From 30256e88c44bc26eff70524652baee74fb34bf05 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Andr=C3=A9=20Silva?= Date: Mon, 18 Nov 2024 10:17:50 +0100 Subject: [PATCH] update scripts --- scripts/analysis.ipynb | 131 ++++++++++++++++++--- scripts/box-plot.pdf | Bin 21443 -> 16862 bytes scripts/box-plot.png | Bin 74217 -> 72992 bytes scripts/performance-vs-cost-gitbugjava.pdf | Bin 0 -> 21312 bytes scripts/performance-vs-cost-gitbugjava.png | Bin 0 -> 92604 bytes scripts/performance-vs-cost.pdf | Bin 20589 -> 20754 bytes scripts/performance-vs-cost.png | Bin 83489 -> 88091 bytes 7 files changed, 116 insertions(+), 15 deletions(-) create mode 100644 scripts/performance-vs-cost-gitbugjava.pdf create mode 100644 scripts/performance-vs-cost-gitbugjava.png diff --git a/scripts/analysis.ipynb b/scripts/analysis.ipynb index 4f4577ef13..c49f3864bd 100644 --- a/scripts/analysis.ipynb +++ b/scripts/analysis.ipynb @@ -2,20 +2,22 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "Warning: total.json not found for o1-preview-2024-09-12\n", + "Warning: Data not found for o1-preview-2024-09-12 - defects4j\n", "Correlation between GitBug-Java and Defects4J costs: 0.9619\n", "P-value: 0.0000\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -47,7 +49,7 @@ " ('gemini-1.5-pro-001', \"google\", \"Google\"),\n", " ('gemini-1.5-pro-002', \"google\", \"Google\"),\n", " ('gpt-4o-2024-08-06', \"openai-chatcompletion\", \"OpenAI\"),\n", - " # ('o1-preview-2024-09-12', \"openai-chatcompletion\", \"OpenAI\"),\n", + " ('o1-preview-2024-09-12', \"openai-chatcompletion\", \"OpenAI\"),\n", " ('llama-3.1-405b-instruct', 'openrouter', 'Meta'),\n", " ('deepseek-v2.5', 'openrouter', 'DeepSeek'),\n", " ('mistral-large-2407', 'openrouter', 'Mistral'),\n", @@ -143,12 +145,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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J27ZtKV++PP7+/oSEhNC7d28CAwNve343NzeuXr16VzXffAZvXeIK4ODgQOnSpc39pUqVYuTIkUyZMoUvv/ySevXq8dRTT9GrVy+L50dERCSnUvgkIiLygGrWrJnpjJjU1FRMJhO//PILtra26frz5s1r8fl+3j53t3sJ3e7cGdV2u/abQcDRo0dp3Lgxvr6+TJkyheLFi+Pg4MDy5cv58MMP083YudP57lZqaioBAQFMmTIlw/7/hmb/VaBAAYvA678CAgLuejPym7p06cLmzZt5+eWXCQoKIm/evKSmphISEmLxPWT255WSkmLx2dnZmd9//51169axbNkyVqxYQXh4OI0aNWLVqlWZfpf362aNvXr1om/fvhmOuRnMXLp0CW9vb3N7VFQUNWrUsBhbs2ZNi88nT5687Z5Zd3Lzz6tgwYJ3HNutWzf69+9PREQEQUFBfPPNNzRu3Nji2Pr163P06FF++OEHVq1axZw5c/jwww8JCwvj6aefzvTcvr6+REREkJiYmGVvnwT44IMP6Nevn7me4cOHM2nSJP744w+KFSuWZdcRERGxBoVPIiIi2ahMmTIYhkGpUqXMM0+ySsmSJUlNTeXw4cNUrFjR3H7u3DmuXLly15tpP4iffvqJhIQEfvzxR4tZTXda9nY7ZcqU4c8//7zjmD179tC4ceN73sgb0gKE77777n5LTOfy5cusXbuW0NBQi83YM1rSlT9//nRvOgPSzVSDtBlMjRs3pnHjxkyZMoV33nmHV199lXXr1t02HEtNTeXvv/+2+Jn766+/ADJ80x6kLYF0dXUlJSXljsGbm5ubxWwuT09P86bsN926lDI+Pp4vvvjC4ru5VzffNHjrz3pm2rVrxzPPPGNeevfXX38xbty4dOM8PDzo378//fv359q1a9SvX5833njjtuFTmzZt2LJlC9999x3du3e/bR03n8HIyEiLmWiJiYkcO3Ys3fccEBBAQEAAr732Gps3b6ZOnTqEhYUxceJE4O6DZhERkUeN9nwSERHJRh06dMDW1pbQ0NB0s3sMw+DSpUv3fe6WLVsCMHXqVIv2m7OBWrVqdd/nvls3Z9/cem8xMTHMnz//vs/ZsWNH9uzZk+5tfbdep0uXLvzzzz/mZV63unHjBnFxcbe9Rq1atbh8+bJFQPIgMvoeIP2fDaQFZzExMezdu9fcdubMmXT3Gx0dne7YoKAgABISEu5Y04wZM8y/NwyDGTNmYG9vT+PGjTO9h44dO/Ldd99lGP5duHDB/PuKFSuydetW8+f27dvz/fff8/HHH3P8+HGWL1/OO++8A8CGDRto1qwZ+fPnp1evXnesOzM7d+7EZDJRq1atO451d3enefPmfPPNNyxatAgHBwfatWtnMea/z17evHkpW7bsHb/bZ599Fi8vL0aNGmUO9G51/vx5c1jUpEkTHBwcmD59usXPxty5c4mJiTE/o7GxsRb7qEFaEGVjY2NRj4uLS4bBpYiIyKNOM59ERESyUZkyZZg4cSLjxo0jKiqKdu3a4erqyrFjx/j+++8ZPHgwL7300n2du3LlyvTt25dZs2Zx5coVGjRowLZt21iwYAHt2rXjySefzOK7Sa9Zs2Y4ODjQpk0bnnnmGa5du8bs2bMpXLgwZ86cua9zvvzyy3z77bd07tyZAQMGUK1aNaKjo/nxxx8JCwujcuXK9O7dm2+++YZnn32WdevWUadOHVJSUjh06BDffPMNK1euvO3m4K1atcLOzo41a9aYX1v/INzc3Khfvz7vvfceSUlJFC1alFWrVpln69yqW7dujBkzhvbt2zN8+HCuX7/OzJkzKV++vMXG5G+++Sa///47rVq1omTJkpw/f55PPvmEYsWKUbdu3dvW4+TkxIoVK+jbty/BwcH88ssvLFu2jFdeeSXTfbIA3n33XdatW0dwcDCDBg2iUqVKREdHs2vXLtasWWMOxEJCQnj22WfZvXs3VapUMf/5Dxs2jGHDhpEnTx5CQ0N5+eWXadiwIZ06dWLJkiU4OjpaXO9mSLN//34AvvjiC/O+UK+99prF2NWrV1OnTp27XrrXtWtXevXqxSeffELz5s3NG7jfVKlSJRo2bEi1atXw8PBgx44dfPvttxYbtWckf/78fP/997Rs2ZKgoCB69epFtWrVgLSN17/++mtzQFaoUCHGjRtHaGgoISEhPPXUU0RGRvLJJ59Qo0YNcxj366+/MmzYMDp37kz58uVJTk7miy++MAeCN1WrVo01a9YwZcoUvL29KVWqFMHBwXf1fYiIiFjVw3/BnoiIyONh/vz5BmBs3779jmO/++47o27duoaLi4vh4uJi+Pr6GkOHDjUiIyPNYxo0aGD4+flleHzfvn0NFxeXdO1JSUlGaGioUapUKcPe3t4oXry4MW7cOCM+Pt5iXMmSJTN8rfy6desyfMV7Zvc2YcIEAzAuXLhgbvvxxx+NwMBAw8nJyfDx8TEmT55szJs3zwCMY8eO3bGGBg0aGA0aNLBou3TpkjFs2DCjaNGihoODg1GsWDGjb9++xsWLF81jEhMTjcmTJxt+fn6Go6OjkT9/fqNatWpGaGioERMTk/5L/I+nnnrKaNy48V19H/917NgxAzDmz59vbjt16pTRvn17w93d3ciXL5/RuXNn4/Tp0wZgTJgwweL4VatWGf7+/oaDg4NRoUIFY+HChebv9qa1a9cabdu2Nby9vQ0HBwfD29vb6N69u/HXX3/dto6bPytHjx