{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PoOt9HalWHDM",
        "outputId": "51660207-7b92-4d3d-e116-57cdcb7270e2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "# Mount Google Drive\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 537
        },
        "id": "xyJVmnhGWARB",
        "outputId": "07ab4f68-c804-4c4f-f54d-b1ccba89e03d"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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yZVGrVi0kJCTg0KFD+Pz5M65cuSLVpU2Wnj174uLFi/kag+Th4YG0tDSIRCJER0fD09MT7u7usLCwwMWLF3kFcX7GhCn7mQwdOhQPHjzgxrrp6upi1qxZWLhwIZo1a4ahQ4dCJBLh4MGDCA4Oxj///MPt26tXL6njSp5od+3aldfNe+3atXj37h2aNm0KPT09XLp0CTdv3sTKlSvRuHFjXhr//fcffHx8AGS1lL9584Y7nx49euCXX37htr19+zYYYwqjsRJCCFGNJsrrQYMG4dmzZ3B1dYW/vz9v7m0zMzNembJq1Sq0aNECbdq0wZgxYxAcHIxNmzahU6dO6NKlS675p/KaX15LvHv3Dm/evMHcuXNlfi6qpDl8+HBs3LgRY8eOxatXr1C7dm28fPkSBw4cQO3atdG7d29e2rdu3YKJiQk6duyYp8+JEIUYIcXQ4cOHGQD2/Plzmeu/fPnCALDDhw/zlp86dYrVqFGDGRoaMicnJ+bu7s769u3LatSowdvO0dGROTo6KpUXAHJf2a1bt47VqFGDGRkZMUtLS9ajRw/26tUrZU+ZvXz5kgFgHh4evOVt2rRhtWvXVrjvvXv3ePnS19dnNjY2rHXr1mzVqlUsIiJC6XwoQ9nPpE2bNlLLGGPs+PHjrEmTJqxkyZLM2NiYNW3alJ07dy7X4y5ZsoQBYJGRkbzlly9fZk2aNGHm5ubMxMSENWvWjJ05c0ZmGsOGDZOb95zfpz/++IO1atUq13wRQsjPqrCU146OjnKv7bL29/DwYC1atGBGRkbMxsaGTZw4kSUkJCh1zlReyy6v586dywCwN2/eKMyTsmkGBwczV1dXVrFiRWZgYMDKlCnDRo8eLXUPwBhjTZs2ZYMHD1Z4XELySsCYnDCJhBAAQL169WBjY6N0dyxtat++PcqWLYtjx45pOys/vbCwMFSsWBGnTp2iJ9yEEFIAqLwmefH69Ws0aNAAL1++RL169bSdHVIM6eS+CSE/h8zMTKkgGvfv34ePjw+cnZ21kykVrV69GqdPn+amTSHas2XLFtSpU4cq24QQomZUXhN1Wrt2Lfr160eVbaIx9ISbkP/39etXdOjQAYMHD0bZsmUREBCAPXv2wMLCAu/eveOm8iCEEEKI9lB5TQgpSihoGiH/z9LSEg0bNsSBAwcQGRkJU1NTdOvWDWvXrqXCmxBCCCkkqLwmhBQlWnvCvXPnTmzYsAFhYWGoW7cutm/fjiZNmmgjK4QQQghRgMpsQgghJG+0Mob79OnTmDFjBpYsWYKXL1+ibt266Ny5MyIiIrSRHUIIIYTIQWU2IYQQkndaecLdtGlTNG7cGDt27AAAiMVilCtXDpMnT8bcuXMLOjuEEEIIkYPKbEIIISTvCnwMd0ZGBry9vTFv3jxumY6ODjp06IAnT54olYZYLMaPHz9gbm4OgUCgqawSQgghGsUYQ2JiIsqWLQsdncI3cQiV2YQQQkiWvJbZBV7hjoqKgkgkgq2tLW+5ra0tAgICZO6Tnp6O9PR07n1ISAhq1aql0XwSQgghBSUoKAgODg7azoYUKrMJIYQQPlXL7CIRpXzNmjVYtmyZ1PKgoCCUKFFCCzkihBBC8i8hIQHlypWDubm5trOiNlRmE0IIKY7yWmYXeIXb2toaurq6CA8P5y0PDw+HnZ2dzH3mzZuHGTNmcO8lJ1uiRAkqvAkhhBR5hbWrNZXZhBBCCJ+qZXaBDxgzMDBAw4YNcefOHW6ZWCzGnTt30Lx5c5n7GBoacgU1FdiEEEJIwaAymxBCCMkfrXQpnzFjBoYNG4ZGjRqhSZMm2LJlC5KTkzFixAhtZIcQQgghclCZTQghhOSdVircf/zxByIjI7F48WKEhYWhXr16uH79ulRQFkIIIYRoF5XZhBBCSN5pZR7u/EpISICFhQXi4+OpqxohhJAi62coz36GcySEEFL85bU8K3yTfhJCCCGEEEIIIcUAVbgJIYQQQgghhBANoAo3IYQQQgghhBCiAVThJoQQQgghhBBCNIAq3IQQQgghhBBCiAZQhZsQQgghhBBCCNEAqnATQgghhBBCCCEaQBVuQgghhBBCCCFEA6jCTQghhBBCCCGEaABVuAkhhBBCCCGEEA2gCjchhBBCCCGEEKIBVOEmhBBCCCGEEEI0gCrchBBCCCGEEEKIBlCFmxBCCCGEEEII0QCqcBNCCCGEEEIIIRpAFW5CCCGEEEIIIUQDqMJNCCGEEEIIIYRoAFW4CSGEEEIIIYQQDaAKNyGEEEIIIYQQogFU4SaEEEIIIYQQQjSAKtyEEEIIIYQQQogGUIWbEEIIIYQQQgjRAKpwE0IIIYQQQgghGkAVbkIIIYQQQgghRAOowk0IIYQQQgghhGgAVbgJIYQQQgghhBANoAo3IYQQQgghhBCiAVThJoQQQgghhBBCNIAq3MVAQEAA4uLitJ0NQgghhBBCCCHZUIW7GNiyZQt8fX21nQ1CCCGEKPDmzRu8efNG29kghBBSgKjCXcTdu3cP9+/fBwDMmDEDYrFYuxkihBBCiJQPHz5g3LhxePz4sbazQgghpABRhbuICwgIwPv37wEAp0+f1nJuCCGEECJLeHg4njx5ou1sEEIIKWBU4SaEEEIIIYQQQjSAKtzFxI8fPyASibSdDUIIIYQoEBUVhc+fP1OZTQghPwmqcBcTLi4uiI6O1nY2CCGEEJJDeno6nj59CgBYtGgRKleujKioKC3nihBCSEGgCjchhBBCiAbFxsZi9uzZ2s4GIYQQLaAKdxEWEBCAw4cPazsbhBBCCJFDLBZj8uTJ2s4GIYQQLaEKdxEWGRmJ58+fazsbhBBCCFHg4sWL2s4CIYQQLaEKdxHTo0cPBAcHgzGGtLQ03jqhUIg6depoKWeEEEIIIYQQQrKjCncRk5ycjI8fP8LT0xOdOnWSWp+YmMj9/ePHD6SmphZk9gghhBCSQ5UqVbi/bW1tYWxsjI8fP+LTp09azBUhhJCCQBXuIqhdu3b49ddfZa5LTU3Fo0ePAADz5s2Dr69vQWaNEEIIIdncvHkTjx8/RuvWrQEAS5cuRf369fHrr7+iXbt2Ws4dIYQQTaMKdxEzdOhQlChRQu76qKgoLFu2rABzRAghhBB5xowZg61bt6Jy5coAgCtXriAoKAgAEB8fj2PHjmkze4QQQjRMwBhj2s6EqhISEmBhYYH4+HiFlc/iqly5cggODpa7vnTp0mjZsiVatGiBkSNHwtLSsgBzRwghRFk/Q3n2M5yjIrmV2R06dMCtW7cKMEeEEELyIq/lGT3hLoYiIiJQokQJjB49mirbhBBCCCGEEK1ISUlBjRo1ULNmTezevVvb2dEKPW1ngGiGlZUVLCwstJ0NQghRO8YYEhMToaenBxMTE21nhxCl6evrAwAyMzO1nBNCyM8mKSkJpqamEAgEBXpcsViM9+/fA8ga+qrNvGgLPeEugmrVqpXrNpGRkXj9+jVSUlIKIEeEEFJwkpOTYWFhgaFDh3LLAgICIBaLtZgrQnLXq1cv9OzZk7csKSkJISEhWsoRIeRn0bhxY63PXhQWFobXr1/DyclJanrj4owq3EXQtWvXoKurq3Cbf/75B/Xr14efn18B5YoQ8rO5fPkyhEKhtrMBAOjZsydOnjyp7WwQotDZs2dx7tw53rKnT59i9OjR+Pz5s5ZyRQghBWPXrl2oX78+vn37hgsXLmg7OwWGKtyEEELy5K+//kJGRobWjv/u3TvMmzePa1icOHGi1vJCiDyzZ89GiRIlMGbMGN7yuXPncn9fu3YNHh4eBZ01QgjRuNWrV8tc/jOV2VThJoQQUqQMGTIEAPD+/XusXbsWHz9+1HKOCJFv0qRJuHDhAgYPHsxb/uzZMy3liBBCCs727du5vwcPHozLly/D3t7+p5oSkYKmFTFFcBY3Qkgx1qxZM7x586bAjscYw+3bt2Wue/r0aYHlgxBlMMYgFosxfvx4JCcn89bdvXtXS7kihOSX5H5cIBDw/i4KNJlfSdq7d++Go6MjfvvtN976atWq4bfffoOpqSk6dOig9uMXVvSEu4jp2rUr3r17J3Pd58+feT+e/fv3o0GDBgWVNUJIPohEIiQmJmo7GyqxsLBAQkIChEIhkpKSNHIMyeeSmpqK9PR0NGrUSOaxHj16hOrVq2skD4TkVdeuXWFiYoKPHz/ix48f3PJ79+6hdOnSAIB27dph/fr12soiISQPvn79im7duiElJQUjRoyAh4dHoQ3cmZKSgoyMDPj4+CAzMxNGRkYYPny42o/DGMPLly/Rp08fxMXFISwsDPXr10dSUhKqVauGffv2AQBGjBiBwMBAtR+/MKMKdxGTmZmJunXrQiQSSa3LGSBNX18fOjr0LyakKPj27Ru6dOmCoKAgBAYG4tmzZ4UmIJk8T58+xdevX/H27Vve+FQfHx+8fPlSLcf4/PkzBg4ciL///hubNm1CfHy8zO1atWr1U0U8JUVDZmamzDgHkunBgKwo5dkr44SQwo8xhmvXrmH58uUQCoVo06ZNoW00X7duHbZu3QqRSITXr18jIyNDI1MTShrFJWmPGjUKPj4+AIAPHz5gzJgxCAkJwd9//43KlSur/fiFGdXGipHu3bvzupx7eHhw890RQgq/x48fY+fOnViyZAmaNm0q1QW1MMrIyIC7uzv3/ubNm9i7dy+6dOmS77RFIhHOnz/PvV+wYMFP1ypOir9nz55hy5YtVGYTUgS9efOmSJRLs2fPxtevX9G1a1eNHysoKAje3t4y1+3duxcPHz7UeB4KG6pwF2MHDx7ElClTaC5uQoqQO3fuyC2oCovr16/jzZs3WLNmDRISErB06VJu3ZYtWzBz5sxcpy7MzaZNm5CQkIB58+blM7eEFB4tWrTA33//jYoVK0qtS0lJkdl7jRBSuAiFQqxcuRJA1gwDhTl+iI+PD27cuCF3/b59+9TW0LdkyRIAWY0Q2af8Wrt2LWbPnq2WYxRVVOEuYjZs2AAbGxult//11195XdcIIYXbixcvEBAQoO1sKPTkyRMMHjwYK1eulNntfciQIfnuDn/y5En06NEDQFbX9YMHD3LrjIyMcODAgXylT0hByFlm//LLL5g2bRrWrl2L2NhY3radO3eGra1tQWeREKIikUiEw4cPazsbufr27RsGDx4MLy8vmev379+P+fPnyx2qpar9+/fLXDZz5kwMHTqUW7Z48WIEBwer5ZhFBUUpL2IaNGgAY2NjPHv2DE2aNMl1+8aNG1OFmxCiFh8/fkS7du2QkJCAhIQEAECjRo249WvWrMG9e/eQlpYGKysriMXifMWRePToEQAgOjoa0dHRALKiqr5+/ZpXoWeM0QwOpFCqV68eDA0NufeMMcybNw/79u3TyBhKQojmGRgY4NGjR2jVqhVveWEJmtapUyccP34czZo1Q1hYGLe8Xbt2vFgnnz59QnR0NFq1agUbGxu1zDiSM2p706ZNoafHr24W5MwmhQU94S6i9PT0oK+vD3Nzc21nhRDyE2CMISwsDMHBwRCJRFwl4r///uO2iY+P5wrzmJgYqZsRZSQnJyM1NZV7b21tzf1tYWGBN2/eoFq1arx9+vbtS3Nxk0KpS5cuCA4OhrW1NfT19XHq1CmUL1+eZhAhpAgTCAQoU6aM1PLy5csXisbfsLAw7pVzuSR/p06dwoYNG7jlQUFBXMN2XhkaGnIBnOfOnYuMjAw4OTnJ3Nba2rrITKOmDlThLmLevHmD1NRUNGjQAE2bNsW6deu0nSVCiIZ4eXkVisL75cuXuH37Nlq3bg0AcHFx4XrYSCoOkZGRCAoK4vZp0qRJnsaj7t27F2fOnAGQVXg/fvwYVlZWaNWqFS5cuAAnJyepQrqwPFUgJLvAwEBER0dDIBDg1atXaNq0KdasWQOBQPBT3WgS8rPIzMwsNDFYfvnlF4Xrc/YMi4uLk5ozOy/MzMzQqlUrVKxYEXp6enKvdY8ePYKRkVG+j1dUUIW7iJk+fToiIyMBAKGhoT9lpD9Cfha9evXSdhYAZM2Z2alTJ+7927dveZVrALh9+zZOnDjBvb906VK+jysZ89W8eXN4eHigXbt2+U6TkIKybds2bnq8Y8eOITQ0FNHR0YiKipJ68kQIKfrS09MxePBgjR4jODgYnp6eCrcpyAY9Hx8fvH//HkBWmW1vbw8PDw/eVKEAYGlpybuPOHXqVKGf+lSdqMJdhAUGBuLUqVPazgYh5CejzFP3OXPm5Ps4a9euRenSpTFx4sR8p0WItjDGMH/+fAQGBiIkJATBwcH4/PmztrNFCMkjdZRveRUQEICzZ89qJO2vX7/Czc1NpX3u3LnDRWlft26d3Mp+2bJlMXr0aO790qVLMX36dHz//h3jxo3DzZs3857xIoAq3IQQomWSaNw5paen488//yzg3EjLWcGuW7cuypUrp3Cffv36wc/PD6tXr1b5eCtXruQitVtYWMicN7RixYpYsWIFb1lSUhJatmyJZcuWqXxMQrTpjz/+gLe3d6GfoYAQAri5uWlluFd4eDimTZuGM2fO4OrVq3K3y5k3V1dX/Prrr7mmHxERgfv376uUpz/++EPpub2dnZ0xbNgw7v3u3bvRo0cP7N27Fz4+Piodt6ihCncxJxKJCsUYUELI/zx69AgLFy7k3j9//lzm71QsFuPVq1cazcvDhw+xYMECheOgc7ZYly9fHqVKlVKY7siRI5GUlIRPnz6pnKdPnz7hwoULKFmypNxtTExMUKNGDd6yWrVq4fHjx1i7di127typ8nEJ0RQbGxtcuHBB7vz0dnZ2iIuLQ3x8PJXZhBCZMjIy4Ovri9DQUISGhsq9VuQssx0cHGBlZaXUMQQCATIzM5WOjWJvb4/SpUsrta21tTUcHR25/IlEIohEop+ivKYKdzHXvHlz7sdJCCkcMjIyEBoaiqSkJKl15ubmMDExKdC8rF69Glu2bEFGRobMbWxtbZUeE2ZtbQ1dXV1ERUWplA+hUIigoCDExcUBAKysrJSeUqxUqVLQ09PjjpmWloaUlBSVjk+IOiUnJ0NPT4+L5h8ZGYl169Zh2bJlsLS0hIGBAW/7rVu34tixY2jevLnU/NyEEO1KS0tT6ncpEAhQqlQplcu/vBg9ejSuXr0qMzhpzjJ7+fLl+Pfff3NNs3HjxmjZsiUMDQ1x9uxZjYyxXrp0Kbp37869Z4z9FGO5qcJdxDRo0IA3p2duGGOoU6cOF12YEFI4HDp0CKdPn+YtK1WqFDZv3oyFCxfCzMysQPMzc+ZMuV26bt68ie7du6N9+/aoU6cOgKwIqLIaBqZPny7V2v3+/Xvcvn2bN/9nTiEhIShfvjxWrFiBWrVqoUSJEkrlu1KlSnB3d0elSpW4ZXZ2dnB0dFRqf0I0wcPDAy1btkTLli25ZV5eXli4cCHWrFnDm78+O3q6TUjh8/jxYyxdupR7zxjD48ePAQCOjo6ws7MDAOjr62PUqFG8scqawhjDsmXLkJycLLVu+fLlMDY2VjnNhIQE+Pn5gTGGAQMGaCS4o0AgQN26dbn7B19fX0ydOlXtxylsqMJdxGzYsAE2Nja8Ze3atZM5H6CErq4uhg8fruGcEULyw8LCAqtXr8aoUaMwb948VKlSRdtZ4nF3d8eZM2fQsGFDPHnyBEOGDMHChQuhp6cHGxsbdOnSBS1btsT+/ft5PWp8fX0xZswYdOzYUalW//r16+Pw4cNSc23LM3z4cLRo0YK3rH379nBxcVHtBEmhsW/fviJZ8Tx8+DD3tKlLly7o06cPb33ZsmUp0j4hRdTr16/x7t07AFnTf0lm0ahcuTJGjhwJGxsbZGRkwNXVVSPHF4vFOHjwIG9Zq1atoK+vz71//vw5tmzZgj59+ijs5SUps3N6//49Nm3apL5My7FixQo4ODho/DiFCVW4i4H+/fujYsWKctfr6elh/vz5BZgjQoiqSpUqJTWNhqbFxMRgw4YNCrfZs2cPNwWYjo4OTE1NcePGDbx9+xYJCQlgjMHe3h5DhgxBWloaMjMzefs/e/ZMpekLnZ2duTm+c9OoUSO5AedI0bN37158//4dc+fOxYgRI7B9+3ZtZ0klK1eu5LpGenh4SEXdrVSpEvr376+NrBFC8unhw4fw8vLC8uXLkZycDGtraxw6dAhDhgzBiBEjYG9vr/E85Oz59ffff/Mq1nfu3MH06dNzHUYqKbMLk9OnT+Pt27fazobG/BQV7rS0NDRu3BiNGzfGvn37tJ0dpTHGpCL/TZgwAeHh4VrKESEkvyIiIjB+/HhtZwNA1jjT7JWCYcOGoUWLFtzTxaNHj2LBggWIiYkBAMTGxuL69evc9n/++Sf09PS4997e3ggJCclzfpo0aYJp06blul3nzp3BGEOFChVQt25dqfXXrl1D48aN8eTJkzznhRQ8Dw8PREdHQyQS4ejRo7h79662s5RnNWvWlPndJIQUbVeuXEF6ejrMzc0xYsQICAQCfPjwgVvv6OiYa0N2XojFYplTdnXt2rVI9gjKKb/3D4Vdsa9wZ2RkQCwW48WLF3jx4kWR+mdmZGTg9evXAIDjx49j7969eP/+vdQTJCDrBjNnV3MJPz8/TWaTEKIkoVCImjVrcoWzUChEhw4dFAZjKciC1N/fH97e3tz70NBQxMTEQCAQgDGGhIQEBAYGcuudnJyUDmyWGwcHB9y6dQvly5fnllWqVIk31nXkyJHw8/ODm5ubwiBuMTExePHiBeLj49WSN6J5QqEQIpEIzs7OSExMBJB1Y7t27Vot5yx3y5Ytg5WVFb59+wYg68Zx2bJlsLW15W0nKziQvb09Lly4AAMDA+jo6ODOnTsKo/MTQgpOeno6vn79il69egHIuk5JonczxpCZmYnQ0FCEh4dzy4ODg3m9XdTpzZs3Usv8/f1VTuft27dK9airW7euxgKaeXl5KR2rpTgo9hXupk2bIiEhQdvZUNmPHz9QtWpVZGRkIC0tDcHBwTIDDpUoUYJ7CQQC6OnpoXLlyrwpe0qWLKl0hGFCiGZJonADwLhx43Dnzh25leqKFSvyKqDaEhQUhOTkZNSrV49bFhYWxjX+paenK9Xz5tu3b3LPVVdXV6rwjYuLQ1RUFNc9LikpCSKRCHXr1i0WLfrkfzZv3oxTp05xwxSArHGSqampWs5Z7lJTUxEbGwuRSITPnz/j69evMgMZeXp6YvLkybxlOjo66NWrF9LS0jBjxgzY2NiorRGLEJI3kZGR+PTpE8qVK4eKFStyjYDjxo3DixcvAABfv35Fz549AQAjRozAmzdvIBAI0LZtW/Ts2RMzZsyQORNJfsgKBvrlyxcIBAIkJycjOjpaqXREIpHMa1RO2e9X1M3CwgIPHjzQWPqFTbG+qr969Qrx8fG4deuWtrOiEn9/f/To0YMbN+nj44O5c+fK3PbPP//En3/+yb0vU6YMPn36RGO2CSlkHj9+jPT0dJnrxGIxr/us5Nr16tWrArl+VaxYUWEAk+7du8Pd3R1t2rThlk2YMAGHDh2CSCSCv78/ZsyYwdunQ4cOUum0bt1a5hQmsnh4eCAzMxPfvn3D6NGj8fHjR9jZ2cHc3BwdO3aUuY+sY5Kioag2oISEhPDmmq9bty7+/vtvBAUF4fLly3IDBbZo0YKbGkwgEEAgEGDQoEEoV65cgeSbECLfsmXLULVqVURGRircLiIiAgEBAdx7IyMjbpjW9u3bsXr1aq6ynl96enoy46FIHqj5+fnh8uXLajlWQWnevLm2s1Bgim2F++nTp3B1dcWXL1+4SIJFxdGjR3ndOpVx7Ngxua1V27dvL7I3M4QUF/PmzcOKFStk/haFQiH69++PM2fOAAA+fPgg9Xv28PDgFezq1KNHD7Rv35637NOnT7h//z73ftSoUdi9ezdvm/Hjx8udu/vMmTP5uvb6+PjwurKdPXsWLVq0QIUKFXDs2DGZvXaOHTuW5+MRkhcPHjzA+fPnufd6enr45ZdfcPv2bfz+++948+YNJk6ciMmTJ8PBwQGdO3cGkDXjSM6u43///Tev8k4IKdy8vb1x9OhR/P7775g7d67UtL1r1qxBcHBwvo5x/fp17gGcubk55s6dK1VeA4ClpWW+psM0MjLSeH0pICAAnp6e3PspU6ZIbbN7926lG+aLkmJb4X7w4AE3/lmiUaNGRTpC6NGjR7kpCbI7cOAAZsyYwXUnWbVqFW/98uXLMX369ILKJiFEjnXr1slt/IqNjcW0adNw4sQJ/PHHHyhbtixcXV25J8d3796Fr6+vWvNTqlQpLFiwAEBW5Tn7XNbv37/HjRs3eNur0nBnYmKCCRMm5DlvkyZNynUe0adPn2LAgAFcF79x48bl+XhEe16/fo0TJ05oOxtqsXnzZqmGqTlz5mD+/PmoUKECevXqhQMHDuD9+/fc+jdv3sDNzQ3jx4/HgQMHMGTIEGokJ6QIcXFxwZo1a6Qq3Orw77//YsSIEYiJicHChQuxZs0a7Ny5EydPnuTK7PDwcLi6ukqV2arIb5mtjHfv3nHd8gUCAebNm4cKFSpg4sSJ3DYbNmygCndR5+DgACcnJ21nI89evXqFiIgI3rIzZ85gzpw5XLe1lJQU3lMpIKu76pUrVwoqm0SDJk6cyLV0kuInNDQU06ZN47qFXbhwAVevXgWQVZlUR5fplStX4uXLlxAKhejduzfmzp2L2bNno2nTprCyssKdO3cQHBzMKwAlKlWqhE2bNmH8+PEam0/Yzc0NderUQZ06dXKNvxEcHIzTp08jJCQE7u7uvAjqEl27dpUZaJJo16BBg1CnTh106dIFoaGhMoMBAVnT0uWcXqswk4zpzK5jx45o27Yt9/7Fixe8rubh4eGYMWMGRo8eDTc3N5w9e7ZA8koIkW3evHlo2LChSvv0799f7WO2Je7cuYOWLVvC3d0dT58+xb///osBAwbgxo0bsLCwQFJSEjw8PODq6io1u1Fh8+7dO/Tr1w9fv34FkPVkvlmzZtx6xpjMJ/hFXbGqcDPGkJycLDO4mMSaNWtQokQJjXXNVCdjY2MYGxsrPJ+YmBjExMTg5s2bUlHKJVFPSfHx9etXuV14a9eurbFokqTgREZGygxUYmtrCwsLi3ynHxISgpSUFKSkpCAgIABmZmYoW7YsAOD+/fto0aIF4uPjuYjLBgYGXPftgIAALFiwALa2trlGF81LsKu7d+/C29sbtWrVwrt37yASiWBsbIxbt25hzZo13HY5r/UDBw6Ejo4O3r17h8aNG2PHjh0AsoK5+fv7o2rVqirnhWhOeno6goKC8O7dO9y8eRN9+/aVu21EREShDnzav39/rgeZvB4Z79+/591z5Cyb27Ztiy9fvqBRo0ZIT09Heno66tevr9mME0Lksre3h6mpqUr7fPr0Ce/fvwdjjIvXcuzYMVSrVi1feZFcLwICAsAYQ1JSEn78+AEAqFKlCsRiMerWrQtdXV3Y29vj/PnzvNk9gKwGhO7duwOQf52SRSwWo0aNGhCJRHJj0CgjOTkZJUqU4Ob+/vbtGzeLiFgsRvfu3TFhwgSkp6eDMcbdfxQnKtfGHj58iN9//x1ly5aFQCDApUuXeOsZY1i8eDHKlCkDY2NjdOjQAR8/fuRtExMTg0GDBqFEiRIoWbIkRo4cqZZWoczMTC6gTs4nwRIZGRlITEzkwvcXNvHx8VzL99u3b+Hj4wNnZ+dc9zMxMeGilEvGcOzbt48K7Z+IplpWSfFSpkwZmJiYoFq1alLXQVNTU2RmZqJOnToAsrqcX7hwAU5OTkhNTUX9+vWRlpaGyMhILhCMvJuJypUrc3/b2trCxMQk17yJRCJs27aNG8tep04d+Pv7Y+TIkZg3bx63XXJyMszMzLjCOzU1FR8/fsTQoUMxZ84cTJo0CQDQq1cvfPv2TalorMVRYS2vJ06ciPHjx6NkyZJgjBWJSOSypKWl4ePHj1yDwMWLF/HlyxcYGRmhTJkycvfbunUrmjdvzv129PT0YG5ujpUrV6JGjRoA8NN+ZwkpikJCQpCWlgZTU1Ncu3YNAwcOhLW1NUqXLg1dXd18pb1lyxYMHDhQYTqOjo4YPXo0li1bBmNjYzx79gzm5uYAssZ9Ozg4QE9PD0DWg5vsw8ckRCIRvnz5IrU8Pj4ex48fx/Dhw3lTmGZkZMDPzw9hYWG5ngNjDImJibwHiPXq1UNaWhp8fHxgaWmJXbt2oVevXvj+/XuxjGWhcoU7OTkZdevWxc6dO2WuX79+PbZt24Y9e/bAy8sLpqam6Ny5M+9DHjRoEHx9fXHr1i1cvnwZDx8+VGo+OGU9evQImzdvllr+48ePQj8n9ZUrV+Dl5QVbW1vcuHED//33n0r7W1hYYNiwYahatSoiIiIUzu9LiqYbN25AJBJxcw0DWTfWRfWm9Wfw6tWrXKOdypOYmIjz58+r7dq1ePFiNGjQAEBWRfX8+fPw8fGR2s7Ozg7jx4/HL7/8gg4dOnCFNQDs3LkTd+7cAZA11VGfPn3QuHFjucf87bffeAV8ZGQkXr16xdsmJSUFHh4evGX379+Ho6Mjdu3aherVqyuMpN6tWzdcuHAB/fr1k3n8n1FhLq///PNPmT052rdvz/uuFWYBAQGoXbs2Dh48CADo0qUL2rZti6lTp2LlypVy95P0GLl79y7vSff8+fO533lSUhIvuBAhpGB8/vwZgYGBcte3bduWm2FAYu7cuQgICMD58+fRvXt3lC1bFjt27ECnTp3ynR+BQIB//vkH1tbWMtcbGBjA19cXu3fv5q4t2YOKduzYkTc228zMDOfOnZNKJz4+HgMHDgQA/PLLL1yv2aioKAwbNgynTp3iGsOBrCFwtWvXxvr16/N8bj/VcFeWDwDYxYsXufdisZjZ2dmxDRs2cMvi4uKYoaEhO3nyJGOMMT8/PwaAPX/+nNvm2rVrTCAQsJCQEKWOGx8fzwCw+Ph43vL09HQmEAgYgFxfvr6++ThzzTl+/Dhbs2YNO378OLO0tGTGxsZs9OjRUvk3NTVlrq6urHHjxqxRo0bs0aNHbOPGjWzGjBmsQ4cOjDHGhg4dym1fpUoVLZ8ZUYfffvuNAWDz589nI0eOZHXr1mWLFi1iFSpUYADYggUL2IEDB7SdTZLN8+fPWaNGjZS6LklevXr1Yra2trxlixcvVmu+bG1tWYkSJdiwYcPY1KlTueUrV67krhnt2rVjvXv3ZqGhoczc3FxmXpOTkxljWdeu7MutrKxYcHAw69WrF+vatSurWLEi09HRYZmZmez+/fusUaNGvHLg69evUmlHR0fLzHtiYqLMvMybN4+NGzeOt0wgELD09HS1fnbqJK88UzdtldeMSZ/jyJEj5X73R48ezQwNDbn3zs7Ohba8fvXqlVT+raysGGOMHTx4UGpdq1atePtnZGQwR0dH7n32MhsA69atW0GeDiGEMbZnzx7WpUsXtnTpUmZmZsb7Tfbs2ZMFBwezNWvW5FqGq5utrS1zcHBgt27d4pXZ69evZ2KxWGr7FStWMACsT58+jDHGevXqxZXZoaGhrG/fvgwAGzx4MLO0tOTlv3Pnztx9ZfbXnj17uPQlZXbTpk3Zy5cvFeY9PT2dTZw4Uan7n+JaZqt1gO+XL18QFhbGC+xjYWGBpk2b4smTJwCAJ0+eoGTJkrzxBR06dICOjg68vLzUmR0AWRFDT58+rfZ0Ne3Tp09IT0+HsbEx1q1bx3WRBLK6iltYWGD48OFo2LAhGjZsiLlz52LkyJGYOnWqzPRCQ0MVtriTomX16tU4ePAgfHx8sGLFCi74xKpVq3DkyBGt5o3weXt7cz0RsuvevTvat2+P9evXw8zMjLfu0qVLCA8P13jeSpQogcGDB/OWSXoHffr0CXfv3sXFixcREREh83u1Y8cOqaisixYtgq2tLYCscXC///47goKCuKE8ffv2xYIFC2BtbS23xT6vNmzYAH9/f7Ru3Rq9evVSa9rFjTbL64kTJ8odirB//37eWMHQ0FCZT8ILkyFDhnC9RnJatmwZbGxscODAAd7yuXPncmMYgaxIxPfu3ePe29nZYeHChZrJMCFEoevXr8PZ2Zkrm+vUqYOLFy9i69atsLe318rMP7q6uti/f7/UcskQsJwkM5w8efIEp06dwty5c2Fvbw8g6/qyZcsWXLx4ERs3boSlpSVv3xs3bnD3lRJdunThpjXMztbWFqVKlVKYdwMDA4wfPx5AVu8mSY84ExMTbNq0SeG+xYVaK9ySfvySmy0JW1tbbl1YWBhKly7NW6+npwcrKyu54wDS09ORkJDAeylr27ZtSo2BLmyePn2KlJQUxMXFYezYsdxY7EOHDmH48OF48OABb/tHjx7xblKOHDnCG6+XnJyMp0+fFkjeiWawbNPEPHz4UIs5IepQqVIlHDt2DJMmTZLqnqYt/fv3R0pKitTUIj179kSrVq14y7Zv345Ro0ZJjStr1qyZVLCZd+/ecbEp3N3d4enpiYoVK6JChQoq5Y8xhh49eiAlJYVbNmXKFC4CtJGREaZMmYJy5cqhSpUqKqX9s9FUeQ0oLrMZY6hXr57UDZ4879+/5wIEFTY1atTAhg0bUKtWLe5zzHltbtmyJR4/fswb1rB06VJs27aNK7M9PT0xZswY3gwUZmZmaNq0aQGcBSFEnocPH8Lf3x+XL19Gr169uBhJBgYGuHXrlsJ9GWNqm96PMQaBQICOHTvylvXv3x/NmjXjdSHPycnJCR06dEDTpk3x8OFDGBkZAciaualXr17ctcvCwkLhA8rsZbZQKOQaaytXrozy5csrdR6dOnXC1q1buRgX+vr6RbKOlhdFIoT1mjVrYGFhwb3KlSuX6z4GBgbQ19fH169fpQIDGRsbF5no3SVKlICrqys3v2z58uWhr6+f681kTEyMVMOEUChUGPGcFG5Llizhpj1q3LgxkpOTea8aNWpAIBCoHFmTFIwbN24gISEBNWrUwM2bN7nASsbGxihVqhTevXtXIPlITU1FfHw8dzOQnJyMjIwMxMfHIzAwEGlpaVJTG50+fZr3vZo1axYeP36M79+/c8tcXFyQnJyMzp07w8zMjLsBGDp0KJKTk9G6dWu5ecrMzETNmjV5yx49esSrlKWnp2PgwIG4fPkyatWqhRcvXqBXr17YuHEjFxwmOTkZ48aNg7GxMRYvXoz4+HjuBokUHEVl9u7du4tNLxwjIyM4OjryenlIyuYBAwYgNjYWzs7OqFKlCuzs7Lgb9LCwMF7MjZSUFKlAr4GBgejVqxeV2YRoUdWqVVGjRg2pCqVAIEClSpXQqVMnLF++XOa+mzZtUssY5dTUVLRt2xY/fvxA9erVuYCKY8eOxfTp0xXOXtKwYUP8999/MDMz48pDWfUfMzMzlCxZEn379sXBgwdzfQjAGIOhoSGuXbvGVeBzU7NmTbi7u/N6tn3+/Bm6urowNjbGokWL8Ntvv+U6A0pRpdZap52dHQBIdYUMDw/n1tnZ2UkVLEKhEDExMdw2Oc2bNw/x8fHcK+c8xN+/f5eK6Dlt2jT89ddfXOW6Xr16qFevHuzs7LBs2TKkpqbKnfdTmywtLbnWppo1a8LBwQFdu3aFubk59yVljMHX1xempqYKgwjldOPGDSxbtkwj+SaaFRsbi+DgYFSoUAGGhobw9fWFiYkJ7+Xr64uyZcvKnIuYaJ+hoSHMzc3h7++Pjh07Yt26ddy6Dx8+qDRVR37MmDEDJUuWREREBEJCQtCrVy/s3r0bJUuWxKtXr+Dk5ISKFStK5T17C/rGjRvRv39/3nRbenp6MDExga6uLl6/fs31ysm+XJHsFYvy5cvD0tKSO2Z8fDxmzZqF06dPgzGGlJQUfP36Fbq6uoiKiuK65pqamuLGjRuYMGECVq9ejX///Zfm4JZDU+U1oLjMFgqFEIlE3HsDAwOZEXMlbG1tERsbi1evXhXK2UUk04JVqlQJ9erV476zp06dwtGjR6GrqwvGGPz8/JS+MQWyyvn79+9j3759mso6IUQOe3t7qaFesujq6kJfX597X6dOHW6mgVmzZnFTceXHjBkzEBISAl1dXa4hLjIyEmFhYdDX15f7dNvExASPHj3Cjx8/sGbNGpQsWRLu7u4yr6M+Pj5cmerq6ooVK1YoPP/379/j7du36NKlC1avXq3Ueejo6PAaJ2vWrAkTExPUrVsX+/btw4oVKzB58mTExcUVml5/6qTWCnfFihVhZ2fHRa8FgISEBHh5eaF58+YAgObNmyMuLg7e3t7cNnfv3oVYLJbbfcrQ0BAlSpTgvbJbvnw53r59y70vU6YM6tWrh1WrVmHatGkwMzPDq1ev8OrVK4wbNw7u7u5wdnZG06ZNceLECTx69EidH0O+dO3aFSNGjICzszPu3buHqVOnolSpUhg1ahTGjBkDW1tbMMbQuXNnNGjQAAsWLFCYXufOnYvlF/dn4+/vDy8vL2zbtg329va8bkUSly5dKpQ3pCR3Fy5cKNDjdejQAQMGDJC5btKkSRg9ejRv2bVr12R2Nbt8+TJSU1Nx7do13nKBQIBbt24hKioKJ06cwIkTJ+Dk5CS3UeHixYu8rnfLly9HrVq1uPceHh7c3NpA1liykSNH4tdff8WjR4/w6dMndO/eHUKhEPPnz0efPn1gYmKCjRs3olGjRkWmR1NB0lR5DeReZnt5eaFhw4YwMDDgovnmZG5ujl9//RUtW7bEgQMH0KBBAxw/fjy/p60Rr1+/xvz58/Hq1SswxnhDMu7cuYOkpCTe2MfGjRvLjV+Qvcz+9ddfMWXKFM1mnhAiZe7cuWjYsKHS2zdv3hwlS5aEh4cHLl68qPb8HD58GCNHjuTenzhxApGRkXLHTl+9ehWnT5/Gly9fMGvWLG55nz59lOo1M3v2bKmZRz5+/Mgdd8+ePXk8k/+5ePGiVCPk/fv3i+0UtyrfhSQlJeH169d4/fo1gKzAK69fv8b3798hEAgwbdo0rFy5Eu7u7nj79i2GDh2KsmXLcgFsatasiS5dumD06NF49uwZPD09MWnSJAwYMABly5ZV+QQ8PT3x/Plz3rK6detyoe1Lly4tdbNVqlQp6OvrIy0tDYMGDZJZ2GubtbU1Nm3ahLFjx6Jy5coYNGgQevfuDScnJ6lte/fuLbPbZP/+/XHkyBGlW59I4dWiRQvs2rWLazlNTU3FnDlzeK/hw4cjPj4eu3fv1nJuSU49e/ZU+BQvNDS0AHOTNTzh2LFjMlvGg4KCuGArEvPmzYOrqytsbGy4IGtubm4YNmwYFi5cyHtKeujQIURHRwPI6hY7aNAgDBo0CBEREVi4cKHMY2YPCplTVFSUVBfkAwcOYNOmTZg6dSr69++Phg0bYuPGjdiwYQOOHDkCV1dXXL58GW/evIGdnZ3C8W3FWWErryUOHDiAIUOGwNzcHDExMTh06JDUNmXLlsWBAweQkJCAZ8+eAQBvapvC5NSpU5g6dSqio6ORlJSExYsXc+tWr16N2NhYzJ8/n1s2cuRIbNmyBSVKlMDcuXNRtWpVrF27FmvXrqUym5Ai5P3790hNTcX+/ftVjkmirN69e6NChQrYtWsXdx1p1aoV9u3bJ/e+Yt68eRg8eDA2bdqEd+/e4fbt2yofd8yYMbzG0tu3b+P8+fPIyMjAjh07NFKurlu3Ls9TqBZ6qoZDv3fvnsww7sOGDWOMZU01smjRImZra8sMDQ1Z+/bt2fv373lpREdHs4EDBzIzMzNWokQJNmLECJaYmKh0HrKHZN+6dSsDwJ48ecJEIhE7fPgw69KlCztz5gzr0qULO3r0KMvIyOD2Xbp0KS/fFSpUYK9evVL1Y9CogwcPMmtray6PTZo04a0XiUTM3t6et+zJkycsLS2NpaSksGfPnrHPnz+z4OBgxhhjqampXFpz584tsPMg6nPv3j126tQpxhhjlSpVUjilQs6pZ4h27dmzh23fvl3hNv3792etW7dW+H9V17Rg7969YzExMUwkEjE3NzduCpMOHTqwrVu3clNuNW7cmI0YMYKXhxo1arBz587xll2+fJmXfteuXVmbNm1YRkYGe/r0KW/bb9++MV1dXQaAjR8/ntvHxsaGt92RI0cYY1lTicj6XLp3786bBqVHjx4sICCAJSUlsS5durBffvml2E8xoozCUF4zJr/MLlWqlNzve/Xq1ZmnpyerUqUKt8zMzExdH41azZkzhwFgbdq0YaGhoaxJkybs4MGDbMuWLczLy4ulpKSolF5qaiorW7Yse/HihYZyTAiRR5kymzHGkpOT2fLly9mcOXPYunXrmLm5OYuLi2P+/v4amRaMMcZSUlLY1atXmZ+fn8Lt6tSpI/faKpnKUxn29va8fWvXrq2WaRolZbbEsWPHuGN8/vw53+lrUl7LbD1VK+jOzs4Ko+4JBAIsX75cbhABALCyssKJEydUPbRMw4YNg6enJ4CssWGLFy9G7dq10bFjRxw/fhx16tSBnt7/TnPKlCl4+vQpN87V3Nwc9erVU0te1OXDhw9cRF95crYsNWvWjPs7ZzeQnCT/v5/1qU9RFBoaKjVFAyn6JL/F9evX49u3bxqP1skY47pqCwQC7niOjo6Ij49H8+bNuTFhvr6+CAwM5O0fGBgo9ZRx7ty5XARmyTXlwYMHqFatGjIyMvKVX5FIJDMi/9q1a2Vevxo0aIAPHz7k65jFSWErr4H/ldl9+/ZFbGyszG2MjIxw8+ZNeHt749OnT7z8FjbZP98HDx6gSZMmXAReAGjSpEme0jUxMUFcXBz3BOvq1atcDydCiOZIesjmxsTEBDNnzsSWLVuwYsUKnDp1ijfuWRP32sbGxujatWuu20muFznjWwFA06ZNecNwVeHr64uOHTvizZs3uU4FpsjevXvl7t+mTRsEBgbyxsYXB0V+YJuFhQXMzc0RHx8PsViM4OBgAFld1jp16gRXV1dUqlSJ++Lv3LmTG19lZmbGG5tWVAgEAqkbYWWlpqbCxcUFvr6+as4VUZZIJFJpajtFhg0bhpiYGLRs2RJA1ndDUcRKon0ikQhRUVGIiorC8OHDcfv2bTRt2lTmuHx1c3Nzg729PTcMx8HBAbdv34apqSn279+PRYsWISUlBWlpaYiNjcWCBQtw+vRptGrVCgKBAJmZmVJBtEJDQ2Fvby/VLfzr168Kp3NKS0tDVFSUwqBmFSpUQKlSpbgo5ABQsmRJuZHHs0dNl2CMya3YkYInKbN//PghN+ZEWloaOnfujPT0dN64f1n/X227ePEib1hacnIyLCwsYGRkpFKQtOwEAgHi4uLQv39/dOvWDXXq1KHgf4QUEFlxJ+QxMTHBnDlzEB0dja5du/K6la9atYo3PW9BcnBwkBu75Nu3b9w9SPYpNpV14sQJWFlZ5St/dnZ2civUwcHBaptOrTAp8hVuiS5duiAmJoZ7LxKJMHHiRLx+/RoHDhzgIpKLRCLuH1mvXj34+/trJb/KatCggdQygUCQ50BoW7duxblz54rll7mo+Pbtm9yAVbIkJycjNjZW5phJHR0dLFu2jOvlYWlpyYt+TQqfsLAw2NjYwMbGBm5ubujUqRMiIiIK5IZ62LBh+PHjB/fUTSAQoH379li1ahX09PRw/fp1WFpawsDAAAYGBpgxYwZcXFzg4eEhN2Lp9+/f8fHjR0yfPj3X40uCSgFZQWBsbGykYnAAWU/Snz59CrFYjMjISN4T1ocPH3J5iY6O5hpZFZEV+4IUvISEBDx9+lSq0Sa7OnXqQF9fHwYGBjh9+jTmzJnDrZP1VOb169daDRbZp08fTJo0CdWrV0ezZs0QFhaGmzdv4s8//8TYsWPzlKahoSEiIyPh5uaGHTt2wN3dXc25JoSoi66uLgwMDKCjo4PatWvDx8cHQFZ9o7AEsrW3t+em2UxMTOTuQbZt26ZyWooio+dH+fLli/UDo2JT4VakQ4cO+OOPP7j37dq1Q8mSJdGnTx/89ttvuHfvHreOMabW7nP50b9/f9y5cwfNmjWDh4eHtrNDtOTTp0/w8PDAsGHDct02JiaGm7OdFD5isVhmtO+i7OjRo9iwYQMvUJQ8vXr1UuoGZMWKFWjevDkSExMBAOXKlYOrqytcXV25m4bY2FgsWrQIkydPRrVq1XDr1i3edFOk8NmwYQOaN2+O//77j7fc3t4ejRo1ApD1fZo4caLM30nHjh2lIvr369cv30MX1GHz5s148uSJ2rpBJiQkcPN2E0IKRnh4eL5mLrpw4QL3QKV+/foaC6SmqoYNGxaavMjTpEkTODg4gDGGU6dOaTs7alfkK9wPHjzAkydPpJZ36NABW7duhb29PfT19XnTZ40fPx5lypTh5rbbu3cvLl++jHfv3gEAZs6cWWD5V0Qyb968efOQnp6u7ewQLSmM4xaJcr58+YKgoCC0bt0aQFaF+6+//tJyrvJm5cqV3N9du3ZFnTp1AGRFjl62bBm8vb3zVEH4+++/c50GpG7dujh48CAOHjwIBwcHAMCPHz+we/duXLp0Cf7+/li0aBF1uy3k5D1N0dPT43ptrV+/HqtXr4atrS1GjRrF2y49PR1jxoyRilq/aNEijeRXm8LDw6U+rwULFlDvNEI0SCwWq6UB782bN9DT01NpajF1y15mu7u749WrVyqnsWzZsgK7Bz137hw33LWw1MPUqUhXuH18fDBq1Cj4+fkByGrpZozh2bNnmDVrFmrWrAkbGxv8+++/3FQ2ALB06VIsXbqUNwH748eP8fXrVwwePLjQ3bTZ2dmhQ4cOak+3T58+VHhr2MuXL3nj+zIzMzFo0CB4eXmhbdu2Cl/fv39HcnIyVq9ezd1Qzps3jzcu9tq1azh//jzvmG/fvkXbtm2pG2IhEBoaisjISPzyyy8AABcXF611MZN8L/7991/ecm9vb+zcuTPX/a9evcr93bRpU1SuXJm3/sOHD3mKiXHu3DmkpqZy7/v164dOnTpx62RJTU3FiBEjuPdXrlxBXFycyscmhcO3b9/w+PFjAFlTbHXq1AlTp05Ft27dpLaNjo7mgp5KHDx4sEDyWZDs7e2lpgcrjudJSGFSpkwZtGvXLt/pfP78GV5eXmrIUd5lL7Pz6vr167CyssLdu3cxdepUAFnTeFJcFNWpHKW8MImNjcWnT58gEAjAGMOTJ0+go6ODmJgY3L9/H66urmCMoVmzZhCLxVwrzeTJk9G7d2/o6upKpenl5VUoxlwIBAKNtiqJRCLuBodoTlxcHObPnw8rKyv88ccfEAqF8PLyQrt27dCkSROsWbOGt70kyMXevXtRpkwZJCcnw8/Pj4ss/ebNG6SlpXHbh4WFSR0zPj4e9+/f5w2jIAWPMSZ1LZHVG6egVKtWDW5ublyXbInatWtLVZ5zynm92LRpk9yGyaNHj6JRo0YqBbjS0dHhPqty5cpxhXmLFi244wsEAu73IRKJ4O3tzV37lcEYA2NMbiAZUng8evQIT58+hb6+PjZv3oznz59j5syZ6NatG1JTU6X+h9r+n86bN4/XgK8OJiYmXC8SIKvXnqyIw4QQ9YiKisLIkSOlGqVVVblyZcybNw/fvn2DSCSCjo5OgfdU7NixI+7cucNbJqlXqFLH8fLygr6+Ptq2bYuAgAAAWbFYcpb/kjoW9ciUr0jfefTq1QsAsGfPHjRp0gT6+vrcFwIAhg8fDh8fH1hbW8PQ0BC///47EhMTUapUKd5UYYWRu7s7KlasiPDwcABASkpKngrbyMhImTekDRs2REJCAiIjI5GamsqNlSTq1bZtWyxbtgyDBw+GoaEhzM3N4eDggCNHjkhdmKpXr4709HRER0fjzz//hJ6eHhwdHWFjYwMga0wfDS0oOiIjI9GmTRuZ6wwMDFCmTBnuVRCFlI+PDzZu3Ch1LCMjI5QsWVLhvo0aNeJdIxITE3kNP9mNGDFC5WjSXl5eXDDIEiVKYNOmTVxl48mTJzA0NOSNETc1NUV6ejouXbokN5hbdmKxGFevXqX4BoVM6dKl5a4TCoU4dOgQtmzZAiMjI9ja2kIgEMDJyQn79+/nfR+/fftWENmVSxKVXJMiIiKoRxohGsIY43qk5Zeenh6srKywcuVK2NnZ8aY2LCjh4eFS14t9+/YhOTmZN/NDbgIDA6Grq4v09HQMGDCAG+aTM/2RI0fi5cuX6sk8ssrsHz9+FKuea0W6wi35Z0tajxhjvC6NklacJk2aQCQS4erVq9i0aZNW8qoqSYu9k5MTXr16hVOnTuHAgQMqp9O1a1eZX1ixWIzU1FQ4Ozvj6tWr+Pvvv/ObZSKDQCBAuXLlULp0aYhEIohEIgQFBaFcuXK87oKS6Jbv37/H1q1bcf36dbx48QKGhoZcK+WaNWukWizlkVTkiHYwxrgo2xI+Pj7IyMiAgYEBxo8fjx8/fnCvnE+dNaFJkyaoUaMG3Nzc5G7z8uVLmU+uVQlGlpceQk2aNEHjxo3RunVrLF26FNOnT8fbt2/x4MEDtGzZUiraq0AggJ6eHnr06IFp06blmn5MTAy6d+9eKHovkf/ZvXs373316tVhamrKW/b161dERUXhxYsX3Pfwv//+w/bt27ltZPVWKw6srKwKfaAjQnLz/PnzQh/QkjGGqVOnol69evlKR0dHhwsAyRjDnj17ULVqVTXkMP9Gjx6Ns2fPqlQO6urqokGDBti3bx8WLFjA1U0aNGjAq3BXrVpVqcZvZcXExMDe3h6zZs1SW5raVqQr3EDWFCI1a9YEkNUiLmvC+p49e/Le37hxgzf+4NOnT2ptmVGXf/75B7GxsejduzcvkrqqcgaYIQWrX79+MsciSri4uMDc3Bw7d+6Ep6cnGjVqhA8fPuD333+X+xQxNz179pT63pOCwxhD3759YWtryz3lnjJlCmJiYmBtbY0tW7aonOaLFy8QGBiY5zyFhobi4cOHePjwIUJDQ3H06FGuwPTx8cGuXbvQu3dvbNmyBbt27cKVK1cAALdu3UJ0dLTSx+nWrZvSc5hK6OrqyoxK3adPn1z3bdKkCVVKipDsZXbfvn156xYuXCh1c3rkyBE8ePAAw4YNk+rhc+XKFSQkJGg2w7n48OGDxu4fWrRogT179qBKlSoaSZ+QgjB48OBCMZOAIjo6Orh79y527dqVr3SMjIzwzz//qClX8vn4+PB69Cpr6NChKvWU1NHRwd69ezFlyhQAQJs2bWBrayu13fz581G9enWV8/MzKfIVbmdnZ7Rs2VLmOldXVzg4OGDevHm85QcOHOCNffX29saNGze49+vXr9dMZlW0dOlSGBkZYeDAgVI/4Pj4eGzYsEGpdObPny93XWhoKJ49e6awQkjyb+jQoahQoQI3R7aTkxN69+4NV1dX7Nq1C9u3b4etrS3GjBmDbt264dmzZwgPD+f+x8+ePZMKFKTIgwcP8PDhQ42ci7YtXry40AU2zGn+/PkwMTHBnj178Oeff6olzatXr+L169d52jchIQHjxo3DqVOncOrUKYwbNw6TJ09GdHQ0xo4di/Hjx2PixIn4/v07Zs+ejYkTJ2L8+PG4cOGCwvFnS5cu5U2DdPHiRbRu3RrW1tYq59HKykru0+o6depwQ4hy+v3337mgdKTwc3Z25sbmq2LJkiUwMDDAjx8/uN5eu3fvVksX0Px48eIFbt68qbH0O3fuzEU6zsjIwLJlyzR2LEJI/vz1118aH/rh7++P8ePHK4wJk73Mrl+/Prp37869z1nH2b59OyIjIzF79myFx33w4AEcHBxQqVIlbpmfnx/Gjh2r1fg0RUWRr3ADWV1tJaHks2vbti0uX74s1UUtN9kjmmtbeno6rly5gm7duuHHjx948eIFxGIxOnfurJYo1HFxcfj06ZNWpy4oClxcXPLVQtumTRuULl0aQ4YMQdmyZXH69Gls374da9euRalSpTBkyBCpSs2JEycwatQofPr0CYMHD1apsuXv789F7y9uTp8+DaFQqO1sKHTy5EkYGhrKrSQWtNTUVO56MWvWLHz9+hWJiYno3Lkz9u3bJ7OwDAoKwuTJkyEWi2FlZcUtd3Z2hqurKwDg0qVLvK6Cz549wx9//IGQkBCV8icSiTBs2DB069YNp06dwrVr13jry5cvjyZNmqiUJil88tOY7eLigmvXriEmJgZAViPmz0YoFOLMmTPazgYhStm3bx9atGihckyPomrYsGHYs2cP997V1RXOzs5qP05ISAiePHmiMPbL0aNHYWJiAkdHR5w8eRK7du3ipifNeQ25du0aEhIScOzYMfj6+qJFixYyrzN+fn7w9/eXykt8fHyugVdJEa9w6+jo4MCBA1i1ahVvHtd27dphyZIl0NHRQd26deVGD9XT0+PGfmV/ipM9Mqg26OjoYNCgQfj69SuEQiHevn2LO3fuYNeuXUhISIBAIIC7u7vMCndwcDD69++vhVwXb69evcrX+E+RSATGGPT19fHmzRvUqlUL9vb2XEC0nA4fPoz+/ftDV1cXKSkpSncltrGxwcWLF7UetVdThg4disDAQNSpUwdv377FxIkTtZ0lmQQCAXx8fGSu01bARsm1bs+ePVyhqagrrEAgQFhYGKKioqCnp8fl28rKipsL+/Xr11K/i0WLFiEwMJD35Ds3jDG8fPkSYrEYwcHB3FNLAwMDhIWF5dpF7+jRo7xWd1I41axZEwcOHMDx48d5y9u1a4fw8HD069dP4f7Ozs64f/8+bG1tue/gz6C4jlEnxVtQUBCePHmCtLQ0CIVCvHr1qtCW2erw5s0brgH6t99+w7Zt21CqVCmNHU/Rk/R69erB398fJiYmqF69OsqVK8c1nL948YLbbuXKlbzYQPHx8Xjy5AmCg4MhFoshFou5MekSV65cgbW1NYRCIdq0aYP9+/crDICpKP/5HTNflBTpu/JLly5BT08P+/fvR9OmTbnlBgYGmD59Onr06AEAXOuasbExLCwsAAA/fvxATEwM3r59i/Lly2PLli347bffAECl8YqasGrVKm4qM4m0tDSsWLECbdu2BZDVtUxWoCWxWFysovoVF2PHjsXz588hEAhgYWGBiIgIhdtbWFhAT08PYrEY1tbWOH/+vFLjYiMjI7F582ZeQKHiIi4uDqGhoShdujQiIyMRFBSk9fGb8tjb2/O6VcfExCAtLQ26urq8xpPo6Gh8+/ZN48G8rK2tcfLkSQBAUlKSUl3ynZ2dMWvWLERFReHJkydy5920t7fnvU9PT0fLli3z1O3/zp07+Ouvv7j3Dg4OKF26tNwo6snJyYiPj0fJkiUL/cwTJEtqaqpUbAoDAwOULl2ai/Sd8zsl8ePHD7Ru3VqqAUYsFiM0NFQzGS4E/vnnHzg5OWk7G4TkmYWFBTc7zs/A0NBQ5d61QFb0b2V78EVHRyscj21tbQ3GGFJSUuTWC5KTk7nem8bGxmjVqhUAYObMmbh//z4EAgGeP3/O28fS0hIikQjVqlWDgYEBzM3NlcpvTgKBQGGjv4GBgUYbLApaka5wCwQCDB8+XGagtOvXr3OTzkueXNevX5+rhHfs2BFpaWmoWbMmvn37hsmTJ/O6Z8THx8vspl4Q5M1lJ1nOGOPdlGZnZGSkUvdwU1NT1K1bN895