同値である:\n\n$$\\displaystyle\np(t|\\alpha,\\theta^{-1}) = \\frac{\\theta^\\alpha}{\\Gamma(\\alpha)} e^{-\\theta t} t^{\\alpha-1}.\n$$\n\nこれが**逆ガンマ分布**の名前の由来である。\n\nパラメーター $\\alpha,\\theta$ が与えられており、確率変数 $z$ は平均 $0$, 確率変数の分散 $u$ の正規分布に従い、確率変数 $u$ は逆ガンマ分布に従うと仮定する:\n\n$$\\displaystyle\nz \\sim \\mathrm{Normal}(0,\\sigma^2=u), \\qquad\nu \\sim \\mathrm{InverseGamma}(\\alpha,\\theta).\n$$\n\nこのような確率モデルは階層モデルと呼ばれている。 測定誤差 $z$ は正規分布に従うが、その分散 $u$ は科学者ごとによって違っており、 科学者ごとの分散 $u$ は逆ガンマ分布にしたがっているばらついていると考えるのである。一般に「パラメーターに個人差があるモデル」は階層モデルで記述される。\n\nこのとき、$z$ が従う確率分布の確率密度函数は次の形になる:\n\n$$\\displaystyle\np(z|\\alpha,\\theta)=\n\\int_0^\\infty p(z|u)p(u|\\alpha,\\theta)\\,du =\n\\frac{1}{\\sqrt{2\\theta}\\;B(1/2,\\alpha)}\\left(1+\\frac{z^2}{2\\theta}\\right)^{-(\\alpha+1/2)}.\n$$\n\n**証明** 積分変数を $u=1/t$ と置換すれば欲しい結果が得られる:\n\n$$\\displaystyle\n\\begin{aligned}\np(z|\\alpha,\\theta)\n&=\n\\int_0^\\infty \\frac{1}{\\sqrt{2\\pi u}}e^{-z^2/(2u)} \\frac{\\theta^\\alpha}{\\Gamma(\\alpha)}\ne^{-\\theta/u} u^{-\\alpha-1}\\,du\n\\\\\n&=\n\\frac{\\theta^\\alpha}{\\sqrt{2\\pi}\\,\\Gamma(\\alpha)}\n\\int_0^\\infty e^{-\\theta(1+z^2/(2\\theta))/u} u^{-\\alpha-1/2-1}\\,du\n\\\\\n&=\\frac{\\theta^\\alpha}{\\sqrt{2\\pi}\\,\\Gamma(\\alpha)}\n\\int_0^\\infty e^{-\\theta(1+z^2/(2\\theta))t} t^{\\alpha+1/2-1}\\,dt\n\\\\\n&=\\frac{\\theta^\\alpha}{\\sqrt{2\\pi}\\,\\Gamma(\\alpha)}\n\\theta^{-\\alpha-1/2}\n\\left(1+\\frac{z^2}{2\\theta}\\right)^{-\\alpha-1/2}\n\\Gamma(\\alpha+1/2)\n\\\\\n&=\\frac{\\Gamma(\\alpha+1/2)}{\\sqrt{2\\theta}\\,\\sqrt{\\pi}\\,\\Gamma(\\alpha)}\n\\left(1+\\frac{z^2}{2\\theta}\\right)^{-\\alpha-1/2}\n\\\\\n&=\\frac{1}{\\sqrt{2\\theta}\\,B(1/2,\\alpha)}\n\\left(1+\\frac{z^2}{2\\theta}\\right)^{-\\alpha-1/2}.\n\\end{aligned}\n$$\n\n以上の1つ目の等号は $p(z|\\alpha,\\theta)$ の定義。3つ目の等号は積分変数の置換。4つ目の等号で次の公式を使った($t=x/\\theta$ と置換すれば容易に証明される):\n\n$$\\displaystyle\n\\int_0^\\infty e^{-at} t^{s-1}\\,dt\n= a^{-s}\\Gamma(s).\n$$\n\n最後の6つ目の等号で次の公式を使った:\n\n$$\\displaystyle\n\\Gamma(1/2)=\\sqrt{\\pi}, \\qquad\nB(p,q) = \\frac{\\Gamma(p)\\Gamma(q)}{\\Gamma(p+q)}.\n$$\n\nこれらの公式はよく使われる。ガンマ函数とベータ函数については次のノートの第8節にも解説がある。\n\nhttps://genkuroki.github.io/documents/20160501StirlingFormula.pdf\n\n以上によって上の公式が証明された。q.e.d.\n\n$\\alpha=\\theta=\\nu/2$ の場合の\n\n$$\\displaystyle\np(z|\\nu):=\np\\biggl(z\\;\\bigg|\\;\\alpha=\\frac{\\nu}{2},\\;\\theta=\\frac{\\nu}{2}\\biggr) = \n\\frac{1}{\\sqrt{\\nu}\\;B(1/2,\\nu/2)} \\left(1+\\frac{z^2}{\\nu}\\right)^{-(\\nu+1)/2}\n$$\n\nは自由度 $\\nu$ の t 分布の確率密度函数になる。これ以外の場合において、$z$ が従う確率分布は t 分布の一般化になっている。\n\nパラメーターが $\\alpha=\\nu/2$, $\\theta=1/2$ のガンマ分布は自由度 $\\nu$ のカイ二乗分布と呼ばれている。もしも $Y$ が自由度 $\\nu$ のカイ二乗分布に従うならば、$Y/\\nu$ はパラメーター $\\alpha=\\theta=\\nu/2$ のガンマ分布に従う。ゆえに、$Z$ が標準正規分布に従う確率変数で $Y$ が自由度 $\\nu$ のカイ二乗分布に従う確率変数ならば、$1/(Y/\\nu)$ はパラメーター $\\alpha=\\theta=\\nu/2$ の逆ガンマ分布に従うので、$Z\\big/\\!\\sqrt{Y/\\nu}$ は自由度 $\\nu$ の t 分布に従う。\n\n$\\alpha=\\theta=\\nu/2$ と仮定する。このとき $y = \\mu + \\sigma z$ は `TDist2` の場合の確率モデルに一致し、その確率密度函数は\n\n$$\\displaystyle\np(y\\,|\\,\\mu,\\nu,\\sigma) = \\frac{1}{\\sigma}p\\biggl(\\frac{y-\\mu}{\\sigma}\\,\\bigg|\\,\\nu\\biggr) =\n\\frac{1}{\\sqrt{\\nu\\sigma^2}}\\frac{1}{B(1/2,\\nu/2)} \\left(1+\\frac{(y-\\mu)^2}{\\nu\\sigma^2}\\right)^{-(\\nu+1)/2} =\np\\biggl(z=y-\\mu\\;\\bigg|\\;\\alpha=\\frac{\\nu}{2},\\,\\theta=\\frac{\\nu}{2}\\sigma^2\\,\\biggr).\n$$\n\nと書ける。$\\sigma=1$ とおけば `TDist1` の場合の確率モデルが得られ、 $\\nu=1$ とおけば `Cauchy` の場合の確率モデルが得られる。このようにして、`Cauchy`, `TDist1`, `TDist2` は階層モデルとみなせる。我々は階層モデル内部の変数 $u$ について積分した結果を用いて、最尤法でモデルを解いたのである。\n\nベイズ統計におけるMCMCの手法を使えば、階層モデル内部の変数 $u$ について積分せずに、モデルを解くことができる。一般に内部変数 $u$ で積分した結果はよく知られている確率密度函数になるとは限らない。MCMCを使えばそのような場合も含めて同じ方法で解くことができる。その分だけ使えるモデルの選択肢が増える。\n\nしかし、このノートが扱っている事例では、わざわざベイズ統計のMCMCの手法に頼らなくても、最尤法だけで十分に面白い結果が得られていると思う。\n\n結論:明らかな外れ値がある場合には裾野が重い(太い)分布を用いた確率モデルが有効である。\n\n階層モデルの立場から見ると、分散に個性を与えたので、裾野が重い分布が自然に出て来たことになる。\n\n外れ値を出すような科学者は「実験に向かないが、理論面では優れている」というようなタイプの個性的な科学者なのだろう。"
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      "metadata": {},
      "cell_type": "markdown",
      "source": "### 階層モデルにおける正規分布の分散と標準偏差の分布をプロット\n\n正規分布モデルは分散の分布がデルタ分布になるようなモデルであるとみなせる。\n\nそれ以外のCauchy分布を使ったモデルとt分布を使った2つのモデルは、正規分布の分散が逆ガンマ分布に従っていると考える階層モデルと同値になる。以下では、それら3つのモデルについて、分散の予測分布をプロットすることにしよう。\n\n我々が採用しているパラメーター名 $\\mu,\\nu,\\sigma$ と階層モデルの関係は以下の通り:\n\n$$\\displaystyle\ny \\sim \\mathrm{Normal}(\\mathrm{mean}=\\mu,\\; \\mathrm{var}=u), \\qquad\nu \\sim \\mathrm{InverseGamma}\\left(\\alpha = \\frac{\\nu}{2},\\; \\theta = \\frac{\\nu}{2}\\sigma^2\\right).\n$$\n\n`TDist2` モデルに対応する階層モデルの分散 $u$ が従う分布は $\\mathrm{InverseGamma}\\left(\\alpha = \\nu/2,\\; \\theta = \\sigma^2\\nu/2\\right)$ になる。 $\\nu = 1$ とおくと `Cauchy` モデルの場合になり、 $\\sigma=1$ とおくと `Tdist1` の場合になる。\n\n**後悔:** $\\sigma$ の代わりに $\\rho$ などを使っておけば、分散に $\\sigma^2$ の記号を割り振れた。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@show csigma\n@show t1nu\n@show t2nu, t2sigma",
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": "csigma = 0.40897290161134037\nt1nu = 0.6230116833132611\n(t2nu, t2sigma) = (0.4065330086470647, 0.19351765869024307)\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 17,
          "data": {
            "text/plain": "(0.4065330086470647, 0.19351765869024307)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "MyInvGamma(nu, sigma) = InverseGamma(nu/2,nu*sigma^2/2)\nInvGamma_Cauchy = MyInvGamma(1.0, csigma)\nInvGamma_TDist1 = MyInvGamma(t1nu, 1.0)\nInvGamma_TDist2 = MyInvGamma(t2nu, t2sigma)\n\n@show InvGamma_Cauchy\n@show InvGamma_TDist1\n@show InvGamma_TDist2\n\n@show mean(InvGamma_Cauchy)\n@show mean(InvGamma_TDist1)\n@show mean(InvGamma_TDist2)\nprintln()\n@show median(InvGamma_Cauchy)\n@show median(InvGamma_TDist1)\n@show median(InvGamma_TDist2)\nprintln()\n@show mode(InvGamma_Cauchy)\n@show mode(InvGamma_TDist1)\n@show mode(InvGamma_TDist2)\n;",
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": "InvGamma_Cauchy = InverseGamma{Float64}(\ninvd: Gamma{Float64}(α=0.5, θ=11.95751488367983)\nθ: 0.08362941712619955\n)\n\nInvGamma_TDist1 = InverseGamma{Float64}(\ninvd: Gamma{Float64}(α=0.31150584165663053, θ=3.2102126710750065)\nθ: 0.31150584165663053\n)\n\nInvGamma_TDist2 = InverseGamma{Float64}(\ninvd: Gamma{Float64}(α=0.20326650432353235, θ=131.3690258787557)\nθ: 0.00761214444052382\n)\n\nmean(InvGamma_Cauchy) = Inf\nmean(InvGamma_TDist1) = Inf\nmean(InvGamma_TDist2) = Inf\n\nmedian(InvGamma_Cauchy) = 0.3676532054863362\nmedian(InvGamma_TDist1) = 3.8628662130139606\nmedian(InvGamma_TDist2) = 0.3459159601977134\n\nmode(InvGamma_Cauchy) = 0.0557529447507997\nmode(InvGamma_TDist1) = 0.23751769284012603\nmode(InvGamma_TDist2) = 0.006326233143839828\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "pdfvar_Cauchy(x) = pdf(InvGamma_Cauchy, x)\npdfvar_TDist1(x) = pdf(InvGamma_TDist1, x)\npdfvar_TDist2(x) = pdf(InvGamma_TDist2, x)\n\nfigure(figsize=(12,4))\n\nsubplot2grid((1,20), (0,0), rowspan=1, colspan=10)\nxmax = 2.0\nx = collect(linspace(eps(),xmax,1000))\nplot([0],[0], label=\"Normal: \\$\\\\delta_{$nsigma_str^2}\\$\", lw=1)\nplot(x, pdfvar_Cauchy.(x), label=\"Cauchy: $csigma inv\\$\\\\Gamma(1/2,$csigma_str^2/2)\\$\", lw=1.2, ls=\":\")\nplot(x, pdfvar_TDist1.(x), label=\"TDist1: inv\\$\\\\Gamma($t1nu_str/2, $t1nu_str/2)\\$\", lw=0.8, ls=\"--\")\nplot(x, pdfvar_TDist2.(x), label=\"TDist2: inv\\$\\\\Gamma($t2nu_str/2, $t2nu_str\\\\cdot$t2sigma_str^2/2)\\$\", lw=0.8, ls=\"-.\")\nxlabel(\"variance of the normal distribution\")\nylabel(\"probability density\")\ngrid(\"on\", ls=\":\")\nlegend(fontsize=9)\ntitle(\"The predictive distributions of variances\", fontsize=10)\n\nsubplot2grid((1,20), (0,10), rowspan=1, colspan=10)\nx = collect(linspace(8.5,11.5,1000))\nplot(x, pred_Normal.(x), label=\"Normal(\\$\\\\mu=$nmu_str\\$, \\$\\\\sigma=$nsigma_str\\$)\", lw=0.8, \"-\")\nplot(x, pred_Cauchy.(x), label=\"Cauchy(\\$\\\\mu=$cmu_str\\$, \\$\\\\sigma=$csigma_str\\$)\", lw=1.2, ls=\":\")\nplot(x, pred_TDist1.(x), label=\"$t1mu_str + TDist(\\$\\\\nu=$t1nu_str\\$)\", lw=0.8, ls=\"--\")\nplot(x, pred_TDist2.(x), label=\"$t2mu_str + $t2sigma_str TDist(\\$\\\\nu=$t2nu_str\\$)\", lw=0.8, ls=\"-.\")\nxlabel(\"y\")\ngrid(\"on\", linestyle=\":\")\nlegend(fontsize=9)\ntitle(\"PDFs of the predictive distributions\")\n\ntight_layout();",
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x400 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "分散の確率密度函数のプロットでは様子がいまいちわからないので、累積分布函数をプロットしよう。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "InvGamma(nu, sigma) = InverseGamma(nu/2,nu*sigma^2/2)\ncdfvar_Normal(x) = ifelse(x < nsigma^2, 0.0, 1.0)\ncdfvar_Cauchy(x) = cdf(InvGamma_Cauchy, x)\ncdfvar_TDist1(x) = cdf(InvGamma_TDist1, x)\ncdfvar_TDist2(x) = cdf(InvGamma_TDist2, x)\n\nfigure(figsize=(12,4))\n\nsubplot2grid((1,20), (0,0), rowspan=1, colspan=10)\nx = collect(linspace(eps(),10.0,1000))\nplot(x, cdfvar_Normal.(x.^2), label=\"Normal: \\$\\\\delta_{$nsigma_str^2}\\$\", lw=0.8, ls=\"-\")\nplot(x, cdfvar_Cauchy.(x.^2), label=\"Cauchy: inv\\$\\\\Gamma(1/2,$csigma_str^2/2)\\$\", lw=1.2, ls=\":\")\nplot(x, cdfvar_TDist1.(x.^2), label=\"TDist1: inv\\$\\\\Gamma($t1nu_str/2, $t1nu_str/2)\\$\", lw=0.8, ls=\"--\")\nplot(x, cdfvar_TDist2.(x.^2), label=\"TDist2: inv\\$\\\\Gamma($t2nu_str/2, $t2sigma_str^2\\\\cdot$t2nu_str/2)\\$\", lw=0.8, ls=\"-.\")\nxlabel(\"standard deviation of the normal distribution\")\nylabel(\"cumulative probability\")\ngrid(\"on\", ls=\":\")\nlegend(fontsize=9)\ntitle(\"The predictive distributions of standard deviations\", fontsize=10)\n\nsubplot2grid((1,20), (0,10), rowspan=1, colspan=10)\nx = collect(linspace(eps(),40,1000))\nplot(x, cdfvar_Normal.(x.^2), label=\"Normal: \\$\\\\delta_{$nsigma_str^2}\\$\", lw=0.8, ls=\"-\")\nplot(x, cdfvar_Cauchy.(x.^2), label=\"Cauchy: inv\\$\\\\Gamma(1/2,$csigma_str^2/2)\\$\", lw=1.2, ls=\":\")\nplot(x, cdfvar_TDist1.(x.^2), label=\"TDist1: inv\\$\\\\Gamma($t1nu_str/2, $t1nu_str/2)\\$\", lw=0.8, ls=\"--\")\nplot(x, cdfvar_TDist2.(x.^2), label=\"TDist2: inv\\$\\\\Gamma($t2nu_str/2, $t2sigma_str^2\\\\cdot$t2nu_str/2)\\$\", lw=0.8, ls=\"-.\")\nxlabel(\"standard deviation of the normal distribution\")\nylabel(\"cumulative probability\")\ngrid(\"on\", ls=\":\")\nlegend(fontsize=9)\ntitle(\"The predictive distributions of standard deviations\", fontsize=10)\n\ntight_layout();",
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x400 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "正規分布の標準偏差の累積確率は、測定誤差が95%以上の確率で $2x$ 以内に収まる科学者の割合を意味している。\n\n正規分布モデルでは科学者全員の測定誤差の意味での標準偏差が13程度であるという結論になってしまっている。\n\nそれ以外の裾野が重い分布を使ったモデルでは、測定誤差の小さな科学者も測定誤差の大きな科学者も両方いるという結論になっている。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "InvGamma(nu, sigma) = InverseGamma(nu/2,nu*sigma^2/2)\ncdfvar_Normal(x) = ifelse(x < nsigma^2, 0.0, 1.0)\ncdfvar_Cauchy(x) = cdf(InvGamma_Cauchy, x)\ncdfvar_TDist1(x) = cdf(InvGamma_TDist1, x)\ncdfvar_TDist2(x) = cdf(InvGamma_TDist2, x)\n\nfigure(figsize=(12,4))\n\nsubplot2grid((1,20), (0,0), rowspan=1, colspan=10)\nx = collect(linspace(eps(),2.0,1000))\nplot(x, cdfvar_Normal.(x.^2), label=\"Normal: \\$\\\\delta_{$nsigma_str^2}\\$\", lw=0.8, ls=\"-\")\nplot(x, cdfvar_Cauchy.(x.^2), label=\"Cauchy: inv\\$\\\\Gamma(1/2,$csigma_str^2/2)\\$\", lw=1.2, ls=\":\")\nplot(x, cdfvar_TDist1.(x.^2), label=\"TDist1: inv\\$\\\\Gamma($t1nu_str/2, $t1nu_str/2)\\$\", lw=0.8, ls=\"--\")\nplot(x, cdfvar_TDist2.(x.^2), label=\"TDist2: inv\\$\\\\Gamma($t2nu_str/2, $t2sigma_str^2\\\\cdot$t2nu_str/2)\\$\", lw=0.8, ls=\"-.\")\nxlabel(\"standard deviation of the normal distribution\")\nylabel(\"cumulative probability\")\ngrid(\"on\", ls=\":\")\nlegend(fontsize=9)\ntitle(\"The predictive distributions of standard deviations\", fontsize=10)\n\nsubplot2grid((1,20), (0,10), rowspan=1, colspan=10)\nx = collect(linspace(15,40,1000))\nplot(x, cdfvar_Normal.(x.^2), label=\"Normal: \\$\\\\delta_{$nsigma_str^2}\\$\", lw=0.8, ls=\"-\")\nplot(x, cdfvar_Cauchy.(x.^2), label=\"Cauchy: inv\\$\\\\Gamma(1/2,$csigma_str^2/2)\\$\", lw=1.2, ls=\":\")\nplot(x, cdfvar_TDist1.(x.^2), label=\"TDist1: inv\\$\\\\Gamma($t1nu_str/2, $t1nu_str/2)\\$\", lw=0.8, ls=\"--\")\nplot(x, cdfvar_TDist2.(x.^2), label=\"TDist2: inv\\$\\\\Gamma($t2nu_str/2, $t2sigma_str^2\\\\cdot$t2nu_str/2)\\$\", lw=0.8, ls=\"-.\")\nxlabel(\"standard deviation of the normal distribution\")\nylabel(\"cumulative probability\")\ngrid(\"on\", ls=\":\")\nlegend(fontsize=9)\ntitle(\"The predictive distributions of standard deviations\", fontsize=10)\n\ntight_layout();",
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x400 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "`TDist2` のモデルは、`Cauchy` のモデルよりも測定誤差(標準偏差)が 0.25 以下の科学者はずっとたくさんいるが、分散が 5.0 以上の科学者もずっとたくさんいると予想している。\n\n`TDist2` のモデルは、 `TDist1` のモデルよりも測定誤差(標準偏差)が 30 以上の科学者が少し多いと予想している\n\nこのように `TDist2` のモデルは測定誤差が小さな科学者がたくさんいると同時に、測定誤差が極端に大きな科学者が結構いることを否定しない予測を与えている。 `TDist2` のモデルはこのように外れ値の問題を処理している。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@show InvGamma_Cauchy.invd.α, InvGamma_Cauchy.θ\n@show InvGamma_TDist1.invd.α, InvGamma_TDist1.θ\n@show InvGamma_TDist2.invd.α, InvGamma_TDist2.θ\n;",
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": "(InvGamma_Cauchy.invd.α, InvGamma_Cauchy.θ) = (0.5, 0.08362941712619955)\n(InvGamma_TDist1.invd.α, InvGamma_TDist1.θ) = (0.31150584165663053, 0.31150584165663053)\n(InvGamma_TDist2.invd.α, InvGamma_TDist2.θ) = (0.20326650432353235, 0.00761214444052382)\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "逆ガンマ分布では α が小さいほど裾野が太くなり、θ が小さいほど分布が小さな値に集中する。 \n\n`TDist2` のモデルでは実際にそのような解が実現されていることがわかる。"
    },
    {
      "metadata": {
        "collapsed": true
      },
      "cell_type": "markdown",
      "source": "## 交差検証\n\n素朴な方法で一個抜き出し交差検証(leave-one-out cross-validation, LOOCV)をして実行してみることにする。\n\n以下では一個抜き出し交差検証 LOOCV を、サンプル $Y_1,\\ldots,Y_n$ から $Y_i$ の一個を抜いてできるデータ得られる予測分布の確率密度函数 $p_i(y)$ を作り、そこにサンプル $Y_i$ を代入して得られる尤度 $p_i(Y_i)$ の対数の和の $-2$ 倍として計算した。\n\n尤度達 $p_i(Y_i)$ の値が大きい方が、$Y_i$ を除いたデータを使った $Y_i$ の予測が当たっていることになるので、$\\log p_i(Y_i)$ 達は大きい方がよいということになる。すなわちLOOCVの値は小さい方がよいということになる。"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### 必要な函数の定義"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function constpred_Normal(Y)\n    f = fit_mle(Normal,Y)\n    pred(x) = pdf(Normal(f.μ,f.σ),x)\n    return pred\nend\n\nfunction maxloglikelihood_Normal(Y)\n    pred = constpred_Normal(Y)\n    n = length(Y)\n    maxloglik = sum(log(pred(Y[i])) for i in 1:n)\n    return maxloglik\nend\n\naic_Normal(Y) = -2*maxloglikelihood_Normal(Y) + 2*2\n\nfunction loocv_Normal(Y)\n    loocv = 0.0\n    n = length(Y)\n    for i in 1:n\n        pred = constpred_Normal(Y[[1:i-1;i+1:n]])\n        loocv += log(pred(Y[i]))\n    end\n    return -2*loocv\nend\n\n@show -2*maxloglikelihood_Normal(Y)\n@show aic_Normal(Y)\n@show loocv_Normal(Y);",
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": "-2 * maxloglikelihood_Normal(Y) = 55.36016310982963\naic_Normal(Y) = 59.36016310982963\nloocv_Normal(Y) = 285.30604443807385\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "正規分布モデルでは LOOCV の値が跳ね上がっている。その理由は後で計算して確認するが、外れ値の存在が原因である。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "negloglik_Cauchy(Y,mu,sigma) = sigma > zero(sigma) ? -sum(logpdf(Cauchy(mu,sigma),Y[i]) for i in 1:length(Y)) : Inf\nnegloglik_Cauchy(Y,x) = negloglik_Cauchy(Y,x[1],x[2])\n   \nfunction constpred_Cauchy(Y; init=[0.0, 1.0])\n    negloglik(x) = negloglik_Cauchy(Y,x)\n    result = optimize(negloglik, init)\n    a = result.minimizer\n    pred(x) = pdf(Cauchy(a[1],a[2]),x)\n    return pred\nend\n\nfunction maxloglikelihood_Cauchy(Y)\n    pred = constpred_Cauchy(Y)\n    n = length(Y)\n    maxloglik = sum(log(pred(Y[i])) for i in 1:n)\n    return maxloglik\nend\n\naic_Cauchy(Y) = -2*maxloglikelihood_Cauchy(Y) + 2*2\n\nfunction loocv_Cauchy(Y)\n    loocv = 0.0\n    n = length(Y)\n    for i in 1:n\n        pred = constpred_Cauchy(Y[[1:i-1;i+1:n]])\n        loocv += log(pred(Y[i]))\n    end\n    return -2*loocv\nend\n\n@show -2*maxloglikelihood_Cauchy(Y)\n@show aic_Cauchy(Y)\n@show loocv_Cauchy(Y);",
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": "-2 * maxloglikelihood_Cauchy(Y) = 39.32737909640757\naic_Cauchy(Y) = 43.32737909640757\nloocv_Cauchy(Y) = 46.94549130671414\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "logpdf_TDist1(mu,nu,x) = nu > zero(nu) ? logpdf(TDist(nu), x-mu) : -Inf\nnegloglik_TDist1(Y,mu,nu) = -sum(logpdf_TDist1(mu,nu,Y[i]) for i in 1:length(Y))\nnegloglik_TDist1(Y,x) = negloglik_TDist1(Y,x[1],x[2])\n\nfunction constpred_TDist1(Y; init=[0, 1.0])\n    negloglik(x) = negloglik_TDist1(Y,x)\n    result = optimize(negloglik, init)\n    a = result.minimizer\n    pred(x) = exp(logpdf_TDist1(a[1],a[2],x))\n    return pred\nend\n\nfunction maxloglikelihood_TDist1(Y)\n    pred = constpred_TDist1(Y)\n    n = length(Y)\n    maxloglik = sum(log(pred(Y[i])) for i in 1:n)\n    return maxloglik\nend\n\naic_TDist1(Y) = -2*maxloglikelihood_TDist1(Y) + 2*2\n\nfunction loocv_TDist1(Y)\n    loocv = 0.0\n    n = length(Y)\n    for i in 1:n\n        pred = constpred_TDist1(Y[[1:i-1;i+1:n]])\n        loocv += log(pred(Y[i]))\n    end\n    return -2*loocv\nend\n\n@show -2*maxloglikelihood_TDist1(Y)\n@show aic_TDist1(Y)\n@show loocv_TDist1(Y);",
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": "-2 * maxloglikelihood_TDist1(Y) = 39.652636852568655\naic_TDist1(Y) = 43.652636852568655\nloocv_TDist1(Y) = 43.90239974526162\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "logpdf_TDist2(mu,nu,sigma,x) = (nu > zero(nu) && sigma > zero(nu)) ? logpdf(TDist(nu),(x-mu)/sigma)-log(sigma) : -Inf\nnegloglik_TDist2(Y,mu,nu,sigma) = -sum(logpdf_TDist2(mu,nu,sigma,Y[i]) for i in 1:length(Y))\nnegloglik_TDist2(Y,x) = negloglik_TDist2(Y,x[1],x[2],x[3])\n\nfunction constpred_TDist2(Y; init=[0.0, 1.0, 1.0])\n    negloglik(x) = negloglik_TDist2(Y,x)\n    result = optimize(negloglik, init)\n    a = result.minimizer\n    pred(x) = exp(logpdf_TDist2(a[1],a[2],a[3],x))\n    return pred\nend\n\nfunction maxloglikelihood_TDist2(Y)\n    pred = constpred_TDist2(Y)\n    n = length(Y)\n    maxloglik = sum(log(pred(Y[i])) for i in 1:n)\n    return maxloglik\nend\n\naic_TDist2(Y) = -2*maxloglikelihood_TDist2(Y) + 2*3\n\nfunction loocv_TDist2(Y)\n    loocv = 0.0\n    n = length(Y)\n    for i in 1:n\n        pred = constpred_TDist2(Y[[1:i-1;i+1:n]])\n        loocv += log(pred(Y[i]))\n    end\n    return -2*loocv\nend\n\n@show -2*maxloglikelihood_TDist2(Y)\n@show aic_TDist2(Y)\n@show loocv_TDist2(Y);",
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": "-2 * maxloglikelihood_TDist2(Y) = 35.53912999430733\naic_TDist2(Y) = 41.53912999430733\nloocv_TDist2(Y) = 41.79445861646667\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### 4つのモデルの交差検証結果の比較"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "println(\"-- Normal --\")\n@show aic_Normal(Y)\n@show loocv_Normal(Y)\nprintln(\"\\n-- Cauchy --\")\n@show aic_Cauchy(Y)\n@show loocv_Cauchy(Y)\nprintln(\"\\n-- TDist1 --\")\n@show aic_TDist1(Y)\n@show loocv_TDist1(Y)\nprintln(\"\\n-- TDist2 --\")\n@show aic_TDist2(Y)\n@show loocv_TDist2(Y)\n;",
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": "-- Normal --\naic_Normal(Y) = 59.36016310982963\nloocv_Normal(Y) = 285.30604443807385\n\n-- Cauchy --\naic_Cauchy(Y) = 43.32737909640757\nloocv_Cauchy(Y) = 46.94549130671414\n\n-- TDist1 --\naic_TDist1(Y) = 43.652636852568655\nloocv_TDist1(Y) = 43.90239974526162\n\n-- TDist2 --\naic_TDist2(Y) = 41.53912999430733\nloocv_TDist2(Y) = 41.79445861646667\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "正規分布モデルの LOOCV の値だけが突出して高くなってしまっている。その原因は以下の計算を見ればわかるように外れ値 `Y[1]` の存在である。以下で計算するのは $-2\\log p_i(Y_i)$ の表である。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "p_Normal = [constpred_Normal(Y[[1:i-1;i+1:length(Y)]]) for i in 1:n]\nloss_Normal = [-2*log(p_Normal[i](Y[i])) for i in 1:n]",
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 28,
          "data": {
            "text/plain": "7-element Array{Float64,1}:\n 241.70434486508626  \n   7.062835168631006 \n   7.2075117327291505\n   7.328642753072676 \n   7.311018810934502 \n   7.340804529291411 \n   7.350886578328783 "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "正規分布モデルでは、外れ値 `Y[1]` を除いたデータを使って `Y[1]` を予測すると損失 $-2\\log p_1(Y[1])$ が極端に大きくなる。そして、その外れ値の存在のせいで、外れ値以外の `Y[i]` を除いたデータを使って `Y[i]` を予測する場合にも損失 $-2\\log p_i(Y[i])$ が十分に小さくならなくなってしまっている。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "p_Cauchy = [constpred_Cauchy(Y[[1:i-1;i+1:length(Y)]]) for i in 1:n]\nloss_Cauchy = [-2*log(p_Cauchy[i](Y[i])) for i in 1:n]",