41mjVrZuTJk8coUqSIMWHCBCMlJcWijoxqO3funDF06FCjePHihr29veHp6Wk0btzYmDVrlsW4vn37GsHBwUZCQoK57ejRo8aGDRuMy5cvGzdu3DC2bNliXLlyJdPvEcj0162uXLliODg4GHPmzMn0XP8VGxtrODs7G4CxcOHCdP0TJ040atasabi7uxvOzs6Gr6+v8fbbbxuJiYl3df7Tp08bI0aMMMqXL284OTkZefLkMapVq2a8/fbb6X7+ZsyYYfj6+hr29vZGkSJFjCFDhhiXL1829//999/GgAEDjDJlyhhOTk6Gh4eH8eSTTxpr1qyxOM+hQ4eM+vXrm++rb9++d/19iIiIWJPJMO5xh08RERGRx8CGDRto2LAhhw4dyvRthJK5ixcvUq1aNfz9/fn6669xc3NLNyYlJYXvv/+eTp06PdC1pk6dynvvvcfRo0fva1N+ERERsS6FTyIiIpJrtWjRgmLFimW4d5Tc2V9//UWrVq2IjY1l2LBhNG3aFG9vb2JjY9m4cSMzZszg7Nmz7Nq1y2JD+nuRlJREmTJlGDt2LM8991wW34GIiIg8DAqfREREROS+Xb16lffff585c+ZY7PPl6upKz549GT9+PF5eXlasUERERKxN4ZOIiIiIPDDDMDhy5Ahnz57Fzc2NihUr4uDgYO2yRERE5BGg8ElERERERERERLKNjbULEBERERERERGRx5fCJxERERERERERyTZ21i4gp0pNTeX06dO4urpiMpmsXY6IiIiIiIiI5CKGYXD16lW8vb2xsXm05xYpfLpPp0+fpnjx4tYuQ0RERERERERysZMnT1KsWDFrl3FbCp/uk6urK5D2h+zm5nbPxyclJbFq1SqaNWuGvb19VpcnkuvomRLJWnqmRLKeniuRrKVnSnK72NhYihcvbs4nHmUKn+7TzaV2bm5u9x0+5cmTBzc3N/2DUiQL6JkSyVp6pkSynp4rkaylZ0okTU7YCujRXhQoIiIiIiIiIiI5msInERERERERERHJNgqfREREREREREQk21h9z6ePP/6Y999/n7Nnz1K5cmU++ugjatasecfjFi1aRPfu3Wnbti1Lly4F0tb8vvbaayxfvpy///6bfPny0aRJE9599128vb3Nx/r4+HD8+HGL802aNImxY8dm6b2lpqaSmJiYYV9SUhJ2dnbEx8eTkpKSpdeVx4u9vT22trbWLkNERERERETkvlg1fAoPD2fkyJGEhYURHBzM1KlTad68OZGRkRQuXDjT46KionjppZeoV6+eRfv169fZtWsXr7/+OpUrV+by5cu88MILPPXUU+zYscNi7JtvvsmgQYPMn7N6d/jExESOHTtGampqhv2GYeDp6cnJkydzxOZgYl3u7u54enrqZ0VERERERERyHKuGT1OmTGHQoEH0798fgLCwMJYtW8a8efMynYWUkpJCz549CQ0NZcOGDVy5csXcly9fPlavXm0xfsaMGdSsWZMTJ05QokQJc7urqyuenp5Zf1OkBUtnzpzB1taW4sWLY2OTfnVjamoq165dI2/evBn2i0Daz9L169c5f/48AF5eXlauSEREREREROTeWC18SkxMZOfOnYwbN87cZmNjQ5MmTdiyZUumx7355psULlyYgQMHsmHDhjteJyYmBpPJhLu7u0X7u+++y1tvvUWJEiXo0aMHI0aMwM4u868jISGBhIQE8+fY2FggbflcUlKSxdjk5GTi4uLw9vbGyckpw/MZhkFiYiKOjo6azSK35ejoSGpqKhcuXCB//vxagpeJm8/hf59HEbk/eqZEsp6eK5GspWdKcruc9LNvtfDp4sWLpKSkUKRIEYv2IkWKcOjQoQyP2bhxI3PnziUiIuKurhEfH8+YMWPo3r07bm5u5vbhw4dTtWpVPDw82Lx5M+PGjePMmTNMmTIl03NNmjSJ0NDQdO2rVq0iT548Fm12dnZ4enqSmJhoDqkyc/Xq1bu6F8ndUlNTuXHjBmvXriU5Odna5TzS/jv7UUQejJ4pkayn50oka+mZktzq+vXr1i7hrll9w/G7dfXqVXr37s3s2bMpWLDgHccnJSXRpUsXDMNg5syZFn0jR440/z4wMBAHBweeeeYZJk2ahKOjY4bnGzdunMVxsbGxFC9enGbNmlkEW5AWep08eZK8efPedubT1atXcXV11cwnuaP4+HicnZ2pX79+pj9TuV1SUhKrV6+madOm2NvbW7sckRxPz5RI1tNzJZK19ExJbnenyS6PEquFTwULFsTW1pZz585ZtJ87dy7DvZiOHj1KVFQUbdq0Mbfd3Mzbzs