JcrJ3hL5/ft3DB8+XKn90tLSsGzZMvTq1QsTJkxQ+lgCgQD+/v5yK0lF0aZNm3D79m2sWrUKaWlphTbugLe3N27fvs17wrt48WI8e/YMAH9s1ezZs1GhQgWlGskqVaqkciuyt7c30tLSEBUVBRcXF5X2ffv2LS5cuIApU6bgyJEjEIvFMDU1hZ2dHT5//sxtl3PmhxEjRuR5miYrKytUq1aNey9ppJLH29sbly9fztOxiHaUK1cOZcuW5S2LiorCx48fufcvXryAiYmJVNnUqFEjmeVjfHw8V7YXpMTERERGRmo8aJ9AIEDz5s1hYGCQp/HvhGgbY4ybeuvr16/azo7GRURE5CnI6aBBg7jGw9jYWPj7+8u9lzt8+HCun6VAIMC1a9ewdevWXI/9/PlzqafmiubWVsdYdUlvzDJlysDR0ZG3rn79+lzco+KgSFe4FalYsSLKli2LY8eOca03ERERSs+H9+HDB6WDkqlLREQEFxlYEYFAIHdcSOnSpbF27Vqlj1m+fHne/LZENldXV+4Jmq+vL69LjiaZmJhg7969edp327ZtWms00iRXV1fuN+3n51dg/wtlzZ07N9ceDHlRuXJlmdFBFZkzZ06egkpZWFhgzJgxXOV33Lhx2Lx5M8qVK4d27drxnjAOGDBA5fRz0tHRwahRo9CwYUOMHTsWnTt3xowZM3Kd27h169aoUKGCUtd1Ozs7dOrUKd95JfnTq1cvdO3aFQMHDuT+vy9evJCa9tLU1BT9+/dH8+bNFabn6uqqtS7XgYGB8PLyUstvIDf79u2DpaUl9u/fr/FjEZIfUVFR+O+//2Suu3PnDs6dO1fAOSo4QqEQmzdvxpw5cxROwakMX19fjBw5EiNHjuTu5RITE/Hs2TPMmDEDR44cyTUyeM5K8fDhw6GnpwcbGxuuV69EznvNs2fPIjExkbfs9u3b2LRpE1JTU/N6Wjzp6ek4duwY2rdvX+yHwxbbCreJiQkMDQ2xefNmrvuak5MTdu/ejcaNG2P16tWYNGkSFixYwO2zefNmhIeHIzk5GUuXLlX4ZEXdUlNTMXLkSEyePBlDhw6VO/4TAKZPn46lS5eq7djPnz/HpUuX1JZecTRv3jyuwm1kZAQTE5M8pSMUCvM8r2D//v1V7o2wcuVKxMfH5+l4RcHLly9x//59bWdDaVu2bMnz+Ppbt27h7du3Ku8nmV9UFSKRCE+fPsXVq1e5ZapGR1amRV1CR0cH48aNw9ChQ3Hy5EkMHDgQmzZtUup3dv36daUalhwdHVV+yk80w9XVFVu3boWpqSmsra0xc+ZMXLlyBY8fP+a2iYyMxIsXL9C5c2eFaWW/Nhek1NRULFq0qMCPS0hhFx4ejqNHjyrcZsOGDYiKiiqgHBWczMxMzJo1S23T8RobG8PY2Jh7r6Ojg8aNG2PTpk1o3Lixwn0NDAywdu1aNGrUiAvgOnv2bJQoUQKHDh3CoEGDuG1nzZoldT3bs2eP1P3juXPnMGvWLF7crLxijGH06NH4+++/5W5z//593Lp1K9/HKgyKTYX78OHD3PhsIKur4fv37wGAV2DXrVsX5cuXR8+ePXHmzBku8NjOnTuxfPlyJCUlwd3dHVevXtV4aP/sMjMzcfnyZXz58gXHjh3Djx8/eOt///13rhX9/PnzCvPm5eWFzZs3K33s79+/482bN3nL+E+ocuXKqFWrlsr7HTlyBGZmZrh48WKejtugQQO5YxtlmTdvHsLCwtTWEqktgYGBaNSoEfT19bkom0WFj48PGjVqxEX87Nu3b4E25AFZhdr58+dV2icpKQnp6emYNGkSt8zQ0BDnzp1Du3btMHr06FzTGDlypEo3Hebm5pgyZQp2796t8nCBmTNn5rkbOyl4LVq04AJGmpmZoX379vD19eUNVcipf//+iI6ORqNGjRROdVlQJGV2dowxdOnSRWPHTEtLo0YjUiTcuXNHqtdKzvXt2rUrFDOOTJw4EaGhoYiJieFm4MiL48eP88Zt79+/nxeQTFndu3fnPpdq1arxhlmZmpqiY8eOSqWjp6eHnj17wtHREXXr1sWGDRtQoUIF3L17F927d0fnzp0xbNgwAFkxsczMzKTK7O7du/NmIpHQ1dVVy0xJo0aNUrj+06dPGDlyJBo1aqT1KSDzq9hEmalZsyZMTU1RokQJjBo1CsOHD8e2bdsgFovx5s0bGBgY8LZv1qwZUlJSuPfh4eFc14nCOKertbU1rzupvMjrQNacu8HBwUql+/79e5w7dw6HDh3Kdx6JbEKhECKRCDVq1IBIJFL4v8vN6dOnkZGRgQoVKkh19ZHw8vKCr68vMjMzi3xlG8i6yfT29oavr6/MC/+iRYtQv359tGrVCgYGBgVeoc0uMzMTJ0+ehKWlJSIjI9GqVSuplmDGGNLT03H48GEukJmmXLx4EU2bNkXJkiVx4MABlaYp8/Lygre3N/c+PT2dC6iSM+iVLA4ODkrfTAmFQpQpUwbOzs7o0qULPn/+rHTFYv78+fD29s51vNyLFy9gaWkJPT09XLp0CS1btlQqfaI+Ojo6vKfR/v7+vICnY8eOlQoCpKurCx0dHW6aQ5FIxOuZllNmZiZ0dHQKpJt5zvsKAAgICNDY8fz8/NChQweNpU+IuuQWl+TcuXOoXbt2gT7Ykufr16/IzMyEra0thgwZgr/++itPQ0pr1aoFKysrXL9+Hb/++itCQ0NVDmJsYGCAd+/eISIiAl27dkVGRgb09fUxePBgMMaQkZGR53vIKlWqAADKli2L1q1b4+HDh3BwcICOjg7EYjH09PSkZvuQ9KrT19fnBUIViUQYPHhwnnrdSQgEAtStWxcGBgYQiUQQCARcXrILDQ3F7t27i3wAtWLzhBvIajELCgrCgQMHsHDhQri6uuLNmzcwNjbmddEuU6aMVKG+bNkydO3aVSrNyMhIfPjwIU8Rd1Who6OD8uXL57qdJFS/smPRcyMWi5GRkcHrskLUJyUlBUuXLuW6V3Xt2hUfPnyQChqkLDMzM1hZWeHLly9yt2natCmio6MxaNAgmRXUoiotLU3m71CyvGvXrlpvLZ87dy7q1auHsLAwMMZkdrv68eMHjI2N8fTpU40HfjM3N0diYiKioqJUnhNcKBRKVazj4uIQFxenVIU7Li5OpW5nSUlJ3NhxVcZyGRsbKzUFmUgkQlxcHBYvXkyBp7SkQYMGmDt3Lvc+e680IOt6Kbnxqlq1KsqUKYMFCxagd+/eALKufy9fvpSK/pv9ejhnzhz8888/Gi+zzc3NucCs2d29e1djx7SwsEBGRoZUDzhCCguxWJxrb6OoqCiucqVtkZGROHPmDMqVKwcdHR04Oztj/fr1eU7v/fv3GDx4MG/Z169flZ6J5MqVK3BwcODuHzIyMrBhwwa0aNGCiwyeH4wxODo6cg9sVqxYwfUCjomJkepFyBhDamqqzG7d6og4X6JECTx58gQnT56EjY0N7+l9WloawsPDsXnzZvz222+F4vuSH0U79zkoGmNoZmbGjXfYvn271CTt2Z+KZf9irVmzBtWrV0dYWJiacyudv3///TfX7YYNG4bQ0NBcn+J9/vwZQUFB6soeyaMnT55g1apV3HtPT0+UL19eYVcrZeT8/zdr1gxGRkYwNDREzZo1ea2Ot27dKhStyJp29+5dleZ+1pTDhw/L7PrfokULGBgY4Pbt2wAANze3PAWPuXfvnkYbFgQCAbp3747u3bujRo0aGjtOTpaWlhg7dqzCqKiyBAQEqHx91mYviJ/Zly9fePFCbt68KXO7hw8f4v3799i1axfvfyXru3H37l0usFpQUBA+f/6M4cOHa7zMlvUdunv3LpYsWaLR4wYGBmLy5Mm8YxanhlVStP3777+5NiT/999/OHr0aKHogbd27Vo8fvyY+z2rWv7kZGxsjEePHvHmrv7tt9+UPld5x9ZUmZVbuowxhUP5IiMj8xWcVyAQICEhAa9evZJa5+Pjg4ULFyqVz6Kg2FS4Dx8+jN27d8v9p9jb2/PGfY0dO1buzblkTEN227dv11qhVrZsWXTv3l2lff7991+lW9oDAgLg4eEBIOvHtWXLFlWzSBRo3Lix2qdeMzIywogRI7j3K1euhLW1NUqWLIn58+fzpooYMWJEsatwGxoaYuTIkdrOhlzbt2+XCgSyevVqWFhY5GuM2Pnz5/HHH38onHszv/T19eHu7o6///5bqV436hIZGZmnGROOHz/OTblGCrfatWtjzJgxuHz5MlauXIk//vgDsbGxOHXqFACgZ8+eWLBgAUaMGIFVq1bh7NmzALJiH2Sf1z67sWPHIjMzE6GhoZg2bZpSDdeacOrUKbi4uOS7MVUZ2cvsCRMmcLM2EKJtQ4cOzXWbESNGwN3dXSOzeRQUoVCInTt3ylzn4ODA1TfOnz9f6IPDDRgwACVLlpS7PikpCceOHZNaHh8fj9mzZ2PMmDH5igMVGBioUtypoqrYVLj37t3LG5MNAJMnT8bp06dldpeeMmWKVIV77ty5vHHSDx484IKibNy4UekuIeqWlpam0dZ6Pz8/3Lt3j3uvyrRiRDEnJyfs3buXmxt9zJgxaqn8mpiYYOPGjTh9+jQ3tcPu3buxb98+VKhQgTcnrVgsVnoO78ImLS0NM2bMkFqes9va6tWrC1VAjY0bN2rkd3Ty5EmNnef48eNRqVIlbmqQ9+/fy30CqawqVapg/PjxSm//5s0buLi4FKnI80R1ly5dwqJFi5CSkoK4uDi8efMGgwYNQr9+/bBy5UoYGxujWrVqKFu2LM6ePYuLFy/mWqkMCQnBhQsXuPfjx4+Hi4tLgU176ebmhpiYGI2kvWXLFnz//h2GhobYtGkT/Pz8MH78eDx//hxAVrlCSGFmYmLCzal87NgxvH79GowxjB07Vss5yxuRSKRUJTEvZfauXbu47tMdO3bkprPU0dHBrl27VM9sDseOHePNbx0SEqJwCE5SUhIOHjwotTw+Ph5HjhzB48ePZT6hVrfx48fnqx62efNmrfb8LdJB0xo0aIAGDRrIXd+kSRO4uLhIBUGbMWMGJk6cKLV9q1atYGZmhvDwcADIdUL5ghITE4MFCxZg165dKuVpwYIFiI6OVnr7KVOm4O7duxp9evazsbW15TXiyKo85pWVlRVcXFzw66+/wtzcHGZmZjK3Y4wpNb97YfTrr7/KnGc7MzOT65oNAB4eHvj111/x9u3bQtGtPKf58+djx44duc6ZqU1NmjTBzJkz4ejoqLbuW1ZWVryudbmJiIjA2bNnlR7bfvPmzTzPU08KDzs7O9SpU4d7r6uri/79+0MgEGDZsmXck25Z1wJ5JNc8ExMT6OnpFVjFWxOePn2K9u3bo3z58ujSpQtmzpwJX19f9OvXD2FhYRrvPk9Ifunr63MB/7I/DXVzc0N6ejqOHz+ulXzNmjUL5ubmedo3ODgYTk5OGDlyJKZPn84t//LlC6ZNm5bnPHXt2pWrt1SuXJkbAtuxY8d8T5ElEAjQt29f3jIPDw8kJyfnK11lfPr0Cb169cLkyZOlGlq6deuGmJgYeHp6yt1/6tSp+bo36devHzc7hjYU6SfcZmZmvOBTVatWlfn0sFy5crz3379/R506dfDlyxepoCc+Pj6wsrKS+VQ8MjIS7du3x65du7B//341nYVy4uLi4Ovrq9SPQldXFwYGBggJCVEquBGQ1SV5165d8PX1LXbdjwuL1NRUVK9eXe1jUcqUKSO3sm1kZFSkx77kjPir6Hw+fPhQEFmSKzMzE5mZmejRo4dUK2qZMmUQERGBypUra62njCITJkzAoEGDULlyZejq6iIpKUnpa4eirmQvXrzQWO8Kf39/9OjRQ+WnB7NmzcLDhw81kieimq9fv+Ldu3e8ZSkpKTKDgj5//hzVq1fn9WQ7e/YsEhIS5JbZkvRWrFih9jI7ISEBY8eOxb59+zTepfvIkSNSU1H+9ddfqFmzZpHuTs4YK5AbfVIwUlJS5N4/xsfHc7NcZCcSiRROB6gpIpEIaWlp3P0TYwxfv35F+/btlU6jSpUqWL58OfeQDsi6z3NycsL379/zlK/U1FSIxWJuWuMDBw5g586dEIlE3DJ1k9xXmZiY5DmNtLS0XIfdpqenw9fXF8HBwVJxaEqWLAmhUAihUCh1jzdr1izcuHED1apVy9f9bPny5WFkZJTn/fOrSFe4JUJCQpCamoqUlBRUrVoVALjxrACkAqQBWeOizc3Npb5gpqamiIqKwoMHD6T2CQgIwN27dzFx4kSNR0DNj3bt2mHNmjUq7VOyZMl8/di0KTQ0FL6+vlKv2NhYbWeNp23btnjy5EmBNWiUKVMGnp6eKF26NDIzMwtNj438OHXqFKpWrZrvSJ2acOLECWzfvh1paWlS/+OwsDAkJydLDXspLPT19aGvr4/AwECkpqbC3Nwc/fr1g7W1NUqUKKFwX3nTKOrq6sLR0VFjPWbEYnGe0s7IyKAgU4WEqakpSpYsCUdHR25Zy5YtIRKJkJGRwbtp/fHjB2xsbFCvXj2uQcvY2BhhYWGIjIzEs2fPUKtWLZlTxwiFQo2U2enp6XB3d9f4+EMjIyOpac4kXTmLMpFIhJo1a2o7G0RNBg0apDA4WGEIkibx6tUr3lNWxhhq1qwJOzs7pfY3NDTEu3fvpKbsDQgIkCrnq1SponSE7d9//x0hISEAsnrn2NjYYNWqVbh06ZLGgqWeP38eFStWzFdPyBUrVig9JeLKlSt5xzI2NoaZmRmio6Nx8eJFXnkAZJXZXbp0QWhoaJ7zVxgUiwr3kiVL8ObNG+jr6+P69esAgJEjRyoMNObu7i63RVzSguLo6IiqVavi119/hZGRkUotX0XNpEmT0K5dO21nQ2WfP3/GiBEj4OTkJPWaP3++Sl3qNeXjx49cZbdNmzY4d+6c0q+0tLQ8dyFasmQJN+QiPDwco0aNUtcpac3jx4+RmJiIWbNmaTsrPLGxsXj+/Dl++eUXlC5dWmr9qlWreHNa50enTp2UnmP44cOHKt3kDBgwAImJidwUia1ateJ19VWFsbExRo8enad9AeD27dsae3r34MGDQnXz9zP5+PEjrKysYGVlBSAroOmePXuktvvy5QumTp3Kve/ZsyfS0tLw8eNH/PXXX9zyrVu3QiQSwcnJCb6+vti4caPM36AmvX37tsC7dbdt27ZAZxEgJDcXL16Ei4uLSvsYGBigbdu2GsqRYt++feN6xl27dg0lS5ZUqWu7QCBA69ated3JN27cKLWdovpGTq1bt+a2rV+/PhYtWoRu3bph4cKFaNq0qdJ5U4WnpyeSkpLy9X/o1atXnqe7rVmzJlq1aoXDhw8r3O7q1atFugdusahw9+rVCw4ODpg9ezYsLS0xZMgQhdsPGDCA68cfFhaGRYsWST3Rtre3x7Zt27Bjxw4cPXpU4xOup6WlKR0MgTGGDRs2aDQ/RUFQUBCmTJmCGzduyFy/Z88e/PXXX1p/qnj16lUuYrxQKISLiwv69++Pbdu2YcWKFbh37x78/f1lvoRCIZ48eYIzZ85o9Ry0Zfbs2bz369evR2hoaKELEhQYGIidO3di6NChcp/4qsuWLVuU7ha1fPlypRudLly4gJCQEGzYsAGVKlUCkBXcStGYKkWSkpJ4M0Oo4sKFCxgyZAgWL14ss4DNHvAlL5YtW6axAFdEsWvXrqFatWpcbzRZVq1ahW3btsHf31/mbBtv377lyuwdO3bw4jYMHz48z41EeXXixAm8evUK06dPV7oxLL/OnDnDBU0jRNtOnz6NsLAwqaEbf/75J5YvX869so8fnj59OiwtLbF69eqCzi6ArIbX//77D0DWsCp19HzK79CVxYsXS83IcODAAQQEBGDv3r0amYt69erV+PPPP/N17dq5cycCAwPlrl+xYgW2b9+e5/SBrDHgRbnCXaSDpkl0794dK1euxLRp02BpaYk///xT4fb9+vXDpEmTEBQUhISEBNy/fx/GxsZo06YNt03ZsmV5kZ41LSMjA7du3cKMGTOU6p62detWzJs3rwByljdCoRDjx4/X2Fj3+Ph4/Pnnn3j06JHC7Q4fPozQ0FA4ODgU+Lh7RRo0aIA9e/YgNTUVVapUgYWFhdxtp06dKnNMI5D1FDAlJaVAv6sFafr06bxgR/Pnz8eRI0fw48cPqW337dtXYDe7RcXy5cvx+vVrhZVuyVP5adOmITQ0FJs2bSrAHMrm7u6OTZs2YfXq1ZgyZQrGjx+Pfv36ITQ0FJ6enrhx4wbXm4kULd27d4euri6qVasmNVzh77//xufPn3kNyrLGLfr5+cHT05NXZgPAnTt3kJSUxFtWs2ZNODs7q+8EFJg4cSL09IrFbVWB0NXVLZBp1IjmVa5cGXPnzpWKqeHi4oKePXty748dOwZzc3P4+Phg8uTJ3JSA2rR48WJERUX9tA82gKxerrt27dLYcKsGDRrA0tKSe7969Wo0atQI9vb2SqcxZcoUjTQ4FJSim/Nc7N+/H+7u7lxryJcvX7jI5FOmTOHWS6af2bx5M+7du8dtzxjj/h4+fLjM7mLqbmkpUaKEwqjrEnfv3tVKxULymTDGsHLlSlSvXp17DRo0iPeZ6erqarRBID09PdfKtsT169dx5MgRXn6rV6+OxMRELs87d+7E9evX8dtvv3GBP65cucJt+/XrV9SpUwd9+vRRS/5tbW1Rq1YtNGzYUGFlGwAsLCy4acUAoEOHDoiIiED16tUxePBgjBo1CtWrV5c7vuXhw4dFMnDa77//zuudMHXqVHz//l1ukKwOHTpo/WK8du1ajY+rzP47y82+ffsQHx+vcBsbGxsYGxurfboMCwuLfN3AbN26FSkpKUhOToa7uzv8/f3h7e0Nd3d3pKen09RhRVSlSpXg6OiI1q1bw8DAgLfu5cuXSEhIwIsXL3Dt2jWF6Uh+Bx07duTG8jdq1AitW7fmbWdlZcX1OimIpyOSwFCq/E5VUblyZWzbto23LDExEb169VL7sTRNIBBwUx6pIvtnq6nPmaimYcOG8Pb2xtWrV7llU6dOlRqK2bNnT2zatAmlS5dG+/btNTYuWRVPnjxBamqqzO+iUChUqcHOyMgo12tXXpw4cULqybc6qPu3Iy+9bt26YfTo0di6dSsA4NmzZ1KNowAwatQoBAcHSy13c3PjjZUvklgRFB8fzwCw+Ph4bllaWhoTi8Xc+7Vr1zJ9fX1mZGTE7Ozs2IcPH5iLiwuLjY1lPXr0YACkXvr6+qx06dIsPDyceXh4sPHjx7PY2FjWpk0bqW319PTY9evXmUgkUts5CQQCpq+vLzNv2V9v3rxh9vb2CtPbsWOHUmllPx8dHR0GgFlYWHDppKSksNjYWBYbG8sCAwOZkZERMzIyYrq6urz9dXR0mJGREdu+fTvLzMxkFStWVNtnk5NIJGJmZmZKn5u8l6GhITMyMmK9evVi8+bNY/r6+uzhw4esXLly7PHjx7zPz9DQkAFg9erVY8nJySrlNzMzk40bN45ZWFgwf39/lpKSwtLT0xXuk5SUxIRCocx1qampzMHBgXcuV69eZXFxcbzfQPbjW1hYsPbt26uUb21zcnLiPncAbP78+axr165y/59fvnzRWl6fP3/OADAjIyOmp6eX7++mopeBgQFLSkpSKl/t27fPNT0dHR2N5NnS0pLdvn07z/t7enoyW1tb5u3tzQAwXV1d7hqljpe/v7/M30tBk1WeFTfKnOPatWsZAGZmZsa+f//Onj17pvD/p6enx4yMjJhAIGC2trYsISGBS6tnz55MIBAwAEwgEDA9PT2mp6fHHj16pNZzcnJyYvv27ePy9OrVK5aamsoYY+zIkSNs+/btajtedkKhkKWkpHAvIyMjVr9+fY0cS11EIhHvf5SYmCh1j5CcnMwyMzN5y1JTU6XKS3d3dzZ//nwWGxvLfvnlF2Ztba25jBOl/Pnnn0wgELASJUowHR0dZmFhwdavXy93+z59+jBdXV3ed6IgPX/+nOnr67Pt27ezDh06MACsXLlyUts5OjqysmXLKp2uWCyWunY9ffpUpbJGJBIxfX191qFDB7Z9+3ZmYGDAPDw8mFgsVns5sWDBAqajo8M+ffrEDAwM8n1vEhMTo/B4QqGQzZ07lwFgAQEBvOXTp09XmHZRL7OLzRNuQ0NDqad4mZmZcHR0xMePH1G1alUMGDAAlpaWcHd3l5lGZmYm9u/fDwcHB4wdOxY1a9ZEu3bt8PLlS6lthUIhunTpgoiICLWdA2NMqUiqv/zyC1JTUxVOgzRx4kQMHDhQ6WMLhULedEUpKSl4+fIlxo0bB0tLS1haWqJy5cpIS0uTGf5fLBYjLS0NkydPxj///MNruQoPD1freElfX1+lpyxSJD09HWlpabh06RLWrFmDzMxMtG7dGkFBQWjRogXvfyF5gvL+/XusXbtWpePo6elh9+7diIuLQ9u2bWFkZMR7suPv7y/1eQ4ZMgQfP36ESCSCv78/b52RkRHevXuH+vXrc6/Y2FjUrFlTZncgPT09vH37FomJiTJbDguzzMxM7hwPHjyosOW4MExpN378eF5vBE1QdyAxsVjMe8ogEAikpiDKi9jYWG7e1bwwMDBARkYG93mKRCK1TqlWu3btQjlF289u//79qFmzJpo0aaJwO6FQyM0IEB4ezgv6eenSJa6rImOMm25Gnf9vHR0dCIVCXjyJ+vXrQyAQIDk5GV++fNFY90xdXV0YGxvD2NgYRkZGBT5mPS/i4+MxadIk7v306dOlhrpMmTJFaq717du34/Tp07xl5ubmOHToEOrXr48PHz6o5X6A5E9mZiYYYzh37hxq1KiBuLg4XnDDnM6fP49y5cppdZqmgQMH8r6TOb9HHz58QHJyMpycnJROMzU1Vera1axZM5ViCfn6+sLZ2RlLlizBgwcPuCGDIpFI7b91dV4XMzIycr0H09XV5Ybd+Pv7c8fW1dVV2HM3IyOjyJfZxabCLc/JkydhZmaG+Ph4mVN95dSzZ09kZmbCz88PZ8+exT///JNrwa8NMTExGDlypMbSDwgIQMOGDeHm5qbyviNGjOBNyXXs2LF8TTeQ0++//661bki2traoWrUq/Pz88rR/v379kJSUhGPHjnGvzp074+DBg7xlQUFBcHd3x8GDB9G5c2ccO3aMN1+thYUFXr58iZcvX2Lfvn3w8vJCYmKiwmM/e/ZMZgTNwujhw4eIi4uDsbEx7t69iy1btmDHjh1wcHCQu486vxcJCQm4d++eyvv9/fff8PLyUksetKFr164YNmwY7t69i8GDB6N+/fpay8vVq1c1NqUYKbwGDhyYp7mZo6OjZQ7nsLGx0UgZbmZmhpMnT8pc9+7dOyxbtkztx5T4/v07V1b8888/GunCqm6WlpY4evQo937//v14+PAhkpOTcfPmzVz3v3LlCtfY6OzsjPHjx2PDhg2oWLEihEIhF/yKaFdehghok7e3NzccL3tANwAYPXo0YmJiCnyGl+7du3P3zJIZa4CsRoq8PFT4/v073rx5I3Nd/fr1MXjwYJiZmUmdvzqdOnVK6jfau3fvn6uMV/ej9oKgSve0ly9fsvT0dObq6pqnLhKbNm1S2C0zNDRUreekyqtVq1a8NJYvX87rbjF06NA8dwsZMmRIvrqW6OjosJUrVzLGGHv27Bnz9fVVy+fEWFYXn/zkTR2vNm3asJkzZ7JZs2bJ7fqd3enTp9m3b9/YsmXLWGBgYJ6O2apVK+bn5yeV9t27d9nXr19Z+fLlpbrjScTHx7MxY8awqVOn5vfjLxD9+/dnQNYwj+HDh7O+ffuya9euscqVK8v9fAQCAcvIyMj3sZcuXcoCAgJY5cqV2bVr15TaR9KlvKBe6uxSnv317NkzxhhjUVFRbObMmezXX3/V+m9NU6/FixdrbNiLKjZu3MgA6lLu5eXF6tevn6//ae3atdnMmTPZhw8fuGE3LVu2ZLt372YA2MOHD9V6Xq9evZLKQ1paGnv69CkDwLZs2aLW40mcO3eOd8xx48YV2i7l+/btY9HR0TLXOTg4sG/fvjFnZ2fGGGPXr19nISEh3PqAgADWunVr5ubmxurXr89iY2O5dcuWLWO///47W7NmDdPX12fW1tbs2LFjGj0XIp+kzDYwMGCHDh1Sap8KFSqopczOi+fPn7OhQ4eyGTNmyLx/uHDhAncNUaVLeXJyssxrU3R0NNu4caNSaezdu5eJRCLm4eHB7T9gwABmYmLCHBwcVD7Xc+fOsaVLl+a6XVRUVL7LVXm/dTMzM1aqVCl29OhR5uHhwWrVqsUAsJSUFG6bWbNmKUxbR0dHqfttTctrl/JiXeGePXs2i4+PlztmW5lXUalwT58+nRkaGrJBgwYxb29v1rlzZ1a2bFmt3tAaGRmxzp07s3379qnlM2KMsfnz5zMjIyOtnlfOV//+/WXmNSIignXu3Jnt2rWLvX37lsXGxrK7d+/mucINgF2+fFnuZ3P//n2FFYioqCjm7++f7/9BQZAU3gBY+fLl2bZt21ilSpUUfjbqqHBPmDCBmZubs4CAAAaAVapUiT148CDX/YpDhXvGjBksLi6O9evXr1hXtCWv4ODgfH1X1OXOnTsMoAo3Y4wNGjRILf/bW7dusbt37zJdXV2NVLjFYjEbMGCAzAp3x44dWdOmTVmnTp3Y169f1XK8nHJWuAEwc3NztnbtWo0cLz+eP3/Ou6nOzsHBgSUnJzMvLy+Z669du8YAMDc3N+bp6cm7vi9btowBYL6+vszExIQBYHZ2duzkyZMaOQ+imKTMNjU1VXqcbWGscPv6+rItW7awiRMncr8tZSrca9euZZ8+fZJb4XZ2dma//PKL3P1v3LjBOnfuzF6+fMkty17hlrxUrXB/+/aN1atXj1WuXJl5enoq3FZTFe6xY8dycZ/69u3LGGNcvayoVbh37NjBHj9+nKcyu9hUuMViMe8VFxfHRo0axRwdHbngKXl5WVpaKqzgabPCbWhoyBYsWMDEYjELCQlhpUqVYuXKlWM3b95Uy01Lz5492ejRo/OdTokSJdj58+fzFexALBazlStXFrrKtkAgYIGBgUwkErFjx44xR0dH7mVvb8+ArBuhkydPMpFIxMRicb4q3KVLl2ZfvnwpFE/mNEUsFrN+/fpx56yvr89sbGyU+l/ktfDes2cPc3R0ZAYGBkwgELBWrVqx/fv3MwDs9OnTcr+7YrGYNWrUKM8V7nXr1rG6deuqvF9oaCjr3LmzwnNavny5Sr+XQ4cOse7duzNDQ0N27949rf+2NP0KCgrSegCWRYsW/ZQV7uxl9bdv37hrpqmpqUr/w4MHD7Ly5ctLLbe1tWXfv39nenp6zNDQkE2aNIkNHjyYPXjwgLsO54dYLGampqasTJkycvNmamrKDh48qI6PT0pSUhKbMmUK79oHgA0aNEgjx1MHyf/7xIkT7OjRo4wxJvc3KPlelC5dmgGQ+eQ6NjaWffnyhaWnpzNfX1/us1i1apXM9EQiEfe/L87lp7b079+fXb9+ndnY2PD+pyNHjmSOjo5cMMHs8lPh3rt3L7tw4YLK+4nFYla1alVWpkwZNnToUC5Ql+T+wdPTk5mZmTFzc3PuO2Vvb5/rNWPQoEHs1atXcivcAFidOnXk7n/48GHu2lWxYkX248cPZmdnJ5WGqhVuPz8/bl9Fn5dIJFJLhTsqKoqX7sSJE3kBiE1MTNjWrVvZ77//zoCsXkmSa8Nff/2lMO3CUOGOiopi4eHheSqzi02Fu2XLliwyMpJ9+fKFdevWjTGmvtZyRS91VLjFYjH7/Plzno4/btw4Nnv2bFamTBmmo6PD7O3t2ZkzZ9RybgKBQG1RgXV1ddnt27dVKujEYjGLiIhg4eHhbPfu3WqNUKzOlyQCrqL86erqMj09Pfb+/ft8Pw3V09NjNjY2LDw8XO5LW5E/1WHLli15aljJT4V7/fr1vLQqVarEwsLC2F9//cV0dXXZu3fvZO4nFouZra0tu3Xrlsr5nTRpEhs5cmSeGgT19PQUFt6MMYURP3O+Ro0axQYOHMjlRU9Pj7Vr147Nmzcv37+PP/74g40cOVLrv9OcL0NDwzwV3mlpaUr3MMguNjaWd7yUlBSWmJjIYmNjGfBzVLg/ffrEwsPD2dChQ9nTp09Zenq6SrNpAFnXUhsbG2ZjY8Nu3Lghd5hJ9sj7Ojo6rESJEtwsG/m9aZNUuC0tLRXmVVNdyhnLaqyRHEfypL0wV7gjIiJYq1atmJubGztw4IDCbX/8+MF9L2bMmJHrfUNiYiL3v1i1ahWLi4tjERERXCXJzc2NK6e9vb1Z+fLlGWOMi/JO8k5yPczMzOTKw+yVU8mTzOTkZKkI1g0aNMhzmS0UCvPUcCIWi7nZT7Lf4woEApaWlsauXLkidb0JDAxkHTt2VJiu5PzzWuEWiURs6tSpMq9f2V/5qXAfOXJE7rDD6tWrsx8/fuS7XM3Zw8HFxUVqGx0dHe5ew9zcnN25c4e5uLiw0NBQmbNCZd9PmxVuyfXip49SLhQKwRjDy5cvIRKJEBISIne+XnXy9vaGt7d3vtOpXbt2nvddt24dfvz4AWtra4SEhMDFxSXf+QGAUqVKqW3eO5FIhA4dOuQ6J3B2r1+/hoODA2xtbTF+/PhCG51QmQi4IpEIQqEQ1atXR+PGjfN9vMjISNja2sp9DRs2DOHh4fk6jrb07dsXLVq0KLDjxcXF4du3b7xlnz9/hp2dHTZs2JBrpOG4uDh07NhR5ePq6OjkeQ5ZdQcNPHDgAE6ePMnlRSgU4u7du1izZk2+0z59+jQOHjyY73TUTZkZIWS5fv26SjMVREZG4sePH1iyZAmvTLpx4wauX7+u9bnjC1KVKlVga2sLNzc3MMbg7e2d6//BwcEBVlZW3PuaNWvCz88PL1++VBigKftvRCwWY82aNWjUqFGe/+85GRsbY8uWLWpJK7+0GdxQWXp6enBwcECLFi1yDfhap04d7v+ko6Mj9RuJiYlBUFAQ997MzAwPHjxAqVKlYG9vj0GDBqF06dJcQKZSpUrBxsYGQqEQo0aNQmJiIp48eYKlS5fi8OHD+Tqv6OhoXl5+Ns+fP8c///wDPT09CAQC3iwdQUFB3Aw1CQkJUnNye3t7Q19fP0/H1dXVzdO18/Xr19y9GmOMd98WFRWFbt268bZv0KABTE1NUa1aNYXpSs4fyJpJJrftc8r5PddEYODhw4fj06dPMtep67qYM99Vq1aFsbExb5lYLEa1atVgZGSExMREtG/fHmfOnEGZMmWUCm6tLW5ubvm6lynSJX1oaCgeP36Mhw8fIiIiApmZmejXrx+CgoIwZcoUpSJf5lf37t3Rs2dPjR9HEQ8PD+zfvx+pqalqTbdz584YNGiQWtM8fvy4UhWMmzdvokuXLmqfAulncfHiRcycORNhYWHazopKvn37hoMHD6JSpUqwtLQskGM+ffoUO3fuVLjNuXPn1FYgkaLN0dERjRo1Unr7a9euYerUqfjrr79gZ2cHIGuqxFKlSqFfv36aymahZGtri+bNmwMA/v33X6UaqlxdXdG2bVvufWxsLObPn4/Jkyfj+/fvCvf9888/85dhBZKTkzFs2DCNpV/cWFpaYsqUKQobqx4+fIj9+/fnOs3X9+/fpaZrtbS0xKhRo/DLL79Ibf/bb79h69atGDVqFG7dugUXFxesWbMG69evh6enJxelWhVCoRBnzpzBt2/f8OrVK5X3Ly5atWqFsWPHcu+vXLnCVTz37duHR48eAQD++ecfREVF5Wn2D3VycXFRqSz/999/YWtrix07dii9j4WFhVTjgjKaNWuGsmXLKrXt27dvsX//frU+WDQ0NFR7fWblypWoXLmy1PL27dujRIkScvczMjLipkOTYIzhwIEDuHz5slrzqKyaNWvm6+Foka5wf/z4EadOnYKbmxu+fPnCLff19cWFCxe0mLOCJRKJsHbt2lynhVLV8+fPcefOHbWmOW3aNCxfvjzX7Xbu3KnWOc5/RsePH8eECRMwZcqUXHsH3LhxA5MmTcKkSZO0OqepWCxG586d0axZMyxYsACGhoYaPV50dDR27dqV63ZLly79uaav+AkwxjB58mSVn1LWq1dPpZuSJk2aICYmhjeVYM65z38WAoGAm4N17dq1eZr+KyQkBPv378elS5cwYcIEhTec+vr6qFSpEgYMGJDnPBcFRkZGmDNnDp4/f47bt29rOzv4/v07bwowiYoVKypsBHFzc8OYMWOQnJwMKysrbN++Hebm5nj27Blvu+y/QcYY5s2bBwcHB9SrV4+bIm3x4sVYsmQJt0///v2xf/9+lCpVCnv27MGcOXPQsmVLNG/eXKVeRkeOHMGkSZMwffp0ZGZmokGDBlIVAyJt8eLFmD17drG+7q1ZswZpaWkIDw/H7t27Vd7fxcUFNWvWVGrbO3fuYMyYMZg4caJK11FF33VTU1PMmzdP6bRkEQqFSk2JuGvXLpn3+BMmTOB6NOXs/cAYw7hx47Q2vW3r1q15jb+qKtIV7pz69u0r98tUrlw53Lt3D/fu3UObNm0KOGea5ezszD05Uafy5cur3C0mNyKRCOvWrZP7o7537x6cnZ3h6emp1uP+rC5evIjt27ejbdu2mDlzptT6kJAQbk7TnTt3YufOnejQoUOuT2727t0LZ2dnODs7q/XJb8WKFdGsWTPcuHEDnTp1UmluVcaYyvNIJiQkaGX+1vr166NMmTK4evVqgR+bZGGMYffu3bh06ZJGj1OjRg3s27cPp0+f5oZ5lClTJl8Fd1EVFhYGDw8P7r2enh5OnDiR5/SuXLmChIQEueuPHj2KMmXKFKkyf8yYMUo1no8YMQItW7YEkPVkysXFBeXLl0f16tU1ncVcRUZGchX/v/76i+tpZWdnp/T3vkSJEpg0aRKMjY0xbNgwfPz4EUBWN+UFCxbwtj18+DA+f/6M5cuXY//+/ejRowfmzJkDNzc3uek7OTnh0KFDmDRpEtasWcN1fc7NzZs3sXPnTnTr1k2jPSiKm8uXL2PSpEl5Gn5VEBhj+e5xdObMGbX0yhQIBDh79iwAoEePHgobdNq3bw8DAwO568uXL8+rAEt6H+R04sSJPHfvz04kEuH48eO8ZYcOHZLqVr5q1So4ODhI7f/777+jRIkSSEtLw/nz5/OdH3V59+5dviv6Rb7CfejQIZw8eRJAVtdQWUxMTPD8+XM4Ozvj5cuX8PLyUtvxdXV1pVpfC5KbmxuOHTumkbRtbW1Rrlw5taebmpqKv//+G2vXrsWYMWPg5+cHkUgEf39/9O3bFw8ePEB0dLTaj/sze/jwIXbs2IHFixdDJBKha9euCA0NRYMGDfDgwQNeDxFPT088f/5c5lNxxhjOnz+PWbNm4cGDB3jw4AEcHR1hb28Pe3t7HDhwIE9jkrMTi8VcoSDpfqosedcAdahXr57a0rKwsIChoWGR6/JP8qZy5coICgpCvXr1aGhCNgKBINeYFvm9njx//hwLFiwAYww6OjpybzgLi5cvXyr1HalYsSKsra15yzRVZquqTp06cHZ2xt69e+Hr66uw1xRjDCKRCAcPHuTu5V6+fAldXV1um4CAAK4RIjU1Ff7+/gCAcePG4f3793j9+jWSk5NRpUoVdO/eHXZ2dujYsaPCXkkWFhbcA4UlS5agY8eOSn3uOjo6uHXrFjp06JCn79Lp06dx4MABAFmVk9xihBRVly9f5noPPXz4UGZDi+R/r2nu7u7YunUrRCKRwutJzvuH8+fPo3Tp0kofR5kx5fJ6G54+fRr29vZcg6Tk3sfBwYHXzfzHjx+wt7fHkiVLsHnzZowYMUJuRVkkEsHExIT31LxNmzaIiIiQin/RpEkThZ9N06ZNsXLlylzPT5bGjRvzfs8AsGnTpjwN5Shoku9MYmKi3PHvSstXyDYtkUSI+++//3KNmGdjY8NiY2MZY1kR5mbOnJnvKHzZX7q6uiwkJCRf5yMWi5mxsXGe87B27VrWqFEjtZ4XANa7d282fvx4tacreUmiFOro6HAvTR2LXv/7zCWfc26fd/fu3VlwcDALDg5mGRkZTCQSsZs3byqMqi0QCNjZs2fzFUly1apV7NSpU0wsFrPExESVzs/Gxkal393Tp0+VTtvMzIy3f1RUFAsODmYGBgZ5/l/k53+pzijlP/OrTZs2efmaqmzAgAFMT09PKipvXiOeFiWKpr3M7TqU399J48aNWVRUFJswYQK7f/8+K1u2bL7L7LCwsFxnUjA2Nmb79+9XOe2GDRvKnMs2PDxcKipzz549GQBmYWHBvL29We/evVlwcLDMKZgKmmQaLqFQqHBKpeDgYNauXTu2detW7rOLjIxk6enpLDg4mC1YsIABYN7e3kwsFrPg4GAWGRnJHaNt27YsOTmZ+fn5sbJlyzJzc3PuO2Npaal0ftPT01nTpk2VOi+xWMzq16+fp+nlRCIRi42NZWlpaczR0ZHZ2tpy56Oq6Ohorc1jrUhGRgbbu3cv9/8MCAiQuZ1IJGINGzbUeH5OnTqVp1l37t+/LzO9iIgImRHShUKhwijl+vr6bOLEiTLTPHToEO+a9+LFC9ayZUsmEonYuHHjZKZ36NAhueccHh7ObG1t2f3796WuoaGhoaxevXq87cViMbO3t1d4T6TstbhKlSpS+alatapS07teu3aNNWnSJF9ldkxMDEtPT1e4jbIqVarEMjIyeNMJ/pRRyt+9e6dwfY0aNeDp6YmSJUsCAF68eIFz586hVq1aMDExUUseRCIRmjRpopa08urgwYP48OGD2tO9ePFinsahKIv9f2uaWCzmXkSzWLaonLl93pcvX4aDgwMcHBxw8uRJXL9+HZ06dVLYCsoYQ//+/XHp0qU8P5mSPOHW9JOozMxMlZ6gi0QiPH/+HBEREfj27RuGDx8OBweHPHchy+vnI5GcnMwbF5xdWFgYgoOD85U+Ua+TJ0/C3t5e29kodCTXoXLlyqFNmzYwNTXlrc/v7yTnE251lNlt2rTJNdbFgAEDMGrUKJXTbtCggdQTKz8/PzRr1gy3bt1SuO/Fixfh4OCA+/fvq3xciZiYGAQGBspd7+vrq9SYUUnUZV1dXbnX8idPnuDJkydSZdHjx49x4cIFODg4YNWqVdzytLQ0ODg4cJ+rjo4O7t69yz3FCwkJwaRJk/L0nTEwMFCqh5Skl8TLly/zVEbp6Ohg6dKlePToEUQiEcLDw9G7d2+l909NTcXbt28BZI13DQgIUDkPmiTpUpw9kJosb968QUZGBl68eKGxvAiFQty/fx9+fn5SEcnzo3v37rh69arU90xXVxdPnjyRu1+NGjXkBl/L/l1ijHGBOeU9Nbe3t1c4lLRDhw4IDw+Hs7Oz0r+H3Hob5Oda/OHDB3h5eaFWrVq5bvvkyZN8dW+fMmUKjh49qpZ4ASKRCJmZmXj9+nW+ZxQp0hXu3Ab3L1iwAFWrVuXe//rrr9i1axcGDx6sMDpeQTt+/Hi+vhgNGjRAqVKl1JgjQviGDRsmNV2GIi4uLnnqKvblyxeNdgvPj9TUVIwYMQL37t2TGqOkDZ8/f8aKFStkrrt+/To3Bozkz82bN7F9+3YKmqdhAwcOxP3797Fw4UKFYxLz4t27d1wlZcSIEYW6W/m+fftgbm7OW7Z8+XJ8+fIFPXr00Pi158WLF1IN7XFxcVxkYC8vL5Wm91Skb9++6N+/v9Tynj17YuDAgQCy4l1IxqUfOnQIQNa1L7ehgYMHD5bqxqqqM2fOIC0tDfHx8XB3d89XWvIYGxujb9++ePv2Le8hUmJiIrZv347t27dzXeiBrLgrknvfzp078+79Pn36hO3bt0s1mLx//14t09cqQygU8hqGunXrJnPGkdmzZ2t8SFVqairatm2rVKDenFq3bg0vLy+5jUuy4sWcOnUK3bt3V/lYQFZlPPuwNXnfC4mqVauiQoUKMtO6ceNGrsMyIyMjcePGDd4yV1dXlfOtiooVKyoVUE0dxowZg6SkJLWk9X/sXXV0FMnXvTNxdwPiECK4heDurgGyuLstCSxuWZxdINjisri7uwSHEEKQhECIEIjb2Pv+yDf9S2ckM5OJLMw9551kuqurqquru+pVvXdfcnIyxo0bV+R8/tMKtzyImY4LokOHDnjy5InaXnQul4ugoCCsWrVK5TwWL15cJL++gwcPsnxwNdCgtCESiTBjxgylrxMPLOLVXWlEb2UBx48fx8uXL0u7GjJR1F1BDf6HPXv2YOLEiaywi2fOnCnWnZlfDVWqVGEmsEFBQdDX11db3hUrVoSrqysTnmjRokXgcDh48+YNDhw4oHR+ISEhJcq9cO7cOTx69AgAwOPxWDu+xQFvb28JJZjD4TCLIEOHDlUodNH9+/clJvTSYG5ujunTp6Nly5Zo1KgR65yPjw82bdqETZs2wcnJCfPnz8fixYvx6tUrnD17FkAe+3X+xbDu3btj69atWL9+vUIRCPbt24fIyEj8/vvvEjug4igZ379/x7hx49RG4uTv78/yqw0LC8Po0aMxevRohhwuJSUFEydOxMSJE1mL0La2tpgwYQKAvMWj/M/ixYsXmDhxosTY9OTJk2Jhr09ISMC6detYx/T09DBr1iwAeQsnGzZsUMoPuqygd+/eckkZBQKBxKZfYVFV5C301a9fn+XnbmJigilTpuDOnTvMtys/bty4IXNzYufOnfj69avMsmbPno1hw4axIglwOJwif1tmz56ttPWwNCIyDodTakzkxYmfVuGuXr06KlasyPz+9OkTgoKC1F6OSCTC9u3bi8Q2XJZX2zXQQFWsX78eY8aMUfq6GjVqwM3NDQCUZjBOTk7GiBEjlC5TUXz8+BFz5szB48ePC40BXNxwd3eXuXKv+aYUL549e4aPHz+WdjV+GlSoUIEx8x44cKBK4cJkwc7ODg0bNsT06dOxadMmfP/+Hd++fUPPnj1Vsqa5cuWK3B1eU1NThhSrqLh79y5Gjx5daF/LyMjA4MGDVSrjzz//ZHb/gbxn4evry0pjZmYmQbJUGCpWrIiqVavKPD927FgkJSXB0NAQHTt2hI+PD3bu3MmKcyvuF82aNcO0adOQmpqKhw8f4t69e8x3/siRI0hLS4Ofnx/8/PwQHh6O4cOHY/jw4ejduzciIiJkWgIBeW3co0cPJhSpWJkF8hRGLS0t9OrVC1++fMHEiRMVWkTIj2nTpqFBgwZISkrCsGHDAPwv3vLx48eRm5uLx48fo2HDhrh79y4SEhLQpUsXRvnv27cvy7rM1NQUxsbGMt39hg0bJsHK36ZNGwQEBChVb0WQmpqKS5cuyTxfu3ZtODs7q73cksCqVaswYsQImdajIpEIhw4dYh3r3r27XOscZRfCX7x4gRUrVkgcr1OnDu7duyfT6nDhwoVSY1+LcfjwYXTr1k3ieGpqqkpuMGKcPHkSRCTRLgUxYsQIZnFtwIABEuc5HA5j4fIz4adUuDkcjoQpUU5Ojly/pKLg2bNnRbpeXbtRL1++1Ey0NSgz4PP5CAsLA4/HU8m8XBWrD4FAUCi3gxhVq1ZV+t3Lzs5mdiBKG4aGhnB1dWUdIyLweLyfOtZpaSF/f5w2bZpSsbgL5qNhKv8fHB0dsX//fqxduxY2NjbYv38/Xrx4obb8iQgBAQFYuHAhYmJiwOfzwePxWGa66oS2tjaqVKlSpDx8fHxAREhOTsbnz59Z5yIjIzFkyBAAeVFK3N3dIRQKoa2tjZCQEKXLGjduHDw9PYtUX2mwsbFhdl+JiNXnxd9pPp8PHR0dJi69u7s7jI2NAQBubm44ePAg1q9fj0OHDuHVq1fg8/n48OED/Pz8WGzsVatWxYMHD/DgwQPExMSAx+MhLCwM3t7eyMjIwJIlS2S2jZaWFiIjI/H48WMIBAIWLwafz4dIJMLz58+ho6OD+Ph4pSKoLF68GOvWrcP9+/fB5/Oxe/duTJw4kTlfu3ZtvHr1CpaWlnB3dweXy4VAIEBoaChq1qwJIC+Umq2tLVq3bo3k5GQAeQrXwIEDMWLECAkeD0dHRyaOsRjW1tbFwh/h7u6OPXv2sMZ38bPu3LmzXAu1gwcPFjujvrGxMW7duqXStdHR0XB0dISuri7i4uJgY2ODoKAg8Hg8Zt7w6dMn+Pv7K5VvwbE5OTkZrVq1kjpPSk5Olmq9amZmBj8/P8ZyIDMzEzY2NvD394dQKESlSpUkuDCkgQqwxAsEArx+/VplV4xXr15BJBLJjejC4XDg4uICS0tL3L9/X63WTMUBIkK1atXUktdPqXC3adNGwjTCw8ODtepSrlw5tSqnOTk5iIqKUih+ZnFBnbsCGmigDty5cwf6+vpYtmxZoSRDfD6fiVMM5E1G1OWDIw2Kxl0tq3j16hUGDhzIOpacnAx9ff1i3eX/VeHs7MxMtAwNDQs1H5QGIoKxsTGaNWum5tr9d6GlpYWHDx9iypQpSEpKgp2dHWxtbVG+fHkYGhrC3NwcNjY2cHFxgZOTk9L537t3D9OnT5eIA6uvr19muU/kfZuEQiFj5mpqagptbW2YmJjgyJEjKvEMmJiYqCX+rjwQEcvfdPLkybh9+za0tLTw/v173Lx5k6Wcubm54d27dzAzM4OOjg5TP319fdZuvBj5Nz3mzp0LfX19nDx5Eunp6fj69Styc3NZLiH58ffffyM6OpoJEZYfjRs3xo8fP+Di4oKcnByFTW55PB6ioqLw9etXZqHh8+fPEAgEiIuLQ2pqKuLj4yEUCuHl5YWrV69i5MiRGD58OJo3b46EhAQJhcnAwICZs+rp6cHIyAj6+vrgcrkQiUSIjY0F8D8lLSoqqtiJaLW0tHD79m3MmzePOZaZmQlfX19UqFBBrnmxmZlZkX3sCwOHw5HqP64sRCIRkpKSsGzZMujr6zMuHiKRSKbJuTRIG7M5HA7Cw8Ohr6+Pv//+mzmemJioUMz6r1+/wtHREUlJSTh48CDGjx+PjIwM1maC+DtaEAcOHJAw3a5bty62bNmi8D0VBBEhOjoaUVFRzAJRfvTo0QMzZ86Era2thKuBhYUF0tLSwOfzJRYaSxIZGRksKyZ1zRV/SoVbzHD88uVL5mXgcDhITExk4qhdvnwZHTp0UFuZERERGDNmDO7du6e2PJWFn5+fxndTgzIHIsIff/yBp0+fyk0XFRXFUhSLsy8/ePBAZXbxsgRpbaT5BqgXVatWhYmJicx2vX79usxr09LScOHCBURHRzPHdHR0Sj2yRVlCdnY2yx/+zJkzsLGxwZUrV9CmTRusW7cOR48eRVRUFN68eYO2bduibdu2EtYdisDX15dZKGnQoAHmzJmjtvsQg8/nq4340cbGhkX8KkZCQgIrJmx6ejrc3d0xZcoUpct4/fo1kpOTcePGDaW+HeJ+Hx8fX6j1IIfDYcycP3/+zHLHESuR+ct++PAhcnJy8PjxY4waNYrF4p2dnc1SsBs1agRtbW3md6VKlWBtbQ0Oh4OaNWsWaonC4XDQt29fJCUlSZzz9fWFjo4OOByOwgzFAoEA27Ztg5ubG8vsW2ymf+TIEQQGBqJdu3aIi4tj5qscDgc+Pj5o27Yt2rVrh9WrV6Nt27aM9cGpU6cklKZ169bh+/fvSE9PR+vWrQEAf/31F9zc3ODm5lboIre68OHDBxavQcWKFVWytiiLICLcvHmT9Ts/vn37plSUoILXm5ubM6bYikBPT4/huAHy3B7Eiq21tTWuXr2K06dPo2HDhsyCRrt27ViWFQKBgGFTz1+ujo6OVO4rRVG/fn2IRCKm/0kzhxf39a1btzKug2LMnDkT27dvx759++SOkT9+/Cg2C6W0tDQsWLAAv//+Oy5cuCBzoU4V/HQKt6mpKXr16gUgbyDJv+P87ds3fPz4EV27doWVlRX+/fdftZVbo0YNXLhwAW3btlX6WnXttI8ePVot+WigQWni/v37WLFihdQJkLowZcoUpVam/yvQ19cvFl+90oKWllaRfMoUwefPn2USCoWGhqJjx45SlR4x5PmapaWl4erVq4yCMXLkSFhYWGDNmjVFq/RPhISEBKmKr6WlJbp164aAgAA0btwYQN5OzYULF3DhwgVs2LBBYsJWGFauXIlDhw5h2rRp6NOnj1rqXxDp6emYPHmyWvKytraW6ot59+5dCX4LW1tbTJ8+HXXr1lWqjDdv3iA1NRX9+/dXSuG+ffs2iAi3bt0qdC7F4XCY+l64cAGnT58GkDdnyczMxL1799CyZUsAeT6dBgYGSEhIwOzZs5k8Bg4ciAkTJmDBggVYsGAB7t27h7dv32LLli0ss9TBgwfjzz//hIWFBVq1aoXffvtN4XsqiL/++gvm5ubMQrCvry+L7Kwgtm3bhuDgYIwdO1Zuvps3b5bqNjFx4kSmfaZPn44LFy4UOq8bPXo0BAKBVIbpNWvWMMRYN2/eLDbeiQMHDjCm22VN0ba2tkbnzp1Vvl4oFMrtQ+JFIVkhOuVh69atSrt/2djY4M8//8Tjx4+xYsUKxMfHM1w59erVw9ChQ3HmzBksWLBApoVBVlYWFixYgI4dO+LWrVv4+PEjtm7dCiMjI/z1119K34cY69atk4iwoAxu3LiBqKgoDBkyRK4b4qtXr2T2s9DQUJWehRjv3r3DypUrsXXrVrRv3x7du3cvcjgwBkpF7S4jEAcdlyYuLi5Sr/n69SsFBATQ0aNHiYgoMDCQvn37plAQd0WkRYsWKt9P5cqV1VKHHj16qO1+NKIRdUvbtm0pICCAJk2aJPU9ePv2rVrKqV+/fqHvXP369Uu9PdQh/v7+EvcWGhpa6vVSl3C5XOratWuxlzN+/Hip/WTFihW0e/duqlWrFm3dupVEIpFEmsOHD1NMTAz9/fffhfY7oVBIxsbGtGDBAuaYeDxLTU0t9Pr/KuSN2fll9OjR9P37d9a1x44do4cPH0rN99q1a2Rra1tovqNGjaIdO3ZQREQElS9fngQCgcr3cuPGDXJwcCi0zCFDhqhchr29PYlEIjp9+rTM/MV9SDx/sLCwoJCQEJo+fTqdP39e6TKPHDkitX8XhujoaHr58iUREYlEIho3bpzMtJGRkeTr60sAaNasWZSZmUlfvnyhZs2aMWnmzZtHaWlplJ6eTleuXGFdn5WVRQCoa9eutGDBAjp8+DARsftXjRo16OnTpyQSicjExITat29PAGjlypVElPcODho0iPUOXrhwgYYOHUrDhw+nS5cuKd0Gx44do4CAADI1NVX4mxMUFETDhw+ngIAACggIoB07djD5CYVCZq5aGE6dOkU8Ho+I8p5hwXJq1KhBRERPnjyhL1++KH1vipQPgA4ePEhERMbGxuTt7a32coqCAwcOqDQutG7dmpKSkojL5Raads+ePUREhfYBFxcXOnXqFBERubm50YgRI5Qasw0NDSk4OJjCw8OpcePGBIASExNp1apV1KFDBwoODiYA1LFjR9LW1iYgTzd4/vw51a5dm9Uv9u3bRwDo7NmzTF3ev39Pfn5+KrVX+/btSVdXl/k9c+bMQp9Nbm4uLVq0iLnm999/J2tra5XH7NevX1ODBg0IACUnJ9PXr19p9erVCveVx48fs8rp1q0bmZmZsb6pqo7Zv4zCnZ2dTU+ePKGvX7/S9OnT6cyZM9S0aVN68uQJ00GLImVB4daIRsq6aGlp0cWLF2n06NES74G6FG5DQ0NauHCh3HcuIiKCzM3NpV5/6dKlUm8nRcXCwoJq1qxJt27dok6dOlHTpk1/KoW7pESewu3s7EwGBgaUnJxMRETXr1+nDRs2sNJlZWXRx48fC/3Wi0Qiunr1Kvn5+THHNAp3ngwaNIilbEdFRVHNmjXJ3t6eXFxcqGbNmpSVlSWRd1hYGOno6MjNe9SoUTRmzBi6detWkRVuIsXG7JJUuC9dukSVK1emDRs2kK2tLbm7uxeLciUPkydPpk+fPjHKd0H8+PGDPDw8mPpXrFiREhMTJRTuiIgI4vP5rGv/+OMPevPmDQmFQjp+/DiZmZmRvb09o3ALBAI6ePAgk/fp06dJJBKRnp4ec6x8+fJ0//59EgqFpK2tTQ0aNGCVYWdnR+XLl1fqnj9+/EhTp06l+fPnK/3NqVixIqvfShsTlUVycjKNHDmSVY5Y4V67di3duXOHlf748eO0f//+IpWZX+Hu3bs3cbncn0bhBkCfP39WWOHu27evQmmXLl1KEyZMIF1dXbKwsFB6zDYxMaEVK1bQoEGDCAAlJSVRTk4OvX//Xqo+06NHDyIi6tatG6tfFFS4Hz9+TA8ePFDbuKqIwk2Utxgkvub8+fPk4uJSaN6yxuxdu3aRhYUF7du3j/h8PkVERFCXLl0U7iuZmZm0cOFCVlk2NjasNKqO2T+dSbk0EBHevXuHFi1awMvLC2vXroW/vz927twJb29vmcHjNdBAA/VCKBRi8uTJ6Ny5M+bPn18sZWRlZRUassvFxUWCsGXdunWseMCK4N69e3LDgKiKLVu2yA2pI0ZycjKePXuGtLQ0hIeHl+nY4P9VfPr0CSdOnICpqSlEIhHq1q3LMt8sV64cWrRooZBPMYfDQbNmzeSG0vnVwOFw0KFDB6xbtw7Tp0/Ho0eP8OPHD1StWhXPnj1DfHw8oqOj8ezZMybU59GjR2Fubo5Tp06hf//+hbK+79ixA9u2bQOQ53bx9etXdOnSRaX65mcpLi68ffuWiTgAgPEjLojc3FyIRCJUrVoV7969Q2hoKPz9/fHhwweFOCq2bt3KisVbFHz58gU8Hk/qd4uIkJGRgXfv3mH48OFITk7Go0ePYGVlBQsLC5w+fRoCgQCTJk1CRkYGyyebz+fj48ePyMrKQm5uLhYsWICQkBAkJSVBKBQiOzsbPB4PXl5e6NGjB6ZOnSr1GcXGxiIpKQnZ2dmwtrZWOryXNOTm5uLvv/9GcHCw0te+f/+e1W+3b9+OzZs3yzWlrVy5sty+Z2JiAmtra2zfvp15V0QiEfbt24cZM2ZIuFF16NABPXr0ULruYohEIoaoj8fjITw8vNiJ2goDn8/Hb7/9BnNzc7UQCXt7exd6T9ra2hCJRHjz5g10dXVx9+5ddO/eHbNnz5ZqjrxgwQJs27ZN5WgVubm5+OOPPxg3jZycHOjq6sLd3R2TJ0+WmMOcPXtWobjWRY2uoCj4fL5KkWsUQWJiIpKTk1G5cmXw+Xy5RJLHjx+XaJfIyEiJ91ldTOo/ncJdcNLz6dMnvHr1CtWqVUNqaipSU1MhEAiQkZEBd3d39O7dWy3lZmVl4e3bt3Ljc2qggQZASkoK3N3d0a9fP7x9+7ZEiF0EAgGL9bJZs2YS4V0mTJiAsLAwpSINNGjQQO3kaxYWFrCzs2MtCBgZGZVZRuVfAW3btkVqaiouX76M/v37swbgtLQ0pfoMl8tlQh9pkMf+fubMGYSEhGDHjh2oV68erKyspEYoSE1NRXR0NPh8PlJTU9G1a1eFFpl4PB7znr579w5RUVEqT8b9/f2VIklSBaampvjw4QMzcd69ezcrPjUAfP/+HR07dsS7d+/w4cMH6OjowNraWqkFwNzcXJW/XwWJ0g4dOiTV3/zLly/g8/lwd3eHr68vtmzZAnNzc5ibm4OI0KFDBxgbGyMkJAS2trbw9vZmXb9r1y6cOXMGMTExICLY2trC0NAQM2fOxN27d1GjRg3Y29sDyFM8MjMz0bNnT3z48AFubm7Q09ODh4cHPDw80LdvXxgbG4PH48llHk5OTi50LicSiRAVFQWBQKASO3xB8Hg8jB49GocOHUJkZKRUxdrGxkZmXaKjo3HixAls3rwZEydOZEj13r59i+nTp8PU1FSC+VxXVxd6enr4/PmzzDLl4f3798wc+rfffsPr16+Vur44sHXrVpw4cQKpqanM/ZiYmEiESlMUhX3bDQ0NERwcjEuXLuHly5fIycnB0KFDsWvXLkyaNElqvOvc3FysWbMGFSpUkBsvWxrs7e2xefNm8Hg8RmHPz2Whr68PJycn1negY8eOEiHacnJyEBcXByBvMUqcl76+Puzs7JSqkzQYGRnB2tqaiRKQHwsXLsTZs2elXpe/LkWFg4MDqlevLvM8n8+XmH+KF/Gsra3h4eEBXV1dtYWU/qkUbh0dHRb5zZMnT9C8eXOZDa6rq6sSq6c0PHjwAJ6enjh69Kha8tNAg58VcXFx8PT0RMeOHdG6dWts2LABOTk5uHr1arGVmZaWhiVLluDEiRP49OlTsZWjDjRv3hwikYg14atSpQrDQisNDx480IQFLEY0bdoUQqEQ7dq1kzgn7ZgGyiExMVEhopvMzEw0a9aMxWquLIRCIZo3b45v375JDTFV1lCpUiUmhnJ+Uta///6b+WY2atQI5cqVk0vgJw1ubm5wdnZWqV6LFi1iKWhi9uH8CAsLQ3BwMJKTk5m0+dNoaWnhxo0bzO/Zs2czZGKZmZk4ceIE/Pz80LVrV3Tv3h2nT5/GhQsXAOQpkoGBgYiIiEDnzp1x7do1nDt3Dps3b4avry8ePHiA+/fvY8CAAfj3339x9OhRhvzwx48fcttq9+7dOHLkiNRzjx8/xokTJ3DkyBG1RroRo3///vD29paq/N65c0eqpQOPx8OqVasA5C0ct2rVijlXrlw5/P7779i8eTN0dHRw8uRJiR3bzZs3o2bNmirvOnp4eDAx1/PjzZs3jFKnKj5+/KjUmD127Fi0b98eAJi+0qFDB4waNapI9ZCFpk2bYvr06RLHr1y5gnXr1sm8btSoUfj8+TPu3LmjVHnx8fEYMmQI65hIJMLJkycZ5vHVq1ejcuXKAPJikderV0+i30RERGDNmjWoVKkSRo4cyWxIVK9eHUuXLlWqTtLQrFkzdOrUCX369JFYoPT09GQWyQpi+PDhTIg7RXDr1i1kZ2ezrMZq1aolNQxaQZQvX55pp4IICgrCjh07FMpHYShlgF5GIMsfTEdHh4RCIRER3b17l6pVq1aoH4CdnR317t1bbT4L27ZtU/p+ND7cGvkVpUGDBlS9enUCQDNmzFBr3sOHD2e9Y2lpaTR06FAC8gh3KlSowErv5+dHVatWLfU2Kaqo4g/2X5ORI0eyiFnUIfn9wQQCAUOAtmLFCuratSvFxsbS0qVLCYCEP1haWhr5+Pgo/d0X41f34XZxcaFz586VSN+5desW8fl8MjMzowEDBsgkcJSH7t27K1RWUXy4+Xw+TZ48mSpWrMiQeK1bt46+f/8utSw9PT0aPnw4VatWjRo2bEgAFOIUUAZv376la9euKXXNtGnT6Pz58yQUCsnMzIw2b94sM+29e/do9uzZFBMTQ0R5Pt/9+vWj6dOnU0BAAA0fPpyMjIxow4YNdPz4cQLA+HDn5OSwfJdPnz5NFStWpOzsbHr06BENHDiQzp8/T7Nnz2ZIrZycnOjs2bNERLRz504yMTGhZcuWMXV5/PixRB3v3Lmj0LxSmkyePFnhtBwOhxYsWMAQcSmKsLAwmjdvHnl5ebHy69evHxERtWvXjgBQbm6uxLUrVqxg5s+KQsy70rRpU/Lx8WHKE/twz549m06cOKFUngXx999/U9euXenz58+Fpo2IiKDr168zc3pjY2Pm3MyZM1V6FoVJ+/btiYhowIABzDErKyvq168fNWvWjLy9veVen5OTo7Yx28PDgyEarFq1Kmlra9Nff/3FtEF+H25xvwgMDCQgbwwUcyds27ZNLXVp1aoVAZDJ6yBGfh9uRcXX15cWLlxIc+bMoeTkZLKwsKC9e/cyRKdERGZmZgRIjtnyEBsbS7Nnz6Y7d+5Q69aticPhMKSEYmhI08BWuP/880+1vVDKiLIK94oVK8jExKRU6qoRjfys4urqSufOnSOiPMbXLl26yE1fuXJlcnJyKvV6A3kLAo0aNVLp2p9V4a5Vqxb5+/sTAGrTpg3Dvqouya9w83g8MjIyokWLFik0eGsU7sIha8zW0tKi06dPq6xwBwYGkp2dncLpxQq3o6MjXblyhSpVqqS0EllcCvfp06fp+vXrREQ0cOBAsre3p9u3b7PS8Pl8WrVqlURZZmZmzKR1wIABVL16dYUU7vPnz9Ply5flphkxYgSJRCI6deoUeXl50b1796SmW7ZsGX39+pX5ffPmTfLw8GAUbgcHh0LrI61+YoX7yZMnZGZmRh4eHhIKNxHRy5cvmfYoqHA7OzszzNCnT5+mrVu3EpBHpkdE1KhRI9LS0pJKpsfj8ah3797Uu3dvhRZl9+zZQwcPHqSDBw9St27dKCgoiOzs7Ojr169K9++WLVsq3WZz586VyMfJyYlOnDhBN2/eJDs7O6kKtxivX7+mrVu3KlSWLKJTdSvcAGT2u/w4ceIEeXl50apVq6hChQqkra1NU6dOJSK2wq3Ks5Al0hRuRWXdunUkEAjUOmYHBgYSEVG1atXIwMCAFXlAnsL9/v17Jp06FO78UhwKt1ju3r1LPB6POBwO2dnZUbVq1Wj37t00Y8YMhpQw/5g9ZcoUys7OVqjvqVvh/qlMyq9fv662mNYlhXv37inl/6eBBhoUjqioKMaHjYhw5swZuenfvn1bKNFaScHT01NlM8+TJ0/C399fzTUqfURGRuLatWsAgEuXLikdu7Qw7N+/Hz4+Pnj+/DmAPE6OP//8s1Cima5du4LD4eDEiRNqrc+vAi6XK9UsV09Pj4nVLA+NGjVSyh9+4MCBSEpKYn6/e/cOAQEBePXqFZo1a4aYmBgmpq2qMDMzk4iRXRju3buH4cOHM6azFy9exM2bN9GoUSMmTffu3ZGbmyvXhaFjx45Yu3atTHNNMb59+4ZBgwbh/fv3iIqKkji/Y8cOpv1Pnz6NT58+4fDhwzh8+DC8vb3RrVs3ZGVlsa7x9/dn/GTDw8PRv39/xpSUw+Hg+vXrCrREHvh8Ptq2bYtGjRoxvqe9e/dm5kotWrRAWFiYXDeb/Pj06RNTl06dOmHw4MHYs2ePQteKRCLm3hVxQejRowf69OmDPn36YNOmTZg1axZu3boFHR0dAEC3bt2KFBu8MIwbNw4tWrRgHYuJiUFERASaNGnCqos0ODs7K2wq7+zsjPXr10s9d+nSJejo6KB58+aKV14OBgwYgOTk5ELTvXnzBhUqVICpqSkEAoFUcrxmzZqppU5FRfv27SXIW4uKbdu24dy5cwr54587dw7btm3Dxo0b4ejoyBzv3r07AgIC1Fan7t27S7i8jR8/HtHR0WjatGmR8g4ICMCPHz9Qrlw5XL16Ffv370fnzp1x5coV8Pl8ODs7s0z7L168qNT84eLFiywSx6Lgp1K4K1euLKFwGxoaShBFFCdyc3OLjX1PAw00UB7K+DYbGBiojSBDVeQnQ1EWFStWxMePH9Vco9JHRkYGEhMTiy3/Hz9+IDw8nKVE5OTkYODAgfD390dWVpbEBOa3335jlBIxI3BBCIXCEiEF/C+DiJCdnQ0dHR3s2rUL6enp+P79u8w2FSMoKAitW7fGixcvFCZE2rx5M6ysrGBoaIjs7GwAwNevX/H9+3dERETAzMwMCxcuZJH85Cdvy83NLXSypqWlhUqVKkFPT0+hOgFAvXr1MGPGDGZiZ2xsjEqVKrEIufbt2wdDQ0NwuVyZrLlGRkbQ09ODQCBAlSpVZBKi8fl8fPjwASKRSKrylZaWhn79+sHY2BgJCQnw9vZGcnIyfHx8YGZmhri4OJYfcG5uLsqVKwc9PT0QEb5//46EhAQsX74crVq1AofDkekrGRcXJ8GUra2tjePHj8PY2BgHDhxAy5YtYWxsDF1dXTx79gympqZMXerUqYPMzEzk5ORgwIABSE9PZy1K1KxZE5s3b2Y9O21tbfTr1w8rV67E+PHj8fz5c7x7904qo3SlSpVgaGgote6yIBQKsWfPHuzZswcmJiZMf4iLi0PLli3x77//KpTP9evXMWXKFKSnp6Nhw4b4/PkziAjnz5/HvHnzmHT5+6itrS1MTU0l8pozZw4uXboEDw8PuRtTRkZGLH9sPp+PunXrSqRzd3fH58+fJci4DA0NsWnTJnTp0gUcDkdqXcTIzMyUqhhWrlyZNY9ev349Xr58KdefViQSMd/anJwcpn+KRCLmXRejKKSHenp6rEU+gUCA9PR0tRF9FRVJSUlISEjAvXv38O3bN9az/vfff+Hh4cH8Tk1NxYQJEzB8+HAWyZqFhYXKJHPS8OHDB7i6uoKIGObwz58/w9vbGy9evICWlpZS38v8iIqKgqurK7S1teHj4wMfHx9WP9HT04OTkxOAvDH7zZs3cvMrOGbnf1/4fH7RSHKV2g8vI5Blnvbt2zcmzZ9//kkVKlSgN2/eUHZ2NlWqVEmtJhLyZP/+/cTj8ejt27eF3oui5mmKiMYXXCMa+Z+I/XDLlSsnM42Ojg45Ozszv588eUJPnz4t9bqrKteuXSv1OvyXJb95WuvWrZnvdK1atQgA6erqMubnYj/B9PR0md/3x48f02+//Sb13Pfv3ykpKemXNinX1tam8+fPE5DH45AfHz9+LNTN4/Tp0/T27VtKSkpS6PneunWLRCIRXblyhYyMjMje3l5quqFDhzJx1+3s7BizTEXiLVtaWqqt3U6fPk3Dhg1j6kJElJ2dTatXr2aVmd+kPL+8ePFCar6JiYnk4+NDixcvlll2QEAAubu7M3GFmzZtSvHx8RLpUlJSaMSIEXTixAl6+/YtPXjwgHx8fCgoKEjl+37z5g2JRCJKS0ujqVOn0u7du6lmzZqkp6cnMa/y8vKimzdvUvv27enVq1eUkJBARMSYlBPl+WgDYPzhxdi4cSM5ODhI9dcWw87OTqrLA4fDkTqvzMzMpBcvXhCQF2+ZiEgkEpGBgQG5ubkp9T0q2Ed1dXWZ+Oz52zd/H42Pj6cWLVpIzW/jxo2Um5tLfD6fZUKsCmxtbenMmTMy625qakqbNm2Sm0ebNm0kzHU/fvxI9vb2JBAIKCMjg2bOnMmYuItEIoqIiJCaV0REhMy69OnTh2VSXhRZsGABZWZmkqWlJQF5fuLKuLUAedxRPj4+FBMTQ2/evFHZpLx8+fJkYGAg9Zysd7+gnhAcHCw13cSJE9XSXmIxMDCgyMhIOnz4MI0fP56aNWvGfLuIiPbs2VOk/J2dnVn1F4/ZHh4ezDFlx+zWrVtTdHQ0EeXF5547dy6tW7dOY1LesmVL1gqJp6cn9u/fD09PT+jr6+PUqVMlVpf+/ftj+/btjPlOSeHq1av/OZN6DTQoTZQvXx6bNm1iHVuzZk0p1UY1VK1aFQ4ODgAgYUqogfI4deqUTHM8FxcXucyziiIpKQlBQUEK73T9rBAIBGjfvj3s7e1RrVo11jlXV1esXbtW7vW3b99GkyZNZDJKF8S1a9eQmZmJNm3awNfXF4GBgVLTbd++HefPn2cd+/LlC8LCwgotg8fjsaKlKIOHDx9KhKvatm0bw7YM5LE2T506VaH8ZH0PbGxsEBYWhj/++IN1PDMzEzdv3mR+HzhwgNmhfPfunVSz8IsXL2Lr1q0A8sy127Vrx7CTK4PIyEjGOqdFixYgInz48IFpy9atW6Nr164ICQmRuLZTp07YtGkTRowYgX/++UepcmfPno3atWvLPM/n86WaWOvo6Ei4H7Rr106mibCZmZnM993a2hq1atWSOO7q6oo2bdqgbt26sLCwgEgkwrlz5+Dg4MB6X/LHlA8JCWHcbwpizJgx2Lx5MzIzM7Fy5UqEhoZKTacIeDweOnXqJPN869atC2UGv3jxooSFxdChQ5GYmIjs7GwsX76c6UdXrlxBRkYGw0CeH0KhUOJ9LS7MmzcPa9asYXY6GzdujMmTJyuVx6RJkxAWFoYKFSqobHJfqVIl7N27F5MmTWJcGBo3bsycv3jxosSu+507dyRcWF++fFlkJnlFkJ2dzYRIW79+PSs6QXEiPT1daSZ4MZo2bcpYtzx//hwLFy4sUl1+GoV78eLFMDExYX537dqV1flsbGwwYMCAEqvP6NGjkZCQgKFDh2LWrFlMqIv8uHr1qkKhUBTFsmXLlI6jqIEGPyvOnDmjtHn1hg0b8NdffxVTjQqHh4cH2rRpo9Q1/fr1w5o1a2BhYVFMtfq1EB0dXWia69evFymkVGRkJKOkaADUqFFDpfF5+fLlSEhIwOjRoxVKP3/+fKSkpChdDgCEhoYqpNhnZGTgjz/+wJMnT3Dv3j2lyggJCWF9sypXrqz096Bdu3ZM+KugoCClrv327RuGDBnCKC8hISHg8/lYvHgx1qxZI8EPkZCQgAMHDgAA9u7dyywkxcbGYtasWZg1a5Zc891ly5Yxpr8XLlxgFMWgoCCkpKTg+fPn2Lx5M2rUqAFHR0d4enqyFkT379+Pb9++ITc3FydOnMCkSZOYc1OnTpXqe0lEmDNnDmbNmoWTJ0/KbY+NGzdK+KqLwePxJBY+1qxZI9U0dtWqVRAKhahQoYKE+TyQt0E0fPhwieNhYWHYvXs3xo4dC3d3dwgEAgQEBOD169essGZbtmwBh8NBWFiYTGVbjIkTJ8LAwACDBg3C5s2b5aYtKi5fvlyoCW9BDBs2DKampkhOTmYpOHPmzJHJdyQSiQrlYGnTpg08PT2Vqos0dO/eHZs2bcKkSZOwZMkS1K9fX6qfuCIQ9wtl4e7ujg0bNqBZs2YIDg7GwYMHcfDgQWzfvp35XsyYMUPClH7VqlX4+vUr69i///6LZ8+eqVR/ZZGYmIj9+/ejVatWzLPIycmRyQOgDsTFxWHFihUqjdl//PEHbGxsWMdOnz6t0BxBGn4ahbswWFlZoWfPnoWmE8cqVBc+fPiA4OBgqYr1nTt38PbtW7WVtWHDBqVXdzXQ4GfFpUuXCo3fmZCQgPnz5zO/t2/fjr59+xZzzWTD3d1dpRXvvn37ahRuNWDGjBkYNGhQoZZCd+7cQURERAnV6tfBqlWr0LlzZ/Tq1avYFo+HDBkiEYdYnTh69ChWrlyJFy9e4NGjRwpfd+LECQllqVKlSli/fj1r86AwtGjRAm5ubuBwOJg4cWKh6devX89SiqKiopj43lWrVsXBgwcxa9Ys9OnTh3VddnY2+vbti+PHjwMAjhw5guTkZEyaNAnx8fEIDg5GcHCw3EXPWrVqMe9ap06d0Lp1a0yfPh2DBw9GamoqDhw4gPr16+Py5cv4448/4OHhgS5dumDJkiU4cOAApk+fjqSkJPB4PMyePRsrVqzAnj178OjRIzx//hxpaWno3LkzYykxd+5c5vrg4GBcuHABGzduxOvXr6XWb+fOnUpxMIwZMwZ9+/Zl+u7u3bvRuXNnzJs3DykpKVi1ahXWrFmDU6dOsXaow8PDsXHjRoXKSElJwaFDh6See/v2rVK7eZcvX1aInFBZODk5oXHjxhg3bhwGDRqELl26KOT7unnzZlSvXl2CCHHdunV4+/YtBg8eLPW7oKOjI3c3/c6dO0hMTCyUF0IRdOzYEeXKlcPjx48RFRWFOnXqKLVb27hxY/Tq1QtA3oKOKgSgLi4uUgkDK1asqDaSuqLAwcEBc+bMkTielJSE48eP4/PnzwwBXm5uLrZv317sdVJmzL5+/bpMItRLly7hy5cvqlVCKQP0MgJp/mD379+XmV4kEpFIJKJjx44p5AfA4XDU6rsA5Pl1F4Qi/mDKiLa2NkVFRam97hrRyH9Vrl27JteHu6yIjo4OXb16lQwNDcnKykqpa8V+gsr6B2pEuri4uBAAxod72rRppKenR8D//MEWLlzIpC/MH8zExIT++ecfVniWu3fvEgCytramq1evEvBr+nCLxdDQkJYtW8aE1hH70Kenp9OECROK5Tm3aNFCwhdaLCNHjqS0tDQi+p9/7NGjRwkArV+/Xu67lpOTQyKRiLZt20Zr165VuI1WrVpFy5YtkxqyRjyHqV+/PuXm5tK6detYZeb34baysiJDQ0PicDhywz+JMXz4cLp79y6JRCJm/jBt2jQKCAigR48eUU5ODrVq1YpVDyKi9PR0iXu/fPkyCYVCevz4MXXt2pWGDRtG58+fV+j+xXn7+vrSt2/f6OPHj2RoaEgVK1ZkQqeKwzkZGRkxPrTi3/n9iR0cHEhHR4d5lwFQUFAQE6O8oNy6dUtqXerVq6d0v+JwOOTo6Cj1nJ6eHgUGBtLixYtl+t6Kxd7eniIjI2nWrFm0Y8cOqlOnDnOuY8eOEu0XGRkpk5Mgv1y7do2EQiHdv3+f+QbJmz/Lgrm5ucwydHV1JepSo0aNQvMcP348Xbt2jRwdHSkmJobq1atHc+bMYfJ4+PAhRUVFSVyXnZ1dKN/DkiVLqFOnTkX+bvzzzz9Mv9DW1iYHBwelrjc2NqaNGzcSUd6YrUooz5YtWzJ9tFu3bpSQkEAVK1akYcOG0ffv35n7LDimdOvWjS5cuCDBU+Pg4ECfPn1ipVXVh1tXV5eioqLo9OnTCl9Ts2bNIvtwa2tr0+DBg4ko7/0V+3C7uLhQbGwsa8yuWrWq1P6XkpLCvLvW1tassIziMVvcXtLatzD89DvcaWlpsLW1RZUqVdCiRQvMnj1bbvpPnz79Z82y3759qxaTGQ000KDkYWFhgaysLHz//l3ha/r06YPff/+9GGv16yE6Opphgs7KykJCQgKLtZrH40mY6kmDSCRCeno60tPTMWrUKGbXEADq16+P9evXIykpScNijrwwbLNmzWJ8XImICVdVvnx5tVqdmZmZAcjbxZgxYwbrnJOTE/bs2QMLCwuWi1p+ODg4IDw8HAYGBlLP//jxA02aNIGenp7SzLt2dnZSGcgHDhwIAwMDvHz5Ejo6OgxngzR8//4dXC5XKuO2NBgZGSErKwsVKlRAvXr1oK2tzWLlJiLGDH/ZsmU4duwYAEhloHZyckJ6ejratm0LPT09qfeSm5vL9Hkiwo8fP5Ceno6QkBDs3LmTlZbH4yE2NpYxJa5RowaAPF/z/L7uFhYWcHJyQu/evTFjxgzExcWBz+ezTD+NjIxw9OhRZGRkwMHBgWVNkJaWhh8/fjCyYsUKGBgYyLRQkMe8TUT4/Pkz8/v48eNwdXUFAFSpUgWVKlXCvHnzoKWlBS6Xy/THgoiPj8fEiRMxa9YsdOrUCYaGhjItb1JSUsDn8xEfHy+zXmI4OTmhRo0a8PT0xKZNm5CUlITExESIRCKV3S0KgsfjSdTl48ePSEtLU+j6d+/eITMzE7a2toxJr4mJCdzd3eHi4iKRnojUEtaTw+HIfO/FGD16NNMvBAKB0v7PGRkZCoU3k1dHfX19LF++HAYGBjh58iQcHR3x/v177NixA6tXr4adnZ1ULoFDhw6hdevWcHNzYx0Xvy/JycnMM1q5cqVKIbt4PB46duyI9u3bY8GCBQpd8/z5cwwZMkTpsvJDIBAgNjYWQB4PgNhMXldXF9bW1qwxW1ooRCJCcnIy8+5Onz4dDRo0kFqWotYoBfHTK9xNmzZFUlISwsPDMXjwYLXFUyuL0NPTKxplvQYaaFAq4PP5UklzCgOXy/2pv2mlBTs7O7Rp0wZz586VOHf+/HmFCKFSU1MZ8z4HBweWmWRWVha+fv0KR0dHpeJI/6wwNTWFvb09y9T7/fv3+O233xAYGMgihSoqwsLCwOVyQUSMOaenpydq1qyJmJgYhWIkv3v3Tq5ZOo/Hw4ABAxT2LS8M4lA6iuLw4cNMKBx5SExMREBAAKZNm4aEhATs2bMHo0aNwsKFC+Hq6gojIyPo6+uzFAyhUIjXr18jMjKS5aPu7u4OfX19REdH4/bt2wgNDcWJEycYhZLP5yMiIgK7d+9mXN+EQiFsbGzQvHlzREdHQygUwtPTE+Hh4dDV1cXo0aNZk3ZpXDje3t548+YNXr9+DS6XK5O0bM6cObC3t0dSUhKqV68OS0tLpo06deoEKysrRgIDA5GbmwsiAofDQZUqVVh53bx5k6V0Ozg4wNzcHD4+PhJK8adPn5h5WXZ2NmJiYiAUCnHixAlUqFBBLhHfjx8/MHfuXNjY2GDlypUyw2J5eHjINIsvCA6Hg2vXrqFx48aMgtK1a1d8+fIFVatWVSgPVeDu7l5ojHtHR0eYmJggPDwcrVu3xv79+xkF6OLFi7CyspK4Jjw8HE+fPi20/NjYWKSmpspNY21tzSIolIby5cujVq1aSsfPrlmzJry8vCSOC4VCpdyTbGxs0KFDBwQFBTF9VNy/RCIRvnz5guXLl8PHx0fiWh0dHbkLcW3atEHr1q2RlJSEHz9+wNPTU6XFTh6PBy0tLVSoUEEhV7f832JFYWNjA2tra+a3rq4uPDw8EB8fj4SEBNbGqaJjdv4NS21tbZltpeoC8E+hcPv5+Uk4tmuggQYaaKCBKoiLi8OECRPw+vXrQon3ZPlTiuHm5oatW7eifv36zLGXL19i6dKlaNq0qdzdyl8FDRo0wIQJEySOx8TE4Pnz52ot68iRIxJWbLt27cL9+/eZ32FhYVJ3QcTo1auXUgpwYfj69SuysrLg7u4OIK9Piev46tUrZqdWIBAUSvSlKOLj4zFt2jTUrVsXL1++RI8ePTBq1CiGwGjhwoVSFYSbN2+ibdu28PPzY9Vl1apVcHR0RLt27eDl5YW9e/di69at8PPzw9GjR/Hjxw906tSJUdIvXLjA7Do9efIEK1euBJDnN+3v7w8TExPUqVMHjx8/Zsoo+K41bdoUly5dAhGxSMRatGghd6dy6NChcHBwUMjflcvlYty4cWjZsiWAPB/cu3fvMgzQTk5O2LBhA5o3b47Dhw/D1NQUnTt3Zq6fPHkyYmNjoaurCxcXFxYRWK9eveQqQKGhoVi9erXE8S9fvrCUzOzsbAkfe1k4duwYRCIRwsLC8O+//zJKBofDYXyLC8OZM2eU3ty5e/cu9u3bJzfNjBkzUKdOHXTq1AkZGRlYunQpVqxYwUqTnp6OXbt24fHjx7h9+zbat2+PRo0aSc1PW1ubWawLCQmBjo4Oq1+4u7tj4MCBrG+wjY0N61tdEC1btsT58+dlWibIwoQJExiCQSCPdT09PR1paWkYOHCgQnlwOBzGN14Wdu3ahYsXL6Jz585SFUMikjpmHTt2DGfPnmWID6dOnYp58+bB1tZWobpJw9ChQ6X6mudH7969Vcq7b9++DOs5kLfotX79euzdu1cmY33Tpk0xcOBAmZsUAQEBUpn3s7OzmTx9fX1hZ2enUp1/Ch9ucYw+aahRowaTrmLFijRv3jyqVq1akf04lJWS8OEeOXJkid+XRjRSluXatWsUEhJSLLwMZUH8/f3pzJkzNHXqVDIzMyuxctu0aUNVqlQp9fsHQG3btiUfH58SKcvDw4NOnDjBOmZsbCx17Pnx4wcBkBqHO78/2NmzZwn4tX2427VrRw8fPmT87vLL3Llz6dSpU0rHulVG+vfvzzwvANS8eXN68+YNEbF9uFu3bk2RkZESsWzzy9evX8ne3p4OHDigcPtcunSJpkyZQvv376eYmBjauHEj4yu9dOlSVv5eXl505MgR1jFdXV0KCAhgfp8/f55cXV3l+nDfuHGDST9+/HiaOnUqmZqa0ubNm2Ves2jRIpnP7927dyQSicje3l7iOmdnZ9b8pEWLFlShQgUaMWIEcTgccnd3p27dujFzOVtbWxo2bJjUsqytrWnw4MEEgA4fPkwikYimTp1KAKhv3740c+ZMOn36NFWsWFHq9cOHDyc7Ozu6c+cO6ziXy6XZs2ezjk2cOJEMDQ3J1dWVPn78SCtXrqTw8HDatWsXw+vQvXt3IiLq3r07hYeH08aNGykxMZFWrlxJK1euJC8vLwJAFhYWFBcXR3369CEAdOXKFVq4cCGNGjVKoT4aGhpKFhYWzO+goCDavXs3ff36lYyNjRXKY/jw4WRlZUWxsbEE5MWbv3r1Krm7u9OXL1+Y53Xnzh26d+8e/f333wyXQX7Url1bqfcrMDCQ+Hy+Yi8DkdQx+969e0SU52e7cuVKunnzJtPn582bJ7VcY2NjevXqFfP71KlTrH4xcOBAIiJq1aoVASAbGxsiItq0aROTZs6cORJ1efDgAYtDQBExNjam58+fEwBq1KgRubq6Kv2d4nA4NHz4cLlp8n+7xHjx4gVdvHiRiIj+/PNP0tbWlvntEv/ftWtXmjlzpsJ9K79UrFiRKfv06dNyuQWSk5NpypQpSuXv5uZGCxYsoKpVqzLHxHG4V6xYwUprYWFBXbt2JQB08OBBWr58OVlYWMjse48fPyYA1LRpUybme2ZmJo0fP54AFCkO9y+lcAN5g3fPnj2V7kBFlYIK9+3btzUkRxrRSDFJ+/btqWvXrnTt2jXq27dvqddH3WJgYECXLl2ily9fUlBQULGXt2nTJobkp1GjRjRv3jyysbEp9XYAQO7u7sVSl9q1a9OIESOY37q6unTgwAGqXr06K50shZvH49GGDRvIwcGBWrVqRY8ePWLOiRXu8ePHU3R0NAG/rsJtZ2dHT548ISKily9fkru7O+v83LlziYgYxaW4pEmTJsz/gYGBTN3zK9ziushTuMX5DBkyROH2SUpKooiICBo4cCCrnxBJKtxGRkYSmwaGhoYUEhLC/K5ZsyYZGBgorHDfvXuXeYdat25Nhw4dosuXL7PS37t3T+LZODs706VLl+jDhw9ERFIV7qCgINLX15faVvv27SMOh0PNmjWjT58+MUqfPOJIDw8POn78OAGgatWqUatWrYjL5TJ9ycXFRa7CDeSRVOYnIQNAhw4doqysLLp06RKNGTOGgP8pVq6urhLtd+3aNfrnn3/I1taWdu3aRd27d5dQdIiIOnToQACYSf62bdsIANWqVYtR2hWRevXqsRSloKAg6tu3L718+bJQpah58+Z06dIl+vbtG92+fZsSEhIIAJUrV46OHz9Ojx49oh49epBAICAiog0bNtCmTZvIz8+PEhISJO5JWYVbrLgoCoFAwDxTADRlyhRKTk6WSBcQEEAhISGUk5ND27dvp/r169OgQYOY67S0tKh+/frMb2UU7vHjx1PVqlWpcePGEvejqsL94sULatasGfn7+xfLN6xevXoUGRnJtE92dja1atWKqlWrRvPnzyeivG+XoaEhbdy4UeL69PR0+vvvvwkArV27lpo3b65SPfIr3EQkd3E+KyuLIXxUVJo2bcrUUyxihTsqKopatmwp9bqDBw+St7e3zDGb6H8KNwBmkYLof2P2L61wDx48mMUSKxKJSCgUMr9r1qzJanBTU9NC2SGLQwoq3GLGU3XJz7qDpxGNqCIjRoyg8ePH0/Xr1/8TLOXKytu3b0kkEtGJEyfI1NS02Mt78eIFmZmZUaVKlWjnzp1kampKHA6Hrly5Qvr6+j/l90dfX5/FxKuvr09v3rxhfoeEhFClSpVUHrw5HE6RBu//EuQp3C4uLqy00hbJRSJRsSvc+cXExISOHz9OIpFIaYVbLMoo3GIkJSVRdnY2s7stEoloyZIlhZaVn6U8v1SrVk1mWfIU7hUrVtDu3btJKBSSUCik9+/fk7W1tUT+3t7eTD3F4uDgwJSxaNEimco2APr06ROVK1eO4uPjWXWTpnCLvzGVKlUqNOKMtbW1zF08WRIXF8eUn5aWRp8+faKcnBz6/PkzxcbGSrSft7c3s3M3d+5cSkxMJB6PJ5EuMTGRnJyc6MOHD/T8+XPm3vbt2yfBcF3Yd/T58+fMczMxMSFDQ0N6/vy5XIWbw+EwCzJiCAQCOnHiBHE4HPrrr7+IiMjJyYnZhU5LS6O0tDT6+vUr8Xg8VoQFIuUV7jdv3rDm5QXx5MkTcnR0ZCQ2Npb1/GRtqiUlJTGLSjwejxITE1lWGAXbs6DCbWhoSJs2bWIUbjs7OyLKY+BPS0ujuLg4qYu5dnZ2rAUBRb8pL168IH9/fwoMDFTLd0osOjo6FB0dTYmJiaz2yR9JIL/CbWpqKsFUDoDi4+MZSyJ1KNzib4I8hTsjI4OePn2q1BxCT0+PZe0B/E/hJiKWtU/+fA8dOkTe3t5kYmIitT+lpKQw98/hcFhjdk5ODgUHBxdpzP7P+3CbmJgwpDNEhBcvXrD8IUJDQ1nkFmlpaQoxzKobaWlpDBNkceD69etF8rXQQIOfBbVq1YKHhwccHBzg5eUFoVBYIuX26tULI0eOVPo6CwuLQuM+F4Senh7evHmDCxcuqI2YSR6ICG/evMHWrVsxbNgwCAQC7N69G3PnzoWenh5CQ0OLvQ4ljZycHBZrb05ODos8ycrKCjo6OiziFlkwNjaGrq4u87t+/frYsGGDWuv7X0Zubi4yMjKknlu8eDGOHTsmlTCpuJCeno6ePXvi1atXSl/L4XAUIgqSBisrKzRt2pTpd+fOnZOIZ6ulpSXBki0SiaQyH4tJsWTBwMBAKpM4kDdnqVu3LvT09FC5cmUkJSVJTZeTk4Pp06fjzJkz4HA4+PTpE3MuJSVFLgu/u7s7RCIR690A8sirCj7vhw8fwtTUFO/evSvU7zMpKUml+MZimJiYwMnJCXp6eqhQoQLKlSvHnEtNTUViYiI+f/7MMHFnZWUxBGv5kZGRwRx3cHBAhQoVsHbtWoSEhOD48eNISEhg0urr6+Off/5hMSPr6OjAxsaGeUZ16tRhfMnT09ORlZWF2rVrS313LC0t4ebmhtDQUGRlZbEYwrW0tNClSxds2rQJGRkZ4PF4eP/+PUMEpqWlhT/++APu7u4wMzMrcuSeKlWqwNvbG0Bef8nKymKdz83NxefPnxkhIrx//77QfK2srJi+I26rmTNnYujQodDS0pJgLk9JSWHNB7KysjB27FhcvXoVHA6H4W0wNjaGiYkJxo4dKzVqSEJCgtJzecrb4MTBgwcl/NKLCg6HAycnJwkuq/zEiZmZmUhMTJQ7H0pMTMT3798LZWovDEKhECkpKVi2bBmOHDkCS0tLmXMcZ2dn1KhRAzt27FA4/5o1a2Lq1KlSz2VlZTHfHH19feYbPmvWLPTs2RMAZDLai0QiJCQkYMCAAcjNzUWrVq2Yc3p6eip/18X4zyvc+cHn89GjRw/s3buXOaatrY169eox4SRKC6NHj4adnR0T3kLd0DAVa6BBHp4+fYrff/8df/zxB+zt7VGhQoUSKffIkSPYsmWL0tctX75c6QGuatWq8Pb2xsKFC5UOS6IozM3NmQGbw+GgcuXKaNasGYRCIWbMmIGjR49i/Pjx0NXVVZqx9b8KaZOVwpQyGxsbbNmyBc2aNQOQN06JGZWjoqIKZc79FXDt2jUsWrRI6jmRSAQiwq1bt1jhqoobBSfUlpaWcHR0LPQ6ExMTLF++XOVyhUIhiAjZ2dkIDw+HSCRCpUqVmHv38PDA9u3bWdekp6ezJoeyEBYWhnv37iE3NxevX79G+/bt0aZNG7x69YohARNj/PjxePr0KcNMXhD16tVD5cqVsXLlSqxevRoikQhPnz5V6lsgEAgQHx+PHj16AMhjpk9PT0dERAQePXoEc3NzODs7AwBev37N1KM4FlGJCE+ePEFKSgqLMC80NBT37t1DeHg4YmNj0bt3b4m53MqVK2FnZyehJC5ZsgR2dnawsrLC1atX0b59ewQEBGDMmDGYP38+a7Fu8ODBaNq0KUt5rl69Ok6cOIEWLVoAgNRnUfB3hQoVYGlpibt37+LDhw8wNTVFpUqVJO43IyMD0dHR+OOPP3D37l3o6OgwStHOnTvh4+ODGjVqgMfjKcQCLguVK1eGjo4Otm7dyhChhYSEyL3myZMnKs9ptbS0sG3bNlSuXFmCcHHgwIEwNzdnKX/i7wsgOY9euHChTGZ4ZSESifDixQsQUZE33szMzFjh0WrVqoX79+/jzZs3rHT5F51WrFjB9FGhUIiXL18CyFPKxfdYrVo1eHh4sAgsa9eujTp16ihVv6ioKAQEBMDBwQFJSUk4d+4cjIyMpKbNycnBy5cvme+Gl5dXoeEUHzx4wFqIrF27NvN/SEgIjhw5wvwWP9P8oRIL61tcLleC0T0tLa1QAtXC8FMp3LJw/vx5dO/evbSrUaw4efJkqezca6BBWYOtrS0aN27M/O7Vq5fSO8gliREjRigcnxTIY/XU1tbG9+/fMXPmTOzZs6dY6lWhQgVmIDty5AhrQv748WNER0ejf//+SE9PZ2LzaiCJdu3asRiUs7Ozce7cOQDA6tWrVdpF1UD94HK58Pf3Zx3Lv7PXrFkzDB8+HJcuXZIbrzgtLQ0jRoxQuR7du3fH4cOH8eXLFyZO+MKFCxEYGAgdHR2kpKTg8uXLKuU9YcIENGrUCGvWrMG4ceNw7NgxnDp1CqNHj1Y6BvPVq1exaNEiZuJ76dIltG/fnmGvfvfuHTOpVwRhYWEYPHgwK7xVuXLlmG/Q6dOnJRYF1AmhUIg2bdpg4cKFGD58ODZv3ozNmzejRYsWaNiwIfr27YsJEyYU2vY8Ho814Qfynql4Dvr27Vu8evUKEydORGJiIivdihUrWG32+PFjNGzYkPleKIIaNWqwdjY9PDwwf/58VpqcnBwsWbJEIlRSZmYmTp06xTomFAqZnUFV0LJlS4a5PTIyEosWLcKDBw9Yscrt7OxYY3b37t2hr68vlTFaGeRnixfj4MGDEhYVHTp0kBqecdy4cax476qid+/e4PF4GDRoUJHzAvIYuYcOHYqRI0fC2toa3bt3R8OGDdGnTx9s3ry5UOuAzMxMDB48GAAwZswY+Pn5MefCw8OxdOlS5vfx48fRt29fpesYExMDLy8v3LhxQ66impmZyYrBvXr1aqUjd/Tp04c1x2vevDlrMcvZ2VnpRYP8yM7OxpIlS4q0kAoA/3kf7gkTJjDHBQIB7dq1SyI9n8+nOXPmqNVnQlUZMWIELVy4UO0+3BrRiEbyxM7Ojpo1a1bq9SguCQ8PJzs7O3rx4kWp1+VXFTErs7e3N2sMKojHjx9LsJSnpaXRuHHjmD7asWNHAn5dH24TExPq1KkT1axZk8aNGyfVV1jMRr127dpie6ZcLpfl+wfkcRfY2dlRXFwcbdmyhYjy2KgVyU8VH24x7O3tKTIykoC8iABiIiQTExOpZenr60v1C7WysmLyPHTokEJ8Fo6OjtSgQQPWMRsbG1q3bh0jDg4ONH78eAoLC5O4fsqUKUREtHv3boXbvlmzZvTXX38RALp//z7NmDGDfvvtN1aaPn36kK6ubrE8+8mTJ1NqaqrSfrkFJTw8nMaNG0dWVlY0btw4Cdb9unXr0rZt22jNmjXUokUL1rnRo0crzFiuaF2CgoLo8+fP1Lp1a/rzzz9p/fr1NG7cOBo6dCgrbbdu3WjcuHE0ePBgKleuHDVp0oSaNWvG+KgbGxvT33//TVeuXKFx48apRFKpq6vLMLQDeUz6+bFlyxbmHIfDoaCgIPry5QutW7eOXr9+rfQ75O3tLbUekZGREmR1ly5dol27dkn4mecnUizqszA0NFRrn500aRLt3r1b6rMQc0bJ+l7kl+DgYDp16hRZWVmRoaEhTZ8+nYD/+XAPHDhQZY6WmTNnUp8+fcjf3590dHRkpqtZsyZFRERQy5Yt6fz58+Ti4qJ0WflZylu1akU2Nja0bNkyGjBgAHXp0oV5pvv375fKtUAkO7KImGQQyCPFFJOp/nKkafImO/mRn+ymNOX48ePk6empUbg1ohGNqCSvX78mExMTqSGUiku2b9+u9gnDf1lmz55Nc+fOJUNDw0JJ0+QN3vnlV1W4FZHDhw8TUd5iRUk+Z7HCHR4ezgr/JO8aU1NT2rhxY5EU7nv37lFWVhbduHGDPn78yBy/cuWK1DJlkablV7gnTJigcjsYGBhQkyZNGDE0NCQjIyNG4R42bBg1bNiQAJC5uTkRqa5w16hRQ2nCs6LKrVu3iM/nq0XhlkfKa2xsTB4eHuTm5sYiZATYCjeXy6Xr16/TqlWrVK5LnTp1yNzcnCHHcnV1lSCaUkZatWpFK1euVFub51e4w8LCqFKlSqzz5cqVU/h9ad++PfXv3591TJbCXbduXQkFsmrVqizSPDHUpXDXqVNH5b7VtWtXJqxVfilfvrzUUIn9+/dnmOUVUbhdXFzo/v375ObmRpaWlvTgwQMCikaaJpaZM2fS69ev5UZkMjIyosePHxMR0fTp04ukcIeGhrLCrYnDnOVXuGVBJBJR06ZNCQDZ2tqywjrm5ubShg0bJMosVoV76dKlVKdOHTI2NiYbGxvq2rWrBN1/dnY2jR07liwtLcnIyIh69OghwUD56dMn6tChAxkYGJCNjQ1Nnz5dqRh9shTu6tWrk1AopMuXL5O9vT0dOXKEOVdWFG5bW1uqXLkyHT58uNTrohGN/CpiZ2dHhw4dKvV6qENevXpF7969K5GyOBwOcTgcevr0KWvwFh8v7bYoLTEyMmLYl8UhkQpCJBJRaGgo6evr04YNGxim35JUuMvimK2KmJub09u3b0koFNLVq1dLrN9bWVkRl8slGxsb6tmzJxEVrnCLJ61FUbhlISMjgypVqkRbt25llWlqakqPHj2SqIuVlRUT6ik1NVVi57qobSS2Rli0aBF16dKFOW5vb09mZmYK59W0aVNas2ZNqb3P6lK4pVlnKCoFd7hr1apFly9fLlJ9nj17JjfEmiKira1NDx8+JF1dXdYYoKurSzdv3lQ4H1NTU7p06RKrrT5//kwikYhu374tkZ7L5TKLXIXB0tKStLS0yN7enuzt7enkyZOUmJjILBIrMl5FR0ezvmkzZ86UuyurrDx9+pS8vLyYGOOKjp8GBgYSiziNGzemBQsWSKRt2bIlEzddIBCwnte0adOoY8eOpKWlJXHd6dOnydXVlSwtLZnwV6tXr6akpCQJJn1lZObMmUSUFxZMGiu6uF88e/aMxo4dyyjcBcMPKiJOTk507tw51jFlFe78lg8mJiZ0/fp15ry4XRYtWsSw9BcrS/nNmzcxbtw4PHjwAJcvXwafz0ebNm2QmZnJpJkyZQpOnz6Nw4cP4+bNm/j69StDiAHk+YN07NgRPB4P9+7dw65du7Bz507MnTtXmapIRUJCAh4+fIg2bdogPj4eX79+BY/HAxFJ+MqUFhITE/H27Vv06dOntKuigQa/DBISEtC3b18YGRmVKPFScaB69eosYh1TU9NCSUZUxe+//47Ro0ejfv36LJKgOXPmoEuXLr9sZITMzEzk5OTA1tYW9vb2EueJCBEREfD19UVOTg7Gjx+vst9tUVDWx2xFkZKSAoFAAC6XCwcHhyKzxRaG0aNHo3Pnzvj+/TtEIhG8vLxw6NAhpfNJSUlBbGxskRiz8yM+Ph7a2toS95+WlgZfX1+J9N+/f2d8Y01NTVGuXDkWEVBRQERSmcuJCPHx8UqRAd68eVMm63Bxw8zMTMKnV1XIYnJXFObm5kxd1DFnrV27tlSWbWVha2sLHo/HGgN4PB6aN2+ucB729vYssrDdu3ejfPnySEpKQpMmTSTSi0Qiqf7TAoFAop0/ffoEoVCI+Ph4Zu6fnxytV69eCAwMlFs/IoKrqyvzOy0tTa2cAXXr1oWtrS1EIhEWL16Mdu3aKXRddna2BD8TySBeE88DsrKy0KFDB2aeoK+vj3LlyuHUqVPIzc2FgYEB67ohQ4YgJiYGP378QKNGjQAA06ZNw8uXL1X+Xujp6THRFOzs7FC3bl2p6dLS0lC7dm2kpqbCzMwM+vr6iIiIgI6OjlLlxcTEoGPHjqxj4igC2dnZiI2NlctzlZCQwOLsSE9PZ/go8mPu3Ll48uSJUnVjoJR6XgCJiYkEgG7evElEeTHMdHR0GPMvov/tLN+/f5+IiM6dO0dcLpe1gr5x40YyNTVl4ukVBlk73NJW8jZv3kwZGRnk6+urtpUqjWhEI2VP/Pz8WKvGlSpVkjDbGz9+PA0bNqzU66pOWbp0KXXo0EGteerr61Pz5s0Zv9WqVauyzs+fP5/mzJlDnz59kmtC+bNLWFiY1DGq4Go58L843D9+/JDqDlASJuVlYcxWVfL7cf7777/F+lydnJzI1taWgLwdpvxxiBXZ4Q4PD6dly5bRxIkTCQDFxMQU6bmFhYVReno6GRsbk7OzM82fP1/he/H19WXl1bt3b2revDnVrFmTypcvL3cHq06dOoyZpTwZOnSoWnfPS1I2bNhARHk7gmKz+NKQ0aNHExExdahQoUKRd7jVIdra2hQVFVXkfMS7jWI5f/48iUQiOn78uMxrmjZtyuq7QqGQ9u3bR3Xq1KGrV6/S1atXKS0tjXJycqh58+ascSosLIyMjIwIyHNZ6N+/v8xyqlevTnFxcdS7d2+mrHHjxqm1HQ0MDBjLlOIYswFQhw4dKDg4mPHh7tixIzVv3pzmzp3L3JdIJJIYs4ODg6V+B65evUrly5dXqS4dO3YkIqJXr17R1atXC50nDBgwgFVHZXl49PX1qXr16szvOnXqsFxTnJ2dWTvWBVHQpQEAKw63eIc7v5SoD7fYrPHVq1dERIypV3JyMiudk5MTrV69moiI5syZQ9WrV2ed//jxIwF5JhfSkJOTQ6mpqYx8/vyZAJCDgwPLbFyW6UxKSkqZMSnXiEY0Ujzy8eNH1gf277//lvhoN27cmOrXr1+i9apSpQpVq1atWPL28PCg+fPny/RXU0W4XC4tWLCA+a6eO3eOpk+fTmPHjiUA5O7uzvjfSRu8fyUJDAyUSsCyc+dOCT9UdQ/eqqC0x+yiSFBQENPWxaVwm5qaUpcuXSgwMJD8/f0JUE3hFkNdCnffvn3p5cuXZGxsLLVMXV1d6tevn9RzBRVuMd69e0eHDx+mf//9lyZOnEgTJ06kIUOGMNe1adOGYmJiKDs7u9TfM3XL+PHjmXu+ffs20ybq6KeqSsOGDWnt2rWMD6q5uTmNGTOmVNupd+/eNGnSJJo7d26R84qLiyMA5OnpSRMnTqTw8HASCoVy/fXzK9wHDhyQ6tM+ffp0Wr9+PYlEIjpx4gRzPCwsjCZNmqRQ3S5dusSUExsbS2vXrqVGjRoVS5sWx5gtloIKtzTs2rVLYVP5oijc3t7edPfuXRZRnjzJr3AT/W9xWFGxsLCg0aNHM78fP37McmuZPXu23G9sYQr3x48fJYgOi9WkPD9EIhEmT56Mhg0bokqVKgDytu91dXUl4tbZ2dkxW/vx8fGws7OTOC8+Jw3BwcEwMzNjRBwL093dXaFwBaVlqqSBBhqUHvbv34+IiAjWsdu3b6Ny5cpwc3MrtnKnTp0KKysrbN68GTNnzgSfzy+2cDa1atVCTk4OwsPD1ZantrY2K8bl7t27ERAQgL/++gv//PMPNm/erLA53M+OZcuWITc3V+L4kiVL1GZGrC6UhTG7KPjzzz+lmvipE9bW1hg5ciTrGI/Hw+zZswEAp06dUjom8bRp09RmAi8rvCERISsrq9Drly9fjuHDh+PHjx84evQoevXqhdzcXEyYMAF//fUX847/888/2LBhg1qeW1lERkYGMjIyULt2bURHRyMyMrK0q4S7d+9i8uTJTAzwlJQUbNy4sUTrYGZmxoSiA4DJkydjxYoVWLRoUZHzpv831+Xz+cjIyFAqlvrOnTsxYcIETJs2TeLcypUrMX36dAB5IdG6devGnMtf7+7du6N69epyy0lLS8OoUaMwefJk3LlzR+H6KYPiGLMBwMbGBpMmTUL79u1Rr149memWLl0qMR+ZNGkSbGxs1Fqf8PBwjB07Fo8ePWKOlStXDmPGjJGa/sGDB7hw4YLK5SUnJ2PTpk3M70WLFqklVHJgYCCEQiFcXV2L7AqsssI9btw4hIWF4cCBA0WqgCKYOXMmUlNTGRHH71u9erVC1//777/FWT0NNNCgDKB79+6sQfzBgwdSFYJbt24VK6dDu3btYGxsjG7duuHkyZN4+/Yt3rx5U2zlqRM7duzA7du3md+7d+/GpUuXwOFwoK2tjWHDhqFly5bM+b59+0pVOH91HD58GFZWVnjw4AHmzZtX2tUBUDbG7P8a9u7dCzMzMyYO7bNnz/Dp0ye516SmpmLo0KHM7/bt20uN8asodu3axfj/Uz4fw/zg8/k4efJkoXl17twZI0eOhJGREROjuEmTJrCzs4NAIMDAgQMxbNgwDBs2DBUrVgQA6Orq4vDhwyrXv7Rw5MgRmbwJO3fuxPbt23Hv3j00atSIiftra2uLBw8eMOLt7S0zfz09PRw8eLBY6l5aMDQ0RIcOHdCzZ088ePAAVatWBZDnf/3gwQNMnDhRpXwPHToEPT09eHh4ICAgANu3b0evXr3g5+cnU/G2trZmFhzu3LmDb9++FVqOs7Mz1q9fjxYtWqBfv34shatOnTrMAtLZs2dZ102YMAFfv35Fq1atcObMGZXusTRx8eJFXLp0CW3atEH16tXh7u4OIC/euq+vLyM3btyQen2bNm1gYmIicXzcuHFFmiu9ePGCWUAC8jgKWrRoITXthw8fMHLkSDx48IBJ+88//6hc9smTJ1kLtNu3b8fVq1cl+oUYBcfsiRMnwtfXFwcPHpTqL68SlNoP/3+MGzeOKlSowApXQVR85mkFIfYHK7idL8uk3MDAgF6+fFks5iEa0YhGSkc4HI5S4WMaNGhASUlJErF21S0mJibE5XIl/MfVKcbGxpSUlEQpKSn0+++/Fzk/LpdLGzZsYLG0CoVCWrx4MQF54ZGkoaBv968md+7cYZkbiyESiejHjx9ElGfCt3DhQsrNzaUaNWoQj8crcZPysjJmF1XEbZqTk0OTJ09W+/N0c3Oj3NxcyszMpLS0NOLz+WRnZ8c8Y0V8p589e0b16tUjgUBA48ePpytXrqjwxPIgFAopLS2NevfuTa9evVIozE9BkWVSXhD5+2xBCAQCSkpKooSEBPr69St9+/aNkpKSCpWJEyeSrq6uzPjZOjo6zHmxcDgc0tHRkWv2yuFwpLItd+nShQl/Zm5uzoTB4nK5pKurS8eOHSMXFxdycHCgpKQkSk9Pl9smKSkpzL0cOHCAyUcstWvXpn/++Yd1P6X9TSqK6OvrU6dOnSgjI0Nqv8jKylLYRBgAaWlpka6uLoWFhVFycjJpaWmRkZERaWlpFcrSzeFwqHPnzkREErwr4ucfEhJCtWrVIlNTU8rJyWFcTvr160ccDocxYwdAS5YsoU6dOhGQx0hesLziHK/F4uXlRf/88w8T4aIoIu6LV69eJaFQKJVPIzMzk3R1dalbt26UlJREubm5lJycTKampqy8Tp48Sa6urvT69Wu13/OmTZvI09OT6Q+y3GLEYmJiQu/evSORSEQPHjyQ+p4rKnp6evTgwQOmv+zbt49+/PghMWbzeDzKycmh+Ph4evHiBZmZmdHKlSuJiMjZ2Zlyc3MpJydHIjRYsfpwi0QiGjduHJUrV44iIyMlzosJWPL7VUdERBAgScAijhNHRLR582bmhVEEshTuWrVqkaOjY7G/NBrRiEZKX2rUqKFUrNd69erRt2/fyixpWoUKFQjIi6krJnuRJUZGRvThwwdau3atWsqeNGmSxCB05swZAkA2NjYUHh4uc0yoXLlyqbddaYks0rT82LVrF2vwzs7OlhoWsjgU7rI2ZhdVjI2N6fPnz0SUF7ZH3c/T0dFRIh6vsgo3kPetOXToEJmamqqkcEdHRxOPx6P9+/fT8uXLSSQSkUgkKnSyKk0UVbgVwfr168nNzY2Z5BMRpaen04cPH2TK+/fv6d27d1IXR2NjY5l7E4uvry89fvyY7t69KzXOMJAXE1qRBRcul0uurq40bdo0iXKUxfXr1+nPP/9krs/KyiJXV1dydXVllDV5cbidnJxK/XslTSwtLcnV1ZXc3d2Jz+cX2ja//fabwnkvXLiQ4uLiyNXVlaX8Ll++nNq0aaPQe1RwzNbW1qaBAwfSpk2b6NixYyQSiSgzM5M4HA61atWKPnz4QOnp6eTt7S1T4S6rz0IZEY/ZIpGIcnJyyN3dXeJZyervqampVK5cOYk8xTG4S1Ps7OxIR0eHUbq3bNnCnFNWv9PT06MrV65Q586daeHChQTkjdlCoZAZR4iICWloYWFBIpGIdu7cyRqzv3z5IjX/YlW4x4wZQ2ZmZnTjxg2Ki4tjJCsri0kzevRocnJyomvXrtHjx4/Jz8+P/Pz8mPMCgYCqVKlCbdq0oefPn9OFCxfIxsaGidemCGQp3EREcXFxVKdOnVLvNL+C1KtXj9q3b88SzYKHRkpK3NzcaNq0aTLPe3t7k6WlJetYSbCU161bV+kVbF1dXXr//j0BeURcy5cvV2k3S1WZNGkS6zuamZnJKBfyCFiI8mIDlya7b1GkefPmKl9bo0YNio6OLnS8Kqhwq2vwVgRlbcwuqrRo0YKqVKlCRMWjcAN5xEP50b9/f0pPT6cnT54opHC3aNGCPDw86OzZs9SlSxeVFG5/f3/aunUrw/QrRteuXZW+H3Uq3GKMHj2a6UO3bt2i9u3bM6zuysiePXvo7Nmz9ODBAyZvcUQZOzs7ZpJcmGhpaUnMRdq3b89inS5O7N27l9q3b08xMTGMUldQCrJ0l6a0bduWaaOTJ08qda/KKNy//fYb8zz37t3LHF+xYgW1bdu20OstLS0pJCSENWa7uLhI1On06dOs64KCgsjJyYmlcA8cOJDq1atHAOjgwYPUoEEDKl++PLm4uJT681BF8o/ZOTk55ObmptRzlBUXu7Tl/PnzNHjwYOrevTvdvXuXLly4QM7OzgSAdu3apXD88vzi6+tLv/32GzNmnzhxgpydnRkLrS5dulCTJk2Y78WuXbto+PDhlJiYWHoKt6yb2bFjB5MmOzubxo4dSxYWFmRoaEjdu3eXWDGOjo6m9u3bk4GBAVlbW9O0adNYpoyFQZ7CTUQSwc81ol6pVq0aBQYG0vv37yXafvjw4aVeP41oBMgzL3Rzc2Md8/PzK/YFuUuXLim9gq6lpcWYhgcGBtKpU6fkhusZP3682urr7OxMp06dYr3HYuUfKFzhJiq7g7c84XA4FBQUpPL1Bw8eJCKi3NxcCg4OpuPHj0ttm9JUuGXVvbTG7KJKXFwc2dnZ0YkTJ+jChQvk7u6u9n5RUOEmyguV5uPjQ61atSr0+oKKlTIK9+nTpykuLo5hBi+ocGdkZCh9P8WhcEvDzp07KTAwUKrMmDGDuFyuzDo2a9aMycfX15cmTpxIgYGBcs2XGzRowOSfP+xRaSM7O5sCAwOpc+fOcvsFABozZoxKCoSy4u3tzXoeyry7BSFWuIsyBnXo0EEqK3RBEbOU51e4LSws6MCBA/TgwQN69eoVbd++XSIEo1jmz59PQ4cOZX737NmTcTV49OgRDRw4kKZOnUpAXlg2eX20rEnDhg3p5cuXRES0cuVKpRXu2NhYiT5aFkQcASUxMZH5dqlrvtO/f39KTExkLAirVq1Kd+/epZ07d9K3b9+Yttm1axcBeeEOzc3NZS7ulmhYsNKCRuEuXRk6dKjMZyNWuLW0tGjNmjWlXleN/JxiaGhIS5YsKfV6SJNLly7RsWPHVB68vb29C111z79yX1Rp2bKlxHssVrg7d+5MUVFRhX6Tf/z4Qfv27SuTA3hxiVjhFnMCODk5SVW6d+3aRTVr1qR+/fqRsbFxiSrcZQXqUrjFIbmcnJyoX79+Us0iiyqyFG5l6ygWRRXus2fPkqurKz169IgEAgHt27dPIm6sPIXb2dmZCd2XX0pK4ZYHkUhE+/fvp3379tGwYcNo0KBBtG/fPkYuX77MpL1w4QLjqhAbG8tKl19k8UqUFURFRbHqm5WVRfv27aORI0cyz6Zbt260fv16tffhKVOmMAu2zs7OdOfOHbXc05kzZ5iwZSWxY9+0aVOpC2sODg5Uo0YN8vPzY/z0pYmxsTG9evWK+X3q1CmqWLEio3C7uroy/sVdunQpkcUPdcr27duJiMjS0lJphZuIaN++faV+DwWlWbNmlJiYyFK4Hz16RF5eXmrJP398dgC0aNEiVpt8/PhR4dCxGoX7/88rGn9PI8qLPIX706dP9PTpU7K1taXs7Gx6+vQpPX36lDp06FDq9dbIzyNcLpc8PDxKvR7SxN3dnapXr16sZfj4+Kgtr4IKd25uLhMjNDAwUKFv8ps3b6hGjRoss9JLly6V+rMoThEr3PkHb3t7ewklSbxaDuTtqmsUbvXI+PHjqXHjxmrPV5rCHR4ernJ+iirc4hjDHh4eMvuCUCikI0eOSC2nZs2atGfPHonjZUHhzo9v375RYmJiaVej1JCUlET9+/dnno+64zGPGjWKkpOTKTw8nJ4+fUpv3rxRW91XrlzJlKMOhfvMmTNyiU+NjIxUjgMNFK5wK5LHhQsXyuTOd//+/WncuHFUo0YN0tLS+mkUbgD08eNH4vP59PbtW6auzZo1U0ve0hTuSZMmUY0aNahGjRpKzSt/aYU7KyuLMjMz6cyZMzJNTH5m0dLSYn1c8ouLi4tSBFPyZODAgQwbJBExpBWZmZnE5/OpY8eOFB4eTm/fviVzc3OysrKSy955/fp1iouLo5SUFNqzZw8ZGBgwAoDFWio+LvaRHTBgAMXFxZGfnx9xuVx6/PgxK289PT2ZJCZi4XK5SrFda0R50dHRKZFBS19fn+rWrUt//fWXxLmGDRvS8uXLS+R+ORwOPXv2rNTbXZH20tLSoqCgIBo9ejTZ2Ngwu+dt2rSh7OzsQr/HIpGI7t+/L5G3KgRP/xXR1tZmiMYKEtwdOnSI+R4+fPiQLC0tycDAgOn/stpFo3ArJ3p6esXy3dbW1qZ58+ax6i8QCKQqs4rIlStXKCsrq1AyKrHCDYC+f/8uM500JmF9ff3/jMKtQd5cNSUlhZGLFy+y5j0GBgbk7u5Op0+fljheUMS7shwOhwwMDGjx4sXFVm91K9yKjBEjR46kgQMHqpx/QYW7SpUqZGFhQQKBgFJSUmjKlCly5yafP38ukwq3rq4ua16tjMItEokoOzu7xBVuDocjM2JBfjExMWHGQz6fT3w+nzIyMsje3r7IdSiocBdlHFF2zFY5DndZQnx8PCIiIlCuXDkYGRmhU6dOv2xsWFkx86KjozFw4EC1lLF7924mPiIAxMXFwdraGrVq1cKxY8ewYcMGNGrUCJ07d0aPHj0QFBQEPp8vM7/mzZujYsWK0NfXR/PmzfHp0yc8ffoUT58+ha6uLry8vLB48WJMnjwZiYmJePXqFW7evInKlSvjypUrqF69On78+AEul4s+ffrAwMAAtra2sLOzw6FDh/Dw4UNWefb29tDT0wOHw4Grqys6d+6MOXPmqKVtNPgftLS0mLiXs2fPRrVq1Yq1PA6Hg4sXL4LH4yE1NVXiPI/HA5fLhZmZWbHWAwBcXV3Rq1evYi+nKNDS0sLZs2ehp6cHgUCAhIQEhISEwNTUFDo6OnBxcYG+vr7Ua5OSkpCeng4iwrNnz9CsWTMmlq0YGRkZJXEbpYKgoCD06NFD6rk+ffrAyMgINWrUwPz58xEWFobMzEwmfvnP3C4lidzcXAgEArXmqaOjAzs7O+Tk5LCOa2lpwdDQUOV8O3bsKDPesDoQFRWFnJwcxMXFFVsZGqgPBgYGMDMzY6R169bIzMxkybt379CxY0eJ4wXFx8cHHA4H7du3R2ZmJmbNmlXat6cwFPkW6urqQkdHRy3lffnyBY8fP4aenh60tLRgZmaGoKAg1K9fX+Y1Hz58UEvZ6gaPx5M7r5aHtLQ0+Pn5qblGhcPd3R3Lly8vNF16ejoTS3znzp3YuHEjjIyMwOWqX2UtjnFEFn4KhXv27Nnw8vJCSkpKaVel1NC4cWNoa2ujU6dOaNCgQYmX7+rqiuDgYOjo6KBt27ZITU1FcHAwOnXqhJycHHTr1g3dunWDnp4eWrVqJTWP9+/fo0+fPhg7diy8vLwwYcIECAQCxMbG4tChQzh37hzevXuHZcuWYcOGDbh37x6mTp2KHTt2ICIiAgMHDsTMmTPh5uaGzp07o2fPnpg+fbqEote3b1+UK1cOOjo6mDdvHnx9fVG5cmV069YNJiYmJdFcDOrUqQNTU9MSLbOkYGpqilGjRsHV1RXPnj2Di4sLunXrhjZt2sDGxgZVqlRRa3lEhKZNmyImJgbHjh2TOP/o0SNcu3YNdevWVWu50nDt2jXcu3ev2MspCoRCIVq2bAk/Pz+UL18ex48fx/r165GVlQVHR0ds3ryZlV4gEODKlSsAgCtXrmD79u3IyMjAkiVL4ODggOnTp6NSpUqlcSslCnt7e3C5XHz9+hVXr15lDdZeXl7Mt+7Zs2fo2bMnDh06BA6HU4o11kBRSOv36sC1a9egra2t9nzFuHLlCuzs7DBjxgzWcV1dXTRt2rTYytVAPeBwOCpLy5Yt0adPH5w5c4Y5VhK4cOFCiZTz8eNHfPr0SeJ4xYoVmQV9RTF27FjExMSwji1btgz37t1DmzZt0L59e4lrmjVrBpFIpFyliwlt27Ytch5EhPPnzyMlJQWPHz9W6lpXV1e4uLioXPb79+8xefJkhdLm5ubi5s2bcHZ2hpubm8plAnljtpeXFwBIjNmyUKVKFdja2hapXAkotR9eRpDfpPzBgwdUq1atUjfvKG25c+cO/fnnn2RmZqZU2AZV5a+//mKeR2xsrNy0DRo0oPnz51NsbCwFBwfTvHnzaO7cudS8eXPq1asX2djYkI6ODo0dO5a8vb1p7ty55OHhQRMmTCAtLS2qVasWPX/+XIL4IyYmhhXSgs/nK2364+HhwcpTXcQMikqPHj1YsUY9PT2padOm1KdPH5o7d+5/2tTd2NiY5s6dS2fOnGG1cXR0NLm5uSkUh1MVqVChQqmTd0VHR1NCQoLcNL6+vlSjRo1Sqd+QIUMYsypXV1cmREtoaKjMECOZmZnk5eXF/O7WrRuFh4fTnDlzCMhj/PyvhgdTRrp06UI3btygsLAwCf/L/AQsWVlZtGnTJub37t27yczMTGa+GpPy0hcLCwvq378/iwFYjKNHj6qUpzwfboFAQPPnz6fdu3ezTMr/+OMPSkpKovnz59P8+fPp1atXzDXSTMr19PRo1KhREsetrKyK7Zlq8Gvh/fv3xTZmqyINGjSgatWqyU2jq6tL8+bNo549ezLHIiMjyd7enrkvMUu5ImN2acqQIUMoOTlZJrGboiblIpGoUDfL/DJp0iSmzLp161Lt2rXVel/yQruWL1+eTp48SWfPnqWoqCiVSTK7dOkiM8Rg8+bNWX7b9vb2NHfuXLp79/RwDtEAAQAASURBVK7ax+z/tMJ9//79Yicn+q9I06ZN6du3byXGsphf4c7KyqIjR44w4uHhQdu3b2cda9KkCbVo0YJSU1PpwoULRJRHtPT582e6dOkSHTlyhNasWUPly5enHj16sEIi1apVi27cuEEnTpyQ2y+EQiFt2bJFqfsoTYW7W7du1KhRI9axcuXKkZeXF9WvX5969OhBWlpapd63VBEOhyMRakqMzMxMRkn7WUWRwdvd3Z2JL1nScvv2bSpXrhxt3LiRdVwZhfvevXs0ePDg/2wfVVW6dOlCRHn+jAVjpRdkPC0IeeHiNAp32ZL84fA+f/6sMHNtQZGncPN4POJwONSqVSuWwq2np0eRkZHM73r16jEx36Up3LLkV1e409PT6ffffy/tavwUKE0SzNGjR6tMkurj40MHDhxgfkdGRrI2Af4rCvft27eJz+dLneNra2vTuXPnFHqOIpFIKd/tmJgYOnr0qEyFtajSsWNHueeHDRvGEGSKuZuUFQcHB5nkhIsWLaIuXbowv2vVqsVqL3WO2f9phbtgsPtfXb58+VIqCndB+Pn5UUJCAuvYly9fKDw8nAQCgczrcnJyKDw8nJHXr1+Trq4u6evrU7ly5WjFihUS14hEIhYZTX4G4IULFxa6Aurh4cHkIRKJ6P379yq/1H369CF/f38C8gjswsLCaPv27RQQEMC6L7EsXryYTE1N6dixYxJxjP/66y9ydXWlJ0+e0PHjx6lDhw40YsSIUu9jykjjxo1lPuufncH6vzB4ly9fnqKjo5ljS5YsoaysLJkKd61atcjT05P1vr1///6XI6js0qULiUQi6t27N3OsYsWKFB4ezorlKQ0ahbvsS5MmTWjKlCkshVuZsGAFRZ7CLbYIkadwjxgxgtq3b8/suOfk5NDatWsVKltLS4v69u1b7M+3rOL79+9Uu3bt0q7GT4H8Y/bhw4clFhuVlS1btlBYWJhCVnxbt25VecFLmsKdkpJCPXv2JJFIxCjclSpVKtRaszRFmsK9ZMkSCg8PJxsbm0JJGfMjJSVF4XIrVqxIjRs3phs3bhT5HipWrKh0uGCxwl1c7WpjY0PGxsZ07tw5sra2po8fP7La6u3btzI3FX4phbsg252FhQWlp6dTRkYGLVu27D9tjquKKGMmUlSRp3ArwsiqCEQiEWVkZDCSnxldjD179tC2bduIKM88z97entq2bUsrVqygdevWUZ06deTeB4fDIUNDQ5bIS29iYkLGxsaMmJqaUkpKCmVkZFBOTg7l5OQw9RWJRCQQCCg3N1fq/fF4PMrIyCChUChxr3w+n2lHoVBIOTk5lJubS926dftPsD9zuVxKS0uT+WyLS+EWm0kPHjyYRo0aRUePHmWZ7JeU5GfZL4uir69P5ubmzG6Zjo4O7dmzh4hIpsJtYmJCHA6H+vXrx3pHy/J9FodoaWmRoaEhMwgbGRlRVlaWQt+0jIwMmeOSRuEuG9KhQwcKDg5mKdxFCQt26tQpEgqFMtuFw+FQ8+bNKT09nQkXpaurS6mpqXT48GHS1tYmLS0tun//PolEIoqIiJBr5lhQfmWWcpFIpPC7qQwyMjIoLS2NUlNTiyX/sgSRSETp6emsMfvRo0dkbm4us89xuVy5GxdLliyhtLQ0EggEzPdQHIlGfH1kZCQZGxvTpEmTiMfjKa1wP3r0iAwNDcnHx4eOHj3K6AsGBgb09etXql27Nu3du5f1PZY3lmlpaRV5cbmw+aU8uXjxImMRA4DGjRtHfD6fiPKsz1RRuLW1tRViDedwOGRkZFTo/V+8eFHut8nT01NqtCR57aKtrV2sutzcuXOZeXhmZiYR5c3NxfN2oVAos6//UizlPB6P+d/d3R0fP36EsbExjIyMMGPGDPTt27cUa1fyyM7OLu0qAMhj4FQHcQeHw4GRkREj0pgqAwICMHToUAB5TLJxcXG4cOECdHV1MWHChEJJIYgIWVlZLKlSpQqqVq0KJycnVloLCwukpaUhPT2dkdTUVJiZmcHIyAh6enpISkrChw8f8OHDB7x8+RKvX79GREQEfvz4gXfv3uHly5d48eIFXr58iTdv3uD9+/d49eoVXr16hS9fvjD3qq2tzbQjl8uFnp4edHV1cfz4caSlpaFGjRpFbt/ihoGBQbGXYW5uDmtra7i6ukJXVxcnTpwAAGhra0NHRwc9e/ZEQkICk97KygoWFhbFXq/s7Gy576ORkRHKlStX7PWQhfLly+PNmzcMcd3YsWMREBBQ6HVEhMTERFabent7F1s9ZYHL5cLDw6PEywXyyOaysrIgFArh4eGBqlWrKtzXDQwMGPIWDcom0tPTER8fzzpWlPGsS5cuiI2NlTj+/v17JgrHo0ePsHHjRoZYjcfjoXbt2rCxsYG1tTWEQiH8/PwQGhqKypUrY9u2bay8uFzuL0FYqCw4HE6xjEODBw9Gw4YN0ahRo/8UK7gqEAgEUglO5X33PT09sWfPHuZ35cqVWe/Q9+/f0a5dO1y6dIk5Jia6FcPNzQ3p6elYu3YtdHR0ULFiRWhpaSlc75iYGHh6egIAevTogWnTpsHFxQWVKlWCtrY2KlasCBMTE5ibmzPXyBuzmzRpgmXLlilcfkGYmJgUiUi1bdu2uHHjBgDA2NgYTk5OzPciOjpapTx79+6NKVOmFJqOiFC7dm2sXr260DpKixAjRkREBCZMmMAiIzMzM8Pt27dlXiMQCIqNRdzMzAwVKlRgGND19PTw8uVLLF++HLNmzUJ6ejq4XC7evn2rngKVUs/LCKStli9cuJBycnJY6QYMGFBsqyK/usjb4S4LOH/+PPn7+8sUCwsL0tLSYvxHfHx8mHPifvTvv/+y7tnCwqLQcseMGSO1vUaOHEnu7u5y27Ry5coK39/3799LvQ/IEy6Xy6y+FkRGRgbNnDlTLeUEBATQtGnT6Pz58yx/6OHDh0s1Qxo/fjwNGzas1NunefPmCpuFqlvq1KlDb968YczT7OzsaNeuXczzOXDgAGuH++7du7R//37WjkXPnj3p8+fPRKSceZq6ZMCAARQWFlbqzzEsLEzhd1aMhIQEsra2prp167Ly0uxwly1Rl0k5kOcHWRANGjSg+Ph4+vTpE7Vq1YqIiBVv2M7Ojvbv308LFixgXBEMDQ1JJBLRkSNHWPmbmZnRkydPpJb9K+9wa1B08Hg8srGxYY3Zjx49ouzsbJn93dvbmw4fPsz8XrVqFbN77eLiQp6enqz0VlZWrO8hh8OhvXv30v79++nRo0dMXYYPH86k8fT0JBcXF7nvXVxcHPn4+BBR3rj2+PFjifvbs2cP+fv7F7r7XNQx28TEhF68eKGWb1PLli2Z+l+4cIEsLS1V2uHu168fBQYGEgDq1KmTXNJhT09PGjJkSJHr3rNnT5o9ezbz28DAgJYuXSozvZubG1WqVEkt7VZQevfuzbSJSCSi7du3s85fvHiRiEime+AvZVJeUAr6z508eZJFvqUR9UmrVq3ow4cPpdQDio5t27bR8uXLKSkpiZYuXUo3b96USPP69WtaunQpVa5cmYCiKdyKiKenp8L1V0Xhdnd3L5SgQl0yc+ZMqWaUAoGAxo4dq7ZyxAp33759ydTUlDlevXp1CTZNV1dXmj9/fpkgWixNhTskJIQ2bdpEM2bMIIA9eBMR2djYUEhICPPb39+fJk6cSAsWLGDlc+zYMSIqeYV74sSJlJubW+oKd79+/SgxMVHhd1aMhIQE8vPzo02bNrHy0yjcZUeaNGlCr1+/JqI8haOo/BnSFO7du3dTRkYGffr0iVxcXOjMmTMshVssQUFB1LdvXwLyzCuDgoKoe/furDQahVuD4oJAIGDGCrEUpnBbW1tTt27dmN9Tp05lzIJ9fHyoXr16zDkjIyPatWuXTMLb2rVrU2hoKBER5ebmMibVvr6+5OPjI/e9y69wFwZ5/BoAyMnJiVq1aqXyN0BXV5eGDh1a5G+TmZkZsxh4+PBhsre3J11dXZUUbm9vb8ZU//379wqZlxdVCirchYm0uZw6xM7OjpnDEOUp3AVN5i9evEjLli2jr1+/Ss1Do3AXQGmF3fkV5Nq1a6Xw9EseYiW1YHgraSiKwl3cO9xWVlYlxsL+5csXqfXO74MklrVr1zK+18pK+fLlydXVVaG0lpaWMpkq1SmLFi0iGxubQp9FSdRFmoSEhDBkTdbW1vTgwQPm+UyaNImMjIxYg/fTp08pNTWVMjMzWfnUrl2bYmJiSlThDgwMpNTUVMrOzqbGjRuXSvuJ5eDBg3Lf0fT0dJo4caLE8YSEBDI3N6cqVaqw8tMo3GVHAgMDmboX7PeqSEGFe926dYxC/+nTJwJAU6ZMkVC469atS2/evGEUbj09PQoJCaEGDRowBJ2ARuHWoHiRn1wTKFzhLihNmzaVuXuqq6tLHTp0oKpVq8q8fuvWrUT0P4W7Vq1aErut5cqVk4h+0rJlS5kKd2RkJK1atYr5XZjCXVZEX1+fOnToQB06dKAKFSowbaiMws3j8ejvv/9m5dusWbMSIV22t7enihUrlno7FuwXw4cPl+ijFy9eJGdnZ8rIyKAVK1ZI5PFLK9zOzs7k5uZGgwcPZlinNQp38cmvonB//fqV3r9/r9AHLTExUcJUVBHR19eXugsiC/IU7jp16jAhHA4ePEjv37+n9+/fSyWrKC4Rv4v+/v6sektTuMuXL690/PSyLBcvXizTg3dISAh9+fKFrK2tqUKFCqznU6dOHZmDt1AopIsXL7LyevPmTYkp3GPGjKH09HQiylNmS6v9WrVqRe/fv2fqIg0ikYg8PDxIV1eXpk6dympPdZmn/ZfwX1C479+/z/yvboXbxcWF5WIzatQounPnDolEIkaZmTx5MiUkJDALMc7OzrR3715avnw5o3AbGhpSWFgY9ejRg6VccLlcKl++vNSyNQq3aggMDKRnz56VdjXKBAoq3OXLl6fKlSvT5cuXS+Td3LJlC4lEIkbhbtu2LSUnJzO76M+ePaNPnz5RRkYGTZkyhbnO0NBQ5rzq0aNHNGjQIOZ3WR6zC5MnT54oTVT89OlT6ty5M40aNUqhMurWrUvz588vlfubN28e+fr6qi2//P1CrCtKWwS4cOECubi4UFxcnNQY4L+0wi0WDodDurq6tH//fsrNzS1y+AKNSJdfReFWFrm5uXJjRnK5XLKwsGBJYeGECuLHjx8sE+r80qhRI9q2bRvp6enR7du3mWtKanA0MTGhqKgohlk9PxITE0ssdF1pSVmOjqCnp8ew+tvZ2VGVKlVYz6dOnTpka2src/AuyNZ8//59Sk1NldkX1SXt27enxYsX044dO+j79+9kYWFBAKh79+5q4wOQJ6ampsThcKhOnTpSoyUURHJyMmOexuVyacmSJcTj8UgkElFkZKTUMUmjcJeu5DcbVLfCDYAcHR2JiCg7O5vS09NJKBQSj8dj9ZPdu3cz5pNaWloM10j+BUkdHR3q1KkTTZ8+XaFyNQq3chBHDxk6dCjL+udXhkgkorNnzxIA2rZtG9WsWZPpiyXxborZtL99+0YRERHUtm1bIsr7zlapUoV0dXVJV1eXevTowWw2XL9+nWxsbCglJYV1L8nJyUz0l4yMDIZlviwr3IaGhnLnFUlJSUo/05cvX9KgQYNo0qRJZGxsXOimB4fDkRkeqzhFT0+PtmzZQs2aNZObTjyXFjPNX7x4kb5+/Uo5OTkSnBcAqGbNmkRENHfuXJmm9Nra2vTu3TuKiIhgHd+7dy8BvxhLuSwQEXg8Ht69e4fnz59DJBKVdpU0+IWgq6uL169fg8tlv15eXl6oW7cuOnfujB8/frDE2tpaqTIsLCxw+fJlmeeHDh2KwYMHq1L9IsHJyQnXr1+Hi4sLw6yeHwEBAahTp06pMUyXBIqLUVMdGDJkCIYOHYo3b96AiPDo0SOEhoYiJiaGSRMeHq4wK7Ofnx84HA42bNhQXFWGnp4ePD09weFwMGTIEFhZWSE5ORkAkJqaCm1tbRbTbHHg2rVraNu2LUJDQ6VGSwCAHz9+4OvXr3j37h2qVauG3NxcAIBIJMIff/yB69evg4gwefJkXLhwgblOwy5dNvDs2TOVrrO0tIS9vT0qVaqEunXrom7dulKZ6MVRVXbs2IG9e/eCy+XixYsXzHGRSMSaq7i6umL37t0QCoWs43w+H2fOnMHKlStVqq8G8nHr1q2fnnlcWXA4HOa7p62tDS6Xixo1aoDP55dI+QKBADweD0QEExMTZv4wYcIEhIWFgcfjgcfj4du3byAiWFhYoHnz5vj27RsaNmzIyqtu3bp4+PAhuFwujhw5gpCQkBK5h6Jg5cqV8PX1VWueVatWRZs2bfDXX39h0aJFcHBwkJueiCAUCtVaBwCFRtwJCAjAiBEj5KapU6cOvn//jh8/fmDhwoUA8hjTe/ToAZFIhKioKAB50az09fUB/O97LBQKWRGv8kMgEEBbWxuDBw9mfdMViegiDT+lwi3GvHnz4Ovri8zMzNKuiga/KBwcHDBkyBBUqlQJO3bsQGhoKBO6qrjRoEEDVviFksC0adNQu3ZtmecvXryI0NBQrF+/vgRrpUFBjBgxAklJSVi3bh18fX0xfPhwbN++HUlJSUrntW3bNvz222/FUMu8cEdDhw5F+/btpZ6/du0aXr16BRcXl2IpPz/Onz8vdyHiypUrGD9+PPr06YPPnz9LTcPlcnH27FnWsY4dO6q1nhqoBvFzqFChAurUqaPwdZUqVcKIESNw5MgRhIaGIjQ0FDt27Cj0urNnz6Jly5YgIqnn09LSJBZVtbW10b17d4Xr9jPg1atXeP/+fYmV5+DgIKHcpKenY/v27di+fTs+fPhQYnUpi7h16xaSkpJw8eJFVhivksDBgwfh4OCAv//+m3Xc398fpqam0NXVBZ/PR6tWreTm06FDB+b/0NBQqWH7ygoqV67MhDeThs6dO0NPT0+lvN3c3FC1alVMmTKl1Npg+PDh6NKli8zzkZGR2L59O+Li4ljHvby8mIWXs2fPMmNzlSpVMGTIEGZzYe3atfj9999RvXp1/Pvvv3Bzc2PyiIqKwosXL+TWj8Ph4P79+/jnn39UvcX/QWk7hDIAZczTpk2bVuRg9RqRLr169ZIw19EgD0KhkObNm0eOjo507NgxGjp0KPXr148yMjKkpp85cyYFBwcrVcbDhw+lPpdGjRpJTV/cJuX16tWjp0+fKlT3S5culXr//RVl9OjRREQMaZpYmjRpwnAPyDNPK2hSXtyip6dHkZGR5OrqKlHnkpBmzZrRqlWrKD4+vtA+ffDgQbl59ejRg378+EFERLGxsdS7d2/WeY1JedmQDh06sOquiEl5/m93RkYG9evXTyKNnZ0dffjwgVq0aEEtW7aU6hO4c+dOuYy82traUpnM5cl/3aT80aNHDMFcSeHmzZvk4+PDjNkpKSm0atUqWrVqFb1586ZE61JWUHDMTkxMpMGDB5fou6mjo8OKfhIQEEBAHhu5h4cHnThxgnx9fVlhpAqSY23bto1sbGwoJiaG2rZtSwDo0qVLZdakXN6YvWrVKoqLi1PpeX758oWmTJmiEueQOkUe4aM8qVGjBsN3kZCQIPUezczMmPSzZ88mImLIan18fAods4G8ELMCgUAtY/Z/WuFevHhxoY1Vr169UvE7+FVEFht1QQQHB1PLli0pLS2tmHtH2cHnz5+pRo0aFBwczEyumjRpQi1btpQQLS0tpVjKifJCO0ybNo15FhwOh/7991+FFO7169erldvA09NTqUmRRuEuefHx8WEmiwUHb0dHR1q9ejVdvnyZ5aP877//Mn20Q4cOpaJwZ2Zm0qJFiyTOOTs70+XLl2nAgAHFVv60adMU7tOKDN7R0dFM+s+fP1OXLl2YcxqFu2xIURRukUhELVu2lJrGzs6Obt26JTefwhRuVcTU1JRWrFhRGo/9P4v8IRtbtmypNCHVzwQ+n0+tWrVi/LbFUhpRImQp3I0bN2YU7oLXFFS4RSIR2dvb06NHj5g0ZVnhLl++PJ06dYoaNmxIXC6X8R+eNGkSLV++nCIiIlR6rk+fPlWpPpMnT1ZrhBVVFe78Ila4Hz16RJs2bWLusaDCvXDhQjIyMiIDAwO6f/8+xcfHU//+/eXmzeFwmDlRUUN5/qcVbisrq1J/GX51UVThDggIoNOnT1NGRgY5OTnRkCFDfvpBjM/nU0JCAq1Zs4aWLVtG1atXJw6HI1O8vLyULmP79u2Moh0TE8OUSZS3ay6OX0mUp3CLy3r06BFZWVkRh8Ohli1bUlBQkNLPXpyXlZWVQjuAYnz+/Jmsra1V7nPXrl3TWK0o+Hzy/9bV1aUKFSrQ7t27qWHDhsThcMjBwYH27t1Lw4YNo1GjRtHz589Zz+rPP/9k5Wdvby+3DHXLq1evKCoqSiLMmpGREbOyP3v2bNq6davC4eGUEWUU7szMTJowYYLc/MqVK8ciEhw3bhxzTqNwlw1RReH+888/adCgQUyYHmnC5XILDRdoaWlJly5dIjMzM7nvlrLv3dChQ0vpyf/3cPv2bTI3N2faTtmQSz8beDxemdm00tHRoU+fPtGAAQOIiCgpKYkJJ6atrS1VJxCPe3///TcR5SncBgYGZGtrS7169aIRI0aQtbV1mbnHghIQEEBpaWnUsGFD0tLSouzsbIqOjqakpCQaNGgQa46nKNLS0iTGckXFwsJCrfG6ORwO2dnZKXVN/fr1GXK848ePk0AgICKiixcvssZsscLdunVrSklJYXao3759S2/evKFRo0bRrFmzCi2vevXqRJQXHWXQoEHM8V+KNO379+8KpVOWkEoD9cPU1BS9evWCra0t7t69i6ZNm2LevHmlXa1ihba2NiIjIzF//nzMnDkTL168wKtXr5CbmytVXr58qXQZgwYNQm5uLvr06QNHR0doa2szftuLFi1i+SK2aNGCKat27dqIj4/HmzdvoK+vjyVLlqBPnz4K3ZOtrS1sbW1x8eJF5ObmIj4+HnZ2dgrXWSgUSvgKW1tbQ0tLC2ZmZoVe7+/vzxBS5YeVlZXCdSgqjIyMJAjhlIGOjg6MjY3VWCNJzJkzB40aNWJ+0/+TSYqJT0JDQ/Ht2zdMmjQJxsbGyM3NZchDBAIBkpOT8fvvv2PkyJHQ1tYGESE+Pp5VxvXr1xkSEnXD0tISFSpUgLOzM7Zu3co6/uXLF9jb2wPIexYTJ05kiFFKC4aGhjA1NZWb5uvXr3BxcQGPx0NaWloJ1UwDRaGlpSVBwCeP10BbWxujRo3C77//jm3btskk1APySNG+ffsGADAxMZGa9sePH7CwsIC+vj5u3bolNR8vLy8cOHBAgbv5H7Kzs5GVlaXUNb8qcnNzkZKSUtrVKDPQ1tbG27dvi5SHOsdmImKISa2srHDlyhWYmJhAIBBI6ATGxsZ4+PAhvnz5gri4OGbeYGlpicTERHC5XGhpaSEpKUkuIRiXyy12Yk5p0NHRgYODA2bOnIm7d+9CKBTCxMQEFStWhL29PXbv3q1SvkZGRti1a5dK1woEApm8E6qAiJCQkKDUNXp6eszzsLW1hZaWltz0BgYGzNzS0tIS5cqVQ0JCArZs2YI///yz0PK+fv0KIK8fFCRDVgb/aYVbUbx69aq0q/DLY8OGDQgICEBubi4cHR0xePBgfPr0CXfu3PmpSe0aNWqEBQsWMCyzo0ePhra2NnR0dCREW1tb6fy5XC50dHSkfgS0tLRYJE/itDo6OuBwONDW1mY+VLGxsYUuYPn5+SEgIAAJCQlISEhA69atVa53Qbx8+RJubm7Ys2dPoWlv3boloeT5+Phg+/bthX545cHDwwNGRkYKpe3fv79SxEr50bBhQ/Tr1w+zZ8+Wu1BRo0aNIt3PwoULcefOHea3p6cnjh49irZt2wLIY2u1sLDAypUr4ebmxgyiIpEI586dw9KlS8HlcrF582YMGDBAal2mTp0qk+FTGpRps4sXL8Lc3BwcDgc2NjZo2LAhGjZsiNDQUJibmyMzMxNv3rxBv379UKtWLYXzLQ5kZmYiIiJCobQCgQBv377Fpk2b4Obmpnb2WQ1Uh7OzM/bt28f8fvr0qVTG8fzpp0yZwkzcC2P3NzU1RcOGDbF7924MGzaM6dM+Pj5MmufPnyMrKwuNGzeWmkd2djYiIyOVuq9///0Xs2bN0iiSCsDc3Byurq6lXY0yAw6HAyMjI1YfVQZeXl54+vSp2hZmHR0dceDAAXz58gWJiYkICgqSuZgkFAqZjYzg4GCsXbsWOTk5zLFDhw5h06ZNMsuqWrUqGjZsCAcHBxw9elQt9VcGnp6eGDlyJGsxQCAQMKKK4vvkyROkpqYy8wBlMXr0aFSuXFmla9WNihUrwsTERKlrbt26hYcPH6JZs2YgIoWiWPH5fLx48QJ79uxRiBBTJpS2RSgDUNY8Lb9ZpEbUK4qalIsxdepUhlCmVq1a5ObmRq9evSqmnlI2cPXqVfL09CRAtXiJxQWBQEALFiygKlWqUNeuXQt91iEhIWop9/v37zR69Gjy8/NjvaO2trY0ZsyYQusxb948iZiU58+fJ2dn5yL15d27d0v4qalLGjVqRKNHj6axY8eSUCikq1evUvPmzalBgwbUo0cPGjFiBCt9y5YtadWqVaSvr6/2uvj7+5O7uzvzu3LlyhQSEkL169en0NBQysnJITc3N4nnVtDnv23btrRmzRqlYrEuXry40HifYnn06JHMPrR161aaM2cO1axZk+bOnUsuLi7F8twUNSmPjY2lwMBAateuXaF52tjYMNfdunWLifGpMSkvfunatSsTp1WaFOz31apVKzTPunXrUkhICIWEhBTqKiOLXyM8PJwaNGhQ7Pd/7dq1knjc/3nk9+EePnz4L21SLoaqvCsnTpygffv2yY0jragMGzaMeRbLly+nQYMGUWJiIstXtzCJjIyk79+/F5quUaNGtGLFClq/fj1VqFCBrl69WuT6W1paUqtWrZS6ZvTo0TR69GiZ55U1Kff09CwWnah58+ZFchVURpo2bUrXr1+n27dvM/eVlpZGEyZMkGpS3qVLFyIi2rJlC61evVolk3g/P79f24dbI3nSr18/cnNzK5WyBw0axCKxUATJyckUEhJC8+fPp+Dg4DKlhBYHyqrCnZOTwzzHtm3bFkrWow6FWyAQ0B9//EFERCtXrmTlb2Njo5DCDUguonXs2JGMjY2L1JdbtGih1gHD2NiYmYgXXFTKP3j36NGDxowZw6Tt2rUrtWzZslg4Kho3biyX7CY0NJQEAgHt3btX4tlJU7jz+zqqUwYOHEiJiYlS+9CiRYtYSn7dunXLhMLdunVrhfLU19dnJlGLFi3SKNwlKMWhcCsqJiYmdPz4cZlt9Pz5c/L19WVdo+hiqKKiUbgVQ36FuyyN2aWJggq3trY2hYSEFDpmt2vXjszMzMjAwIBmzpxZpP6bf0xYvnw5AaAnT57Qxo0bFc6jf//+lJCQUGi6Ro0akYODAwF5nCGdO3cu8vtXrVo12r9/f6Hp8i9My1O4f/vtN5kM3dKwadOmYhuzi4PwUZY0bdpU4t6ioqIIgFyFm4hUJnzTKNwaIQDk7u6uVsZpZYTL5RKfz1fpOcbExNC3b9/U3DvKHsrq4J1f4Q4KCqK+ffvKfdaZmZlFLpPH45GzszMRSSrc+vr65OXlpVC/a9GiBW3btq3U3z15kn8nsyCuXr1KvXr1oo4dO9LmzZvJzMyMGjZsSNOmTaPg4OBiq5O8wXvmzJmUlpZGPB6P+vTpI1HnkvzG7Ny5U2bbiUOBiGXYsGHFFjJMEYU7MzNTJcuILl26UGxsLDOeaRRu9cj48eNVnvgVp8Kto6NDY8eOpWPHjjGKN5/Pp8aNG9PkyZOJiJiQXzo6OnTr1i3asmVLkS138otG4VYMZXXMLk0UVLj19PRIJBLRqVOn5Pa54OBgcnR0VAsbdcOGDUkkEtGDBw+YRdYaNWqwrOXyy8mTJ6Ue//r1a4l9j/KLogp3dHQ0aWtrU9WqVendu3cyx+wdO3Yo/Pz++ecfsrS0LLZ7q1SpUpE3PRQVWQp33bp16ePHj8wxMzMzcnR0pM2bN1PDhg3p6tWrKivcJiYmLMtA4BcjTRNj+fLlqFmzZmlXo9QQFRWF9PT0Ivl7lgYcHR1/CUI7DofD+Pbl978pih+OOqCrq4sHDx6gbdu2CAoKKrQe1apVY9Xb398fDg4OiI2NRYcOHRQuNzY2Fn369AGXy2XaRU9PD9euXVOInOXOnTu4f/8+9u3bh3Xr1ilcbmlAHhHLuXPncO3aNcycORNpaWm4e/cu1q1bhyVLlhRbfeQRfnh4eMDExAR8Ph+PHz+WW/fihlAolNofR44cyfKV5nK5OHjwIMaOHat2v0tFiR15PB6ePXumVN61a9dGy5YtceHCBVWrp4EMuLq6qoXgaMyYMQgPDy96hf4ffD4fW7duxZAhQ5CYmMj08Tt37uDVq1essYDL5aJRo0awtbVFly5d0LVrV7XVQwNJyPreAHk+yPb29hLyq5Ae8vl81K1bV+Xrly1bhgMHDkBPT6/IY0poaCiICMnJyYiOjgaQx3lw//59ibRaWloYPny41HyqV6+uUvlFIcwCgPDwcIwZM0bh9CYmJnBxcSnyHFEkEiE6Oho/fvwoUj6A7DZ49+4dMjIyipy/Irh37x5mzpzJ+F/z+XzUq1cPZmZmcHR0ZPllx8XFMaRzPXr0UJkAMD09HR8+fChaxZVSz8sICq6WF3domrIuISEh1KBBA3rw4EGJt0VRdrh/FYhEIhoyZAjTVwvKhQsXlDbLV2fdMjMzFQ4Llr/e4mPly5cnX19fhcrj8Xikra1N3bt3p0+fPlGPHj0IyFst5/F49M8//xRahxs3bpCtrS0JhULavXt3qb9/8qRhw4YSbcDn8+nAgQOlUpe0tDQmdmlBEa+Wi83qO3bsyNQ5Li6uxFavxf3s8ePHrHZLTU2lTp06MedbtGjBxL6WFrKsqNK6dWuZ/Tg1NZWx+FC1XTgcDq1bt06zw61mWbVqlcxY2IVJgwYNmDr7+/urvW66uroUFBREIpGIevToQXFxcVSuXDnS19cnCwsLAkC2trakr69Pt27dIg6HQ+PGjVOLOSug2eGWhSZNmtCTJ08oJiaGYmJiaOXKlWRkZCS3LVNSUkq72iUCHo9HFSpUoH379rHuX9EdbvG3Lv9fVUVbW5s+ffpEe/bsKTTty5cvC32Gyoifnx/NnTtX7d8EaSLe4S6szRTd4T5y5Ija6rZ06VKqVatWibRDYbJs2TLKyckhHo/HtJOpqSlt3bqVcnNzyczMjCpVqkTHjx8vlvKVHbOLTi9cBkCltENYFlC+fHk4OjoCAOrXr1/KtdEgIiICX758YX5bWFigdu3a8Pb2hqmpqdRV8Xbt2iElJUWhkFjqRnZ2NlavXq1QaARA8l1r2LAhTp48ifnz5ytcppWVFXx9feHs7Mw6npCQoNCOdbNmzWBmZoaMjAx8//4dTk5OiImJUbj8koQ0BsyEhAT4+/uXQm2AvXv3Yu/evXLTiOuc/1m3bdu2xFavxWU/fPgQ1apVY8InrV+/HmfOnAGQF4LrypUruH37NlxcXBAdHY3g4GCMGjVKKdZ0VfHXX3+Bx+OhadOmTIgaZUFEePv2LZKTk9VcOw1Uga6uLsPqHx0drXSoGlmoVasWwsPD0aBBA1SrVg3BwcEAwLAe379/H927d0e9evWwadMmzJs3D4GBgWjSpAmAvAgfGhQvatWqhRkzZiA3Nxd37txB9+7d0bhxY5kWKL6+vmqJzvFfQWxsLAYMGKDy9eKxRNpcvVGjRqxoGvIgFArRr18/3Lt3r9C0Dx8+VKuV1v3796XupBcH7ty5I7fNlEFmZqZKIWdlYdasWWrLq6gIDAyEvr4+PDw8QESwtLTE0qVLcfPmTdSsWRNcLhcNGjSAra0t3Nzc8PHjx9KtsFLqeRmBxoc7T8qVK0eHDh0iojyfo4kTJ5Z4HTQ73Hk+nAcOHCAikiAQqVSpEl2/fp2IiFavXk0TJkwgU1NT6tq1K9WpU4cmTZpEkyZNoqysrFKp+7t371R+9t26dVPavy3/SmR+UWa1HMjz9542bRrVrl2b5s6dy/g5Dh8+vNTfy/zi5+cn0QZfvnwplbo0bNiQQkJCZJ4Xr5aL/bw6dOjA1Llq1aqlUufv378TEdGHDx+oQ4cOzHEjIyOGrXb27NnM8YJs76qKiYkJbdy4UWY/Xrhwodru8ezZswRodrjVJarucOvq6jJ9Sp08CmPGjCFLS0up46RQKKR58+aVWNtodrjlIzk5mRmTfXx8mHYzNTVljk+aNEnp6Cz/ZagyZltaWlLHjh0L7Y8cDod+/PhRKH+MWHR0dOjDhw8l9r6UdVFkhzs8PLzU61kSYmJiQkFBQXTz5k0KCAigx48fk729PfNNV+eYLZZfcodbjL///hs5OTmYMWOG2vL09/fHy5cv1erLpS64ubmhd+/eAIBJkyaBz+dj3bp1v/SOf2mAw+EwsQB/++031KtXjzlHRDAwMAAATJkyBUKhEE2aNEH9+vURHx+vcixndYDP5yMoKEipaxwdHf+PvfOOiiLp/v53AjlnEEURFAQDgqIoKiomzKiYs2tY0xpWF9c1K67rurrqmhXjY17TImLOWRERxQAGJKgIksMw9/2Dl/4xzoAzMEMP0p9z7oGprq663V3d1be66l4sXLgQPB4Pvr6+MDMzU5F2pZOTk4M///wTQOH5z8/PB4/Hw8KFC7F161ZWdFJnDA0NMWfOHLx580bm9g4dOqBly5Yl7v+t+MLKZvTo0fD29mbiokdFRSEkJITZvnr1akan3r1749SpUwgPD8eiRYuwZcuWctdvamqK8ePHl6sMXV1d/Pzzz1i4cGG59eGQj5YtW6JTp04SbYVtNmzYUOL9U1BQgEWLFpW4b6NGjeDo6Ki0GMC///473NzcYGJiopTyvjeMjY2xevVqAMD169cxdOhQxMbGQiwW48uXL/Dz88Pnz5/x66+/YsOGDUzf/j0zbdo0mJqaYuTIkVi5cqXEtqSkJKxZs0YiTVNTE9u2bYObmxv4fD5OnjxZYtlEhJ9++gnp6ely6bJy5UrMnj1b8YP4jlm4cCFmzJgBfX19tlVhFbFYjPv37yM/P19q28OHD/Hvv/+yoNVXKDzcpQaUNFru5uam9C8x5VkPpmopHtNz1KhRFeaS/2vp1KkTi62Bo6wU91Jekvzwww90584dRiIjI8tVZ0kxKEsbLa9duzbduXOHRo0aVaquJ06coNzcXLXyXl7SF24PDw+aPn16helhaWlJRERJSUnUp08fqe1Tp04lIqKhQ4eSQCAgQPILtzK9NcsjX3spP3nypMT2tLQ0ie09evQgAJSQkKCU+os86ZeEPKPlN2/epHv37n0zH/eFWzlSr149xkPts2fPyNLSUqH9VfWFGyj8kifrC/e3Qsl17dqVli1bplRdqtLX2fLy5MkTif7v3bt3NHDgQNq7dy+JRCK21asQLCwsyM7OTspLOY/Hk4oYAZQ8+0gZ0qhRI5U/R9RBTpw4wfTDffr0kdlnA4VfuJs0aVLqTMOsrKxyxd3m8Xh069YtunPnDs2aNYv1c/MtsbKyIlNTU7p37x49fPiQxGIxHTt2TCV1VUkv5UWEh4fj8ePHZd5/586dEutK+Xw+5s+fj8uXLytDPaWjqanJ/P/s2TPcv3+fFT3Kuj5EJBIhNzeXEQ71w9bWFm5ubmjYsCEaNmwIV1fXcpX36NEjaGhooHXr1pg3b57EtpiYGAwaNEgiTVdXFzdv3oSbmxuqVatWatn169dH48aNUa9evXLpqEzu3r2LadOmSaU/evQIGzduxJ9//lkhERY+fvwIc3NzrFq1ChYWFiXme/r0qdS6t/z8fJlr0VXFhAkTJNa4E5HMUWug8Ath8TXU9erVY9Z8lwciQm5ursz12adPn2bW4cpiz549cHZ2hpubG4DCfmTp0qVo27ZtufXikKboeuvp6TGe6p2cnCT6R3Xl0aNHpW4PCwvD4sWLK0gbjq9xcXFB06ZNGalevTo2b96MgIAAtY4Kk5+fj9zcXKXMdtTQ0JAZhYGIEBkZKZWemZmJFi1a4MiRI1JfxMvLkydPcPv2baWsn+fxeGq1Dn/gwIGMB/OGDRtCS0sLzZo1w86dO0vts7+Fjo4Opk2bhp9//rlM+xMRhg8fjoYNG8LW1rbMelQUvXv3ZvraevXqISYmBiNHjmRZq0K+K4NbXqysrGS+lA0fPlxiyuXQoUMxZsyYMjvFUSVWVlY4d+4c22qUmczMTMyaNQva2trQ1taGqamp2jq+qsp8/vwZXbt2hba2NiwtLctdnlAoxMWLF/HixQuJqZREhNjYWCnHXFlZWbCyskKPHj3kci6VnJyM9+/fl1tPZSESiZCVlVVi+owZMxQOKVUW7Ozs4OzsXKqhWBLDhw+X+WKlKrS1taGlpcX8fvPmDSZOnMj8rl69OhOaJCwsDJs2bYK1tTU0NDQgFotx69atcuvw9u1baGtry1xykZeXh+zs7BL31dfXR1RUFHMMgwcPxtixY0scNEhISCi3vlUVa2trPH/+XKK9AEB8fLxCL4e2trbg8Xh48+YNMjMzkZycrGxVy0R+fn6pbY2j4tHX11crQ00WAQEB0NbWVkrbISIkJycjPj6+xDzGxsbQ09ND9erVwePxcOvWLfTt2xc5OTnlrr84IpEI/fv3L3Waury4urqqNASnouTm5jLni8/n49WrVxAKhcyyqq8xMjJCdna2XB+r8vLyoKurW2JZ3yI6Ohra2tqYOnVqmfavSDZu3IgjR44gLi4OdnZ2qF27Nnbs2MG2WgAqucFtYmICFxcXhfapU6cO5syZA2tra5nbfXx8mJc5Ho8HFxcX1tapfouidWGPHz+udJ5uIyMjER0dDT8/P/j5+cHHx6dMxgCHavn7779x9uxZpZUnEonQu3dv/PjjjxLpeXl56NChA/O7cePG8PPzY74ihIaGyuWtNzk5mfFroK4UjVxXFDweD7///ju8vLwUXov96tWrCh3AMDc3l5qhUKtWLWzevJn5HRISwrw4dOnSBb6+vli0aBHs7e0hEonk9nirSi5fvgyxWAwjIyM0atQIQUFBJepVUqxYjm+zZcsWqWgHADBs2DCMHz9e4plSGkePHkWvXr2wePFiXLp0Self5r7m8ePH+O+//+Dt7a3SejiqJh4eHhL9Z3lo06YN6tatixEjRpSYp1OnTmjcuDF++eUXqcEvZZOVlYW7d++Wu5zIyEi1Wg9+9OhRCcPwW331iBEjcOfOHTx+/Bjnz58vdTbDmTNn8OLFCzRo0ACtW7cudzzxykCvXr2QlpaGzMxM1mb/SlGmRR0sU7QezNvbm9asWaPQnPt58+aVuB4CAL148YK0tLQIAA0fPpyISC3XcFtZWTHnY9y4cazqYmNjw1JL4CgP8qzhLi6GhoblrtPKyorGjx//zboOHDhARCR3fPCAgABasmQJ8fl81u/Nr2Xs2LES5yAtLa3CvakXreEmIpnnv2gNd5MmTZg0Pz8/pa9l/Zb4+vrKbDdFa7h79OhBCQkJEtvOnDlDT548obp16ypdnxkzZkjp8uTJE2rVqhUBoNGjR5OGhgYBICcnJ/Ly8qJhw4aRmZkZ/fHHH0RE9PjxY/L29v5mXdwabsXl5MmTJBaLSUtLi2xtbenUqVN07tw5cnBwIB6PJ1dEgC5dutCSJUuYSBGnTp1Sup5fr+Eu6rPj4uLKHZtYUZkzZw4VFBSw1RQ4KhG7du2i1NRUpbZRV1dX8vT0LPP+RkZGFBAQoBRd6tevT02bNq3Q+08eefv2LaWlpTGRMmT12S1btmT8NgkEghKjanz8+JEGDx7M7BcVFUU6OjqsH2NFiFAopBkzZqis/Cq1hvvZs2fYuXOnQvscPXoUd+7ckSvvlStX1MrbaRE8Hg/r1q1jWw0ODoURCARyjyrPnj0bL1++/Ga+QYMGwdraGsuWLSvTWuOGDRtKrR1XJWlpaRXqSZ3H45Uplu/Dhw+xf/9+FWikOI0bN0ZAQABzrYvTsWNHhISEVNjUbBcXF3To0AFTpkwBn89n2lxWVhY6deqEyMhI/Prrr6hVqxYA4MGDB2rx1b2y4u/vLxH54WumTZuG/Px8vH//HpMnT8bEiRPx6tUrEJHEUoSSSE5Ohqmp6Xfx1adly5bo1q1bqXmWL19eoT4ZOCovGzZswPDhw5Ua+aZx48Zo1apVmfcXiUT48OGDRNrWrVuZqCWKkJGRgbS0tDLrokrEYjEuX76MgQMHylw+ev36debLbUFBAf744w8AwIkTJ5g45bm5uRg+fDj27t3L7Ddz5kwpz/LKRCgUYu/evZg5c6bK6pAXkUhUpnahKtR7Ico3+PTpEz59+qTQPt9ai9itWzfk5eUBAGJjY/Hs2bMy66cqQkNDmalyBw8exKFDh1jWiIND+YSEhMi1dvjixYtIT0+XuVZaHmJiYqQ6cGWzbNkydOrUCW5ubujUqVOpeUeOHImffvoJRISWLVsiMzOz3PW3atUKI0aMQHBwcIl5fvvtNzx58oT5nZCQUKHri62trbFp0yYAwNy5czFo0CBmyZCtrS3Wrl1boiOsq1evyh1aRlm0bNkSCxcuZJzMvXv3DgKBANWrV0fXrl1hbW2NAQMGwM/Pr0L1+t6oX78+eDyezIHyyZMnIz4+njEgY2NjJbYfP378m+XfuXMHnz9/xsCBA1U2HZaI0KFDB1y8eFGlfXatWrVgY2ODU6dOqaR8jqrHpEmTcOLECbUJN5uZmYlLly5JpPXp0wc6OjoQCoUKrTN+/fp1mXTYs2cPGjRoACKSmPodEBCA6OjoMpVZHLFYjFatWsntBFpDQ4O556OiolCzZk20aNECBQUFUh8NQ0JCpJ6TykQgEGDgwIEwNDRU+dIcVdGtWzeYmJhg9+7dyi24HLNNWKNoetru3bvl/vTv4OBA27dvp19++YU+fPjATD/U0dEhTU1NJp+2trbEflpaWox7fjbE2NiYQkJCJNIMDAzo1atX1KNHD/rnn39Yn7bBTSmvnMgzpTwwMJD8/f3p/v37UqGYFMXX15c0NDQoKirqm/Xq6OhU2PTw9u3byxXmqayioaFBa9asofz8fBKLxfTw4UPi8/nMVGQAFB4eTrVq1aIvX75QdnY2ERWG8/jy5YtcoaVKEx6PRy9evCAvLy/KzMyUOZ196tSplJqaKjPsiqampsqnvT58+JCcnZ2ZtpKVlaVQ2J2+ffuqRMcZM2bQxIkT6dGjR0REVFBQQEePHiUtLS3avXs31atXTyL/4sWLqUePHqSnp0fJycl07tw50tfXJ6FQyOQxMzOTCnMGcFPKS5LAwEDq1auXStsfACa0TnmnlMvqs3k8Hn3+/JmuX78u0R709fWVegyDBw+mmTNnlpqHz+fLDFHGwfE1bdu2JQMDA6W2UaFQKPHOXRb5uv/U19cnAwMDpUyV9vT0pNWrV0uk1a5dm0JCQmjKlCn05cuXEvum9PR0hcMRyhJ5ngs//PAD9e/fn4DCPvrVq1fUu3dvSk9Pp7y8PCIi+vTpk1KvnbzSsGFDOnz4MPP7xo0bZG5uzoouZZGhQ4dSdnY2tWvXrtR8ivbZldrgLovMmzePpk6dSpqamqSrq0tRUVG0cuVKZntoaGi5HgY2NjZSRruyxdHRkby9vSkzM5PmzZvHeuO0sLCg2NhYtpsFh4KUZHDzeDxydnYmZ2dnmj9/Pj158oSioqIoKiqKXr16RampqaXGfSwJLy8v1tuqLOnUqROtWLFCaeXVqFFDwsAyNjamvXv3EhFRfn4+aWpqUr9+/WjFihVkZGTEnPOi9csfP36kqKgocnZ2ptTUVIqJiaHq1auXWmf16tUlXkAUlalTp9KIESOk0s3MzOjUqVPUoEEDlV4DgUBA0dHRTFt5//49s6ZWHsRiscrWcIvFYoqJiSGRSETPnj0rNX+RwV08rUePHjLP7dfCGdzsirIMbllSp04dys/PpytXrtD48eNV5neFM7g5lEV8fDw9efKEmjVrxvq9+bW0bNlSZWtzvby86MCBA2RiYkJAYd8kEolILBYz8cVLIzs7m2rXri1XXUW+Jsqrs4aGBoWGhhIAmj17NhERvXr1ivT09Fi/VgAoIiKCHjx4QEDhB0MzMzPWdSpNhg4dSkREo0ePlniX+1qq1BpueenatavE7wEDBsDS0hJ5eXmYO3cubty4AScnJwBA586dmSnlZWHJkiVo0KBBufT9FjNnzsTs2bNx//59idBKJcHn89GxY0eV6fPx40cMHz5cZeVzqAY+ny9zerOOjg5u376NJUuWICoqCq6urnBxcUHDhg2xbNkyzJ8/Hz/99BOOHDkiJS9fvsSVK1eY3yXFsLe0tJS4T1TdRksjKSlJ7qlb8jBixAgYGxsDAExNTREUFIR69erhyJEjOHr0KCwtLfHbb7/BzMwMffr0AVA4DWv69OkACtejubi4wNbWFhoaGrC3t8fff/8tUYdQKET79u2Z30OHDsXAgQPLtA7VwsICjRo1kpoyaG1tjdWrV8PCwkKl69x8fHygoaEhsdbqyJEjpYahEYlEjPf8J0+eKHXqO4/HQ+fOnQEAL168wNGjR7Fs2TJkZmYiLCys1H2joqKk9D5x4kSpU/k52MXDwwMmJiYqreP8+fMQCoUwMzND48aNVVoXB0dJXLt2Te4lSgsWLICrqytGjx6tYq0U5/r161Jrc/X19eHl5VWucnv37g0fHx8EBARgxYoVMDc3h5+fH3g8HiPfQltbG1euXEHz5s2/mffMmTMyQxQrSn5+PtNnFdG7d2+lLEdTBmfPnkWrVq3g6+sLV1dXJk72tzA1NYW7u7uKtSuZrVu3YtSoUQpHdymJKmFwOzs7M/9fvnwZo0aNQlxcHPh8Ptq3b48