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 29,
          "data": {
            "text/plain": "7-element Array{Float64,1}:\n 19.435742887322597 \n 12.36774771563313  \n  7.117935991639482 \n  2.0322611177697802\n  1.6380342696760275\n  2.154343403713156 \n  2.199425920959965 "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "p_TDist1 = [constpred_TDist1(Y[[1:i-1;i+1:length(Y)]]) for i in 1:n]\nloss_TDist1 = [-2*log(p_TDist1[i](Y[i])) for i in 1:n]",
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 30,
          "data": {
            "text/plain": "7-element Array{Float64,1}:\n 18.365227169595087 \n  9.249568148206372 \n  5.324944064251271 \n  2.5691773881335958\n  2.650495301137213 \n  2.7602899747464233\n  2.98269769919166  "
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "p_TDist2 = [constpred_TDist2(Y[[1:i-1;i+1:length(Y)]]) for i in 1:n]\nloss_TDist2 = [-2*log(p_TDist2[i](Y[i])) for i in 1:n]",
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 31,
          "data": {
            "text/plain": "7-element Array{Float64,1}:\n 16.865403278740125 \n 10.835388149475932 \n  7.082128732986169 \n  1.010609357854548 \n  2.9774112991147144\n  1.0999102039677469\n  1.9236075943274393"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "裾野が重い分布を使った確率モデルは外れ値をうまく処理していることがわかる。"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### 一個抜き出し交差検証の様子をプロット"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function cyc_color(i)\n    colorlist = [\n        \"#1f77b4\",\n        \"#ff7f0e\",\n        \"#2ca02c\",\n        \"#d62728\",\n        \"#9467bd\",\n        \"#8c564b\",\n        \"#e377c2\",\n        \"#7f7f7f\",\n        \"#bcbd22\",\n        \"#17becf\",\n    ]\n    n = length(colorlist)\n    return colorlist[mod1(i,n)]\nend\n\nfunction cyc_style(i)\n    stylelist = [\n        \"dashed\",\n        \"dashdot\",\n        \"dotted\",\n        (0, (4.5, 1.5, 1, 1.5, 1, 1.5, 1, 1.5)),\n        (0, (3, 1.5, 1, 1.5, 3, 1.5, 1, 1.5)),\n        (0, (2.5, 1.5, 2.5, 1.5, 2.5, 1.5, 1, 1.5)),\n        (0, (2.5, 1, 2.5, 1, 2.5, 1, 2.5, 1)),\n        (0, (5, 1.5, 2, 1.5, 2, 1.5)),\n        (0, (5, 2, 2)),\n        (0, (6, 3)),\n    ]\n    n = length(stylelist)\n    return stylelist[mod1(i,n)]\nend",
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 32,
          "data": {
            "text/plain": "cyc_style (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@assert n == 7\n\nfigure(figsize=(12,5))\nx = collect(linspace(-30,40,1000))\n\nshape = (17,32)\nloc(i) = (1+8*div(i,4),8*mod(i,4))\nrs, cs = 8, 8\n\nax = subplot2grid(shape, loc(0), rowspan=rs, colspan=cs)\nplot(x, -2*log.(pred_Normal.(x)), label=\"\\$-2\\\\log p_\\\\ast\\$\", color=\"black\", ls=\"-\")\nscatter(Y, -2*log.(pred_Normal.(Y)), color=\"black\")\ngrid(\"on\", linestyle=\":\")\nlegend()\n\nfor i in 1:n\n    ax = subplot2grid(shape, loc(i), rowspan=rs, colspan=cs)\n    plot(x, -2*log.(p_Normal[i].(x)), label=\"$i\", color=cyc_color(i), ls=cyc_style(i))\n    scatter([Y[i]], [-2*log(p_Normal[i](Y[i]))], color=cyc_color(i))\n    grid(\"on\", linestyle=\":\")\n    legend()\nend\n\nsuptitle(\"-2 log(PDFs of the leave-one-out predictive distributions for the Normal distribution model)\")\n\ntight_layout()",
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x500 with 8 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "**図の読み方**\n\n左上の黒色のグラフはサンプル全体から作った予測分布の対数の $-2$ 倍であり、黒丸はサンプルである。\n\nそれ以外の色の付いた点線のグラフは `Y[i]` を除いたデータから作った予測分布のプロットであり、色丸は `Y[i]` を意味している。色丸の位置が下にあるほどその予測分布による `Y[i]` の予測精度は高いと考えられる。\n\n正規分布モデルのケースでは、外れ値の `Y[1]` 抜きのデータから作った予測分布のケースだけ縦軸の縮尺のオーダーが違っていることに注意せよ。お椀の底の位置も右側にずれている。正規分布モデルでは外れ値を抜くと予測分布が大幅に変わってしまう。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@assert n == 7\n\nfigure(figsize=(12,5))\nx = collect(linspace(-30,40,1000))\n\nshape = (17,32)\nloc(i) = (1+8*div(i,4),8*mod(i,4))\nrs, cs = 8, 8\n\nax = subplot2grid(shape, loc(0), rowspan=rs, colspan=cs)\nplot(x, -2*log.(pred_Cauchy.(x)), label=\"\\$-2\\\\log p_\\\\ast\\$\", color=\"black\", ls=\"-\")\nscatter(Y, -2*log.(pred_Cauchy.(Y)), color=\"black\")\ngrid(\"on\", linestyle=\":\")\nlegend()\n\nfor i in 1:n\n    ax = subplot2grid(shape, loc(i), rowspan=rs, colspan=cs)\n    plot(x, -2*log.(p_Cauchy[i].(x)), label=\"$i\", color=cyc_color(i), ls=cyc_style(i))\n    scatter([Y[i]], [-2*log(p_Cauchy[i](Y[i]))], color=cyc_color(i))\n    grid(\"on\", linestyle=\":\")\n    legend()\nend\n\nsuptitle(\"-2 log(PDFs of the leave-one-out predictive distributions for the Cauchy distribution model)\")\n\ntight_layout()",
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x500 with 8 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "上段左から二番目のグラフは外れ値の `Y[1]` を抜いたデータから作った予測分布のグラフである。`Y[1]` は丸印で表示されている。予測失敗の損失は20弱ですんでいる。\n\n外れ値を除いた場合とそうでない場合で予測分布(の対数の $-2$ 倍のグラフ)の形がほとんど変わっていないことにも注目せよ。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@assert n == 7\n\nfigure(figsize=(12,5))\nx = collect(linspace(-30,40,1000))\n\nshape = (17,32)\nloc(i) = (1+8*div(i,4),8*mod(i,4))\nrs, cs = 8, 8\n\nax = subplot2grid(shape, loc(0), rowspan=rs, colspan=cs)\nplot(x, -2*log.(pred_TDist1.(x)), label=\"\\$-2\\\\log p_\\\\ast\\$\", color=\"black\", ls=\"-\")\nscatter(Y, -2*log.(pred_TDist1.(Y)), color=\"black\")\ngrid(\"on\", linestyle=\":\")\nlegend()\n\nfor i in 1:n\n    ax = subplot2grid(shape, loc(i), rowspan=rs, colspan=cs)\n    plot(x, -2*log.(p_TDist1[i].(x)), label=\"$i\", color=cyc_color(i), ls=cyc_style(i))\n    scatter([Y[i]], [-2*log(p_TDist1[i](Y[i]))], color=cyc_color(i))\n    grid(\"on\", linestyle=\":\")\n    legend()\nend\n\nsuptitle(\"-2 log(PDFs of the leave-one-out predictive distributions for the t-distribution model 1)\")\n\ntight_layout()",
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x500 with 8 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "外れ値を除いた上段左から二番目の場合とそうでない場合で予測分布(の対数の $-2$ 倍のグラフ)の形がほとんど変わっていないことにも注目せよ。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@assert n == 7\n\nfigure(figsize=(12,5))\nx = collect(linspace(-30,40,1000))\n\nshape = (17,32)\nloc(i) = (1+8*div(i,4),8*mod(i,4))\nrs, cs = 8, 8\n\nax = subplot2grid(shape, loc(0), rowspan=rs, colspan=cs)\nplot(x, -2*log.(pred_TDist2.(x)), label=\"\\$-2\\\\log p_\\\\ast\\$\", color=\"black\", ls=\"-\")\nscatter(Y, -2*log.(pred_TDist2.(Y)), color=\"black\")\ngrid(\"on\", linestyle=\":\")\nlegend()\n\nfor i in 1:n\n    ax = subplot2grid(shape, loc(i), rowspan=rs, colspan=cs)\n    plot(x, -2*log.(p_TDist2[i].(x)), label=\"$i\", color=cyc_color(i), ls=cyc_style(i))\n    scatter([Y[i]], [-2*log(p_TDist2[i](Y[i]))], color=cyc_color(i))\n    grid(\"on\", linestyle=\":\")\n    legend()\nend\n\nsuptitle(\"-2 log(PDFs of the leave-one-out predictive distributions for the t-distribution model 2)\")\n\ntight_layout()",
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 1200x500 with 8 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "外れ値を除いた上段左から二番目の場合とそうでない場合で予測分布(の対数の $-2$ 倍のグラフ)の形がほとんど変わっていないことにも注目せよ。"
    },
    {
      "metadata": {
        "collapsed": true
      },
      "cell_type": "markdown",
      "source": "## 別のサンプル"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function constparam_Normal(Y)\n    d = fit_mle(Normal,Y)\n    return d.μ, d.σ\nend\n\nfunction constparam_Cauchy(Y; init=[0.0, 1.0])\n    negloglik(x) = negloglik_Cauchy(Y,x)\n    result = optimize(negloglik, init)\n    a = result.minimizer\n    return a[1],a[2]\nend\n\nfunction constparam_TDist1(Y; init=[0.0, 1.0])\n    negloglik(x) = negloglik_TDist1(Y,x)\n    result = optimize(negloglik, init)\n    a = result.minimizer\n    return a[1],a[2]\nend\n\nfunction constparam_TDist2(Y; init=[0.0, 1.0, 1.0])\n    negloglik(x) = negloglik_TDist2(Y,x)\n    result = optimize(negloglik, init)\n    a = result.minimizer\n    return a[1],a[2],a[3]\nend",
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 37,
          "data": {
            "text/plain": "constparam_TDist2 (generic function with 1 method)"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### 正常値を3つ追加してみると"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "Y",
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 38,
          "data": {
            "text/plain": "7-element Array{Float64,1}:\n -27.02 \n   3.57 \n   8.191\n   9.808\n   9.603\n   9.945\n  10.056"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "YY = [Y; [9.801, 9.701, 9.958]]",
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 39,
          "data": {
            "text/plain": "10-element Array{Float64,1}:\n -27.02 \n   3.57 \n   8.191\n   9.808\n   9.603\n   9.945\n  10.056\n   9.801\n   9.701\n   9.958"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function comp_Normal(Y,YY;xmax=2)\n    \n@show aic_Normal(Y)/(2*length(Y))\n@show loocv_Normal(Y)/(2*length(Y))\nprintln()\n@show aic_Normal(YY)/(2*length(YY))\n@show loocv_Normal(YY)/(2*length(YY))\nprintln()\n@show a = constparam_Normal(Y)\n@show nmu = a[1]\n@show nsigma = a[2]\ncdfvar_Normal(x) = x < nsigma^2 ? 0.0 : 1.0\nprintln()\n@show a = constparam_Normal(YY)\n@show nnmu = a[1]\n@show nnsigma = a[2]\ncdfvar_NNormal(x) = x < nnsigma^2 ? 0.0 : 1.0\nsleep(0.2)\n\nfigure(figsize=(6,3.6))\nx = collect(linspace(0,xmax,1000))\nplot(x, cdfvar_Normal.(x.^2),  label=\"Y\")\nplot(x, cdfvar_NNormal.(x.^2), label=\"YY\", ls=\"--\")\nxlabel(\"std\")\ngrid(\"on\", ls=\":\")\ntitle(\"PDFs\")\nlegend()\n\nend\n\ncomp_Normal(Y,YY,xmax=25)",
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_Normal(Y) / (2 * length(Y)) = 4.240011650702116\nloocv_Normal(Y) / (2 * length(Y)) = 20.37900317414813\n\naic_Normal(YY) / (2 * length(YY)) = 4.012790145122183\nloocv_Normal(YY) / (2 * length(YY)) = 19.80255974713817\n\na = constparam_Normal(Y) = (3.450428571428571, 12.620958836759735)\nnmu = a[1] = 3.450428571428571\nnsigma = a[2] = 12.620958836759735\n\na = constparam_Normal(YY) = (5.3613, 10.95560954077864)\nnnmu = a[1] = 5.3613\nnnsigma = a[2] = 10.95560954077864\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 40,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000005FDEAF60>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function comp_Cauchy(Y,YY)\n\n@show aic_Cauchy(Y)/(2*length(Y))\n@show loocv_Cauchy(Y)/(2*length(Y))\nprintln()\n@show aic_Cauchy(YY)/(2*length(YY))\n@show loocv_Cauchy(YY)/(2*length(YY))\nprintln()\n@show a = constparam_Cauchy(Y)\n@show cmu = a[1]\n@show csigma = a[2]\ncdfvar_Cauchy(x) = cdf(InverseGamma(1/2,csigma^2/2), x)\npdfvar_Cauchy(x) = pdf(InverseGamma(1/2,csigma^2/2), x)\nprintln()\n@show a = constparam_Cauchy(YY)\n@show ccmu = a[1]\n@show ccsigma = a[2]\ncdfvar_CCauchy(x) = cdf(InverseGamma(1/2,ccsigma^2/2), x)\npdfvar_CCauchy(x) = pdf(InverseGamma(1/2,ccsigma^2/2), x)\nsleep(0.2)\n\nfigure(figsize=(9,3.6))\n    \nsubplot(1,2,1)\nx = collect(linspace(0,2,1000))\nplot(x, pdfvar_Cauchy.(x), label=\"Y\")\nplot(x, pdfvar_CCauchy.(x),  label=\"YY\", ls=\"--\")\nxlabel(\"variance\")\ngrid(\"on\", ls=\":\")\ntitle(\"PDFs\")\nlegend()\n\nsubplot(1,2,2)\nx = collect(linspace(0,2,1000))\nplot(x, cdfvar_Cauchy.(x.^2), label=\"Y\")\nplot(x, cdfvar_CCauchy.(x.^2),  label=\"YY\", ls=\"--\")\nxlabel(\"std\")\ngrid(\"on\", ls=\":\")\ntitle(\"CDFs\")\nlegend()\n\ntight_layout()    \n\nend\n\ncomp_Cauchy(Y,YY)",
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_Cauchy(Y) / (2 * length(Y)) = 3.0948127926005404\nloocv_Cauchy(Y) / (2 * length(Y)) = 3.35324937905101\n\naic_Cauchy(YY) / (2 * length(YY)) = 2.1555331081452516\nloocv_Cauchy(YY) / (2 * length(YY)) = 2.1582651417030965\n\na = constparam_Cauchy(Y) = (9.812903700303522, 0.4089702390461565)\ncmu = a[1] = 9.812903700303522\ncsigma = a[2] = 0.4089702390461565\n\na = constparam_Cauchy(YY) = (9.83176549381761, 0.1975764921912232)\nccmu = a[1] = 9.83176549381761\nccsigma = a[2] = 0.1975764921912232\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "Cauchy分布を使ったモデルだと、サンプルを生成した正規分布の std は 0.5 なのにこうなってしまう。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function comp_TDist1(Y,YY)\n\n@show aic_TDist1(Y)/(2*length(Y))\n@show loocv_TDist1(Y)/(2*length(Y))\nprintln()\n@show aic_TDist1(YY)/(2*length(YY))\n@show loocv_TDist1(YY)/(2*length(YY))\nprintln()\n@show a = constparam_TDist1(Y)\n@show td1mu = a[1]\n@show td1nu = a[2]\ncdfvar_TDist1(x) = cdf(InverseGamma(td1nu/2,td1nu/2), x)\npdfvar_TDist1(x) = pdf(InverseGamma(td1nu/2,td1nu/2), x)\nprintln()\n@show a = constparam_TDist1(YY)\n@show ttd1mu = a[1]\n@show ttd1nu = a[2]\ncdfvar_TTDist1(x) = cdf(InverseGamma(ttd1nu/2,ttd1nu/2), x)\npdfvar_TTDist1(x) = pdf(InverseGamma(ttd1nu/2,ttd1nu/2), x)\nsleep(0.2)\n\nfigure(figsize=(9,3.6))\n    \nsubplot(1,2,1)\nx = collect(linspace(0,2,1000))\nplot(x, pdfvar_TDist1.(x),  label=\"Y\")\nplot(x, pdfvar_TTDist1.(x), label=\"YY\", ls=\"--\")\nxlabel(\"variance\")\ngrid(\"on\", ls=\":\")\ntitle(\"PDFs\")\nlegend()\n\nsubplot(1,2,2)\nx = collect(linspace(0,2,1000))\nplot(x, cdfvar_TDist1.(x.^2),  label=\"Y\")\nplot(x, cdfvar_TTDist1.(x.^2), label=\"YY\", ls=\"--\")\nxlabel(\"std\")\ngrid(\"on\", ls=\":\")\ntitle(\"CDFs\")\nlegend()\n\ntight_layout()\n    \nend\n\ncomp_TDist1(Y,YY)",
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_TDist1(Y) / (2 * length(Y)) = 3.1180454894691896\nloocv_TDist1(Y) / (2 * length(Y)) = 3.135885696090116\n\naic_TDist1(YY) / (2 * length(YY)) = 2.5567062152604416\nloocv_TDist1(YY) / (2 * length(YY)) = 2.603262445911258\n\na = constparam_TDist1(Y) = (9.728434887339093, 0.6230454117603981)\ntd1mu = a[1] = 9.728434887339093\ntd1nu = a[2] = 0.6230454117603981\n\na = constparam_TDist1(YY) = (9.760511846452381, 0.7487214903580164)\nttd1mu = a[1] = 9.760511846452381\nttd1nu = a[2] = 0.7487214903580164\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "function comp_TDist2(Y,YY)\n\n@show aic_TDist2(Y)/(2*length(Y))\n@show loocv_TDist2(Y)/(2*length(Y))\nprintln()\n@show aic_TDist2(YY)/(2*length(YY))\n@show loocv_TDist2(YY)/(2*length(YY))\nprintln()\n@show a = constparam_TDist2(Y)\n@show td2mu = a[1]\n@show td2nu = a[2]\n@show td2sigma = a[3]\ncdfvar_TDist2(x) = cdf(InverseGamma(td2nu/2,td2sigma^2*td2nu/2), x)\npdfvar_TDist2(x) = pdf(InverseGamma(td2nu/2,td2sigma^2*td2nu/2), x)\nprintln()\n@show a = constparam_TDist2(YY)\n@show ttd2mu = a[1]\n@show ttd2nu = a[2]\n@show ttd2sigma = a[3]\ncdfvar_TTDist2(x) = cdf(InverseGamma(ttd2nu/2,ttd2sigma^2*ttd2nu/2), x)\npdfvar_TTDist2(x) = pdf(InverseGamma(ttd2nu/2,ttd2sigma^2*ttd2nu/2), x)\nsleep(0.2)\n\nfigure(figsize=(9,3.6))\n    \nsubplot(1,2,1)\nx = collect(linspace(0,2,1000))\nplot(x, pdfvar_TDist2.(x),  label=\"Y\",)\nplot(x, pdfvar_TTDist2.(x), label=\"YY\", ls=\"--\")\nxlabel(\"variance\")\ngrid(\"on\", ls=\":\")\ntitle(\"PDFs\")\nlegend()\n\nsubplot(1,2,2)\nx = collect(linspace(0,2,1000))\nplot(x, cdfvar_TDist2.(x.^2),  label=\"Y\")\nplot(x, cdfvar_TTDist2.(x.^2), label=\"YY\", ls=\"--\")\nxlabel(\"std\")\ngrid(\"on\", ls=\":\")\ntitle(\"CDFs\")\nlegend()\n\ntight_layout()\n    \nend\n\ncomp_TDist2(Y,YY)",
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_TDist2(Y) / (2 * length(Y)) = 2.967080713879095\nloocv_TDist2(Y) / (2 * length(Y)) = 2.9853184726047624\n\naic_TDist2(YY) / (2 * length(YY)) = 2.070802534909034\nloocv_TDist2(YY) / (2 * length(YY)) = 2.1498605084058284\n\na = constparam_TDist2(Y) = (9.875710145666144, 0.4065189705431987, 0.19347524640022232)\ntd2mu = a[1] = 9.875710145666144\ntd2nu = a[2] = 0.4065189705431987\ntd2sigma = a[3] = 0.19347524640022232\n\na = constparam_TDist2(YY) = (9.821489063298188, 0.47011900144578933, 0.13020928864533743)\nttd2mu = a[1] = 9.821489063298188\nttd2nu = a[2] = 0.47011900144578933\nttd2sigma = a[3] = 0.13020928864533743\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### 正規分布が生成したサンプル"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "YYY  = 0.5*randn(128)\nYYYY = 0.5*randn(512)\n\n@show mean(YYY), std(YYY)\n@show mean(YYYY), std(YYYY);",
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": "(mean(YYY), std(YYY)) = (0.014703898294867474, 0.559829387715939)\n(mean(YYYY), std(YYYY)) = (-0.02860457805204251, 0.48373266190270925)\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "comp_Normal(YYY,YYYY,xmax=1)",
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_Normal(Y) / (2 * length(Y)) = 0.8505187380085045\nloocv_Normal(Y) / (2 * length(Y)) = 0.8508581288695476\n\naic_Normal(YY) / (2 * length(YY)) = 0.6956443894783292\nloocv_Normal(YY) / (2 * length(YY)) = 0.6959494493996806\n\na = constparam_Normal(Y) = (0.014703898294867474, 0.5576382662447745)\nnmu = a[1] = 0.014703898294867474\nnsigma = a[2] = 0.5576382662447745\n\na = constparam_Normal(YY) = (-0.0286045780520425, 0.48326003583783117)\nnnmu = a[1] = -0.0286045780520425\nnnsigma = a[2] = 0.48326003583783117\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "execution_count": 45,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x000000005FF2FA58>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "comp_Cauchy(YYY,YYYY)",
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_Cauchy(Y) / (2 * length(Y)) = 1.037825114644328\nloocv_Cauchy(Y) / (2 * length(Y)) = 1.0397876781444806\n\naic_Cauchy(YY) / (2 * length(YY)) = 0.8719692703901739\nloocv_Cauchy(YY) / (2 * length(YY)) = 0.8724317883599579\n\na = constparam_Cauchy(Y) = (0.007867830180010443, 0.3435701508417392)\ncmu = a[1] = 0.007867830180010443\ncsigma = a[2] = 0.3435701508417392\n\na = constparam_Cauchy(YY) = (-0.049180535310153865, 0.2927461294979258)\nccmu = a[1] = -0.049180535310153865\nccsigma = a[2] = 