jR47A398fgwYNKnfHe/z4cfj5+UFHR6e8apdIdHS0QmvLNTQ0VOpkTV9fv9SQEaVx8OBBzJ8/H/Pnzy+TYyeOsqOhoYF9+/bJdBiWm5uLyMhIibXNurq6WLJkCUxMTBAbG4u+fftKyeTJkzFs2DBcv34d/fr1w7x58yTK5fP5+Omnn6Cvry/h/IrH46Fu3bqqO9hSCA8Pl1irIxQKMWnSJLn3nzFjhsTvxYsX49OnT9DV1cWKFSswfvx4bNu2DX379sWAAQOY43/z5g0ePHgAoNCAHDRoEPbs2cOU88cff0BDQwNr166Fs7MzfHx8mG18Ph+Ojo7M76CgIMybN69M8WH19fVhY2Mj1akYGBjAysoKf/31F/z8/EpcP11WmjZtCg8PD9SuXRtaWlrYsGEDs23y5MlwcHDAypUrZa4dXLJkCX766ScAwIcPH5S6frt4Wzxx4gT27t0LW1tbFBQUYMqUKaXum5SUhPT0dEyePFmtQs5wlMyPP/4ocS+Vl6+fB8VxcXHB2LFjlVZXWSAirFq1ilUdONjhzZs3cn1QunPnDu7duwcACrXXCRMmKL2fkIWDg4NEyL+ZM2dCS0tLZohAeeHxeDhw4ACWLVsGoDBc44oVK7B3715mIPvWrVuYP38+4uLiAAApKSmYP3++VOhUW1tbbN++XaLPLomSnIsVDcArQp06deDr6wug4q6FLExNTSXeK1++fIk5c+Zg9erVuHXrFg4fPixXOTo6OrC1tVWVmt9k9+7dsLa2Zt6NPDw80LRp07IXqOAsE7Wg+PQ0Pz8/8vX1LfPUAUNDQ+rVqxctXLiQEhISyMHBodzTEdq0aVOu6Z3FZdu2bVJpnTp1ol69ejGhab4lWlpa9Pz5c5VNv1BkDXdubi716tWLkWrVqjHlGBgYUK9evejgwYMqbD0cX/P1etKikFw3btwgZ2dnAkBr166lkydPMvvMmjVLYp86derQxIkTJdqoqakpXblyhdnHy8uLeDwedezYkRo1aiTXNNuKEDc3Nxo2bBjzm8/nK/RM6dy5s8x0CwsL5tjDw8PJxcWFduzYQWKxmD58+ECjRo1i8gqFQtqwYQNZWVmRi4sLAaC2bdtS9+7dycnJiYiIFixYwOTX1tamv/76S6K+Dh060I4dO0rVtVOnTtSpUyepdAcHB7Kzs2N+W1lZ0dGjRykyMpIGDBhAbdu2LXVqVVlkwoQJNHbsWOb4ZYUqCgkJkZrGN3XqVDp48CCdO3eOrl+/zjxLVDV9bteuXeTu7k49evSgo0ePUmBgYIl569WrR9bW1uTr60tdu3YttdwOHTpQly5dmN/clHJ2pHHjxmRsbEyfPn2ihIQEat68ebnKi4+Pl0p7+/Ytcy5Onz5NtWrVUsmxyDOlHCi735WDBw8y99uAAQPkmmLLUflYv349jR8/npycnBRqf+3atasQn0eWlpbk6urK/E5ISCAA1LRpUxo4cCDNnDmTatSooVCZPB6PWfssi4iICGZp1a1bt4iocNo28H/TuL+meJ8tS16+fEnJyckyt8nqp78lfn5+dOTIEerVqxfFxsYqff29vOLo6Mi8V86YMYNSU1OJiCgyMlLuMgwMDGj58uWs6F80pbxDhw5MmpOTEy1fvpzs7e2ZtCq1htvDw4P++OMPZh2koqKrq0vHjx8nAGRubk5OTk5KM5SVJe/fv5dK4/F4dPHiRbnLuHr1qtxrSsoiinTe2dnZpZbVqVMnmjt3Ljk7O1NsbCzXoVcAxQ3u48ePk0gkohcvXtCIESOYtdvt27enJk2aMPt8bXBra2uTtbU18/vSpUv0/PlzJv+8efMkHJr4+vpK+E5gU/T09MjCwkLp5RY3uImIXr9+TTk5OeTj40M3b96Ucq4i6x7V0tKic+fO0cSJEyU6bz6fL/XSfubMGSknXgDo/PnzzEuQsbExGRsbf1N3DQ0NcnZ2ppUrV1JcXBxFRUUp3aAtbnBfv3691HtdLBbTxo0bKSQkhGJiYhjj/NChQypvH0UGt7a2NonFYkpLS6MpU6bQX3/9RY6Ojky+Tp06KbQ2d+zYsfTjjz8yvzmDm12Jj49XyoB78TYBgLZv304tW7YkJycnGjx4sEodnarC4M7JyWF8ehR3fKSnp1fiPSvvelcO9eTz58/0+fNnmX5Xli9fLmHsqoMU3XP6+vpkbm5OBw4cYAau5ZXz588zbfbr9puYmChhwN+6dYtyc3OZ58Xs2bOl9hWLxeUyuMsixd9latWqVWGOZ4vLlStXSFNTk/E7s3//fuY85uTkSDmkK0kEAgHVrFmTlfb0tcFtampK//77L1lZWUnkq1IGt1AoLNMIzpYtWxgHO25ubrR169Zye01UlcgyBO7evSv3y6+enp7Kg9wr0+AWCATMl7QiIy41NZVSU1MpJydHha2q6lLc4I6IiCAioqdPn5KJiQlZWVmRlZUVRURESDixys3NpczMzBLl65et3NxcCecrRQb3li1bqHHjxkpri8r2+lseqV27ttS5FovFFB4eLvW80dDQoPj4eNqzZw8BhV7aL1y4QAYGBtSgQQPKycmhvLw86tmzp1Q9WlpaJBQKS/QC+vjxY4W/OtSsWZN2795NQqGQdHR0lP4MadmyJaWnpzOzHJKSkkptoyEhISQUCiU6byLFDG6BQFAmh5ZGRkZ04cIFMjQ0JFdXVzp69CiZmZmRubm5xHktenbJ62FfIBBI7M8Z3P8nOjo69PDhwwq9X1Xl7PT48eNka2tLgLR3ZWVL8f4TKPl5qGifbWhoyMj+/fvJxcWlRIM7JSWFdHR0aNSoUZSdnV3qV0MO9WXixIkyn2M7d+4kDw8Pme3qW++lfD5foi8pap9lfTaXJMHBwczsPHnl9evXzLHv2rWL1q9fT6mpqZSXl0e6uroSeU1NTSXShEIhbdu2jUQiEVlZWZGOjg4FBASU2GcXycuXL0ksFtPVq1dV9kyoaNHW1iZDQ0PS1dWln3/+WcpBY0UMkpelvTRo0ICxJ4sM7pycHKpXrx6Zm5tTWFiY1H5VymlagwYNMGHChG/m4/F4Euu4f/jhB/D5fPB4PISHh+Ps2bNYuXIlDA0NValumSgesL6Ipk2byu0MYfPmzWVa16lqDA0N4ebmxohQKISbmxsaNGiA+vXrw83NDWKxGImJiTA2NoaxsTECAwPx8OFDZn0xh+pwdnbG58+fkZiYiMTERDRo0EDCL4GmpiZ0dXVLlK/XA2tqasp06JWQkICcnByl6Ozi4oKjR48qpazywuPx8OzZM2RmZuLdu3eIi4vDw4cP8eDBA7i7u0uto6tbty6qVauGIUOGACi8b6dPn4709HSkpaUhPj4eGhoaEAgEUnXNnz8fHTt2xK1bt2Su2WrQoAETK1peEhISMH/+fIhEImRnZyM7O1uh/b+FQCBASEgIwsPDmfsfANLT0/H+/XuJvLm5uXjx4gVEIlG56mzSpAnWrl2r8H5r167FzJkzUaNGDTx58gTBwcGIjIzE8+fPGWebAFBQUACRSIRly5ahevXqJZYnFApRp04dFBQUKHxdvmcsLS0lfKhoa2t/cx97e/tyrVO0sLCAqakpACjtOfQ1PXv2ZNq0WCxGfn6+SuoB/q8NAoXPw+fPn5e7TG1tbXz58oWR/v37o169emjYsKHM/Hw+H05OTrCxscE///yDu3fvllsHjorl06dPSEhIYOLby8uOHTugq6tb4vZGjRrh0KFDzHvfs2fP4ObmhqZNm0o5Bi0PI0aMUMjP0dcMHToUUVFRMDY2xoULF6SeDSEhIWjSpAnzWyQSYfTo0YiIiGD6y7y8vBL77OLweDyYmJigRo0aZdZXnSAipKam4sCBAxAKhWppf3zNiBEjcPjwYcTFxcHNzY3xBaClpYXIyEikpqYqxalvpTa4Hz58iBUrVnwzn4aGhpSnxZEjRzLeAd+8eYO2bduiVatWKtGzPJT3Ig8ePFipDoXKC5/Px6BBg/Dbb7/h4cOHjPzwww948OCBRNrEiRMxcOBAxvviX3/9henTp+PLly8SDpY4Kh+JiYl48OAB5s2bh6dPnyqlzB9++AFdunRRSlnK4tGjR1iyZAmWL18Od3d3NGnSROolpmPHjowDMFm8efOmVAcq4eHhpXr0LgvGxsbw9/dXapnF+fDhA+zt7Zl73djYGMePH8etW7ekvM+mpKTg6NGjcHV1xbt377Bv3z6VGi0lce7cOeb/LVu2SDnKKWLatGl4+/ZtieXo6urKdFRY1fH09ES9evUAFBqOp06d+uY+ffr0YSIClAUPDw/Ur1+/zPurI25ubrCxscGpU6eU4gFZFocPH8aNGzdkeu81NDTEw4cPsWTJEkyfPh0tWrRQiQ4cquPgwYN49+4dzM3NFdovICAAWVlZpebp2rUr89yvVq2aXB/NVEnjxo0lHLh+TefOnaX67DNnzmDUqFGllhsXF4eIiAi0atXqmx/zXF1dsXDhQvmVVmMKCgqwb9++EiPUqDNFz67FixdLbTM3Ny+fwzQAlXpKuTKlVatWSlm/pSwZOXIkmZqasq6HPFJWByzykpCQQMuXL6fly5dTTEyMSuuqSuTn59Pvv//OTCkfOHAgffjwQWX1FV8P5ujo+E2nUorK7NmzWVmz9LWMHj2afv/9dxKJRBQXF0ehoaESDuW+liFDhkhNp+vatavEGu9evXoREdG///4rscykUaNGtHz5cnJ2dqaXL1+q7dIYWTJhwgSmbYhEItqwYQPFxsbSggUL6N69exJt5+TJkxQYGEgBAQEEgNLS0ohIselpzZo1o/DwcGrRooVCeu7atYuCg4OZuK+Ojo7k7e1NPXr0UGo8UW5KOSfKkBUrVlCnTp0oJiaGPn78KDOPqvtsjsrN+vXraePGjTLXcPv5+UmtZZVXLC0tadasWXTp0iXaunUr/fzzz8Tn86latWplchJWXnF3d6fbt2/T/v37KTAwkEQiERER3bp1q0xL3YYPHy7RB8+bN4+ISGJ6e6NGjcjHx4eAwinlRXzL4WlllMDAQIl2lZCQQHPnzqV27dqxrtvXEh0dLXUfbNmyhZKTk0koFFK1atWoY8eOEvso2mer/7f+CuLq1atsqyBB0dQUjsJ4wFyIHeVTUFCAzZs3Y/Xq1QAKYwhnZGTAwsJC5XXXqlULbdu2hbOzM44fP46XL18qXIaDgwN69+6NlJQUPHz4EOPHj4e7uzv69++vAo3lp3///kzIEltbW9ja2uLkyZMl5i8eCqyI//77T+L3jRs30KVLF/z6668wMzPDx48fAQD16tXD7NmzceXKFSUeQcUjEAgwfvx4AMCwYcNKnCYcGBiIESNGKBx20dDQEH/99RcaNWoEd3d33LhxQ679/P398eDBAzx79oz5wv3y5csytVeOqse4ceNw69YtPHr0SCJ90qRJ8PPzw6BBg5CamqqSukeOHPnN6awcHLLo1q0beDweGjVqhM6dO+PLly/MtpCQkDKX++HDB6xYsQLHjx9HcnIyPn36BACIj49X+iwteahfvz4ePXoEDw8PzJ49GwsXLoRAIEB4eDgePnyocHk7d+7E3r17MXjw4BLz1KtXD7Vq1cKlS5fKoXnlJDk5GU+fPkWLFi1w4cIFttWRokePHhKz5+7evYs9e/agoKBAKW20Shvcenp6OHjwIDZs2IAaNWqo1TTl+/fvl3nfli1bwsfHB0uXLlWiRhzfG5qamggODka/fv0wfvx4zJw5E9WqVauQuq9fv44HDx5AIBBIdOaKYGBggIYNGyIxMRHv3r2Dj4+P3IaUKvD398eKFStgY2Oj9LI/fPiA0NBQjBkzRmob/f841W3btpUrxqo6IhKJ0K5dO1y5cgX29vYAIBF/u23btvDy8oKZmRnc3NxARHj+/Lnc8dI1NTXh5eWlsF729vZISkpCaGiowvtycDg7O+PFixcSaYMGDcKSJUtgaGgIXV1dHD9+HG3atFF63SVN6bx69SoGDBig9Po4vh/s7OwAANWrV1dJLOfo6Gill1kWinyt1KxZk1ke8eDBA8ydO1ehcsaNG4eEhAScOHECc+bMYdLXrl2L5s2bS+Q9efKkypZ6qDOZmZno3LkzmjVrxrYqJRIWFobc3Fzmd3BwMObMmSPxLlIeqrTBzePx4OXlhQ4dOoDH4+H169c4ffo022qVG6FQiFmzZuHNmzcyv55xcACF7b9ly5Z4/fo1BAJBhTq3UIYjrkePHmHUqFEgIojFYhARatWqpRwFy4C+vj6sra2RnZ0NLS0tCAQC5OfnSzzAS4PP50NPTw/5+fkQi8VyGc8HDx6Ek5MT8vPz8e7du/IeAmsQkdS65xYtWiAkJATJyclwdXXF7NmzsWjRIgBAVlYW6tevj27dusHZ2RlBQUEq0SsnJ0fu68fB8TUzZ86UWv+5f/9+HD58GECh4eHs7AwNDQ1oaGh8c/2rohQ5ZMrNzWUcrdrZ2clce60OZGRkQEtLC0KhEJ8/f2bS9fX1oaWlxaJmVRMfHx9mNtX3BI/HQ5s2bbB161YAhV/0z549C6FQiJycHObLu7xoaWkxAxNv3rxh0lNSUtCjRw8J55iyHB6LRCJkZGSU5VDUkqJ3meLY2dnh8+fPam1wf42NjY1S34srtdO08pKRkYHWrVtDQ0MDCQkJSEtLY1slpXD58mUsWLAAjo6O8PT0rNLTyp48eYLbt28zUpozo6oIj8djXnAqG0QEkUiEgoICZgSSDWdaQKEjrNq1a2PevHkwNzdHXFwcgMIpSTNmzJCrjJo1a2L//v3o168f2rZtK9c+YrEYCxcuLNGBV2UmPz8fVBi6Enl5eRJeyokI+fn54PP5Kn2+rV+/HocOHVJZ+RzfN8WfTUUUDabl5eUhMjISeXl5aNOmDbZs2QJPT89SvTwriqmpKd68eVOqU0Z1IC0tDbdv38bcuXMRHR2N/Px8WFhYwMHBAX5+fmo5/bQqwFZ/qmratm2LixcvMl60CwoKoKGhAZFIhKioKIXL+/vvv5lBtK8RiUTf/EL68OFDLFy4sFTnbZWJ2rVrY9++fRJpeXl50NHRQZ06dVjSSj50dXXh6ekJT09PpUeuqtIGd/FpVXfu3JEYmVIXyrMedf78+bh9+7ZahjuTByLCzp07cfz4cYX2S0hIwPbt27F9+3b06NEDzZs3Z6R4WCCRSITt27czazMvXLiA7du3f7edDIfqqFevHubPnw9PT0+pafnR0dFyeWJPT0/H2bNnsXv3bpw5c0ZmngsXLpR5Cr668ezZM7mmFhoaGmLkyJHw8PCQSDc2Nka7du3kqksV6/p9fHzK5SGbg6N79+7Q1dVFgwYN4ODggNu3bzOe2svK3bt3mQE/AIiMjGSWl3Xu3Bl6enoICAgoVx3KJj4+Hps2bYK/vz/q168PPp+PESNGYN68ebh9+7baRZ+oCly/fh0fPnxgWw2l06dPnxKXCKWkpOCHH36oYI0KcXJyKjHU3veAUCjE9OnTERQUBHd3d7UIg1arVi2MHDkSI0eOhKGhIYYPH45Zs2Zh7969GDdunPJ1VMjFmpqgLI+nEydOpN27dzPlKttrsjIkPj6+TPtNmzaNOS4TExOV6qgqj6disZi0tLTIwsKCdu3aJfd+7969o9WrV8uUq1evMvny8/Np9erVdOLECSIiOnXqFK1evZry8vKUfizqSH5+Pk2dOpU2bdpUIfXJ8nhaFpkzZw4JhULW780iWblyJe3bt49u375NFy5cIF9fX3r9+jWlpaVRv379WNdPnWXjxo1ERJSXl0c1a9aUaC8eHh6UnJxMRESRkZE0ZcoUevDgARERpaenk4uLCxERzZ07t9Q6eDwe5ebmMuVOmjRJKbp36dJFIpKEm5sbdejQoczlcV7KC+Xnn3+W8tr/PYu+vj716tWLGjduTFOmTKHff/+ddHR0lFL2+vXr6ebNm8zvCxcusN0UOCoJY8eOZf3eUIU8f/5c4jj//fdfCgoKotTUVBo3bpxU/gULFhCPx1OJLi9fvqSMjAwaMGAA6+dFmWJkZETdu3eX8FK+efNmEovFzO8ePXqwrme/fv1ktv2dO3cSUBgdxsDAoMT9Fe2zq7TBLRAIaNSoUUREtHXrVqWGeFGWKBrCpkhq1KhBbdu2pWfPnqnU4ObxeHT58mWVXOcigxsAWVlZ0f79+1VST1UlJyeHgMIQVBWBsgzuZs2aqUX4ryLJzs4mIqL4+Hh68+YN+fr6UmxsLPXs2ZP+/vtv1vVTZykyuHv16kXa2to0c+ZMIiIKCgoiAwMDxuAuCl1X9AwQiUR069YtImLP4P5a+vXrR7/++muZ9+cM7kJ58OABGRoast422ZImTZqUe0Bx+fLlZGNjQ7m5uXTz5k3q0qUL9e7dmzO4OUqkoKCA2rdvT23btqXVq1ezbnCbmZnR+fPnGXFxcSl3mUuWLKHMzEyJ454+fTo1atSI4uPjZd53ZX0Hl0eaN29O3t7erD9zVCVfhwUrYtu2bWRubs66ft8yuL8lnMGtoAiFQrK1tWVGMVQ1ksWWWFpaquSYeDwe8fl8unv3rsSolTIRi8X05MkT4vP51KdPHyb2Lof8FBQUlHh9ZBncBQUFTCzK4r9LE7FYXGpaQUEBzZo1q1LFiJZXLl26RG5ubsz5WrhwIWlpadHr16/p/fv3dPXqVdZ1VGfZsGEDicViJra4lpYWzZ8/n4YOHUoAKDk5mWJjY5ntxQfdxGIxnThxotQRaEDS4N63bx/p6emp5Fh0dHS+qUtpwhnchaKqPqsqyenTp8ne3p5yc3MpJyeHkpOTKSUlhXJyckq9Tu/evaOBAwfKfJ6HhobS77//XkEtpmpS1N+W1GcX9asFBQVM/vbt29OXL1+Y9IKCAho1ahRFR0eTm5sbRUZGkq2tLSOxsbEkEono7t27Eulv374lgUBAQOHsT7YNbltbW4ljT0pKopiYGBIIBGV6PsyaNYuysrKkzue0adMIAL169UqtZs5VVuHxeFSrVi3asWOHlMEtb59dUaKjo0OrV6+Wuuc4g7sYyjS4i4uJiQnduHHjuzQMlCUaGhpkbW1NmzZtovz8fIlGmpGRQfHx8XKLPAa0WCym/Px8CSOQo3Ryc3OZc9y8eXNKSEiQma/I4Pb19WXyu7q6kr6+PvN75syZJBAIShShUEjh4eFS6ffu3SNNTU0SCARq0XmrSqysrMjExITy8vIoJSWFpk+fTgDo9evXlJSUpDZf4osMVnUTPp9PJ0+elJhdxOPxmBeq5ORkEovFdOzYMdLT06Njx44x7TcyMlKu81vc4N6yZQvrx1yScAY3J2UVHo8ncQ+dPn2aPD09JWZ2fAuxWEx37twhoHD2n6mpKdna2pK9vT1dv36d+Hw+/frrrypsJVUPsVhMCQkJTH87fPhwEggEpfbZAoGAOnbsSPHx8dS7d2/megkEAurevTvNnDmT+SBiaGhIDx48kGgrfD6fBAKB1LOzyNhu1aoViUQiVvtsPp8v1XY/ffpEIpGI8vPz6b///lO4zKVLl9Lnz58pPz+fKXPnzp1MX1N0/JyUT+Li4sjLy4tOnjwpYXAXFBTQpUuX1OadqEh4PB4JBAK6fv06cx/KOzNR0T678rkmVhG1atXCnDlz8Pvvv3NOs0pAKBRi1KhR2Lhxo8ztO3bswOTJk+Uu79dff8WSJUtKzcPj8RTyoJ2bm4tbt24BAOrWrauSmMjqztOnTzFlyhS8ePECCQkJJeYrOk/nzp2TcvSlSDxuNzc3qbQmTZow/38dFkcdcHNzQ2RkpITn6yJatGjBtLk3b96U6EzR1dUVoaGhmDx5Mh49eoS5c+fCyMhIIo86HDuPx8OGDRvQt29ftlWRQiwWo3v37hJp9JVHVx6PBwsLC0ybNg0tWrSQ2p+Do6qjq6uLdevWYcGCBYwjwtu3bytURkFBAWbOnInWrVsDKOyfO3bsiJycHOjo6Chd5yKK99lFtGjRokrEKiYi1K5dG3Xr1sWjR4/k2qegoABhYWESfXRR2KmTJ0/i5MmTTNkikQgPHjyQ2L+kZ2ZRGTweD0lJSaW+OzRu3BgRERES4a6UTfHoE8+fP0fv3r1x6dIlWFhYgM+X7e/Z1NQUBgYGMvvs2NhYdOvWDRMnTkStWrXQokULJgoGAJUeS1Xi0aNHOH/+PNasWSORfuHCBXTo0IElrUqGiFBQUICWLVuqvC7O4Abg6OiIIUOG4O+//0bfvn3x33//yXwRVzZNmjRBcnIyYmNjVV5XeRkyZAhsbGywYsUKtlUplU+fPsHHxwcAMGjQILRs2RJ8Ph/jxo1T29ijyqZRo0a4fPkyxo8fj02bNsnMc+jQIYwYMULlutjY2KB169a4ePGiyuuSFx8fH3Tt2hULFiyQeZ/7+/szL5inT58u0eAOCgqCra0tevbsCQASnsXp/3vYVweISC2NbUVo0aIF0tLS8PbtW1hYWGDHjh3w9PSUa98hQ4aU+ILGwfE9kJmZiRUrVmDXrl0YN25cifmOHTuG+Ph45nf9+vXRunVrHD16FImJiRLe/F++fImXL19KfIC4f/8+Xr58CUdHR4l8qampaNKkCYgImzdvhqmpKfr16yeX7kV9doMGDeDt7Q0A8PDwqBIGNwD89NNPGDVqFFatWoXLly+XGJbq0KFD6Nixo0JlZ2VlYcyYMQrrdOzYMcZwL06jRo3QokULODg44NmzZ8jOzla47LKwYsUKREVFYceOHdDX1y/xHHl7e6NJkyaYN2+e1LaimNs3btyAiYmJRJx3DuXh7++Px48fIzAwEIGBgUx67969WdRKGlNTU/Tv3x937tzB/fv3K6ZShb6HqwnKnp7m4OBACxYsoAYNGlToVAZ3d3eqVasW61Mq5JGYmJhSr0l0dDS1bNlSoTJlTU+7e/cujR07lsLDw4mIKDMzk5YsWcJsX716NX369InS0tJo7NixUt7L4+LiJOqYPXs2bdmyRWXrzNWZK1eukIODAyUkJFBycjKNHTuWkYpyWNG6dWsiYtfjKY/Ho6CgIAJAPj4+FBgYSJaWliXm19DQoI0bNzLi4eEhM1+nTp0oMTGRrK2t6e7duxLbYmNjVbYebMGCBVVi2cucOXOk1pxu2rSJxo4dS5s3b6bIyEi5yin+7Hr69Cn5+PiwfmyyhJtSzklZZOHChaShoUGNGzcmIqKZM2fS6dOnZV6Hr9u+i4sLjR07lqysrOSuz9fXV6Iv8fX1pSZNmtDYsWPphx9+IIFAQObm5hJ5xo4dSykpKbR8+XIpnTIyMmjjxo107do1lbbBysCVK1do48aNlJmZScnJybRq1Spm25EjR5j3IVW2p9atW9P69etlbmvQoEGFvD/w+XxmGeGFCxfIycmpxLy//vor6ejokKWlJYWGhtKiRYu+Wb6mpiYtWbKEgoODWb9/vzfR0tKi58+fEyDpNE1fX5+AQrvHz8+PdT1dXV2JiCrU0WmVN7hr165N169fp3fv3qllWDB1kFWrVjGemL+mV69elJSURK6urgqXa2trS15eXhJSt25dAkBOTk7k5eVFTZs2JT09PWa7sbExubu7U5MmTQgodLBz+PBhRp+vDe6bN29WVLNUSyIiIig3N5fevn3LSttRB4Obz+czx29tbV2qsQ2ATp06JdEmS4te0LhxY9LQ0KB+/frR9evXmfAeHh4edPz4cZUcj5ubm9qtg1KFNGzYkL58+ULv3r2jmTNnUnBwMP3zzz9Uu3ZtatOmTZkMbiLVeSkvr3AGNydlETc3N+LxeIzBHRsbS58/f5Z5HdgcbPLw8KDmzZtXZLOr1Lx9+5bat28vlf7ixQuVXqevDe5jx46x4sSwefPm5OXlRfb29qXma9iwIQkEAqpbty4RkVwGd1F75Axu5UvRswj4P4N7yJAhxOfzyd7enp49e/bNyCIVIUUG95s3b8rsKZ4zuBWUojjPFhYWVeKrkaLC5/PJ3Nyc3r59K3UdevXqRXw+n/VwamvWrKG8vDzKzs6mhg0b0r///ktjx46lpKSkKhNTuzTEYjHFxMSwcm00NDTIwsKC9bi6irRRMzMzqlu3Lu3evZuEQiHzsvHw4cMS9xEKhWRhYUH6+vrE4/FIKBSyfl98D5KQkEBmZmbk5+dHixYtIkNDQ7p06RJZWlpSeHg4de3aleLi4kqNf11kcIvFYtq5c6fSYhyXVwYPHkzDhw9nfnMGNyflkSZNmpR6DUQiEbVp00ZqPz6fzzyzBAIBtWnThhISEsjf35+AwnekxMRESkpKoqSkJIqPjy/1i2NpIhQK6aeffmK8bIvFYsrLy5NwZMVRSHGDWyQSUV5eHmVkZKi8XylucAsEAnr9+jXxeDxq3bo1LViwQOJastHOi7yUy3L6ZmFhIXcUCnd3d9q2bRvT/tm+f4vfi2zroSzR1dUlCwsLEggEpKurS58+fSKib4fyVHX7efjwITVq1IiOHz9Oq1atKnNMcM7gVkD09PTo9OnTrDdKdZZffvmFMjMzpaZkJycnU/PmzZl8WlpaUvG+BQIB2dnZkZ2dHenp6ZG1tTXx+Xwmzc7OjnR1dZWiZ5FnY3d3d0pISKiSU8hLIj8/nzUPnLLahbqLlpYWxcbG0uvXryk2NpaZ/iRPR/jHH3+Qr68vF2JESRIfHy+VVnSv16xZk+zs7KhmzZolGtEWFhbMYOHNmzdZP57ioq+vTzVr1mQGejmDm5OyiqGhIWPEFkckEtHr16/p9evXNHLkSJn7Llu2jNzd3enevXt09epVatWqlcQ0S01NTaaM169fK2Um4Lp164jo//omLy8vSk5Oruhmqba8e/eObt68SS1btqTk5GQaMWKERPQGVYqnpyctXryYANC1a9eY5Qbe3t4S7eL9+/cV3s41NDTo5cuX1Lp1a/rll1+UUuacOXPI399fLbyUz507V+GlmZVBbGxsSF9fn3kvZ9PgjoiIICsrK4qNjaX169fTzJkzydfXt0xlcQY3J0qX4uvBUlNTKSwsjHr27CmRp0GDBlJTNS0tLSksLIzCwsKoffv2tG7dOjIxMaEzZ84w6a1bt1aannw+n/bs2UMNGzaksLAwiouLY7GVqg/nz59nbdS0tPVglVkcHBxkrmNbuXIl+fr60q5du9SiA6/skpiYSB06dCBfX19ycHBg0rW1ten69etEVDjFsvjgX3Ep/uxSN4Pbz8+PwsLCyMXFhQDO4Oak7GJkZMSc6+joaKZ/PXz4MOu6fS22trZMeL/8/HzmS2XPnj25PpuI7ty5IzFIPXXqVImZMKoUTU1NZrkeALp+/XqJISX3799f4W1HIBDIHSNZEQkLCyM7OztW7od27dqRp6cnK3VXlGzatIl69uzJ9NlsGtybN29W2oxLzuDmROlS9NKalZVFkydPZl0fWRIQEEDTpk2TMCz79etH8fHxLLdW9lHEIY4yRU9Pj3755RdmauL3JF26dGEMpeLSvXt3qlOnDis6jR49mqZPn06DBg1i/fwoS5YtW0afP3+mo0eP0tKlSyW2ubi4UHR0dKmj0+pscH8tnMHNSVnFyMiIEhMT6b///qOZM2eyrk9pMmbMGKZdFBQU0IwZM2j69Ok0ffp0unXrFoutVD34+gtnRRrcNjY2dOnSJeb3pEmTGGdX6iZNmjShevXqydzWrVs3habejx07loyNjStEbycnJ6a9T58+nfLz8+nOnTsEgNq0acOa4a9qSUhIkKvPrkzCGdycKF18fX1p2LBh1L9/f9Z1KUkuXrwoMVpeJMWdpkVERND+/ftZbLnswJbBbWNjQwkJCTR06FDW20dFyYABAyg4OJh27NhRIY7NmjVrRsHBwRQcHExpaWmUnp7+XTl/LPJ4Wr16dcYRS5G4uLjQoUOHSt3/9OnTJBaLacqUKZzBzSJcn61aCQ4Opk+fPtHy5cvL5MC0SMzMzCg4OJj69+9PY8eOpeDgYNqyZYtSdPzrr7/IwcGB+crFIZuQkBAyMTGhHTt2UHBwMN2+fVvC4La0tKTg4GDq27ev0tvR1wZ3aSIUCmn58uWstfmZM2fSkCFDZG47cOCAzAFxWVLUZ6t6bby2tjYFBwfT5cuXJa538T67SZMmZGNjw9o5VaUEBASQkZGRTD8SbMvUqVPL9J7MGdycVEm5ePEiicViCgkJkUgvMrjfv39Pjo6ONHPmTJZbb8XDpsFNRN/llPKSZOXKlUREFWL0Ojo60qtXr5jrLBaLJaYDfg/C4/FKNCBcXFzo8+fPNHr0aJnbp0yZQqmpqSQWi+nSpUvk7OzM+vGUJpzBzUlZJSsri4iIdu/eXa5yNDU1ycPDg2xtbalWrVoUFRVF2dnZMvPq6OjQgQMHpNINDAyk9Dhx4gTl5ubS06dPWW6JlYNHjx5J+KGJjY2lu3fv0t27dykiIoKIiOLj45k0ReXcuXPMtZk5cyaTHh4eTpcuXaK+fftS7969S20rWlpalJ2dTatWrWKlzVtZWZGpqalU+ujRoyk5OVlug7t69erk4eGhcqfJBgYGUte5R48e1KhRI1bOHyf/J8eOHSvTzERF+2whOBj+97//oWPHjrCxsUFeXh7b6nwX8Hg8aGpqIj8/H2KxGACgqakp8/zKStfS0oJYLEZ+fj4AQENDA3w+H0SE/Px8CAQCiEQipq5OnTohOTmZ2d/Q0BAAYGVlhdu3b0NbW1slx/m9wePxmHMrFAohEAhARMjLywOfz4eGhgaTtyj9azQ1NStSZbVAJBKhV69eOH36tErr0dfXx927d6GtrY2cnBwAgJeXF8LDw1Vab0VDRHjy5InMbc+ePcO0adNQo0YNmdurV68OIyMjEBH69u2LT58+qVJVDg5WuH37NrS0tJTyzsLj8WBmZoawsDBMnjwZXl5eiI6Oluibi/qD58+fw8bGBtu3b8cPP/wAoVCI69evo3bt2jAwMICfnx9TrpGREQQCAZydnbFnzx7k5+dj5MiR5db3e6Vhw4YSv2vVqoVatWpJpNnY2MDGxqZM5YvFYuY9SVdXF9ra2kw/fufOHVhZWUEkEoHH44GISixHS0sLjo6OZdKhvCQlJUn85vF46NatG9auXYsff/wRz549k6ucuLg4xMXFqUJFCZ4+fYonT56gVatWTNqXL18gFouZ9+QFCxYgNDQUly9fVrk+HBUPn20F1Im0tDQJY62yY2lpCS0trQqpS1tbG46OjnB0dGSMWqFQiOHDhyM7OxuDBg0CUPiAfvz4sdT+9evXx+PHj2Ftbc2k1axZE6mpqXjw4AGsrKwAACdOnEB2djbi4+PRp08frF+/Hubm5tDR0QEA8Pl8mJqaMiIUFo4pCQQCmJqaQldXV6XnQR3h8XhwcHBgro880qlTJ5w8eRKOjo7477//kJ2djU+fPsHR0RFTp05FdnY2IwkJCVL7161bFy9fvkR2djY+fvzI9ikoMyYmJtDX15c7/y+//ILjx48zg0uqwt7eHm/fvoWOjg4j35ux/S2EQiF4PB4+f/4stU1fXx/GxsYAgNevXyM1NbVilePgqCAMDQ0RERGBxo0bSxkhsqhZsyYEAgFsbW0BABYWFtDW1kadOnWQlZWF0NBQmJqaYs+ePfDx8YG2tjaePXvGPNuPHz+O7Oxs2NraQiAQwMrKCn///Teys7Ph7u4OExMTCIVCiX5YIBAw9Q8ePBgjRoxQ1engkIPi70lF72tisRht27aFvb09XFxc0LhxYzRv3pxlTeXD3t4e7du3x/Hjx6GjowMDAwPm3U8dsLOzg4mJCQQCATQ1NZGSkoKUlBSIxWI4ODigZ8+eyM7OxuzZsyEUClGzZk22VeZQBWWc8cIq3PQ0+SQ4OJg8PDxUXo+fnx/Nnj2buT5eXl7E4/Fo5MiRTNrKlSupa9eu1Lt3b4qLi6MmTZqQo6Mjde3albp27cpMibt69SqTVtxj6YULF6hr1650//59ibYQGhpKJ0+eVHGLq9zY2trKDBlTEci7HkxdZe7cudSvXz/W9fhaMjIy6NGjR6zrwabY2dmVGBpm8ODBTBusVauW0usuenYp06EQN6Wck7LIhg0bFJoO++bNG6pevTpdunSJatasSaGhoTRz5kxKTU1lu5lwsIhYLKZdu3aRq6srjR8/niZOnFjqMhwtLS0Si8V069YtheOy16tXr0Tv54pKq1atKCMjQ+JY7t27p1bOx6KiohjdLl26JBFxIycnR0L39u3b0+vXr7mwohUoc+fOpWrVqim8H7eGmxNGgoODad26dUpzgS9LpkyZImXMeXl50fTp00uNhR0VFUVhYWGqbiocxBncisioUaMoMDCQAgMDqW/fvuTj40P169dnXa+vpSSDW1tbmwIDA6lbt26s66hqMTc3L3GdYaNGjWjp0qW0dOlSlXif9fHxoaVLl9Kvv/5KGhoaSimTM7g5qQiZNWsWBQUFUUxMDB0/fpztpsHBApmZmbRjxw4iIjpz5gy9fv2aRCKRQqEsiwxuImLidssrf/zxB3Xq1Ekp7fnrjzBEpFaD5P7+/pSUlCShX2hoKAUGBtKcOXMoPz+fST979iw5ODjQzz//XCFOVzkpn3AG9/+XHj16kLe3N+sXhE0JDg4mIpKI6VgWCQwMLHE0UlbczHPnzlF2dnZFNwuOr9i8eTMFBASQnp4eZ3DLKcU772PHjrGujyz5888/KT8/n1JSUqTC9B08eJCIiHbs2MG6nqoWQ0ND8vLyYlWHyMhI2rNnj1LK4gxuTipC+Hy+xEt+Efn5+dS/f39asmQJCy2EoyLJycmhs2fPEhHR/fv3KSkpicRiMW3atEmhdjRlyhS6d++ewoPSjRo1Imtra6W0568N7sOHD1P16tVZv8+K5PDhw3JflwcPHqjlAD8nsoUzuP+/mJubV1hcPXUVZRncp0+fpqioKKkpLtu2baO8vDyWWwNHSYwbN44AkEAgYMXg/vDhA9WuXZv1+0ARKd55f/nyhSZOnMi6Tl9LnTp1mCUYKSkpFBERwUhBQQE9fvxYrV44vmeJjIwkDw8PcnR0pIiICPrhhx/KXBZncHNSEVKSwS0WiykiIoJiYmJYaCEc6sD79+8VakuamppUs2ZN1try0qVLmb6wiEWLFrF+jxUXRQxuIqJXr16xFlmGE8WE81L+/+E80v4furq6SElJKTXPzz//jOfPn+PcuXPIysqClpYW8vPzwefzMXDgQBQUFKCgoAB6enoAgNzcXNjb20t4qy4OESE7O7tKOiljC7FYjOrVqyM9PR1A4TXg8/msXYP8/HzY2Nhg4sSJmDFjBis6KMLmzZvRqFEj5rehoSH+/PNPxMfH499//2VRM0n27dvHOGUzNjZmnIMVkZ2dXSFeVzkAT09P8Hg8hISEICgoCNWrV2dbJQ6OMsHj8dCgQQO21eBgEWtra6SlpSE4OBiBgYHIzs4u1QFoXl4e3rx5U4Ea/h8aGhqwt7dnHOYWMWvWLERFReHkyZPIzMxkRbfyULt27RLfqzkqN5yX8irAq1ev4OrqChcXF7i4uDChsng8HlxcXFCjRg388ccfGDFiBNLT02FpaYnr169jwIABCAoKwsmTJ9G8eXO0aNEC6enpSE9Px6JFixjjWxYikQi9e/euqEPkQKHn0YiICNjZ2cHAwAAzZsxAo0aN8Pz5c/D5qrvVRSIRYmJipNI1NDTg4OBQaUKxaWtrS3jTBQq96teqVavCvP3Lg56eHhwcHOTKW7NmTbXy1vq9kZWVhezsbIwaNQr/+9//8Mcff7CtEgcHB0eZ4PP5MDAwwKRJk/D8+XP07NlTqk9UF6ZOnYqBAwdKpWtpaWHfvn1IT08v9R21IrCwsGDet+Xl9evXTBhcju+L79bgrlu3Luzs7NhWQy3Q0tJCZGQknjx5gidPnmDBggXo06cPBg0ahMjISPz1119wcXFBtWrVmH1MTEzg6emJGTNmwNvbG2FhYbh27Ro+f/6M+/fvIzAwEJ6eniXWqaGhgTNnzlTE4XEUw9zcHE+ePMGOHTuwZ88ePHz4UOV1ZmVlYevWrVLpFhYW2Llzp8rrVwZ169YtMRTHqlWrMGHCBLV58Thz5gy6dOkic1teXh7Onz/P/B42bBiMjIwqSrUqiaamJgIDA9GsWTO2VVF7zMzMJGaRcHBwqB8xMTEYPnw4PDw8WDdaZWFlZSUVqzw9PR2HDx9GZGQkeDweeDweS9r9HxMmTECHDh2Y36mpqbh9+3ap+4wZM0au8H4clRBF5p//888/1KBBAzIwMCADAwNq3rw5hYSEMNuzs7Ppxx9/JFNTU9LT0yN/f39KTEyUKOPNmzfk5+dHOjo6ZGFhQTNnzpS5nqg05FkPNmvWLBo8eDDrc/zZlKI13N8iKiqKLl++TESF67hWrVpVYt53797RiRMnFLpeHOzw33//0aJFiyg9PZ1VPe7evUtNmjRh2qWRkRENHz6c9fujuMycOVNC548fP9KePXsk0vT09FjXs0h+++03SkhIoAMHDjD6/fnnnzRjxgzWdatqoqmpSRs3bqQDBw6UqxxVrOFWtz67Ro0a1LFjR9avWVWWWbNmyfTpIRKJ6M8//yxbQ+P4rli/fj3r7bQ06dSpk5TOz549IwDk7e1Njx8/JiL2++x58+bRvn376MOHD0RE9OjRIxowYECJ5z0kJEQlYSw5UY2o1GnaiRMn6L///qPnz59TdHQ0zZkzhzQ0NCgyMpKIiMaPH081atSg8+fP071796h58+bUokULZn+RSET169cnX19fevjwIYWEhJC5uTkFBgYqpDRncJcujRo1olGjRsltcHNwqJrw8HAmVqeOjg41b96c9fukuHxtcKenp9Pff/9NPXr0oKtXrxIR+513cTly5Ag9evSIbG1t6dChQ0RElc5BXUXI/PnzydLSUqV16Ovr0+vXr8nDw6Nc5ajC4Fa3Pnvu3Lmst4mqLrIiixAR5eXlUa1atcre2Di+G9TZ4La0tKQbN25I6VxkcAMgDw8P6tGjh0JhzlQh8+bNI39/f4qKiqLMzEwaPnw43bt3r8TzPm3aNNbPLyfyS4V7KTcxMaGtW7dSamoqaWhoMC9/RERPnz4lAHTz5k0iKhy94fP5EiPoGzZsIENDQ8rNzZW7TnkMbhMTEzIwMFDKSd2xY4fSQhhUhOjq6pKFhUWZDG6xWCzxwsXBURyxWKyQFDF37lwmHryNjQ09e/aMZs+ezfq9AhSOiBeNQBfXuygsmI2NDT1//lxtDO7//vuP0tLSGO+w5ubmdPHiRc7gliG2trZS0RWULTweTymeeivKSzmbffbJkydZbxNVWXbt2lViZBHO4OYoIiUlhQICAlhvr7KkpDZa3OBWFylucH/58oUaNmxY6nnnDO7KJYr22WVew11QUID9+/cjMzMTXl5euH//PvLz8+Hr68vkcXZ2hp2dHW7evAkAuHnzJho0aAArKysmT6dOnZCWloYnT56UWFdubi7S0tIk5FukpKQw3ppLw9XVFbt27So1j7GxsUqdTimbrKwsfPz4sUz78ng8iTWgZYWI5LpOHKohNzcXubm5peYhIqSmpiok169fh66uLlatWoXBgwfDxsYGurq6MsXNzY2pKz09nXEEYmZmhtq1a0NfX1+Vp0Bu7ty5gw0bNgAAOnbsKPXcSEhIQP369dXG4+nw4cORmJjIeIf99OkTPnz4UKo32arK+/fvIRKJVFb+pUuXYG5ujuDgYJXVoSzUoc/29/dX0dEBAoEAY8eORVZWFrKyslCvXj2V1aVMDAwMSt0+efJkxMfHIyEhAfHx8bh06VKZ6xozZgxevXoFIpLaJhQK8fTp0zKXzfH9ICv6hbLo06cPxo8fX6Z93717V2naaPfu3cHn83H27Fnw+Xw0aNAAd+7cYVstDhZR2H3t48eP4eXlhZycHOjr6+Pff/+Fi4sLwsPDoampKXWTWllZITExEQCQmJgo0XEXbS/aVhJBQUFYuHChoqrKRW5uLt6/f19qnqrkbZuI8OLFC6nwIESER48eSb3U83g8uLm5STmoEIlEGDRoEE6dOsWkPXv2DDk5OWjUqJFaOLSo7GRmZiI6OlrmtsOHD4PH4yEwMBCxsbEyvV7m5+ejefPmAArvw+JO80qjXr16MDMzw759+xAZGYmhQ4fi+fPnMDc3h1gsRmpqKuzt7fHgwQNmn9WrV+POnTvIzs7G/fv3cf78efz2229lOGrloqmpiTFjxmDevHkAgLNnz8rMl5eXV5FqlcrGjRulHMb079+fJW2qNj4+PgCAtm3bsqtIKahTn61K77uNGzfGpk2bmN+RkZHQ0tJS6YBLeREKhYiIiIC9vX2JedauXYu1a9cqpb68vDy4uroiNzdXKnoBj8erNBElOCovR44cKdN+devWhZ6eXqVpo+np6UhISMCOHTtQUFDAhFiLjY0t9X7n+H5R2OB2cnJCeHg4vnz5gsOHD2P48OG4fPmyKnRjCAwMxPTp05nfaWlpqFGjhlLK/vTpk4RR+D1SUFCA//3vf8xvb29v1KpVCwcOHEB+fj7s7OxgZGSEx48fAwAmTZqEffv2wc/PDw8ePEBUVBQAYMSIESgoKJAou0+fPjhw4ICUB2cNDQ3mvEZFRUFbWxt79+5FXFwctm/frsrDrTIkJiZi4sSJuHXrVol5unTpgr59+zJeL52dnZGXl4e6deviwoULTL6RI0ciKChIYR22b9+OCxcuYPXq1Wjbti1yc3Nx7969Er16jxs3Tm0GW3g8HiZMmIBZs2bhwYMHcHd3Z1sluQgODpYyXHx8fHDv3j1kZGSwpJV607t3b7WKpV6RfE99tr+/P44ePVri9levXiEvLw/16tXDv//+Wylmfejp6WHw4MF4+vSpxCAlBwdHIc2aNcPu3bthYmLCtipyYWBgAFtbW2RkZKBGjRro06cP/Pz88PHjR4SEhGDixIlsq8jBAgob3JqamnB0dAQAeHh44O7du1izZg369++PvLw8pKamSoyYJyUlwdraGgBgbW0tNaWiyBAoyiMLLS0tlcXBFQqFleYmVpQDBw4gMjISBQUF+Ouvv5j0bt26wdnZGWvWrEF+fj7q1KkDc3NzZhohUGiADRs2DJcvX8bdu3dLrMPS0vKbBlRGRgaICIsXLy7/QXEwODg4YPPmzQgNDQVQOAshMDCQecn09/dHrVq18NtvvyErKwtA4T2bm5uLxo0b49ChQ8jJyQGAMoc0WrVqFQBIfM3q1KlTifnVKdwFj8eDpaUlM/21MjB06FDY2toy1xwAOnfuDA8PjwoJAVcZ4fF4WLduXZU1uNWpz65VqxYaNmyIEydOlOlYSqvz3bt3mDRpEnJzc7Fp0yZ8+PDhm+V5e3sjJycH9+7dK5M+ysDMzAx79uzBqlWrVG5wjxs3DgcPHlRpHRwcymbMmDGoU6cO22rIhYaGBlatWoUxY8YwaTweD+vXr4eenh5jbG/fvh3Pnj3DsmXLpGabcHynKLTiWwZt27al4cOHMw5YDh8+zGwrcmLwtQOWpKQkJs+mTZvI0NCQcnJy5K5THqdpVVEEAgGFhITQsmXLKqS+33//nUJDQyWcY3Gwh1gsptDQUDp9+jSdPn2a3r59y7ZKEnh5edH79+9p2LBhFBYWxvr9AhQ6YLl79y5t2bJFSt8ip2nqJIcPHyZnZ2eJtGXLlpGfnx/ruqmztGnTRu68AoGAuYdOnz5N7dq1qxAdK8ppGpt9tre3N61Zs0bl5/Ls2bMkFovpzJkztHLlyhLzTZ06lR4/fkx169ZlpV0KhUImRFdsbCz5+voqpdwlS5aQlZWVRNr48eMpOTmZatSooXBYN46qx9ixY1m5J2SJq6srRUVFlaqvujhN09HRkXgnXrRoEe3du5dEIpGEvkV9dvHnKOc0rXKJSr2U//LLL3T58mWKjY2liIgI+uWXX4jH41FYWBgRFYYYsbOzowsXLtC9e/fIy8uLvLy8mP2LQox07NiRwsPDKTQ0lCwsLFQSFuxrsbe3pw0bNpTppO7evZtsbGxYv7jfkqLOOysri2JiYsjf319pZfN4PEYCAgIoJiaGsrKyFLpuHFWb9+/fU3Z2NtWsWZMxuFeuXEn169dn7X55/fo1hYaG0s8//yyhq1gsVkuD28LCgjQ0NAgAOTs7U0xMDM2ZM4d0dHRY102d5ebNmwq1i+Jxij98+ECurq4q11EVBre69dlaWlpkamqq8nMZFhbGvPRmZ2fTkiVLZOb76aefiIjI09OTtbZZ/HwPGzZMKWWGhobS27dvKSYmhpGi9vX27VtukJzjm6iTwQ2Abty4QXl5edSqVSsiKuyjCwoKyM/Pj758+aJWBnfx/qNPnz5SgwVisZgxuBs1asTcj5zBXblEpQb3qFGjqGbNmqSpqUkWFhbUvn17puMmKuzYfvzxRzIxMSFdXV3q3bs3JSQkSJTx+vVr6tKlC+no6JC5uTnNmDFD4dHWsn7hViQmX6NGjeivv/4ioPCrEltGgSLy9YuisjrvU6dOUW5uLiPc6DhHWcnLy6MaNWrQoUOHmHuSx+Oxds84OjpSQUGB1OhzdHQ06zE8vyVFIUa+fPlC7du3Z10fdRZFQoN9/RwlImrXrh3xeDwyMTFRmY6qMLgre59dVhEIBMwMn7y8PEpMTKThw4dL5Gnbti1zHHl5eaUOBKjyutva2lJqaioRSfbZfD6fzM3NpcTY2Jg0NTUl0uzt7en+/ftkbm5Oq1evlmq/HByKoo4Gd0JCAtnb2xMR0cqVK0lDQ4N4PB6lpKQoNKiqavH29iYiooyMDMrIyJAa4Pr1118l3nuaN29O2dnZNH78eNZ150R+qfA43GzAxpTy169fqzyea3mlvAZ33bp1qVmzZlJSNL2QLTIyMujFixes6sChHPLy8khbW5ucnZ3J2tqaaWNsGbc2NjbM6POLFy/o5s2blJubSwcOHGD9fv6WODg40PPnz2n9+vVkbGzMuj7fizRt2pTu378v0W4jIiLI1NRUpe2ioqaUswEbffbbt28pLy+PNm7cKHN7u3btJHQsyeDW0tKi/fv3q7zN3bx5U2JpSPXq1enmzZtSsm/fPvL39y/1fEdFRVF2drYqLynHd446GtwWFhbUq1cvSklJoUmTJhEAql+/PoWGhrKuX5EUTSlPTk6mMWPG0OHDhyk8PFxiUP/rPtvZ2Znmzp3L/N+sWTPWj4OTb4uifTa3Ul9O9u/fXyk8nhanTZs2CAkJwadPn2RuHzZsGDQ0NJjfEydOROPGjStKPbnIzc3F8uXLce7cOYwePbrUvIMGDYKurm4FacZRVqysrPD3338jNDQUf/75JwDAxMQEqampFa5LQkICpk2bhhUrVmDcuHG4desWEhISKkWYrVevXmHevHn43//+h//++w8hISFsq/RdEBAQgD59+iA2NhYRERG4c+cOFi9ejM+fP1eKdsFRCBFh/fr1mDZtmtQ2XV1d+Pn5yVVObm4uBgwYoGz1JLh79y68vLwk0uLi4qTSinB3d8fWrVtLLG/16tUYMmQIzM3NZW7X1dXFoEGDyq4wB0cF4u3tjVu3bkEkEuHIkSMICwvDunXrABRGoDh06BDLGkpz+fJl3L9/H3Xq1MGkSZPw8uVL6OnpAQB+/PFHiEQiREREYMeOHXj27BmWLFkCAPDz88P8+fNhZmam1iENOcqAkgfFKgQ2RssXLlxIfD6f9RGV0kTWVEgPDw+J9WsdOnQgd3d3AkBpaWkquT5//vknpaam0qRJkyTkzZs3CpeVk5NDP//8s8Rxzp8/n/h8PtWqVYsGDBhA/fr1o7///psyMjJUcDQcyiQvL49Zwz19+nQiIvr9999JU1OTtfvGzs6OWrRowfxOSEhg/V6WVwYMGEBERCdOnCAzMzPW9flexMDAgCZNmkQtW7assDq5L9zll2bNmlHbtm0JAA0fPpyZttmyZUvy9vZm8tna2hIR0YULF5gZXBWxtlxdxMbGhs3mwFEJuHDhAtnb27PeVgHQli1b6ODBg7R+/XoSi8V0+vRpie3q1GevWrWKEhMTyc/Pj+bNm8f4Upo6darUORaLxfTHH39IlfHmzRsKCgpi/Vg4KV24KeVKkMOHDxMA6tSpE124cIHc3d3pzZs3dPToUdYvcGkiy+C+e/cupaenM3l++eUX6t+/P23btk0pa7H79u1LPj4+5OPjQ6tXr6Y//viDDA0NycvLi6kzICCALly4UGYDPy0tjS5cuMBIVlYWXbx4ke7du0fv37+nuLi4ch8HR8VQUFBAN27coLCwMKpevTqdOXOGPDw8WL93iktycjLt2rWLdT3kEUtLS9qzZw8REdWuXZt1fb4HEQgEtG/fvgqvlzO4yy8jRoyQcjxUv359evbsGU2YMIGAwrXR165dIyKiv/76i5ycnMjHx0ftl4wpUziDm0Meir/HsSW9evWi9+/fS+j1tcFdfMCcbWnfvj09ffqUAEgY3GFhYfTy5UtatGiRxLEkJydLldGiRQt6//4968fCSenCTSlXAkVx8q5cuQJ/f3+YmJigoKAAkydPZlkzaXg8HhMH+/79+1IxsZs0aYKcnBzw+XxmSjyfz0fTpk1LjP1XUFAgldaiRQtkZmYiODgYPXv2ZNITExOZcovitWZlZWHTpk1MbFdDQ0MYGRmV+RgNDAzQtm1biTQfH58yl8fBHjweD56enrhw4QLi4uKQmJjIqj58Ph8AJJaL8Pl8eHp6sqWSQjRv3hzdu3cHAFy/fh329vZMbHUOxeHz+czzkaNywefzJfo/Ho+H2NhYPH78GNu2bQMR4fDhw5g0aRJzf48ZMwZ37tzBkCFDEB4ezsqyloqGz+fj9u3bbKvBUQko6h/ZpEaNGqhWrRrz++3btxg8eLBEnhs3blS0WiVy/vx5tGnTBp07dwaPx2OWerVo0QKvXr1CUFAQjI2NGXvC2NgYISEhEktcbt68CSJC06ZN0atXL/z666+sHAuHcmH/blJDkpKSAADZ2dnIyMgAADg6OuL9+/dsqiWFpqYmfv75Z+Tl5SEvLw8NGjSQMrgBQEtLC8+fP0e1atVgaGiIPXv2oH79+jLLJCIYGRlBU1NTQu7cuYMnT56gWbNmiI+PZ6S4oZKVlYWsrCwAQH5+Puzt7TFs2DDVHLyK+PDhAxISEthW47tFJBKhVatW0NLSgqGhIQDA3NxcZrtVNRoaGsjMzMTOnTsrvO7ywuPxYGFhgRMnTmD58uXIyckBj8fDmzdv2FatUnP58mU4OTnByclJrvwWFhastF0OSYyNjZGXl4e///6b6bMBQCgUomfPnli5ciU2bdqEgIAAJCYmwtHREQCgr6+PPXv2oEuXLmphXFQEYrEYvXr1YlsNjkrAkSNHYGZmxkrdfD4f/v7+WL16tUR6QUEBPn/+LJXf0tKygjT7Nh8+fIC2tjZ4PB4zAE5E+PDhA7KzsxEfH8+k8/l8VKtWjflAVURiYiLu3r2LuXPnVrT6HKqiXPNNWKIipqfp6+uTk5MT/fnnn0zInebNm7M+haFINDQ0aNKkSUo/t2KxmNq1a6dUXfv3708XL16kixcvUl5entJ1Vib16tWjjh07sq1GlWD//v0UGhpKRERdu3alpk2bVtj907hxY9LR0ZGaOuzu7k5fvnyh3bt3s36Plybt27enbdu2Mb+DgoKoV69earWWrbJJ3bp16fHjx5SXlyd3qLodO3aQtra2UurnppSXXfT19enevXu0Y8cOJo3H41FcXJxEPjc3N2rdujVZWFhQeHg4ERE9ffqULl68SIaGhqy3wYoQPp/PhfbkkAs2p5RXq1ZNpk4xMTFSebW1tdUmDneReHt704gRI5jfX/fNQUFBlJWVxRxXSEgItWnThvFerqGhQW5ubqwfByclCzelXEk4Oztj7dq1CAsLw7t378Dj8XD48GFUr16dbdUAADNmzEBQUJDSy+XxeDh16hRGjhyJAwcOoEWLFnB3dwcRYcOGDWXy1H7gwAEcOHAAAPD582fweDxcu3YN3bp1++a+ubm52Lx5s8J1ysLOzg49e/ZEWFgYoqOjMXbsWGhpaUnkGTx4MGbOnKmU+jhKp7jH51OnTuH58+dyf1ksL23btsXLly8RGhoqkb5lyxZoa2vjzJkzFaJHWWnXrp2E1/7AwEC8fPkSBgYGCAgIwMGDB1nUrnIyc+ZM1K9fH/n5+SXmMTY2RsuWLfHff/8BAEaOHFlR6nGUQkZGBvz9/dGqVatS87Vp0wb29vaYNm0apk+fjvPnz2PFihXYsWNHBWnKLr169UKNGjWqzNd8jsoJj8fDiBEjJNIOHTqEjx8/okuXLlL5CwoKsGfPngrS7tsYGxvD0NAQwcHBAAoj6OzatUsiT2BgIHJycvDbb79BIBCgS5cu0NfXx5gxY5CamgoTExOsXbv2m880jkpEeUa/2KIivnCbm5vT6NGjqX79+gSAVqxYQRkZGTRr1izWR1VWrFgh5RxN2Xz8+JG2bNlCjx49IqLCL9/btm2jLVu2lCqtWrWS0rdjx47UvHlzmjt3Lo0bN44mTpxIZ86cKbX+tWvXUmJiIn3+/Flp583W1pZGjx5NQUFBtGXLFsrNzVXpOeRQjOjo6Aq9j/h8PgUEBEik9erVizIzMyk1NZUmTpzI+r2uiAQEBFBKSgr17NmTWrRoQb6+vqzrVJlk8+bNREQlfuFeuXIl1a1bl44dO6aS+rkv3MqXgQMHlrjNxsaGRo8eTXXq1GG97VWUXLhwge2mwFGJYOsLN5/Pl4hbHRwcTJaWljL7bHUUJycnCSfLT548IV1dXZl5c3JymOO8efMm1atXj4BCh6hXr15l/Vg4KVk4L+UqEg8PD/rw4QO5uroSAJo5cyY1atSIlYv89u1bti9Bibx8+ZJu3LghIa9fv6bnz59Teno63blzhx48ePDNcp4+fUpZWVmUn58vVd7X0qdPH+bcmJub07p16yTOl1AoZDzPDx48mD58+EDDhg2j9PT0CjgjHPKSlZVFK1asYP0hmpKSQkSF3kN/+OEH1vVR9Dnl7OxMa9asIRsbG9b1qSzSt29fSkxMJCKiTp06ycyTkJBA2tra5OTkpBIdOIObk/JKx44dJfrG4t6cp02bRqmpqWw3BY5KxOPHj+nKlStyL7FRlvD5fEpISKAJEyYQEdHo0aPl2s/b21st+mxFDG5fX1+Jc160hFVDQ4OxNzhRT+EMbhVK8Tid+vr6pKGhwYoe3zK4CwoKKC8vj/Ly8kgsFlfQVWGPtLQ0SkpKoqSkJPr06RPl5uYyvz09PenZs2cUGxtLvr6+jJH9+fNnlc8S4FCMly9fkrGxMWvx7tevX0/v37+n1NRUatasGeXn59PSpUsr/GVDHnn48KHMdGNjYwoLCyNDQ0PWzmNllEmTJlF+fj5169ZN5nk7ffo0paamytxXKBSSk5MTbd68uVznnDO4yydCoZAGDx5M48aNY709sSENGjSgL1++kEgkYvq2goICpi/MzMxkuRVwVEa+5dOCx+OppK9xcXFhZlrK6ydDU1OzRMO2IkUgEEj4hDAxMZGZTygUSoU8K2nAlxP1E0X7bG4hjwz4fD5q1qzJiLa2NgAgNTUVNWvWhKmpKTIyMkpd68cm58+fh5aWFrS0tPDgwQO8fftW7TysKxMDAwNYWlrC0tISZmZm0NTUZH7funULdevWRc2aNREWFgZ9fX0AgImJCbeOTc3g8/no3LkzfvrpJ1bqz83NxYgRI2BmZobbt2+jT58+CAwMRJ8+fVjRpzTc3d1lpqempqJjx47o0KGD1Bo4jpJJS0vDsGHDMGLECClvsQDQpUsXmJiYyNz33bt3yMnJwfXr1zFhwgQVa8ohiwYNGiA3Nxe7d++Grq4u2+qwglgsRm5uLgIDA3H27FkAhc/Uor6wqp4XDtXSrl07lfTZUVFR6NevH7Kzs+UOdZmXl8dEymGTgoICpKWlMb9TUlKk8lhaWuLFixewsbGRSD99+rTa+IqqLFSW88VZHMVo3LgxOnTogK5du2Lz5s04deoUzpw5g3r16gEAunfvjs2bN2PIkCGs6ejh4cEMAJQGFc5eABHBzc0Nnp6eePDgQQVoWH5evHiBDx8+KKWsojjlxeOVc6gn9vb2mDp1Kk6cOMFK/du3b8fQoUMlHOmpa7sholK3HzlyBNeuXYOpqWkFaaT+GBkZwcXFRea2ixcv4sqVK+jbt6/MkDNAyef89u3b2LdvH/z8/LB+/Xql6cshH97e3rh16xbOnTuHs2fPVtnQeE+ePMGAAQMQGxsLIsLVq1fL5OSUg0MRzp8/j1WrVqmk7OTkZDx79kyhfWrXrg0rKyuV6CMPfD4fLVu2LDWPo6MjFi5cCEtLS6n3C3V831B3VqxYIfG7fv36MDAwkEhju10AAOelvBhubm5YtWoVNDU1MW/ePOjo6IDP5yM5ORk8Hg8NGjRAp06dWNOvbdu22LRpEywsLErNV7NmTfj4+ODSpUtMWnx8PIYMGYJRo0ahW7ducHZ2VrG2ZWfnzp1o2rQpPn36JHNkEACmTZsGgUCg9Lrp/3tj//HHH5VeNse3sbCwgKOjI16+fFnhddevXx+//PILM0L+8uVLXLt2Dd27d8eFCxeQnJxc4TqVBycnJ4jF4hINyKpGkcEdFRUltc3Ozg4ikahMM4F69eoFa2tr+Pr6omXLlmjevDm2bduGAQMG4OjRo/Dw8MDp06eVcQgcMvD29sbKlSsxf/58tlVhnQsXLgAo9JJ89OhRzJs3D1OnTmVZKw6OsvH48WM8fvxYoX3s7e3x8eNHJCUlqUir0hEIBGjRogWuX79eYp5Ro0bh5MmT6NChAxwcHJj0ixcv4v79+0hPT68IVb8bhgwZgjFjxmDr1q1o0qQJNm7ciLFjx0p8ZBw0aBCio6Nx6NAh9hRVyiKPCkaV68FevHhBGRkZNGTIEPLy8iIPDw/666+/JNZvsyGtW7emqKgouc/RkydPyNvbm+7evcusH3Fzc6N+/fqRt7e3Wjtee/jwIU2bNo0MDAxKPB+DBg2iIUOGMKLIuSmJNWvWUFxcHFlZWSnhKDjKwrt376hv376sr80pkrlz5xIR0YkTJ0hLS4t1fThRD+nZsyft2rWLdu3aRZs3b6bq1avTpEmTqFGjRjRkyBAyMDCgPn36kLu7O+3cuVOuMrk13JwoW8zMzNi+9ByVnIKCAvrrr79Yb8uKyKRJk8jW1pZ1PUoSNzc3WrVqFaWlpUmc62nTprGuW2UUoVBIMTExVL9+fbp37x4REbm7u0vkmTt3LvXr10+p9XJO08oprq6u1LBhQ4k0R0dH1hykFekUGxur8HmKjY2l3r17k0AgoBo1atCLFy8oISGB7t27R1lZWZSVlUV9+vRR/gVSAj169JA6D1OnTqV79+6RjY0NGRsb07179xj5+sGlKJs3b6ZNmzZRVlYWEwqNo2J58+YNubu709y5c9UmpFWRwU1EdP36ddb14UQ9pHi7SEtLI21tbbK3t5fKp6OjQzVr1pSrTM7g5kTZwhncHMogNzeX1q9fz3p7lkdGjx5NP/zwA504cUJuZ2tsyKlTp6TOszoZ3DNmzKB79+7R3bt31d4Bq1AopOzsbHr+/DlzLmUZ3K9evaLatWsrrV7O4GZBqlWrppLYrFpaWmRjYyO3MZmfn0/169en0NBQMjIyIiMjIxIIBAQUek0cMmSIRH6xWKy2L3kZGRmUkpIiIdnZ2URUeP2VHd4kOzubi8vNMiKRiFJSUigrK0vpI5Fllblz51Jubi4VFBRQWloa8Xg8VgffOFGuKDprgcfjUY8ePSgrK4tpt2lpaUrRRV2fxcrgW312+/btacGCBay3B3WUyZMnU8+ePeVqm4MGDaLp06fT0aNHKSUlhQsDxqE0zp07R0KhkIBCb+Bs3xcliZaWFmloaND9+/fVwmN5SaLOBrdAIKC1a9cSUaGdEB0dTdra2qStrc3YFOokQqGQoqOjqXfv3sy5/Nrg/uWXX0gkEpGLi4vS6uW8lLMAj8eDpaXlN9dWK4KtrS2eP3+O9+/fSy3+LwkiwpMnT9C5c2d8+fIFX758QUFBAYDCdS27du2S0tvQ0FBpOisTPT09GBsbS0iRszhDQ0MYGRkptT5tbW1oamoqtUwOxRAIBDA2NoaOjg7bqkgwZMgQnD59GmKxGC4uLti9ezfbKlU6LCws1O668vl8vHjxQqF96tSpg2PHjkkcS0xMjLJVq3JoaGjI5Qy0KrJ27VocP3681DyOjo7o0aMH9uzZg5UrV6JXr14wNjZWej/JUXVp164dli9fDgC4fv26zGgO6kBubi7y8/Ph4eGhFh7LKxva2tr4+eefMXHiRACFdkKdOnWQlZWFrKwsBAYGqt2zWiQSwcnJCRkZGSXmWb58OdatW4e8vDwmTV9fv0Idy3IGt5Lw8vLCnDlzlFJWvXr1cPz4cdjZ2SnNY2FmZibu3LmjlLI4OCqKjh07slr/8+fPER8fj27duuHYsWNIT0/H/fv3WdWpslGjRg1s27YNzZs3Z1sVCYgIYWFhCu/39TP5Wx5pOb7Nhw8fZDqz4/g27dq1Q2RkJI4dO8ZF5OBQGVybUi63b99GZmYm22pI0bBhQwQFBUlc79zcXJw4cQKPHz/G4sWL0bhxYxY1LDs//fSThEPeLl26VGgoz+/O4DYyMsLAgQPZVqPMuLq6YuPGjfDw8FBquQkJCRg2bBjjxZSDozKwc+dOVus/ePAg4210xIgRePv2Lf744w9Wdaps+Pr6onv37myrIQURYcyYMWXa9+rVq1i8eDE+fvyoZK2qJg8ePJCagcXxbfr164cDBw5IhDLk4FAVzZs3x9y5cxESEiJ3bGwO2SxevBiJiYlsqyEXKSkp6NWrFzZu3Aig8F1IV1eXZa0kMTIywuDBg5nfY8aM+eZzMSoqCteuXVO1agzfncFtYmKCP//8U+LEqxPBwcE4cOAADhw4gH79+klsq1mzJrZu3YrWrVuXqWyBQFBqHNjnz59j4sSJCAgIQEBAALKzs8tUDwdHRfDHH3+o3dQlDsW5ePEiAgIC0KdPn0ofFzw+Ph4BAQGYMGEC5s2bhyFDhnAvnhwVxubNmyV+Dxo0CObm5ixpw1HVaNmyJRYvXowTJ05wzz0Z/P777wotnZoyZQry8/NVqFH5EYvFUl+Bx44dCz09PZY0kmbLli3Yu3cvhg8fDqBwGU6nTp2++f745MkTXL58uSJULKQcPhRYozQHLBoaGjRu3Dhavnx5hS3Yt7W1JSKiT58+Ua9evUrNW9yJSVJSEkVGRjLy4sWLcp+bN2/eyK13kTO2sLAw+ueff8pdNwdHWWnTpg2JxWLmd79+/SgiIoLS09NZd8jBSdmlQYMGtHjxYgJA58+fV+tQLWxLVXaaxol8kpCQwPw/ceJE+vLlC3Xt2pVxKMrBURF4eHgQALKzs6N169axfl+oi9SuXVthj945OTnMeVUHp2menp5ERBQUFEQuLi70/v17xlHahAkTGF0tLCxY17VIkpKSGL22b99O//zzD3Xr1k3l3tWrvNO0/Px8bN26Fb/99luF121mZob9+/fD3d29xDwODg7Mug1LS0u4uroy4ujoWK76U1NT4eLiIpVuamqK8PBwqfSMjAw8ffoU3bt356ZGcrDKo0eP4ObmJpHWrFkztVzjxCE/T548weLFi7Fo0SIsW7YM8fHxbKvEwVFpadCgAe7evQug8P3B0NAQL1++hL29PW7evInRo0ezrCFHVeDq1aswMjKChoaGUp0FV3ZiYmIgFosV2qf4O46WlhYEAoGy1SoTnz9/RnR0NBwdHRnny1u2bMH27duRlZUFIgJQOLNWU1MTWlpa4PPZMSnt7e2hr68PfX19REVFYcyYMTh48KDcDqcriu/O4AaAgoIC1qZpfOuGSU5ORoMGDfD27Vul1+3k5CTTQHnx4oXM9RaOjo7Q1NSEpaWl0nXh4MjPz5fbg7OzszNSU1Px5s0bJi07O5t5qHNUTsRiMXR1dbFmzRqcP3/+u7yefD6/3IOlHBxfo6mpCTs7O4k0Ozs7ib78zZs3yM3NRWJiIlq0aIHc3NyKVpOjCqKjowMej4dXr16hf//+bKtTqSnedwQFBcHHx4c9ZVD43hUXF4cVK1agdevWEktPRSIR8vPz4evri0+fPgEA2rZtiy1btuDAgQOsOVPLyspCZmYmeDwerKysoKGhUerUficnpwrU7v/4Lg3uiiY7OxuXLl3C8+fPceDAAXz+/LnU/LGxsejbty8iIyMBAESEI0eO4MCBA7h161aZ9ejZsye6desmc5uBgQG8vb0BFDq+KAoXUrt2bfz1118AgGvXriEtLQ2HDx8uVZeYmBg8f/68zHpyVA0yMjLkdoR08eJFvH37FpMmTUJUVBTevXunYu2+TzQ1NeHr68u2GhL07t1bbX1qlAcvLy8YGhpCV1cX58+fh5eXF4DCdY76+vosa8dRXpo3b874O+ncuXOF129nZ4f169fD2dkZAQEBMDIywrRp0wAA1atXBxGhb9++eP36dYXrxsHRo0cPtlX4roiNjUV0dDTbauDx48eYN2+eQvsMGzYM1tbW37R9VI2XlxdmzpwJAAgLCyvxw+u1a9cQEBDA9NkVBWdwK4HPnz9j8eLFSE1NxatXrzBq1CgYGBhgyZIlGDZsmMx97t69iwkTJmDOnDn49ddfMWDAAAwYMAB///13mfXYvHlziU7TrK2tMXv2bADA1KlTUaNGDak8K1euxKxZszBw4EAMGDAA69atk8rz7t077Ny5E1++fCmznhxVAxMTEyxYsEChfZ49e4Yff/yxXANPVRk+n4/q1auzrcZ3j4+PD7Zt24bq1asjMDAQdnZ2+Omnn+Dr64vt27fDxsaGbRU5ykHr1q2xdetWxsFp0aA0G/Tq1QsHDhxAjRo1MG7cOACAp6cnCgoKcO/ePdb04qiaHDp0CHPmzMG6deuYASCO8hEXF4cpU6Zg4sSJePXqFdvqlMrx48dlztD9559/EBsby4JG0hw6dAjDhg2TGYd9ypQpMDQ0xIEDB7Bt27YKnVEgrLCavnMiIiKwdOlSTJ48GaGhocjLy8Pt27fx4cOHEve5du2alEv6K1eu4MiRI+jTp0+59OnRowfS09Nx8eJFjBgxAsePH0eTJk1w7NgxNGnSRCKvl5cXIiIicPv2bfz22284fPgwAMh8cdfX10fv3r2l1ttycCiDly9fSsRJ1NbWxrFjx3Djxg2sWLGCRc0qBzk5OQgODmZbDQnOnTsHofD76mq8vb1Rr149rFu3Dq1atQJQ+GXbzc0NdevWxYYNG9ClSxe190DLIRsvLy+4urqWmufgwYOIj4/HTz/9pBIdEhISEBoaih9//LHUfOvXr4etrS0A2X02B0d5+fDhA3744QcAhSH84uLiEB4eLrWEYc2aNZg9ezbnwVxBEhIScOrUKbbVYDh37hxOnjwpc9vp06exfPlyBAUFMR/ejh8/josXL1akiqVy4sQJJCUlydwWERGBzMxMzJgxA2vXrkXLli3RokUL7NixA0FBQRgxYoTqFCu7n0L2UGePp5aWlqSlpVWuMoKCgsp8boq8lE+bNo0SEhLI1dWVeDwetW/fXiLf69evycLCgvEM/dtvv9E///xDubm55bo2HBxERGKxmMRiMd2+fZvmz5/P/BaLxRQXF0d16tSREAcHB6n74OTJk5Senk516tQha2tr1u9tTjgBQO3ataOFCxdSSEgI8/yMjo6myZMnS7RzbW1thcrlvJSrj8yePVtC/9zcXAlvzKdPn6aCggIKDw8vd102Nja0fft2mdu6du3K6FDUZ0dGRpK+vj4tWLCAoqOjuT6bo9wUPbOSkpKk+uY6depQixYtaMeOHd9sy3Z2dsTj8Vi/fyuT8Pl8qlGjBut6AKDIyEiKjo6mZcuW0erVq6lt27Yy81WvXp0EAgFVq1aN3r17R3/++SfruhfpsnXrVjIwMCg1r729Pbm6ulJISAiZmJjQsWPHqE6dOhQfH69QnYr22ZzBrYZSHoNbLBbTqVOnSCAQ0O7du5nwDfb29pSeni6Rt27duhIG97///luey8LBweDm5kaWlpakoaFBAoGAtLS0GNHU1GTa+t9//00NGzYkIyMjMjY2Jj09PWbbtWvXyNTUlPh8PhkbG5OxsTFpaGiwfn9yIp8YGhqSQCAgXV1d1nVRpvD5fNLT0yMLCwu6c+cOicVievLkCQ0aNIjmz59PoaGh5OXlRY8ePVKoXM7gLrsUPT+MjY1LHPDW0dFhwtuUJp07d6a8vDypYxCJRJSdnU3Z2dlUUFBAREQFBQUUHBxcbv1Leq517NiRsrKyKCMjg9zc3MjIyIjq169PW7ZsoYULF1b0ZeT4TvH396f4+HgSi8VMGy8uOTk5Eu2/uBw/flzhwUVO1FOKQpSJRCLKz88v0eAuLlpaWiQUClnXHQB16tSJFi1aJFdeHo/HPHc1NDSIx+Mp/LG0yocFY4P69euzrQIDj8eDpqYmCgoKGFf+QKFDhgEDBkjkjY6OBo/HQ0pKCng8HoyNjStYW47vkefPn+P27duIjIxErVq1UFBQgNzcXOTm5qJu3bqoX78+3N3d4e7ujuDgYAiFQrx9+xYpKSn43//+B6AwzIOvry9SU1Ph7++PlJQUpKSkoEuXLlL12draql34B47C9fjOzs4ICgr6rkLHiMViTJs2DR8+fMCIESOQmZkJe3t7tGnTBjVq1ICjoyPWrl2LUaNGsa1qlcDV1RUfPnxgnhHLli2Teh6Ym5tj586dcjnJ4fP50NDQkEoXCATQ1taGtrY2E/6mpLyKUtLSg1u3bmHbtm0YPXo0wsPDcfDgQURGRuLnn3/m/ARwKI0jR47AxsYGPB6PaePFpSj6jqxtPXr0wLp16+Du7g5tbW22D4WjjLi6uoLH4wEofNbJuwwsNzcXIpFIlarJzZkzZ+R2+EZEzHM3Pz8fRKTyKA+cwV1OBAIB/vvvP7bVKBE/Pz9oamoCKHTM8ODBA2abSCTCrl27MH/+fAgEAtbDEXBUfu7cuYOePXvi48ePsLCwwIkTJzB06FBGrl27hvv370uJoaEhgMI1iEOHDsX+/fsxffp0GBgY4ODBg0z5Pj4+Ui/TrVq1Qs2aNSv0ODnk48mTJwgPD8fAgQPZVkWpRERESHiHfvXqFc6dO4fRo0fjxIkTaNu2LYYPH86egpUQV1dX2NvbK7zfsWPHmD4OAKZPn45ff/0Vurq60NbWxtChQ7FixQr069dPmeoCKHSYevXqVaWXW4S9vT1atGjB/O7UqRMAoF27dsyaWg4Othk9ejTu37+P6dOnf3f+OqoC7dq1w4ULFySeoxzKh7szyolYLMbixYvZVgMAMH/+fGRkZEBLS4sJ2bBo0SKsW7cOBgYG8PDwwKFDh+Du7g6gcGRq+PDhaNCgATZt2sSm6hzfCRkZGRgzZgxjQDs7O8sdGgwAGjduzOT39PTEtm3bAACPHj3Chw8fYGRkJNWh79+/X0nacyibGjVqoH///tDU1ERISIiEQ7zKzIkTJyAWi5GUlIQ5c+bgy5cvePToEWbMmAGgcCB2ypQpLGtZudDV1ZWYlSUvQUFB2LRpk8RzYfbs2TAxMUFBQQEmTJigTDUlePv2LTZu3Kiy8h89eoRDhw5hyJAhuHz5MhITE2FlZcUN5nCoJUuXLsXff/+NjIwMtlXhkBM/Pz+sW7cOlpaWyMzMxNatWzF16lS21fo+Uf5qENXDreGWjaWlJQEgX19fio2Npffv3xMRkYmJCTk6OtLJkyfpl19+ISKisWPH0sePHwkA+fv7K+3acHAoEysrKxKLxXTo0CFycHAgCwsLAkD/+9//CAC1b9+ezpw5w/gq4ER9JD09nW7evMlcS3nWg1Vl4dZwl12ys7Pl0uP27dtkYmJSall+fn4l7r9r1y66evUq8/vhw4cqbxe//PILLV26lPT19QkA1atXr9zXg4NDGcTFxdFvv/0mkVbUTjmpHFJkb4jFYurQoQMZGhpShw4dqEOHDt98VlZ14dZwV2GK1l8AQK1atVCtWjWZ2wDgxo0bzPqFr7dxcCgbIoJYLJaQkvLIokuXLjh//jwaNWoEAJg5cyYAwMbGBh06dIC5ubnqlOcoEy4uLggKCgIRAQD+97//wdrammWtOL5HiAjh4eGYMWMGFi1aJBVusyhP06ZNyzVtMiYmBv7+/njx4kWJzypl888//2Dp0qUSXw3FYjFzX3FwqIqivlpWW2vUqBE8PT3x8OFDri2qIaGhodDX1/9mvt9//x0XLlwAEeGPP/5AWloazp49i7NnzyIlJaUCNK06cAb3d0RsbKxM41lLSwtPnjwBAGRlZTExEu3s7FCvXj1uSi6HUklJScGHDx8kZNSoUdDS0mKkQ4cOUnlu376Nbt26SbxYFhnSenp6qFmzJnR1dWFqaor379+jfv36aNOmDbccQk159+4ds4Y/KysLVlZWEAgEbKvF8R1iaGiIJk2a4K+//sLChQuRk5MDIsKnT5+YPFOmTMH169fLVc/cuXPRsmVL1KtXT2mDfHw+HxYWFszLsYmJiUQ/npaWhqysLOb306dPoaWlhaVLl0qUk5+fjy9fviAjI0Plzn84qga9e/eGvb29TIP6+vXrEIlEuHv3LlasWMGCdhwlsXv3bjRp0kSuvKmpqejYsSO0tbVhaWmpYs2qNtwa7u+I4mvY4uPjIRQKYWlpCbFYjMePH8PExATHjh2DmZkZsrKyIBaL4eTkhDt37kiU07x5c8YLKweHIsTGxqJPnz54+PAhk2ZlZQUAEp4s79+/j169eknsm5OTg4cPH2L58uVYsmQJACAyMlKqjhs3bsDNzQ2RkZG4fPkydu/ejWPHjin/YDiUwt69e2Fubo6FCxfCw8MD79+/Z1slju+M4s+WIuOAiODi4oJjx47BysoKBQUF5f4SJxAIwOPxUFBQoDTPvLa2toiIiMC8efOwdu1ahIWFoWPHjjK/Lnl6eiIvLw/h4eFSX9hjYmKwf/9+mJubw8PDA82bN1eKfhxVl+PHj5e4TV9fH0lJSRWoDYe8vHr1Cs2aNZN7LX3dunURGxuLe/fuqVizqg1ncH9H8Pl8DBo0CElJSdi/fz8eP36MFStWID8/H/3798e5c+fg7u6O+fPnAyh0UrN+/XosXLgQ9+7dYzyYr127ViLUiZ+fH2rUqMHKMXFULm7fvo2mTZuiadOmTFqbNm0gFoslvPnWq1cPP/30k8S+SUlJCjsDevHiBTZt2oR3796VS28O1bJmzRrw+Xx06dIFp06dqrDpuBxVl3379iE5ORktW7bEuHHj1HYQOSMjAwsWLMDatWsBAP/++2+JX6jPnj2LjIwMLFy4kHF+WoSTkxPTt3NwcFRdFixYIHdeT09P9O3bFytWrGCcLXOoiHL4S2ANzmlayaSlpdGxY8fozz//JAB09+5dsrCwoF27dtHJkycl6lm9ejWJxWIiIrp16xatXbuW1q5dSxoaGlS9enUaPnw4AaDu3bvTp0+flHX5ODhKJCYmRsLR1vTp02nx4sXM7x49etCzZ89IW1ubqlevTsOGDWP9fuWEE2UI5zRNedKjRw8J503jxo2jS5cu0fv378nKyqrUfUtzmkZE1Lt3bwJABgYG5XaaxufzaeHChXLlDQwMpNzc3Aq6YhwchcyZM4d5T5QHzmla5ZEmTZrQvXv3qEuXLqzrUhlF0T6bM7jVUMpjcBdR3OC2tramd+/ekaurq0Q9aWlpUvuJxWK6evUq3bt3jxITE+nSpUt06dIlub3AcnAoE319fXJxcSEioq1bt5KpqSk9e/aMTp8+TY0bN6bExETq378/6/csJ5yUVziDW3ViY2NDR48eJSIqt8EdGRlJdnZ2SjG4hUIhxcbGSqRt3rxZptESERFREZeKg0OCatWqUUFBgdz5OYO78sjAgQNp48aNnDfyMoqifTY3pfw7hIp5ey76m52djaioKMZp0dmzZ6Gnpye1L4/Hg7e3N/O7aP2tIhStlSta78bBUUTjxo1x//79Mk3vfP36NT5//gwA6NixIzw8PGBqaorNmzcjKSkJly5dUrK2HBwc6g6fz2fWVZdEQkICEhISyhTn+2tcXV2hr6+Pd+/ewdfXt1xliUQieHp6SqQFBgYiMzMTAODr64tdu3YBABeJgYMVOEeX3y///vsvTpw4gczMTFy7dg1t27ZlohdxKB/1XNTEUS7OnTuHWbNmASh0gPb582ckJSWhS5cuyM3NRW5uLnx8fFS2pq1v376oW7cuEhMTVVI+R+Xlw4cPCu8jEomQnJwskcbn8xEXF4cBAwYgPT2dC0vCwVFFuXTpEhISEuTK265duzI7esrOzsb79++RnZ2NiIgI1K5dWyl96MePHyV+JycnMwPW1apVg42NDWxsbCT8qnBUblJTU5loMepOSdFvZJGUlFSmjzQc7JCTk8MM7rVu3ZoztlUMZ3B/p1AxT615eXno2LEjGjZsCIFAoPIvz//++y+io6PRokULldXBUTlRpE3cvXsXBQUFeP78OcaNGwcAqF+/PnR1dQEUekmNjIxE9erVcfnyZZXoy8HBod60bt0aV65c+Wa+58+fyxVXNjk5Ga9evUJUVBQyMjJw/fp1EBHu3r2LIUOGIDg4GDk5OXj58iXCwsKUcQgAgOrVq8PHxwc+Pj4QCoWwt7fHzp07lVY+B3sQES5fvoyLFy/i4sWLGDNmTLlD1FUUirwv+vr6ciHCKimcI1PVw00p/47x9fVFvXr1sHnzZtja2iIoKKjC6ubz+RgxYkSF1VeVuXLlCuzt7SuFJ/lDhw7JnXfUqFHIzs4GALx8+RLp6elYsmQJLl68iEGDBsHIyAhNmjTBs2fPVKUuBwdHJaBv377fzLNmzRq5yrp9+za2bNmCN2/eoGbNmti8eTOSk5PRunVrXLx4Edu2bcOGDRugqamp1BB3/fr1Q5cuXdCoUSO4urpi6NChSiubg32OHz/OhJKrVq1apeivy0KfPn3YVoGDQy3hDO7vEBcXF2zZsgWvXr3CuHHj4ObmVqHGNlA4KsqFKFENgYGBEtMQb926hTVr1ny3HTgAPHr0CADw448/QkdHB0DhoE6bNm3w4cMHpX5p4uDgqNqcPn0aGRkZcHJykvq6N3r0aDg7OyM6Olrp9e7ZswcmJiYQCoX47bfflF4+BzvweDysWrWKbTVUxqlTp2Btbc22Ghwcag03pVwN+eeff3Djxo0y729ra4sxY8YgPj4enz59wqBBg5SoHQdb/PPPP7h+/ToOHjyI4cOHY8yYMRgzZgy2bt2KJk2asK1ehdGvXz8IhUKYm5tjzJgxaNCggcx806dPl4pVy8HBwfEtIiIiEBMTA39/f4nBvK1bt6J58+Z48+aNSus/deqUSsvn4FAm4eHhiImJwd69e3Hz5k3s3buXbZU4ONQO7gu3GvLu3Tt07twZERERqFWrVpnLEQqFSvHKyqEeDB8+HBoaGrh37x6MjY2/Ww/wBQUF4PF4uHLlCtLT0+Hg4MBMxROJRIx/ApFIJOFI6MGDB8xX/t27d4PH40FfX7/EeorvKxaLuXuFg4NDgvz8fGZA79ixY5gyZQqzzEVV+Pr6Ijo6GhYWFujYsSM8PT1ha2uLPn36qMzRKQdHeZg+fToEAgG0tLQAAAYGBixrxMGhfnBP7wqkWrVqchtJ6enp5TYAtm7diokTJ0o4iklNTUVGRka5yuVgBz09PWhqasLExOS7NbYBYPny5Thy5AhMTExQo0YNPHz4kNnWt29fvHjxAunp6fD392fSraysYGFhAXNzc5ibm0NfXx/Tpk0r1ZlSXFwccnJykJOTg2XLlqn0mDg4OCoXFhYWaNGiBYyNjXH+/Hn07t1bZca2trY2TE1NYWFhgezsbLx58wbJyclISkpCfHw8AgIC8OTJE5XUzcFRXnR1dRljGygczLawsGBRIw4O9YP7wl2B/Prrr/j555+RlZVVIfXxeDx4eXnh2rVrTNqGDRuQlpaG1q1bo0OHDhAKuSbAoV7Url2bCS3C4/FgYGAANzc3hIeHAyj0+GpoaIiTJ08y+wQHB6N69epSZXl6esLU1BQ5OTkScbqbN28OLS0t5ovR9zyAwcHBoThr1qxBUFAQHj9+jA4dOqi0Lm9vb8ydOxcAkJubi5YtWwIALly4gAsXLqi0bo7SOX/+PPLy8mBhYVGllm6Vh7p16+Kff/5Bv3792FaFg0Nt4KytCmTixIkVXufatWthamoKMzMzJm358uVYvnw50tLSuKk/HGrHwIEDJX7XrFkTv/76q8Kdd/v27bFp0yY4ODggLS0N48aNw/79+wEAq1atgpGREZPX09MTs2bNQnBwcJlihXNwcFR+jIyM4OvriyNHjgComIE4AwMD9O/fn/m9du1a7N27V64QZhzKQywWY+XKlcySpSIWLVqErKwsODk5YdOmTWjTpg1LGqovN27cgKmpKZydnWVuHzNmDExNTZGUlMSEuuvXrx/OnDmDtLS0ilS10jJo0CAcO3aswj7YqQIzMzN4e3vj+PHjbKvCCpXa4K5bty6aNWuG3bt3s62KWrNu3TqMHz8eQ4YMYaalLVu2DNra2ixr9v3z5MmTMnuIX7FiBapVqyaRtnLlSgwbNgyWlpbKUK/S0LRpU/Ts2VOhB3XPnj3h4OAAADA0NJQwuL+mTZs2aNOmDc6ePVsmg7tWrVro2LEjNm/erPC+HBwc6oGZmRlGjhzJGNxfG1+qwNjYGGPGjJFIW7duHQYPHqzyujn+j4kTJ2Ljxo0lbo+Ojsbp06c5g1sGFy5cwJkzZ7Bv3z6Z0VJmzpwJJycnPHjwgDG4R40ahTt37nAGt5xMmDAB58+fr7QG97p16/DPP/9gyJAhnMFdGXn//v13Pd2qR48eePjwITQ1NctVjr+/PwYPHizhObJbt24STqOUyfDhwxEVFYXbt29XOScvy5Ytk4g1nZ6ejlevXpWYf+nSpejSpYvMbaamplJpvXv3lvgy+z2ydetW2NnZoWPHjkxazZo10aBBg3I/qPv374/Zs2ejbt26Jea5cuUKPn/+jF69egEAfv/9d2zatAkxMTEl7mNmZoagoCBkZWVhz5495dKRg4ODHeLi4jBlyhQAheEXk5KSWNGjuH+KkSNHYvLkyXB0dFRa+R8/fsQvv/yCbdu2Ka3Mys6///5b4rZq1arh1KlTzFInDmm6d+8Oc3NzufNPnDgR8fHxKtSo7Pj7+0MoFOLgwYMqr8vQ0JAxREtj5MiRSE5OVrk+qmLIkCFo3749IiMj2VaFNSq1NZSZmYn379+zrYbKiIqKKreTlpycHGhqauLBgwdMmqamptKnyhUUFCAvLw8AsH79epw7d65CpuPt2bMH27dvR+/evWFtbQ1ra2uJlxVVQ0R49+4djIyMYGRkhAULFiA8PJyRV69eQSgUQkdHR6Y4ODigcePGMkXWDAQHBwcJ5ySlMWvWLFhbW6N69eoQi8XKPnSVkZiYiICAADx9+lSh/Ro2bIj8/PwSt3t7e2PHjh1o3Lgx9PT0ZObR0tJCw4YN0a1bN6SmpiI1NRXTpk3Do0ePYGlpiZs3bzJ5i99HWlpaMDU1xfr169G6dWuF9FYm1tbWOHPmjMoG0zg4vmfy8vKYgbU3b94gJydHof3LMmssLi6OGdwDCmfbpKamMr/NzMzQoEED6OjoKFx2SeTn5yM6Ohp5eXmYOXMm7t69q7SyKwu3bt2CmZkZgoODmTQej4cOHTowz/4iefbsGRo3biw144yjkJ9//hnTpk37Zhtt1KgRNm3aBACIiYkptb9mCz6fDxsbG4Wdvq1btw6urq4lbtfX15dqV6mpqXj37h1q1qz5zfJfvnypVj6XhEIh7ty5I1feGzduwNDQsMQlB1UF9bl6HDKpXbt2uUa1vL29ERYWJhEeaefOnaU+GMrCgwcPcPr0acybN6/UUEzKpmja3ciRIyuszuIQETp37gwbGxuJtOKDDUOHDsWcOXMqXLfff/8dv//+OwDF1iK+fPlS7q8pRIRXr14p9euLmZkZ/ve//0k9nM3NzUs0lIHC2QQAkJ2djcTERBgbG0tsFwqF3+ywbty4AaDwfBWfSaChoSEVZuzw4cOYPn06kpOTGceECxcuLNUzuiqpXbs2rl+/ju7du2PTpk0YNWoUK3pwcFRVTpw4gSlTpuDZs2dy7yMQCCRmM2VmZgIA7O3tERsbi+3bt8PHxwddu3ZVmp5CoRBv377F9OnTsXbtWqWVW5nQ1NTEpEmTMHz4cACFg9lOTk44c+YM50RTQeT9CCAQCJQ6cKQKmjVrhiVLlijsc2nSpEmlbnd0dJQ5O/Hz589o1aqVXHW8ePECdnZ2FbLU5VuIRCJ4enrKlVdfXx8vXryo8h8COIP7O8fHx0fmlHRldyhNmzaFmZkZXr9+Xa7Y4YrCdsfI5/PVNlxLWc/N0qVLsX37drn3X7BgAfr06YOaNWvC3d29THUWZ8KECTLTp06dWuISkhs3bjBrm8LDwzFv3jz8/fffCtdd2jF36dIFBgYGaNq0qcQXoc6dO7PeDgEgLCwM58+fB8D+fcHBURXp2LEj4uPjFfoSamNjg+3bt0ukaWpq4syZM6hbty7Gjh2rVGObiPDgwQPs3r0bhw4d+m6fFUSEEydOMLO76tevjzp16jDb3d3dJfqr69evK1R+QUEBLl68CBcXF9y+fZtJFwqF6N69ezm152ADTU1NtG7dGgcOHMC+ffuUWnbxaEFlJTQ0VAmasIOHhwfs7OywcOFCtlVhDc7gVnOys7OxdetWKacq8rJy5UoAheuBBw4ciHfv3qF+/frKVJEhJCQEWlpa+OGHHxTed+XKlZgxY8Z32/mXldzcXCxfvrzM+48cORJ2dnYK7bNjxw658/J4PGzevBm///47+Hy+UgzusrB48WIAhd7HVTWlu+i8zJgxAwMGDAAATJ48GT/++KNK6lOEgQMHwsTEBDExMfjhhx/UYgScg4NDcX744QeVfgUkIkRFRcHf3x/m5ua4f/8+PDw8VFYfmwwfPhxTp04FAFhZWUkY3KVx69YtnDlzRiLN0dFRwpFdbm4uJk+ejKNHj2LNmjWwsrKCs7MztLS0OIO7kjJr1iwIhUKcOnVKqeX++OOPJX7d1dbWxpgxY7B169ZvllOWd2sO9YEzuNWc7OxsbNmypcwGdxFmZmYYNGgQrl+/rhKDOyoqCtu2bSuT8TFt2jRs2LABcXFxWL16NZM+adIkpKWlYdeuXUrUVH6uXbuGv/76S6llamhoYPXq1di2bRtcXFy+6WBLJBLhxIkTcpdvZGQk4QhHV1e3zLrKi66urtqMWv75559o3bo1fH19S3RGV15atGiBw4cPo0mTJmrzYjV48GCYmprip59+wogRI/DmzRu2VeLgUHu6du2KrKwsXLx4UWlllrevHjdunJI0kQ2fz8fIkSMxZswYxMTEwNbW9rs1uPfu3Vum2QHm5uZS70nW1tYSvzU1NbFmzRrUq1cP//zzD4yMjGBra1sufTnYY+PGjejZs6fE8kBlMWnSpBKdH+vq6mLs2LFyGdx8Ph/r168vcRagujJ9+nTk5OTg3bt3zEfAqghncFcCIiIi8Ouvv2Lp0qVl2r9169a4fPmykrWS5OPHjwgPDy/TvpMnT8bYsWOlHkg//fQTCgoKlKBd6RT/Glj0hf358+fo37+/0r1o8ng83Lt3D4mJidDV1cXHjx/LVE54eLjMB7hAICjVA3dFMHz4cNy/fx+PHj2CQCBQWrl///233FEJatWqpdR15cWpUaOGzNAnQOEI+c2bNyWcq1Ukurq6GDBgAAICAlipn4OjMuHo6Kj0sEQhISHlLqN169Yq8yBeUFAALy8vREdHAwDmzZuHJk2aoHHjxiqpjy14PF6Zp+I7Ojp+s/8QCoVMJI3/x955h0WRPP//vcuScw4STICoGDFhVsynnunQM6czi4r59Ex355nPnHPOHsaPOWMWFERMKCJJck679fuDH/N13SXssgGwX89TD+xMT3dNb+/U1Ex3Vc2aNeVqh1F26Ny5s0RWnb1798LX1xdxcXFq0kockUiEgwcPYufOnRg5cqS61SkxV69eha6uLg4cOICePXuqWx21wRzuckBWVhbCw8ORk5MjV4qwt2/fKkErxVG1alWp25XlMH3P//73PwwbNgwAcOvWLbi6uqJ69ep48+aNQtvp2rUrgoKC4Ofnh7lz54qlaZMVPT29Mjv9fuvWrcjNzUWjRo3EouOXlq9fvyItLU1sW25uLhcdH8g3SOrMU2ltbV1kYDdFwufzoaWlhaysLPTp0wchISGoXLnyD5ejncGQl40bN5aoHJ/Ph76+PrKzs8WuN8pCWTY7IyMDOTk5YvX7+voqPIgqg1HA0aNHSzyVX134+fnBwcFBwrH+7bffivy983g86OjolDqbkCyEhYXBwsICmpqaICLk5eWprO3SwOPxJGaJ/GiU67RgPxIHDhzA5s2b5TrWzc1NwdqIk5ubiw8fPsDMzAympqZKbUsZdO7cGdHR0YiOjoarqyuA/7vBUqTcunUL8fHxqFmzJs6cOVOqusqqsw3kr0kyNDRUqLNdgJOTk1hE1CNHjohF2Y2Pj4eXl5fC2y0pUVFREg8FlEWtWrVw8uRJWFpawsbGBgKBAPfv30ebNm1U0j6DUd7Jy8sr0Q2rs7MzPn/+XK7eKkmjW7duMDU1FUsTOWPGDDx58kSNWjEqMtra2hJvjlXF95lOnJycpL600tHRkapjdnZ2kfFQ7OzsSjVFmogQFBSEd+/elfiYL1++oGfPnvD29i7RDA5tbW04OjrCysoKtWvXLnFEeUWTkZGBJk2aqKXtsgJ7w12OePbsGWJiYmBtbS3TcZMnT1aKPtevX0eTJk1w4MABzJ8/HytWrEDfvn2V0haDAQBr165VaRR8WVm5ciUePHig9HYEAgE6d+6Mrl27Yu3atahRowYCAgJUmoOewfhRSE1NxaJFi+R+6C0Lly9fVtpb9LZt28LKygrHjx8HEaF69epo2LAhLCwslNIe48fF3t5eYqp9YmKiSuxjATdu3BBbk92vXz/s378fMTEx3LZ69erJfE8N5L+UqVevXrHpw5o3bw4jI6NC9zds2FCu33tx8X8KMDc3h4+PDxwdHWFjY4O9e/di9+7dKlmuyRCHveEuR+zbtw9BQUEyH6esAAuRkZHIzc3FhAkT4ObmprC8v1euXEFISIhC6mL8eDg4OKBXr14qaWvVqlVchHRVoquri+XLlwPIj1Bev359TJkyBZqamuUuoAqDUdbJyckRu0lXFHw+HzNmzOA+nzhxAg8fPhR7A61I/vjjDxw6dAh8Ph+VK1fGhg0bcOTIEbXH/WBUPJo2bSrxADgsLAybNm1Sk0b5D8S//x0PGjQIderUwYoVK2RyQgUCAdauXVtsOWtra2zcuFGqU71q1SqlO76RkZHYtm0bnj17hpEjR4LP55fpGZIVGfaG+wfj+PHj6NKli0JSJw0aNAhCoRCmpqZYunRpiY7p37+/xJTbjRs3wtfXF1lZWQCA0NBQmJiYFPrUcefOnXI9kawILFq0CI8fP4ahoSEOHz6sbnVkYsaMGXjz5g1Onz6ttClmRkZGOHz4MJo3b67wujMzMzF9+nSxdZ9btmzBp0+fEB8fj+7du+P06dMA8tcr7d69m4sNoGgKi9y/a9euEq9LZTAYJSMzM5MLMqZI+Hy+2Buys2fPYtKkSUp1SkaOHInTp0/D3Nwcnp6eSmuHwfiWtLQ0TJkypcTlzczMsHfvXpw7dw5bt26Vq83BgweXqNz8+fOxevVq/PrrrzLVb2NjgwULFhSZpeXUqVMAgN9//11iOvvmzZtV8qY5NDSUu0d/8+YNTpw4gS9fvnAp88oie/fuxdChQ9WthmKhckhycjIB+CHF1taWvnz5QiKRqNh+EolEJBKJyMbGhkQiEfn5+REAOnz4sMK+i7y8PLK3ty9R2Z49exKfz5c4p5cvX5K+vn6J+8DR0ZGqVavGyb59+7hzLS98q2/B/99Lhw4dKDY2lrp168Yd17VrVwJAfD6fevXqpS715eLz589kbW1NQqFQruPnzZtHNjY29OHDBxKJRBQUFERWVlYEgHbt2kVv376lDx8+KFjr/yMlJYVq1arFfT+jR48mgUBAAEhbW5vTBQDdunWLoqOjlXYdSEtLE9NNJBJR1apV6cuXL2q/RjGRT5KTk5U2dtXNj2yzpcnixYupQYMGJBAIuOvhzp07ydDQkOzt7UlXV5fevHlDAGj27Nml6vvvbaODgwN9+fKF+vfvX6p6KwqF2d9v+y08PJxGjBghdR+jcObNm0dnzpwhIqLExERu/M+ePZtatmxZ5G9EQ0ODBgwYQOvWrVPqb3HlypXk5eVFPB6PIiIiZDq2devWdP78+RKVTUtLkxg/VatWVcv1p0qVKmRvb6/262BR4uTkpHYdihNZbTabUl7OiIqKQrVq1Yp9KpaVlYUhQ4ZAV1cXiYmJeP/+Pfr06aNwfVxdXRESEoLU1NRiyyYnJ8PY2BimpqYwNTXFwoULMWTIELG3nb1790ZmZia8vb25coaGhgDyp9GampoiIiIC79+/52TEiBHQ1dWFgYGB2tal5OXlISEhocRy8uRJzJgxAwkJCWjYsCF0dXVhZ2cnJk+fPoWnpyf3hBQADAwM8Pr1azg7O+PIkSNqOVd5sbe3x6dPn0o1nSk6Oho5OTlITk5G/fr1ERsbCwCwtbVF9erVUaVKlWLrSE9PlymyZ1paGoRCIZycnCASibB3717o6upi586dXD3Z2dmcLgDQsWNHlUYP7dWrFz58+FCi82cwGOpFX18fAoH4BMOkpCSkpqYiIiJCoVPKnz17Bl9fXwD5a9Hz8vJQpUoVhae8LI9kZ2dj7Nix3P1DUFAQdHV1OXny5AmSkpIQFxeHPXv2QFdXF0ePHoWXl5fKgmOWd9LT0yXuy3R1daGpqVnkcUKhEEeOHMG0adOUqR5mzZqFR48eyRXw99atW/j555+LLff8+XPo6emJja8TJ06o7X41LCwMERERamm7pHz69EndKigcNqW8HJKdnV1smU2bNnFBFbS1tUFEyM3NVYou9+/fx4kTJ7Bt27Yiy964caPQfQ0aNEBmZiacnZ2ho6Mj5ky+fv0agwcPho+PDwYNGoTu3bvj/PnzXPTIgkizGhoayM3Nxdu3b2Fqaorw8HAAQP369SEUCvHixQuxNvl8PmrVqoWXL1/Ke/ocL168wKhRo2Q+btWqVQDy1zvdv3+/WGf06NGjAPL7pDyiyAiZBePZ3t4exsbGRZbNycnBhw8fYGpqijFjxqBHjx6oU6cOGjZsCB6Ph+joaGhqasLc3BwBAQGoUaMGPn/+DH19fQwZMgSjR49GZmYmQkJCMHz48GJ1U0XqoIyMDAQHBwMAl85EFe0yGIzSUeAAN2jQQOr+unXrKqythg0bomHDhgDyl/XEx8fD3d0ddnZ2+PTpE5ycnBASEoLq1asX6wRVNM6dO4dnz57B3d0dADBixAg4OTkhKSkJjo6O0NXVRd++fZGcnMx9VyYmJrh27Zo61S5XDBw4EA0bNhRbBrhgwYISHUsqSHslFApx4sQJdOjQQeyheUkpyX3127dvUatWLQQFBXH377/88ovMbZU1tLS0ULlyZYWn0C0L2NvbIyUlBSkpKQqrkznc5ZRjx47JvN5EUbx58wZ5eXmoWbMmRCIRhg0bVuqn5bdv3y50X40aNfD48WPus5+fH0aPHs1diHk8HogIfD4f6enp2LJlC75+/YpDhw4BANatW4esrCzMnDlTrF5NTU0sXrwYc+bMKZXuiqAkThxDOj4+PmjWrFmRZQrGRVxcHP777z/8999/0NDQwPbt28Hj8XDx4kUYGxvD09MTPj4+mDNnDo4ePYoqVarg2rVrZeoG6+eff4ZAIMDr16/RuHFjdavDYDBkwNXVFUSEN2/e4MKFC9wMr1q1aqFatWpwc3PDkSNHlPIGesuWLdDX18eKFSvw9u1b3L59G4MHD8bIkSNx5swZWFlZKbzNskyfPn0kZv69evUKAQEB3P3V1atX1aEaQ01YWlqievXq8Pf3V1idv/zyC6KiotR2z64sDA0N0aNHj1KlRiurNG/eHEFBQdxLDUXAHO5yCBFh9OjRSEhIwMSJE6WWad26NTw8PJSSX/POnTtIT0+XSPmgKng8Hnbs2FHofl9fXxw/fhzv37/Hw4cPC02LlpubWyacbQCYMmUKRo8erW41Kix8Ph+RkZE4fvw4t00oFEpE1t++fTsAcOMiICBArvaIqMhAKqXh77//hra2Nos0ymCUQ7S1tdG3b1/s2rVLbHunTp2wYcMG3LhxA/Pnz0dSUpLC2nz48CFycnLw4sUL/PHHH0hLS8OVK1cKvX/4kalZs6ba7m0Y6mHLli3w8PAAAFSvXh1Dhw5VqMMNlPytfnkiPj6ec7YHDBiAO3fulPmp6iWlYDapImEOdzklIyMD8+fPh1AolBppsGHDhtizZw969erFTa1WFJ07d4ZQKISvry8SEhJw8eJFhdZfWhwcHDBt2jR07twZkZGR8Pb2xr///ot169ahfv36nFMlC3v27EGlSpUkthMRunTpAqFQiG7duskUhfNblBW1u6JS2HSspKQkqbngs7OzcffuXWWrJYY846ykZGRk4LffflNa/QwGQzm8ePECOTk5WLBgAUxMTMT2de7cGfPmzcPTp08V2mZQUBCWL1+Or1+/4tixY7h06RKaNm2K//77T2ItOYOhKIYNG4Zr165h+PDhEhG6yxKnTp3C6tWrYWtrizFjxuCff/5ReBvFLbks73Tq1Alv3rypMA63MmBX2nJMUlISfv/9d5ibm2PQoEES+2vVqsWtbVVkEJYCx/PZs2fIyclBixYtFFa3Iil4Uv3y5UtYWVmhc+fO0NbWxvz582Wuy8bGRur6NiJCWFgYgPxAOGZmZqXWm1E0bdq0wfnz53HlyhWx7USE7OzsMjX9W1nk5ubi4cOH6lZDKRS8uS+I0VBR2LdvH1q1agVnZ2duOUxFO0dGySgIfKnImBaFQUTcFHYgPxexjo4OGjZsCH9/f+jo6LDcvAylUK1aNVhaWmLatGno1KmTutUpEk9PTzx+/BgzZ86Uay33j07BdaY8U3AN7NOnD1avXi2x/+DBg6WaFcsc7nJOeno6oqKikJOTI/UJor+/P6ysrFCrVi0AgJ6eHnR0dErdbmpqKnJycmBhYVHmDbWdnR2A/LU5QH6uZkXB4/Hg4OCgsPoYhaOvrw8tLS0uwNn3xMXFoXLlyqpXTIUYGxsjKSkJTZo0UbcqSqFly5Zo27YtTE1NsWvXLoUENCwrDB8+HO/fv0d6ejqA/NzOkydPxt69e9WsGUMdJCQkQCgUQkNDQ2y7mZkZF5ektIhEIvzvf//DmDFjuG22traIjY3FgwcPMGfOHGzZsgU3b96U0IPBUBQ2NjZl/j4xMjISjo6OaoscXt4ZOXKkQl/sKRMej8f5A9/y/v17aGtrg8/nS70eyhPJ/luYw10BmDlzJjw9PdG8eXOJfQXTxQouIpMnTy5RGoPi+P3333H//n1EREQwQ13GISI8efIEjRo1UrcqpWL27Nnw9/eHn58f6tSpI7G/UaNGyMrKUoNmqmP69OkYMGBAidLwlUfu3LmDO3fuqFsNpVBwDS54WLRr1y7mbP/A9OjRA9HR0WLRmwHg8uXLMDMzQ2JiYqnbSEhIQNeuXcW2PXz4EL/88gtEIhF69eoFLy8vCAQCPHr0CI0aNSrzjhGj/PH06VMxZ6xy5crcTMn79++XmTejzNmWn/LibANA27Zt1TITkjncDJmIiYnBqVOnxN48paen48qVKwpx5BXBly9f4Ofnp7L2dHV1MWzYMJW1JysikQhnzpwp9w63NJydnbkUOoMGDUJERISYE9OjRw9uhsO3nD59GjExMSrTU1HIsxyCoV5cXFzQrl07nDt3Tt2qMH4wdHR00KtXL5w+fRrNmzdHWFiYWIyL06dPo0uXLhg9ejROnTpVIW0EQ/0MHDiQ+9/Z2RkbN25Ehw4dQESYNGlSkY5uUFCQyuOvMCo23bt3x9GjR+Ht7a3SdpnDXUFYuXIl3N3dFTpdWhphYWEYP3682Lbk5GSsWbNGZof74sWL8PPzw/z587F8+fIS5RcH8qeD/P3334WupYiMjFSpw11UxPSygIaGBv766y91q6EUmjRpgg4dOgAA/vzzT2RmZopNt+7Ro4fUYHcBAQHw9fWFgYGBxL7c3FypgQjLAqNHj8bZs2cRHR2tblUYxaCrq4tVq1bBxcUF7du3R7du3cRiPLRs2RKbNm1CZmYml5eZ8WMxZ84c7Ny5s9C3yrVr10bPnj3lrt/AwAAzZ87E6dOnAeRnw/jrr7+QnJwsUVYZgaIYjG+xt7fH5s2b0b59ewD593IbNmwo8pj169erxeH29vbG06dP8e7dO5W3zVAuU6dOhZmZGW7evIkePXqgS5cuJTqutDabOdwVhDNnziAzM1PpDnfNmjUxa9YsLFu2DED+21Nvb2+pa2qLo1atWli+fDkSEhLQr18/maakZGdnY8uWLcWW27x5M7d+XVlIm8pfWubNm4fRo0fDyclJ4XVXZHR1dTFu3LgSlR02bJjUdTxCoRAWFhZiT+XLCp06dcKdO3eYw10OuHjxIlq3bs19/umnn8T2FwR1TElJYQ73D8r+/fuxY8eOQh1uJycnNG3atFRt1KxZE7dv38batWvh4eGBixcvokWLFnB3d8f69etRvXr1UtXPYJQUS0tLztkujMmTJ+P58+fc56ioKGWrJZUWLVogKiqKOdwVlISEBGzZsgUXL14Ui8Pk6upa6Eu00tps5nBXIOrXr49Pnz7J5fyWFCMjIzg7O3OfiQgfP35EUFCQzHU5Ojri9OnT0NfXl1lnkUhUoguxmZlZmU5HURihoaHIzMxUtxoKY9asWejXrx+X61IR1K5dW+zpOBFxU9MOHTqE7OxsDB8+XOqxRIRatWqJpWNbu3Yt+vTpg6ysrDL7hnvkyJFIS0tTtxqMQpg1axaXGtDc3Bx5eXng8XgszkU5RkdHB+/evcP//vc/jBw5UqF15+XlwcPDA48fP1baGDEyMsLnz59x8eJFTJgwAY0bN0alSpVw/fp1llWDoVK+H+MeHh4SaaQSEhKQm5srU52KXns9aNAgDB06FMeOHVNovRUFPp9frtZsFwafz8enT5/w6dMnbtuDBw9w/vx5LFy4UCzYpELaK83B//zzD3g8nlju4aysLEyYMAHm5uYwMDBAnz59JNZKhoeHo1u3btDT04OVlRVmzJjBpUlhyE9UVJSYM/w9Ojo6XJqw0qCvrw99fX3us4aGhtyG28TERK4HBHw+HzY2NsVKeXS2AeDo0aNwdXVVtxoKY+nSpWjYsKFC69TU1BQbz0QEAwMDaGtrY9iwYRgzZgy0tbWlysOHD/H161fExMRwMmDAAGhra8PY2BhxcXEK1VVRJCcns8AuZRiRSIS8vDzk5ubC2NgY2tra6N+/f5kIcsfstXxkZWWhbdu2SvvdPX/+HO3atUNSUpLYdg0NDVhYWCikjczMTGRkZADIt53+/v7M2WaoFGNjY4lUlnFxcYiJiUFiYiKys7MRExMjk7MN5AcBdHNzQ6VKlVCpUiWFzPIUiUSYPHlyhQ3gWVpOnDgBc3Nz2NjYqFsVmTAzM+PGSbt27XD69Gnuc4FYW1vjl19+wW+//aZ4BUhOHj16RJUrV6Y6deqQj48Pt33s2LHk4OBA165doydPnlDTpk3J09OT25+Xl0e1a9cmLy8vev78OV24cIEsLCxozpw5JW47OTmZADD5/+Lq6krGxsYEgCwtLenZs2di/WVqakoAqFu3bvJ+3RJMmjSJANCnT5/I3t5eYfUyGEXRo0cPbtzXr19fbJ9QKCSBQKD23yMTJgViaGhI7dq1o2PHjhU6pgvsWXJystJ+N+q010TMZpdE+vTpQ5GRkUSUb7OrV6+ukO+eiGjHjh3k7OxMz58/J6FQSN7e3gqrm8Eoinnz5pGuri7p6+vTw4cPxfYNGDCA2