0.2927461294979258\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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jSUlJ4YUXXmDRokXk5OSgaRo33XQTc+bMYeHChYA5vUXFTGXpz7H3YCZvfxH1PCG9jUVEb1M7l2bDrk9gwxJY+Yj+SNZrc+Av49D+mMjXaSuavfet0R/X+vlLKNrRHOBZ7BCTAvUVzfudcg1c8gr8agXctQl+mwu/y4dfb4GFn+ktdB6SJkDqLEgcA+Fx7Qd4fuBWNfLKqvnPii8NK29hW/KsVisnnXSSPn9SfTloLS4YVfnBE+sAH2eBkN7GIqK3iM4ghremadQ73a2WKfZQ6p1uFKX3fiyH261dGunw+uuv5+OPP+aGG27gsssuIysri6ysLO96RVGIjIw03eiJZqWtY99yXW/WgUAfew8i1gERzhNtIb2NRUTvoDirbqguhCMHoeIQVBxsTl/zfnMr2vqXYOu/2tyFAkwbM6jZe8wCiEyEmGSITtZb5KIHQ3g8HN01ctgM/RVAGpxuiiobKKpq4HBVA4WVDRRVNqcPVzVQXN2IW9WYmRrLVQaVt7BBnsViIT4+Xv+n/ojvykpzBnk+zgIhvY1FRG8RnUEM73qnm+MeW9n5hr3Arj8sICKka5eJV199lYkTJ7Ju3TqWLVvm0zVFURRsNmEvO4bTl469BxHrgAjnibaQ3sYionevOGuaPsKkJ4Abd37ziPdfP64/E6e205JVlQ+JY/V00gQYcpIetMUM0V8t0rERCc0B3Ljz9FeA0TSNynonRZ5grbI5aCuqavAGdhV1/rXMWRRQrFb5TF5nOJ1OVq1axfz587E3HjVUaVWBXslMdqfQx1mgZxKkt7GI6C2iM4jrbWYGDBjArbfeyvLly7nkkkt81qmqSlVVFdHR0cI96C/pnI6OvQcR64Co5wnpbSwiegfEed8avZtk+f7mFjlXffP6uzY1B24hkXqAZ7HpwVrsMIgdCnHD9HTLrpLTb9Nf7Xl/8UWPy9rpVjlc1UD+kXoKKuspqGgg70g9BRXNr1pH270pjibMbmFQTDhJ0aEMjA5jYEw4A6NDGRgTRlJ0GINiwokJVUhf/TVOp9OQOiJskGez2Zg1a5Z+R9BRoy+MG64/IBk9WG8Otporez7OAiG9jUVEbxGdQQzvcLuVXX9Y4LNM0zRUVcVisfRqt7dwe/e6lNhstjbLVFEUoqKihOqqF0zaOvYeersOBPrYexCxDohwnmgL6W0sInp36Oxy6C1x5fv1KQbK9ze/fvkh9B+pb5e3Gb5/+ag3K/pv8dhh4HY0Lz5xIUy+Sl9n6X6XRX/LuqrB6Q3W8o/Uk1/R0Px/RT2HqxpQ/ZjNJS7C7hO0DYwOZ2BMqDd4GxgdRnS4rdPzmqZphtYRcWriUSiKQnR0tP5PY1OQF9Efzvxd8KQ6wcdZIKS3sYjoLaIziOGtKEqXu82ZFUVRhHpeJdj0pWPvQcQ6IMJ5oi2kt7GI6K1oGtFqJezbDMlTITxWX7Hh77Dqf33Hu2hJ2b7mIG/4LJh5D8Sn6o0tscP0wU5sIa3f1y8xMN5NZd3ocpN/pJ5D5XXklteRe6SeQ2V15B6p41B5HdUNnc9HF2K1MCg2jOTYcAY3vYZ402EMjg0nrJs3vdrzNgphrx5Op5O0tDTOPfdc7IoCUYP1IU5NjI+zIE35IL2NRkRvEZ1BXG8Ru7yBuN5mRNSyFNFb1POE9DYW03tXFULuRn3UytKfofRntNJsFGedvv6XH8KouXo6MlEP8OyRED9CD+DiR+iv/iNh4KTm/fbCQCYeVFWjpKaR3PK6pkBOD+gOltWwt/AIlU4FrZOWuLgIuzd4S256eQK45LhwEiJDsViM6VlgdB0RNsiz2WzMnz9fb/Ice47+AijP0R/cjEvVR9kxET7OAiG9jUVEbxGdQVxvz91Akbq8gbjeZkTUshTRW9TzhPQ2FlN4N1ZDyR4o3qX/nXwlDJqsr9v/DSy/3WdzBdAsNogfieJuMXjI2HPggZ/1Z+R6+buqqhqFVQ0cKK0lp+l1oLSWg02tc42u9kYP1r0iQqwMjY8gJT6ClLgIhsaH6+n4CJJjw4kMNU89MrqOmCfn3aDNQlr1v/DTZ3DeX+Ckm42X6gTRTloepLexiOgtojOI621mHn/8cR5//PFga0iCQF899qKeJ6S3sRjuXbYPMv8NxbuheKc+6ElL4oY3B3lJx0HyNH0QlITRkDAGrf9oXFFDsIWG+wZzoVHNk4cHAE3TKK5u9AZwOWW15JTUcqCsloNlHQVyYLUoDIoJ0wO5uAiG9o8gJS6cQdEhpCZG0b9fqHA3jQz7LMM+KcC4XK62mzwj+ut/68qDI9YB7TqbHOltLCJ6i+gM4nprmubt8ibSxU1UbzMialmK6C3qeUJ6G0uveGsaHDkAh3c2B3ITL4fx5+vra4rh27/6vqffQBgwHhLHQdLE5uWDpsAtq32dA9x9sM7hYl9xLftKathbXENOaS37S2s5WFZLXQejVNqtCinxEaT2j2R4QtOrfwTD4iMZFBuG3erbtdvT7fH4c88V5jwCxtdtRdM6683azOOPP87vf/97n2VJSUkUFRX5/YFVVVXExMRQWVnZo4cPNU3D5XJhs9lQNr0KO5bB5Cv06RO+/StMvx3Oebrb++8NfJwFqpTS21hE9BbRGczn3dDQQE5ODqmpqYSFhbW7naZp+mTYimIKb3/pindHZRGo60gw6Mjd3+MPfbsOdKUcjMBs5wl/kd7GEjDvqgL47gUo2qG/Gqt8159yF5z9lJ6ur4DVv4cBx+mB3YDjIML/ee+661xe62BvcU3zq6SGfcU15FfUt/seiwIp8REM7x9JalMQNzxBTyfHhmOz+v+M7rFeR/y9Bna5JW/ChAl8/fXX3v+DOUqWp6Aoz4G8TTD8tBYteWVB8+oIr7NgSG9jEdFbRGcQ11sikRiHqOcJ6W0sfns31sDhLD2IK/wRkk+EaTfq6xSL75QE1hC9Vc4TyA2f1bwuPBbOf65XnD1dLPcUVZPdFMztawroymsdbexJp39kCCMH9GNkYj9GJjYFdAmRpMRFEGIL3GBLfb6OBIAuf4rNZmPgwIG94dIlXC4Xq1at0ps8XQ36QlsYRCbo6drS4Mm1g4+zYF0QpLdxiOgtojOI6y1ilzcQ19uMiFqWInqLep6Q3sbSobezAbb+C/K3QP5WKNsLtOhIV1PcHORFDYTT7tefmxs4WX+Gzto75eBxnj1nPvvLGthTVM2eoip+Kqpmz+FqKuqc7b43OTacUQP6+b4S+xEX2cbUCb3k3afqSC/Q5e6azz77LDExMYSGhjJ9+nSeeuopRowY0e57GhsbaWxs9P5fVVVFSkoK5eXlxMXF4XbrfXStVqtP2uVyeefTcblcWCwWLBZL2+kVd8KP76LO/T2WpAnwzuVoAyej3L4Op9PpjZhbRs8ulwu73e5tOrXb7aiqitvt9qZVVcVms7WbdrvdaJrmTbeVj27nyWLB6XRitVq9aU/zrsyTzJPMU9/MU01NDYcOHWLEiBGEhoYC+miEntP00WlVVb3d3tpKA96ucZ60xWLxdplrK93ZZ/Z22uPe2NjI/v37SU1NJTw83Oc4lZeXk5CQcEx31+zLyHKQCIuq6tMT5G/R/z/h2qblbvjTUHDUNG8bNUgP4gZOgqEzYPTcXtdzulVySmv1IK6oij1F1fxUVE3ekba7WVoUSE2IZPSAKJ9gbkRiZJ+bw1Mk/O2u2aV20+nTp/PWW2+xcuVKXnvtNYqKipg5cyZlZe13jVy8eDExMTHeV0pKCgBZWVkA7N69m927dwOwfft2srOzAcjMzCQnJweATZs2kZubC8D69espLCxE0zTWrFlDSUkJNLXk1TtVb19kraklLy0tjYaGBu/Dji6Xi4aGBtLS0gCorq5m1apVAFRUVJCeng5AaWkpGRkZABQWFrJ+/XoAcnNz2bRpEwA5OTlkZmYCkJ2dzfbt2zvM09atW9m9ezeaprWZJ4CMjAxKS3X39PR0KioqAFi1ahXV1dVByZOmaWzbto1du3Z1+TgFO09VVVVdPk7BzlNJSQlr1qxB07SA1T0j8lRVVUVVVZVh36dA5EnTNNLS0qivrzfFOWL37t24XPrkrbW1tTgcepeYmpoanE6n18flcuF2u6murvYGiVVVVaiq6k17grej09A8Vxng3Q/oga0n7XQ6qanRf5A4HA5qa2sB/cZdXZ0+r1JDQwP19fXedEND07m4vt6brqur897oq62tpaGhAU3T2syTJ+3JU0NDg/dzW9Y9z/E4ltE0zXsTQSRE9G75PRIJ6W0AtaWw+zP46v/Q3jwf7U8psGQ6rLjTd0AUixVOvgXO+B1cuwwW7YUHfoJr/wtzHu2VAK/O4WLLwXLe2nCA3yz7kfNeXMeEx1Yy/7kM7nk3k7+v2cfXu4u9AV5SdCizxyRy6+wR/OUXU/js16ex6w9ns/qBM3j5uqksWjCWi09IZmJyTNADPKHqSAuM9u5SS97R1NbWMnLkSH7zm99w//33t7lNb7Xkud1uVq5cybx58wj9aCHsSUM9/3ks4y/Evek1LNGDUKZeb6q79A0NDXz99dcsWLAARVGEaXlQVZWVK1cyd+5cwsLChGlNaWxsJD09nTlz5mCz2YRpIWpsbOSrr75iwYIFWK1WIVq96uvrWbNmDfPmzUNRFGFa8lwuFytXrmT+/PnY7fagnyP8bck7usubKC15LSfC9jgFuyVvyZIlPPvssxQWFjJhwgSef/55Zs2a1e7277zzDs888wzZ2dnExMRw9tln8+c//5n+/fv79XmBaskTcVJx8M/bbC15TqeTVatWec8ToiC9A4ymQWUexKY0L/v7dCj5yXczewTKoONhyFSY+wcw4PtZUedgZ0EVOwsqycrX/+4vrW1zovB+oTbGJPVj7MBoRidGUHXoJ649/0wSYyJ63TNQmLaOdEKgvP1tyetRkAcwb948Ro0axdKlSwMq1iXevgT2pcMlr8CUqwKzT4lEIjEYs/24DSZGjK75/vvvc91117FkyRJOPfVUXnnlFV5//XV27drF0KFDW23/7bffcvrpp/Pcc89xwQUXkJ+fz+23387o0aP5+OOP/fpM2V2zc2Q5SEyBswEKMuHQBsj9Xn85G+Dh3OZn5D79Hzj0PaScBENOguSpkDAWrL3X0lVZ5+THvAp+zK1gR34lOwuq2h3VckBUKBOTY5gwOJoJg/W/Q+LChXkeVtI2vTa6ZksaGxvZvXt3h3c9ewtVVamoqCA2NhaLLRxCY8AebrhHV/BxFuzOq/Q2DhG9RXQGcb09Xd6sVqtQF2uzef/1r3/lpptu4uabbwbg+eefZ+XKlSxdupTFixe32n7jxo0MHz6ce+65B4DU1FRuu+02nnnmGUO9wXxl6S8ieot6npDe3WT7B7DlTX3UdvdRo0jawqB8vz4YCsB5z3lb6rzeiqVrz0J1QIPTza7CKn7M1YO6H/MqySmtbXPbofERTExuDuYmDI4hMSq0w/0Hvay7ifT2jy59wqJFi1i7di05OTl8//33XH755VRVVXH99df3ll+7uN1uNm/erHd1uvo/8PAhOO4ifWVpNuSsM92E6D7OAiG9jUVEbxGdQVxvTdOora0V8nkEs3g7HA62bNnC/PnzfZbPnz/f+3zl0cycOZO8vDzS0tLQNI3Dhw+zbNkyzjvvvHY/p7Gx0fu8qucFeOuc2+32SXvKxtONtr300WWpqmqHaU3TWqU9+2sv7a9LV9Me7862dzqdXh+n0+mz3LPd0WnPPjxpVVV90p5nP9tLu91un7TntWnTJu8zsi2Pmef5WE/a49te2sg8NTY2snnzZhwOR6s8dZQOdp6cTiebNm3C7XZ36Th1OU8uB67936J+8zTUlDQvrzwEB7/VA7zIAahjz0eb/wTcvBrnov1oCWOa89TU3dzpdHrried55K7WPafTxe6CCj74IZdHPtrO+S+uY+L/reTSJev5/ae7WL6twBvgDe8fwYWTB/HIueN479ZTyPzfs/hm0eksuXYqt80azuzRCSRGhXZ6nDzOLpfLsO9TIOqe0+lk8+bNNDY2muIc4W+eGhsbvXW7p98nf+hSkJeXl8fVV1/N2LFjufTSSwkJCWHjxo0MGzasK7sJCHa7nQULFrTdp/WDG+Bf5+vD1JqIDp1NjB+mTToAACAASURBVPQ2FhG9RXQGcb0tFgsxMTGmuYOpaRpz585lwYIFrdYtWbLE22qzf/9+H++CggLi4uJ44YUXjFamtLQUt9tNUlKSz/KkpCSKiorafM/MmTN55513uPLKKwkJCWHgwIHExsby0ksvtfs5XRl8bM+ePd4fD0cPWHP0IDwWiwVFUbw/HoI1CE9tbS1z585l/vz5rQbhWbJkCTabDYvFwt69e6mrq8PhcBATE8O+ffuIj4/nhRdeaHcQnu+//94Ug4/Z7XaGDBnC3r17AXMN1NVRnjIzM1mwYAF5eXmmG6irozxVVlYSEhKC3W4P7EBd+/dBwTby319E4+vnwtPDsL11HpZvnoKctc15GncBO0fcQsV1q2HRz3wRfQ3VE6+HIdNIW/l1u3my2+3MnDmTNWvW+HWc6h1uPtm4m9/9ey0L39jECX/8inNe/I4Hl23nnU25ZBVU4VI1YkItnJQczv3zxvDY7Hj+e9VwvnnwTK4b7ebMwRqnjOjP7u2Z3TpOnnEAPEFHsAcf87fuVVZWsmDBAjIyMkxxjvA3T5mZmYwfPx673d6j75O/g4/1+Jm8rhKoZylUVaW0tJSEhITWP3T+dQHkZMClr8HkK3poHDg6dDYx0ttYRPQW0RnM5+3vs0iewWA8A+KYgdzcXCZNmsTTTz/NbbfdBugXw8mTJ/PSSy/xySefcPjwYdLT0wkJCUFRFM4//3zq6upYvXp1q3z09jN5BQUFJCcns379embMmOFd/uSTT/L222/z008/tXrPrl27mDt3Lvfddx8LFiygsLCQBx98kJNOOol//OMfbX5OVwYfq62t5eDBg35NoQF68GW324M+nUZeXh6TJk3iT3/6E7fffjuappGTk8OUKVN48cUX+fTTTzl8+DAZGRnewPTiiy+mvr6e1atXe/Pj2WdDQwMHDhxgyJAhREZGBn3wMUVRKC4upn///tjtdlMN1NVRnlwuFxUVFcTFxaEoimkG6uosTy6Xi5KSEu8NmIAM1LVvLdYPb0Sp851DWYtIgOGnoZx8C64hp/QoT1arlZKSEmJjYwkNDW11nA5X1rMtr4rNB8rZcvAIO5uCuJaE261MGhLD5ORopgyJ5YRhcQyMCvEej0AfJ03TKCoqIikpybu9CFMjgT4AV2xsrPdGklmnRmqZJ4fDQXl5OQMGDEBV1W5/n/wdfEzYSS5UVSUrK4vZs2dj+fAmqC+Hc/+sTx4Zrk+jQP2R4EoehY+zCX5Q+ov0NhYRvUV0BnG9QR/RNCoqKtgaXlJSUnjhhRe4++67mT9/PsOHD+emm25izpw5LFy4kPPOO4+JEyfy7LPP8sgjj/Dmm2+ybt06tm/fHpRANSEhAavV2qrVrri4uFXrnofFixdz6qmn8uCDDwIwefJkIiMjmTVrFk888QSDBg1q9Z7Q0FBvwNYSq9Xq89eTbjnqqIe20p5gyNMK3bL+tpduaz+eYLCtdEfva5lueewXLFjA8OHDufnmm5kzZw433HAD559/PhMnTuS5557jgQce4PXXX+fbb79t89i3dLDb7V7/lq3tnaU9I/x68u/Zhz/po48H6D8Md+3axezZs1tt4/nR5W+6K/kIRJ485zePQ1v5M1ueQG8VSUxM9P6AP3qbdvOhufSBUvauxjpwkvdGvy1xNNSVQkg/SJ0NI86E1FkoieOgqb61/EHcnTy5XC527tzJ7Nmz0TSN3CP1bNxfxvc55fxw4AiHyus4moHRYUwdHse0YXFMGxbP+EFR2KztX4sCfZzcbjc//fQTAwYM8DkeLbcJ9Pepo7S/eXK5XK2u3cE8R/ibJ4vFwq5du0hISAjY96kjhA3ybDYbZ511lv7PoQ1QXQjOpi9QeJz+12TP5Pk4C4T0NhYRvUV0BsG8Hc0P2ytAdJi1+ZynWMEe1ua2rVAsvoNUtbdtSGSXFa+//no+/vhjbrjhBi677DKysrK83RITExN55ZVXuPrqq5k+fTr33XcfL7zwQlC6+wOEhIQwdepUvvrqKy655BLv8q+++oqLLrqozffU1dX5XIyh+WLeq51i2jhG3jrgahTq2E+ZMoXf/e53QT32XUWo80QLjhnvmmL4eSXs+QL2r2k+L448q7k3V/RguDkdBk1uHhkzwBRWOSiNHs1vPsxi4/4yCiobfNYrCoxNimLa8DhOGh7P1GFxJMcGd6TLY6aOmASjvYUN8lRVpbCwkEGDBmFR9aZbLE1f3AhPS565gjwfZ4FaDaS3sYjoLaIzCOb91OD2142eD9d+0Pz/s6Oaf+gczbDT4IbPm/9/fhLUlbXe7vHKbmm++uqrTJw4kXXr1rFs2TIGDBjgXXfRRRdx+eWXc/bZZ3P++eezcOHCbn1GoLj//vu57rrrmDZtGjNmzODVV1/l0KFD3H777QA8/PDD5Ofn89ZbbwFwwQUXcMstt7B06VJvd817772Xk08+mcGDOzg+PaWDY6+Nno8iwLG/+OKLueKKKzj77LM599xzgzJgW3cR6jzRgj7vrar6+AsH1wMtbrL0G6gHeGOOekZ4yNSAeuYdqWPj/nI27Ctj4/6yVtMY2K0Kx6fEcsqI/kwbHs8JQ2OJDjPX8999vo6YDKO9hQ7y9u3bp/cjdjeNMmNpyo6nu6bJWvJ8nAWrlNLbOET0FtEZxPU2MwMGDODWW29l+fLlPi1kHh544AH+/e9/8+ijjwbBzpcrr7ySsrIy/vCHP1BYWMjEiRNJS0vztjAVFhZy6NAh7/YLFy6kurqav/3tbzzwwAPExsZy1lln8fTTTwcrC6ais2P/6KOP8tZbb7Fo0aIg2HUfUc8Tfcrb7YQD66BgG8y6X19msYAtFNBg8Akw5hwYezYMnOztghlIqhucrN9XxrrsEtZll3KwzPdmis2ikBqjMG/ycGaOSmTqsDjCQ6zt7M0c9Kk6IgBGews78IoPTyWDowbuyYT4EbDtP7D8Dv1OznX+TVArkUgkwabDgVc67IZnju6aHh5//HGWL1/Otm3bWq07cOAAqampZGZmcvzxx7e7DyMmQw8G3ZoMXR57ybGIywE5a2HXcvjp8+ZxFu7frXe/BCj+CcJiILr187A9xa1q7MivZN3PJWRkl7D1UAXuFgOlWC0Kk4fEMGNE/6bWujgiQoRtO5EIhCGToQcTVVXJzc0lJSWldXfNwSfAmf8LiWOCJ9gGPs6C3XmQ3sYhoreIziCYd4sf3pqm4XA4vKNUdrRtV/bb22ia5jPSpMRP2jhG3jpgD0HpZNuu7NcIHA6Hz0ifZkeo80QLhPXO/YG6tS8QmbcWpaFF1+GIBBh3rt6q52HAuIB+dlFlA2t/LiYju5Tv9pZSUec7H9mIhEhmjU5g1uhEThnZn36hzT+jVVXl4MGDQpW3sHVEevuF0EFefn4+ycnJrbtrDhivv0yGj7NglVJ6G4eI3iI6g7jeoA+fHxISEmyNLuMZ/lrSc2QdMAZRzxPCeLtd+sTjIREAaGV76bf3E31dvyQYfwEcdzEMnQHWwP5sVZta61b/VMzq3YfZWVDlsz4qzMZpo/SgbtboBFLiIzrYlyDl3QIRnUF6+4uwQZ7NZmPmzJmgaWANAdXZayMmBQqvs2BIb2MR0VtEZxDXW1EU+vXrF2yNLqMoCpGRwWk96muIWgcAIiIihGnFA3HPE6b21jTI3wrb34edH8GMu+G0ewGwjjsXpt8Ox10EKdPBEtjn2uocLr7NLmX17mLS9xRTUt3cu0BR4PiUWGaPTmT2mESmDInpcEqDlpi6vNtBRGeQ3v4i7DN5brfb22e/5XwUgD7iUslufdSwoTMDfuenu3TobGKkt7GI6C2iM5jPuyuToTc2NhIaGirUj+WueMtn8jp+Fq0v1wGzPZNntvOEv5jSu2wfbP8v7PgvlO9vXj58Fiz8DOgd7+LqBlbtPMzXuw+zfl8ZDpfqXdcv1MbsMQmcNS6JM8cm0r9f63kt/cGU5d0JIjqD9O7zz+RpmsaRI0cYPnx4W2th6an63wd+hqi2J7Y1mo6dzYv0NhYRvUV0BnG9Qb9YiIio3mZE1LIUzVvU84SpvFUV3rpQHyHTgz0Cxp0Hk6+EEWd4FwfKu7Cyni+zivhiRxGbD5bTskkjJT6cOeOSmDN+ANNT+xNi63nXOVOVt5+I6AzS21+EbcnrlKeH6yMx3bnRlM/nSSQSydGYrQUjmMiWvGP3+Mty6ANoGhzOgoGTmpctuxF2fqyPfD7pCj3ACw1sl+NDZXV8kVXIF1lFbMut8Fk3JSWWBROSmDc+iVED+gnVAi6RtKTPt+S53W6ys7MZnZKEdfmt+siaV73TPDdKeLwe5Jlorjyv8+jRwjUvS2/jENFbRGcQ11vTNBoaGggLCxPqh4qo3mZE1LIU0VvU80RQvGtKYPt7sPVtKN0Dd37fPALmnMdgweJOe1d11TvvSB2f/FjA59sLfQZOURSYNiyOsycO4uyJA0mODe9gLz1HxHoiojNIb38RNsgDqK+vB2cdZK/S5/9pecGIiIfyfVBvniAPmpwFRHobi4jeIjqDuN4Gd8IIGKJ6mxFRy1JEb1HPE4Z4axrkbYZNr+ktdWrTiOf2CL01zxPkxQ33e5edeZfXOvh8RyGfbMtn84Ej3uUWBU4Z0Z9zJg5kwYSBDIg2tiVYxHoiojNIb38QNsizWq2ccMIJUJGrL7AcNbJmeLz+10QteV5nwZDexiKit4jOIK63oihERLQ/lLdZEdXbjIhaliJ6i3qeMMS7fD98sBAKf2xeNvgEOPF6mHgZhHW9O3V73rWNLr7adZgV2/JZl12Kq2lickWBU1L7c+Hxg5l/XFK3B07pKSLWExGdQXr7iziTSxyF2+0mKysLt8uhL7AcFa9GNAV5JmrJ8zoL9tC59DYWEb1FdAbzequq2uF6TdOor68XrkWkK96dlUFfxp/y6ct1wGx5Mut5ojN6zdvZoiUiajBU5oE1FI6/Fm5ZA7d+A9Nu6FaAB77eqqqxfm8p976XybQnvube97exZk8JLlVjYnI0j5w7ng2/ncO7t57C1ScPDVqAd7S3KIjoDNLbX4RtyfPimQj96GkSTNiSJ5FIJB0REhKCxWKhoKCAxMREQkJC2nxuyTMMPSDMc03gn7emaTgcDkpKSrBYLEJO9t1d7HY7iqJQUlJCYmJih8e2r9YBTdMoKSlBURTsdnPPfXvMkb8FvntR74J512awWMAeBle8DYnjILJ/wD6quMbF1+l7WbY1n7wjzUHlsP4RXHR8MhdOGcyoAWLOEymRGIX4o2se3gVLZ0BEAvxmX/PyfWsg/wdIOQVSZ/X8cyQSicQAHA4HhYWF1NXVBVslqERERDBo0KA2g7y+OromQE1NDXl5eaZrzTISRVEYMmSIsJO99ylUVR/3YP2LcPC75uU3fQ0pJwX0oxqcblbuLOKDH/L4bl+pd8qDqFAbFxw/mMunDuGElFihbmpIJL3BMTG65vbt25mcCFYA61F3/Eaeqb9MhNd58mThRgOS3sYhoreIzmBO75CQEIYOHYrL5Wq3S4fb7WbPnj2MHTvWNN7+4K+31WrFZrMdkz/m+vXrx+jRo3E6nR1u15frgN1uN1WezHie8Iceebsa9UnL17+kj5IJ+mMxk34BM38NSRMC5rm3uIZ/bzzIR1vzqGpweZfPGBHPlScNZcGEgYSHmL/cRawnIjqD9PYXYYM8gPDwcNCq9X+OHnjFpISH9+4Qvr2F9DYWEb1FdAZzenu6qrXXXc3tdhMREUFYWJhwFzgRvY3GarV2Wj6ilqWo3mY8T/hDt70PbYBP7tbTIVEwbSFMvwNikgPi5XSrfLXrMG9vOMiG/WXe5cmx4Vx24mBOjHMy68TjhKojIGY9EdEZpLc/iN9dE/TuBJrbtzXP2QBle8HVAEOmBeZzJBKJRBJ0+nJ3TYkkKDjroSiruQumpsF/fwVDToKp10NYTEA+prCynnc35fLepkMUV+vPZloUmDM+iV+eMoxZoxKwWI69FnyJpCv4ex0RdnRNl8vF5s2bcblc+sO/R3fXLMuGl0+Fd68KjmAb+DgLhPQ2FhG9RXQG6W00onqbEVHLUkRvEZ3BT29HLaz/Gzw/Gf59GdRX6MsVBa58G069JyAB3paDR7jznS2c9vQaXlydTXF1Iwn9Qvn1WaNY99BZvParaZw+JhGLRenb5W0yRHQG6e0vwnbXVBSFuLi49p/Z8IyuWX9EvyNlgmc7OnU2KdLbWET0FtEZpLfRiOptRkQtSxG9RXSGTrxdDtj6L1j7DNQW68tihsKRHAgPzDxeLrfKyp2Hef3b/WQeqvAun54azy9PGcaCCQMJsbVua+iT5W1SRHQG6e335wnfXbNgG3z7HPQfCXMea17urIcnB+rp3x4KWFcDiUQikQQXkbs8iuwu6QOoKmR9CGuegCMH9GWxw2D2gzDlqta9orpBdYOT9zfn8sZ3B8iv0Kc/CLFauPiEwdx4WirjBsp6L5H0hGOiu+b69etxV+TBruWw/xvfDezhYGt6uNEkc+V5nEVsXpbexiGit4jOIL2NRlRvMyJqWYroLaIztONdcQA+vk0P8CIHwHl/gbt/gBOv63GAV1zdwOK03cxcnM4Tn+8mv6Ke+MgQ7pkzmu9+exbPXD7FrwCvT5W3yRHRGaS3vwjbXdNisZCcnIxSU9K0oI2sRMRDVT7UlwOphvq1hcfZYhErtpbexiKit4jOIL2NRlRvMyJqWYroLaIztPCuK4HoQfrC+BFwyh0QHgun3AkhkT3+nLwjdbyasZ/3NuficKkAjEyM5OZZI7jkhGTC7F0bIVP48hbIW0RnkN7+In53zawPYdmNMOw0uOFz33VLT4PDO+DaD2H03J5/lkQikUiCjshdHkV2lwhGbSmkPwHb3oHbMmDA+IDufn9JDUu+2cfyzHxcqv5T8sShsdx15ijOHDtAjpIpkfQSx0R3zYyMDNxOh77A2lZLXpz+t9483TUzMjKEbF6W3sYhoreIziC9jUZUbzMialmK6C2cs8sBG/6O9uIJsOUNcDtgzxcB23324Wru/s9W5vx1Lcu25OFSNU4d1Z//3DKdD++YyZzxST0K8IQr7yZE9BbRGaS3vwjdXXPkyJEohw81LWijL/mUqyF1NiRNMFauHTzOIjYvS2/jENFbRGeQ3kYjqrcZEbUsRfQWynnvavjiISjLRgEc/cdjO/9ZLKmzerzrg2W1PP91Nsu35ePpAzZ3/ADuPHMUJw6N6/H+PQhV3i0Q0VtEZ5De/iJ+d80tb8Kn/wNjz4Wr3+35/iQSiURiakTu8iiyu8TkfPJr2PqWno5M1EccP/5asHTtmbijKaio56X0bP77Qx7upm6ZZ08YyD1zRnPcYFmHJRKjOSa6a6anp+N2NXXX7OFJzAg8ziI2L0tv4xDRW0RnkN5GI6q3GRG1LEX0FsY5cRwoFn1AlV9vxTX5GtK/Wdtt79KaRn7/6U7OePYb3t2Ui1vVOH1MIp/efRovXze11wI8Ycr7KET0FtEZpLe/CN1dc+LEiSjxp8Hx17Q92XlDFVQc0gPAAD9w3B08ziI2L0tv4xDRW0RnkN5GI6q3GRG1LEX0Nq1zUZY+J3DKSfr/J98GqafDwIkAWFS1W94NTjf/+DaHpd/so6ZR/zE6PTWeRQvGctLw+IBmoS1MW96dIKK3iM4gvf1F/O6aHbHtXVh+O4w4E361vHc/SyKRSCSGIHKXR5HdJSbB7YR1f4GMZ/WJzO9YD/awHu9WVTVW/JjPs1/uoaCyAYBJyTE8dPY4Th3VH6Wtm+kSicRw+nx3TafTycqVK3E6ne1vFNF0x8kko2v65WxCpLexiOgtojNIb6MR1duMiFqWInqbyrloB7x2JnyzGFSX3kvJWdfmpl3x/n5/GRcv+Y773v+RgsoGBseE8dyVU1hx16mcNjrB0ADPVOXdBUT0FtEZpLe/CNuSp6oqFRUVxB5ej2XPF5A6C6Zc5btR7mb4x1yIGQr37eihec/xOsfGCtXELL2NRURvEZ1BehtNoLxFbg0L+DXwGK0DRmIKZ7cTvn0O1j4DqhPC4+C8v8CES9t+XAX/vPMr6nnis118kVUEQL9QG3ecMZKbTkvt8iTmgcIU5d0NRPQW0RmktyEteYsXL0ZRFO69996e7KZbWCwW4uPjsRRth23/hrzNrTcyWUue11mgCgnS22hE9BbRGaS30YjqbUZELUsRvYPuXFsGr8+FNU/qAd648+HO72HiZe0GeNCxd6PLzd/X7GXOX77hi6wiLApcO30oaxadwV1njgpagAcmKO9uIqK3iM4gvf3+vO6+cfPmzbz66qtMnjw5kD5+43Q6+fzzz3E7G/UFbc2TF940b4ujRp8cNMh4nEVsXpbexiGit4jOIL2NRlRvMyJqWYroHXTn8Dh9SoSwWLj0dbjy3xCV1Onb2vNe+3MJZz+/jmdX7qHBqXLy8HjS/mcWT14yicSo0N7Khd8Evby7iYjeIjqD9PaXbnXXrKmp4cQTT2TJkiU88cQTHH/88Tz//PN+vTdQXVU0TaO6upqoDc+gbHgJZv4a5j/hu5Gqwh/7g6bCAz/7dVLsTbzOUVFCPcAsvY1FRG8RnUF6G02gvGV3TVkHjCQozvVH9JvXof30/2tK9Gfwogf5vYujvQsq6vlji66ZiVGhPHLueC46frCpjoWIdQTE9BbRGaR3r3bXvOuuuzjvvPOYO3dup9s2NjZSVVXl8wJwu93ev22lXS6XT1pVVZ+0oihEREToJz3AjdW7jdPpRNM0sFjQwmIB0OrKvMs1TfNG0S3Tqqr6pD3zWLSXdrvdPunO8uR2u4mMjERRlDbzdHTa6XS2zlOLtMe9t/OkKAqRkZFel64cp2Dmye12Ex0d3Sp/Pa17vZ0nTdOIiIhAUZSA1b3ezpPL5fKeaIz6PgUiT4qiEB4e7nM8gnmO8DdPmqYRHR3dKn/BOkf4mye3202/fv06PAf6W/eOdRRFITo6WqgfOCCmt+HOhzbCy7Pgi980L+uX2KUAD5q9NQ3e3nCAeX9dyxdZRVgtCjeemsrqB07n4hOSTXcsRKwjIKa3iM4gvf2ly0Hee++9x5YtW1i8eLFf2y9evJiYmBjvKyUlBYCsrCwAdu/eze7duwHYvn072dnZAGRmZpKTkwPApk2byM3NBWD9+vUUFhZ6mzzrqisBOHAwl4qKCgBWrVpFdXW1vv/YOThnP4zLHkVaWhoul4uGhgbS0tIAqK6uZtWqVQBUVFSQnp4OQGlpKRkZGQAUFhayfv16AHJzc9m0aRMAOTk5ZGZmApCdnc327ds7zNOWLVv47LPPcDqdbeYJICMjg9LSUgDS09PbzFNaWhoNDQ24XC5D8uR0Ovnss8+8x6wrxymYefr+++9ZsWIFe/fu7dJxCnaeioqKvM35gap7RuRpxYoVHDlyxLDvUyDy5HQ6SUtLo7q62rDvUyDyVFRUxIoVK0xzjvA3T99//z2ffvopTqezR3XP434s43Q6WbFihXABr4jehjlrGqz7K7xxDlTmwsHv9Ba9buJ0Onn1vRVc8cp6Hl2xk1qHm6nD4vj8ntN47ILjiA5r4zEXEyBiHQExvUV0BuntL13qrpmbm8u0adNYtWoVU6ZMAeCMM87osLtmY2MjjY2N3v+rqqpISUmhvLycuLg47x1eq9Xqk3a5XCiK4k1bLBYsFos3rSgKNTU1RK55BMvWf+Ge/RDKGb/FYrHgdDqx2WwoiuJNg363uGXabrd7WyHsdru39ceTVlUVm83WbtrtdqNpmjfdVj5app1OJw6Hg4iICNxud6s8HZ12Op1Yrdag58lisVBbW0tYWFirvHZ2nIKZJ0+Lg92uX8j8PU7BzpPb7aauro5+/fqhaVpA6l5v58npdOJ2uwkNDfU5Nr35fQpEnkDvft6yhT2Y5wh/86QoCg6HA5vNZopzhL958ucc6E/dKy8vJyEh4ZjvrtnQ0EBYWJhQd7NF9DbEuaESlt8JP32m/z/5Sn30zNCobu3O6VZ5Ze0+XlidjdOtERli5Tdnj+O6U4ZhsZi73EWsIyCmt4jOIL39vY50Kchbvnw5l1xyCVZr86hLnu58FouFxsZGn3U9EesMz48UW9r9KJlvwVmPwuxFAOwtriaxXxgxEea6S+V1bvrRIgrS21hE9BbRGaS30QTKWz6TJ+uAkfS68+Gd8P51UL4PrCFwzjMwdWGHI2d2xO7CKu7/74/sLtQfjzl9TCJPXjKRIXERAZTuPUSsIyCmt4jOIL175Zm8OXPmsGPHDrZt2+Z9TZs2jWuvvZZt27Z1GuAFEm83pDm/h0XZMP12AP698SBz/5rBhX//ltpGF9SV65OHVuQa5tYeLbtOiYT0NhYRvUV0BultNKJ6mxFRy1JE7151djvhP1fqAV70ELjxS5h2Q7cCPLeq8crafVz0t+/YXVhFXISdX45y89ovjxcmwAMx6wiI6S2iM0hvf+nxZOidddc8mt6+i3na0+nkHakH4JnLJnNF2VLY+HeYeQ/M/2O3Py8QHOt3HoxGehuHiM4gvY1GtuTJljwRvXvdee9q2PB3uPQ1iOzfrV3kltfxwAc/silHnxd47vgBPHXJJOLCrUKVNYhZR0BMbxGdQXobMhl6sDk6Ei6uavAGeACrfzoMEU1z5ZlkQnTR7jp4kN7GIqK3iM4gvY1GVG8zImpZiugdUGdHLRRkNv8/ag788sNuBXiaprFsSx7nvLCOTTnlRIRY+dOlk3jtV9NIjAoVsqxBzDoCYnqL6AzS2x96HOR98803frfiBRKXSx9hzb3lLfh8ERz4lp1N/c89bD1UgRYer/9T1/0RqgKFx1m0iim9jUVEbxGdQXobjajeZkTUshTRO6DOlfnwz7PhXxdByc/Ny7txV7+qwcnd/8lk0Qc/UtPoYuqwOL74n1lcdfJQ70BSopU1iFlHQExvEZ1BevtLj7trdpWAd7P5YCHs/BjOeYa3azZUqwAAIABJREFU1QU8umIns8cksmFfKU63xg+X1JDwxa0wdIbe110ikUgkQiO7a0qEJH8rvHs11BRBRAJc8z4MmdatXW3Pq+Du/2RyqLwOm0Xh/vljuG32SKwmHzlTIpH0nD7fXVPTNKqqqtA0fdJcFAt5FXpXzREJkRw3OAaAn6ubRtisC353zWZnQ+PqHiO9jUVEbxGdQXobjajeZkTUshTROyDO2V/Bm+fpAd6A4+CW9G4FeJqm8cZ3OVy2dD2HyutIjg3ng9tncOcZo1oFeCKWNUhvIxHRGaS3vwgb5LlcLtatW4fmbmryVCwUVjQAkBwbznGD9Lll9nqDvLJgaPrgcRaxeVl6G4eI3iI6g/Q2GlG9zYioZSmid4+dt/1HH0HTWQcj58CNKyFuWJd3U1nn5La3t/D7T3fhdGssmJBE2j2zOGFoXO94BwnpbRwiOoP09hfxu2u+ew3s+RwueIHrto1nXXYpf71iCkfqnPzxs11cOc7O0wd+AYoFHi0Fi3HTPEgkEokk8Ijc5VFkd0k3+OlzeO8aPT35Krjob2Dt+hy+uwuruO3tLRwqryPEauF3547j+pnDhRpZUCKRBIY+311TVVXKy8vR1OaWvIo6JwBxESGMHtAPgMwyG5xypz5ZuhrciN/jrKpqUD26ivQ2FhG9RXQG6W00ZvResmQJqamphIWFMXXqVNatW9fh9o2NjTzyyCMMGzaM0NBQRo4cyT//+U+DbJsxY1n6g4jePXIeNReGz9Kncbp4abcCvM+2F3DpEr175pC4cJbdMYOFp6Z2GuCJWNYgvY1ERGeQ3v4ibJDndrvZvHkzmurWFyhWjtQ5AIiJsDOqKcjbX9aAY+6TMOt+sIUGSxdodna73UH16CrS21hE9BbRGaS30ZjN+/333+fee+/lkUceITMzk1mzZnHOOedw6NChdt9zxRVXsHr1av7xj3+wZ88e3n33XcaNG2egtY7ZytJfRPTusrOqgqeTlC1Unx5h/h/B0rWfXG5V409f/MTd/8mk3ulm1ugEPr37NCYPie0db5MgvY1DRGeQ3v4ifnfNty+FfavhkleY9FEc1Y0u0h84ndSESCb+30pqHW6+um82o5Oiev5ZEolEIgk6gbqOTJ8+nRNPPJGlS5d6l40fP56LL76YxYsXt9r+yy+/5KqrrmL//v3Ex8cH1V1iUtwuWH4HRA2EeX/o1tQIABV1Du55bxsZP5cAcNvsETy4YCw2q7D35iUSSYA4JrprFhcXo170d7hnG87R51DdqHfHjI0IQVEURjUFdgdyc6FwO1QXBVO52VnA5mXpbRwieovoDNLbaMzk7XA42LJlC/Pnz/dZPn/+fNavX9/mez755BOmTZvGM888Q3JyMmPGjGHRokXU19e3+zmNjY1UVVX5vADvnVy3291m2uVy+aQ9ZeZJq6pKYWGh9wF+p9Pp3cbpdHpHb/OkNU1rlQZ80qqq+qQ9+24v7Xa7fdL+5MnpdFJcXIzD4WiVp6PTZsmTqqoUFRV599PucWqsR/vwJtjxX7SNS1AP7+xWnn4urODiv39Hxs8lhNktvHj1Cfz2nHHenkv+5snhcFBcXIzT6ezyceqo7vX2cXK5XBQWFnrreaDqXm/nSVVVDh8+TGNjY8DqXm/nSVVVCgoKcLvdpjlH+JMnl8vV6jxi5vOeJ+1wOCgqKvLuryd1zx+EDvKysrJQIxIhPpUqNcy7LjrMBsCoRL3L5vCNj8ErsyDro6C4evA6m+AHTleQ3sYioreIziC9jcZM3qWlpbjdbpKSknyWJyUlUVTU9g3B/fv38+2335KVlcXHH3/M888/z7Jly7jrrrva/ZzFixcTExPjfaWkpACQlZUFwO7du9m9ezcA27dvJzs7G4DMzExycnIA2LRpE7m5uQCsX7/e+wP4hx9+oKREb+lJT0+noqICgFWrVlFdXQ1AWloaDQ0NuFwu0tLScLlcNDQ0kJaWBkB1dTWrVq0CoKKigvT0dG/5ZGRkAFBYWOgNfHNzc9m0aRMAOTk5ZGZmApCdnc327dv9ylNWVhabN29ulSeAjIwMSktLTZUnVVXZunVrx8fJ1Ujl65eg7FoOFju7JjxEoTuuy3nasLeEi//+LQfK6hgcE8avxzu4cMrgbuVp8+bNZGVldfs4tVf3evs4lZSU8MMPP3hvZASy7vVmnlRVZfv27Xz99dcBq3u9nSdVVdm8eTN1dXWmOkd0lqeSkhKysrJYs2aNKc4R/uZp8+bNbNu2DVVVe1T3PO6dIX53zSb2ldQw5y9riQqzsePxBQC8tDqbv3z1M28P/pBZ5R/CaffD3P8L2GdKJBKJxHgCcR0pKCggOTmZ9evXM2PGDO/yJ598krfffpuffvqp1Xvmz5/PunXrKCoqIiZGn4v1o48+4vLLL6e2tpbw8PBW72lsbPTe2fe4p6SkUF5eTlxcnPcOr9Vq9Um7XC4URfGmLRYLFoul3bTT6cRqtXrTNpsNRVG8adDvFrdM2+12NE3zplVVxe12e9OqqmKz2dpNe+7+e9Jt5eOYyJPqwrpsIfz8BZo1FOWqd3ClntnlPH224zAPfbgDh1tlypAYXvvVNOLCrfI4yTzJPMk8+eSpvLychISEvt1dMz8/H/X7V+Grx2jI1++KxkY0j1w1tH8EAPmOSH1BbbHhni3xOpvgLnZXkN7GIqK3iM4gvY3GTN4JCQlYrdZWrXbFxcWtWvc8DBo0iOTkZG+AB/ozfJqmkZeX1+Z7QkNDiY6O9nmBfvH3/G0rbbPZfNKWpkE7PGlP1zAPdrvdu43dbveOvOhJK4rSKg34pC0Wi0/a84OivbTVavVJ+5MnRVHIz8/3/qBpL39mypOq6t01PZ/vkyeLgnXF7fDzF2ALQ7nmPRj9/+ydeXxU1d24n3tnsrAlhCWIEMImsgsCIiqooNSlbl1EbXFprftWu1htf26tpe1brfpaEffXWhW1Lq1GCJBCUMCwBEIgQthDCIEQspBlMnf5/THMSMh2J5k5cw+c5/OZT04m5977fL/3zkzOnHPPuTismGzbZm72Ln7+/gYaTItLRp3Ce7dNITUpsUMx6bpOcXExmqaFfZ5au/aifZ4ASktLsSwrotdetGMKDn0MHkfE66mjMVlWYAi9bduueY9wEhNAcXFxqDEUznmKZUy6rodGYnT02nOC1I287du3o218H756DuPgNgC6d4oP1UnvGWjcba8LNPY4clC457EEnd3wD044KG+xyOgtozMob9G4yTs+Pp4JEyawaNGiRs8vWrSIc845p9ltzj33XPbt28eRI0dCz23duhVd1+nfv39UfY/HTbkMBxm9W3Xe/RVsCgzRZNbbMGR6WPs2TIuH/pXHM4u2AnDbtMG8+KMz6RTf8TV9Zcw1KG+RyOgMytsp8g/XfGUGFK9hxaT/5YblPZl6Wi/+8dPJQGB2qnFPLuJifQ2vxD8Dp54Jt/2348dUKBQKRcyI1OfI/PnzmT17Ni+99BJTpkzh5Zdf5pVXXmHTpk2kp6fz8MMPU1xczFtvvQXAkSNHGDFiBGeffTZPPPEEZWVl3HrrrZx//vm88sorQt0VLmLDexDXGUZeGdZm9X6T+97NJXNzKboGT141mh+fnR4lSYVCcaJwUsyuuXv3bmw7MO619ug6510TvKE63TvHk5Topcw+OrSmJvY9ebt375bymwflLQ4ZvWV0BuUtGrd5z5o1i2effZYnn3yScePGkZ2dTUZGBunpgX+0S0pKGq2Z17VrVxYtWkRFRQUTJ07kRz/6EVdccQXPP/+8cHe35dIpMno369xQ8235jOvCbuBV1/u5+Y0cMjeXEu/VmfvjCRFv4MmYa1DeIpHRGZS3U6Ru5BUXFwcWHQV8R9cVPH6Iw8BeXSjjaCu35uC3C5TGADfdjxIOylssMnrL6AzKWzRu9L7rrrvYtWsXPp+PtWvXMm3atNDf3nzzTZYuXdqo/vDhw1m0aBG1tbUUFRXx9NNPNzvhSrRxYy6dIKN3E+eVfw+MImrnskxlR3xc/8oqVu0op2uCl/+75Sy+M+qUCBoHkDHXoLxFIqMzKG+nyD9cc+55ULqRf438X36xric/PnsAf7h6TOjP97yzjkV5u/ngtMWMPX0onHMf6B0f665QKBSK2CDzkEeZ3RXApo/hg1sAGy5/GibdGtbmxRV1zH71a3aU1dCzSzz/95OzGN0vue0NFQqF4ign/HBN0zTZtm1baLhmqCcvrnEDLr1nZ3zE837PO+C8n8e0gRd0Dk6tKgvKWywyesvoDMpbNLJ6uxFZcymjd8h5x3L46DbAhkk/g4k/DWs/ew/Xct3LK9lRVkO/7p344I4pUW3gyZhrUN4ikdEZlLdTpG3k2bbN4cOHwQokqt4IdEh2ivc2qhecYXP3oVqxgs0QdBbcedphlLdYZPSW0RmUt2hk9XYjsuZSRm/btqnbk4v+/o/AbIDh34VL/wxHpzZ3QlF5LbPmraKovI6BPTvzwR1TGNy7axSt5cw1KG+RyOgMytsp8g/XPLQdjHoe/m8V764v56FLhnPnBUNCf/56xyFmvbyKsSkN/PvGwdCtL3RN7fhxFQqFQhETZB7yKLP7SUt1Kbw6AyqLIG0y3PgpxDm/D3PPoVquf2UVxRV1DO7VhXd+djanJCdGUVihUJzInBTDNb/55hvM7gOhzyiqzAQAOscfP1wz0JN3b80LMG8aFPxbtGqIkLOE3cvKWxwyesvoDMpbNLJ6uxFZcymjt/3Zz6GyCLvHULj+vbAaeLvKapj18spAA693F969TVwDT8Zcg/IWiYzOoLyd4m27inupq6sLlWsbAmsoHH9PXmq3BBLjdPZb3QNN2upSkYpNONZZJpS3WGT0ltEZlLdoZPV2I7LmUjZv6ztzqD1UQudrX8LTuYfj7fYeDvTglVTWM6R3F9792dmkJontwZMt10GUtzhkdAbl7QT5h2uu/Dv4jnBnwUi+2K3zv9eP54ozTm1UZebfljGz7B/8Mu4DGD8brnqh48dVKBQKRUyQecijzO4K5xyorufal1ay61AtQ3p34b3bptC7W0KstRQKxQnASTFcMz8/H3vl32HpH+nsKwOa9uRBYMhmKSmBX9q5rk0kCDrL2L2svMUho7eMzqC8RSOrtxuRNZfSeBcuhs2B2zvCda6obWD2qznsOlRL/5ROvH3r5Jg08KTJ9XEob3HI6AzK2ynSNvJC2IEFBWtDs2s208jr0ZmDdvfALzFs5CkUCoVCoXA5h7bDh7fA+7Nhy4KwNj3iM7jpjdVsKa0mtVsC/7x1Mn2Tnd/Dp1AoFJFC/uGa/3Ma1Bzg5sRnWFpxCh/ddQ5nDkhpVOUfq3bzzqef80XCw9C5F/x6e8ePq1AoFIqYIPOQR5ndTwr8dfDqRVCaD2lnw03/AW+8o03r/SY3v5HDqh3ldO8cx/u3T2FYn25RFlYoFCcbJ8VwzdzcXOyjPXl1/sDzzQ7X7NGZUvtow6+2DEy/KM1GBJ1l7F5W3uKQ0VtGZ1DeopHV243ImkvXe2f8MtDA69IbfvgmeOMdOVuWzYPvr2fVjnK6Jnh56ydnxbyB5/pct4DyFoeMzqC8nSJtIw+gU6dOYAcSVesPdEgev4QCwMCeXThMV163Lse66PdgGUI9j6VTJzmHbShvscjoLaMzKG/RyOrtRmTNpWu9c98OPDQdvv8qJPUN/akt56cyCsjYuJ84j8bLN05gbP/u0bZ1hGtz3QbKWxwyOoPydoL8wzX/NADqK5nR8Fe2W6eS88iMJlMUG6bF8P+3AMOyWfnwdDU+XqFQKCRG5iGPMruf0OzfGBimadTD9N/BtF853vS1L3fy+882A/DcdeO4aly/aFkqFArFiT9c0zAMVq9ejW0FevIMOxBKcxOveD06/VMCDbtdZbXiJI8j6GwYsetJbA/KWywyesvoDMpbNLJ6uxFZc+la760LAg28oRfDeb9o9KfWnL/YWMIfPg808B66ZLirGniuzXUbKG9xyOgMytsp0i6GrmkaKSkpWDf+m9p6H/tfDSxy3tw9eRBYRqHiUCnVO3Og5yjoPkCkLvCts6Zpwo/dEZS3WGT0ltEZlLdoZPV2I7Lm0rXe034FPYfCoPNBb/z9d0vOa3aVc//89dg2zD47nTvOHyzSuE1cm+s2UN7ikNEZlLfj40k/XBPYV1HHOX/KIt6js/WpS5ut8+in+QxZ/Tg3eRfB1F/CjP8XkWMrFAqFQiwyD3mU2V3xLXsP13LVC19xqKaBi0b0Yd7sCXh0uf7hVCgUcnJSDNdcsWIFhmHgMwIzbCZ4Ww4nvWeXb2fYjNFaecc6y4TyFouM3jI6g/IWjazebkTWXLrKu3IvfHBzm/8THO9c4zP42VtrOVTTwKhTk3j++nGubOC5KtdhoLzFIaMzKG+nSDtcU9d1+vXrh77q73Sp8dOZQcR7W27NDuzZmQKCjbwSQZaNCTnrcrWtlbdYZPSW0RmUt2hk9XYjsubSNd6WCR/dDru/hIYa+NEHLVY91tmybH7x/gYKSqro1TWel2+cSOd4d/4r5Zpch4nyFoeMzqC8HR8vnMpz585l7NixJCUlkZSUxJQpU/jiiy+i5dYquq6Tnp6OvvhRUlf+ns74iG+1J+/btfLsGDby0tPTpbwolbc4ZPSW0RmUt2hk9XYjsubSNd4rng808OK6wCV/arXqsc7PLSlkwabAUgnzZk+gX3f3ztbtmlyHifIWh4zOoLwdHy+cyv379+dPf/oTa9asYc2aNUyfPp2rrrqKTZs2RcuvRQzDIHvZ0tDvFhpxnpbD6Z/Smf30AMCuLI62XrMYhkF2draU3cvKWxwyesvoDMpbNLJ6uxFZc+kK79LNkPVUoHzpn6HnkFarB50/27CX55YUAvDUNWOYkN4j2qYdwhW5bgfKWxwyOoPydkpYjbwrrriCyy67jGHDhjFs2DCeeuopunbtyqpVq6Ll1yK6rjNk8KDQ7yZ6qz15iXEe7K6BqY11XyX4qqPueDy6rjNkyBApv3lQ3uKQ0VtGZ1DeopHV243ImsuYe5sGfHoXWH4YdimM/3Gbm+i6jjelHw/9Kx+An5w7iGsnpkXbtMPEPNftRHmLQ0ZnUN6Oj9feDU3T5L333qOmpoYpU6ZE0skRuq7Tr+8pod9tNOJb6ckD6N2rF5V258AvMejNU2OIxaK8xSGjMyhv0cjq7UZkzWXMvVc8D/tyITEZvvs3cDCVeb1h8fjivdQ0mJw9uAePXDZcgGjHiXmu24nyFoeMzqC8HR8v3A02btxI165dSUhI4I477uDjjz9m5MiRLdb3+XxUVVU1ekCgkRj82VzZMIxGZcuyGpUNw+C/WUtCxwn05AXerP1+P8GVIYJl27YZ0CORucaVLBt4P/64rgDYto3f7wfAsqxG5WB3aktl0zQblduKyefzsWTJEgzDaDam48t+v79RubmYji9HIybDMFiyZAk+ny/s8xTLmOrr68nKysLn84V1nmIdU0NDQ+g6idS1F+2Y6urqyMrKwu/3C3s9RSKm4LUd/F3E6ykSMTU0NJCVlUV9fb0r3iOcxlRfX9/me6DTa+9kxzAMsrKypByuFDNv0w958wPlS/4ESX3b3MS2bX7zrzy2lh4htVsCz18/Hm8bXyi7BXWNiEVGbxmdQXk7Jex3qtNPP53169ezatUq7rzzTm666SY2b97cYv05c+aQnJwceqSlBYY45OcHhj0UFBRQUFAAQF5eHoWFgfHuubm57Ny5E4CcnByKiooAWLFiBSUlJYFZrsxvP+hNdDQ78I9BZmYm1dWB4ZgZGRnU19djGAa1B/bwknklH8ZfSUb2WgCqq6vJzMwEoKKigqysLADKysrIzs4GoKSkhBUrVgBQVFRETk4OADt37iQ3NxeAwsJC8vLyWo1pw4YN9OzZE13Xm40JIDs7m7KyMgCysrKoqKhoNaaMjAwMw6C+vp6MjIyoxKTrOt26dWPr1q1hn6dYxrRu3TpGjx7Nnj17wjpPsY6pvLwc0zTRdT1i1160Y8rMzGT06NHU1tYKez1FIiZd1zly5AgNDQ3CXk+RiKm8vJzRo0ezbNkyV7xHOI1p3bp1pKamout6h669oPvJjK7rjB49WspvsmPm7YmDn2XB5c/AGdc72uTtr/fw7w0leDR4/rpxpHZLjLJk5FDXiFhk9JbRGZS3Uzq8GPpFF13EkCFDmDdvXrN/9/l8oR4gCCzgl5aWRnl5OSkpKaFveD0eT6OyYRhomhYq67qOruuNy0fK8f41cF/e6fVvMnFoX/5569n4/X68Xi+apoXKAJ9tKObe9zYwPq077992FnFxcaFv8+Pi4rAsC9M0Q2XLsvB6vS2WTdPEtu1Qubk4wo7pmLLf78fj8YTKzcVkGEajsopJxaRiUjGd6DGVl5fTq1cvKRcUV4uhy8OGogp++NJKGkyLRy4bzm3TWp+gRaFQKEQgbDF027YbNeKOJyEhIbTkQvABgQ//4M/myl6vt1E52OoNlv1+P1lfrsL48ScsnfwaDXhJ8Abqx8XFoR0dZx8sa5rG4NRudKGOzoc2Encw0JOoaRpxcXGBZOh6o3LwH4qWyh6Pp1G5rZhs22bx4sWhf1aOj+n4clxcXKNyczEdX45GTH6/n8WLF4eGUIVznmIZk23bLFy4MPTPqdPzFOuYTNMMDSGM1LUX7ZgAFi5cGGo4hHOeYhmT3+8PDZ0Q9XqKREymabJw4cLQ8Zyep1jHZNs2ixYtavU90Om1d7Lj9/tZuHChdENXY+JduRfWvA5HP8OcUF3v555319FgWlw8IpUBtYUq14JQ3uKQ0RmUt1PCWsHzkUce4dJLLyUtLY3q6mree+89li5dyoIFC6Ll1yIej4eJZ52N3r07RWVF2OS3OfFKes8uzNDX8bz1d4wF5+H9yeeCbAN4PB4mTZoU+odHFpS3WGT0ltEZlLdoZPV2I7LmMibeXzwE33wGpZvg8qcdbfLop5soKq+jX/dO/M8PxmL5alSuBaG8xSGjMyhvp4TVyCstLWX27NmUlJSQnJzM2LFjWbBgARdffHG0/FpE13V69AisUdNgBL6di2tlCQWArgleajudAiaYFUXhBR8BjnWWCeUtFhm9ZXQG5S0aWb3diKy5FO69ZUGggad7YeJPHG3ySW4xH+cWo2vw/PXj6N4lAbokRFk08qhrRCwyesvoDMrb8fHCqfzaa6+xa9cufD4fBw4cYPHixTFp4EGgy3PBv/+FufIlhhZ9ANBmTx5AfI8BAHiP7Atr6EYk8Pv9fP7551J2LytvccjoLaMzKG/RyOrtRmTNpVDvhlr44leB8pS7oc+oNjfZc6iW330SuJ3jvhmnMSG9h8q1YJS3OGR0BuXtlA5PvBIukbrp3LZtjuzbSrdXzsLUvAype4vrzxrAnO+NaXW73/5rHb/Pm46u2fCLrdCtT7sdwsW2baqrq+nWrVvoPhMZUN5ikdFbRmdQ3qKJlLfMk5dE8jPwZL4GHLH4CfjyGUhOg7u/hvgurVY3TIsfzltJ7p4KJqan8N5tZ+P16CrXglHe4pDRGZS3sIlXYoWmaXTrEljY3D4aRkIbwzUBBqV2p5SUwC+Ve6Pm1xyappGUlCTVBQnKWzQyesvoDMpbNLJ6uxFZcynMu6wwsPA5wKV/abOBB/B81jZy91TQLdHLs9eNC62Hp3ItFuUtDhmdQXk7RdpGnt/vZ1FmYHY5Szs6E5un7aQN6d2VfXbPwC+Ve6Lm1xx+v59PP/1Uyu5l5S0OGb1ldAblLRpZvd2IrLkU5r3wt2AZMOwSGH5Zm9Xz9lbw9/9uA+Cpa8bQP6Vz6G8q12JR3uKQ0RmUt1OkHq7pKykg8eUp+PTOnF77KndfOIRffWd4q9vtPlTDumd/yDWer7BmPIE+9YF2O4SLbdvU19eTmJgo1bcPylssMnrL6AzKWzSR8lbDNdU10CZ718KiR+GK56DX0Far+gyTK/73S7aWHuG7Y/vywg1nxsY5wihvscjoLaMzKG+nnyOiJ5iMKB49kCDraIdkvIMpSfundOYp+1zy/QP5We8pnBJVw6YE15eSDeUtFhm9ZXQG5S0aWb3diKy5FOLdfwLc4myZpOcWF7K19Ai9usbz5FWjm62jci0W5S0OGZ1BeTtB2uGahmGQvey/wLfDNeMd3JPn0TV295zKa+blFGiDoup4PIZhkJGRgWEYQo/bUZS3WGT0ltEZlLdoZPV2I7LmMure/vqwqq8vquClZdsB+MPVY+jRJb5JHZVrsShvccjoDMrbKVIP1zT2bSTulakc8SQzumYuv7t8BLdOHdzmtnf9cy0ZG/c7rh8pbNvGMAy8Xq903cvKWxwyesvoDMpbNJHyVsM11TXQLLXl8OIUGHc9nP8QxHVqtXq93+Ty55ez/WANV487lWevGy/eOYoob7HI6C2jMyjvE352TQCjS1/s6+fzeuojgLPZNQGG9OrMKG0Xids+B1PstwCyfesQRHmLRUZvGZ1BeYtGVm83Imsuo+a97M9wZD9sXQh6XJvV/7Z4K9sP1tC7WwKPX9n6Gnoq12JR3uKQ0RmUtxOkbeQZhkHmshUYg2ewIWEC4Gy4JgRm2Pwo/jF+vPt3UCVuGQXDMMjMzJTuwlTeYpHRW0ZnUN6ikdXbjciay6h5l++E1a8Fyt/5I3hav+9l075KXl2+E4A/XjOG7p2bDtMMonItFuUtDhmdQXk7Rdrhmscy+7WvWV5Yxt9mncE14/u3WX/j3ko6vXw2Q/V9cOOnMPiCiHgoFAqFIvqo4ZqKJvzrZ7DxfRgyA2Z/1GpV07L53twVbCiq4PIxffn7j85stb5CoVC4iRN+uKZt21Tv34md+zZnVGcDEOdxFs7g3l3YY6cCULN/e9Qcj8e2baqqqhDcru4wylssMnrL6AzKWzSyersRWXMZFe/9G2HjB4HyjEfbrP7Pr3ezoaiCbgleHr1iZJv1Va7ForxyARrzAAAgAElEQVTFIaMzKG+nSNvIMwyDvGWfon16Nz+uehWAeIeNvC4JXsrjTwWgonhr1ByPxzAMli9fLmX3svIWh4zeMjqD8haNrN5uRNZcRsV7ye8BG0Z9D04d12rV0qp6/rJgCwC/vnQ4fZIS29y9yrVYlLc4ZHQG5e0UuYdr7lkFr3+HYr0v59Y+zZu3TOKC01Mdbfrecw9x3eGX2NVnJgPv/KBjHgqFQqEQhsxDHmV2dyWVe+F/J4LZAPeshp5DWq1+59tr+SJ/P+PSuvPRneeg6/LMzKdQKBRwEgzXtCyLqsrDAJg4XycvSHzvwAdBXOWuiLu1hGVZlJeXY1mWsGNGAuUtFhm9ZXQG5S0aWb3diKy5jLh3cn+4bx1cM6/NBt7izaV8kb8fj64x53tjHDfwVK7ForzFIaMzKG+nSNvIM02TbwoKALDswBu10+GaAMlpIwDo4dsDgjozTdNk9erVmKYp5HiRQnmLRUZvGZ1BeYvGjd4vvvgigwYNIjExkQkTJrB8+XJH23311Vd4vV7GjWt9eGC0cGMunRAV76RTYewPW61S7zd5/D+bALh16iBG9HXei6pyLRblLQ4ZnUF5O0Xu4Zo7lsJbV7FdG8CMuj/x6d3nckZad0ebbiku5+MXH6bYm8bzj/4GrY3plhUKhULhDiL1OTJ//nxmz57Niy++yLnnnsu8efN49dVX2bx5MwMGDGhxu8rKSs4880yGDh1KaWkp69evF+5+0mPbULoJThntqPrzSwp5ZtFW+iYnsuQX59M5Xn3mKxQKOTkphmtWlB8KlAn05HnCGFs/+JTuvMZV/Mc3nr2VDVFxPB7Lsjhw4ICU3cvKWxwyesvoDMpbNG7zfuaZZ/jpT3/KrbfeyogRI3j22WdJS0tj7ty5rW53++23c8MNNzBlyhRBpk1xWy6dEjHvwkx46Vx4/8Y2R+Psq6jjxaXbAHjkshFhN/BO+lwLRnmLQ0ZnUN5OkbqRt2vXDgBMOxCG0yUUgnWH9O4KwJb91ZEXbAbLssjPz5fyolTe4pDRW0ZnUN6icZN3Q0MDa9euZebMmY2enzlzJitWrGhxuzfeeIPt27fz2GOPRVuxVdyUy3CIiLdtw7I/B8rd00Fr/QveP2YUUO+3OGtQD747tm/Yhzupcx0DlLc4ZHQG5e0UaRt5Xq+Xcd+ZDT94g2e5PvCcJ7xZsib19PEdPYeagkXRUGyC1+tl+vTpeL1yDRNR3mKR0VtGZ1DeonGTd1lZGaZp0qdPn0bP9+nTh/379ze7TWFhIb/5zW/45z//6TgGn89HVVVVowcQuifDNM1my4ZhNCoH/ykIlr1eL9OmTUPXAx/jfr8/VMfv94fWYQqWbdtuUgYalS3LalQOTvPdUtk0zUZlJzFpmsb06dND+2opvtZiMrZkQvFabG8n/JPuaDWmVdvL+CyvBF2DRy8fEXIJJyav18v555+PdrQxGc55chpTNM4TwPTp09E0LezzFMuYdF1n2rRpeL3eiF570Y7J6/Vy4YUXhuqKeD11NCav18vUqVPxeDyueY9wEpOu60yfPh3btqV43zv2HrwLLrgAr9fb4WvPCdI28izLorjKxBp5NdnWGQDE6eGFM92znnnxz3La9jejYNgUy7IoLi6W8psH5S0OGb1ldAblLRo3emvH9QLZtt3kOQh8aN9www088cQTDBs2zPH+58yZQ3JycuiRlpYGQH5+PgAFBQUUHJ1ELC8vj8LCQgByc3PZuXMnADk5ORQVFQGwYsUKSkpKsCyLJUuWcODAAQCysrKoqKgAIDMzk+rqwAiVjIwM6uvrMQyDjIwMDMOgvr6ejIwMAKqrq8nMzASgoqKCrKwsINAIzs7OBqCkpCTUu1lUVEROTg4AO3fuJDc3Fwg0gPPy8tqMaceOHRQXFzcbE0B2djZlZWUtx2TbVP3nEQCsCTeTkb2mxZhMy+bRTzcCcP1ZA0iNb2hXTJZlsXr1ajZv3hz2eXIUUxTPU3FxMTt27Aj7PMUypgMHDrBkyRIsy4rotRftmCzLYvv27UJfTx2NybIsMjIyqK2tdc17hJOYDhw4QHFxsTTve8fGFHxP6ci1F3RvE1swlZWVNmBXVlZ2aD9+v99etmyZ7ff77dMeybDTH/rMLj5cG9Y+1iz7j20/lmSXPD60Qy5OOdZZJpS3WGT0ltHZtpW3aCLlHYnPEZ/PZ3s8Hvujjz5q9Px9991nT5s2rUn9w4cP24Dt8XhCD03TQs8tWbKk2ePU19fblZWVoUdRUZEN2OXl5bZt27ZhGLZhGE3Kfr+/Udk0zUZlv99vL1261Pb5fLZt23ZDQ0OoTkNDg21ZVqOyZVlNyrZtNyqbptmoHDxPLZUNw2hUbi6O42Oqr6+3ly1bZtfV1TWJ6fhyszFty7Ltx5Js6/eptlW5r9WY/rFyl53+0Gf2mMcW2IeO+NodUzDX9fX1YZ8nRzFF6TzV1dXZy5Yts+vr68M+T7GMyefz2UuXLm10rUfi2ot2TMHrpLa2NqzzFMuYgs7B393wHuEkJp/P1+R9xM3ve8FyXV1d6NruyLVXVlbm6DNQ7tk1K/dCUQ7XvbODVdYIch6ZQWpSouPNS0v20GfeGCxbo+GhvSR27toxH4VCoVBEnUh9jkyePJkJEybw4osvhp4bOXIkV111FXPmzGlU17KsUE9OkBdffJGsrCw+/PBDBg0aRJcuXYS5n5TYNrxxKexZCZPvgEv/3GLV6no/5//PUsprGnjiylHcdM5AcZ4KhUIRRU6K2TUP5n4BH97Cz70fAOANY+IVgNQ+/amiC7pms3PLhmhoNsKyLHbv3u2qoUpOUN5ikdFbRmdQ3qJxm/eDDz7Iq6++yuuvv05BQQE///nP2bNnD3fccQcADz/8MDfeeCMQuE9o9OjRjR6pqakkJiYyevRoRw28SOK2XDqlQ95HSqF8J3ji4dz7W606b9kOymsaGNy7Cz+a3PJyGE44KXMdQ5S3OGR0BuXtFKkbeeWHDgLfzq4Z7sQrmq5TmpAOwMGdeZEVbAY33o/iBOUtFhm9ZXQG5S0at3nPmjWLZ599lieffJJx48aRnZ1NRkYG6emBz4WSkhL27NkTY8vmcVsundIh726nwAN5cNN/Agugt0BpVT2vfhmYffuhS4aH/QXw8ZyUuY4hylscMjqD8naK3MM18z6Aj25luTma2f5HKHjyEjrFe8LaxYa5N3NG6ccs6TWbGfe80DEfhUKhUEQdmYc8yuwuC7/5Vx7vrS5iQnoKH94xpdmJdBQKhUJWTvjhmqZpUrp/HwD20cXQw+3JA4g/dTQAXSq2RE6uBUzTZNu2bY2mUpUB5S0WGb1ldAblLRpZvd2IrLlst3fxWjCNNqsVllbz/prAjHyPXDY8Ig28ky7XMUZ5i0NGZ1DeTpG2kWfbNjU1RwAwj4bh1cN/M+8x7rvc1XAfj9ReT70/ukm3bZvDhw8juPO0wyhvscjoLaMzKG/RyOrtRmTNZbu8q0rgte/ACxOg5lCrVf+8YAuWDd8Z1YcJ6T06aBvgpMq1C1De4pDRGZS3U+QerrnuH/Dve1hijuc289ds/+NlYe/Ctm0m/mExh2oa+OTucxmX1r1jTgqFQqGIKjIPeZTZPWYsegy+ehbSzoafLmyxWs7Ocq6dtxKPrpH582kM6a1mzFYoFCceJ8VwzZKSYgAs9Hb14kFgIdzR/ZIB2FhcGTG/5jBNk2+++UbK7mXlLQ4ZvWV0BuUtGlm93YisuQzb21cNa94IlFuZUdO2bf70RWAh4lmT0iLawDtpcu0SlLc4ZHQG5e0UaRt5AIeTRnLgwr/ypjmTuA7MnnVxcjG3e/5D7TdLIyfXAnV1dVE/RjRQ3mKR0VtGZ1DeopHV243ImsuwvNf+H/gqodcwGHZJi9WWbjnIuj0VJMbpPDDjtAhYNuakyLWLUN7ikNEZlLcT5B6uCWw7cISLnllGcqc4Njw2s1372PXOzxm49XU+if8uVz/yzw47KRQKhSJ6yDzkUWZ34ZgGPD8OKovgiudhwk3NVrNtmytf+IqNxZXcNm0wj1w2QrCoQqFQiOOkGK6Zn59Pgz8w21ZcO2bWDNJzyHgA+tZvo7LOHxG/5gg6y9i9rLzFIaO3jM6gvEUjq7cbkTWXYXlvyQg08Dr3hLGzWqy2uOAAG4sr6Rzv4fZpgyNoG+CkyLWLUN7ikNEZlLdTpG3kAcTV7CNx1xJGaLvx6u0PpdvAiQCM0naxfk95pPQUCoVCoVC0lx1LAz/PvAniEputYlk2zyzaCsBN5wykZ9cEQXIKhULhbuQerrniBcj8LR+b5/J011/y5UPT27cf06DhD6cSb/t4Y/wH3HJV+4Z9KhQKhSL6yDzkUWZ34dg27F0N3QdAt1OarbIgv4Q73l5H1wQvy399ISld4gVLKhQKhViiMlxzzpw5TJo0iW7dupGamsrVV1/Nli3RX0S8OUzTpLg4sOCphd6hiVfweKlIDozhr9+1OhJ6zWKaJrm5uVJ2LytvccjoLaMzKG/RyOrtRmTNZVjemgZpZ7XYwLMsm78tKgTgJ+cOjFoD76TItYtQ3uKQ0RmUt1PCahktW7aMu+++m1WrVrFo0SIMw2DmzJnU1NREy69V4rweACxbw9POJRSCePsH7svrUp6PaUWvc7NTp05R23c0Ud5ikdFbRmdQ3qKR1duNyJrLNr19R6Cuos39fL6xhC2l1XRL9PLT8yJ/L96xnLC5dinKWxwyOoPydkKHhmsePHiQ1NRUli1bxrRp0xxtE9GhKtl/hazf855xAW/2+gULHnDm0BxW7jvon97JKmsESXdkMvJUNYxGoVAo3IjMQx5ldhfGiv+F/86BCx5qcW08y7KZ+Ww22w4c4cGLh3FfFJZNUCgUCjciZHbNysrA4uE9evToyG7ahWEY7N0boeGagH76Jfwu9e/MbniYtbujM/mKYRisXr0awzCisv9oobzFIqO3jM6gvEUjq7cbkTWXbXpbJuS8Av4aSOze4n4yN5ey7cARuiV6ufncgdGRPcoJm2uXorzFIaMzKG+ntLtlZNs2Dz74IOeddx6jR49usZ7P56OqqqrRAwiNRzVNs9myYRiNypZlNSprmkZifBwAFhoenVAdv99PsIMyWLZtu0k5GIff74fOPegxdBJ+vOTsOoxlWaGT0FLZNM1G5bZisiyL5ORkNE1rNqbjy36/v2MxHT3mseX2xKRpGsnJySGXcM5TLGMyTZOUlJQm8XX02ot2TLZtk5SUhKZpEbv2oh2TYRikpKSE6oRznmIZk6ZpoW/BRL2eIhGTbdukpKRgmqYr3iOcxmSaZpvvgU6vvZMdTdNISUlB0zp2q4Jo2vQuzISK3YEG3pgfNlvFtm1eXLoNgJvPGUhSYly0dIETONcuRXmLQ0ZnUN5OaXcj75577iEvL49333231Xpz5swhOTk59EhLSwMgPz8fgIKCAgoKCgDIy8ujsDBwE3Vubi47d+4EICcnh6KiQK/dihUrKCkpwePxUF0V6Ek00TlSVUlFRWAMf2ZmJtXV1QBkZGRQX1+PYRhkZGRgGAb19fVkZGQAUF1dTWZmJgBjUgM3ba/cfoiDBw+SnZ0NQElJCStWrACgqKiInJwcAHbu3Elubi4AhYWF5OXltRrThg0b0HUdj8fTbEwA2dnZlJWVAZCVldXhmCoqKsjKygKgrKysXTF5PB4aGhrYunVr2OcpljGtXbuWoUOHsmfPnrDOU6xjOnz4MMXFxXg8nohde9GOaeHChQwdOpTa2tqIXnvRjsnj8fDNN9/g9/uFvZ4iEdPhw4cZOnQoS5cudcV7hNOY1q5dS0JCAh6Pp0PXXtD9ZMbj8TB06FA8Hk+sVcKiTe81rwd+njkb4js3W+XLbWXk7a2kU5yHW84dFCXTbzlhc+1SlLc4ZHQG5e2Udt2Td++99/LJJ5+QnZ3NoEGtv8H6fD58Pl/o96qqKtLS0igvLw99Ew2BwI8tG4aBpmmhsq7r6LoeKluWxabMt7BrDzJnrQdt4Dm887Oz0XUdv9+P1+tF07RQGQLfFh9bjouLC/VCxMXF4dvxFZ+++Ve2mX34/j1/ZkjvLni9XizLwrKsJmXTNLFtO1RuLo5jyz6fjzVr1jB58mSAJjEdX/b7/Xg8ng7FFOzRCpabi6OtmGzb5uuvv2bixIkkJCSEdZ5iGVNDQwPr1q1jwoQJeDwex+cp1jE1NDSwevVqJk+eHLrWO3rtRTum+vp6cnNzmTRpEkDErr1ox2SaJqtWrWLy5Ml4vV4hr6dIxGRZFmvWrOHMM88kPj4+5u8RTmOqr69n7dq1rb4HOrn2ysvL6dWrl5T3tUXqnjzDMMjJyeGss84K5UUGWvWuKIJnxwA23LsOeg5pdh/XvbySVTvK+cm5g3j0ipGxdXYxylssMnrL6AzK2+nnSFhHsG2be++9l48//pilS5e22cADSEhIICGh6eKkwVbssa3ZY8vHBt9SufuoGawp0/l6TR5TvYF/CiDwD2aQtsqapoXKCXUHuFbPYhPprNp5mNP7JgPf/iNyfLkl95bKcXFx9O/fv9E+WosvnDhaiqkl93BisiyL/v37h/YZ7nmKVUzx8fH069ePuLi4sM5ZrGPyer2NrpNIXHvRjikhIYF+/fqF/jk/3re91160Y9J1nbS0NDweT6PzcWydSL+eIhGTZVn069cv1MBrKb6WyrGKKT4+vs33wHCvvZMVXdfp169fozzKQKveuf8AbBg4tcUG3trd5azaUU6cR+Nn06LfiwcnaK5djPIWh4zOoLwdHy+cynfffTdvv/0277zzDt26dWP//v3s37+furq6aPm1iK7rpKenYwZu3ejwxCsADJgCwHBtD+u27ur4/o4j6CzjRam8xSGjt4zOoLxFI6u3G5E1ly162zasfydQnnBzi9u/+N/tAHxvfH/6JouZivyEy7XLUd7ikNEZlLfj44VTee7cuVRWVnLBBRfQt2/f0GP+/PnR8msRwzDIWfAe3UtX0l87gLeD6+QB0O0U6rul49FsGnZ9jRXh9fIMwyA7Ozs0aYEsKG+xyOgtozMob9HI6u1GZM1li96aBj9ZANN/ByOuaHbbzfuqWPLNAXQN7rig+Z6+aHDC5drlKG9xyOgMytspYQ/XdAu6rjPyyFd0zX+LbZ4r2eQ5IyL7jR90DuTtZqSxmc0lVYzulxyR/ULAeciQIVJ+86C8xSGjt4zOoLxFI6u3G5E1l616J/eHab9qcdu5ywK9eJeN6cugXl2ipdiEEzLXLkZ5i0NGZ1Dejo8n5ChRQNd1unYJzLxlouOJRE8eoKcHhmxO0rewvLAsIvsM7VuNIRaK8haHjM6gvEUjq7cbkTWXzXo7+AK5qLyWz/P2AXCnwF48OMFyLQHKWxwyOoPydnw8IUeJAoZhsLdoNxBYJ8/ridCaE0fvyxunbSP7m+LI7PMohmGQlZUlZfey8haHjN4yOoPyFo2s3m5E1lw26738r/D2D2D3iha3e3PFLiwbpp7Wi1GnRm6EjRNOqFxLgPIWh4zOoLydIm0jT9d1eqR0B8CydeIi1SrudRpmp54U270o2bOdyrrILbqr6zqjR4+W8psH5S0OGb1ldAblLRpZvd2IrLls4m2ZsPb/YNsiqNzb7DZV9X7mrw6sGfnT88TMqHksJ0yuJUF5i0NGZ1Dejo8n5ChRQNd1OicGlmaIaE+epuF5II/bkl9il5XK8sKDkdkvAefU1FQpL0rlLQ4ZvWV0BuUtGlm93YisuWzivWMpVBZBYncYcWWz27yXs4cjPoNhfbpy/rDe4mSPcsLkWhKUtzhkdAbl7fh4Qo4SBfx+P3uL9gCBe/IiMrtmkISuTB+eCsB/v4lcI8/v97Nw4UL8/sj1DopAeYtFRm8ZnUF5i0ZWbzciay6beG94N/BzzA8hLrFpfdPiza92AXDreYPRtAh+1jvkhMm1JChvccjoDMrbKdI28jweD7179QTAQscbiXXyjuHC01OJx8+XW/ZFbCkFj8fDpEmTGi0ULAPKWywyesvoDMpbNLJ6uxFZc9nIu74KCj4L/GHc9c3Wz9hYwr7Kenp1jefKcacKNP2WEyLXEqG8xSGjMyhvp0jbyNN1nYTx17Gk3918bY2I3HDNo0zOf4L1Cbcxom4t6/dWRGSfuq7To0cPKbuXlbc4ZPSW0RmUt2hk9XYjsuaykffmT8Cog16nw6lnNqlr2zavfbkTgBunDCQxLjb/0J0QuZYI5S0OGZ1BeTs+npCjRAG/38/nW30s7X09ufZpkZt45SgeXaOz5mOavpGF+fsjsk+/38/nn38uZfey8haHjN4yOoPyFo2s3m5E1lw28l5/dKjmuOsDi6EfR87OcvL2VpLg1fnR5AGCTb/lhMi1RChvccjoDMrbKdI28rxeL1OnTiU4kjLSPXkMmQ7AefpGMvJLIrIQfNDZ6w1rDfqYo7zFIqO3jM6gvEUjq7cbkTWXIW+PB8ZeC2mTYeysZuu+erQX7/sT+tOza4JIzUZIn2vlLQQZvWV0BuXt+HhCjhIFNE0jyX+Qvkc20xMzshOvAAyahq3pDNOL8ZfvZdO+Kkb369jaPJqmkZSUFCFBcShvscjoLaMzKG/RyOrtRmTNZSPvibcEHs2w51AtiwtKAfjJueKXTTiWEyLXEqG8xSGjMyhvp0jbk+f3+9n3j9u5Z/ttXOrJifjEK3TugdZvIgAzPLlkbCzp8C79fj+ffvqplN3LylscMnrL6AzKWzSyersRWXPp1Pvtr3dj2zBtWG+GpnYVZNc8J3qu3YbyFoeMzqC8naLZkRiHGAZVVVUkJydTWVnZodasbdtY796AZ2sGj/h/yuBL7uHWqYMjaAp8+TdY/DjLzLE8lvQk//3lBR2avtm2berr60lMTIzJNNDtRXmLRUZvGZ1BeYsmUt6R+hyJBZH8DJT1GvDt+pqEgxvRRn8fOvdoUqeuweTsOUuorPPz2k0TmTGiTwxMv0XmXCtvccjoLaMzKG+nnyPS9uQBaLYFBBZDj4t0Tx7A8O8CMEXfxKFDZWwsruzwLmUbPxxEeYtFRm8ZnUF5i0ZWbzciay7jc99Ey/glLH682b//e0MxlXV+0np04oLTU8XKtYCsuVbeYpHRW0ZnUN5OkLaRZxgGB0oDs16a6JGfeAWg12kw5lo+T70NgI/WFXdod4ZhkJGRgWEYkbAThvIWi4zeMjqD8haNrN5uRNZcGrWVWPkfB345o+naeLZt838rdgMw++x0PJG+374dSJtr5S0UGb1ldAbl7RSph2vab/8Afftifum/nUlX38OsSdGZYnnplgPc/MZqenSJZ9XDM4j3tq9tbNs2hmHg9Xql615W3uKQ0VtGZ1DeoomUtxquKfE1sPFDtH/9FLt7Otr9G5osnbBmVzk/eGkliXE6qx6eQffO8TEy/RZpc628hSKjt4zOoLxPiuGathloCZu2jjeKCwueN7QXvbslUF7TwLKtBzu0L9m+dQiivMUio7eMzqC8RSOrtxuRMpebPgr8HP39ZtfGe3PFLgCuHtfPFQ28IFLmGuUtGhm9ZXQG5e0EaRt5hmFw6FCgwRW14ZpH8fqreazfWs7SCvjX2r3t3o9hGGRmZkp3YSpvscjoLaMzKG/RyOrtRqTMZX0VFC4GwBh+ZZM/l1bVsyA/cBvG7CnpQtVaQ8pco7xFI6O3jM6gvJ0i7XBNANa/yweLlvNa+Rjuu+FqLhvTNzKSx7PoUfjqORaYk7jHfJAVv5lOalJidI6lUCgUilZRwzUlZcN78PHt0PM0uGd1k568vy3aynNLCpk0MIUP7jgnRpIKhULhbk744Zq2bVM1+HLe7fIjvrEHRPfm7DHXAoH18jpb1bybU9Su3di2TVVVFYLb1R1GeYtFRm8ZnUF5i0ZWbzciZS7Ld2BrHnynfZfjrRsMi3dy9gBw45SBwtVaQ8pco7xFI6O3jM6gvJ0ibSPPMAyWL1+O3wwsoxAXxeGanDIaUkcSh8GlntW8k7M7dNxwCDrL2L2svMUho7eMzqC8RSOrtxuRMpcXPoJx/yaW1Z/exHvhpv0crPaR2i2BS0afEiPB5pEy1yhv0cjoLaMzKG+nyD1cs3wHt7+5ki8PJDD3J+czbVjvyEg2x/JnYMkTrGUk36//HXN/dCaXRmt4qEKhUChaROYhjzK7R5PrX17Fyh2HuG/6UB6ceXqsdRQKhcK1nPDDNS3Lwph/M/Oq7uJsfXNUJ14BYOy1oOlMYDODtBLeWrk77F1YlkV5eTmWFX4vYCxR3mKR0VtGZ1DeopHV241Il8vacqB57x0Hj7ByxyF0DWadFZ2lkDqCdLk+ivIWi4zeMjqD8naKtI080zSpOXIEAAudOE+UQ0nuD0MvBuAGTxYrdxwiv7gyrF2Ypsnq1asxTTMahlFDeYtFRm8ZnUF5i0ZWbzciVS5ryuCvw+D1SzDrq5t4v7c6cJ/7Baen0q97p1hZtohUuT4G5S0WGb1ldAbl7RS5h2u+NBX253FTw0Pcf8ednDkgJTKSLbFlAbx7HTlJF3PtgZu5fGxf/n7DmdE9pkKhUCgaIfOQR5nd283q1+DzB6HvOLh9WaM/+QyTKXOyKK9p4NUbJ3LRyD4xklQoFAo5OCmGa/r9DUBgnby4KC6GHuK0i+GBPLpd/xoAGRtL2HHwiOPNLcviwIEDUnYvK29xyOgtozMob9G40fvFF19k0KBBJCYmMmHCBJYvX95i3Y8++oiLL76Y3r17k5SUxJQpU1i4cKFA229xYy5bZNPHgZ+jv9fEe+GmUsprGjglKZELTo/iffUdQKpcH4PyFouM3jI6g/J2itSNPF9dbaCMFv178gB0D3QfwIi+ScwYnoptw7xlOxxvblkW+fn5Ul6UylscMnrL6AzKWzRu854/fz4PPPAAv/3tb8nNzWXq1Klceuml7Nmzp9n62dnZXHzxxWRkZLB27VouvPBCrmHV9YwAACAASURBVLjiCnJzcwWbuy+XLVK9H3Z9GSiPuqaJ97tfB3I9a1Ia3mjfdtFOpMn1cShvscjoLaMzKG+nyD1c84WzoGwL1zX8jj88cAdDU7tFRtIBG/M3cP8/cyjS+7H0Vxe68j4ChUKhOBGJ1OfI5MmTOfPMM5k7d27ouREjRnD11VczZ84cR/sYNWoUs2bN4tFHH3VU/6Qbrvn1PPji19B/Ety6uNGfdhw8wvSnl6Fr8OVD0zlVfY4qFApFm5xUwzUtW8MrYrhmkLVvMuZfF/CX5A/xmzbPLd7qaDPLsiguLpbymwflLQ4ZvWV0BuUtGjd5NzQ0sHbtWmbOnNno+ZkzZ7JixQpH+7Asi+rqanr06BENxTaP7ZZctkr+R4Gfo74HNPYOTrhy4emprm7gSZPr41DeYpHRW0ZnUN5OkbqRV9TrAl63LmcfPfHoAoZrBkk/F2yLifWrGKzt48O1eyksrW5zM8uy2L59u5QXpfIWh4zeMjqD8haNm7zLysowTZM+fRpP9NGnTx/279/vaB9PP/00NTU1XHvttS3W8fl8VFVVNXoAodnVTNNstmwYRqNyMGfBsmVZbNu2LbSort/vD9Xx+/0EB+kEy7ZtNykDjcqBL0+/LQf33VLZNM1G5SZxVO6FolXYaDDqagzDwO/3s337do7U1vPhmkAj79qJ/ZrE56aYgrkO7iec8xTLmBoaGti+fTt+v7/18+SymAzDYNu2baHrvF3XXgxiCl4nPp8vrPMUy5iCzqZpxuY9op0xGYbB9u3baWhocMV7hNOYGhoaQtd2R689J0jbyPN6vQye/Sx/NH7MXjs1+ksoHEuv0+D0ywB4qudCLBv+snBLm5t5vV6mTZuG1+uNtmFEUd5ikdFbRmdQ3qJxo7emNf6C0LbtJs81x7vvvsvjjz/O/PnzSU1NbbHenDlzSE5ODj3S0tIAyM/PB6CgoICCggIA8vLyKCwsBCA3N5edO3cCkJOTQ1FRoEG0YsUKSkpK8Hq9mKZJRUUFAFlZWaFyZmYm1dWBLx4zMjKor6/HMAwyMjIwDIP6+noyMjIAqK6uJjMzE4CKigqysrKAQCM4OzsbgJKSklDvZlFRETk5OQDs3LkzdD9iYWEheXl5jWPqlMKuMx+hfMRsSDqV3NxcioqKmDZtGi9/kUN5rZ++yYnElxVSUlICBO57LCsrc1VMXq+Xnj17hs5NOOcpljGtW7eOadOmUVRU1Pp5cllMFRUVmKaJ1+tt/7UXg5i8Xi/jx49vFEdEX09RiMnr9VJRURFqOAl/j2hnTBUVFUybNo1ly5a54j3CaUzr1q1j4MCBeL3eDl17Qfe2kPaePMuy2LNnDxe8tAmANb+7iF5dEyKl2TbFa+GV6diazsW+P7PN6seHd0xh4sCWh+1YlkVRURFpaWnoIoeXdhDlLRYZvWV0BuUtmkh5R+JzpKGhgc6dO/PBBx9wzTXXhJ6///77Wb9+PcuWLWtx2/nz53PLLbfwwQcfcPnll7d6HJ/PF/pmP+ielpZGeXk5KSkpoW94PR5Po7JhGGiaFirruo6u66EywK5duxgwYABerxe/34/H40HXdfx+P16vF03TQmUIfFt8bDkuLg7btkNly7IwTTNUtiwLr9fbYjn47X+w3Fwcx8dk2zb79u3j118U8/Wuw9w/4zTuvXBwk/iCcbghJk3T2L17N/379ycuLi6s8xTLmAzDoKSkhFNPPRVN08I6T7GMyTAM9uzZw8CBAwEidu1FOyaPx8OePXvo27cvCQkJQl5PHY3Jtm127dpFenp6qH6s3yOcxARQXFxM37598Xq9MX+PcBpTQ0MDxcXFpKenY1lWu6+98vJyevXqdWLfk1e6LZd+HCQOQ8wSCsfSbwKcfjmabfF07y8AeOzfmzCtltvMlqXGEItEeYtDRmdQ3qJxk3d8fDwTJkxg0aJFjZ5ftGgR55xzTovbvfvuu9x888288847bTbwABISEkhKSmr0gMCHf/Bnc2Wv19uoHGzYBcuWZTUaVhoXFxeqExcXF+qNDJY1TWtSBhqVdV1vVA7+Q9FS2ePxNCo7iUnTNNZs2cPXuw6ja0dn1WwmPjfFZFkWJSUloeOHc55iGZOu6xQXF4caeOGcp1jGBLB///7QP8GRuvaiHZNlWezbty90HBGvp47GFHwfCY5gcMN7hJOYINDIC17n4ZynWMak6zolJSWhBmNHrj0nSNuTB2D/dTjakRIu9/2R9x+/nS4JgocA7c+Hl84F4Af8hTX1/XniylHcdM5AsR4KhUJxEhGpz5H58+cze/ZsXnrpJaZMmcLLL7/MK6+8wqZNm0hPT+fhhx+muLiYt956Cwg08G688Uaee+45vve974X206lTJ5KTk4W6u54N86G6BMb8AJL7N/rTU59v5pXlO5kxPJXXbp4UI0GFQqGQkxN+ds3AjY+BITAmuph18o7nlNGBGcMSk7n7zEQA/rpwCweq65utbppm6AZXmVDeYpHRW0ZnUN6icZv3rFmzePbZZ3nyyScZN24c2dnZZGRkkJ6eDgTuyTh2zbx58+ZhGAZ33303ffv2DT3uv/9+4e5uy2UTVr4Aix+DbY2XTaj1+ZmfE8jpDZMHxMIsbFyf6xZQ3mKR0VtGZ1DeTgm7kZednc0VV1wRGuP9ySefRMOrTWzbxj6aJAtN/HDNIDP/APeuY9p3b2Rs/2SqfQZP/mdzs1Vt2+bw4cMI7jztMMpbLDJ6y+gMyls0bvS+66672LVrFz6fj7Vr1zJt2rTQ3958802WLl0a+n3p0qWh2c2Ofbz55pvCvd2YyxBl22B/HuheGHFloz9lbtpPlc/klKREzh/WO0aC4eHqXLeC8haLjN4yOoPydkrYLaOamhrOOOMMXnjhhWj4OMbr9eI9OqOmrenoIpdQOJbkftClFx5d46mrx+DRNT7LK+HzvJImVb1eL5MmTXLVzHJOUN5ikdFbRmdQ3qKR1duNuDqXm46ujTf4AujceDKyD9YVA3DtpLTQZ7jbcXWuW0F5i0VGbxmdQXk7Jex32EsvvZQ//OEPje5HiAWmaWIZgXUiNN0TUxcAbJsxNSuYO2IjAL/7ZCMHq32NqpimyTfffCNl97LyFoeM3jI6g/IWjazebsTVuTxuAfQguw/V8NW2Q2jAD8afKt6rnbg6162gvMUio7eMzqC8nSLH12gtYNuBGdp0NzTydiyFd6/j4t1/46LUag7X+nn4o7wmXbJ1dXWx8esgylssMnrL6AzKWzSyersRV+byQAEcLABPPAxvPPvo+0cXPx93SgL9UjrFwq7duDLXDlDeYpHRW0ZnUN5OiHojz+fzUVVV1egBdHjVe4/Hg0cLNKA03eN4hfiorXqfPhV70PloRh3PdXqFRI/N4oIDzFu2PRSHbduMHTs2tG5Gcyvdt2fV+6jFdPR8eDwexo4dGzqn4ZynWMZk2zbjx48PORzv3t5rL9oxaZrGmDFjQlN3Oz1PsYzJsizGjx8fWtclnPMUy5g8Hg+jR49G13Vhr6dIxKRpGuPHjw+t3eP0PMU6Jtu2OeOMM1p9D3R67Z3seDwexo8fH5qa2zUEe/GGzIBO3UNPG6bFB2v2AnDbjFHu824F1+a6DZS3WGT0ltEZlLdTot7ImzNnDsnJyaFHWloaAPn5+UD7V703TZNNSRfwD+MifHoXRyvER3XV+23b2DT0TojvRpfSNbw4ILCQ7l8WbuHjL/OAwEr3K1euxDTNZmOC8Fe9j2pMhYXk5eVhmibLly9n06ZNYZ+nWMeUn5/Pjh07msTUkWsv2jGVlpaSmZmJaZphnadYx5Sfn09lZWVEr71ox2SaJhkZGdTU1Ah7PUUiptLSUvLz813zHhFOTKtWrcI0zQ5de0H3kxnTNMnPz3ffcCWjDrydYHTjoZpZ3xzgQLWPHl3iOcUqc593K7g2122gvMUio7eMzqC8ndKhdfI0TePjjz/m6quvbrGOz+fD5/v23rSqqirS0tIoLy8nJSUlFGi4q97bts2/l+fy8wWl9ElK4Mtfnd/mCvFCVr3PfQs+ewDbm8hf+r/I3G8SSe2WwGf3nUf3BJ0tW7YwcuRIbNtudqX7cFe9FxETwKZNmxg+fDjx8fFhnadYxuT3+yksLGTYsGGhhSxbut7cFJPf76egoIBRo0aFFit1dO3FMCafz8e2bdsYPnw4tm1H7vUU5Zgsy2LTpk2MHDkytJ+ov0dEICbbttmyZQunnXZaaOHUmL7vOYzJ5/OxdevWVt8DnVx75eXl9OrVS8q15iK1Tp5pmhQUFDBixAj3fZvtOxKYWTMuMfTUT99czZJvDvCzqYO4Kt1yp3cLuDrXraC8xSKjt4zOoLydfo5EvZHXXjEnrC+q4Oq/f0W/7p346jfTO7SviGHb8M8fwLbFWD1P46qGP7DxoMkZ/ZN577YpdIqX52JUKBQKNyLzguIyu7eXkso6zv1TFpYNS35xPkN6d421kkKhUEhL1BZDP3LkCOvXr2f9+vVAYOjO+vXrGy0YKwLTMNixYSU9qCJed9E6GZoG18yDbqeiHyrktbMP0r1zHBv2VnL/e7msWbtOyu7l3Nxc5S0IGb1ldAblLRpZvd2I63Jp24H18ZrhwzV7sWw4a1APBvbo5C5vB7gu1w5R3mKR0VtGZ1DeTgm7kbdmzRrGjx8fmtDiwQcfZPz48Tz66KMRl2sdm++tuY51iXeQotcKPnYbdOkFP3gdZr1N6rmzeeXGicR7dDI3l/LPTbXSLd4I0KmTXDOhBVHe4pDRGZS3aGT1diOuymXxOnhhArw2M9DgO4pl2cw/Oqvm9WcF7sl3lbdDZHQG5S0aGb1ldAbl7YQODddsDxEbqmL64fe9APhB0jt8+ODlbWwQW/69vpj73gv0ft4/4zR+fvGwGBspFAqFnMg85FFm91ZZ+FtY+QKM/n7gS86jZG89yI2v55CU6CXntxeRGKduWVAoFIqOELXhmm7B8DeEyh6Py1e8ryrhytzbeGZqIN3PLSnk7/9tfliLGzEMg9WrV4emTZcF5S0OGZ1BeYtGVm834qpcWhZs+jhQPm4B9PmrA71414zvR2Kcx13eDpHRGZS3aGT0ltEZlLdTpG3kaVihsu72mXUWPw67v+Saggf49djATKP/s3ALL2QVSjF0U9M0UlJS0DQt1iphobzFIaMzKG/RyOrtRlyVy705UFUMCUkw9KLQ04eO+MjcvB+AWZMGAC7zdoiMzqC8RSOjt4zOoLydIm0jz3NMglw/feqlf4bUkWhH9nPX/v/HY1MDM4v9NXMrT362Gctyd0PP4/EwdOhQ9+f5OJS3OGR0BuUtGlm93YirchlcAP30yxotm/DRumL8ps0Z/ZMZeWpgSJGrvB0iozMob9HI6C2jMyhvp0jbyDt2uKamu/wkd+oON36K3XMoVO3l5sJ7+dNFKQC88dUufv7+ehoMq42dxA7DMFixYoWU3eLKWwwyOoPyFo2s3m7ENbm0TNj8SaB8zALotm3z7urArNvBXjxwkXcYyOgMyls0MnrL6AzK2ynSNvJ07dveL93t9+QBdE3Fnv0p/m5paBW7uS7vVl69rBteXePT9fv48atfU3bE1/Z+YoCu6/Tr1w9dl+tyUd7ikNEZlLdoZPV2I67J5e4VcKQUErvD4AtDT6/ZfZgdB2voHO/hynGnhp53jXcYyOgMyls0MnrL6AzK2ynyzq7pq2bnP+5h3e4yPh/8GK/fclbkJKNJ5V74xzVQthX+f3t3Hh9Fkf9//NU9RyYHJJwhkABBIcghcgmIgAeConiLJ4Kg3xVxd5Wf66r7XWVP73sX0RXUXU/kUr+igMsRBOQyETDcEM5wBEIuSDIzXb8/JgyEJJCEpGcqfp6Pxzwy01PT/e6aYoqarulu3Y/F/f/Nwx+nkV/so2Wsh7dH9qJrYmyoUwohRNjS+QyVOmevkK8Ytn4HBQeh133BxROmpTPzx72M6JXIC7d2C2FAIYSoX+r/2TUdkXzgGcn/8z6E06HHbvh8PlJ/2o7v3v+DC4bDLe8yKKU5s8b3p12zaPblFnHr5GV8tGJnWJ2QxefzkZqaquVhccltDx0zg+S2m665w1HY1KUzAjpeW2aAl3vcy5x1WQDccXHrMsXDJnc16JgZJLfddMytY2aQ3FWlx+ioAqZp0qhx4Dp5Lk0GeaZpct5552HGNIPbP4TYRADObx7DV9f6uTKlCcU+iz/MWs+v/rOGI4UlZ1mjPYK5NTwsLrntoWNmkNx20zV3OArnupz54x6KvBYp8Q3onhRX5rlwzl0ZHTOD5Labjrl1zAySu8rbs2UrdcAE4iIdRFCC06HHKVQrnYu74f+I/vRm3nW+wF8HN8flMJiXcYCrX0tl4aaDoQl7Cpn7bC8dc+uYGSS33XTNHY7Coi6/mwj//UvgZwillFJ8+MNOAO7p27rcqcLDInc16ZgZJLfddMytY2aQ3FXeni1bqQO+7C2MWnwpqyPG4dTkTfb5fCxYsKD8YVp/CTgjMbb9l3t+vIPvhhdxXrNoDuYXc997q/j1J2kcyg/dSVkqzR3mJLd9dMwMkttuuuYORyGvy5JjsOIdWPIS5O0LLl6+/TDbSk+4cmP3VuVeFvLcNaBjZpDcdtMxt46ZQXJXlR6jowqYBH6z5sfEpdGRvC5dupQfwXe5Gf5nITTvDMeyafPtfcxt/wUP9WuOacBXP+3jypcX8fGKXfhDcE29SnOHOcltHx0zg+S2m665w1HI63LLXPAWQlxrSOwdXPzRD4HLJtzYvRUNPK5yLwt57hrQMTNIbrvpmFvHzCC5q7w9W7ZSB0wVuK6cH1Or6ZrNmzev+M1tfgE8sAD6jAPA+eNUHt86kv9e76VLq4bkFfl4atY6hr2+hMWbD4VP7jAmue2jY2aQ3HbTNXc4Cnldrpse+NvlFiidknkwr4i5P+8H4J4+bSp8Wchz14COmUFy203H3DpmBsld5e3ZspU64C0pAsCPQ5vpml6vl7lz5+L1eisu4PLANc/BvV9C43aQn0VyIxezH+rP09d1IjbSxaYD+YyaupKRU1awbk9ueOQOU5LbPjpmBsltN11zh6OQ1mVRLmyZH7jf5dbg4s9W7cZnKXq2aUSnlhWf1lvHNqBjZpDcdtMxt46ZQXJXlR6jowqcOHjn02i6psPhoHfv3jgcjjMXbDcIxi2Hm/8FHa/F6TAZc2kyS28z+U2fOFwOgyVbshn+j++5772VrNmZEx65w4zkto+OmUFy203X3OEopHW58WvwF0OzjhDfGQCf3+KTlYGpmvf0bV3pS3VsAzpmBsltNx1z65gZJHdVaTvIMwlM17QwcWhyJM80TRo3bly1w7QuD1w44uTjY0eI+WIMEzbczqpLf+SuCxtiGrBw0yFueWsZd7/7A6mbD9XJ9fWqlTuMSG776JgZJLfddM0djkJalz99Evh7ylTNBRsPsi+3iEZRLq7pklDpS3VsAzpmBsltNx1z65gZJHeVt2fLVuqAzxs426RPObQ5kuf1evn6669rdpi28BA0bgsl+cSteJG/Z97Jj/2WMeaiGJymwdKth7l36kqufGUx/16eSUFx7Z2555xyh5Dkto+OmUFy203X3OEoZHVpWdDkfPDEQbc7gounLt0BwIjeSXhclX9LrWMb0DEzSG676Zhbx8wguavKUHVx6OcM8vLyiI2NJTc3l4YNK56zXxXq0CZ++vfjpOe4yb3s7/x2cPtaTFk3lFLk5+fToEGDctcOqhLLgoxZkPoyHPw5sMwZSUHHm3mHW5m6zhsc3MVEOLnhopbc1iuJbomxNdtebeUOEcltHx0zg+S2W23lrq1+JBRqrQ8MdRvwe8EROHvmz/tyufaN73GYBksev5yWcZGVvizkuWtAx8wgue2mY24dM4Pkrmo/ou0gD+Dx6T8xbfUefjc0hfGXn19LCTVgWbD5W0h9Efb9CIYDHllHgSeeGWv28MHyTLYfKgwWP69ZNLf2TOKm7q1oEesJXW4hhKgFMsgLLxOmpTPzx71c360lb9zZPdRxhBCiXqtqP6LtdE2v18uOzMCPvHWarvnFF1+c+2Fa04SOwwKXXBg9B4b8BWJbERPhZNQlbflv4lSWX/g1j3Q8isdlsO1QIc9/u5G+z/6XW95axrtLtrMn55j9uW0mue2jY2aQ3HbTNXc4CkldHtoEu1fCKd8NH8wr4qufAhdDH3tp8llXoWMb0DEzSG676Zhbx8wguatK2yN5yvLz8Eer+frnbJ6+rhNjqtC5hJpSiqKiIjweT90dXj66G17rEnxoNWpHRtOhvH+kC9P3xgEnt3thYixDO7fg8pTmXJBQ+aFjW3LXAcltHx0zg+S2W23l1vloWG1O17S9DcweD+kfwqWPwuCJALw8bxNvLthKrzaNmD7ukrOuQse2q2NmkNx20zG3jplBcle1H3HWeAuhtnku/9x2J/e7z2e9Y0ao01SZ01nHVd6wJYycDT99Chu+xMzZTpect3gJeC6+DcsTx/KPIxezMvMIa/fksnZPLi/O3UTzBhEM7NCMQR2aMaB9U+Ki3PbmriOS2z46ZgbJbTddc4cjW+uyuAAyZgfutx8KwLESHx/+sBOo2lG8E3RsAzpmBsltNx1z65gZJHdVaDtd0+8LHOr0Y+J06LEbPp+POXPm4PPV3pkvyzEdcN7lcPPb8NgWuOltSLkWnB6cuTsZ0CGez37Vj5VPDeb1IbE802oN7Vw5HMwvZvqaPfz6kzR6/GU+w9/8nr/8XwZzf97PwdxjdZ+7DthS33VAx9w6ZgbJbTddc4cj2+ty3TQoKYDG50HrvgB89MMuco55adMkiiGdW1RpNTq2AR0zg+S2m465dcwMkruq9J2u+fNsjM9HscLqyN4bZ3Bzj8RaTFk3lFL4fD6cTqf9h5dLCmHrd5A8CCLjAsuWvg7znwbgWMN2ZHh6MC+/HV/ktOYAjcu8vH3zaC5ObkL31o24KCmWdk1jMM3wPkQe0vo+Bzrm1jEzSG671VZuma5pcxtQCt7qHzir89C/Q7/xFHn9XPr8QrILinnhlgsZ0Tsp/HLXEh0zg+S2m465dcwMkrv+T9e0/AD4lUmEU58r3p94c23njoZON5RdFtMCkvrAnlVE5W2nV952egFPeaAwqhVvt36Jb7Oi2XyggC0HC9lysJCPVgROdhMT4aRLq4Z0S4zjwsQ4LkyMJbFRZNj9YwtZfZ8jHXPrmBkkt910zR2ObKvLXcsDAzxnJFx0FwCfrtxFdkExreIiualHq2qtTsc2oGNmkNx20zG3jplBcleFHvMcK+D3lV4MHQcRTj12w+fzMW/evPA5vNztdhg7Dx7fASP+A30ehIRuYJhEF2cz4dYrmffoIFY8cRnTmr3H0sZ/5e1GH3OPezGtS7ayevtB3k7dzviPf2TACwvpOnEeN09aypMz1/HBskx+2H6Yo8dKQrZ7YVffVaRjbh0zg+S2m665w5Gtdbnq3cDfrrdCZCOKfX7eTt0OwLjLzsNVjZ9M6NgGdMwMkttuOubWMTNI7qrSdrom6R/D7HEs8nfDce8MBrRvVnshf+mK8+HQZkjseXLZ5AGwf22ZYn7TzQF3GzZaSTxY+AAl/oqbUouGHs5rHk1y02iSm8bQrmngfmKjSG1+TymECB8yXdNGfi+8PShwJO9XqZDQjSnf7+Av/5dBfMMIFv/ucjwufWbTCCGE7ur9dE1l+TAAHyZRmkzXrK0r3de5iAZlBnhKKQqu+QcxeVswstJhXzpkrcVRnEvLoi20bOTj599fTWZ2IRv359N1wSiM40fY7E8go7gZOwuak5nfgm+2xnOYhpy4jIPTNGjdJIp2TaNp0ySaVnGRJDaKJLFRFImNI2nocZ3TbmhT36fRMbeOmUFy203X3OHItrp0uODB72HnUkjoRu5xL28u2ALAo4M7VHuAp2Mb0DEzSG676Zhbx8wguatK20GePyqeZao766x2XKHRdM0lS5YwZMgQXK5zG8DYyefzkbp+D0OG3ICr662BhUpBzg44uBH8xbgcJu3jG9C+eQx8swlKcmnDVq46rYXtdbdjbNTrZB4upMhrkXJ4AccPu1mimrJPNaGAqGDZBh5nYMDXKDD4axUXSYtYDy0aeohv6KF5w4gz/h5T5/rWLbeOmUFy203X3OHI1ro0TUgeAMCkRVs5esxLh/gYbu1Z/ROe6dgGdMwMkttuOubWMTNI7qrSd7om0Ouv88kuKGHuIwNJadGglhKKc6IUHNkOhzbC4a2B+0e2w5EdkLsH2l0G987GshRZeUU0e6sT7uIjwZcXGNFkqSbs9jfmJ+s8XvffEnwu2cgiT0VxhAao0p+TNopyEV866ItvGEGLhh6aN/TQvEEETWLcNImOoHGMmwYRep2BSQhROe2mPJ5Cq+x7VkN8Z3BFArD9UAFXv76EEp/F1NG9uKJjfIgDCiHEL0+9n65pWRbHSwJn2NTlxCuWZXH06FHi4uIwTT0yQzVzGwY0OS9wO523CIrzADBNg1YN3dC2L+Tuhty9cPwIMaqQ9hTS3rGLvq1juGhAb/bkHGNPznEeXjOOBv5cfJgcVrEcVLEc9DbiUHYsGYfa8G//0OCm2hn7KFCRHCWGEly4HSaNo900iXEH/ka7aRITQeNoN01j3DSOjiAuykVcpIvYSBcNI10h+52Jju1Ex8wgue2ma+5wVOd1mb8fPhgO7hgYOxfVKJknZ66jxGcxqEMzLk9pXqPV6tgGdMwMkttuOubWMTNI7qrSdpDn9/ko8pYO8lx6vMF+v59Vq1ZxxRVXaNUoay23yxO4nWA64M5PTj4uKQwM9nJ3Q95eoiIbcXnH0v9IWH742Q2F4MQi3sgh3sgBMgHY37QvzS74NQfyiziQV8wrO/6HBqoAgHwVyVEVw5GiBuQcb8Dag8m84hsR3Oxgcw1enOSpKPKIKv0bjeGKIDbSTVykm9hIF7FRgQHgiYFgEnScEgAAIABJREFUXFRgMNgw0kVMhDN4a+BxEh3hrNYZ506lYzvRMTNIbrvpmjsc1XldLvgreI9BfBdolMy01btZseMIkS4Hf72xS41nRujYBnTMDJLbbjrm1jEzSO6q0na6pvXfv+BNfZ33/EMZ8eR7NI5212JKEbb8Xig8BAUHIP9A4G/BQYhtFbx+E5YFL6fAscOg/OVWcaDpJXxx4T84XFDC4cIS/rRhGNFWQblyxcrJCusC7vU+GVz2F+dUnPjJI4p8FcUxPBTg4ZjycFDFsVJdECyb4CrA5Y7EERFNdKS7dBDoKh0EOoL3YyKcRLodRJXeIl3O4H2P68RyJx6XKVNOhUCzKY+n0SL7vjR453JAwdj57IjszPA3v6eg2Mcfhl3AAwPbhTqhEEL8YtX76Zr+ogIiDC9gaDVdMzs7m6ZNm2r1zUNY5Xa4oGHLwK0ypgm/24Ll93F47w6aRBmYx3MCg75jh4mPasL/pJROJ1UK/t0TjudAUS4U5aKK8zCURYTho3vrOD68rA+5x70cPV7CLfNX4PHlV7jZ9bTnVv9fKPJaAHxuPkWiPxuOQWFhBMfwUKg8FOJhs0rkUe/44Gt/7ZhJA+M4RbgoUhEU4eY4boqUmxwasMi6CMOASJeD9q5DeFwmpisKwx2Jwx2F2+0hMsIZHBBGOE0iXIFrSEY4TTwn7rsceE55zlNJmQinWa0jkWHVRqpBcttL19zhqM7q0lcMs8YBCrrcSlGLnoyftIyCYh8Xt23Mff3bntPqdWwDOmYGyW03HXPrmBkkd1VpO8jzHi/ABRxTEdpco8eyLNavX8/AgQO1a5Ra5lawbuvuQO6m51dcyDBg1JdlFykFJQVQlEsDpbg0runJJ82JpwwI8wJTTEsKoKSQLk3bs/G6a/D6LQqLfTR4w4KiwMuijWKiKaaZkQtAk5goxqQkU1DspaDYx73bv6eZf3+FEbdZCSwquQil4FiJn+d4ngv8u4PrDuyrwXHc7FLNuabk+eDyF5xvk2xmUaxclBC4FeEkV7k4Sgx/890TLHu9uZR4I6e0nBOf4cIy3ViOCJTTQ7q7JxFOBxEuk5YcItL0YzhdmA43hunkcE4e8QkJON0eHE43LqeJu3Sw6HKYuB2nPjZwOwPLXA4zUNZh4nYagbLOk685Ud7pMHGaBk6Hgcs0Mc1zP6qpbduW3L94dVaX//0zHNoA0c3wDX2OX3+SRkZWHk2i3bxxZ/dzvrapjm1Ax8wgue2mY24dM4PkrqoaTdecNGkSL774IllZWXTu3JnXXnuNAQMGVOm1tTVVJe+j0TTcMouXjXv5f8+8WeP1CFFnlALv8VMGggUn7zs90PbSk2WXvhGYhuo9Dr7jgb/eIvAdx2qQwLFr3uBYiY/jJX6afzYM95EtmP7jGMoqs8mjkUm8e9EMin1+irwWD24cTauiLRXGO2LEcb3nPYq8FsU+P++pP9LL2FRh2QLloUvx1ODjD1zPMcixtsKyljJoV/xR8PHLrklcbqbjxYkXJz7lCPzFgRcHt5ZMpITAqYTvd3xNH3MjXk4pc0r5F3y3c5zA7zovd6TR1dyFZThQphNlOFCGM3Ak13Sy2DUQnzMSh2nSXmXSUu0HwwUOB4bDhWE4wHRgOJzsj+yAcnlwmgaxKpcYqwDD4cLhcGI4HJgOF6bDiel0gisGw+HEaRqYpoHDME7eN8E0DJymGbzvME+5nfLYPO3x6WVMs3S9FazDNMFpmpgGv8gpvLU55bG6/dnixYuZMGECP//8My1btuTxxx/nwQcfDEn2WrdlPnwUuEyO97b/8Ni6JL5I34fbafKfMRfTp12TEAcUQghRZ9M1P/vsMx555BEmTZpE//79efvtt7nmmmvIyMigdevW5xS6OnxFgd9QGe6os5QMH5ZlkZWVRUJCgnbfPEjuGjAMcEcFbjQ7c9n+vwnePT23CcQAMRGl/1wfWhz4q1TgN4rBQeFx4pTFY6ee2TTztcA0VV8J+IsDU7F8xeAvprEjgu/7XXGybOo6VPZmLG9x6a0I5StG+YrBEcH0If0o9lkUef10XNIc78EYDMuHqQK3E5Tp5OHLz8frtyjxW3Taomicd8pvHk8bk3RObEyx38Drt+hXuIsr/WsqraZXfLcF7w8xVnOnY+HJJ1XprXTcOyOvEwdpBMAI51fc55xb6XovK36ZTJUAwGPOz3jY+UWlZYcV/50M1RaAhxyzmeCcjh8HPkz8OPBj4sdEYTC25DHWqsD7cZtjEeMcX6Iw8GNild78GJRg8ox3NOkqcMT5CvNHxjq+wcIoLWeUrjOw7rd8w/mptGwvczN3OxdgYaKM0hsmGCaWYTLXcTlbnOfjMA2S1W4G+1JROMA0g6/BMFGGg58ierDH1Q7TNGhmHaJH8arS50p/D2o4guX3RHbgUEQbHIZBA/9Rzj++LjDANkyME38NBxgGOZGtyfe0xACSoi1GDuoUFp8l1e3PduzYwbBhw3jggQf48MMPWbp0KQ899BDNmjXjlltuqWALdadOPt/aDoB2l5HX9CLu/74ZK3fsw2EavHln91ob4IX8c7kGdMwMkttuOubWMTNI7qqq9iDvlVdeYezYsdx///0AvPbaa8ydO5e33nqLZ599ttYDVsZfXAiA0x1t2zbPlWVZbNu2jfj4eO0apeS2T5VzGwY43YGbJ7biMqceLTybgY9hAI7S2+l6nfrgghllnvN5vSxfmkq/i3vhNBSPRcadfDL3X4FLZ/i9gZt16l8fs9oPCOwLwA4DjtxarqzylWD5vay89Dq8hhO/X+FYl03h7gSwfFh+H8ryg9+HsgL33+rfn2JnA3yWImHDOo7uOhg4S6vlA+XDsPxg+fGVFPE/l6RQ4GmJ16/ouSOeor0xGMrCVH5M5cPByRP4XNaxBee7W+K3FB2zo3DmWDixiKigzi5oEQ2OWPyWov0xH+2KKp6SCxDv8dFQObEUtFZH6G/+XGnZ6f6BgQEtkMQBbjJTyxcqHfQuK2rHHqtVII+5jXvcn1e63sePmqz2BwbGg8z1jHW/UWnZid57+dp/NQC9jY38LeLPlZZ9wXs7U/w3ANC/lZO7B3QMi3+T1e3PJk+eTOvWrXnttdcAuOCCC1i9ejUvvfRSSAZ5tfL5dnhb4DIJDeLZfww+a/Zn3lm+l8KSI8REOJl0dw8GdjjLl1ShyG0jHTOD5Labjrl1zAySu6qqNV2zpKSEqKgoPv/8c2666abg8t/+9rekp6ezePHis66jNqaq5BSWkPtKb9r6M5nUfCIPPfRojdYjhBBVZlmBAaJZOiUUoLh0Gq7lK72dGERagfuNk+HEF1F5++DorsByZQXO/Gr5A0dklR9a9YLo0qMlh7cFznCoLJTlR1l+LL8fpfz4/X5Kkq/A3yAJn6UwDm3Atf270nJW6SDXwip93dHk6yho1BGlFBHZGTTZMu1kBsuPUhaGCpTdk3wrh5v0xlIQk7OeDhvfQil1Mq+yAr9ZVRYbk24ns9nlWAricjfSf9OzgBWYQlxaxsACZbGmxe2kNxuOUtClVSzXdzvDiZOqoDb6kZr0ZwMHDqR79+68/vrrwWWzZs1ixIgRHDt2DJfLZUt2r9/iwx92csHOj0rfk0CdK2UBCkNZHPUksrX5ECxLoYBeO9/FtEowCLw3USVHaF64ifhjm0mNvZ6/8QCbDpw8qVTvto149uYLOb95TI0yCiGEqBt1Ml0zOzsbv99PfHx8meXx8fHs31/xN9TFxcUUFxeXCQaBa0Wc+tfhcJS57/P5MAwjeN80TUzTxOfzcSDvOK8ev5EXXW/TqHXglPVerxeHw4Fpmni9XpxOJ4ZhBO8D+Hy+MvddLhdKqeB9y7Lw+/3B+5Zl4XQ6K73v9/tRSgXvV7Qfp94vKSlh7969tGnTBsuyyuxTRffDZZ8Mw2Dnzp0kJibicrmq/D6Fep98Ph9ZWVm0bNkSwzCq/D6Fep98Ph+7du2ibdu2ALXS9up6n0pKSti/fz+JiYlYlmXLv6fa2CelFJmZmbRp0yZY/ozvE4FsLtMMZHd4cDaIOfM+la7THx0P0fFV26cm5+GLbRPM7j9lPwyfDyewd+9eEhIScLa9ELPdRZW+T41O3aeWfXD1vLTStteizH7EY/W/vNL3KaHM+5SM/+ohle7TEMPgmlM+A0+sr6Ztz+v1cq5q0p/t37+/wvI+n4/s7GwSEhLKvaYu+kCvX/GnrzLI9LxY6f4t9HfjRW+b4OOfI94j2iguV86vDI4f2cdmby5g0qtNHPf1b8fQTs05cbi4Nv/NKqXYt29foO06nWHTX0gfGD77pGMf6PP5cDgc7Nq1i4SEBCIiIupnHxgm+wSn9IGlnyPh+n//U/epKuOA2uwDa3Ss8PQf+iulKv3x/7PPPktsbGzwlpSUBMD69esB2LBhAxs2bABg7dq1bNkSOElEWloaO3bsAGDlypXs3r0bgGXLllGcn4PZaThPNXqNvt26ArBgwQKOHj0KwLx588jPD3wjOWfOHIqKivD5fMyZMwefz0dRURFz5swBID8/n3nz5gFw9OhRFixYAAT+A5CaGpgClZWVxbJlywDYvXs3K1euBAK/z0hLSwNgy5YtrF279qz7tG3bNizLKrdPWVlZAKSmppKdnR1W+2RZFlu2bKn2+xTqfVq1ahV79+6t0fsUyn06dOgQGRkZwbnbtdX26nKfvv32W/bu3UteXp6t/57OdZ8sy2LdunUcO3YsbD4jqrJPhw4dYu/evSxcuDAsPiOquk+rVq1i+/btWJZ1Tm3vRPbaUJ3+rLLyFS0/oS76wEMHDnBt1xYscfZjRdRlrGp4FamuAfzQ4CpWxg1joesyjrbozx29k+jX3GJEj5b82OwG5rqHsLTpbSxtchszPLcwPfnPvNh5Nt8mTmDyyN789+FePNCugGsvTODIkcN11hb27t3LqlWrwqq/kD4wfPZJxz5wzpw5WJbFrl27+O6776r1PkkfKH1gXfWBdT5ds6JvMZOSkjhy5AiNGjUK22+SwvVbF9kn2SfZJ9mnX/o+HTlyhKZNm2oxXVP6QNkn2SfZJ9kn2adQ9IHVvoRCnz596NmzJ5MmTQou69SpEzfccEOVTrxSW6eP9vv97Nixg+TkZBwOPa6Tp2NmkNx20zG3jplBctuttnLXVj9S3f7s97//PV999RUZGRnBZePGjSM9PZ3ly5fbmv2X3gbspGNmkNx20zG3jplBcle1H6n2dM0JEybw7rvvMnXqVDZs2MCjjz7Krl27qnWdoNqglCInJ4dqjlFDSsfMILntpmNuHTOD5LZbuOU+W3/25JNPcu+99wbLP/jgg+zcuZMJEyawYcMGpk6dypQpU3jsscdszx5udVlVOubWMTNIbrvpmFvHzCC5q6rGF0N/4YUXyMrKokuXLrz66qsMHDiwSq8N6wvBCiGECHu1fTH0yvqz0aNHk5mZyaJFi4LlFy9ezKOPPhq8GPrvf//7+nMxdCGEEGGvqv1IjQZ556I2p6ps2bKF9u3ba3OoVsfMILntpmNuHTOD5LZbbeXWeaD0S+4DQc/cOmYGyW03HXPrmBkkd51N1wwnx48fD3WEatMxM0huu+mYW8fMILntpmvucKRrXeqYW8fMILntpmNuHTOD5K4KbY/kCSGE+GXSuR/RObsQQojQq/dH8vx+P+vXrw+eplQHOmYGyW03HXPrmBkkt910zR2OdK1LHXPrmBkkt910zK1jZpDcVaXtIE8IIYQQQgghRHkyXVMIIYRWdO5HdM4uhBAi9KrajzhtzAQQvDZEXl7eOa3nxCHPLl26aHNmHR0zg+S2m465dcwMkttutZX7RP+h2zWS4JfdB4KeuXXMDJLbbjrm1jEzSO6q9oG2D/Ly8/MBSEpKsnvTQggh6pH8/HxiY2NDHaNapA8UQghRG87WB9o+XdOyLPbt20eDBg0wDKPG68nLyyMpKYndu3drM+VFx8wgue2mY24dM4Pktltt5VZKkZ+fT8uWLTFNvX5a/kvuA0HP3DpmBsltNx1z65gZJHdV+0Dbj+SZpkliYmKtra9hw4ZavcGgZ2aQ3HbTMbeOmUFy2602cut2BO8E6QMDdMytY2aQ3HbTMbeOmeGXnbsqfaBeX4EKIYQQQgghhDgjGeQJIYQQQgghRD3imDhx4sRQh6gph8PBZZddhtNp+6zTGtMxM0huu+mYW8fMILntpmvucKRrXeqYW8fMILntpmNuHTOD5K4K20+8IoQQQgghhBCi7sh0TSGEEEIIIYSoR2SQJ4QQQgghhBD1iAzyhBBCCCGEEKIeCZtB3qRJk0hOTsbj8dCzZ0+WLFlyxvKLFy+mZ8+eeDwe2rVrx+TJk8uVmTFjBp06dSIiIoJOnToxa9askOaeOXMmV111Fc2aNaNhw4b069ePuXPnlinz/vvvYxhGuVtRUVFIMi9atKjCPBs3bixTLtzqevTo0RXm7ty5c7CMHXWdmprK8OHDadmyJYZhMHv27LO+JtRtu7qZw6VdVzd3uLTt6uYOh7b97LPP0rt3bxo0aEDz5s258cYb2bRp01lfF+q2Hc6kDwyw47OiurnD5bOiurnD4bNCxz6wJrnDoW1LHyh94OnCYpD32Wef8cgjj/CHP/yBtLQ0BgwYwDXXXMOuXbsqLL9jxw6GDRvGgAEDSEtL46mnnuI3v/kNM2bMCJZZvnw5t99+OyNHjuSnn35i5MiRjBgxghUrVoQsd2pqKldddRVz5sxhzZo1XH755QwfPpy0tLQy5Ro2bEhWVlaZm8fjCUnmEzZt2lQmT/v27YPPhWNdv/7662Xy7t69m8aNG3PbbbeVKVeXdQ1QWFhIt27d+Mc//lGl8uHQtqubORzadU1ynxDqtl3d3OHQthcvXsz48eP54YcfmD9/Pj6fjyFDhlBYWFjpa8KhbYcr6QPt/ayQftC+zwod+8Ca5A6Hti19oPSB5agwcPHFF6sHH3ywzLKOHTuqJ554osLyjz/+uOrYsWOZZb/61a9U3759g49HjBihrr766jJlhg4dqu64445aSl393BXp1KmT+tOf/hR8/N5776nY2Nhay3i66mZeuHChAlROTk6l69ShrmfNmqUMw1CZmZnBZXVd16cD1KxZs85YJlza9glVyVwRu9v16aqSO1za9qlqUt/h0LYPHjyoALV48eJKy4Rb2w4n0gfa+1kh/WBoPit07AOV0rMflD5Q+kCllAr5kbySkhLWrFnDkCFDyiwfMmQIy5Ytq/A1y5cvL1d+6NChrF69Gq/Xe8Yyla3TjtynsyyL/Px8GjduXGZ5QUEBbdq0ITExkeuuu67cN0GhyNy9e3cSEhK48sorWbhwYZnndKjrKVOmMHjwYNq0aVNmeV3VdU2FQ9s+V3a363MVyrZdG8Khbefm5gKUe89PVR/adl2QPtDezwrpB8O7HwyHtl0bdOoHpQ88d+HaB4Z8kJednY3f7yc+Pr7M8vj4ePbv31/ha/bv319heZ/PR3Z29hnLVLZOO3Kf7uWXX6awsJARI0YEl3Xs2JH333+fL7/8kk8++QSPx0P//v3ZsmVLSDInJCTwzjvvMGPGDGbOnElKSgpXXnklqampwTLhXtdZWVl888033H///WWW12Vd11Q4tO1zZXe7rqlwaNvnKhzatlKKCRMmcOmll9KlS5dKy9WHtl0XpA+097NC+sHw7gfDoW3XBh36wXBo1+cqHNp1OPeBYXOZeMMwyjxWSpVbdrbypy+v7jproqbb+OSTT5g4cSJffPEFzZs3Dy7v27cvffv2DT7u378/PXr04M033+SNN96wPXNKSgopKSnBx/369WP37t289NJLDBw4sEbrrKmabuP9998nLi6OG2+8scxyO+q6JsKlbddEKNt1dYVT266pcGjbDz/8MGvXruX7778/a1md23Zdkz4wwK62K/1gQDh+NodL266pULftqgqndl1T4dCuw7kPDPmRvKZNm+JwOMqNUg8ePFhuNHtCixYtKizvdDpp0qTJGctUtk47cp/w2WefMXbsWKZNm8bgwYPPWNY0TXr37l0r3z6cS+ZT9e3bt0yecK5rpRRTp05l5MiRuN3uM5atzbquqXBo2zUVqnZdm+xu2+ciHNr2r3/9a7788ksWLlxIYmLiGcvq3LbrkvSB9n5WSD8Y3v1gOLTtc6F7Pyh9YPWEex8Y8kGe2+2mZ8+ezJ8/v8zy+fPnc8kll1T4mn79+pUrP2/ePHr16oXL5TpjmcrWaUduCHzDM3r0aD7++GOuvfbas25HKUV6ejoJCQkhy3y6tLS0MnnCta4hcAakrVu3Mnbs2LNupzbruqbCoW3XRCjbdW2yu22fi1C2baUUDz/8MDNnzmTBggUkJyef9TW6tu26Jn3gmdV225V+8MxC/dkcDm27pkLdtmuD9IFVo00fWKPTtdSyTz/9VLlcLjVlyhSVkZGhHnnkERUdHR08U84TTzyhRo4cGSy/fft2FRUVpR599FGVkZGhpkyZolwul5o+fXqwzNKlS5XD4VDPPfec2rBhg3ruueeU0+lUP/zwQ8hyf/zxx8rpdKp//vOfKisrK3g7evRosMzEiRPVt99+q7Zt26bS0tLUfffdp5xOp1qxYkVIMr/66qtq1qxZavPmzWr9+vXqiSeeUICaMWNGsEw41vUJ99xzj+rTp0+F66zrulZKqfz8fJWWlqbS0tIUoF555RWVlpamdu7cWWHucGjb1c0cDu26JrnDpW1XN/cJoWzb48aNU7GxsWrRokVl3vNjx44Fy4Rj2w5X0gfa+1kh/eBJdV3fOvaBNckdDm1b+sCTpA8MCItBnlJK/fOf/1Rt2rRRbrdb9ejRo8xpSEeNGqUGDRpUpvyiRYtU9+7dldvtVm3btlVvvfVWuXV+/vnnKiUlRblcLtWxY8cyDTcUuQcNGqSAcrdRo0YFyzzyyCOqdevWyu12q2bNmqkhQ4aoZcuWhSzz888/r8477zzl8XhUo0aN1KWXXqq+/vrrcusMt7pWSqmjR4+qyMhI9c4771S4Pjvq+sQpiit7z8OxbVc3c7i06+rmDpe2XZM2Euq2XVFeQL333nvBMuHYtsOZ9IEBdnxWVDd3uHxWVDe3UqH/rNCxD6xJ7nBo29IHniR9YIBRGlYIIYQQQgghRD0Q8t/kCSGEEEIIIYSoPTLIE0IIIYQQQoh6RAZ5QgghhBBCCFGPyCBPCCGEEEIIIeoRGeQJIYQQQgghRD0igzwhhBBCCCGEqEdkkCeEEEIIIYQQ9YgM8oQQQgghhBCiHpFBnhAhkJmZiWEYpKenhzqKEEIIoQ3pP4WoGmeoAwjxS5SUlERWVhZNmzYNdRQhhBAi5EaPHs3Ro0eZPXt2qKMIUS/IIE8Im5WUlOB2u2nRokWoowghhBBCiHpIpmsKcQZvv/02rVq1wrKsMsuvv/56Ro0axbZt27jhhhuIj48nJiaG3r17891335Up27ZtW/76178yevRoYmNjeeCBB8pNN/H7/YwdO5bk5GQiIyNJSUnh9ddfL7Oe0aNHc+ONN/LSSy+RkJBAkyZNGD9+PF6vN1imuLiYxx9/nKSkJCIiImjfvj1TpkwJPp+RkcGwYcOIiYkhPj6ekSNHkp2dXdvVJoQQQlRo+vTpdO3alcjISJo0acLgwYP53e9+xwcffMAXX3yBYRgYhsGiRYsAWLlyJd27d8fj8dCrVy/S0tJCuwNCaEIGeUKcwW233UZ2djYLFy4MLsvJyWHu3LncfffdFBQUMGzYML777jvS0tIYOnQow4cPZ9euXWXW8+KLL9KlSxfWrFnDH//4x3LbsSyLxMREpk2bRkZGBk8//TRPPfUU06ZNK1Nu4cKFbNu2jYULF/LBBx/w/vvv8/777wefv/fee/n0009544032LBhA5MnTyYmJgaArKwsBg0axEUXXcTq1av59ttvOXDgACNGjKjFGhNCCCEqlpWVxZ133smYMWPYsGEDixYt4uabb+aZZ55hxIgRXH311WRlZZGVlcUll1xCYWEh1113HSkpKaxZs4aJEyfy2GOPhXo3hNCCoZRSoQ4hRDi74YYbaNq0afCI2DvvvMMzzzzDnj17cDgc5cp37tyZcePG8fDDDwOBI3ndu3dn1qxZwTKZmZkkJyeTlpbGRRddVOF2x48fz4EDB5g+fToQOJK3aNEitm3bFtzuiBEjME2TTz/9lM2bN5OSksL8+fMZPHhwufU9/fTTrFixgrlz5waX7dmzh6SkJDZt2kSHDh1qWENCCCHE2f3444/07NmTzMxM2rRpU+a5in6T98477/Dkk0+ye/duoqKiAJg8eTLjxo07Y/8phJAjeUKc1d13382MGTMoLi4G4KOPPuKOO+7A4XBQWFjI448/TqdOnYiLiyMmJoaNGzeWO5LXq1evs25n8uTJ9OrVi2bNmhETE8O//vWvcuvp3LlzmYFlQkICBw8eBCA9PR2Hw8GgQYMqXP+aNWtYuHAhMTExwVvHjh0B2LZtW9UrRAghhKiBbt26ceWVV9K1a1duu+02/vWvf5GTk1Np+Q0bNtCtW7fgAA+gX79+dkQVQnsyyBPiLIYPH45lWXz99dfs3r2bJUuWcM899wDwu9/9jhkzZvC3v/2NJUuWkJ6eTteuXSkpKSmzjujo6DNuY9q0aTz66KOMGTOGefPmkZ6ezn333VduPS6Xq8xjwzCCvxeMjIw84zYsy2L48OGkp6eXuW3ZsoWBAwdWqS6EEEKImnI4HMyfP59vvvmGTp068eabb5KSksKOHTsqLC+TzYSoOTm7phBnERkZyc0338xHH33E1q1b6dChAz179gRgyZIljB49mptuugmAgoICMjMzq72NJUuWcMkll/DQQw8Fl1X36FrXrl2xLIvFixdXOF2zR48ezJgxg7Zt2+J0yj99IYQQ9jMMg/79+9O/f3+efvpp2rRpw6xZs3C73fj9/jJlO3XqxH/+8x+OHz8jb45hAAACNklEQVQe/CLzhx9+CEVsIbQjR/KEqIK7776br7/+mqlTpwaP4gGcf/75zJw5k/T0dH766SfuuuuucmfirIrzzz+f1atXM3fuXDZv3swf//hHVq1aVa11tG3bllGjRjFmzBhmz57Njh07WLRoUfDkLePHj+fIkSPceeedrFy5ku3btzNv3jzGjBlTrmMVQgghatuKFSv4+9//zurVq9m1axczZ87k0KFDXHDBBbRt25a1a9eyadMmsrOz8Xq93HXXXZimydixY8nIyGDOnDm89NJLod4NIbQggzwhquCKK66gcePGbNq0ibvuuiu4/NVXX6VRo0ZccsklDB8+nKFDh9KjR49qr//BBx/k5ptv5vbbb6dPnz4cPny4zFG9qnrrrbe49dZbeeihh+jYsSMPPPAAhYWFALRs2ZKlS5fi9/sZOnQoXbp04be//S2xsbGYpnwUCCGEqFsNGzYkNTWVYcOG0aFDB/73f/+Xl19+mWuuuYYHHniAlJSU4G/Tly5dSkxMDF999RUZGRl0796dP/zhDzz//POh3g0htCBn1xRCCCGEEEKIekS+vhdCCCGEEEKIekQGeUIIIYQQQghRj8ggTwghhBBCCCHqERnkCSGEEEIIIUQ9IoM8IYQQQgghhKhHZJAnhBBCCCGEEPWIDPKEEEIIIYQQoh6RQZ4QQgghhBBC1CMyyBNCCCGEEEKIekQGeUIIIYQQQghRj8ggTwghhBBCCCHqERnkCSGEEEIIIUQ98v8BRH77EH22ergAAAAASUVORK5CYII="
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "comp_TDist1(YYY,YYYY)",
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_TDist1(Y) / (2 * length(Y)) = 1.090043752716998\nloocv_TDist1(Y) / (2 * length(Y)) = 1.0768768242359512\n\naic_TDist1(YY) / (2 * length(YY)) = 1.0396149144588125\nloocv_TDist1(YY) / (2 * length(YY)) = 1.0361661148722492\n\na = constparam_TDist1(Y) = (0.014704095244993231, 2.1979418132535976e8)\ntd1mu = a[1] = 0.014704095244993231\ntd1nu = a[2] = 2.1979418132535976e8\n\na = constparam_TDist1(YY) = (-0.02860304396075325, 2.4056658090819464e9)\nttd1mu = a[1] = -0.02860304396075325\nttd1nu = a[2] = 2.4056658090819464e9\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "`TDist1` モデルに正規分布の十分大きなサンプルを食わせるともとの std の値によらずに std = 1 と推定してしまう。"
    },
    {
      "metadata": {
        "scrolled": false,
        "trusted": true
      },
      "cell_type": "code",
      "source": "comp_TDist2(YYY,YYYY)",