rVrRxMnTqRz585Ru3btOGnevHmJfjdbtmyhq1evcjJs2DC5f4OamprUsGFDtV8LyoNoaGjQgQMH1K6HLHL06NFSjeWIiAi6evUq/ffffwTIbrPlcrhTU1PJ2dmZrly5Qq1bt+YMeFJSEmlqatLx48e5siEhIQSA/P39iYjowoULxOfzKTo6miuzefNmMjIyouzs7BK1z4y3uGzevJn+/fdfmjx5MgEgLy8vsf5StMP98uVLatmyJQHM4Waolu3bt5OJiQkBzOFmUrZl4sSJtHLlymLHtLIdbnXbayJms0sqe/bsoYMHD5Kurq7CHe61a9cqrD4GQxZcXFwIkLTZRZGUlEQ+Pj4SMnz4cKX9/iwtLenDhw/Uvn17atOmDVWqVEnt1wQmipHGjRvT8+fP5Rq/6enptGbNGurXr59YnbLabLnWcE+YMAHdunWDl5cX/vzzT27706dPkZubCy8vL25bjRo14OjoCH9/fzRt2hT+/v5wd3cXyz3ZqVMnjBs3DsHBwahfv75Ee9nZ2WIRrFNSUuRRu8Kyb98+1KhRA6tXr4ajoyMuXbqk1PYePnzIptow1MKoUaOwYsUKiemX39OqVSsMHToUy5cvR2hoqFxt1atXD5UrV8aZM2fkOp7x41CpUiUsXrxYbNvQoUOlrstNSUkRm9adk5OjVN1Uba8BZrPlZefOnXj16lWFit/BYMiDsbEx/v33X4ntqampaNGiBYD8DDH+/v4KbVcoFCIzM5NbHsSoGGRnZ8u8XKGAtLQ0TJ06tdQ6yOxwHzlyBM+ePcPjx48l9kVHR0NLSwsmJiZi262trbmoutHR0WLGu2B/wT5pLF26FIsWLZJV1QpPvXr10LFjRyxfvhz+/v5YunQpJk6cKBENF8hPx7B69WqF68Dn83H27FmF18tglAYXFxeMGDECnp6eMt/sZ2dnY9CgQZg4cSIWLFigJA0ZFQkTExOMGDGi2HIikQjt27fHkydPVKCVeuw1wGy2vCjzQfaqVavQvHlzhcfSYDBUiaGhIXetbdOmDeLi4pCdnY1WrVoppP7Y2Fjcv39fIXUB+bEztmzZgo8fPyqsTkbx7Nu3TyIOUrVq1eSqy9TUVCz+QFpaWrHR9qUhk8P9+fNn+Pj44MqVK9DR0ZG5MXmZM2cOpk2bxn1OSUkRC+P+o2JgYIDKlStzn2vXro2YmBipwbZ0dHTg4uKicB3q1asnEWSHwcjJyQERAcgP/iMQKD8hAo/H45wAbW1tAPlv7GSFiBAYGAg9PT18/PgRf//9d4WIyMlQHq9fv4alpSV4PB727t1baF5PHo+HAwcOoE6dOtw2IpL7yXtRqMteA8xml0XCw8ORkJCA7OxsJCYmYvTo0exhOUMlaGpqwsLCAtevX1dovVWrVkXVqlVBRIiLi8P//vc/DBkyRO4Ah3FxcSXOyVxS/vzzTy5gIUN1ODs7o27dugDyXwyWJnuTpqYmGjduzH2Wd8aWTFHKnz59itjYWDRo0AACgQACgQC3bt3CunXrIBAIYG1tjZycHInpnjExMVw0OxsbGwkHreBzYRHvtLW1YWRkJCaMfIyMjLiLjqmpqcrbT0xMxIcPHxAZGanythlll6pVq0JHRwc6OjoYPnw43r9/LyHx8fFy1+/o6CixjcfjwdzcnIu4LC88Hg8mJibQ0tLC4sWLMW7cOKWm2mOUf/h8Pry9vTFr1qwixwqPx4OLiwuysrI4+fr1q1J0Upe9BpjNLouYm5tj7NixMDIywvv379k0f4ZKiI6OxrNnzxAbGysxm0ZRFNj+AQMGYM2aNWJZdGSBiBT+u0hLS5P7gb2Ojo7CMhX8aDRr1oy7B+3atSvev3+v/pSqsiz4TklJoZcvX4qJh4cHDRo0iF6+fMkFYTlx4gR3zOvXrwmQDMISExPDldm6dSsZGRlRVlZWifT40QOwtGvXjrp27UozZswoUX8pI+Lp9zq1atVKYfUzygaRkZEUGhoq17F2dnbFjuOff/6Zzp07JyGvX78usm4XFxf6+vUrTZo0SS7d5KFmzZpq/90zKbtSq1YtuceWsoKmlRV7TcRstjyijKBp/v7+ZG5uTtra2jRz5kyF1c9gFEaPHj2KtemK5M2bN9SiRQu1/34VITVr1qRly5aRo6Oj2nWpCDJ79mzuPvPWrVtyjzF5bbZM8zwNDQ1Ru3ZtsW36+vowNzfnto8cORLTpk2DmZkZjIyMMGnSJDRr1gxNmzYFAHTs2BE1a9bE4MGDsXz5ckRHR2PevHmYMGECNw2UUTj9+/fH5s2blfakkMEooCBHpjKWIgDAmTNnpAYk+/3338WCO33P6NGjYWxsjHXr1ilFL2mMGjUKs2bNUsrUXwZDGTB7zfieOXPmID4+Hra2tli2bJm61WEwFMKaNWu4II3Xr1/H3bt3ldZWly5dEBAQgKioKKW1UcCrV68QFhaGtWvX4sGDBxCJRFixYoXS2y3v/PTTT6hVq5bYtvv37+Off/7hPteqVQtBQUEq1UvhCyvXrFkDPp+PPn36IDs7G506dcKmTZu4/RoaGjh37hzGjRuHZs2aQV9fH0OHDpWI8MqQTkxMjNzrUxgMWXB3d4e7u7tcx27cuBGZmZkICQnBkiVLii2/fft2bhrY9xfK75k+fbpcOpWGqVOnYv78+czhZkglIiICa9euhY+Pj7pVkQlmr0uPp6cnzM3Ny8166PXr14vdeDIY5Zk5c+Zg1apVSrXNpqam2LhxIwCgcePGeP/+Pfr06aOyKco///wzfv75Z+Tl5WHlypVcfByGdH755RcMHjxYbFtQUBBevnzJfTY2Nla1WpArD7e6+dGnp9WsWZNyc3NL3F/KnlJuYWFB7969U1j9jIpDamoqBQYGUkBAAAUGBpKlpSU9f/5cbFtAQADl5eWpW9ViefDggcJ/ywsXLqTAwEB6/Pix2q8rTEon/fr1k2tcKTsPd1mgIttsExMTsrS0VHi9irLZgYGBZG9vT2vXrqV3795RZmYm2dvbK6RuBqM4CqaUt23bVin1169fX+m/cTs7O4l2zczMVHJ9MTMzozp16tDTp08pNzeXeDye2q95ZV327dtXqjHl5+dHderUoXv37knd/+uvvxIgu82WKWgaQ3Voa2tDV1dXbJumpibOnTsHf39/qfld1YWmpqbc4fYZFRsDAwPUqVMHdevWRZ06dfD+/Xvu/2//lnQ89+/fH+/evVOy1tJp3LixQnJ+FgSiSk5OxtevX5GXl4fq1asrQEOGqhAIBNDV1RUTLS0tiXIBAQFc0LALFy4gIyND7O1ETk4OvL29Vak6Q8EkJSUpLfDd9xCRzDm6MzIyEBERgZkzZ+LDhw+oW7eu1LHKYCiT//77Tyn13r59WyJ1oSLR0NDAq1evlFZ/cSQkJODFixdo2bIlPn36JOEXMBTLixcvMGzYMLx9+xY9evRARESERJmVK1fKVTdzuMsop06dQnp6OnR1dVGjRg3Y2tpixYoV6Nq1K4yMjMDj8dStIoMhM4aGhqUau5mZmWpbUsHj8UoV/byAuLg4zJw5E0ZGRli/fj0aNGjAHliVIwwMDLBq1Sqkp6eLyf79+yXKCoVCpKamIjU1Fd26dYOBgQHy8vK4/cuWLcPMmTNVqT6jnJCTk4PPnz+LbQsMDJQ7j3Z2djZGjRqFjx8/IjQ0VBEqMhgl4sOHD3JHDi8OAwMDhIWFKaXub9tQNxkZGXB1dYWfn5+6VanQ1KlTB3FxcUhPT8fXr19hb28vUUbescwc7jLK/fv3cerUKRgaGiIkJIQLIiWvs5KWlob79+8rUkUGQ+U0bdoUhoaGamvfyMgIjRo1KlUdVlZW2LNnD969e4dPnz5x2/X09ODp6VlaFRlKxMDAAHPnzsXkyZPB4/Ek5HtMTEzQq1cvMfm23Pz58+V2oBgVm/DwcIwbN05sW6tWrUpV5549e5T6NpDBkEbXrl1x+vRppdWvoaEhdo2tVKmSwuomIly6dElh9ZUGoVCI7t27o3nz5upWpUJTlE0vDczhLqP89ddf6Nu3r9jbkNIQHR2Nv//+W2xbTk6OWIAcBqOsM2fOHJw6dUptwcscHR2xa9cutGjRoshykydPBp9f9OU1Li4OCQkJ3GctLS106NAB7du3V4iuDMWjra2NnJwcLFq0CMHBwcWWr1atGk6dOsXJyZMnIRAoPFYp4weBShksae/evRg5ciT4fD4+ffqECxcuKEgzBkM6/fv3h5mZGUaOHKm0NrS0tMSus4p8cC0SiTBgwAAsWrRITGRd2qEoNDU14eXlhU6dOqmlfYb8MMtfTmjXrp3CnO8CcnNzsWHDBowfP77UdQUHB+P+/fsYPXq0AjRjMApn/fr1GDlyJDQ1NdXSfu3atdGyZUuJ1CNt2rSBoaEhzp49i6lTp2LTpk0QiUTo0KEDNDQ0xJ6Sv3z5EsuXL+c+p6amIjc3F1u2bIGFhYXKzoUhG1paWlzkfrVEOWX80JT2jcvevXsRERGBpKQkDB48GF++fIGmpiY6dOigIA0ZDHEGDBiAhQsXIiYmRt2qyE1qaioWLlyobjUAACkpKdi0aRNsbGzUrQpDRtgb7jJOUlISfvnlF1SuXFkpgZXev3+PyZMnl7qeuLg4BAQEsHQFDIVCRHj79q1EuqWWLVuqSaPCcXR0xPbt29GsWTPweDzcunULAFClShWxNdqxsbHo1q0bTp8+zUnBG/uYmJgSvTllqAdDQ0P07t0bvXv3lrq2i8FQNqW12UKhEM2aNcOdO3fw4cMHfPz4UXHKMRhqgog4UQWampp49eoVtm7dqpL2AODmzZvg8Xj4+vWrWIorRvmAveEu44hEIrF1nvJSuXJlqUF9cnJy8OXLl1LVLRKJkJGRgW3btsHDwwPDhw8vVX2MikNeXh4yMjKKLVdYMDVra2su4NS3qCtSeQELFy7EmzdvcOXKFXz8+BHa2trQ0NDA0qVL8fTpUwCAs7MzDA0NoaOjIxboLS8vTyIYEvB/QdlycnKQnZ2tsnNhMBjlAyJCXl4eEhMT5a7D1dUVWVlZ3OfMzEykpKTAwMCg2GUwDEZZIy0tDRkZGahSpQrnbOfk5Mhcj4GBgdg9SFZWVpFL13Jzc9G7d2/cv38f4eHh+Ouvv2RXvoTo6OjgwoULaNmyJZ48ecLifhRDQXDdspTNCWBvuMs0NWrUUNii/Y8fP0okglcUMTEx6Nq1K4yNjWFkZKSUNhjlk3v37sHY2LhYSUpKkjg2NDQUmZmZcHV1ReXKlVWue1FoaWnhxIkTSE5OhqmpKfT09KCtrY2FCxdygY0sLS2RkpKCtWvXlqhOOzs7BAQElJmpawwGQ72kpKQgICBAzMF2dXWV+vC8pHzrbAOAj48PjI2NERcXJ3edjB+PoKAgBAQEKD1C+Pfk5OQgICCAk0aNGsHa2hoZGRnIzMyUO5NJUFAQUlJSOPntt9+KPeb169cwMzNTmrOtr6+PunXrYu/evWjbti1EIhE8PDyU0lZF4s8//8SbN2/UrYYE7A23mmnZsiUCAwORkpLCbatbty5iY2Px22+/lauUMQ0aNEB2djYOHTqE3r17Q0dHR90qMdSMlZUVBgwYUGy5c+fOoWfPnjh37hwAoHnz5ujbty+ICM+fPy/VgyciwpEjR2BpaQkvLy+56ykp7dq1k0gb4eHhAUtLyyLz9X758gUTJ07E2LFjUblyZaVO9fTy8sLdu3clbr4ZDEbZ4c6dO6hfvz4OHz6M/v37g8fjISUlBXfu3JFrWU379u1x//59qQGfzpw5g9GjR7OUo4xiuXTpEvr06YOMjAzUr18fu3fvRt26dVXSdnJyMpYvX46QkBAEBAQorZ2S2GxlU6lSJcycORN5eXk4dOiQ2lKiljf++usvuLm5laqOZ8+e4fXr19xnCwsLdOzYsVR1Modbhfj4+MDc3Bx//PEHt23KlCmYO3eumMNtYmKC1NRUTJs2TR1qys2VK1dw5coVAPnntXr1as54Hz16FM2bN2frHn8w3NzccOjQoWLLWVpa4s6dO9i+fTuA/PFSGL6+vvj9999LrAMRITw8HO/fv8fVq1dLfFxJmD59ukSQszlz5kiUGzZsGHbv3l2s8Q4NDYWmpibWrVuHMWPGICoqSqH6FmBtbc2mj8qIQCCAr6+v3Mfv3LkT7969w59//lnmproxyi5t2rThnBkiwpcvX/Dvv//K5XD//vvvGDRokFSH+/ulZcxmMwpj3rx53FKx58+f4/jx4ypzuC0tLXHo0CE8fPgQN27cAJA/vfvb+2pFMGzYMGhqamLs2LFIS0tTaN0l5c2bNxg4cKBa2i5vmJiYYNasWQCA+vXrl7q+gwcPYvXq1dxnOzs7DB48GD179kStWrXkq5TKIcnJyQSgXMnMmTMpOTmZ0tPTCQB5enrS+fPnKSoqim7dukXa2tpUpUoVmjFjBg0bNow8PDxox44dJBAIqHHjxqXqL1NTUwJA3bp1E9uelpZGAKh3794y1bdjx45iz1cgEJBQKOSOGTRoED1+/LhU58GouJiYmIiNn6NHj1Lt2rVJX1+fRCKRWFmRSEQ2NjYytxEXF0fnz58Xk127dpXqd92qVSvq0qULTZo0qdj2W7VqVaI6Z82aRUREd+7cIT09PbVfu5jkC5/Pp1GjRsk87gro0KED8Xg8ysnJEdteYM+Sk5PlrrusUx5tdlmRqlWr0s2bN4mIyNDQkADZbLa/vz9XV+PGjUlbW1tqOzExMWLHMZvNKIyGDRuKjanQ0NAiy7u4uJCxsbHS9MnIyCj17+zjx49S67axsVH7NYBJ0XLo0CG6fv26QsfUtGnTpLZVs2ZN8vLyIkB2m83ecCuZtm3bYvv27bCysoKBgQGICO/evYO+vj4X1t/a2hqPHz/G4MGDUa9ePUyaNAlZWVlo3bq1St5C/e9//8P69esxadIkhdXp7+/PpqYx5GL8+PHo2rUrlixZggcPHkgdR/T/o5HKMsbMzc3RtWtXsW25ubncmusCsrOzS/wE8/bt2wDy13SfP38eQH7qHWl5ug8fPox69eoV+5Z769atOH78OID8qKSNGzcukS4MxdKiRQvs2bNHbJs8qeiIZW5glIIPHz4gKipKIRGYHz16VOg+adfSn3/+GcHBwSwFHkOCZ8+ewcjICHp6erC1tVW3OqViz549sLOzk7rvwYMH+PLlC5o3b45hw4YhPT2ds8/qZPjw4UhOTsapU6fUrYramTNnDjQ0NMRsdmn9j7lz5+Lx48e4c+eO2PZXr17h1atXctXJ5hQqCSsrK6Snp+PQoUMwMTHBqFGjEBQUBD6fj2rVqonl0OPxeKhduzZnDMeOHYumTZvC09MTDg4OEvl+FUVBIJb09PRSRT39HiMjI1SuXJk53IwSY2Njg6CgIHTt2hVr166FgYEBAMDJyUlq+eTkZDRt2rTU7WpqaqJatWpi4ubmhlevXsHMzKxQ+T4+QU5ODj58+IDo6Gjk5eVJbcvOzk5sKrGOjg5X37e/lVGjRqFdu3ZISkqCo6Njqc9RHvh8PgwNDdXSdllBIBDAxMQEJiYmcHJyQrVq1eT6Pg4ePFjiwHkMRmF4eHhwU1tzcnIQHx+P+Pj4Ytd1CgQCLqaEtGwQ+vr6uHv3rtjSmMzMTGRnZ+PLly8QiUQKPhNGeef+/ftwc3NDzZo1MWHCBG57UlKS2h4wSrPTpqamJTp21KhRePXqlVTdnZyc0KxZM2RlZWH79u04dOgQsrKykJqaivr16yMrK0tMVGGz27Zti0aNGuHOnTswMzNT6lr28sCnT5/w4cMH7N+/HyYmJti7d2+h92ElxdzcHNeuXRP7bnfs2CHTuPoe5nAriaCgIFy6dAm2trawsLDAsWPHirwQ8Xg85Obm4t27d/j7779x/fp1+Pv74927d3K9VfmWgvUMSUlJYumIShtU4FsMDQ3RuHFjNG7cGHfu3JFY1woAwcHBpf4RMComISEh0NTUBJ/Ph0AgwNu3b1G9evUi17oWlbKjNPB4PLi5uXE3tNJk9erVMDExkTh21KhRRa4fql+/Pvc7+euvv7j6vLy8uO2VK1fG9u3bER8frzan18bG5oePln7z5k1YWFigcePGpUpDZ2ZmBktLS4ntsbGxePjwIZ48eVIaNRk/CN+mOjp37hwsLCxgYWGBkydPFukUe3h4cA98li1bJmGb16xZg+bNmyMgIIC7R9m4cWOZeIvHKJtoaWmBx+OhRo0aYnZ4/PjxUuMDKBtdXV2pdjoiIgLu7u7FHp+Xl4f69evD398fDx8+FJOCF2Ha2toQCAQQCATQ1taGgYEBnj17Bm1tbTEJCQmRqN/d3V2hqbz4fD7GjRuH2NhYxMfHY8aMGWjcuDFcXFwU1kZ5xNDQEEuWLMHHjx8VkjpWU1NT7LsdOXIk4uPj5Q5oy6aUK4kDBw5g2rRpsLe3h7W1NZ4+fVqow01E2L9/P8LCwrBv3z4uj7WibrbPnz8PXV1d3Lt3D5s2bcLSpUtx+vRpMef3+fPn+PTpU6FvFIujfv36uHXrVpFlTp48iby8PIwYMYK9/WYUye+//47FixdDT09P6n4tLS306NGjRHUdPXoU/fr1U+jyjHHjxiEnJweBgYEAgLi4OJw9exbr1q2DpqYmFi5cyL2l/5YLFy5Ire/y5csytd+/f38cOXJEdsVLSGRkZKkChFUUateuja1bt6JGjRpy1+Hi4iI1Gvzp06cxduzY0qjHYMDb2xu7du3i7huKYvz48VK3nzt3DkOGDEFcXJyEbT5y5AjGjh3LbDaDw8/PD4mJiTh+/DhnJ27cuIENGzYUarMVgVAoxL59+yTupQUCAQYPHiwxRjU1NdGvXz+8fPmS29anTx8YGRlxNrsAIkLz5s0l2uTz+di2bRvs7OzQpUsXufT29vaGqakpnj59KtNxVlZW6NatG4D8+/ivX79i6NChEkveLl68iH379iEwMLBMpsNSFU2aNMHkyZMVXm9mZiauXbuGn376qVT1MIe7lCxcuBCLFi2SuAAURBgveBo2ZMgQVKpUqdB6UlNTkZ6ejiZNmmDXrl1K1RkA/vjjD7GbwDNnzmDo0KFyO9wlbbN79+4YMWKE0tpg/Bjo6uqW+A2sr68v7t27V+QNY7t27dCzZ0+ZdPDx8eH+j4mJwbRp03Do0CGsWrUKCQkJRT4wc3Z2xsSJE4ttQ1NTE3PnzsXff/+NTp06ISoqCt26dcP06dOV6nAz8unUqRM8PT1LVcf9+/elrtv39PREixYtlLZkiFHxGTlyJM6ePYuxY8eKTSsdO3YsN4Pt48ePOHz4cKF1HDlyBCEhIUhOTsbixYslrqtTp05lD4YYYixevBgBAQEYOHAggoOD4ePjgwsXLuDUqVMwMzNTatvfZvQpYN68eXj69Clq164NR0dH7sF2bm4uNm/eLFZ26dKlcHZ2xpMnT8Qc7sJYuHAh0tLSuKjsBeTl5WH69Olwc3PDmDFjAADLly/Hp0+fpOonD87Ozpw/cPz4cURFRWHSpEncvUxBtPaFCxf+8PfVpqamGDdunFLqJiKx73/Lli1yV1TuKCsRT//9919KT08nPp9fZLn+/ftTdHR0seeVkpJCQUFBCu+vn376idNl9uzZRERUu3ZtCT1Pnz5NRESpqak0evRoqXUFBwdTjRo1JI5t1aqVWLlevXpR//79uc8FEU9tbGwkok4zGH369KHQ0FAyNzentm3b0oYNGyg1NVVqWVmjlN+9e5eOHTtW5G/UwcGB2rZty8ngwYNlPoc9e/aU+NphYmJC69evL1G9aWlpdO3aNfrw4QO9ePGC0tLSKCUlpcj6O3XqRH379hVrb+3atdS9e3fq3r272q+d5UV8fX1lHgffs3fvXlq5ciV16NCBDh8+LJa9ITQ0lGrVqkUAi1JeUqlSpQrNmzdP7WNDlVKzZk3S19cX2zZs2DCKjY0lV1dXifJ169blrmXfRpQuSo4dO0aVK1cmIqIVK1bQ7NmzycXFhbS1tZnNZohR2Jh68eKF1PLKjlJ+69YtunbtGgUGBtLixYuLHOdv3rwhIqLHjx+LbT906BBdu3ZNQrKysqS2mZWVRQCoS5cudOjQIWrbti0ZGBgo9HffvHnzIs/71atXdO3aNercubPar1HqlJMnT9K9e/cUPq4K49atWwTIbrOZw10KuX37NjVs2JDu378vsU9TU5PCw8Pp8+fPlJSUREKhUG1GqyAtGAAyNDSkM2fOSDjc06dPp4yMDGrTpg3Z2dmRpqYmVapUSUIsLS2l9kXLli1JKBSSUCikHj16kEAgICcnJ06HQYMG0aNHj5jD/YPh7+9Pc+fOLbacqakpWVtbEwDi8Xh07NixQsu2bNmSTExMZNIjLy+PPn/+TEuWLCE+n89JYb9tgUAgdfx/Lx8+fCAiosDAQDIzM5Pp+mFoaEgODg6cVKpUiQYNGkR5eXmcpKWlUaVKlWjkyJFERCQUCql169bk7OxM4eHhtG7dOpo1axZ9+vSJEz8/Pxo6dCiX1oLH45FAICArKyvS19enf//9lzw8PNR+/Szr0rp1a0pMTJRpnH3PixcvyMzMjFatWkWxsbGUm5srUcbT05MA5nCXVAQCgcy/tfIuGzduFHvQ3aVLF268SHO45REbGxtycnKiGzdukLGxMe3bt48aNmzIHO4fHGn3rtHR0WRkZCQxhqysrKQ+KFe2w/0tJXG44+PjycrKSmx7YWnBCiMrK4s0NDSoa9eu9M8//4jdV/B4PIX8JrW0tLiXZAV8+fKFvL29aevWrXT06FEiIvr8+TPdvn1b7dcpVUlBPy9fvpw+f/5MeXl5Chs/JUHeVJ7M4S6FnDlzhiwtLUlDQ0Nin6amJsXGxhJR/huqPn36UGBgoMr7Ki4ujoyNjTm99PX16fTp02IOd69evbi3Lrm5uaSjoyNXf0yaNInGjBlDAOjTp0/c0/KC89fQ0GDGuwwhEom4Maosbt68SePGjSu23Ld5uCdNmkSRkZES+YoLKI3xFgqFlJubS7m5uZSRkUE2NjZkbW0tJrIYy/v375NIJKLs7Gxas2YNt93CwkKsTl1dXTFjYWpqSpMmTeJ0SUtLIyDfOdbQ0BATIP8GOyoqins7ra+vT7dv3yZTU1OaM2cOdezYUeyYoUOHUmJiIrVo0YIePXpEnz9/plOnTnHtf3sOWlpaXH5fJiBLS0tq2LChQox4YGAgTZgwQeyt9vcwh5tJUSLNZn+bh1tRDneBFFwf1q9fT3Xq1GE2uwyhCpudnZ0tdi1ycHCgmJgYysrKopSUFG77tza7QMzNzdXucK9evbrQXPNAvsOtp6cnsV1Wh1skElFubi7l5eWJ3Vfk5ubS69evydraWmxWSmEvq4D8h4jSHmAAoLFjx4q1GxERQTY2NmRra0uHDx8mIqJatWpJ9UMqkhS8lKlTpw7Xz0XZVWXCHG41SZMmTahx48ZS91WtWpWIiJYuXUoA1OJwfz/1R9qU8m+Nt0gkktvhnjBhAo0aNYoA0KlTp8jGxoZevHhBhw4d4p4mMuNddsjKyqJq1aoptY3nz5/TqlWrii3XqVMnifGkrulpnTt3phYtWoiJnp4eNWnSREJHDw8Pys7Olpie9r3xXr16NVdXr1696OnTp7R27Vpuf8H0tOLEzc2NdHV1qUmTJuTu7k6HDh2SWq5Lly70yy+/lKjOhg0b0sSJE9V+LVW3VK9enVq0aCH2Vvvz588lWg4kL2/fvuWuxczhZiJNpNnsVq1a0e3bt+n27dvk4OCg8DYrVarE2exWrVoxm11GUIXN/v4huaWlJVlbW9OqVavI29ubG3ffTp92cHAgCwsLtdns75k/fz5nbxs0aEAAyMnJiVq0aEGfP3+W6pDL6nCXhIULF3L1R0VFFfp7c3V1pTlz5khsNzIyopUrVxbbTk5ODjVq1Ejt1yplyvXr1xX+/chKZGQkffnyRW6HmwVNKyVnzpxBXl4eHBwcJPalpKTg/Pnz3GdSYX7CwMBAiVzB3+Lt7Y3Q0FCxlA4XL17Ex48fi83rWRhBQUFc5PPevXsDyA9YdfnyZVy4cAEHDhyQq15G+aVevXqoV69eseV69eqF//3vf3BycoK1tTWXikMdXLx4UWLb4sWLMWXKFMyaNUts+6JFiyASiXDy5Mki65w6dSqmTp0qtq1Bgwbc/xoaGhg3blyx14jffvsNAwcOxJkzZ+Dh4YGrV6+W+BwK4+nTpzJHT60o6OnpYciQIQCAgQMHokWLFmL7Q0JCYGRkBGtra4W3/erVK4wfPx6Ojo4ICgpSeP2M8o+TkxOaNGkCIN9mN23aFDt27MDt27fRqlUrpbXr5uaGlJQUxMbG4syZMyxCeRlBQ0MDv/76q9LbCQ4OxqtXr1CzZk0A+UFBC6KRHz16VKysk5MThg4dinPnzildr5KyePFi7v/IyEgsWbIEPXv2ROfOnUFEGD16tESKWkWm4ExMTMSRI0fw+PHjEpUPDQ3F0qVLJba7u7uXKFuIpqYmzp8/j2HDhhWaCaW84+fnh9evX3Ofa9eujZYtW6pch9zcXO6eQWaU8RRA2ZSlp+XDhg2jlJQUmjJlisQ+CwsLOn/+PD179ow2b95McXFxKuujwMBAev36tdgbbnd3d3rw4AFXZtOmTQTkv+H28/OjypUrK7x/7O3tacyYMeTs7EwAe8NdllDF03Ki/Cfmt2/fLrJMwfS0n376iZ4+fUoNGjQoM0/LiyMrK4s2b97MSY0aNSgsLIzGjx9PY8aM4aQgWEtpqVGjBg0ePFjt177yLFOnTqXNmzfTvn37FPKdyMOWLVsIAJ0/f54A9oabCWjo0KFi15ILFy6I9WNOTg798ccfKtUpISFBTaNG9SQkJNDq1avVrYZa+fLlC/Xv359atmxJY8aMKXLGo5WVFS1btox7u1pebLayCQkJkeirot5wFybFBU37nnPnzqn9GqYqmThxopK+vcIJDg6mly9fsinl6pSePXvS1atXxbYJBAJ6/PixuruKAgIC6O7du3T37l0KDg4W25eXl0d3796lkJAQmj9/vkL7RENDg44fPy6x/UdyuGNiYmjSpEnqVqNQVOVwb9y4kbZs2SK27dGjR+Tp6clJwfojU1NT8vT0JHNz83JrvIOCgigzM5Pu3bvH/fZ69+5NtWvXFjvnNWvWFFtXZmam2DE3btwgNzc38vPzU/t1r7zI8ePHue+hQJKSkujnn38WW6f9zz//kKenp8ocjC1bttDUqVMpPDycAOZw/+ji7e1NMTExRfajl5cX1a9fXyntnzlzRur2Fi1a/DA2Oysri16+fKluNdSCUCikli1b0vjx4ykyMpJ69OjBjQFra2uxGCUFoqOjQ25ubtzn8mqzFcXQoUMpLi5O6m9UninfJXW4u3TpQp6enmLfRUWUM2fOcDb8/fv3Sv42C4c53GqUSpUq0dWrV7lowJcuXaLo6Ogyb6REIhEFBwfTiBEjFO5wBwcHU1hYmNR9TZs2Vfepq4TPnz9Thw4d1K1GoYhEIvr69avS20lPT6fx48eTv78/1axZk6ysrKQGXPle1GG8c3NzKScnR6pIizAtEom4/UUF2UpOTqbo6GgxSUlJoWnTppG1tTVZWVmRtbU12drako2NDdnZ2ZG1tTVZWlqSQCAggUBAfD6fjI2NSUNDgz5//kxubm60YcMGAvIDHQkEArKwsKBLly4Rj8fjArAJBAKpAVU0NDToyZMnFT7Yirm5OVlZWUkIn88X+6yvr08CgUDpQYkKSE9Pp9TUVOrSpYtcxrs8UdZsdlkSR0dH7nqQl5dX6H1D69atFRb9WJpYWFgUuu9Hsdk/MiKRiAIDA0lTU5NmzJhB8fHx3AxJR0dHunz5crFjqKw43GPGjCE7OztKT0/nti1dupQuX75MIpGIHBwcxK79N2/eVEi7cXFxlJeXJ2Hro6OjucCkffr0oSlTpnB2/Vv7/n1/FuVwb9myhaysrOj58+cUERFB1apVowMHDqj9eqYsOXnypNKjkZfkXo6IKD4+ngDZbTYfDIWgo6ODP/74A9nZ2ejYsSOsra3L/Lqnt2/fonbt2oiKikJKSorC6rWyspJYH/Mt8fHxCmurLFOpUiVcunRJ3WoUCo/Hg4WFhVLbyMrKQlZWFgwNDeHt7Y3Xr18jPj4empqaRR5nbm5ebBll0KRJE2hra0sVU1NTREVFAQCSkpKQmZkJADAyMoK2tjb69++P8PBwhIeHS4z/gnXA34qhoSFWrFiBxo0bQ1tbG9WqVcP27dsxZMgQBAQEoFatWkhLS8PHjx+RmJiIyZMnQyAQgMfjwdHREe/evcPChQsBAP/99x/CwsLw+PFjbo2Rj48P9u7di/T0dERGRsLKykrifN3d3bF3717ldqoSsLe3h42NTYnKxsfHIzY2VkJEIhFiY2ORnJwMbW1tbN26FdnZ2Ur/TRSgp6eHOXPmyLTenlGx0NDQwM2bN5GdnY3ExET0798fz549k1pWS0sLPB6vxONeVuKQtguRAABUfklEQVTi4grd963NjouLQ05OjlJ0YKiPgvuB3NxcrFixAhYWFlxsj7y8PMTGxhZ5fHE2WyQSITo6WqE6F8amTZvw+fNn6OrqcttmzZoFLy8vAPm/pW9tO5+vGFfI3NwcGhoaErbe2toaERER6NChA44dO4bVq1cjOztbTA4fPgxDQ0NYWlpCQ0Oj2LYEAgG0tbXB4/FgZ2eHN2/ewNbWFsbGxgo5l7KGqalpifpFXogIxsbG0NbWxogRIwotl5CQgE6dOsndSLmjrD0tt7CwoCdPnqi1Tx49ekRZWVkyHdOtWzel9Me///5LFhYW9OHDB6n7nZ2dOR0CAwOlppFgVAxu3rxJ3bt3p8uXL1NiYiJZWlqW6Gl5QX5Jabi4uJC+vj75+/srXN+xY8eSl5dXoTJq1CgiItq5cyeXEqxr164S5eSNbP3w4UPavn07LV26lN6+fUs//fQT2dvb04IFCwgAzZ8/n4tK7O7uTtevX6fKlSvTkiVLyMbGhuu/oUOH0tSpUwkAHTx4kC5fvky7du3icvl6eHhQx44dy+0T8f/++4+2bdtW6nq8vLxo2rRpihxCHDk5OXT58mWpU1QTExPp8uXLYtM22RtuJgBow4YNdPXqValvuvv160fBwcEq16lSpUp0+fJlunz5MrVq1Yq2bdsmdcYPo3wTFxdHHh4eco2R4mw2AKpfv74Kz6b8kJSURJcvX6bevXvTP//8w802kXUNNxHR4cOHydramoD8DAPqvp4pSpQdpfzbe7lly5YVWm7ChAmcTrLabB6RCkNnK4iUlJQy9xSnXbt2uHbtmkraIiKsXbsWIpGI27Z+/XoMHz4ctra2GD16dInqycnJwezZs/H27VuFR5jk8/mYM2cO/vrrL4l9FhYWmDNnDgBg37596NixIxwcHDBx4sQyPyuAIRu3bt1CmzZtAACTJk3C7t27IRAI4O3tja1btxZ63NGjR/HLL79I3bd06VLMnz8fderUKfRtUHnn4sWLCAkJwYgRI2Bqaiq1jLu7O168eIE5c+bg9evXuHHjBpKTkwEAjRo1gq6uLm7fvg0A8PHxQbVq1dCgQQOcPHkSEydOhKOjI8zNzdGhQ4dCo6w3atQIKSkpCA0NLVZnV1dXdO3aFUD+NWrdunVi16iyBp/PR05OjlKemhMRli9fjtmzZ2Pw4MEYOXIknj59Ch6Ph9GjR2Pu3Lm4efMm+Hw+AgMDAQDJyckwMjJSuC5lgbJos8syAoEAy5YtQ9WqVfHzzz+L7Xv16hVq1aqlHsW+YeXKlZg2bRqz2RWMb222LBRls11dXfHmzRvUr1+/wtpsWTl9+jTCwsIAAJ8/f8a///4rUaZKlSrYvn072rdvL1PdAwYMgEAgwMaNG7lZcN+yfv16mJqawsPDo9zMsBo/fjyWLVsGAwMDpbWRlZWFTZs2oWbNmujcubPUMidPnsT169exadMmmW02SwtWDpk2bRrWrl0rkUJowYIF0NPTw927dwEAo0ePxpUrV/Dlyxds375dwjASEXR0dDBs2DCFO9wikUiqsw3kT0n7NtVBYGAgBAIBoqKi8PfffytUD4Z6cXV1xeDBg7F//36sX7+e216Us10cs2fPFkv7URE5ePAgDh48iGHDhmHPnj0A8lMQnjlzhisTERGBzZs3o1+/frCyskLr1q05h/v7dCQJCQlITEzEkydPAOSnMyMiCIVCODg4YMCAATh8+LDYMXXq1MHmzZuRnp7O3RgURZUqVRAdHQ1XV9cymwKwVatW3HQxHo+nVGfBxMSE+19PTw/m5uYgIowaNQpHjx7Fb7/9Bk1NTbRv3x6rV69Wmh6M8kdeXh58fX3RrVs3CYfbzs4OEydOxIYNG9Sj3P9nwYIFmDZtmlp1YCieb202QzkcP34cU6dOxZcvX4osFxYWhhMnTsjscI8bNw61a9eGkZGRhG0hIjRo0ADGxsZITU0tFw73oEGD0LhxY4VN/Qfy759+//13sW0rVqzAunXrihz7ffr0QYcOHbBp0yaZ22RvuBWEoaEhFixYUKKceaVh3Lhx2Llzp1j+7MKoXLkyYmNjkZmZiQYNGqBFixZiT9GEQiFev36N169fo2/fvkrUumTo6OjAx8cH//zzj7pVKXP873//k7g4lIZ9+/ZxOTaVzaZNmzBhwgSZjinqaTkRQU9PD25ubhX2aXlYWBji4+NRv3597g1sZGQkIiMjuTLv3r3D+PHjUbVqVQDAy5cv5Vpb2b59e/z0008SecKNjIzw559/YtKkSYUeS0Ro0aIFsrOzAeQbMUNDQ4SHh6tknWf79u1lul5YWFigcuXKylPoGxITE2FmZgYzMzOsXbsWDx48gL+/P549e4Y6derAz88PPB4PGhoasLe3Z2+4GRIYGxujevXq+Pvvv9GxY0du+8mTJ9Vus/l8Pvr06YNjx46pVQ+G4lG0zS6Lb7hDQkJw5MgRLFq0SOVtf/nyBd7e3rh3716xZS0sLLB582aF/d779u2Ljx8/Ash/EF+Sh+nqwN/fHwJB/jthR0dHqTFo5KVly5ZISEjAq1evxLanpqYiPDy82HvjAnsms82Wfaa7+imr68F8fHyUet45OTnUpk0bufXT1NQkU1NTOnLkCAmFQq7eEydOKK1PtLW1ZYqC3Lt37x9ybZizszPZ2NgUKmZmZqStrV2saGlpEY/HK7LM5s2bVdrHmZmZNHToUJnGTVHrwUQiEeno6JSp9WBCoZBycnJU2mZubi7Fx8fT9OnTSVtbm549e0aGhobUuHFj2rx5My1dupTi4+M5KSztT9u2bWn16tViY6Rgn46ODpmamorJkCFDiIho+PDh3Lrx2rVr044dO0r0W9fW1qbWrVtzesmTLgUA1ahRQyXxH8aMGSPRByWRbyPx6+rqkq6uLuno6FBMTIzY2i95U4yUJ8qazdbS0lK7DrKIvr4+PX/+nIvTcurUKaVkF6hWrRrFx8fTX3/9JTVq8vfC5/Np2LBhah5dDEWzceNGmcdOeVjDPXjwYPrw4QMR5dvPtLQ0temSkpJC8fHx9P79e9LW1iaBQFBo3+rp6YnZln79+hVZ99ixYyk4OJiqV69ONjY2NHLkSCLKt9lPnjwpMrd6WZCHDx9SZmYmZWZmKuW+KiEhQezeqHv37sTj8SgzM7NEx8trs9mUcgWSnJyMlJQUpbylSElJweTJk3Hz5k2568jNzeUioRoYGMDFxQVaWlqKU/I7nJycEBYWhp07d2LatGlITU0t9phTp05h2bJlCn2bWx4oyRrZkhATE4Pu3bvj/PnzsLS0LLScKtfd6ejoQFtbW2XtKQuRSIT3799L3RccHIwzZ85g5cqVSExM5Lbr6urC3t5eKfoIBAKYmZlh+fLlWL58OQBwU8oLKPie4+LiMH36dFhaWuLr169iZW7cuAEnJye8fPkSQP51ol69enBycpLarqGhIQBg586dAPKnnlepUgUjRozA27dvsWzZMony1tbWnD6vXr2ChoYGp1vlypXx7NkzCIVCsePs7e2ho6Mj0X7B2/O8vDykpqYqdU0XAKSnp4t9p7JScP67du1CixYtAKj298cQR0NDA5cvX5Zrnaq6SE9PR/369aGrq4vAwEA0bdoUc+fOxZIlSxTWhkAgwJs3b7j4KyEhIcUuDRGJRIiJiUFCQgLMzMwUpsuPRF5eHsLCwmBsbKzQt3gMSb7NyCEQCJCRkYG3b98CyL8mV6tWTeHX5qioKKSlpaFatWpiU6IL7KipqSkyMzNx6tQpzJ49m9ufl5eH6OhoifsHGxsbHD16tMg2C6Y7v3nzBkD+9ePt27eYM2cOnJycULVqVbx79w6mpqaIiYlRyHkqkiZNmnD/9+vXD9u2bRNbolVaCuLipKamIjc3F//99x86duyodLvMHG4FsmfPHrRs2bLIkPLycuLECYWm7/npp58AAA4ODhg0aJDC6i2Ax+OhXbt24PF4GDVqFJKTk7FkyRIJh0Aar1+/RnR0tNLSn5RFFPlDf/LkCRYsWIDNmzcrrE5VoK+vDzc3N26dcVkjOztbYto1kO+gXr58Ge3atcPo0aPF1lnXqFEDK1asUKGW4jRp0gSWlpYwNDTEmjVrcOHCBanjYs+ePdxacSDfqK9Zs4b73KpVK4kHiQVjtsBR/x5NTU107NgRHTp0gI+PT6E6Hjt2DL/++qvEGnJfX1+MHz9e4qGgu7s7goKC8O7dO0yaNAknTpwotG5Fwufz0apVK4SEhMDY2Ji7mSmMLl26gM/no127dmytaxlCKBSWK2f7WzIzM+Hi4gJPT084OjoqtG4iwvnz58Hj8VC1alXUq1cPZ8+eRaNGjXD16tVCj7t48SI2bdqEefPmKVSfHwEiwpEjRzB48GCMHTu2TNjs+Pj4Qq/p5Z3v77MeP37M2Tkej4fTp09z05gVxe7du3H//n2cOHFC6gPkAp369OmDPn36cNuTkpLw999/cw/TZeH78wwMDMTSpUsBAJs3b8ajR48wZ84cNG3aFAMHDpS5flVy/PhxtGzZssilbfISGBjITe+/cuWKwuv/HuZwlwMiIyNx/vx5pdT9+fNn7oeoSHg8Hho0aMB99vX1hY6ODnx9fbn1noVx4MAB9O3bFz179lS4XhUZIuICkz179gzPnj0T+w7KMtOmTUOlSpXQpUsX7N+/H25uboWW3bp1a5F53pWFrq6u1OCCCQkJqFWrFvT09MScbSD/4VH37t2VplPNmjWL/J3UqFEDR44cQVRUlEy/8+joaDG9J02aJPEArE+fPnB1dRXb1rZtW+4pvp6eXolvwvfu3YsjR46IBYKcOnUqBg4ciO3bt4uVLXhDb2Fhgd69e5f4nEqKUCjk3tIXPGkfPnw4HBwcMGnSJFy8eBH29vZFGmgej4eFCxeqJZc8o+Jz//593L9/H3379sX169eRkJBQ6jqFQiF69OgBIN9er1y5Ejo6Ovj111+LfXt969Yt/PLLL3BxcSm1Hj8CV65cwePHj0FEmD9/PoCyYbNTU1Mxe/Zs7NixQ206qJL27dvLHJBMVubOnVvoPvr/2Sy+n901ceJEmJiYyOVsS6N58+Zi9y7Z2dmwsbHBf//9p5D6lc3ly5fRo0ePQmfdyUvBjDNVwRxuBbN161a0atUK1atXV0h9qampGDp0aJFPmMsiIpEIs2bNQkpKCnfBmTBhAhYtWoQ5c+awNz4K5s8//8TLly9x/PhxAMCjR4/w6NGjMu9wjx8/Hi1btkTv3r25N5nFRapfs2aNWhzuwjAwMMDevXvh7OzMvSVSBn369JEInOLo6AhPT88ij3NycoKlpaXEG2Rp/P777/jw4YPE9m8jzBfg5uYm4XB36tQJnTp1KradkjJ69OhCbwqsrKzw66+/St139+7dQqM4Dxs2rNCUH0D+tWvevHkgIvj6+mLChAlwcXHhnI7BgwcDyH+4wGCok+jo6BIFUJWVc+fOISIiAgDQv3//YstfvXoVISEhzOEuATdv3sTEiRMlZsiUBZstEAhgZ2cHABg1ahTat2+PMWPGQEtLC7/99luhtvnnn39G06ZNValqhcDHxwcbN26USJ85ePBgpQbQzMrKKlfLNs+dO4dp06Yp3OFWNSxKuRJ4+PAhGjduXOp6iAj16tXDixcvFKCVejAwMMDChQu56O1mZmawtLQsdjqmk5MTbt26Ve5/YMrm9OnT+OOPPxAWFob09HSxfXZ2djh79qxcBvz9+/fYuHGjwtIVffnyBd26dcPatWvF3pbY29sXmme6MMpixNMCoqKiEBcXV+h+oVCIhg0bcgZ24cKF6N27N1q2bAkDA4MiU3RYWVlxa6FLyujRo7FkyZISL8949+4dMjMzS1TW0dFR7Dp8/vx5sTVoJiYmuHPnTrH1DB48GAEBAQgKCipRuwVoa2vD2dlZ6r6kpCTOYfiedevWFTk9LTc3F9ra2iAiWFhYYNeuXUqdpSB3xNNyRFm32YzCqVGjBl6/fl1suTNnzrBZacUQFBSEzp07F5oOys7ODmZmZrhx4wYsLCxkqltRNjs9PR0fPnyAnZ0dzM3N8erVK/D5fFSqVImLbt2/f3+xCM+WlpbYv39/oQ9by7LNVifVqlWT+oDb1dUVNjY2pYrZ9D2bNm2Cq6sr2rVrBw8Pj3L3PVSpUgUPHjwoE3EOWJTyMiS3bt0ikUhU6vMUiUTlLpqqNNHU1CRDQ0O6f/8+GRsbl/i4gIAAhfRjRSUvL482b95cZB/q6uqSiYkJpaSklDgCIxFRcHAw9e7dW6H6pqWliUXHl5eyEvFUHkQiEaWkpHCSnZ1NRPkRS0sScTszM5PS0tKkSu3atcnAwIAMDQ3J0NCQDAwMSENDgwwNDSkpKUmsbPv27SksLKzQuoqThQsXcm0ZGBiQgYGB1Min35f5/n9DQ0OxaMh8Pp80NTVJS0uL9PT0Ch3Xenp6dPPmzUL3a2hokJ6enlTZvHlzib4jPz8/0tPTo0OHDinkuy8MFqWcSVkQXV3dUh//4sULZrMLIT4+vshr2reir69Prq6ulJaWxtmI4ggODiaBQEB///23UvS/du0ad+3+PoL99OnTi4wmXZ5ttjKJjY0t9B6fx+ORgYEBTZkyRa66mzZtyn1fBgYGpKWlRTo6OmRpaan2a428YmRkRHl5eQr+FmSHRSkvQ7Ru3RpxcXEwNzcvVT3v3r0TW9NYXsnNzUVubm6xU1+/p169esjMzJQaaOJHRygU4sSJExg3blyR5TIzM5GZmQkjIyM0bdoUO3fuhJ2dXYkiPqampuLr169FRjuXBX19fYXUU57h8XhcdNJvkbbtW1JSUhAREYEpU6bIHNwjNTVV6vddpUoVmeqRh7S0NIltRa3P9/T0RMuWLWFsbIyePXvC09NTaqBFIuICX1laWkq8DerevbtM+bm/peA76t69O9LS0lhEccYPwYULF9CuXTu57zkyMzNRp04dZrOLICMjo0Tl0tPTERoaCgMDAwwePBizZ89GlSpVoKurW+RxeXl5yMnJUYSqEujo6MDBwYH7HBoaCoFAgGrVqsHe3r7QeBXh4eHFxu35URk0aBCqVauGrKwsiXzYNWrUAACZZwAWkJ6ejrS0NGhpaaFatWrc9nPnzqF3794IDAyUX3E14OTkVOx9UlmHOdxK4vz58xg8eHCpbtY6d+6slPVZ5Ynz58+LRW5k5JOcnFyitXXf8uDBA9SqVQsTJkxA27Zt0bVrV9y6davQ9axXrlzBpk2bsGDBAkWozCgFISEhWL58OQwNDWFoaFiiFHtlAVNTU7G1znw+H0eOHIGGhkaJjvf395e6PSsri4uu2r9/f/Tr16/0ykqBOduMHwUWk0B5UClie+zfvx/79+/Ho0eP0KhRo0LLGRoaiqVTUjSenp5i08iHDBkCIyOjQmNlFDBp0iR8+vQJmpqaaNeundL0K4/873//A5D/cm3WrFncdlntpDS8vLzg7OwMe3t7rF27VmzfrVu3FJpmSxloaWlx2ZQAYNGiRahdu7YaNSo9bA23ktDS0kJWVlapbtgKW9/xI2FiYlKqHLgVESLC3Llz5X6DV8DUqVPh5+eHd+/eSez7+vUrJk2aBDc3tzLncP/o68E2bdpU5Drx4jh37hweP36sQI0kmTJlCkxNTVGpUiWMHDlSqW2Vd9gaboYq8fX1BY/Hw8qVK5VS/+LFi7nI2xWBFStWYPr06aW6lyMi6OjolOrt88iRI+Ho6Ij58+cXqsvJkycRFBRUpmx2z5494efnB2NjYyQlJalbHQbyH1h/HwH933//LVP32v/884/YQ4iyhLw2mzncSoLH42H06NHYunWrzMfu27cPp06dwpUrV0o8BamiUtEc7uHDh2PXrl1qN94FVKtWTarDDZRN4w0wh7u0BAYGSkxfA/IjkV+/fh0CgQDr16+XulzB3t5easTy7+nQoQNbQlBCmMPNUCURERHg8XioVKmSUuqvaDbb1tYWz58/x7Zt2/DHH3/IVYeibDafz8fo0aOxZcsWqfvLos1mDnf5QBEv+FauXCk2ff3EiRM4ePCgXHV1794dNWrUUFhqNEUir81mU8qVBBHh6tWrICKZnCsiwqtXr8pNfjxlk5KSgt69e+PUqVPqVkUhXLp0CUD+lJ4nT55w0dsZsmFoaFjmxsTp06eRlJSE4cOHq1uVIqlbty7q1q0rsb1JkyZITk4Gj8dDlSpVuDXS36Ktra2Std8/EuXwmTejHNOmTRvcuHFDafVXNJsN5K+HXb58OfT19eWy2R06dFDI8kCRSFRoith3795h8uTJ+O2330rdTmkpuKaxJTk/DkuXLsWECRPE4jd8uwRBVs6ePYsrV67Az88PALB3716lLpkoKUQkt81mDrcSCQsLQ+/evXH69OkSH3Ps2DGsWrVKiVqVL0QiET58+ICMjAzo6empWx2FkJycjNjYWHz9+lXdqpRb+Hw+KleurG41xFBm6ihVYGtrC1tbW+5zQdAWhvLIzMws9+OGUb748OGDUh/yVESbDeQ73fLa7LCwMKU/WMvJyUFkZKRS2yiMrKwsZGVlwdDQEBoaGggJCcGff/6JQ4cOqUWf8k5KSgoMDQ3L1QMLW1tbMWc7NzcXWVlZpaozNzcX7dq1w6pVq6ClpVVaFUtNdnY2pk6dil27dsl1PHO4lQgRIS4uDl++fCnx9C2hUIi8vDwla6ZYatWqheDgYKXVHxgYiDFjxmD//v1Ka0NV5OTkcFEny8L6lOzsbLx//15sGhCQ7whIm3bMKByBgF1Ogfx8sNIii3+PpaWlWNRbZREcHCw1Si6Px0O9evXUclOTlpaGN2/eYNmyZSXKVc5QHAX2ysDAAM7Ozvj06RMSEhLUrZZKUaa9BiqWzS6YdcgonJUrV2L+/Pl48eIF3N3dQURKi5b+I9C/f3/4+fmVm3sKS0tLmJmZcZ+zs7OxZcsWLFmypFT1enh4YNOmTaVVT2GcO3cOx48flzvqfvn4Nssxd+/exdixY+Ht7Y1u3brh+vXr6N27d7l6clUUPB4Pv/32G3x8fJTaTlhYGF69eoWaNWsqtZ2zZ8+iS5cupb7QnTx5EpmZmbCxsYGXl5eCtMvnv//+g0gkUkhdERER8PHxwblz58S2h4WFYcaMGVi4cGGhx16/fh2RkZHQ1tZWWpRoAEhKSsKLFy/QqlUrpbXBUByTJk3CxYsXiy3Xvn17DBs2TOo+T09PVK1aVSH6/PTTT/j48SOA/HVqTZs2BZB/7dq7d6/Kr8VZWVlYsWIFFi9erNJ2GfmMGTMGPj4+aNy4Ma5du4YRI0Zg9+7d6lZLZYhEInTp0qXQ/ba2trCxscHz589L1Y6qbLayyc3NRY8ePWQ+7uPHj0hLSyv3kZUVRW5uLi5cuICuXbuqW5Uyz4ULF9Stgkw0bNgQycnJOHDgAPr06YNNmzZh+vTp6lZL4fTp0wepqam4ePEijh07JvPxzOFWAefOncO5c+cwdOhQ1KlTp9BykZGR5XIKTkxMjNLbuHfvHi5cuKB04z1r1izcu3cPPj4+WL16tdj2VatWwcbGptiHC5s2bcKMGTOQkZEBR0dHrFu3Dj179gQAzJ8/H1OnTi2Vjr6+vmViFkRCQgKioqKUknP1wIEDaN++PWxtbfHlyxesW7eOOdzlhBEjRoilGHr8+DGOHz8uUe7atWu4du2a1Dr27NmjMIcbAPT09LBw4UK4u7sXmgZPFRARZs6cKRZ4bsSIEXJPUWPIzuTJk8U+9+vXD1euXMGwYcPw559/qkmrskPt2rXx559/Yty4caUKSqkqm12WWLFiBVJSUrBkyRL4+/vj48ePePToEeLj4xXWRnx8PHbt2oURI0YorE5FsXr16kIDumVkZGDevHnM4S6jzJo1C+PHj4dQKJT52EuXLnHxie7fv4/NmzcrRKfw8HDMmDEDP//8M5o3b66QOkvLsGHD0Lt3b+Zwl3X27t2LLl26FOpwxcbGyp2rUV0QEe7du6eStrZv3442bdrAw8ND4XUfPHgQ+/fvR3h4OFauXIk7d+7g/v373P4HDx7g/v37MDAwQG5uLoyMjHDq1CnweDzs378fgwYN4so+fPiQiy4fHh6O69evcw73uHHjSu1wlxX69u2rtLr9/PxQt25dsTXF8jJo0CDs3bu3VDktGSXn+3EREREh882hu7u7wvTh8Xg4ffo0OnbsqLA65WXIkCFiUVvHjx+PGTNmMIdbDQQEBKBz586YOnUqjh07hgYNGqBFixZ49OiR3NGoKwLPnj1DYGAgdu/ejcjISPTt2xfp6ely1aVMm12WOHDgAA4cOIC7d+8iKysLjx8/RlRUFDIzM5GYmFiiJTYlJSkpCadOnVK4wz148GDs2bOnVHZyz549WLdunQK1YqiK0aNHo3LlyggJCcGUKVPkrqekzvaCBQuwY8cOfPnypdAyUVFRWLlyJRwdHcuMw10amMOtYi5duoQOHTpg+vTpCAkJQWhoKKZPnw5ra2t069ZN3erJxa1bt1TSzps3bxAXFydz5PeS8P79e/zvf//jPn/rbAP5SwOA/GAWixcvBp/PR0pKCogI9evXR0REhFj5b/X79n8tLS3cvHlTagToguiH69atw9q1a6XquXPnTpnPTR0oIkpp586d8ebNG6n7UlJSioyW3b9/f/z1118AgBs3bnBTiQ8dOgQej1dhlnSUB+zt7WFvb6+29m/dusW1/22EUR6PV+JARooYM0SE27dvc20OGDAAS5cuLVWdDPlJSEjA//73Pzx58gSGhobc9h89FWd8fDxCQ0MxatQo1KlTB8+fP4erq6tcQb+UabPVxbfXkA8fPqBDhw5ISkoSS3n17b2EMrh+/TqWL1+OGTNmKKRfiQi3bt1SeGC3kkR0LijD7LJ64fF46NixI1q3bs0toRg4cCAePHhQ6HdY2PdV3Hc+bdo0zJw5E6NGjUJubi5evXpVaPDQX375BUOHDsWvv/6KR48eITQ0VOUvT75fwsmilJcTiAjXrl3DzZs3uQvNzp07wePxFJI2oqLz008/4f3793Bycip1XXFxceDz+TAzM4Oenh4sLCyKPaZOnTpi61MbNWqEyMhIsWNPnTollr6Az+dz/+fk5KBDhw5SdXn79i1at24NoVBY6BrtmJgYuab8FEVOTg4XfdXU1BQCgQBubm44cuQIXr9+LVed1atXR2hoaKnWwkdGRhbaD0TErcuVxvLly7lo/wW/q/DwcJw6dQorV67EgAEDYG5uLvbdMCom9vb2iI+PBxHh8OHD3Nqyx48fo0mTJiWKh/DgwQM0aNBAbh3S0tLQq1cvhIeHA8gPsGdraws+n4/Y2Fi562WUnvj4eIVO+a0IrFmzBtWrV8fIkSNRvXp1hISEoHHjxkhJSZG5rp9++gmPHz9WW4BCRZKRkYH+/ftzmWeICHw+X+XBrTIzM7FkyRLY2tqic+fO4PF4pbLZ/fr1Q1RUFOLi4sScGRMTE2hqaspU17cBCFesWIHLly9LlElLS4OWlhY0NTXx5s0buLu7Y+TIkQqbisyQn29TfxY8hImNjUXt2rXFZmoIBAKkpaVJ/Kazs7MLzU2toaGBQYMGYfny5dDQ0OCyGDg5ORUa0bzg97V3717u96ZK4uLi4OjoKLaMsyBVmawwh1tNfOs0lYX1uOUFoVCI58+fw8HBQe4f3rt37xAXFwcvLy9UqlSJm2UgT5CHwMBAmY8pcAAjIyPx4MEDAICXl1eJpu39+uuvMrdXHFeuXIGVlRWA/Klx/fv3h4aGRqluIhT98CghIQERERFIT09HZmZmseVFIpHUp5K5ubnw8fGBj48PLl68CBMTExgbG8PNzU2h+jLKDkQEOzs7iTFZr149qeUbNGggcZNZmvRGX79+hY+Pj1j+XDc3N/Tr1w/Dhg3Dy5cv5a6bwVAGIpEI48aNg4eHBzw8PODo6Ij58+djxowZMtclFArRoEEDPHjwoEzk0S0N38ZeKKB169ZwdnbGjh07VKrLxIkTcf78eQwZMgQ6Ojq4ceMGPnz4ILVsXFwc3r17J7Hd0tIS1apVw+LFi3H79m2JJVzbtm2Turyndu3aMDAwQGZmJvcQsYBatWrh4cOHAICZM2fi3r17Eg7KwoULYW9vjyZNmqBly5bQ1dWFo6OjTOfPUD4FdtDe3h7//fefxMxMTU1NqffhdevWlXpv7Orqij179khs5/P5xab9kvXBj6IYNWoU3Nzc8OzZM1hZWaFKlSrQ19eXqy7mcDPKHb169cLevXsxZMiQEh+TmprKBTnYsWMHHjx4gEGDBqkkLdG3HD58mPt///79ZSZtSp06dZCamopBgwYhKSkJNjY2qFy5sswXOX9/f1SuXBlEhN27d8v1UESaI3Tjxg3s3r0bT548wefPnwEAZmZm+Pnnn/Ho0SMEBQXJ3E5BpN5atWpx6+p//vlnmJuby1wXo+zC4/EwbNiwEs8M+ffff8WmGJeGuLg4zJkzR+x3DwAvX75Es2bN0KxZMxw6dKjCr3FllE/8/PxQs2ZN/Pvvv/j9999LVVf37t0r5GyOW7duqWxZ3fe0bdsW+vr6yMvLQ5cuXdCgQQOpwUUvX76MgQMHSmxv0aIFhg0bhhUrVkjkGG/evDkXu+Z7J2n+/PlwcnJCTEwMjh07VuTyrsL4NpZN7dq1MWfOHJnrYCiWrKwsHDx4EC4uLmjZsiUuXLiAqKgoACh0ed/3aGlp4fjx43BxcRHbLhAI0Lt3b4XrrGzOnDmDlJQUTJ06Fa1bt8aQIUPkmukDMIebUU6ZPn16iRzu1atX4+PHj0hJScHevXsB5AfRGjBgAMaMGQNtbW1lqyqGr6+vStsrKV27dkXr1q0xYsQITJw4EWZmZhg4cGCh6WP+++8/qRGmb9++japVqyIxMRG//fabXLp4eHhw6+HmzZtXaD1OTk7YuXMn7t69W2Q03fnz5xd5gQwODsaoUaMAAPXr12cOdwWDx+Nh27ZtKm2TiDB//nz06tWLi7swbtw4uLq6Ytq0aXB0dMTUqVPRpk0bVK5cWaW6/egsWrQICxcuVPh61YrIkiVLEBsbC0tLy1LXlZaWhtWrV2PatGkK0Kz88Ntvv+HkyZNKWbYwZswYjBkzBrm5uTh69Ch0dXW5h88F16CiIu/n5eUhPT2dexhpZGTE5U5u164dateujdzcXG46bwHf51eWZ6ZfAfr6+hUmkGx5h4iQnp7O5ZnOysqCr6+vzEH/LC0tuThEe/bsQceOHeHk5ISxY8dKtDd9+nTk5ubCw8NDppdoqsTIyEgx8ZOoHJKcnEwAmPzAoqmpSePHjy9ynCxfvpwMDQ25Yxo1akTXr1+nqKgoFY1USczMzNTed9LE0dGRrl27Ro8ePaILFy5w2xcuXEhEREOGDKE2bdpw4uDgoBK99PX1KSgoiADQ4sWLqUePHty++vXrExHRpk2b6OHDh4X2+b179+j69etiUrNmTantPX36VCXjgKE83rx5w43TosaFMhk4cCBpaWlRw4YNqUOHDnT9+nWKj48noVBIFhYWYuOswJ4lJyerRVdVUJZsdrNmzcjS0pKuX79O48ePV7s+ZV14PB41btxYIXUZGRnRihUr1D0cZaI0NnvUqFEUFxdHVatWVfj3UmCzvyU2NpbCwsKIiEgkEpGBgQG1adOG3Nzc6LfffpOwgyEhIURE9OzZM7KwsCBbW1uJ8xcKhXTjxg2x41xcXMjPz4/7PGLECE4vPp9PjRo1oj59+hARSbXZvr6+tGzZMrK2ti7RvRxDfVSqVEnq+BMIBCQUCos9/pdffqEXL15IbJ87dy6Fh4eTjo4OVa9endauXUuHDx9WxikoHHltNnO4mZRb0dTUpOnTpxf6o09ISKCGDRvSixcvKCIigr5+/arikSqOUCgssw43AO5iJxQKKSIigrZt20aGhoZkZ2dHAoFAojyPxyM+ny8mS5YsoYiICLKxsSErKyuKiIiQkIcPH0oc970UtKGhoUE2NjYEFO5w+/r60sWLF7l+FolExRqC2NhYqbplZ2crbwAwlIZQKKRWrVqRg4MD2djYcOPI0tKSwsPDVabH8uXLycHBgbS0tMjU1JQiIiIoPj6e2y8SiSgyMlLsGOZwq174fD7Z2dmRsbGx2nX50WTkyJElulFXNXl5eVKlNDbbyMiIrl69SlWrVqVnz54pvC9NTU3Jzs6Ok0qVKpGDgwMnGhoanD39559/Cj33vn37Ep/Pl+pwFyASibg+iYmJEfsOlyxZIqYXn8+nPn36UF5eHnXv3p3bXq9ePRIKheTr60vm5ub08OFDev78OWlqatKMGTMU+n0yFMOXL1/IxsaGTpw4IfYdBwYGkkgkKvJYoVBIcXFxlJOTI7GvZ8+eZGtrSyYmJnTt2jUyNTWlf/75hwYMGEBhYWHF1q1O5LXZbEo5o9ySm5uLVatWoUqVKhg/frzEflNTUzx8+BB8Pl+t0VHT09PB4/HQvn17sQieZY3ExETk5uZCU1MTVlZW4PF4SE1NRWpqqkRZQ0NDnDp1SiKIBp/P54TH46FSpUoSx9rZ2XFTlqSRlpaGQYMG4fz58/j69SuePXsGLy8viXK5ublITEwEkB9ULS8vDzweDxcvXsTZs2exdevWQttQxBRJRtlh1KhR2LFjh9S1hKpMIeLr68tNj+TxeBJt83g8heSWZ5QOkUiEyMhIqfu0tbWhpaUl9brHKD27du1CgwYNpNpsdZCcnIz09HQ0aNAAcXFxEvtLkxUkJSUFkZGREAqFsLGxKY2aUklMTORsIJAf36YgVk0Br169QuvWrYusJy4urshsDXl5eTh58iS3Dvzhw4dcoNXv0dXVxdmzZ9GhQwdoa2uL9V9AQAD69+8Pc3NzxMfHo1mzZgDyf4/fngej7GBjYwM7OztUqlQJtra2SE5ORkZGBmxsbIq9r964cSMqV64sNeXXyZMnuXRwr169go6ODpfDvWXLlvjw4YPaAqUpC+ZwM8o1RIQ3b94gKSkJJiYmEvtludl+9eqVROAQID+gh5mZGe7evSthlJo0aQIdHR2JY/z9/ZGTkwMg/8Kiq6sr8zoYVTN+/Hi0aNECKSkpeP/+PUaPHi22v3nz5tDQ0EBsbCyGDRsm1QkugMfjoV69eggMDETdunUl9hVEQH/9+jUqVaokFqRqw4YNOH/+PID8FBM9evSAm5sbPn78KLYOLigoCJMnT4a1tTUGDhwIgUAAHR0d9OzZk1uTzfgx2LVrl7pVAPB/D5wY5Zf69eujTp06Kl/3/6NQnM1WNXPmzFFYOioPDw88e/ZM7D5BmetSa9SoIeb41qpVSyK7SJ06dbBx40Yu2Kg8fPnyBf379+c+UxHxDzIzM9GjRw/UqFEDISEhEvuPHz/O/V+SlIwM9cLn8/H06VMA+Zl1xowZU+Jr46RJkwrd9+29ubu7e6EPQCsSzOFmlHsKgjP89ddfMoXr3759u9ib1p07dyIgIECi3NmzZ9GtWzd06NBB4s3sp0+fxNJZ3Lp1Cy9fvsTcuXPL5RuSw4cPY/Xq1dx5NmrUCI0bNwaQH4BOS0sLhw4dwrFjx/Dp06dC86HzeDw0a9YMkydPlojgmpqaygWw279/PzZu3FhklObKlStj0aJF6NevH4D81GhHjx6FUChEaGgoF0XT29u7dCfPYDB+eB48eMCla2QohwKb7eLigrFjx6rtIVVQUJBcGS4Ko3PnzggMDJTqSO7evVth7RSwYMECMUe4KPz9/Yu02UD+bLzTp0+jV69euHHjBmrUqCHXjBwjIyN4enrC0NAQsbGx+PjxIwDAwsIC9erVE0uRyChftGnTRu481D86zOFmVAjWrl2L+Ph47N27V8x4L126FJMmTYKBgYHU4/7880/06dMHmzZtEtteqVIldO3aFdu3b5dJj6NHjyrsabk60NTUFMs12qBBAzRs2FCi3H///YcxY8ZINd4rV65EQkIC5s+fLzVFSUJCQpFPPgujR48e+PTpE/744w+cOnUKdnZ2cHd3LzNvNxkMBoNRMtauXQsej4dnz56hRo0amD59usp1uHv3Lu7cuaOw+oqKCF7atGolxc/PD2fPnhXb9v79e9y4cQPZ2dmwt7eXOCY0NBSA+OyzI0eOYOjQoXI53NHR0di5cycWL16MJ0+e4OPHj1ixYgX++ecf5OXlST3mzp07uH79Otq1aydzewzVMWDAAOjp6SksdeaPBHO4GRWGAwcOIDk5WezpW7du3QpN/TVy5Eh4eHjAyclJIkelnp4e7O3tMWzYMNSoUQMAcPPmTYkn19bW1go+C/WxaNEi+Pr6yjRLQBrnz59HRkYGgPw1WytXrpT7ZurbtT8Fb8H79++P7OxsWFhYoE2bNlIdbj8/P3Tq1Al9+/aVq10Gg8FgKBciws6dO2FkZAQNDQ2WHkoB1K9fHxYWFgDyU3t9OyuvQ4cOaNq0Kff53LlzWLp0KfdZT09P6nrbwvj8+TO8vb0RERFRaJlly5bh+fPnGDRoEGbMmIGbN29KLRcaGorg4GDmcJcDevbsqW4VyiXM4WZUKM6fP8+taVq9ejUGDRpUaFk+n4/69esDADw9PaWWKTBcAMQMlTT27t2rlGljqsLFxUWqsz106FBcvHgRQP4aseHDhwPIz2f+7NkztG7dmluvDkBsnXV6ejo+fPhQbNu5ubkQCATIy8sTe6gREBAAFxcXsbLSpv1/T2xsLDfVnMFgMBhll5SUFISFham0zUePHmHGjBkqbVPRCIVCLvBUAQ4ODnBwcAAR4fPnz3j58iXat28PAHBzcxO716lfvz4SEhKwbds2sXXZu3btwr59+zB06FCp7ebl5YGIYGtrizNnzmDNmjX4559/JMqJRCK4uLhAV1cXADgbLw0ej8fiXzAqNGx0MyoUIpEIX79+xdevX5GVlaWydrOyshAREaHSNlWFtrY29PT0oKenh7CwMO5t9f79++Ho6IgPHz4gIiKCk4LIo7a2trh79y4X8TcqKqrQiK/NmzfHx48f4eLigt27d0NPTw8AEB4eXqheOTk5UqPKMhgMBoNRGEKhEJ8/f0ZaWpq6VSkVgwYNwuXLl/Hp0yeJfTweD5aWljA1NS30eF1dXWzevFli6ZempqZE8LVvadasGZKSkiAQCGBlZVXorLiFCxfi3LlzAPKjwZ8+fbrQOkeOHFlmItczGMqAOdwMhgJ4+vQp5s2bp241ZEZXV5d7y//ixQupgd62bduGjx8/cvLvv/8CyDfoBU+lv08HBgCtWrWCi4sLhEIhDh06hD59+oi9/f6WR48eoUqVKggLC0NYWBi6devGtVEY4eHhRa7ffv36NS5fvozLly8XGVWVwWAwGKWjXr163INSeQgPDy9yarKiICKcOnWqwiw36ty5M1xdXXHv3j1uW0BAANLT03H16lUuAKCzs7PYjL0CQkNDJVJyDR48GL/++isePXokNntNHp4/f4709HTUqFGj2OnqBTa7Ir64YDCYw81g/MDo6emhXr16APIDzC1cuBArV64s9dR4Ho+HVq1aISkpCSEhIbhy5UqhaR8OHDhQpIGNj4+Hn58f7t27h3fv3nHbDQ0NUbt27UKP27RpEzp16oTOnTuX60B2DAaDUZZp3rw5Dhw4gPnz52PixIly1fHff//h0qVLCtZMnOPHjyM5ORm//vqrUttRNdnZ2ejduzdWrlyJlStXYtCgQVi0aBG6du3KvTUeOXIkGjVqJHbcy5cvMWrUKLx48UJs+/PnzxEYGIipU6ciKSkJRkZGcj+gWLhwIb58+VKisgU2e+nSpSxlGKPiQeWQ5ORkAsCESZGyfft2hYy3lStX0qBBg6RKXFwcJScnU6dOndR+vooUNzc37vzXrFlDX7584T4fPHiQAFC7du0oJiZGrK/27dtH1tbWBIBsbW2JiOj169fUtm1bAkAxMTGUmppKM2fO5NpatGgRjR49mkQiERERnTlzhhwdHQkA9enTRyHnY2dnp5CxwGAomgJ7lpycrG5VlAaz2RVblixZwn3X2dnZtHjx4mKPmTt3LpmYmIhta9q0Kb19+1Zp4/DKlSs0cuRI4vF4au8zVUv9+vVp0KBBYjZ7x44dYmUKbPbGjRu5bd7e3iQSiSgyMpL27dtHzZs3JwCUkJDA1bNkyZJS61e9enVydXUlAMTj8WjChAlKGwcMRmmQ12azoGmMCsuSJUvQpEkTuLu7y3zs27dvufyW7969Q0pKitRyAQEB4PF4ePnyZal0Lats3boVCxcuxPbt26GjowMAaNy4MYYMGYJ9+/YhLS2NC1IHAI8fP0ZMTAz3+dmzZ7h8+TKcnZ1x48YNAICBgQF+//135OTk4N9//8Xhw4cRHh6OrVu3Ash/6l6wdvvkyZOqOlUGg8FglBItLS34+vqia9euRZZzcXGBt7c3cnNz8fTpU4wZMwYPHjxAXFwcJkyYgEuXLhW5pEgevLy8MGLEiB9yidHz58/x/PlzBAQE4NmzZ9DU1ETPnj1x5coVHD16tNDjjh49ijdv3qBp06bYtGkTWrZsWex3Kw/fzl4jIpw+fRobNmxQeDsMhrpgDjejzHLv3j107doVmZmZyMnJgUAg4AJ5EBGX7kIgEEAkEkFTUxMAuO3h4eHw9PTEy5cv0aNHDzx8+BBA/g2BhoYGsrKyxAxvwfbU1FR4eHiIrV3S0dHBx48f8fr1a3Tu3BkLFizA//73v0JTXJR3QkNDYWJigqysLGRnZyM5OZnb9/LlSy6aaL169WBhYYHg4GBoaGhI1JOamioW+CwrKwuZmZnQ1tbG0qVLsWDBArRt27bQYGqKomC8FJYijsFgMBjy8ddff2HlypUAAGNjY7x+/Rru7u5YunQp1q1bB5FIhPDwcIncvXXq1AEA1K1bF6mpqdDR0YGHhweCg4NRr149BAYGKkzH3Nxc9O3bVyXrxMsyQUFBcHFxwatXr2BkZCT2wPzb+6oCtLW18fz5c7x8+RKHDh0CAKSlpXG2XJrdL4yCPN+5ubkS+wrqKbgXYDabUdFga7gZZZbmzZvj7t27OHLkCABg2rRpCAwMRGBgID59+gQdHR04Oztj9+7d6N+/P8LDw/Hx40c4OzvD0tISQL5hqFKlCl6+fMlF2l6zZg3evHkDKysrbpuenh4XQZPH46Fly5bIyMgQEysrK7Rq1QoZGRmYNWtWkVE8yzsikQjJyckSxhfIv3Ep2J6amoqwsDDo6elh4MCBSEpK4srl5eUhIiICycnJnMPu5OQEPT09tG/fHuHh4YiNjUVubi6ICG/fvsWbN28KDaxWGqKiotCpUyeF18tgMBg/OllZWdx1Pjw8HHp6ehg5ciT++OMP9OzZE5aWlujQoUOhxwsEAkybNg3jx4+HQCDAhw8fYG5urjD9UlJSMGbMGPj5+f2Qb7e/5+PHj1JtdnR0NFq2bInY2Fhu24cPH1ClShVoamrCysoKVlZWqFq1Klq1agU9PT107ty5xDa7Ro0a+Ouvv6Tu69OnDwYMGMB9ZjabUeFQ7Mx21cDWgzHZvXs3ubq6UkBAgNQx4ufnRz/99BP99NNP1K1btyLrsra2pp9++onu3r1b4jEYFBRE9erVU3s/MCm51K5dm168eKGoyxCDoRDYGm4mFVEGDRqk7mFHRESJiYnk4+Oj9v4oa2JiYkJ169YttlxMTAx9/PiRvLy8xPo1MzNT6Toym80oi7A13IwKTe3atdGzZ08AABFh0qRJ8PHxQVhYGOrWrStRvnv37lwKiry8PCxcuLDQut3c3DBw4MAS6/LixQuMHz8eAQEBMp0DQ70EBQVh27ZtWL9+vbpVYTAYDIaSyczMxNy5c1mWCim4urpi9OjRGDVqlNh2BwcH1KpVS2rE+AcPHkBPTw916tSBhoYGfv/9d7x9+xbHjh1Tio7MZjMqEszhZpQL6tWrhz///BNAvsPdtGnTYnM6FiAQCLhjS8v79+8xatQoPH78WCH1MRgMBoNR0bh9+zb8/PzQo0cPtemQmZnJnG0ZMDExwd69exESEiLmcFtYWKBHjx44d+4cRo0ahdmzZ+PDhw+wsbHBmjVrwOPxuMBr27Ztw+LFi9GvXz+sWbNGXafCYJQ9lPK+Xcmw6Wk/npSF6WlJSUlUrVo1tfcFE/nFzMyMTpw4oe6hxGBwsCnlTCqq2NjYyLRUS5GIRKISTZn+UUVXV5cqVaoktu37tGD79++nzMxMcnd3pwEDBlBkZCQREb19+5aePHlCWlpaVKtWLbKysuLqiIqKIm1tbXJwcFCInsxmM8oa8tpsFjSNUS44cuQIVqxYgby8PLW0n56ejipVquD9+/dqaZ+hGBISEhAdHa30qOgMBoPxo5OQkIDMzEyVt5uZmYk6deooNMp5RSMzMxNfvnwR2xYdHS0WqKxq1arQ1tbGsWPH4OfnxwWprVKlCho0aID4+HgsXrxYLPBatWrVkJ2djc+fP2PmzJno2LFjoTro6ekVqyez2YyKAnO4GeWCvLw8zJw5E1evXlVL+/Xq1UNiYqJa2q5oODs7q7X9iRMn4tGjR2rVgcFgMCo6f/31F7y8vFTaZkxMDDp37oygoCCVtlsRICJkZWWJbePxeKhRowYuX74MAwMDjBgxAs+fPwePx4OBgQF69+6NdevWwcjICACQkZHBHbt8+XKEhIRAS0tLrE5ra2vUrFkToaGhJcr2wmw2oyLAHG5GueLOnTtIT09XWXsvX77EsWPHkJaWprI2KzIaGhqYM2cOWrVqpW5VGAwGg6Fgvo2tEhgYiOjoaJW2v3btWty+fVulbVYUdHR0UKtWLTx79gwAcP36dc4B9/T0xIwZM6QeN2bMGCxYsAD9+vWTcKDXr1+PypUro3fv3ujXrx8aN26MDh064Nq1a7Czs1PuCTEYZQjmcDPKFX///Te+fv2qsvYOHz4Mb29vld80VFSEQiEWLlyI3bt3o3PnzmrTY+vWrSp9cMNgMBg/AlWrVuX+j4uLU8l1Njs7m0WyLiU8Hg9///03vL29sXPnTgDA/PnzMWfOHKxYsUKi/J9//ikWFG3atGk4duyYWEaY9u3bw83NDVOmTMHRo0dx7Ngx7NixA2FhYZg6dSrmz58PkUhUIv2YzWaUe2RZ8L1gwQKJgAaurq7c/szMTBo/fjyZmZmRvr4+9e7dm6Kjo8Xq+PTpE3Xt2pV0dXXJ0tKSpk+fTrm5uTItPGcBWH5sCQsLk2m8yENYWBj16NGDnJ2d1X6+FU10dXVp/vz5tHLlSpmPnTt3LtnZ2SlEj9jYWKWPIwajOJQZNI3ZbCbqlBUrVihkHBeFSCSiXr16kaGhIbPZpZTu3btT8+bNJbZ/b7NbtWpFBw8eJH19ferRowf16NGD7ty5Q0REqamp3HGurq704MEDIiJKS0ujKVOmEBGRr6+vXPoxm80oC8hrs2V2uGvVqkVRUVGcfP36lds/duxYcnBwoGvXrtGTJ0+oadOm5Onpye3Py8uj2rVrk5eXFz1//pwuXLhAFhYWNGfOHJmUZsb7xxZlO9ypqank6Oio9vOsyOLl5SWXw33mzBnuhsrNzY1CQ0Np5MiRcung4uJCIpFIqWOJwSgOZTvczGYzUYf07NmTEhISFDaWpSESiahz587E4/HUfr4VUY4cOUKvXr0iHo9Hurq6ZGFhwe2rUqWKWFkbGxtydnbmMrl06tSJxo8fT2fOnCGRSESJiYmkra1N06dPp9jYWGrRooXM+jCbzSgLqMzhrlu3rtR9SUlJpKmpScePH+e2hYSEEADy9/cnIqILFy4Qn88Xe4K+efNmMjIyouzs7BLrwYz3jyt+fn5KveCKRCIyNTVV+3lWdOHz+SQQCGQ+TlNTk4yNjenTp09kZGREw4cPp5ycHPLy8pKrrsTERKWNJQajJCjb4WY2m4kypXfv3pSZmUne3t4UHBxMmZmZlJmZSTk5OfINWhkYMGAAc7aVJBs2bCChUEhfv34ttI+rVKlCkZGRlJCQQIMHDyYTExNuX48ePSg1NZV69epFb968IZFIRI8ePaJhw4ZRZmYm9e7dm/h8vkw6MZvNKAuoLC3Y27dvYWdnh6pVq2LgwIEIDw8HADx9+hS5ubliESlr1KgBR0dH+Pv7AwD8/f3h7u4Oa2trrkynTp2QkpKC4ODgQtvMzs5GSkqKmDB+LMzMzNCgQQOYm5uDx+MprZ2QkBC1pDH50RCJRHKleMvNzcXu3bthb2+Phw8fQldXFwkJCXB1dZWIhFqSuurXry+zDgxGeYLZbIay0NHRQfXq1aGjo4MjR46gZs2a0NHRgY6ODjQ1NQs9Ljw8HKmpqaVqOyoqCrGxsSCiUtXDkE5kZCSeP38OFxeXQvs4LCwMdnZ2mD59OtauXYvExES0aNECbm5u8PPzw5o1a+Dk5IS3b9+CiNCoUSO0a9cOGzZswMmTJ+Hg4CCTTsxmM8ozMjncTZo0wZ49e3Dp0iVs3rwZYWFhaNmyJVJTUxEdHQ0tLS2YmJiIHWNtbc0FnIqOjhYz3AX7C/YVxtKlS2FsbMyJrD9SRvmiXr16GDx4MAwNDfHrr79i8ODB+Pvvv/H06VN4enoqpc3AwEDs27cPHTp0kEiLwShb9O7dG9nZ2ahRowaaNm2K/fv3Y8OGDbC1tZW5rrS0NLWlmmMwlA2z2QxlIRAIMGXKFCxbtkzmY2/evCmRA7qkpKSkYN++fZgwYQKuXbsmVx2M4vn777/h4eFRonSou3btwvz585GYmIg7d+7g8uXLGDx4MEQiEaZNm4apU6ciOzsbQH5QvYIc4L169ZL5BQqz2YxyS2leqycmJpKRkRHt2LGDDh48SFpaWhJlGjVqRDNnziQiotGjR1PHjh3F9qenpxMAunDhQqHtZGVlUXJyMiefP39W+3QbJooXa2trWrlyJTedcefOnTIH5ymO69ev07Rp0+jz58/ctpcvX5Knp6faz59JyWXWrFlERBQcHEx//PEHhYSEkJOTk1x1derUSaFjjMGQBWVOKf8eZrOZKEpWrFih8vW0OTk5NHz4cLWfOxPpMmTIEJo9ezY3Lu7evUtv376lnTt30u+//859j76+vnTx4kUSCoVyLS1jNpuhTlQ2pfxbTExM4OLignfv3sHGxgY5OTlISkoSKxMTEwMbGxsAgI2NDWJiYiT2F+wrDG1tbRgZGYkJo+KRlpaGrKwsNG3aFAAwYsQIiZyOpeXJkyfQ0NDgxlBERAQGDx6M+/fvK7QdhnLZsmULAKBmzZpIT0/Hx48fsWfPHmhoaMhc15MnT7Bjxw5Fq8hglDmYzWYogi1btmDKlClKXd4ljX79+mH37t0qbZNRcvbt24cVK1Zg7NixAIDmzZvjwIED6NixI5dqDABGjx6N06dP4+vXrzh06JDM7TCbzSiPlMrhTktLw/v372Fra4uGDRtCU1NTbIpPaGgowsPD0axZMwBAs2bN8PLlS8TGxnJlrly5AiMjI9SsWbM0qjAqAOnp6QgMDJS6j/ID/CmknTp16sDIyAiZmZlo0qQJAgICFFIvQ7UUjIe5c+di586dqFatmlwOd3x8PHx9fXH69GlFq8hglCmYzWaUlo0bN2L48OEKfxheFESEbt26wc/PT2VtMuRDKBRi9+7dGDduHIgI48ePh5WVFVJTU9GtWzcAgKurKz59+oSMjAy0bt1a5jbi4+MRGhrK1u8zyheyvA739fWlmzdvUlhYGN27d4+8vLzIwsKCy403duxYcnR0pOvXr9OTJ0+oWbNm1KxZM+74ghQjHTt2pICAALp06RJZWlqyFCNMCABpaGjQyJEjpX7nJ06coM2bN8s0TqSRl5dHQqGQEhISyMzMTO3nzKTkMmPGDOrbty9paGgQAKpfvz43padTp0709OlT+vLli9z1b9y4USWRdRmMb1HmlHJms5mUVszNzalx48Z07tw5WrJkCQmFQoWO0eJIT08nb29vtfcDE9mEx+PRX3/9RURELVq0oM+fP5O7uzt3ncvNzaXq1atTZGSkWHRzY2PjEkUv19fXpxMnTqh0LDIYRCpKC+bt7U22trakpaVFlSpVIm9vb3r37h23PzMzk8aPH0+mpqakp6dHvXr1oqioKLE6Pn78SF26dOFy+vn6+sq8TpcZ7/IrHh4eVK9ePYntfD6fBgwYINM4kJc3b96Qi4uL2vuCiexy5swZ+uWXX7g0JYMGDSIiIh8fH9LR0SmVww2Anj59qpIxyGAUoEyHm9lsJqURd3d3SklJUchYlIfExESaMGGC2vuBiXwyevRoio+PJ5FIRDdu3CB3d3fOZhMR9erVi3Jzc+n+/fvcMdevXyc7O7si6zU2Nqb169erbVwyfmxU4nCXFZjxLr+yfv16io6OplGjRtGoUaOoSpUq1KdPH5owYYJKArAEBARQkyZN1N4PTOST8ePHU2JiIuno6BAAMeM9e/Zs2rBhA/Xo0UPu+ufNmydTfmEGo7SoMmiaumA2u3yJu7s7jRo1ij5+/Ej79++npKQk2rZtGz169Egl4yUvL4+2bdtGPj4+au8LJqWTM2fOkEgkIl9fX/r06RPNnj2bAgMDiYhIJBLRgQMH6N27d9SiRQsC8h1uX1/fIvOr16xZk7Zt20Zv3rwhIqL9+/erPIAf48eFOdxMyoVoaGjQ+PHjuenhFy9epLi4OJWMm+DgYGrWrJna+4BJ6eT169e0evVqAkAuLi505coVIiISCoVka2sr9rRcHhk3bhwz3gyVwRxuJmVFzMzMaP369XT37l3uu9u1axclJibS+vXruQwiysbX11ftfcFEMdK1a1eKjo7mvtt9+/aRp6cnBQcHczabiCgoKIhatWpFP//8M8XHx5doWvm+ffuIKD+jDbPZDFXBHG4mZVa8vb3pxo0bnOzfv5/Mzc2pdevWdP36dZWMmcjISHJ3d1d7XzApvTRq1IhiYmK4z1WrVqWHDx+SUCgkPT09GjhwYKlu2Ph8Pg0cOFAl45LBYA43k7IgGhoadP/+fXUPFSIiMjc3V3t/MFGcvH79mvtuo6Ojydvbmy5evEgikYguXLhA48aNIyKiiRMnEgCKiIigEydOFFvvvn37aNSoURQfH89sNkNlyGuzeUTlL8xfcnIyTExM1K0GowQ0b94cR44cEUsLk5eXh69fv2Lz5s3Ys2cPrl69ChcXF6Xp0LhxY8TFxSE+Pl5pbTBUS1RUFPz9/dG7d28AwIkTJ+Dl5YWQkBBMmjQJZ8+exfTp03Hw4EG56ufz+fD29ubSjzEYyiIlJQUODg5ISkqCsbGxutVRCgU2+8mTJzAwMFC3Ogwp8Hg8WFtbqzzVlzRiYmIgEonUrQZDQVhaWopFtU9JSYGWlhZ0dHQgFAqRlJQEc3NzJCcnIyMjA1ZWVgAglh1BGsbGxsjIyICpqSkSEhJgaWmp1PNgMAD5bXa5dLgjIiLg4OCgbjUYDAaDwVAInz9/hr29vbrVUAofPnxAtWrV1K0Gg8FgMBgKQVabXS4dbpFIhNDQUNSsWROfP38We3vKkJ+CpzasTxUH61PFw/pU8bA+VTwl7VMiQmpqKuzs7MDn81WooepISkqCqakpwsPDK+xbfFXDfrOKh/WpcmD9qnhYnyoeZdtsQfFFyh58Ph+VKlUCABgZGbHBpmBYnyoe1qeKh/Wp4mF9qnhK0qcV3QktuCkxNjZm40vBsN+s4mF9qhxYvyoe1qeKR1k2u2I+TmcwGAwGg8FgMBgMBkPNMIebwWAwGAwGg8FgMBgMJVBuHW5tbW0sWLAA2tra6lalwsD6VPGwPlU8rE8VD+tTxcP69P9gfaF4WJ8qHtanyoH1q+Jhfap4lN2n5TJoGoPBYDAYDAaDwWAwGGWdcvuGm8FgMBgMBoPBYDAYjLIMc7gZDAaDwWAwGAwGg8FQAszhZjAYDAaDwWAwGAwGQwkwh5vBYDAYDAaDwWAwGAwlUC4d7o0bN6Jy5crQ0dFBkyZN8OjRI3WrVGa5ffs2unfvDjs7O/B4PJw5c0ZsPxHhjz/+gK2tLXR1deHl5YW3b9+KlUlISMDAgQNhZGQEExMTjBw5EmlpaSo8i7LF0qVL0ahRIxgaGsLKygo///wzQkNDxcpkZWVhwoQJMDc3h4GBAfr06YOYmBixMuHh4ejWrRv09PRgZWWFGTNmIC8vT5WnUmbYvHkz6tSpAyMjIxgZGaFZs2a4ePEit5/1Z+n5559/wOPxMGXKFG4b61fZWLhwIXg8npjUqFGD28/6UzrMZpccZrMVC7PXyoHZbOXC7LViKFM2m8oZR44cIS0tLdq1axcFBwfT6NGjycTEhGJiYtStWpnkwoUL9Pvvv9OpU6cIAJ0+fVps/z///EPGxsZ05swZCgwMpB49elCVKlUoMzOTK9O5c2eqW7cuPXjwgO7cuUPVq1enAQMGqPhMyg6dOnWi3bt3U1BQEAUEBFDXrl3J0dGR0tLSuDJjx44lBwcHunbtGj158oSaNm1Knp6e3P68vDyqXbs2eXl50fPnz+nChQtkYWFBc+bMUccpqR0/Pz86f/48vXnzhkJDQ2nu3LmkqalJQUFBRMT6s7Q8evSIKleuTHXq1CEfHx9uO+tX2ViwYAHVqlWLoqKiOPn69Su3n/WnJMxmywaz2YqF2WvlwGy28mD2WnGUJZtd7hzuxo0b04QJE7jPQqGQ7OzsaOnSpWrUqnzwvfEWiURkY2NDK1as4LYlJSWRtrY2HT58mIiIXr16RQDo8ePHXJmLFy8Sj8ejL1++qEz3skxsbCwBoFu3bhFRfh9qamrS8ePHuTIhISEEgPz9/Yko/6aKz+dTdHQ0V2bz5s1kZGRE2dnZqj2BMoqpqSnt2LGD9WcpSU1NJWdnZ7py5Qq1bt2aM+CsX2VnwYIFVLduXan7WH9Kh9ls+WE2W/Ewe608mM0uPcxeK5ayZLPL1ZTynJwcPH36FF5eXtw2Pp8PLy8v+Pv7q1Gz8klYWBiio6PF+tPY2BhNmjTh+tPf3x8mJibw8PDgynh5eYHP5+Phw4cq17kskpycDAAwMzMDADx9+hS5ubli/VqjRg04OjqK9au7uzusra25Mp06dUJKSgqCg4NVqH3ZQygU4siRI0hPT0ezZs1Yf5aSCRMmoFu3bmL9B7BxKi9v376FnZ0dqlatioEDByI8PBwA609pMJutWJjNLj3MXiseZrMVB7PXiqes2GyBAs5FZcTFxUEoFIqdOABYW1vj9evXatKq/BIdHQ0AUvuzYF90dDSsrKzE9gsEApiZmXFlfmREIhGmTJmC5s2bo3bt2gDy+0xLSwsmJiZiZb/vV2n9XrDvR+Tly5do1qwZsrKyYGBggNOnT6NmzZoICAhg/SknR44cwbNnz/D48WOJfWycyk6TJk2wZ88euLq6IioqCosWLULLli0RFBTE+lMKzGYrFmazSwez14qF2WzFwuy14ilLNrtcOdwMRlljwoQJCAoKwt27d9WtSrnH1dUVAQEBSE5OxokTJzB06FDcunVL3WqVWz5//gwfHx9cuXIFOjo66lanQtClSxfu/zp16qBJkyZwcnLCsWPHoKurq0bNGP+vvft3aasNwzh+S+ORisQIERMqSkAdXKRNUTKnCJ1KJykORQex4ubi4uwm2P4B7egmhQ5FMRpowYAhoiAIkdQupQFFVCr+IFeHYt43bXj7qjkmwe8HApLnEM65CFy5MTkP8Df0dWnR2aVDX7ujkjq7qr5S7vf77d69e3/cQe779+8WCATKdFbV6zKz/8ozEAhYNpstWL+4uLD9/f07n/n4+Lh9+PDBlpeXrbW1Nf98IBCws7MzOzg4KDj+91yL5X65dhc5jmMdHR0WDodtenraenp6bHZ2ljyvKZlMWjabtUePHpnH4zGPx2PxeNxev35tHo/HWlpayPWGfD6fdXV1WTqd5n1aBJ1dWnT29dHXpUdnlw59fTvK2dlVNXA7jmPhcNiWlpbyz+VyOVtaWrJIJFLGM6tOoVDIAoFAQZ6Hh4eWSCTyeUYiETs4OLBkMpk/JhaLWS6Xs76+vls/50ogycbHx21+ft5isZiFQqGC9XA4bLW1tQW5bm9v29evXwty3dzcLPhgtLi4aF6v17q7u2/nQipcLpez09NT8rymaDRqm5ubtr6+nn88fvzYBgcH83+T680cHx/bzs6OBYNB3qdF0NmlRWdfHX19e+js66Ovb0dZO/uqd3wrt7m5OdXV1endu3fa2trSyMiIfD5fwR3k8I+joyOlUimlUimZmWZmZpRKpbS7uyvp1xYjPp9P79+/18bGhp49e1Z0i5GHDx8qkUjo06dP6uzsvLNbjEjSq1ev1NjYqJWVlYKtBn78+JE/ZnR0VG1tbYrFYlpbW1MkElEkEsmvX2410N/fr/X1dX38+FHNzc13dvuGyclJxeNxZTIZbWxsaHJyUjU1NVpYWJBEnqXy77ueSuR6VRMTE1pZWVEmk9Hnz5/15MkT+f1+ZbNZSeRZDJ19NXR2adHX7qCz3Udf31wldXbVDdyS9ObNG7W1tclxHPX29mp1dbXcp1SxlpeXZWZ/PF6+fCnp1zYjU1NTamlpUV1dnaLRqLa3twteY29vTy9evFBDQ4O8Xq+GhoZ0dHRUhqupDMXyNDO9ffs2f8zJyYnGxsbU1NSk+vp6PX/+XN++fSt4nS9fvujp06e6f/++/H6/JiYmdH5+fstXUxmGh4fV3t4ux3HU3NysaDSaL26JPEvl9wIn16sZGBhQMBiU4zh68OCBBgYGlE6n8+vkWRyd/f/R2aVFX7uDznYffX1zldTZNZJ0tf+JAwAAAACAv6mq33ADAAAAAFAtGLgBAAAAAHABAzcAAAAAAC5g4AYAAAAAwAUM3AAAAAAAuICBGwAAAAAAFzBwAwAAAADgAgZuAAAAAABcwMANAAAAAIALGLgBAAAAAHABAzcAAAAAAC5g4AYAAAAAwAU/AQ6IzQonHKX8AAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 1000x500 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "จาก fractal analysis ภาพ AI มี dimension 1.8788 ในขณะที่ภาพ Shen Zhou มี 1.8491 แสดงความซับซ้อนน้อยกว่า\n"
          ]
        }
      ],
      "source": [
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib.pyplot as plt\n",
        "from PIL import Image\n",
        "from skimage import io, color, measure\n",
        "\n",
        "def load_and_preprocess(image_path, target_size=(512, 512)):\n",
        "    \"\"\"加载图像并预处理为灰度+二值化\"\"\"\n",
        "    img = io.imread(image_path)\n",
        "    if img.ndim == 3:\n",
        "        img = color.rgb2gray(img)\n",
        "    img = (img * 255).astype(np.uint8)\n",
        "    img = cv2.resize(img, target_size)  # 统一尺寸\n",
        "    _, binary = cv2.threshold(img, 0, 255, cv2.THRESH_OTSU)\n",
        "    return binary / 255  # 归一化为0-1\n",
        "\n",
        "def fractal_dimension(image, threshold=0.9):\n",
        "    \"\"\"使用Box-Counting算法计算分形维度\"\"\"\n",
        "    # Only for binary images\n",
        "    assert image.max() <= 1.0\n",
        "    binary = image > threshold\n",
        "\n",
        "    # Box-counting算法\n",
        "    sizes = 2**np.arange(1, 8)\n",
        "    counts = []\n",
        "    for size in sizes:\n",
        "        # 将图像划分为size x size的块\n",
        "        h, w = binary.shape\n",
        "        h_grid = h // size\n",
        "        w_grid = w // size\n",
        "        # 计算每个块是否包含前景像素\n",
        "        covered = np.add.reduceat(\n",
        "            np.add.reduceat(binary, np.arange(0, h, size), axis=0),\n",
        "            np.arange(0, w, size), axis=1)\n",
        "        counts.append(np.sum(covered > 0))\n",
        "\n",
        "    # 拟合log(N) vs log(1/s)\n",
        "    coeffs = np.polyfit(np.log(sizes), np.log(counts), 1)\n",
        "    return -coeffs[0]  # 斜率为分形维度\n",
        "\n",
        "# 示例图像路径（替换为您的实际路径）\n",
        "human_painting_path = \"/content/drive/My Drive/ShanShui/Picture19.jpg\"  # 高克恭作品\n",
        "ai_painting_path = \"/content/drive/My Drive/ShanShui/Picture20.jpg\"   # AI生成作品\n",
        "\n",
        "# 处理图像并计算分形维度\n",
        "human_img = load_and_preprocess(human_painting_path)\n",
        "ai_img = load_and_preprocess(ai_painting_path)\n",
        "\n",
        "fd_human = fractal_dimension(human_img)\n",
        "fd_ai = fractal_dimension(ai_img)\n",
        "\n",
        "# 可视化结果\n",
        "fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n",
        "axes[0].imshow(human_img, cmap='gray')\n",
        "axes[0].set_title(f\"Fig. 19 (FD={fd_human:.4f})\")\n",
        "axes[1].imshow(ai_img, cmap='gray')\n",
        "axes[1].set_title(f\"Fig. 20 (FD={fd_ai:.4f})\")\n",
        "plt.tight_layout()\n",
        "plt.savefig(\"comparison.png\")\n",
        "plt.show()\n",
        "\n",
        "# 输出定量比较结果\n",
        "print(f\"จาก fractal analysis ภาพ AI มี dimension {fd_ai:.4f} ในขณะที่ภาพ Shen Zhou มี {fd_human:.4f} แสดงความซับซ้อนน้อยกว่า\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 560
        },
        "id": "k6nV5cTlWRZq",
        "outputId": "ec67d28b-8d37-4bd8-c051-978b8ac993d2"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 2008x536 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "จาก fractal analysis ภาพ AI มี dimension 1.8788 ในขณะที่ภาพ Shen Zhou มี 1.8491 แสดงความซับซ้อนน้อยกว่า\n"
          ]
        }
      ],
      "source": [
        "\n",
        "import matplotlib.pyplot as plt\n",
        "# 可视化结果\n",
        "fig, axes = plt.subplots(2, 1, figsize=(20.08, 5.36)) # Changed to 2 rows, 1 column, specified figsize\n",
        "axes[0].imshow(human_img, cmap='gray')\n",
        "axes[0].set_title(f\"Fig. 19 (FD={fd_human:.4f})\")\n",
        "axes[0].axis('off') # Hide axes\n",
        "axes[1].imshow(ai_img, cmap='gray')\n",
        "axes[1].set_title(f\"Fig. 20 (FD={fd_ai:.4f})\")\n",
        "axes[1].axis('off') # Hide axes\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.savefig(\"comparison.png\", dpi=100) # Save with dpi to maintain apparent resolution\n",
        "plt.show()\n",
        "\n",
        "# Output quantitative comparison results\n",
        "print(f\"จาก fractal analysis ภาพ AI มี dimension {fd_ai:.4f} ในขณะที่ภาพ Shen Zhou มี {fd_human:.4f} แสดงความซับซ้อนน้อยกว่า\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "aBv1hDe7XTkz"
      },
      "outputs": [],
      "source": [
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "This code performs fractal analysis on two images, one human-painted and one AI-generated, using the Box-Counting method to calculate their fractal dimensions. Here's a breakdown:\n",
        "\n",
        "1.  **Setup and Loading**:\n",
        "    *   It mounts Google Drive to access the images.\n",
        "    *   It imports necessary libraries like `numpy` for numerical operations, `cv2` and `skimage` for image processing, and `matplotlib` for plotting.\n",
        "\n",
        "2.  **`load_and_preprocess` Function**:\n",
        "    *   Takes an image path and a target size as input.\n",
        "    *   Reads the image using `skimage.io.imread`.\n",
        "    *   Converts color images to grayscale using `skimage.color.rgb2gray`.\n",
        "    *   Resizes the image to a uniform size using `cv2.resize`.\n",
        "    *   Applies Otsu's method (`cv2.threshold` with `cv2.THRESH_OTSU`) to binarize the image, separating foreground (assumed to be the painting's lines/structures) from the background.\n",
        "    *   Normalizes the binary image pixel values to 0 and 1.\n",
        "    *   Returns the preprocessed binary image.\n",
        "\n",
        "3.  **`fractal_dimension` Function**:\n",
        "    *   Takes a binary image and an optional threshold as input.\n",
        "    *   Asserts that the input image is binary (values are 0 or 1).\n",
        "    *   Creates a boolean image where `True` indicates foreground pixels based on the threshold.\n",
        "    *   Implements the Box-Counting algorithm:\n",
        "        *   It defines a range of box `sizes` (powers of 2 from 2 to 128).\n",
        "        *   For each `size`, it effectively divides the image into grids of that size.\n",
        "        *   It counts how many of these grid boxes contain at least one foreground pixel using `np.add.reduceat`. This is the `count` for that `size`.\n",
        "        *   It repeats this for all defined `sizes`, accumulating the `counts`.\n",
        "    *   Calculates the fractal dimension:\n",
        "        *   It fits a straight line to the plot of `log(counts)` against `log(sizes)` using `np.polyfit`.\n",
        "        *   The slope of this line is related to the fractal dimension. The negative of the slope is the Box-Counting fractal dimension.\n",
        "    *   Returns the calculated fractal dimension.\n",
        "\n",
        "4.  **Processing and Visualization**:\n",
        "    *   It defines the paths to the human-painted and AI-generated images.\n",
        "    *   It calls `load_and_preprocess` on both images to get their binary versions.\n",
        "    *   It calls `fractal_dimension` on the preprocessed images to calculate their fractal dimensions.\n",
        "    *   It uses `matplotlib` to display the two processed images side-by-side (initially) and then one above the other.\n",
        "    *   The titles of the plots include the calculated fractal dimension for each image.\n",
        "    *   `plt.tight_layout()` adjusts subplot parameters for a tight layout.\n",
        "    *   `plt.savefig(\"comparison.png\", dpi=100)` saves the combined visualization to a file.\n",
        "    *   `plt.show()` displays the plot.\n",
        "\n",
        "5.  **Quantitative Output**:\n",
        "    *   It prints a sentence (in Thai) comparing the fractal dimensions of the AI and human paintings, indicating that the AI image has a lower dimension, suggesting less complexity.\n",
        "\n",
        "In essence, the code measures how the number of \"boxes\" needed to cover the intricate details of the painting changes as the box size decreases. For a highly complex or fractal-like image, the number of boxes will grow more rapidly as the box size shrinks compared to a simpler image. The rate of this growth, represented by the fractal dimension, provides a quantitative measure of the painting's complexity or \"texture.\" A higher fractal dimension suggests more detail and complexity across different scales."
      ]
    }
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