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_TDist2(Y) / (2 * length(Y)) = 0.8583312386622173\nloocv_TDist2(Y) / (2 * length(Y)) = 0.8508586223880008\n\naic_TDist2(YY) / (2 * length(YY)) = 0.6965875043167074\nloocv_TDist2(YY) / (2 * length(YY)) = 0.6968996453694081\n\na = constparam_TDist2(Y) = (0.01470677516891961, 2.56611852760168e7, 0.5576374170165641)\ntd2mu = a[1] = 0.01470677516891961\ntd2nu = a[2] = 2.56611852760168e7\ntd2sigma = a[3] = 0.5576374170165641\n\na = constparam_TDist2(YY) = (-0.031317746390380694, 30.277482562199033, 0.46696296621289257)\nttd2mu = a[1] = -0.031317746390380694\nttd2nu = a[2] = 30.277482562199033\nttd2sigma = a[3] = 0.46696296621289257\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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mlL9I/+jOpuPF26VY2vJl8eaQm5vaC4Npe15hQKgkpS/A3KJfJHyP3zeXwQ0bU/oqBW8M/k9UIAvbVkzZV8zwxvUpj+k3Te7dFcAM9sQw4IjKeYyq/3dTnm/ig1h63qDrqff3wufzMaHqX4ypXZkU0zdpeH/QVdQE+qGU4vDaDzmsZnmrvgv7/5ianMHYtmJs7UdMrF2c0tcw4IM+F6N6DeEEnw/TNPH5fPj2S0ejUfx+f5vtntMPP7Xu5A0dOjTTGt+w4D5Y8RfIzofh02Dgt1pk8ZyzQ8TbXXT01tEZ9PU2DMMzi1Kkg67eEPuu5MCBA5O2DRw4ENM0qaioaPW7g7Nnz+a+++5rsX3dunXMmDGDDRs2ADBhwgS+/PLLxE28oaEBv99PTk4O9fX1BINBsrOzqaurIzs7m6ysLMLhMD6fj2AwSG1tLT169CAQCFBTU0OvXr3w+/3U1NQkVl/bP11QUIBt29TW1lJQUIBlWdTX15Ofn49pmjQ2NtK7d2+i0SjhcJhevXoRiUSIRqP07NmTcDiMZVn06NGDUCiEUoq8vDxCoRAQm5bZ2NiIYRjk5uYmxVRXV5cyptra2kRH9KOPPuLoo4+mT58+zJ8/nxkzZtC7d2+Ki4uZOXMmgUCA4uJizjzzTEzTZP78+Zx77rnU1tayZMkSzjrrLKqqqvj444+ZNWsWFRUVrFu3jlNPPZXS0lK+/vprTjzxRLZv387OnTuZNm0aJSUl7Nu3jylTprBx40YaGxuZNGkS1dXVVFdXM2HCBNauXUtubi7jxo1jzZo1FBYWMmbMGFauXMkdH9Sxq6b7VsUda2znbP9yRhllDDIqGWRUMoB9ZBmxjudNkZ/ypj0dgNN9q7gr6w+tHutfOw1etnoBcLxvPb/Ieqn1vGXZvGwNAGCSsZFfZL/Rat7lu7N4ySoC4DBjG3e2kffTcpuXzNEAFBm7uaeNvBvKG3nZPAyAflTz65w3W827bU81L5uHA9CDRu7PeavVvP+s2MNLX08CwMBmdhvHXWBN4u8lxyZe35f9FjlG6vpeZn2Ll7dMT7y+PfsdCo26lHk/tUfz8paTE69/lj2PocbelHm/sIt4adsZidfXZr3HGN+ulHm32f25aseZidc/ylrARN+WlHn3qN78eMe5idfnZ33Asb4vUuatUzlcuvP7idezgouY6v93yry2Mri49JLE65ODS5jq/zhlXoDLSi8gTOw+cWzwQ471f9hq3p9+eh5VxK7hwwPLmRp4v9W8N5eewS76AXBXYAVTA8Wt5r2z7ES+Vo2x/QIfMzXQ+vVzf9lU1qnYyNwN/lUcG2w97+9LjyI0qCe3+3x8+OGHjB49mqFDh7J48WImTJjAgAEDWLhwIVOmTGmz3Zs/f36r52iOto9QiA95nnjiiZlfWSdcB78bA2Yj/Og1GHNaymyeck4D8XYXHb11dAbveYdCIUpKShg5ciQ5OTmt5otPeevVq5fnRrzaIh3vtsqiqx+hYBhGuwuvjB07liuvvJI77rgjsW3p0qWccMIJlJaWMmjQoJT7pRrJKyoqorKyksLCwqRRofr6erZu3cqoUaMSI55tjXTV1tbSs2dPfD6fViN5dXV19OzZM+G4f55QKMSWLVsYNmwYPXr0yPhInlKKRYsWccIJJ5Cdnd3mSN7xD33AntowP5paxIBeOS3qw7JtfM3TPh8GJNIQG3Hx+XzkN+5g1J4F7OgzjT09x2LbNmMrP+DMDb9Iea2ZRhb/Gn07Xww+F6UU/arWMnnjYwTzemEbQWx/FqYRxDYC2L4gX/abya78SfgMg14N2zii9FUw/NgoMHyADwUow8e2wmns7HUEhmHQM7KH8aVzmwa3jKbr6pv0roLJ7CqYjGXb9DD3MbH0tRbXXjy9s9dEdvU5DqUUwWg1k0pfQSmbqqpqCgoKmg28GezuOZ4thdPw+Xz4zXom7fy/Vq+3vT3H8nWfEwEIqChHb//fVq/JyrxRbO5/WqyegCk7YqOJBgYYyb77sovYNHBWop6m7PwbPmUmjrlvXxUFBfn4fD5qswfzef/v4G/6fzpqxwsEVRhU02imYSTSDdkDWD/wHGj6/5u48yWyzPqUI0eNwUI+H3JBbAVew+CI0n+QHd2X7NuUDvl78tmQixPX28Tdb5AX3Zs0Y2DfvioKCwswA3msHnxJ4jo8rOwtekd2J9dZk6/yZbFq2GWJ9uLQ8nfp3bg9KU/zUbJVI67Fbgrk0Ir3KWjYkhTTN2nFqmFXgD/2/zq6cjF9Gza1qA8UVFVX8fW4n6CyemAYBkUVSxjY8GXKts4wDP495AeEfHn4fT6G7VvBwJrPWvjG0+uHXEhjIB+lFMNq1jCkek2LmOLp9YPOJZTdH1spBtf8m6LqT1rEBLGR/PV9Z1FabXLHJacCdHgkr7Kykn79+h24j1Dw+XxMmDDBG9OstnwY6+AVHgKjT201m6ec00C83UVHbx2dQV9v8NaiG0opzjjjDPx+P/PmzUv62+OPP84dd9zBZ599RlFRkae802HQoEGUlZUlbSsvLycQCLS5SE52dnbKKarxxWSaLyrj9/sTb0yad4JTpZVS5ObmJl43v4ZbS6c6TrzzkSrd1n7xtFKK008/Panu43ma133zlTLj3q2dK/46GAwm/JtPh20vbRhGIh1/4+Q0vX99QOzN/MSJExPHbJ6n+YdDzdM/PO4Qxg/uwAcQ0RCsexVWPg2ln8a2jSqAk86KpfflQN7n0G8s5A+DXkOg92Do0Z9AIJszgPgYj22PoaLiRPr165eyjTsi6dWhQOoPqAGOTXo1FpieOmNKjksj7xRs26aioqJV7284Ko3jPpxG3ofSyPubRCqVd/IE71+3eaTTk17d02be5Jq6o5VcMU5JepX8AcH+zicm/fWWNo+bfAUc2mbeaUmvxqaR97CUeeLe3066Rtp2OD7pVTq+hwE/cJh3LHBhq3mnNnk3b3Mgue1Ip61rD607eQMGDMi0RowdTcPOh5zwzRxuMwyB5Bu7p5zTQLzdRUdvHZ1BX+/mb2K9gGEYPPfcc0ycOJEnn3yS66+/HoitSHn77bfz5z//meHDhwPOb05e4/jjj+ett5Kn4cyfP59jjjkmIzF55RpIp+7j+b3gnQ7ptBMdnhtlmbDqOVj0ENTviW0z/DByRvLXPwpHwHcfc3RIXds38XYPHZ1BvB2fz7UzdTHRaJR58+Z128prabFjZez3sClQ+m94YgY8f1aLbJ5yTgPxdhcdvXV0Bn29bdumurq63Qdmu0lRURGPPfYYt912GyUlJSiluPrqqznttNO44oorAG9519XV8emnn/Lpp7HRkpKSEj799FO2bdsGwB133MFll12WyH/DDTewdetWbrnlFjZs2MCzzz7LM888w2233ZYRfy+VpZO6j+Mlb6d0ezsRaYAnT4Ti22IdvN5D4fT74Lav4LI3YFzL9xNO0LV9E2/30NEZxNsp2o7k+f1+pkyZ0i3PT0oLpWDnmlh66DEQyIGytbHflgn+b4rYM85pIt7uoqO3js6gh7dSisao1WKbEcymMWphGN33Zjk36E+aStcel19+Oa+//nri2XPr1q1j3bp1ib8bhkGPHj088T3CTz75hFNO+WYi0y23xKYmXX755Tz//POUlpYmOnwAI0eOpLi4mJtvvpm//OUvDBkyhD/96U9d9oy8VKSq++Z/685roKvrPo6XrgGnpNdOxL/vlcYJsvLg0DOgthROvQuOvhz8nR/t1KF9S4V4u4eOziDeTkmrk3fIIYewdevWFttvvPFG/vKXv3SZlBN8Ph99+vRx9ZwpidTB8ONg3xbof1hsekVWz9j2vRthwPhEVs84p4l4u4uO3jo6gx7ejVGLb90zr/2M3cDnv55FXlZ6nwU+9dRTTJgwgSVLlvDqq68mTU0xDMMTC9wAnHzyyUmLmOzP888/32LbSSedxOrVq7vRKpkDqe7jeOkacEq3tBO2BZF6yGn63t6pv4TpP4e8rjuPDu1bKsTbPXR0BvF2fL50Mn/88ceUlpYmft577z0ALryw9S8ZdhfRaJS3334780O12b3gR6/Cf3wS++TN54OBE2J/K12blNUzzmki3u6io7eOzqCvt5cZMGAA1113HePHj+f8889P+ptt21RVVWk1VU9wTlt1H0fHa6Aj7YRBG0N5tgX/uAZeuCA2VRNi7x+6sIMH+rZv4u0eOjqDeDslrY/T+vfvn/T6t7/9LaNHj+akk07qUiknBAIBZsyY4c1PBAdNhO0roHx90mZPO7eBeLuLjt46OoMe3rlBP5//elbSNqVUYpn17pz2lhvs2JSSQCCQskwNw9DusQ+ZJFXdx+nua6Cr6z6OjtdAOu1EuwuvKAVv3wrrXwNfEHauii2u0g3o0L6lQrzdQ0dnEG/H5+vojpFIhBdeeIFbbrklI421YRhd8nykTmNGILDfw337NS3NuvfrpM2ecU4T8XYXHb11dAY9vA3DSHvanFeJP09McMaBVPdxdLwGurSdWP6X2CqaGPD9Z7utgwd6tG+pEG/30NEZxNspHV5dc+7cuVRVVbVYOWt/wuEwNTU1ST9A4mGilmWlTJummZSOT+2Ip6PRKG+88UbiIbPRaDSRJxqNJr5rEU8rpVqkgaR0/LjxtGmabaYty8J+5Qp4aCT22le+iaPgkFjwlZuTYgqFQrzxxhtEo9GUMe2fzlRMzdOWZSXKOhQKpV1PmYypsbEx4b1/TG2lMx1TOBxOXCfp1FMmY2poaOCNN94gEol06bXX3THFr+1IJOLa/1N7McXLOu6RKt18ylt8e6p0PG/zdPNjpEo7Ob+TdJzm2/f3TrVv8ziab09VNwczOk57BD294+2Ek+sufuWn/Ox7+0pY8KtY+tuz4VvndJljKtLx9hLi7R46OoN4O6XDnbxnnnmG73znOwwZMqTNfLNnzyY/Pz/xU1RUBJBYdWvDhg1s2LABgLVr17Jx40YA1qxZQ0lJCQArV65k+/btACxbtozS0lICgQA9evSgqqoKgIULFybS8+fPp7a2FoDi4uLEm/zi4mJM0yQUClFcXAxAbW0t8+fPB6CqqoqFCxcCUFFRweLFiwEoLS1l2bJlAGzfvp2VK2OPTCgpKaGxbCM0VrJrTxVr18a+g7epyqAxfwwMmpgU09q1axk7diyBQCBlTACLFy+moqIiozGtWRNbLXTjxo2sXbuWQCDAiBEjkuJwWk+ZjGnNmjXMnDmTHTt2tIipM9ded8dUVVVFjx49CAQCadVTJmN67733mDlzJo2NjV167XV3TPEpE6Zpuvb/1FZMGzZsSHQK6+vriUQiQGy5//hNoba2Fsuy6N27dyINUFNTk3jjXFNTk+gQ7Z+G2Bvt5h+4xevXNM1EOhqNUldXB8RmbtTX1wOxDyEaGmLfIwqFQjQ2NibS8Q+CmneuGxoaEh/GNTQ0kJOTg2EYLWKKx908plAolDhv82svXh8HM/FPhHWa9gh6egcCAWbOnNm5KVbhOvjH1WCbcPj5MPWGrhNshS7xzgDi7R46OoN4O8VQbS0v1gpbt25l1KhRvPbaa5x77rlt5g2Hw4kbPMTefBQVFVFZWUlhYWHiZu73+5PSpmkmpnWYppl4Onw8bRgGoVCIrKws/H4/0WgUv9+Pz+cjGo0SCAQwDCORhtgbj+bpYDCIUiqRtm0by7ISadu2CQQCraYty8L3x3EY9eVY1/wLBh/ZIo7m6Wg0imVZZGdnx/bdL6b905mKSSmVSENsNaBwOJz4rkU69ZTJmOKe8TcT+7t39Nrr7pgsyyISiZCTk5MYZXFST5mMKRqNJo7fvG46e+11d0wAjY2NiY6HG/9PbcVUV1fHtm3bGDVqFNnZ2YnrN95MN08332YYBrZtt0jH8zVP+3y+RKcvVbqtc3Y2He/4NX+DnyqPYRiEw2E2b97MyJEjyc3NTaqzyspK+vXrR3V1tXZTdmpqasjPz0/pHgqFKCkpYeTIkeTk5LR5nHi9xetcF5x4p1MObhBvA+LtYFscff97VNZHeO/mEzl0YK9v/jDvLlj+P5A/HH6y9JtVNbuRdLy9hHi7h47OIN5t3Uea06GRvOeee44BAwZw1lntP6AzOzub3r17J/0AiTn5fr8/ZToQCA2+sT4AACAASURBVCSlfT5fUjr+aW78TUMwGEzkCQaDicKLpw3DaJEGktI+ny8pHX9D0VraryyM+j2xdEFRuzEBzJs3L1HB+8e0fzojMfn9Sen4G+h58+Yl3oilU0+ZjAlin/7H32S3VTdeism2bebPn5/ooDitp0zGZBgGxcXFiQ5QOvWUyZhM0+S9997DsizX/p/aiyle1s3fBO+fbj4qF9/efAGOeNowjBbp+D6tpZ2cv6Np+GaUsbU8zeNovj1V3RzMNB+l1QkdvZuP8rdHq3FN/D4MPhLO/qMrHTxIz9tLiLd76OgM4u2UtEfybNtm5MiRXHLJJfz2t79N+4ROe5/t4YlefNU2eHRibIWsX5bHHp+QLAlmGII5TS894NwBxNtddPTW0Rm85+10BONAHsWJ01ZZdNV9JBPISN6BPZI36dfz2dcQbTmSB2DbLd8ndCNea9+cIt7uoaMziHe3jeQtWLCAbdu2cdVVV3VYrqvIeA++Jva9H3oPbtlwf/go/GYwLLw/aXPGnTuIeLuLjt46OoO+3oIguIfTdqLFwivNF5hxsYMXR9f2TbzdQ0dnEG8npN3izJw5E6UUY8eO7Q4fx8Sna2a0kmt2xn73SrH4TDAXzMbYaF8TnnDuAOLtLjp66+gM+nrrOOUN9PX2IrqWpY7eHW4nlIL/PRsW3Auhmm5xawtd2zfxdg8dnUG8ndKhhVc6g87TbFqwcUHsi9SDj4Qz7kv+2xdvw98vhSFHw3X/yoyfIAha4bVpaplEpmsevPWvczkc9ev5VDVEWXDLSYypWwV/OwcCuXDzOujRL9N6giAcAHTrwitewBOfBh56Olw2t2UHD6D30Njv6h2JTZ5w7gDi7S46euvoDHp7x1fu1Aldvb2IrmWpo3c67URSlmV/iv2e9KOMdPB0bt/E2x10dAbxdoq2nTzTNFmyZIl3h2rzY88DpL48tvgKGji3gni7i47eOjqDvt5KKWpra7W8weno7UV0LUsdvTvSTmTt/QI2LQDDB8f/tBvtWkfX9k283UNHZxBvp8h0zc7Q1kpZSsUWXjEb4aY10GeUu26CIGiHztPUuhqZrnnw1r/O5XDEvfOoCZl8OmUBBZ89C+O/Cxe/kGktQRAOIA746Zq2bVNZWZl4Tl5GeO478Nvhse/m7Y9hQP6wWLppyqYnnDuAeLuLjt46OoO+3vFlmHUaDQF9vb2IrmWpo3e67UQ2EXp99Y/Yi8lXdqNZ2+javom3e+joDOLtFG07eZZl8fHHH2NZVuYk6vdAqDq2kmYqRp0E486GYA/AI84dQLzdRUdvHZ1BX2+lFPX19Vq9UQZ9vb2IrmWpo3e67cS3fSvxh6shfziMOqWb7VpH1/ZNvN1DR2cQb6do28kLBoPMmjWLYDCYOYmGitjvvL6p/37WH+AHL8KwyYBHnDuAeLuLjt46OoO+3j6fj/z8fHwZeO5WKpRSnH766cyaNavF3x5//HH8fj+GYbB58+Yk7127dlFYWMhjjz3mtrL2eOUacFr3mzZtAr7xLisr06bu02knFPBvNZqqI6+F436SkWfjxdG1fRNv99DRGcTbKd54h9ABbNumvLw8c0O1VjQ2igeOV83KuHMHEW930dFbR2fQ11spRTQa9cxoiGEYPPfcc3z00Uc8+eSTie0lJSXcfvvtPPPMM5x//vlcfvnlhMPhhPd1113HpEmTuOmmmzKlri1euQbSqXvbthPeOtV9uu3EFjWYyhPuheNv7F6xdtC1fRNv99DRGcTbKVp38tatW5e5Cm6obEoYkFvYej6lINIAeMC5g4i3u+joraMz6OsN0NjYmGmFJIqKinjssce47bbbKCkpQSnF1VdfzWmnncYVV1zBk08+yaZNm/jd734HwPPPP8+SJUt47rnnMAwjw/Z64pVrwGnd//GPfwTgr3/9q1Z135F2wgtx6dq+ibd76OgM4u0UWV2zo+xeD3OmxaZq/mJz6jxblsILF0Df0fCTpe76CYKgHW2uKhipb31Hww/BHId5fcnfI24tb1aP9oVTcN5551FVVcUFF1zA/fffz7p16xgwYAAAc+fO5ZJLLuHNN9/koosu4pFHHuGKK65IeRxZXdNpfR5cde91HvnVT1gdHc6vf/4TRg4syLSOIAgHIE7vgQEXnboU27YpLS1l8ODBmflOQn38+3htTNXMLYg9QqG2DPCAcwcRb3fR0VtHZ9DM+8Ehrf/t0Jnww1e+ef27MRBtSJ13xAlw5dvfvH50IjTsbZnv3uoOaT711FNMmDCBJUuW8Oqrrybe5AOce+65fP/73+fb3/42Z599dqtv8oX9aKPu1aEzMTSo+/POO4+LLrqIb3/725x55plcfvnlHTpHJnDcTtSW8XNewpel2NbwPSCznTyt2rdmiLd76OgM4u0UfUpmP2zb5uuvv87cUG0wD0afBsOPaz1Pz0Gx3w0VYEYy79xBxNtddPTW0Rn09fYyAwYM4LrrrmP8+PGcf/75Lf5+6623Yts2d999dwbshO6kvbq/++67sW2b2267LQN2HcdxO/HlO/gMxRp7DHavYe7ItYGu7Zt4u4eOziDeTtF2JC8QCHDiiSdmTqBoCvz4tbbz5PUBXxDsKNTtJlBQlFnnDpLxsu4g4u0eOjqDZt537mr9b4Y/+fV/bWoj736f7f3nZx13aoVAIEAg0PL2YhgGBQUFiTyCQ9qoe0OTuo//DSA/P98T31lziuN2YuN8ABZYR3NhNzs5Qav2rRni7R46OoN4O0XrkbytW7d6uxdvGNCraTSvbrcezikQb3fR0VtHZ9DMO6tH4kcF8wirACqYF9sWzGk1b4uf/Z/r2Vq+bkApRTgc7pZjH9CkqJ/ENRDIbjevF+q+OZFIJOOrgqaDo3YiGoLNHwDwgX0UXujDatW+NUO83UNHZxBvp2jdydu5c2fmKtjpDSreyastzbxzBxFvd9HRW0dn0NcbIBqNZlqhQ5immWmFAwa5BtzBUTuxdSlEG9itClmvRrgn1wa6tm/i7R46OoN4O0Xb+TKBQIBp06ZlTuD16+HLd+GM++CYK1vP13Ng7HdtWeadO4h4u4uO3jo6g77ehmHQs2fPTGukjWEY9OjR/SNFBwO6XgMAeXl52k3XbLedaJqquYRJgDdi07V9E2/30NEZxNsp2o7kWZbFpk2bsCwrMwKNVRCuBp+/7XzDj4NxZ0PvoZl37iDi7S46euvoDPp6K6UIhUKenfJ277338umnn7bYrpRi0KBB2LbNUUcdlQGzAwevXgOt1T3AIYccgm3bjBs3znPebeGondi9HoAlKnZdGx7o6Onavom3e+joDOLtFG07eUop9u3bl7kbRagq9jsnv+180/4DfvAijDsz884dRLzdRUdvHZ1BX29Au5tbHF29vYiuZambt6N24vK34GerWMqR7om1g67tm3i7h47OIN5O0Xq65pQpUzInEGp6jlCO8+fgZNy5g4i3u+joraMz6Out67RHXb29iK5lqaO3o3bCMKDfGBrYBFieWHhF1/ZNvN1DR2cQb6doO5JnWRZffPFF5j4RTHTy2hnJg9giLaGazDt3EPF2Fx29dXQGfb2VUjQ2Nmr5KaaO3l5E17LU0TuddsJLYenavom3e+joDOLtFG07eQCNjY0ZPHnTdM3cdkby9nwJDwyEP8Xm6WfUuROIt7vo6K2jM+jrrdOb5Obo6u1FdC1LHb3bbCeeOwv+v8tg3xbXfJyia/sm3u6hozOItxO0na7p9/uZNGlSZk5uhsFsqqT2RvLy+oEVhoYwfmVlzrkTZLSsO4F4u4eOzqCvt2EY5OXlZVojbXT19iK6lqWO3m22E3V7YOuHsfTZj6LwTgdW1/ZNvN1DR2cQb6ekPZK3c+dOfvSjH9G3b1/y8vI46qijWLVqVXe4tYllWaxbty4zQ7VmGEafCkMnQ3bvtvPm9QFfEACrpjRzzp0go2XdCcTbPXR0Bu96t/cMHR2nvEF63ro9/6grcVI+B/I14LWY2mwn4h28gRNi93sP4dX2rT3E2z10dAbxdkpaI3n79u1j+vTpnHLKKbzzzjsMGDCAr7/+moIC54uPHBDk9IYfv+4sr2HEnpVXswPqdgN6fYIpCIJ7ZGVl4fP52LVrF/379ycrKyvl88SUUoTDYQCtnjfmxFspRSQSYc+ePfh8PrKystxUzCjBYBDDMNizZw/9+/dvs24P1GtAKcWePXswDINgMOi2XvpsXRb7PWJ60maNqkQQhAMUQ6Xxkdl///d/s3TpUpYsWdLhE9bU1JCfn091dTW9e7czCnag8NTJsGsNXPJ3OOw7mbYRBMHDRCIRSktLaWhoyLRKRsnLy2Pw4MEpO3k630fac6+rq2PHjh2eG81yE8MwGDZsmB4Pe4/f3y94BiZ+n8N++Q5h0+bD209hWKF8qCsIQtfj9B6Y1kjem2++yaxZs7jwwgtZtGgRQ4cO5cYbb+Taa6/ttHC6WJbF2rVrOeKII/D723kgeabp0R8Au7aMf69Zo4dzM7Qq62aIt3vo6Aze9M7KymL48OGYptnqlA7Lsvjyyy857LDDPOPtBKfefr+fQCCg1QhVV9GzZ08OPfRQotFom/kO5GsgGAx6KqZW24loCMrWxdLDjsmMXBt4sX1zgni7h47OIN5OSauTt3nzZubMmcMtt9zCnXfeycqVK7npppvIzs7msssuS7lPOBxOTM2AWO8TvnkYavy33+9PSpumiWEYibTP58Pn8yXSANnZ2di2jd/vJxqN4vf78fl8RKPRxBuEeBrANM2kdDAYRCmVSNu2jWVZibRt2wQCgRZpte41/G/fgj36VOzv/ZVAINBqHJZlYeT1wwfYtbvJHpidOP/+Me2fdjOmeNqyLJRSSTHFy9qyrLTrKZMxmaZJbm5uyphS1ZOXYsrOjl0n6dRTJmOKRqPk5uailCIajXbZtdfdMUGsU6WUStRHd/8/OY3JMIzE9M39Y/L7/eTl5REIBAgGgxlvI5zGFA6Hyc3NJScnB6VUm/XUPI79Y2qvA6Q7fr+/3TcAlmWRl5dHTk6Odm9ydPTOzc1tubHsM7CjsQXWCkYk/ckrH1Ck9NYA8XYPHZ1BvJ2Q1sIrtm1z9NFH8+CDDzJp0iSuv/56rr32WubMmdPqPrNnzyY/Pz/xU1RUBMC6dbFPvzZs2MCGDRsAWLt2LRs3bgRgzZo1lJSUALBy5Uq2b98OwLJlyygtLcXv91NWVsa+ffsAWLhwIVVVsccazJ8/n9raWgCKi4sJhUKYpklxcTGmaRIKhSguLgagtraW+fPnA1BVVcXChQsBqKioYPHixQCUlpaybFls3v327dvZsmENhKtpqK1izZo1AGzcuJG1a9emjKk8WATjzmZrTez7JX6/P2VMAIsXL6aiosL1mFauXAlASUlJi5j8fj+2bfPVV1+lXU+ZjGnVqlWMGzeObdu2Oaonr8S0b98+ysrK8Pv9adVTJmOaN28e48aNo6GhoUuvve6Oye/3s2nTJqLRqGv/T10R0759+xg3bhwffPCBJ9oIpzGtWrWKvLw8/H5/p669uHtX8PjjjzNy5EhycnKYPHlyu19HePHFFznyyCMT00mvvPJK9u7d22U+TvH7/YwbN06rjhLo6d2qsxWGocfAiGmJL+F5aZKtjmUN4u0mOjqDeDtGpcHw4cPV1VdfnbTt8ccfV0OGDGl1n1AopKqrqxM/27dvV4CqrKxUSillmqYyTbNFOhqNJqUty0pKR6NRtWLFChUOh5VSSkUikUSeSCSibNtOStu23SKtlEpKW5aVlI5GoynT5gcPK/Wr3sp67YbE9tbiaJ4OhULqo48+UtFoNGVM+6fdjKl5HPvHFI1G1UcffaRCoVDa9ZTJmBobG9XKlStVKBRKq54yHVM4HFYrVqxIutad1FMmY2poaFArV65UkUikS6+97o4p3o7EX7vx/9QVMYXDYbVy5UrV2NjoiTbCaUyNjY3ttoFOrr2KigoFqOrqatUZ/v73v6tgMKiefvpp9fnnn6uf//znqkePHmrr1q0p8y9ZskT5fD712GOPqc2bN6slS5aoww8/XJ133nmOz1ldXd0l7tFoVK1cuTJRF7qgo3e7zk3XqFJKHXpXsRpx+z/Vjn0NLtm1jo5lrZR4u4mOzkqJt9P7SFrTNadPn86XX36ZtO2rr75ixIgRrewRm+YXn3rWnHgvtnlvtnk6Pi2ntbRSir59+yb2ab4KVzrp5it4xacLtZcmEvtk2ZdbiK/Jp7U49o+pT58+ialL7cXqZkzxdCp3y7Lo06dPwi2despkTMFgkMLCQgKBQLvXm5di8vv99O3bF8Mw0qqnTMaUlZVFYWEhPp8vcd6uuPa6OybDMOjbty8+n6/Fan7d9f/UFTFZlkVhYWFiqmZr8bUVdyZiCgaD7baB6V57neGPf/wjV199Nddccw0Ajz76KPPmzWPOnDnMnj27Rf4VK1ZwyCGHcNNNNwEwcuRIrr/+eh5++OEu8UkHwzAoLCz0zLRAp+jo3a5z8+1NQ3leiE7HsgbxdhMdnUG8nZLWdM2bb76ZFStW8OCDD7Jp0yb+7//+j6eeeoqf/vSn3eXXKn6/nzFjxmRmqLYxNpWI3DQeHaEUfrMhc86dIKNl3QnE2z10dAbxdhsveUciEVatWsXMmTOTts+cOTMxTXV/pk2bxo4dOyguLkYpxe7du3n11Vc566yz3FBOwktlmQ46eqd0NiMQqc+clAN0LGsQbzfR0RnE2ylpdfKmTJnC66+/zksvvcSECRO4//77efTRR/nhD3/YXX6tYpomy5YtwzRN189NOLZ4TLsPQo9TsREeGIB6dGLmnDtBRsu6E4i3e+joDOLtNl7yrqiowLIsBg4cmLR94MCBlJWVpdxn2rRpvPjii1x88cVkZWUxaNAgCgoK+POf/9zqecLhMDU1NUk/kLz4WKq02Wx1VdM0Ew+Hj6dN02Tp0qVEIhEgthhNPE80Gk08giGeVk2LIjVPA0lp27aT0vF6ai1tWVZS2klM4XCYZcuWEQqFWsS0f9orMcXLOr6InGVZWF8vhNlF2C9dmhRffCjPsqyMxxQKhVi2bBnhcDjtemrr2uvumCKRCEuXLk261p3UU6Zjil8njY2NadVTJmMyTZMPP/ww8doLbYSTmCKRSIt2xMvtXjwdCoUS13Znrz0npNXJAzj77LP57LPPCIVCbNiwISOPT4DY9KGhQ4cmphC5SvzTu2yHz/DJLQQrgtG4j6GDB2TGuRNktKw7gXi7h47OIN5u40Xv/afNKKVanUrz+eefc9NNN3HPPfewatUq3n33XUpKSrjhhhtaPX53LT7m8/moq6ujsrIS8M5CXe3FtG3bNoYOHcrq1as9tVBXWzHFp3M3X3ysct1CUBb7akNJ9WQ3Tddc9cknGY9p9erVDB06VLvFxyorK6mrq8Pn83lqoa72YvL5fPTt2zcRh1cW6morJp/Px969e4lEIp5pI5zEVFlZydChQ1m0aJEn2ginMa1evZrc3Fx8Pp8ri4+l9TD0rkDnh9gmePdO2L4CTrkTxpzefn7bhvv7gbLglg3Qe0j3OwqCIBygdMV9JBKJkJeXxyuvvML555+f2P7zn/+cTz/9lEWLFrXY58c//jGhUIhXXnklse3DDz9kxowZ7Nq1i8GDB7fYJ9VjhIqKiqisrKSwsNDTj3Lx4mNPvBKT79UrMDa8iXXafTDtPxIxjf/VfKKWYsl/ncTQwjytYjoQ60likpgOxJgqKyvp169fu/dA73ycmiamabJ48eLMTPv59oNw7UJnHTwAnw969ANg9ZJ3PTFVKR0yWtadQLzdQ0dnEG+38ZJ3VlYWkydP5r333kva/t577zFt2rSU+zQ0NLQYhYx/t6K1z0uzs7Pp3bt30k/z/fx+f8p08wWjAoFA4rzxtGnGpr7Gp/XsvwhPfDQyno4vttM8DS0X4Wmejr+haC3t9/uT0k5iUkolPinfP6b9016JKT4NL17Hfr8fY/f6WHrIEfvFF6v3oAdigtgIQfwNaTr11Na1190x2badmNbdldded8dkmiZLlixJ5HXj/6mzMZmmyfLly7EsyzNthJOYbNtm8eLFiQXq0qmnTMYEsQ8G4x3Pzlx7TtC2k+fz+Rg9erSnpv20SY8BAAzvm6uPcxPalXUT4u0eOjqDeLuN17xvueUW/vrXv/Lss8+yYcMGbr75ZrZt25aYfnnHHXdw2WWXJfJ/97vf5bXXXmPOnDls3ryZpUuXctNNN3HssccyZIi7MzS8VpZO0dG7hXO4Dio3x9IDJ2ZOrB10LGsQbzfR0RnE2ylpPULBS/h8se92aEPP/rAb+uWo2MieRmhX1k2It3vo6Azi7TZe87744ovZu3cvv/71ryktLWXChAkUFxcnHgtUWlrKtm3bEvmvuOIKamtr+Z//+R9uvfVWCgoKOPXUU3nooYdcd/daWTpFR+8WzuWfAwp6Dord21PghZXddSxrEG830dEZxNvx+Vw7UxdjmiYLFy7MzLSfRybCIxOgalv7eeM0jeRt+vdyT0xVSoeMlnUnEG/30NEZxNttvOh94403smXLFsLhMKtWreLEE09M/O3555/ngw8+SMr/H//xH6xfv56GhgZ27drFCy+8kJE3G14sSyfo6N3Cueyz2O9BE1rkdXWRg3bQsaxBvN1ER2cQb6doPZI3YcIE94dqlYLq7YACf8uHvLfKsGNQkXr6j5ii5fByRsq6k4i3e+joDOLtNrp6exFdy1JH7xbOfUbCxItg6OTMirWDjmUN4u0mOjqDeDtFVtdMl0gDPNi0gtodO50/RkEQBEHoEnS+j+jsLrTPqDvexlaw8s7TGNA7J9M6giAcgDi9j+jVBW5GNBpl3rx5jh8I2GVE6poSBgTz0to1Y86dRLzdRUdvHZ1BvN1GV28vomtZ6uitozOIt9vo6K2jM4i3U7Tt5Pn9fqZMmZK0LKkrxDt5WT3SXkDF7/Mx5Yhx7jt3koyVdScRb/fQ0RnE22109fYiupaljt5JzqFq2PMV2FbbO3lg4RUdyxrE2010dAbxdoq2nTyfz0efPn3cn48bqY/9zuqR3n7lG/D9ZiB9XjhNyznEGSnrTiLe7qGjM4i32+jq7UV0LUsdvZOcSxbDX6bAs99OmddLC6/oWNYg3m6iozOIt+PzuXKWbiAajfL2229nYLpmvJOX5nfxcgvBjqLqK4iGQ13v1Y1krKw7iXi7h47OIN5uo6u3F9G1LHX0TnLe80VsY5+RmZVygI5lDeLtJjo6g3g7RdvVNQOBADNmzEg8dd41/EEYcjTkp7lkdl4/FAYGikC0BrL1+UJ2xsq6k4i3e+joDOLtNrp6exFdy1JH7yTnPV/FNvY/rM19DA/M19SxrEG83URHZxBvx+dz5SzdgGEYmVmZbOhkuO5f6e/nD2Dk9YGGvRj1e6DngK536yYyVtadRLzdQ0dnEG+30dXbi+haljp6JznHR/L6pe7kubteedvoWNYg3m6iozOIt1O0nq75xhtvaDVUq3r0B8CsLs2wSXroWNYg3m6iozOIt9vo6u1FdC1LHb0TzpEwVGyMbew/LrNSDtCxrEG83URHZxBvp2j7nDylFKFQiJycHAwj89MinKD+97sYJYtR5z+FceTFmdZxjI5lDeLtJjo6g3i7TVd56/ysuYP5Hgh6eiecG8sw/nQU+LPgzlLwt5wMdch/vw3AJ788nX49s91WTULHsgbxdhMdnUG8D/jn5AGZmYu74gl4ZCIsfCD9fXs0TdGsL+9aJxfQbd5zHPF2Dx2dQbzdRldvL6JrWeroHQgEoKLp+3h9x6Ts4HkRHcsaxNtNdHQG8XaCtp080zQpLi7GNE13T1xfDtXbIFyb9q72kGPYVTAFq1dRN4h1Hxkr604i3u6hozOIt9vo6u1FdC1LHb0Tzr2K4KT/hkk/bncfL4wt6FjWIN5uoqMziLdTtJ6uaZomgUDA3aHad26Hj56AGbfCafektWvGnDuJeLuLjt46OoN4u01Xect0TbkG3MSps1KKkXcUA7Dql6fT1wPTNXUraxBvN9HRGcT7oJiumZEefKQu9jvdh6E3odunDnHE21109NbRGcTbbXT19iK6lqWO3jo6g3i7jY7eOjqDeDtB206eaZrMnz/f/UoOxzt5vdLe1TRN5s+bh1m/r4ulupeMlXUnEW/30NEZxNttdPX2IrqWpY7e8Xu39cW7sG9Lq89JaL7ZC6MLOpY1iLeb6OgM4u0UbadrZowXvg+b3oNzH4dJP0xv37LP4KmToUd/uPWLbtETBEE40NH5PqKz+0FN7W74w1gwfHBXGQRaTsW0bcWoO2PTNVfffQZ9emS5bSkIwkHAAT9dUylFTU0NLvdRIVIf+92B6ZoqpwBsE1W/x1tPTG2HjJV1JxFv99DRGcTbbXT19iK6lqWO3kop6revjb3IL0rZwdufzI/j6VnWIN5uoqMziLdTtO3kmabJkiVL3B+qzR8GfQ+FvL5p72pmFwJg2CY06jNlM2Nl3UnE2z10dAbxdhtdvb2IrmWpo7dpmmxaOT/2os+oVvN57e2mjmUN4u0mOjqDeDslrema9957L/fdd1/StoEDB1JWVub4hAf9VJXfDodQNfx0JfQ/LNM2giAI2qHzfURn94OaBffCh4/AlGvgrD+kzGLZitFN0zXX3H0GhTJdUxCEbqDbpmsefvjhlJaWJn4+++yzTol2FNu2qaysxLbtjJy/I9i2jZXbNAJYp88D0XUsaxBvN9HRGcTbbXT19iK6lqWO3rZtEylr+h59n9Gt5mv+mbkH1l3RsqxBvN1ER2cQb6ek3ckLBAIMGjQo8dO/f//u8GoXy7L4+OOPsSwrI+fvCJZlUW02zeWv16eTp2NZg3i7iY7OIN5uo6u3F9G1LHX0tiyL0K7PYy/6tt7J8xo6ljWIt5vo6Azi7ZS0p2v+7ne/Iz8/n+zsbKZOncqDDz7IS6X/TQAAIABJREFUqFGtz1EPh8OEw+HE65qaGoqKiqisrKSwsDARqN/vT0qbpolhGIm0z+fD5/O1mo5Go/j9/kQ6/qDBeBpIPIAwng4Gg4kHEwaDwdhIm2Ul0rZtEwgEvkn7fKg/T4JgHsYVb2Nl56OUIhAItBrH/jH5/3ElxoY3sWbNxph6Q+Zj2i9tWVbaMXmuniQmiUliOqBjqqyspF+/flpOeZTpmhqiFDw4FKL18LNPoN+hKbOZls2Yu94B4N/3zCQ/L+impSAIBwndMl1z6tSp/O1vf2PevHk8/fTTlJWVMW3aNPbu3dvqPrNnzyY/Pz/xU1RUBMC6desA2LBhAxs2bABg7dq1bNy4EYA1a9ZQUlICwMqVK9m+fTsAy5Yto7S0FNu2WbhwIeXlsRGxhQsXUlVVBcD8+fOpra0FoLi4mFAohGmaFBcXY5omoVCI4uLYvPna2lrmz499obqqqoqFCxcCUFFRweLFiwEoLS1l2bJlEG3A2LcFo/xzCGRTUlLCmjVrANi4cSNr165tM6bVq1ezMzACNf5cvtodahETwOLFi6moqHAvJmD79u2sXLkSIGVMtm2zatUqPv/887TrKdMxlZeXs3nz5rTqKdMxlZeXs3DhQmzbTqueMh1TeXk5NTU1XXrtdXdMtm1TXFxMQ0ODa/9PXRFTeXl54jrxQhuRTkzr16/Htu1OXXtx94MZ27YpLy/XcrqSbt62FaVmxj2oE26FghGt5vPawis6ljWIt5vo6Azi7RjVCerq6tTAgQPVH/7wh1bzhEIhVV1dnfjZvn27AlRlZaVSSinTNJVpmi3S0Wg0KW1ZVlI6Go2qBQsWqHA4rJRSKhKJJPJEIhFl23ZS2rbtFmmlVFLasqykdDQaTU7XlCn1q97K/lW+UratTNNM5GktjubpUCikFixYoKLRaMqY9k+7EtN+6VQxxcs6FAqlXU+ZjKmxsVG9//77KhQKpVVPmY4pHA4nrpN06imTMTU0NKj3339fRSKRLr32ujum+LUdf+3G/1NXxBQOh9X777+vGhsbPdFGOI2psbGx3TbQybVXUVGhAFVdXa10o7q6ukvco9Goev/99xN1oQs6ejt1jpiWGnH7P9WI2/+pquojLtm1jo5lrZR4u4mOzkqJt9P7SKcfhn7GGWcwZswY5syZ4yi/1lNV9n4Nfz4asnrBnTsybSMIgnBQovN9RGd3oW0ips3YXzZN1/zVTPJzZbqmIAhdjysPQw+Hw2zYsIHBgwd35jAdwrZtdu7c6e5QbScehA7NnC0TQjVdKNa9ZKSsuwDxdg8dnUG83UZXby+ia1nq6G1v+4iKj17BrtVnwTTQs6xBvN1ER2cQb6ek1cm77bbbWLRoESUlJXz00Ud8//vfp6amhssvv7y7/FrFtm2+/vrrzHTysnt2aHfbttm95h2M3wyEJ6Z3oVj3kpGy7gLE2z10dAbxdhtdvb2IrmWppfeyP9HvnWtQn72SaZO00LKsEW830dEZxNspaU3X/MEPfpD4gnz//v057rjjuP/++/nWt77l+IRaT1XZ+B68+H0YfCRcv7hjx6jcDH+KrdDJXaVd6ycIgnAQoPN9RGf3g5Y502H3Orj0FRg7s9VsYdPisF++C8Dae2fSO0emawqC0PV0y3TNv//97+zatYtIJMLOnTv5xz/+kVYHryuxbZutW7e624v3+WMPQi0Y3qHdbdtmW2XT4ySiDRCu60K57iMjZd0FiLd76OgM4u02unp7EV3LUjtvpVCVmwGwC0dmWCY9tCvrJsTbPXR0BvF2Sqe+k5dJMjIfd/SpcNNquPiFDu1u2zY7yvehgnmxDZo8EF3mPruLjt46OoN4u42u3l5E17LUzru2FCPagDJ82L2HOd7N6EYlp2hX1k2It3vo6Azi7ZROr66ZLjJVBXj0CKjaClfNh+FTM20jCIKgFTrfR3R2PyjZ8iE8fxYUjoSff9pm1lDUYtzdseman907k14yXVMQhG7AldU1M4llWWzatAnLsjKt4pi4s+rRP7ZBk5E8HcsaxNtNdHQG8XYbXb29iK5lqZ33vq0ANOQM0Me5Ce3Kugnxdg8dnUG8naJtJ08pxb59+3B1IHLZn2HOCbDC2TMB9yfh3KNfbEP9ni6U6z4yUtZdgHi7h47OIN5uo6u3F9G1LLXzrop18uqC/dJyNozMT9jUrqybEG/30NEZxNspMl0zHYp/ASufhBm3wWl3d/w4y/4MOz6BST+CQ8/oOj9BEISDAJ3vIzq7H5SUfwE7P4lN1zyk7UcfNZ+uue6+WfTMDrhhKAjCQcZBMV3ziy++cHeotpMPQ084T70RLvpfbTp4GSnrLkC83UNHZxBvt9HV24voWpbaeQ8Yh3XEJXwR6puWc+bH8TQs6ybE2z10dAbxdoq2nTyAxsZGd08YqY39zu7V4UO47txFiLe76OitozOIt9vo6u1FdC1LHb2dOHtx5piOZQ3i7SY6OoN4O0Gma6bDCxfApgVw3hw46tLOHcu2IVIHOZqVgSAIQobR+T6is/tBhxmBf78EhSPgkBPB1/bn4o0Ri/H3xKZrrr9vFj1kuqYgCN3AQTFdc926ddpN11y3bh3W1uVwfz946uSuc+tGMlLWXYB4u4eOziDebqOrtxfRtSy18q7eDm/dhHrpEtatX9+us+Kbz8w9sO6KXmXdDPF2Dx2dQbydom0nLyNE6mK/s3p27jg5BaAsqK/ovJMgCILQYR5//HFGjhxJTk4OkydPZsmSJW3mD4fD3HXXXYwYMYLs7GxGjx7Ns88+65Kt4Cr7tsR+5xd5o9cmCIKQBtrOJfD7/UyYMMHdk+b2gR4DICe/Q7snnBv3xTaEqyEagmBOF0p2PRkp6y5AvN1DR2cQb7fxmvfLL7/Mf/7nf/L4448zffp0nnzySb7zne/w+eefM3z48JT7XHTRRezevZtnnnmGMWPGUF5ejmmaLpt7ryydopV31TYAjMJD0nY2PLD0ilZl3Qzxdg8dnUG8naLtSJ5lWaxZs8bdodrL34T/2gjDjunQ7gnnYC/wZ8U2avCsvIyUdRcg3u6hozOIt9t4zfuPf/wjV199Nddccw3jx4/n0UcfpaioiDlzUj8L9d1332XRokUUFxdz+umnc8ghh3Dssccybdo0l829V5ZO0cq76Rl5dsFwR85eW3hFq7Juhni7h47OIN5O0baTB5Cbm5tphbTJzc2NTfvo0T+2ob48s0IO0bGsQbzdREdnEG+38Yp3JBJh1apVzJw5M2n7zJkzWbZsWcp93nzzTY455hgefvhhhg4dytixY7ntttvaXC0tHA5TU1OT9AMkbvKWZaVMm6aZlLZtu0U6Ozs7kY5Go0np+Jpq8bRSqkUaSErbtp2Ujo9Qtpa2LCsp7TSm3NzcVmNqns50THblllglFgwnOzvbUT3F8UpMubm5Ha6ntuLo7piys7Md15OXYsrJyXH9/6mzMWVlZXmujXAS0/7tyP/P3rnHR1HdjfuZ2d0kAiEkIBcxooICSr3Ca62XWi+t2P6K9m21tdW3rfatb3mtl7e1rfZtq6+KVmvpTau11tp6q7Vo1SihRggaJVwSQyAgYICIiRByJWQvc/n9seySJZtkNjtzdg6c5/PJZ06WM2ee73cmM5w9Z2b8ft5LlAsKCoa1n9LFMRTSdvICgQAzZswgEAjkWsUxKc6JTt4e/4/kyZhrUN4ikdEZlLdo/OTd2tqKaZpMmDAh5fMJEybQ0tKSdp3333+fN998k/r6ehYtWsTChQv5+9//zvz58wfczoIFCygqKkr+lJaWAlBfXw9AQ0MDDQ0NANTV1bFp0yYAampqaGxsBKC6upqmpiYAqqqqaG5uJhAI0NLSQnt7fPp/RUUFHR0dAJSXl9PdHX/lT1lZGeFwGMMwKCsrwzAMwuEwZWVlAHR3d1NeXg5AR0cHFRUVyfxUVlYC0NzcnOz4NjU1UV1dDUBjYyM1NTUAbNq0ibq6uiFj2r59OzNmzGD16tX9YgKorKyktbXVFzFFWt4DQC8+GsuyeO+99wbdT6tWr07u9xUr3sl5TKtXr2bGjBls37494/002LHndUzt7e20tLQQCARcPfa8jikQCDB58mRef/31jPZTLmMKBAJs3ryZWCzmm3OEk5ja29uZMWMGS5culeK8l4hp9erVjBgxgkAgkNWxl3AfElswnZ2dNmB3dnZm1U4sFrOrq6vtWCzmktkQhLtt+6GzbfuPF9t2LDKsJlKc//Lvtv3T0ba9+gmXRd1HeK5dQnmLQ0Zn21beonHL243ryI4dO2zArqqqSvn8zjvvtKdPn552nYsuusguKCiwOzo6kp89//zztqZp9t69e9OuEw6H7c7OzuRPU1OTDdhtbW22bdu2YRi2YRj9yrFYLKVsmmZKORaL2e+8844dicSvR9FoNFknGo3almWllC3L6le2bTulbJpmSjmxnwYqG4aRUk4Xx4ExhcNhu7q62u7t7e0X04HlXMdk/Xyqbf90tB1rWm2vWLHCDofDg+6n9j299pQfvGxP+cHLdvfecM5j6u3ttaurq+1wOJzxfhrs2PM6pkgkYr/zzjspx/pg+8kvMcViMXvFihXJc4GIv6dsY0qcRxK/++Ec4SSmSCTS7zzi5/Neotzb22uvWLHCjsViWR17ra2tjq6B0j54RdM0iouL0UQ98Sq6B1rqQNMhEBpWEynOR58VfxXD6CNcFnUf4bl2CeUtDhmdQXmLxk/e48aNS46G9WXnzp39RvcSTJo0icmTJ1NUtP/hWzNnzsS2bT744AOOO+64fuvk5+cnp571JTGa2XdUs285GAwOWrZtm7FjxybXCYX2X5cyKWualizruo6+711wTsoDuQ8WU+IYCIVCyXYGijXXMWlffAzat6GNnUpJeFfSzel+ShefyJhCoRDFxcUEg8Ehj7dMjj2vYwoEAowdOxZN01w99ryOyTRNSkpKyMvL6+fr1d9TtjFpmsbYsWPRdT1lfxxYR+Q5wknZNM1+5xE/n/f6br+kpARN0watk0l5MKTt5AUCAaZNmyZug8l35I0a9qOUU5zPvsklMe8RnmuXUN7ikNEZlLdo/OSdl5fH6aefzpIlS7jsssuSny9ZsoR58+alXeess87iueeeY8+ePYwaFX+VznvvvYeu6xx55JFCvBP4KZeZIJX3MefCMRAApk0b+qnats+evCJVrvugvMUhozMob6dIe0+eYRhUVVWJe3R18h15w3sROuTA2SWUt1hk9JbRGZS3aPzmffPNN/Poo4/y2GOP0dDQwE033cT27du57rrrAPjRj37E1Vdfnax/5ZVXMnbsWL7xjW+wfv16Kisr+f73v883v/lN4Q+U8VsunSKjt4zOoLxFI6O3jM6gvJ0i7UierutMnjw5OXzqOX1H8oZJP2fLgmj3sN+7JwrhuXYJ5S0OGZ1BeYvGb95XXHEFu3fv5o477qC5uZlZs2ZRVlbGlClTgPiN99u3b0/WHzVqFEuWLOH6669n9uzZjB07lssvv5w777xTuLvfcukUabybVsLO9TD5dPTxJ2Ts7IMZyfLk+gCUtzhkdAbl7RTNFjy/oKuri6KiIjo7Oxk9erTITWfHe+Xw1Jdg0inw7WXZt7f1Tfjz52Hc8TD/nezbUygUikMEaa8jyO1+SLH4Nnj7t/Dx+XDx3Y5W6QrHOOln8afebbzzYvKDuX+KrEKhOPhweh2RqwvcB8MwqKyszMF0zeGP5KU4F4wB25TiPXnCc+0SylscMjqD8haNrN5+RNZcSuPdvjW+LJ4ij/MBKG+xyOgtozMob6dI28nTdZ2pU6eKHaodeTiMHDvs1VOcR42Pf7i3DUx/H6Q5ybULKG9xyOgMyls0snr7EVlzKY13x75pumOmOHbuOy9KI/fzNaXJ9QEob3HI6AzK2/H2sll5wYIFaJrGjTfe6JaPY4TPx531Bfj+Zrj8iWE3keI8Ymz8dQzYsHe3e54eoOY+i0VGbxmdQXmLRlZvPyJrLqXx7vwgvhxTKo/zAShvscjoLaMzKG/H2xvuiitXruSRRx7hpJNOctPHMYZhUFFRIdVQbYqzHoh39MD3UzZlzDUob5HI6AzKWzSyevsRWXMphXe0B3rb4uXRk4fl7IcHr0iR6zQob3HI6AzK2ynD6uTt2bOHr371q/zhD3+guLjYbSdH6LrOrFmzpOrF93MeuW/K5h5/d/JkzDUob5HI6AzKWzSyevsRWXMphXfnjvgyrxAKipw7++s1eXLkOg3KWxwyOoPydry94aw0f/58PvvZz3LhhRcOWTcSidDV1ZXyA2CaZnKZrmwYRkrZsqyUsq7rlJSUJLcTi8WSdWKxWPKlpImybdv9ykBK2bKslHKip21ZFubyX8KfLsGqfSr5uWmaKeWhYrIsi7Fjx6LrOoZhYI88PF6nq6VffCJiSldOF5Ou64wdOza5/Uz2Uy5jsiyL8ePHY9t2Rvsp1zEBlJSUoOt6RvsplzGZpsn48ePRNM3VY8/rmHRdp7i4GE3ThP09uRETwPjx4zFN0xfnCKcxWZbFuHHjkufAbI69Qx1d1xk/fryU/8nxvXfXvqmaRUeCpsnhnAblLRYZvWV0BuXteHuZrvDMM8+wevVqFixY4Kj+ggULKCoqSv6UlpYCUF9fD0BDQwMNDQ0A1NXVsWnTJgBqampobGwEoLq6mqamJgCqqqpobm4mFotRVlZGS0sLABUVFXR0dABQXl5Od3c3AGVlZYTDYQzDoKysDMMwCIfDlJWVAdDd3U15efyRxx0dHVRUVADQ2tpKZWUlEH9X0q51y2HbW3Q2baS6uhqAxsZGampqANi0aRN1dXWDxrR69Wpee+01YrEY1dXVdBR/DE78Auu2t9Hc3AxAZWUlra2tQmKqqqoCoKmpadCYYrEYr776anKfZbKfchnTihUrWLx4MZs3b85oP+U6ppaWFsrKyojFYhntp1zHtHjxYtrb21099ryOKXEe6e7uFvb35EZMLS0tLF682DfnCKcxrVixgldffZVYLJbVsZdwP5SJxWIsXrxYug6vFN5HnAZXvwifuQtw7mz3GcrzwWxNOXKdBuUtDhmdQXk7JaP35DU1NTF79mzKy8s5+eSTATjvvPM45ZRTWLhwYdp1IpEIkUgk+XtXVxelpaW0tbVRXFyc/IY3EAiklA3DQNO0ZFnX9eS3v4ke8O7duykuLiYYDBKLxQgEAui6TiwWIxgMJkcVgsH4O98Nw0gph0Kh5ChPKBSKj9iZZrJsWRbBYDD+rfLfrkbf8BLW3J9jnX4NwWAQ0zSxbTtZThdH33I0GqWrq4uSkpLkaGTfmA4sex1TunK6mDRNo62tjaKiIkKhUEb7KZcxGYbBnj17KCwsRNM0x/sp1zEZhkF7eztjx8bv2XS6n3IZUzQapaenh6KiIizLcu3Y8zom27ZpbW1NGWH3+u/JjZgS59JRo0YRDAZzfo5wGpOTc6CTY6+trY1x48ZJ+a45t96TZ1kWHR0djBkzRqpvs2X0durcsTfKKXcsAWDzXXMJBnIbn4y5BuUtEhmdQXk7vY5k1Ml74YUXuOyyywgE9r/g0zRNtH3TGSKRSMq/ZSPmO/7yBdjyOlz6ezjlK7m2USgUikMWaa8jyO2uGJy+nbwtd19CQPfDeJ5CoTjY8ORl6BdccAFr166ltrY2+TN79my++tWvUltbO2QHz01isRivvPKKuKHaaE98mTdy2E2kdbZM6G3PUs5bhOfaJZS3OGR0BuUtGlm9/YisuZTCu/YpWPMEdMWnEzt1dv6VuRikyHUalLc4ZHQG5e2UjEby0jHUdM0DcetbTNu26e7uTk7F85yHzoaP1sLX/gHTLhhWE/2cm6rhsYuh+Gj47hp3fV1EeK5dQnmLQ0ZnUN6icctb5tEwaa+BLiGF929Oh92b4euvwNFnO3Zu74ly6v/5ZyRPilynQXmLQ0ZnUN5OryPBYW8hx2iaJvbiHo3f/E9+4bCb6Oc8YizYJuz5KEs5bxGea5dQ3uKQ0RmUt2hk9fYjsubS9962vf9F6KMnA86d+35j7of/dvo+1wOgvMUhozMob6dkfbfi0qVLHY/iuUksFuPFF18UN1QbyI//ZDldM8V51IT4MroHIntckPQG4bl2CeUtDhmdQXmLRlZvPyJrLn3vvXc3GGFAg9FHABI4D4DyFouM3jI6g/J2StbTNTPFzakq4XCYgoICaYZq0zrfPTneybt+DYydmlvBAZAx16C8RSKjMyhv0bjlraZrqmPAMz6shUc+CaMmwvc2As6d23qinLZvumbjgktyHp/vcz0AylscMjqD8vbkwSt+I/E4bZno55wYzetuES+TATLmGpS3SGR0BuUtGlm9/YisufS1d2KqZtHklI+dOAv+ztwRvs71IChvccjoDMrbCdJ28vq+5FcW0joXTowv9/i3kydjrkF5i0RGZ1DeopHV24/Imkvfeyc7eUcmP/K98wAob7HI6C2jMyhvp0g9XTPxkl/Ph2p7WuG5r0NBEXz5yWE3k9b5uW/Aun/AZxbAmd9xx9dlhObaRZS3OGR0BuUtGre81XRNdQx4xuLb4O3fwsfnw8V3A86dd++JcPqd/wJg6z2fFaI7GL7P9QAob3HI6AzK+6B/uiaQTJTn9HbA1uWQX5R1U/2cp3wCNA1Kjsm6bS8RlmuXUd7ikNEZlLdoZPX2I7Lm0tfeZ86H4y6K35PXByfO/pus6fNcD4LyFoeMzqC8nSD1dM3y8nIxQ57RfU++zOLJmjCA8799C774GEyfm1XbXiI01y6ivMUhozMob9HI6u1HZM2l771HHwHHngfjZyQ/8r3zAChvscjoLaMzKG+nSDtdUyhb34THPwtjj4PrV+XaRqFQKA5ppLyO7ENmd8Xg7OqOMOcu/0zXVCgUBycH/dM1bdumq6tLzNOsoj3xZf6orJoZ0NkyoWd3Vm17idBcu4jyFoeMzqC8RSOrtx+RNZe+9jZj8MbdsOaJeHkfvnYeBOUtFhm9ZXQG5e0UaTt5hmGwfPlywdM1s+vkpXVu3QT/Nw5+c2pWbXuJ0Fy7iPIWh4zOoLxFI6u3H5E1l7727voQlt0Lr3wPtEDy40yd/fIcCF/nehCUtzhkdAbl7RQ1XdMJa56Af14Px18MVz7rbtu97XDv0fHybS0QOszd9hUKheIgQ8rryD5kdj/o2foWPH4JFB8DN9RmvPrO7jD/dtfraBo0LlDTNRUKhTcc9NM1Lcuira0Ny7K835gZg0Be1iN5aZ0LxkAgP17e81FW7XuF0Fy7iPIWh4zOoLxFI6u3H5E1l7727toRX/Z5Rx743HkQlLdYZPSW0RmUt1Ok7eSZpsnKlSsxTdP7jc25Bv53F3zhkayaSeusaftfiN7tz06e0Fy7iPIWh4zOoLxFI6u3H5E1l7727myKL4tKUz527LxvXpRPZmv6O9eDoLzFIaMzKG+nqOmafuCPn4amFXD5E3DCvFzbKBQKha+R+Tois/tBz8s3warH4Nxb4PzbMl59Z1eYf7v7dXQN3lfTNRUKhUccEtM1d+7cKdVQ7YDOoybEl90t4qUcIGOuQXmLREZnUN6ikdXbj8iaS197dw48XTMTZ80nT17xda4HQXmLQ0ZnUN5OkbqTV19fLyZRb/4Snv4KbHw1q2YGdE5O1/RvJ09Yrl1EeYtDRmdQ3qKR1duPyJpLX3t3fhBfFk1O+dips98e5u7rXA+C8haHjM6gvJ2ipms64dmvQcNLcMn98G/fcr/9ur/Be6/BjM/CrH93v32FQqE4iJDyOrIPmd0PetoaoWM7TDoJDivOePWPusKccffrBHSNLXdf4oGgQqFQHCLTNXfs2CGmN5x8GXphVs0M6HzS5fDFx3zbwROaaxdR3uKQ0RmUt2hk9fYjsubS194lx8Cxn+zXwXPqbPvswSu+zvUgKG9xyOgMytspUnfytmzZIraTlzcyq2aEOruI8haLjN4yOoPyFo2s3n5E1lzK6C2jMyhv0cjoLaMzKG+nqOmaTnjoLPioHq5aBFPP92Yblhm/J2/0EfHXKigUCoUiLVJeR/Yhs/tBTUs9NPwTJp4EMz83vCY6w3x8weuEAhqb7lLTNRUKhTccEtM1t23bJqY3HOmOL/Oyn66Z1jkWhv87HH55AoQ7s9qGFwjNtYsob3HI6AzKWzSyevsRWXPpW+8PqmHZvVDz137/5NTZ9tmjV3yb6yFQ3uKQ0RmUt1Ok7uQJvyfPhemaaZ1DBVBQFC93fZjVNrxAzX0Wi4zeMjqD8haNrN5+RNZc+tZ7gCdrgo+dh0B5i0VGbxmdQXk7RU3XdMKCUoh0wQ11UDzFm208dDZ8tBa++nc47iJvtqFQKBQHAVJeR/Yhs/tBzT++DXXPwIU/g7NvGlYTH3b08ol7KsgL6Lx311xX9RQKhSKBJ9M1H3roIU466SRGjx7N6NGjOfPMM3n11ezeHTdcTNNk8+bNmKbp/cZ+1AQ/3gVFpVk1M6jz6CPiy64dWW3DC4Tm2kWUtzhkdAblLRpZvf2IrLn0rXdiJG/0kf3+ybfOQ6C8xSKjt4zOoLydklEn78gjj+See+5h1apVrFq1ivPPP5958+axbt06r/wGxLZt2tvbETYQGcwDPbvZrYM6Jzt5/puuKTzXLqG8xSGjMyhv0cjq7UdkzaVvvTub4sui/p083zoPgfIWi4zeMjqD8nZK1tM1S0pKuO+++7jmmmsc1VdTVQag8j6ouBNO/RrM+12ubRQKhcK3uHkdefDBB7nvvvtobm7mxBNPZOHChZxzzjlDrvfWW2/xyU9+klmzZlFbW+t4e+oa6EMsC+4cD1YMbqyHMcObtbOjo5ez7qkgL6jz3p1quqZCofAGz5+uaZomzzzzDD09PZx55pkD1otEInR1daX8JNZPLNOVDcNIKSduUkyUTdNk/fr1xGIxAGKxWLJOLBZL9pITZdu2+5WBlLJlWSllwzCg8wMVgJCvAAAgAElEQVTsp7+C9c8bUj/f59u3PFRM0WiU9evXJ9dLiakwPpJnde5IicOTmAYpp4spketoNJrxfjqwLDKmSCTChg0biEajGe2nXMcUi8WSx0km+ymXMYXDYTZs2IBhGK4ee17HZJom69atwzAMYX9PbsQUi8XYsGEDkUjEF+cIpzFFIhEaGhrSnwMzPPbc4Nlnn+XGG2/ktttuo6amhnPOOYe5c+eyffv2Qdfr7Ozk6quv5oILLnDFYziYpsmGDRuknK7kO++enfEOnqZD4aR+/+xLZwcob7HI6C2jMyhvp2TcyVu7di2jRo0iPz+f6667jkWLFnHCCScMWH/BggUUFRUlf0pL49+Q1dfXA9DQ0EBDQwMAdXV1bNq0CYCamhoaGxsBqK6upqkpPpWiqqqK5uZmALZu3UpraysAFRUVdHR0AFBeXk53d/y1B2VlZYTDYQzDoKysDMMwCIfDlJWVAdDd3U15eTkAHR0dVFRUANDa2kplZSX07ELbWEZs3csANDU1UV1dDUBjYyM1NTUAbNq0ibq6ukFjqq2tZdeuXWljatUOh1lfZAtTvI8JaG5upqqqynFMLS0tbNiwYVj7qbKyMicxrV69mt7eXrZt25bRfvJDTFu3bh3WfspVTIsXL6a3t5c9e/a4fux5HdPmzZuF/z25EVNvby9Lly71zTnCSUyrV69O7o9sjr2Ee7Y88MADXHPNNVx77bXMnDmThQsXUlpaykMPPTToet/+9re58sorB/2CUwS9vb053f5w8Z33iHFw/Rr4+isQCKatkomzn95067tcO0R5i0NGZ1DeTsh4umY0GmX79u10dHTw/PPP8+ijj7Js2bIBO3qRSIRIJJL8vauri9LSUtra2iguLk72ZgOBQErZMAw0TUuWdV1H1/UBy7FYjEAgkCwHg0E0TUuWIf5tcd9yKBTCtu1kOTFCmChblkWw6W348+ewxx6Hdv2q/Z8Hg5imiW3byXK6OHwZUzA4YFnFpGJSMamY/B5TW1sb48aNy2rKYzQaZcSIETz33HNcdtllyc9vuOEGamtrWbZsWdr1/vSnP/Hggw/y9ttvc+edd/LCCy+o6ZoKAD5o38vZ975BflBno5quqVAoPMKz6Zp5eXlMmzaN2bNns2DBAk4++WR+9atfDVg/Pz8/+TTOxA/EL/6JZbpyMBhMKev7HnqSKCeGPBN91FAolKwTCoXQNC2lrGlavzKQUtZ1PaUcDAaT78jT8gtTP9/n27c8VEyapiWnKqWL6cCyZzENUk4Xk2mayW/oM91PuYxJ07TkiHEm+ynXMdm2nRzOz2Q/5TImXdepr6/HsixXjz2vYzJNk40bN2JZlrC/Jzdism2b+vr6ZMfI6X7KdUyapiWnImd77GVLa2srpmkyYcKElM8nTJhAS0tL2nU2bdrED3/4Q5588slkDobCy1sW6urqvL9lYZDycKbuRqNR6uvrU6Ya+2F6/1C3LNTV1Q15y4Jp7J+C5YeYIpEI9fX1Ut6yUFdXJ9UtC7FYDNM0Wbt2LeFwOKP9lOtbFurq6qS8ZeHA84ifz3t9b1lYu3atsFsWsn4Zum3bKSN1Bx3RPfFlli9Cd4RpQOcOiO71flsKhUKhSHYiE9i23e8ziF+0r7zySm6//XaOP/54x+17ecvCBx984Mvp/YPFtG3bNiA+ddcv0/t3L3uY5qeuhw9WDxhTW1vbkLcs1L4bH9HVtNzHlLhlAZDyloUPPvggbUy5nt4/VEyxWIzXX389o/2U65gaGxt9dY7IJCYZb1lIOIq4ZSGj6Zq33norc+fOpbS0lO7ubp555hnuueceXnvtNS66yNkLvKWbqrL6z/DSd+H4uXDlM95uK/FC9K89D9Mu9HZbCoVCISluXEcyna7Z0dFBcXFxclQS4t/u2rZNIBCgvLyc888/v992pL9lwedTd92IyX7ma2gbXoK5P8ecfe2wY9q6q5vzflFJQUin/qcXqf2kYlIxqZhyestCRiN5H330EVdddRXTp0/nggsuYMWKFRl18NzENE1qamqSifSMfdM1yR+VdVNDOhdOjC87/fVCdGG5dhnlLQ4ZnUF5i8ZP3nl5eZx++uksWbIk5fMlS5bwiU98ol/90aNHs3btWmpra5M/1113HdOnT6e2tpYzzjgj7Xa8vGVh7dq13t+yMEh5OFN3If7NdmKa90DxiYxJ69p3zS06csBbFhLf1g+2n5LTktFyHlPiloXEiIOfpvc7uWUhMaXNT9P7h4rJNE1qa2uT6/llev9QtywkbrXwyznC6S0LNTU1Ut6y8O677wq7ZcHZTQX7+OMf/5hJdc857LDDvN9IopPn0nTNQZ0TL2Ht8lcnDwTl2gOUtzhkdAblLRo/ed98881cddVVzJ49mzPPPJNHHnmE7du3c9111wHwox/9iB07dvDEE0+g6zqzZs1KWX/8+PEUFBT0+1wUfsplJvjOuzM+NTDdi9AT+M7ZIcpbLDJ6y+gMytsJGXXy/EQgEGDGjBneb+jc78Enrgc7+2+eh3ROvIC1Y/B3NIlGWK5dRnmLQ0ZnUN6i8Zv3FVdcwe7du7njjjtobm5m1qxZlJWVMWXKFCB+T8ZQ78zLFX7LpVN8521E4u/JAxidvpPnO2eHKG+xyOgtozMob6dk/eCVXGEYBitXrkw+4cYzNA1CBa6M5A3pPCb+Hwu/dfKE5dpllLc4ZHQG5S0aP3p/5zvfYevWrUQiEVavXs25556b/LfHH3+cpUuXDrjuz372s4xen+AmfsylE3znnZg5EzwMRpSkreLUOfGEgzTP7ckJvsu1Q5S3OGR0BuXtFGk7eZqmUVxcnPYpaH5lSOcxR8WXPuvkyZhrUN4ikdEZlLdoZPX2I7Lm0nfenfvvxxuod+Y7Z4cob7HI6C2jMyhvx9vL9GXo2SLd0zXfXAi7NsBpV8OU/jfju0p3C/xiOmg6/HgnBLJ/F5RCoVAcbEh3HemDzO4HJbVPwwvXwbHnwdUvZtXU9t17Ofe+NxiZF2DdHRe7oqdQKBQH4tnL0P2CYRhUVVV5P+T5/lJ492noaMq6qSGdR46Hj30Jzrohfp+ATxCWa5dR3uKQ0RmUt2hk9fYjsubSd96zvgDXr4G5Px+wilNnG6HfmQ+J73LtEOUtDhmdQXk7RdoHr+i6zuTJk5OPGfWM5MvQR2Td1JDOug7//mjW23EbYbl2GeUtDhmdQXmLRlZvPyJrLn3nHcyHsVMHreI7Z4cob7HI6C2jMyhvp6jpmkPxu4/Drob4NI5jz8u1jUKhUBzySHcd6YPM7orB2draw3n3L2VUfpD62z+Tax2FQnGQckhM16ysrPR+yDM5kleYdVOOnC0zfiN44r09PkBYrl1GeYtDRmdQ3qKR1duPyJpL33m/fge8cTd0fThgFd85O0R5i0VGbxmdQXk7RdpOnq7rTJ061fshz0h3fJk/KuumHDm/tRB+eQJU3JX19txCWK5dRnmLQ0ZnUN6ikdXbj8iaS995r3gElt0LkT0DVsnU2S/P+/Ndrh2ivMUhozMob6dIf0+ep9h2n5E8dzp5Qzr78F15QnLtAcpbHDI6g/IWjazefkTWXPrKO9wJ0X1f5BYN7OTU2V+PXfFZrjNAeYtDRmdQ3o63J2xLLmMYBhUVFd4OeRoRsPa178JIniNnH74rT0iuPUB5i0NGZ1DeopHV24/ImktfeSduizisBPJGDljNV84ZoLzFIqO3jM6gvJ0i9UjerFmzvB3yDObDrc3x0bz87G+Qd+RcVBpfdu0A04BA7neRkFx7gPIWh4zOoLxFI6u3H5E1l77yTnTyBhnFg2E4+2S+pq9ynQHKWxwyOoPydkruexDDRNd1xo8f7+1GNC3+6gQXXp8ADp1HTYBAHphR6P5w/8heDhGSaw9Q3uKQ0RmUt2hk9fYjsubSV97JTl7poNWcOgt+WPmQ+CrXGaC8xSGjMyhvx9sTtiWXicViLF68mFgslmsVxzhy1vX9F5z2rUK8hkLGXIPyFomMzqC8RSOrtx+RNZe+8k528o4ctJqvnDNAeYtFRm8ZnUF5O0XaTl4gEGDOnDkEAgHvNrJrIyy6Dpb93JXmHDuXHBNftjW6st1sEZJrD1De4pDRGZS3aGT19iOy5tJX3olO3ujBp2s6dU6M4/lktqa/cp0BylscMjqD8naK1NM1S0pKvN1Ix3Z492mYdDJ88pasm3PsfMKlMGFW/McHCMm1ByhvccjoDMpbNLJ6+xFZc+kr78//Bs77IeQP/h5cXzlngPIWi4zeMjqD8na8PWFbcplYLMYrr7zi7ZBn4h15LrwIHTJwPu0quOh2OPJ0V7abLUJy7QHKWxwyOoPyFo2s3n5E1lz6yjtUAGOnwqjB75HJ1FnT/DGW56tcZ4DyFoeMzqC8naLZgu8U7urqoqioiM7OTkaPHv4TK23bpru7m8LCQu9OqGuegH9eD8dfDFc+m3VzQpw9QHmLRUZvGZ1BeYvGLW+3riO5QKproAfI6O3UefPOPVz4wDKKDgvx7k8/LdAwPTLmGpS3SGR0BuXt9Doi7UiepmmMHj3a252bHMnL/h15kIGzbUNXM2x9EyzLlW1ng5Bce4DyFoeMzqC8RSOrtx+RNZe+8e5phRe+4+iee984Z4jyFouM3jI6g/J2irSdvFgsxosvvujxdM098aULL0KHDJwtA355Ijz+WehudmXb2SAk1x6gvMUhozMob9HI6u1HZM2lb7zbGqH2SVj95yGrOneOT4zyy/87fZPrDFHe4pDRGZS3U6SerhkOhykoKPCuR1z+Y6j6DZz53/CZu7JuLiPnX58Kbe/Df7wMx5yT9bazQUiuPUB5i0NGZ1DeonHLW03XVMdA1qxbBM99HUo/DtcsHrSqU+fNO7u58IFKxowIUfsTf0zX9EWuM0R5i0NGZ1DeB/10TYBg0OOHgyZH8tz7T4Rj55Kp8WXbFte2nQ2e59ojlLc4ZHQG5S0aWb39iKy59IV38h15g78+IUEmzn76L6cvcj0MlLc4ZHQG5e2EjDp5CxYsYM6cORQWFjJ+/HguvfRSNm7c6JXboBiGQVlZGYZheLeRixfA/2yEM77tSnMZOZccG1/uzn0nT0iuPUB5i0NGZ1DeopHV24/ImkvfeHc0xZdDvAgdnDuLnRc1NL7JdYYob3HI6AzK2ykZTde8+OKL+fKXv8ycOXMwDIPbbruNtWvXsn79ekaOHOmoDTenqhiGQTAYlGaoNiPnFQ/Dq7fAjM/Bl58UIzgAMuYalLdIZHQG5S0at7zVdE11DGTNU1+G916Fzz4Ac64ZtKpT500fdXPRLyspHhGixifTNX2R6wxR3uKQ0RmUt9PrSEZjhq+99lrK73/6058YP348q1ev5txzzx2eaRYkEiUTjp2T0zXf91bIITLmGpS3SGR0BuUtGlm9/YisufSFd8f2+HLMFEfVnTgnvjH30386fZHrYaC8xSGjMyhvJ2R1T15nZyfAoG9vj0QidHV1pfwAmKaZXKYrG4aRUrb2vUogUTYMg/LycqLRKBB/Yk2iTiwWIzFAmSjbtt2vDKSULctKKZsVd0PZLVg7NyaHVhPbTvj2LQ8VUyQSoby8HMMw0saUUi45Ju7X9j7s83IjpnRxDBVTIteRSCTj/XRg2Yv9NFBM4XA46Z3Jfsp1TNFoNHmcZLKfchlTb28v5eXlxGIxV489r2NKHNuJ30X8PbkRU+IYCYfDwv6e3Igp8Tc52DnQ6bF3qJM4dmWcruQL78Q9eWOOGrKqb5wzRHmLRUZvGZ1BeTtl2J0827a5+eabOfvss5k1a9aA9RYsWEBRUVHyp7S0FID6+noAGhoaaGhoAKCuro5NmzYBUFNTQ2NjIwDV1dU0NcXnz1dVVdHc3EwoFKKwsDDZ0ayoqKCjowOA8vJyurvj77grKysjHA6nzIMNh8OUlZUB0N3dTXl5OQAdHR1UVFQA0NraSmTlE1D9MLu3b6CqqgqApqYmqqurAWhsbKSmpgaATZs2UVdXN2hMa9eu5cQTTyQUCqWNCaCyspLW1lYYM4Wtkz7L3nN/CrbpWkyVlZUANDc3O44pFAoxdepUNm/enPF+SonJo/00UEw1NTXMmzePDz74IKP9lOuYOjs7KSwsJBQKZbSfchnTkiVLmDdvXvI/8Znsp1zGFAqFgP0dFxF/T27E1NnZybx586isrBT29+RGTDU1NZxyyimEQqGsjr2E+6FMKBRi3rx5yWNYFnzj/f1NcP2a5Beqg5Gps1/G8XyT6wxR3uKQ0RmUt1OG/QqF+fPn88orr/Dmm29y5JED37gciUSSI0AQn0daWlpKW1sbxcXFyW94A4FAStkwDDRNS5Z1XUfX9WRZ0zTa29spKioiEAgQi8UIBALouk4sFkvOd02UIXWI1DAMQqFQ8tv8UCgUH70zzWRZe2AG2p6PsP6zEmv8iQSDQSzLwrIsgsEgpmli23aynC6OvuVYLEZPTw9FRUWYptkvpgPLXsSUcB+onC4mXdfp6OigsLCwX6xD7adcxmSaJr29vYwYMQLA8X7KdUymadLZ2UlxcTG2bTveT7mMKRaLEQ6HGTVqVMq+yfbY8zomgPb2dsaMGYOmaUL+ntyISdM0enp6OOyww3xxjnAak5NzoJNjr62tjXHjxh3y9+R1d3dTWFjoq+mBQyGjt1PnjS3dfGZhJWNH5rH6fy8SaJgeGXMNylskMjqD8vb0FQrXX389//znP3njjTcG7eAB5OfnM3r06JQfiF/8E8t05WAwmFLWdT2lbBgGb7/9dnJaTygUStYJhULJ5CXKmqb1KwMpZV3XU8ravlco6AWFyf9c6LqeLAcCgZTyUDEBvPXWW8n/dB0Y04FlL2JKF8dQMRmGQVVVVXLaVCb7KZcxASxfvjz5H1Kn+ynXMVmWxdtvv538j68bx57XMWmaxvLly5OdhUz2Uy5jSpxHTNMU9vfkRkyWZbF8+fLk9pzup1zHBEOfA50ee4c6hmGwfPlyKacryeYtozMob9HI6C2jMyhvp2Q0kmfbNtdffz2LFi1i6dKlHHfccRlvUJqnolkW3FEcL39vM4w6XLxDpBta6sE24eizxW9foVAofIg015E0yOx+0LBuEWxaAsd/Bk6Y51qziZG8caPyWPXj3I/kKRSKgxNPRvLmz5/PX//6V5566ikKCwtpaWmhpaWF3t7erIUzxbIs2trakiN5rhPds7+cP8qVJjN23vwv+NPFsOSnrmx/uHiea49Q3uKQ0RmUt2hk9fYjsubSF97bqqD2SfiwxlF1p842/npRni9yPQyUtzhkdAbl7ZSMOnkPPfQQnZ2dnHfeeUyaNCn58+yzz3rlNyCmabJy5crkvR+uk+jkaQEIFrjSZMbOh8+IL3dtzOlbVj3PtUcob3HI6AzKWzSyevsRWXPpC+/k6xOGfrIm+MR5GChvscjoLaMzKG+nDPvBK8NFmqkqu96D382BgiL44fbcOBhRuHsSWAbctA6KBr//UaFQKA4FpLmOpEFm94OG330cdjXA156HaRe61mxDcxdzf7WccaPyWfVj99pVKBSKvnj64BU/YFkWO3fu9G7Is+RYuHkD/OdS15rM2DmYB2Onxcs7N7jmkSme59ojlLc4ZHQG5S0aWb39iKy5zLm3bWf8IvScOw8T5S0WGb1ldAbl7RSpO3n19fXeJSoQhNGT4p09lxiW8+HT48tdue3keZprj1De4pDRGZS3aGT19iOy5jLn3nvbINYTLxeVOlolU2e/PNE957keJspbHDI6g/J2ipqu6XfeWADL7oFTvwbzfpdrG4VCocg5Ml9HZHY/KNixBv7wKRg1Eb630dWm13/YxSW/Xs7hhfmsvE1N11QoFN5wSEzX3LFjh3e94W1V8OoPoO5vrjU5LOfESF6Op2t6mmuPUN7ikNEZlLdoZPX2I7LmMufe3S3xpcOHroAPnIeJ8haLjN4yOoPydorUnbwtW7Z4l6gPa2DF72FTuWtNDsu59Ay45H74zF2ueWSK57n2COUtDhmdQXmLRlZvPyJrLnPuPeMSuO0juOKvjldx6px4hYJPZmvmPtfDRHmLQ0ZnUN5OUdM1B+KNu2HZvTD7GvjcA7m2USgUCsU+pLmOpEFmd8XgrPuwk8/++k3GF+ZTraZrKhQKjzgkpmtu27bNu95wuDO+LChyrUnPnT1CeYtFRm8ZnUF5i0ZWbz8iay5l9M7U2U8PXpEt16C8RSKjMyhvp0jdyfN0Xmu4K750uZM3LOeOJqh5Eja+6ppLJqi5z2KR0VtGZ1DeovGj94MPPsgxxxxDQUEBp59+OsuXLx+w7j/+8Q8uuugiDj/8cEaPHs2ZZ57J4sWLBdrux4+5dELOvZ+/Fl6cH7+uOsSps9h5UUOT81wPE+UtDhmdQXk7RU3XHIinr4SNr8Dnfgmzv5lbl1WPwcs3wdTz4apFuXVRKBSKHOPWdeTZZ5/lqquu4sEHH+Sss87i4Ycf5tFHH2X9+vUcdVT/B3PceOONHHHEEXzqU59izJgx/OlPf+L+++9nxYoVnHrqqULdFcPANOCuiWDF4KZ1UHSkq83X7+jkc795kwmj81lxq5quqVAovOGgn65pmiabN2/GNE1vNuDBdM1hO086Ob5sfjcnXxV6nmuPUN7ikNEZlLdo/Ob9wAMPcM0113Dttdcyc+ZMFi5cSGlpKQ899FDa+gsXLuSWW25hzpw5HHfccdx9990cd9xxvPTSS4LN/ZdLp+TUu7Mp3sEL5EPhEY5Xy9RZ88mjV9QxIhYZvWV0BuXtFGk7ebZt097ejmcDkYlOXr57nbxhO48/EbQA7N0NXR+65uMUz3PtEcpbHDI6g/IWjZ+8o9Eoq1ev5tOf/nTK55/+9Kepqqpy1IZlWXR3d1NSUjJgnUgkQldXV8oPkLzIm6aZtmwYRko5Mb0nUbZtm927dyfrxGKxZJ1YLJbMcaJs23a/MpBStiwrpWwYxqBl0zRTyk5iMgyD9vb2FN908XkS0+4t8Z1ScgzWvm05icm2bdra2tLGmrKf+vzHTVhMg+ynWCxGe3t7Mu+Z7KfBjj2vYzJNk927d2PbtqvHntcxJY6TaDSa0X7KZUyJ80jinOKHc4STmEzT7Hce8fN5r+95uq2tDdu2sz72nCBtJy8YDDJnzhyCwaA3G7hqEcxfCUed4VqTw3YOFex/X17zu675OMXzXHuE8haHjM6gvEXjJ+/W1lZM02TChAkpn0+YMIGWlhZHbfziF7+gp6eHyy+/fMA6CxYsoKioKPlTWloKQH19PQANDQ00NDQAUFdXx6ZNmwCoqamhsbERgOrqapqa4veQVVVV0dzcTDAYpKenh46ODgAqKiqS5fLycrq7uwEoKysjHA5jGAZlZWUYhkE4HKasrAyA7u5uysvjrwrq6OigoqIimZ/KykoAmpubkx3fpqYmqqurAWhsbKSmpgaATZs2UVdXN2RMTU1NzJkzhzVr1vSLCaCyspLW1lZPYuppWhvfKSXHZhRTMBhkxIgRyTgG2k/r9u1TTRMX02D7ac2aNcyZM4empqaM99Ngx57XMXV0dNDT00MwGHT12PM6pmAwyIwZM1Li8PrvKduYgsEgLS0tyS8C/HCOcBJTR0cHc+bMYdmyZVKc9xIxrVmzhgkTJhAMBrM69hLuQ2ILprOz0wbszs7OrNoxDMNuaGiwDcNwycx7snJe9F+2/dPRtv36/7kvNgQy5tq2lbdIZHS2beUtGre83biO7NixwwbsqqqqlM/vvPNOe/r06UOu/9RTT9kjRoywlyxZMmi9cDhsd3Z2Jn+amppswG5ra7NtO56TRD76lmOxWErZNM2UsmEY9rp16+xoNGrbtm1Ho9FknWg0aluWlVK2LKtf2bbtlLJpminlWCw2aNkwjJRyujgOjCkSidgNDQ12OBzuF9OBZbdjssp+GL+OvnZrRjElch2JRAbdTzVbW+0pP3jZ/vjd/xIW02D7KRwO2w0NDXYkEsl4Pw127HkdUzQatdetW2cbhuHqsed1TIZh2OvXr7d7e3sz2k+5jMkwDLu+vt6OxWK+OUc4iSkajfY7j/j5vJcoh8Nhe/369ck2hnvstba2OroG5v7r1Czo7e3NtULGDNv5yNlQ+yQ0Vbsr5BAZcw3KWyQyOoPyFo1fvMeNG0cgEOg3ardz585+o3sH8uyzz3LNNdfw3HPPceGFgz9gIz8/n/z8/H6fBwKBlOWB5b6jnenKpmkSiUTQ9fiEnFAolKyTSVnTtGRZ1/Vke07KA7kPFpNpmvT29hIMBpPtDBSr2zFp7fFv0yk5NqOYErlOt8/6+gYCg+8zL2IarBwMBunt7SUQCAx5vGVy7ImIKRKJDBrfcI49r2MyTZNwOCz078mNmKLRKJqmpeyPvnVEnyOclNOdR/x83utbDofDg8aX6bE3GOrpmumI9sDrd8QfuvLJH4AeGHodr2lZC78/G/IK4YfbQZd2pq1CoVBkhVvXkTPOOIPTTz+dBx98MPnZCSecwLx581iwYEHadZ5++mm++c1v8vTTT3PppZfmzF0xDB7/HGxdDle9AFM/5XrzdR908PnfvsURRQVU/egC19tXKBQKOESerllfX+/NE2r2tsGK38PyB0BzL0VZOY8/Ab7yDNxQK7yD52muPUR5i0NGZ1DeovGb980338yjjz7KY489RkNDAzfddBPbt2/nuuuuA+BHP/oRV199dbL+008/zdVXX80vfvELPv7xj9PS0kJLSwudnZ3C3f2WS6fk1PvrL8OtzTDlrIxWU7kWi/IWh4zOoLydIvV0Tc/o+/oEzR+PQkYPwPS5ubZQKBSKg4YrrriC3bt3c8cdd9Dc3MysWbMoKytjypQpQPzG++3btyfrP/zwwxiGwfz585k/f37y8//4j//g8ccfF62vGA55I3JtoFAoFEJQ0zXTsa0K/jQXSqbCd9fk2kahUCgUfZDiOjIAMrsrBufdpg7m/e/pXY0AACAASURBVO4tJo85jLd+eH6udRQKxUHKITFds6amxpshz+RInrsX4Kyd9+yCirvghflD13URT3PtIcpbHDI6g/IWjazefkTWXObMe+3f4/fkrXgk41VVrsWivMUhozMob6dI28kDOOyww7xpuDf+fgoK3HsReoKsnPUAVN4HtX+F7o/ck3KAZ7n2GOUtDhmdQXmLRlZvPyJrLnPi/WFN/KErbe8Pa3WVa7Eob3HI6AzK2wnSdvICgQAzZsxIeUypa/S2xZcjxrrabNbOI0pg4qx4eety98SGwNNce4jyFoeMzqC8RSOrtx+RNZc58961Mb48/PiMV3XqLPTeFweoY0QsMnrL6AzK2ynSdvIMw2DlypUYhuF+43t3x5cud/JccT763PhSYCfP01x7iPIWh4zOoLxFI6u3H5E1lznzbt3XyRs3PeNVVa7ForzFIaMzKG+nZNzJq6ys5P/9v//HEUccgaZpvPDCC154DYmmaRQXF6N58fTLs26A+dXwie+62qwrzsecE182iuvkeZprD1He4pDRGZS3aGT19iOy5jIn3tEe6Nj3lNTDZ2S8ulPnxHPs/LJL1DEiFhm9ZXQG5e2UjDt5PT09nHzyyfz2t7/1wscxgUCAadOmeTPkWVAEh0+HMaWuNuuK85RPxN/d17YFuj50T24QPM21hyhvccjoDMpbNLJ6+xFZc5kT79ZN8eWIsTAy8xk6KtdiUd7ikNEZlLdTMu7kzZ07lzvvvJMvfOELXvg4xjAMqqqqpBqqdcW5oAgmnRIvv7/UFa+hkDHXoLxFIqMzKG/RyOrtR2TNZU68k/fjZT6KB5k7+2VwQR0jYpHRW0ZnUN5O8fyevEgkQldXV8oPkHx8qGmaacuGYaSULctKKeu6zsSJE5PbicViyTqxWCw5bSJRtm27XxlIKVuWFS9X3o9dcTfG7m3JzxM7pG/ZNM2U8lAxWZbFpEmT0HU9bUwHlgeKyTzmU9j5o7F7253HNEgcQ8Wk6zqTJk3av/0M9pPTmIa1n4aIybIsJk+ejG3bGe2nXMcEMHHiRHRdd+3Y8zom0zSZPHkymqa5eux5HVPiPKJpmqvHntcxAUyePDl5nDvdT7mOyck50Omxd6ij6zqTJ09G1+W6tT4n3mYERk2EcZk/dAWcO/vtwSvqGBGLjN4yOoPydrw9rzewYMECioqKkj+lpfEpkPX19QA0NDTQ0NAAQF1dHZs2xadV1NTU0NjYCEB1dTVNTU0AVFVV0dzcjK7rbN26lba2+JMwKyoq6OiIv/qgvLyc7u5uAMrKygiHwxiGQVlZGYZhEA6HKSsrA6C7u5vy8nIAOjo6qKiogOo/oFXey5q3/gVAc3MzVVVVADQ1NVFdXQ1AY2MjNTU1AGzatIm6urpBY3r33XeTnaZ0MUH8nsfW1tZBY3qt+3jC16/DmP2fzmMCWltbqayszDgmXdfp6elh48aNGe8npzENaz8NEdOqVauYMmUK27Zty2g/5TqmtrY2tm7diq7rrh17Xsf02muvMWXKFHp6elw99ryOSdd11q5dSzQadfXY8zqmtrY2pkyZwhtvvCHs78mNmFatWoWu6+i6ntWxl3A/lNF1nSlTpkj5nxzh3qddDd/bCJfcP6zVVa7ForzFIaMzKG/H2FkA2IsWLRq0Tjgctjs7O5M/TU1NNmC3tbXZtm3bhmHYhmH0K8disZSyaZop5VgsZi9dutSORCK2bdt2NBpN1olGo7ZlWSlly7L6lW3bTimbpmlHIxHbvn2sbf90tB1r3Zr8PBaL9SsbhpFSThdH33I4HLaXLl1qx2KxtDEdWHYtpj7ldHEMFVMi1+FwOOP9lMuYent77WXLltnhcDij/ZTrmCKRSPI4cevY8zqmvXv32suWLbOj0airx57XMSWO7cTvIv6e3IgpEonYy5Yts3t7e31xjnAaU29v75DnQCfHXmtrqw3YnZ2dtmx0dna64h6Lxexly5Yl94UsyOjt1HnV1jZ7yg9ets+5t0KQ2eDImGvbVt4ikdHZtpW30+tI0OtOZH5+Pvn5+f0+T9x02Pfmw77lYDA4ZHnatGnJ30OhUPLzTMqapiXLuq6jW2Gw4lOBgoWH7/98X6+7b3kg94HKoVCIadOmpbQxWHxDxmHbhGLdECoZPKY07pnEZFkW06ZNS7aZ6X7KKKYBysOJKS8vj6lTpxIKhTLaZ7mOKRgMphwnbhx7XseUn5/P1KlTCQQCGR1vuY5J1/XkTdB990ffOm7/PbkRk2VZTJ06lby8vOS2vP57ciOmvLy8Ic+BmR57hyq6rjN16lQpv8kW6m3bWd8kp3ItFuUtDhmdQXk73p6QrXiAZ/NaEy9CD42AvBGuNu2qc/O78KuT4Y8XxS9iHqLmPotFRm8ZnUF5i0ZWbz8iay6FezfXwv3T4flvDbuJTJ398uAVdYyIRUZvGZ1BeTveXqYr7Nmzh9raWmpra4H4/Rm1tbVs377ddbnBMAyDiooK959Qk3gR+mEl7raLy84lx8Kej2D3ZmhZm317g+BZrj1GeYtDRmdQ3qKR1duPyJpL4d7NdbCnBXp2DrsJ587+evSKOkbEIqO3jM6gvJ2ScSdv1apVnHrqqZx66qkA3HzzzZx66qn85Cc/cV1uMHRdZ9asWe73hve2x5cj3O/kueqcXwjHXRQvr1uUfXuD4FmuPUZ5i0NGZ1DeopHV24/Imkvh3okvQSd+bNhNqFyLRXmLQ0ZnUN5OyfievPPOOy/5SOtcous648ePd7/hxEjeiMxfmDoUrjuf+AVoeAnW/QMu+Ilnc0Q8y7XHKG9xyOgMyls0snr7EVlzKdy7Jf70VyaeNOwmnDon/mvkk9ma6hgRjIzeMjqD8na8PWFbcplYLMbixYvdf1/SzM/B/JVwyX3utosHzsd/Jn7vYPtW2LHGnTbT4FmuPUZ5i0NGZ1DeopHV24/Imkuh3pYFLfHXNWXTyVO5FovyFoeMzqC8nSJtJy8QCDBnzpyUp7i5Qt5IOPx4GHecu+3igXPeSJjxuXi55gl32kyDZ7n2GOUtDhmdQXmLRlZvPyJrLoV6tzdCrAeCBTB22rCbydRZ88mTV9QxIhYZvWV0BuXtFGk7ebquU1JSItV8XE+cT7s6vlz7d4jsca/dPsiYa1DeIpHRGZS3aGT19iOy5lKod/O78eX4EyAw/DdGOXXO/Y0sqahjRCwyesvoDMrb8faEbMUDYrEYr7zyivtDnm//Dt5YALu3uNsuHjkffTac+d9w5d/iI3se4FmuPUZ5i0NGZ1DeopHV24/Imkuh3nmj4KhPwFEfz6oZlWuxKG9xyOgMytspmi34KSpdXV0UFRXR2dnJ6NGjh92Obdt0d3dTWFjo7tSI350BuzbAVS/A1E+51y4eOnuM8haLjN4yOoPyFo1b3m5dR3KB76+BHiOjt1PnlVvb+NLv3+bYcSOp+N554gQHQMZcg/IWiYzOoLydXkeGP38hx2ia5s3Fvbslviyc5HrTnjn3xbZdf8qmEG8PUN7ikNEZlLdoZPX2I7LmUkZvp84+ePB4CjLmGpS3SGR0BuXtFKmna7744ovuDnnGeiHcES8XTnCv3UTzXjgn6G6Bslvgb1e73rSn3h6ivMUhozMob9HI6u1HZM2lMO9wZ/zHBVSuxaK8xSGjMyhvp0g9XTMcDlNQUODeUG37VvjVyRDIhx9/5PqImCfOCdoa4TengW3Bfy6FI051rWlPvT1EeYtDRmdQ3qJxy1tN11THwJC883t47Ycw+xvwuV9m1ZRT5xXv7+aKR97h2MNHUvE/52W1TTdQx4hYZPSW0RmUt9PriLQjeQDBoMuzTTt3xJejJ3n2YnHXnROUHAMf+1K8/K/bXW/eM2+PUd7ikNEZlLdoZPX2I7LmUoj3trcAGwqPcKU5lWuxKG9xyOgMytsJ0nbyDMOgrKwMwzDca7Rje3w5Zop7bfbBE+e+fOpW0EPw/hvw/lLXmvXc2yOUtzhkdAblLRpZvf2IrLkU4m1ZsHV5vHzsJ7NuLlNnv4wrqGNELDJ6y+gMytspUk/XNAyDYDDo3lDt0nth6d1w6lUw77futNkHT5wPpOwWqH44/l6gb1dCIJR1k0K8PUB5i0NGZ1DeonHLW03XVMfAoHxYC498EvIK4Qdbs3pHHjh3fuf93Xz5kXeYevhIXvfJdE11jIhDRm8ZnUF5HxLTNV3vCZ91A/z3ajjnf9xttw+e997P+yGMGAs718ff+ecSsn1bkkB5i0NGZ1DeopHV24/ImkvPvRuXxZdHn5V1By+ByrVYlLc4ZHQG5e0EaTt5hmFQXl7ubrJCBTBuWvz+Ng/wxPlARpTAp++Ml1c/Dmb2T/AR4u0BylscMjqD8haNrN5+RNZcCvHe/K/48pjsp2qCc+fEvCi/jCyoY0QsMnrL6AzK2ynSTtdUDIJtw7J7Yc61MHJcrm0UCoXCVWS+jsjsLgV72+C+aWCb8N1az760TcfbW3bzlT+8w7Txo/jXze50MBUKheJADvrpmrZt09XVhWt91FgvPP8tWP4LML3pYbvuPBCaFp+26VIHT5i3yyhvccjoDMpbNLJ6+xFZc+m5dzAf5v0Ozvgv1zp4mTr7YxxPHSOikdFbRmdQ3k6RtpNnGAbLly93b8iz9T1Y+zeo+g3oAXfaPADXnZ2y5i+w/IFhr54z7yxR3uKQ0RmUt2hk9fYjsubSc++8kXDKV2DuPa416dTZxl//4VTHiFhk9JbRGZS3U9R0zQR1f4N/fAuO+gR889Vc27jHB6vh0fPj5c/+Ij6FU6FQKCTGt9cRB8jsrhicqi2tXPmHFRw3fhRL1HRNhULhEQf9dE3Lsmhra8OyLHca3NkQX46f4U57aXDd2QlHnh5/aijAK/8Db/5y/93hDsmJtwsob3HI6AzKWzSyevsRWXPpqXfNk/FZK90fudqsY+fkg1dc3fywUceIWGT0ltEZlLdTpO3kmabJypUrMU3TnQZb6uLL8Se4014aXHd2yoW3w7nfj5f/9TN44TsQ3et49Zx5Z4nyFoeMzqC8RSOrtx+RNZeeeZsGVN4Hr98Omxa727TKtVCUtzhkdAbl7RQ1XRPAMuHeoyHSFX+B+KSTc23kDW//Dsp/DLYFh8+ES38Hk0/PtZVCoVBkhC+vIw6R2d3XvPssLPrP+Htib1wbvzdPMFWbW7ny0RVMn1DI4pvOFb59hUJxaHBITNfcuXOnO0OeO9fHO3h5hTD+xOzbGwBXnYfDmfPh6hdh5OGwqwG6mh2tlnPvYaK8xSGjMyhv0cjq7UdkzaUn3kYk/toggDP/2/UOnlNnfz12RR0jopHRW0ZnUN5OkbqTV19f706iOj+A0AgonQOBYPbtDYCrzsPlmHPhO+/A3J/DzM/t//y9xbBzQ9pVfOE9DJS3OGR0BuUtGlm9/YisufTEe/kD0LYFRo735OFiKtdiUd7ikNEZlLdThjVd88EHH+S+++6jubmZE088kYULF3LOOec4Wte3U1WiPbDnIyg5Ntcm4tnbBr86OT6aWXoGnDAPpl8i9CWyCoVC4RQ3ryOZXs+WLVvGzTffzLp16zjiiCO45ZZbuO6663LirgC2vAFPfhEsA770OJx4Wc5U3trcylcfXcGMiYW8dqOarqlQKLzBs+mazz77LDfeeCO33XYbNTU1nHPOOcydO5ft27dnJZwplmWxY8cO93rDeSM97+C57uwWve3xET4tAE0rYPGt8OtT4NenwqL/wtr8hj+9h8C3+R4CGb1ldAblLRq/eWd6PWtsbOSSSy7hnHPOoaamhltvvZXvfve7PP/884LN/ZdLp7juXXl/vIN30hVwwqXutHkATp399l5mdYyIRUZvGZ1BeTsl407eAw88wDXXXMO1117LzJkzWbhwIaWlpTz00ENe+A2IZVls2bIlu0RF90L1H0BQsl1x9oKxU+HLT8JN6+Die/d3+Nreh3efwv5o3X7vj9bDXy6Df14PbyyA1Y/De+WwYzXs3hIfEfUJvs33EMjoLaMzKG/R+M070+vZ73//e4466igWLlzIzJkzufbaa/nmN7/J/fffL9jcf7l0iiveRmR/+QsPw6x/h8//xrN3FxzSuc4BylscMjqD8nZKRtM1o9EoI0aM4LnnnuOyy/ZPibjhhhuora1l2bJlQ7bhxlQV27bp3dNO8N2nADv+tEjbin+Ntq9sTTwZa+oF+8R7CL3969S6sV4Cm8vRO7YSO+0bxC4Wf5H2NeFO9B0rCTStwJj1Rexx0wEI1P+N/H/+14CrRS75FeYpXwNAb1xK3qv/A8F8CBZg71sSLMAO5GOc9g2sY+IvjNV2bSC08mFsPRDvYKYsdcxpn8EqPSNet/MDAnVPxzd44EVd07COOjtZlz0fEUypq6WUrcmzsUo/Hv+st4Pg2qcTDR2wBGvix7CO+sS+QLv3HX/psQ6fkYwNI0xwzZ8Hrjt22v5j1TIIrvrjwHWLj8Y67jPJ34MrHx7wbn+7aDLm9P33XQZXPwZmLH3dwomYM+clfw/UPIEW601fd+RYzBO/uL9u3VNo4e70dQtGY570lf116/+Gtrc9fd28kcljByCwfhHanp1p6xLMxzjt6/vrbnwZrWtH+rpaAGP2/vt0ApteQ+vYlr4uYMz+Fmjx77/0La+jt20euO6pX48f38SPd71148B1T/5a8oEQ+ra30HfWD1z3Y1+GgqJ43aYV6C21A9c98YvxJwoC+oer0XesGrjuzHkwaiIAWksdgaa3B6xrHv9Z7KIj43V3riewbfnAdad9Brv46Hjd1vcINL6Rtp51+AlYR5/DYaEAWhb/IXfjOjKc69m5557Lqaeeyq9+9avkZ4sWLeLyyy9n7969hEIhIe6GafGXd7Yxc/tTaNgHDCHFy3sOm8z28ecnP525/Sl0y4jXP6BuT/4EGifN7VP3GYJmL6Sp25s3ls2TL02pm2d0p9bd5xPJG8OG0iuSH89oepaCaFtKXW1fMRocxbqjr05+Pr3pOUZGPorXtW3yjG5GRnZRvGcTnSOOZslpvxsyT6J5f1cPf3lnm5quqVAoPMXpdSSjp4y0trZimiYTJkxI+XzChAm0tLSkXScSiRCJ7P/WraurCyD5jojEMhAIpJQNw0DTtGRZ13V0XccwDMKGxWfu+idvFdw2oOtfjAv5X8MAoJguagrSd+J22aP5r7dLWVXl7nt1Dh5mQ8VWYCsAR2oRPqF/i4m0M1FrY4IWXxZpPYymh++/0Mjif8RzOVdfwUN5Wwds+bb6iTxrhgH4pP4uf857YsC6d1W287jZAcAcbQPP5d8zYN2fx67gwX11T9QaeSX//was+2vjUh4wOgGYqu3g9fwfD1j3UWMudxrxzsxEdvNOwa0D1n3KOJ9bjXhsRezh3UHqLjLP4qZY/FjNI8Z7g9R9zZzDdX36aZvzf0xQS/+NUKX5Ma6O7f9P59r8n1Cope+4rbSO50vRguTv1fm3M17rSFu33jqazz1bmPx9ad6dHK2nf/nwFmsSF/y9JPn7q3l3M1NvSlu32S7hzH8cnvz9H3n3cJqevoPVYY/klBcmJX//a+jnnB1Yl7ZuxA5ywj9Lk7//IfQLLgqsSVsXYOZLpZgEAPh16Dd8PjBwR+i0l8azhxEA3BN8hC8Hlw5Y96yXithFMQA/Df6ZbwQHPudc9HIB2+x4Z+yW4DN8J/jPAet+/mWdDfZRAPx3YBHfCz03YN0vvxxljX08ANcEXuF/Q08OWPerr3TzlvUxAK4MvM7doYG/fLj2ld38y4q/juVS/U0W5j2Ytt5fjQv4sbGX+p9dREFQTzmvJ8qxWIxAIJAsB4NBNE1LlgFisfRfVmTCcK5nLS0taesbhkFrayuTJk3qt44X18CoaXP7S+t5P/8+dC39tzxLzZO5PTYx+fu6/F8xUoukrbvCmsHtq6Ykf1+Z/yCHa11p69ZZx3D7muOTv1fm/ZGj9F1p6262juArtR9L/r447y9M1z9IW3eHPZbL185O/v5C3jOcrG9JWzd/bwu/eekd2vDnPY35Qb3fPsvk+DYMI6UcCoWwbTtZtiwL0zSTZcuyCAaD/cqG8f/bu/uoqOr8D+DvYYZhQARBQEARyAcI8RiiK2JqmwqFsrqelUojSdezmu6uesqsNrNztrV2bT3VVq6tZmd/lbkCpkdL6AjIio80aAY+hBBI4wMLKE8KzHx/fxhjI8PTONy5d3q/zuHkXL5z5/29fLofvnOHmTYYDAYEBwdDpVJBo9F0Wm89rT0p5tTW1oaKigqEhYUBgNX5GY1GCCFkNSe1Wo2KigoEBQXBzc2txz8nR85JCIHy8nKEhoaax9uj9vp6TgBQVVWFoKAgaDQaSf5/ssecWlpaUFVVhdDQUJhMpj7vgTa9leTdz8AKITp9VnbDhg149dVXO2w/c+YMJk+ejJKSEgBAdHQ0Tp8+DXd3d0RGRkKv18PHxwfDhw/H8ePHMXjwYISGhqKgoADBQ8PQCB32GCfCBBVMcIEAIOACk1BBQIWvTSPMj3UTWnzUNuPHcbe/3wYXFJtCcdA0FvU//pJG3bskArDTGNCjsQWmUZh7az3cVK1wQyvc0HL7v6pW6NBi8TMqF4OwsXUeNCojXGCCGiaoIaCGEWqYUGy68wvIVQzA/7VNw+1rce2/4AjzNbdicWdsnfDEzrap5nHtZdp+u9gUZh5bLzyQaZx0Z+xd8/n2J2NvQovPjfGdzv2UGGb+dys0XY796XEwQdXl2NMmy78b3Wua+GP1d3TWNNTi9n7jBOhULVbHlolAi9tZxlh4qZqsjr0k/C1uHzTFwE9ctzr2qhhgcTvP9AAuiCFWx9YJT4vb+abRHR6rXZNws7h9xDSq01/42n5csLU7YYpAM9ysjgV+WklAoWlkp+Pu3vcpMQweRuu/RAPALdxZcH8rwrDHOLHTsU3izoL7rGlol2Prhbv53xfEkC7H1uLO4vyiCMZeY1ynY6uFt/nf34uALsdeET7mf1cJv07HfiNu16/JZEJBwVEMGzYMgwcPxqFDhxAdHY2AgAAcPHgQ48ePh6+vL7KysjB58mR4eXlh//79SEhIgEajQVZWVqdZeqs3/ayz8da2t+uLHjg0LBwzRwficFkctFot1Go1mptvQuumhdrFBU3NN1Hjcz9m+QehqqoKgYGBKLo2DS1NN+Dh7g4hgOabzfDw8IDJJHCxxQezIoPQ0tKCmpoanHGZAdfWerS2tsBN5w6j0YjW1lbodO64Al/EaVzh5+eHhoYG6Gsno1J7C60trTAJAa2bG1paWiCgwi33QDyo1kGt1qC/V3+cujQZlbhu/gVIo3GFRqNB882baHHzwazAIFy9ehXe3t642JSAqutl0Lnp4KJWo7rRiBavoajVhaCg1hsTht8HF5ULfjD8gOCgYJiECZcvX8bgwYPR1tqKa9eqERR8Z06BgYG4desWrl+/joCAADQ3N6OhoQH+/v5oampCU1OTeU4tLS3w9fVF/Y16GI1t8B4wAFeuXIG7TgfvAQNQV1trnlNNTQ20Wi08PT1RXV2Nfh4eWPRQJAoKCmyu7/379yMpKQltbW3IysrC7NmzUV9fj/z8fMycORN1dXU4ceIEEhMTUV1djTNnzuDhhx+GwWBAaWkppkyZgsrKSly6dAkqlco87/Hjx+PChQtobm5GTEyMTbUnxZyuXbuG4uJiDB06FFeuXLGYU1VVFeLj41FWVoba2lpZzWnmzJmoqKjAt99+26ufkyPn5OHhgW+++Qb+/v7Q6XR2q72+ntP999+PqqoqnD17VrL/n+wxpxMnTuDmzZsICQm5p9rraQ/s85drWnsWMyQkBDU1NfDx8bFpNa9SqXDLKBz27Jicn0ninDgnzolzkvuc+rm5wmg02jynmpoa+Pn5KeLlmn3RA52pFjgnzolz4pw4p77pgb3+CIUJEyYgNjYW77135+U4UVFRmD17NjZs2NDt/e319tFGoxFlZWUIDw+HWq3u/g4yoMTMAHNLTYm5lZgZYG6p2Su3vfpIb/vZ888/j71796K4uNi8bdmyZSgqKsKRI52/rLcvsv/ca0BKSswMMLfUlJhbiZkB5u6zj1BYvXo1/vWvf2Hbtm0oKSnBqlWrUFFR0avPCbIHIQRqa2vRyzWqQykxM8DcUlNibiVmBphbanLL3V0/e+GFF/DUU3feDGTp0qX4/vvvsXr1apSUlGDbtm3YunUrnn32Wcmzy+1Y9pQScysxM8DcUlNibiVmBpi7p2z+MPS//vWvMBgMiI6OxqZNmzBlSs/eSYofBEtERPfC3h+G3lk/S0tLQ3l5OXJzc83j8/LysGrVKvOHoT///PP8MHQiIpJMT/uITYu8e2HPl6pcuHABI0aMUMylWiVmBphbakrMrcTMAHNLzV65lbxQ+jn3QECZuZWYGWBuqSkxtxIzA8zdZy/XlJPmZutvBy9nSswMMLfUlJhbiZkB5paaUnPLkVKPpRJzKzEzwNxSU2JuJWYGmLsnFHslj4iIfp6U3EeUnJ2IiBzP6a/kGY1GnDlzxvw2pUqgxMwAc0tNibmVmBlgbqkpNbccKfVYKjG3EjMDzC01JeZWYmaAuXtKsYs8IiIiIiIi6ogv1yQiIkVRch9RcnYiInK8nvYRjYSZAMD82RA3bty4p/20X/KMjo5WzDvrKDEzwNxSU2JuJWYGmFtq9srd3j+U9hlJwM+7BwLKzK3EzABzS02JuZWYGWDunvZAyRd59fX1AICQkBCpH5qIiJxIfX09vL29HR2jV9gDiYjIHrrrgZK/XNNkMuGHH35A//79oVKpbN7PjRs3EBISgsrKSsW85EWJmQHmlpoScysxM8DcUrNXbiEE6uvrERwcDBcXZf1p+c+5BwLKzK3EzABzS02JuZWYGWDunvZAya/kubi4YMiQIXbbn5eXl6J+wIAyMwPMLTUl5lZiZoC5pWaP3Eq7gteOPfA2JeZWYmaAuaWmt50zVgAAD/RJREFUxNxKzAz8vHP3pAcq6ylQIiIiIiIi6hIXeURERERERE5EvX79+vWODmErtVqNhx56CBqN5K86tZkSMwPMLTUl5lZiZoC5pabU3HKk1GOpxNxKzAwwt9SUmFuJmQHm7gnJ33iFiIiIiIiI+g5frklEREREROREuMgjIiIiIiJyIlzkERERERERORHZLPLee+89hIeHQ6fTITY2Fvn5+V2Oz8vLQ2xsLHQ6He677z5s3ry5w5j09HRERUXBzc0NUVFRyMzMdGjujIwMzJgxA/7+/vDy8sLEiRNx4MABizHbt2+HSqXq8HXz5k2HZM7NzbWa5+zZsxbj5Has09LSrOYeNWqUeYwUx/rQoUNITk5GcHAwVCoVdu/e3e19HF3bvc0sl7rubW651HZvc8uhtjds2IDx48ejf//+CAgIwJw5c3Du3Llu7+fo2pYz9sDbpDhX9Da3XM4Vvc0th3OFEnugLbnlUNvsgeyBd5PFIu+zzz7DypUr8dJLL0Gv12Py5Ml49NFHUVFRYXV8WVkZkpKSMHnyZOj1erz44ov4wx/+gPT0dPOYI0eO4LHHHkNqaipOnTqF1NRUpKSk4NixYw7LfejQIcyYMQP79+9HYWEhfvnLXyI5ORl6vd5inJeXFwwGg8WXTqdzSOZ2586ds8gzYsQI8/fkeKzfeusti7yVlZXw9fXFvHnzLMb15bEGgMbGRowZMwb/+Mc/ejReDrXd28xyqGtbcrdzdG33NrccajsvLw/Lly/H0aNHkZ2djba2NiQkJKCxsbHT+8ihtuWKPVDacwX7oHTnCiX2QFtyy6G22QPZAzsQMvCLX/xCLF261GJbZGSkWLt2rdXxa9asEZGRkRbbfve734m4uDjz7ZSUFPHII49YjElMTBSPP/64nVL3Prc1UVFR4tVXXzXf/vDDD4W3t7fdMt6tt5lzcnIEAFFbW9vpPpVwrDMzM4VKpRLl5eXmbX19rO8GQGRmZnY5Ri613a4nma2Ruq7v1pPccqntn7LleMuhtq9evSoAiLy8vE7HyK225YQ9UNpzBfugY84VSuyBQiizD7IHsgcKIYTDr+S1tLSgsLAQCQkJFtsTEhJQUFBg9T5HjhzpMD4xMREnT55Ea2trl2M626cUue9mMplQX18PX19fi+0NDQ0IDQ3FkCFDMGvWrA7PBDkic0xMDIKCgjBt2jTk5ORYfE8Jx3rr1q2YPn06QkNDLbb31bG2lRxq+15JXdf3ypG1bQ9yqO3r168DQIef+U85Q233BfZAac8V7IPy7oNyqG17UFIfZA+8d3LtgQ5f5FVXV8NoNGLQoEEW2wcNGoTLly9bvc/ly5etjm9ra0N1dXWXYzrbpxS57/bmm2+isbERKSkp5m2RkZHYvn079uzZg08//RQ6nQ6TJk3ChQsXHJI5KCgIW7ZsQXp6OjIyMhAREYFp06bh0KFD5jFyP9YGgwFffPEFfvvb31ps78tjbSs51Pa9krqubSWH2r5XcqhtIQRWr16NBx98ENHR0Z2Oc4ba7gvsgdKeK9gH5d0H5VDb9qCEPiiHur5XcqhrOfdA2XxMvEqlsrgthOiwrbvxd2/v7T5tYetjfPrpp1i/fj0+//xzBAQEmLfHxcUhLi7OfHvSpEkYO3Ys3nnnHbz99tuSZ46IiEBERIT59sSJE1FZWYmNGzdiypQpNu3TVrY+xvbt2zFgwADMmTPHYrsUx9oWcqltWziyrntLTrVtKznU9ooVK3D69Gn897//7Xaskmu7r7EH3iZV7bIP3ibHc7NcattWjq7tnpJTXdtKDnUt5x7o8Ct5fn5+UKvVHVapV69e7bCabRcYGGh1vEajwcCBA7sc09k+pcjd7rPPPsPixYuxc+dOTJ8+vcuxLi4uGD9+vF2efbiXzD8VFxdnkUfOx1oIgW3btiE1NRVarbbLsfY81raSQ23bylF1bU9S1/a9kENt//73v8eePXuQk5ODIUOGdDlWybXdl9gDpT1XsA/Kuw/KobbvhdL7IHtg78i9Bzp8kafVahEbG4vs7GyL7dnZ2YiPj7d6n4kTJ3YYn5WVhXHjxsHV1bXLMZ3tU4rcwO1neNLS0vDJJ59g5syZ3T6OEAJFRUUICgpyWOa76fV6izxyPdbA7XdA+u6777B48eJuH8eex9pWcqhtWziyru1J6tq+F46sbSEEVqxYgYyMDBw8eBDh4eHd3keptd3X2AO7Zu/aZR/smqPPzXKobVs5urbtgT2wZxTTA216uxY727Fjh3B1dRVbt24VxcXFYuXKlaJfv37md8pZu3atSE1NNY+/ePGi8PDwEKtWrRLFxcVi69atwtXVVezatcs85vDhw0KtVovXX39dlJSUiNdff11oNBpx9OhRh+X+5JNPhEajEe+++64wGAzmr7q6OvOY9evXiy+//FKUlpYKvV4vnn76aaHRaMSxY8ccknnTpk0iMzNTnD9/Xpw5c0asXbtWABDp6enmMXI81u2efPJJMWHCBKv77OtjLYQQ9fX1Qq/XC71eLwCIv//970Kv14vvv//eam451HZvM8uhrm3JLZfa7m3udo6s7WXLlglvb2+Rm5tr8TNvamoyj5FjbcsVe6C05wr2wTv6+ngrsQfaklsOtc0eeAd74G2yWOQJIcS7774rQkNDhVarFWPHjrV4G9KFCxeKqVOnWozPzc0VMTExQqvVirCwMPH+++932Od//vMfERERIVxdXUVkZKRF4Toi99SpUwWADl8LFy40j1m5cqUYOnSo0Gq1wt/fXyQkJIiCggKHZX7jjTfEsGHDhE6nEz4+PuLBBx8U+/bt67BPuR1rIYSoq6sT7u7uYsuWLVb3J8Wxbn+L4s5+5nKs7d5mlktd9za3XGrblhpxdG1bywtAfPjhh+YxcqxtOWMPvE2Kc0Vvc8vlXNHb3EI4/lyhxB5oS2451DZ74B3sgbepfgxLRERERERETsDhf5NHRERERERE9sNFHhERERERkRPhIo+IiIiIiMiJcJFHRERERETkRLjIIyIiIiIiciJc5BERERERETkRLvKIiIiIiIicCBd5REREREREToSLPCIHKC8vh0qlQlFRkaOjEBERKQb7J1HPaBwdgOjnKCQkBAaDAX5+fo6OQkRE5HBpaWmoq6vD7t27HR2FyClwkUcksZaWFmi1WgQGBjo6ChERERE5Ib5ck6gL//znPzF48GCYTCaL7b/61a+wcOFClJaWYvbs2Rg0aBA8PT0xfvx4fPXVVxZjw8LC8Oc//xlpaWnw9vbGkiVLOrzcxGg0YvHixQgPD4e7uzsiIiLw1ltvWewnLS0Nc+bMwcaNGxEUFISBAwdi+fLlaG1tNY+5desW1qxZg5CQELi5uWHEiBHYunWr+fvFxcVISkqCp6cnBg0ahNTUVFRXV9v7sBEREVm1a9cujB49Gu7u7hg4cCCmT5+O5557Dh999BE+//xzqFQqqFQq5ObmAgCOHz+OmJgY6HQ6jBs3Dnq93rETIFIILvKIujBv3jxUV1cjJyfHvK22thYHDhzAggUL0NDQgKSkJHz11VfQ6/VITExEcnIyKioqLPbzt7/9DdHR0SgsLMTLL7/c4XFMJhOGDBmCnTt3ori4GOvWrcOLL76InTt3WozLyclBaWkpcnJy8NFHH2H79u3Yvn27+ftPPfUUduzYgbfffhslJSXYvHkzPD09AQAGgwFTp07FAw88gJMnT+LLL7/ElStXkJKSYscjRkREZJ3BYMATTzyBRYsWoaSkBLm5uZg7dy5eeeUVpKSk4JFHHoHBYIDBYEB8fDwaGxsxa9YsREREoLCwEOvXr8ezzz7r6GkQKYJKCCEcHYJIzmbPng0/Pz/zFbEtW7bglVdewaVLl6BWqzuMHzVqFJYtW4YVK1YAuH0lLyYmBpmZmeYx5eXlCA8Ph16vxwMPPGD1cZcvX44rV65g165dAG5fycvNzUVpaan5cVNSUuDi4oIdO3bg/PnziIiIQHZ2NqZPn95hf+vWrcOxY8dw4MAB87ZLly4hJCQE586dw8iRI208QkRERN37+uuvERsbi/LycoSGhlp8z9rf5G3ZsgUvvPACKisr4eHhAQDYvHkzli1b1mX/JCJeySPq1oIFC5Ceno5bt24BAD7++GM8/vjjUKvVaGxsxJo1axAVFYUBAwbA09MTZ8+e7XAlb9y4cd0+zubNmzFu3Dj4+/vD09MTH3zwQYf9jBo1ymJhGRQUhKtXrwIAioqKoFarMXXqVKv7LywsRE5ODjw9Pc1fkZGRAIDS0tKeHxAiIiIbjBkzBtOmTcPo0aMxb948fPDBB6itre10fElJCcaMGWNe4AHAxIkTpYhKpHhc5BF1Izk5GSaTCfv27UNlZSXy8/Px5JNPAgCee+45pKen47XXXkN+fj6KioowevRotLS0WOyjX79+XT7Gzp07sWrVKixatAhZWVkoKirC008/3WE/rq6uFrdVKpX57wXd3d27fAyTyYTk5GQUFRVZfF24cAFTpkzp0bEgIiKylVqtRnZ2Nr744gtERUXhnXfeQUREBMrKyqyO54vNiGzHd9ck6oa7uzvmzp2Ljz/+GN999x1GjhyJ2NhYAEB+fj7S0tLw61//GgDQ0NCA8vLyXj9Gfn4+4uPj8cwzz5i39fbq2ujRo2EymZCXl2f15Zpjx45Feno6wsLCoNHwf30iIpKeSqXCpEmTMGnSJKxbtw6hoaHIzMyEVquF0Wi0GBsVFYV///vfaG5uNj+RefToUUfEJlIcXskj6oEFCxZg37592LZtm/kqHgAMHz4cGRkZKCoqwqlTpzB//vwO78TZE8OHD8fJkydx4MABnD9/Hi+//DJOnDjRq32EhYVh4cKFWLRoEXbv3o2ysjLk5uaa37xl+fLlqKmpwRNPPIHjx4/j4sWLyMrKwqJFizo0ViIiIns7duwY/vKXv+DkyZOoqKhARkYGrl27hvvvvx9hYWE4ffo0zp07h+rqarS2tmL+/PlwcXHB4sWLUVxcjP3792Pjxo2OngaRInCRR9QDDz/8MHx9fXHu3DnMnz/fvH3Tpk3w8fFBfHw8kpOTkZiYiLFjx/Z6/0uXLsXcuXPx2GOPYcKECfjf//5ncVWvp95//3385je/wTPPPIPIyEgsWbIEjY2NAIDg4GAcPnwYRqMRiYmJiI6Oxh//+Ed4e3vDxYWnAiIi6lteXl44dOgQkpKSMHLkSPzpT3/Cm2++iUcffRRLlixBRESE+W/TDx8+DE9PT+zduxfFxcWIiYnBSy+9hDfeeMPR0yBSBL67JhERERERkRPh0/dEREREREROhIs8IiIiIiIiJ8JFHhERERERkRPhIo+IiIiIiMiJcJFHRERERETkRLjIIyIiIiIiciJc5BERERERETkRLvKIiIiIiIicCBd5REREREREToSLPCIiIiIiIifCRR4REREREZET4SKPiIiIiIjIifw/+sLy0Ks8u68AAAAASUVORK5CYII="
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "`TDist2` モデルならばサンプルを生成した正規分布と同じ std を推定してくれる。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "println(\"-- Normal --\")\n@show aic_Normal(YYYY)\n@show loocv_Normal(YYYY)\nprintln(\"\\n-- Cauchy --\")\n@show aic_Cauchy(YYYY)\n@show loocv_Cauchy(YYYY)\nprintln(\"\\n-- TDist1 --\")\n@show aic_TDist1(YYYY)\n@show loocv_TDist1(YYYY)\nprintln(\"\\n-- TDist2 --\")\n@show aic_TDist2(YYYY)\n@show loocv_TDist2(YYYY)\n;",
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "text": "-- Normal --\naic_Normal(YYYY) = 712.3398548258091\nloocv_Normal(YYYY) = 712.652236185273\n\n-- Cauchy --\naic_Cauchy(YYYY) = 892.8965328795381\nloocv_Cauchy(YYYY) = 893.3701512805969\n\n-- TDist1 --\naic_TDist1(YYYY) = 1064.565672405824\nloocv_TDist1(YYYY) = 1061.0341016291832\n\n-- TDist2 --\naic_TDist2(YYYY) = 713.3056044203083\nloocv_TDist2(YYYY) = 713.6252368582739\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "正規分布が生成したサンプルサイズ n=256 で正規分布モデルと `TDist2` モデルの AIC と LOOCV はほぼ同じ。(これはほぼ当たり前。なぜならば、TDist2モデルが推定した予測分布はほぼ正規分布になっており、正規分布モデルの予測分布とほとんど違わない(TDist2モデルにおける $\\nu$ の推定値が非常に大きな値になっていることに注意せよ)。だからAICにおいてパラメーターの個数の差の2倍のちょうど 2 の違いが生じているに過ぎない。)\n\n`TDist2` モデルは外れ値がある場合に強いだけではなく、外れ値がない真の分布が正規分布の場合にも有用だと思われる。"
    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "### TDist2で生成したサンプル\n\nTDist2モデルで生成したサンプルと正規分布で生成したサンプルを正規分布モデルとTDist2モデルの両方に与えたときの結果を比較してみよう。"
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "Ymu = 0.0\nYnu = 1.0\nYsigma = 0.5\nYT = Ymu .+ Ysigma .* rand(TDist(Ynu),256)\nYN = Ymu .+ Ysigma .* randn(256)\n@show Ymu, Ynu, Ysigma\n@show mean(YT), std(YT)\n@show mean(YN), std(YN);",
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "text": "(Ymu, Ynu, Ysigma) = (0.0, 1.0, 0.5)\n(mean(YT), std(YT)) = (-0.626121408091159, 4.376481718318639)\n(mean(YN), std(YN)) = (-0.03404838001015294, 0.5037058877700993)\n",
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@time comp_Normal(YT, YN, xmax=1)",
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_Normal(Y) / (2 * length(Y)) = 2.901039224487904\nloocv_Normal(Y) / (2 * length(Y)) = 3.0300882356010432\n\naic_Normal(YY) / (2 * length(YY)) = 0.739031346286549\nloocv_Normal(YY) / (2 * length(YY)) = 0.7386660391223696\n\na = constparam_Normal(Y) = (-0.6261214080911592, 4.36792553864255)\nnmu = a[1] = -0.6261214080911592\nnsigma = a[2] = 4.36792553864255\n\na = constparam_Normal(YY) = (-0.03404838001015292, 0.5027211245842677)\nnnmu = a[1] = -0.03404838001015292\nnnsigma = a[2] = 0.5027211245842677\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 600x360 with 1 Axes>)",
            "image/png": 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"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "text": "  0.275930 seconds (2.36 k allocations: 2.192 MiB)\n",
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "execution_count": 51,
          "data": {
            "text/plain": "PyObject <matplotlib.legend.Legend object at 0x0000000060C27208>"
          },
          "metadata": {}
        }
      ]
    },
    {
      "metadata": {
        "trusted": true
      },
      "cell_type": "code",
      "source": "@time comp_TDist2(YT,YN)",
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "stream",
          "text": "aic_TDist2(Y) / (2 * length(Y)) = 1.7344792510765927\nloocv_TDist2(Y) / (2 * length(Y)) = 1.7334192175784031\n\naic_TDist2(YY) / (2 * length(YY)) = 0.7429375967120062\nloocv_TDist2(YY) / (2 * length(YY)) = 0.7386657468815561\n\na = constparam_TDist2(Y) = (-0.033055487138168506, 0.9094692808740659, 0.3976480380754963)\ntd2mu = a[1] = -0.033055487138168506\ntd2nu = a[2] = 0.9094692808740659\ntd2sigma = a[3] = 0.3976480380754963\n\na = constparam_TDist2(YY) = (-0.034045410996012035, 1.5422476098682362e8, 0.5027203064019203)\nttd2mu = a[1] = -0.034045410996012035\nttd2nu = a[2] = 1.5422476098682362e8\nttd2sigma = a[3] = 0.5027203064019203\n",
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": "Figure(PyObject <Figure size 900x360 with 2 Axes>)",
            "image/png": 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"
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          "text": " 10.744662 seconds (1.73 M allocations: 38.499 MiB)\n",
          "name": "stdout"
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    },
    {
      "metadata": {},
      "cell_type": "markdown",
      "source": "このノートの最初の方で明らかになったように、TDist2モデルで生成した「外れ値」のあるサンプルは正規分布モデルでうまく扱えない。それに対して、TDist2モデルはTDist2モデルで生成したサンプルだけではなく、正規分布で生成したサンプルも適切に扱えている。\n\nTDist2モデルの確率密度函数は\n\n$$\\displaystyle\np(y\\,|\\,\\mu,\\nu,\\sigma) =\n\\frac{1}{\\sqrt{\\nu\\sigma^2}}\\frac{1}{B(1/2,\\nu/2)} \\left(1+\\frac{(y-\\mu)^2}{\\nu\\sigma^2}\\right)^{-(\\nu+1)/2}.\n$$\n\nであった。これの $\\nu\\to\\infty$ での極限は正規分布の確率密度函数に一致する:\n\n$$\\displaystyle\np(y\\,|\\,\\mu,\\infty,\\sigma) = \\frac{1}{\\sqrt{2\\pi\\sigma^2}}\\exp\\left(-\\frac{(y-\\mu)^2}{2\\sigma^2}\\right).\n$$\n\nこの意味でTDist2モデルは正規分布モデルをその極限として含んでいる。だから、正規分布が生成するサンプルをTDist2モデルに与えると $\\nu$ の推定値が非常に大きくなる。\n\nCauchy分布のモデルは極限として正規分布モデルを含んでいないし、TDist1モデルは極限として分散1の正規分布モデルしか含んでいない。このような理由から、外れ値があっても、実際には正規分布である疑いがある場合にはCauchy分布モデルとTDist1モデルを使用するべきではないと考えられる。"
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