6OyMhIypQpA/wbPB0/fpxff/01XTj0X8HBwSQnJxMVFUWFChUyHOPo6JhhMGVvb5/uH3QpKSmYTCZsbGwy3c/pZu03x4ncjo2NDSaTKcOfN7Gk70gka+mZEsl6eq5EspaeKcmtctLPvdVSDwcHB6pVq8batWvNbampqaxdu5ZatWqlG+/r68u+ffuIiIgw/3rqqad48skniYiIoHjx4sC/wdPhw4dZs2YNBQoUuGMtERER2NjY3PYNe/Jo8fHxYerUqdYu476YTCaWLl1q7TJEREREREREHgqrTrkZOXIks2fPZsGCBRw8eJAhQ4YQFxdnfvtdnz59zBuSOzk54e/vb/HL3d0dV1dX/P39cXBwICkpiU6dOrFjxw6+/PJLUlJSOHv2LGfPniUxMRGALVu2MHXqVPbs2cPff//Nl19+yYgRI+jVqxf58+e32nfxKOjXrx8mk8n8q0CBAoSEhLB3794su8Ybb7xBUFDQA4/bvn07gwcPzrK6spqPj4/Fd2kymShWrBgAZ86coUWLFgBERUVhMpnueh8zERERERERkZzGqns+de3alQsXLjB+/HjOnj1LUFAQK1asMG9CfuLEiXtakvbPP//w448/AqQLLtatW0fDhg1xdHRk0aJFvPHGGyQkJFCqVClGjBhhsZ9TbhYSEsL8+fMBOHv2LK+99hqtW7fmxIkTVq7MUqFChaxdApA20y6zqY5vvvkmgwYNMn+++Za6jJaVioiIiIiIiDyurL7Z0LBhwzh+/DgJCQls3bqV4OBgc9/69ev57LPPMj32s88+s1i+5OPjg2EYGf5q2LAhAFWrVuWPP/7gypUr3LhxgwMHDjBu3LhMNxrPbRwdHfH09MTT05OgoCDGjh3LyZMnuXDhgnnMyZMn6dKlC+7u7nh4eNC2bVuioqLM/evXr6dmzZq4uLjg7u5OnTp1OH78OJ999hmhoaHs2bPHPBvodn++t/PfZXcmk4k5c+bQvn178uTJQ7ly5cxB5E1//vknLVq0IG/evBQpUoTevXtz8eJFc/+KFSuoW7cu7u7uFChQgNatW3P06FFz/81ZSuHh4TRo0AAnJye+/PLLTGt0dXU1f5eenp7mwOzWZXelSpUCoEqVKphMJvPPqYiIiIiIiMjjwurhU64SF5f5r/j4ux9748bdjX1A165dY+HChZQtW9a8d1ZSUhLNmzfH1dWVDRs2sGnTJvLmzUtISAiJiYkkJyfTrl07GjRowN69e9myZQuDBw/GZDLRtWtXRo0ahZ+fH2fOnOHMmTN07dr1geu8KTQ0lC5durB3715atmxJz549iY6OBuDKlSs0atSIKlWqsGPHDlasWMG5c+fo0qWL+fi4uDhGjhzJjh07WLt2LTY2NrRv3968OfxNY8eO5YUXXuDgwYM0b978gWretm0bAGvWrOHMmTMsWbLkgc4nIiIiIiIi8qix6rK7XCdvXvNvbQD3W/tatoRly/79XLgwXL+e8XkaNID16//97OMDt8zgMTOMey7x559/Ju//1xkXF4eXlxc///yzefljeHg4qampzJkzB5PJBMD8+fNxd3dn/fr1VK9enZiYGFq3bm1++2DFihXN58+bNy92dnbZsvSsX79+dO/eHYB33nmH6dOns23bNkJCQpgxYwZVqlThnXfeMY+fN28exYsX56+//qJ8+fJ07NjR4nzz5s2jUKFCHDhwAH9/f3P7iy++SIcOHe5Yz5gxY3jttdfMn9955x2GDx9uMebmbKgCBQpoOZ6IiIiIiIg8ljTzSSzcfHtgREQE27Zto3nz5rRo0YLjx48DsGfPHo4cOYKrqyt58+Ylb968eHh4EB8fz9GjR/Hw8KBfv340b96cNm3aMG3aNM6cOfNQag8MDDT/3sXFBTc3N86fP2+ue926deaa8+bNi6+vL4B5ad3hw4fp3r07pUuXxs3NDR8fH4B0+11Vr179rup5+eWXLd7O2KdPnwe9RREREREREZEcRzOfHqZr18y/TU1NJTY2Fjc3t7RZRf+/GbXZ/4cmGfrvJuy37Lf0oFxcXChbtqz585w5c8iXLx+zZ89m4sSJXLt2jWrVqmW419HNWTzz589n+PDhrFixgvDwcF577TVWr17NE088kWV1ZuS/G3+bTCbzkrlr167Rpk0bJk+enO44Ly8vANq0aUPJkiWZPXs23t7epKam4u/vb35T4k0uLi53VU/BggUtvksRERERERGR3Ejh08N0a2iRmgopKWltGb3R7y4Djnsee49MJhM2Njbc+P99pqpWrUp4eDiFCxfGzc0t0+OqVKlClSpVGDduHLVq1eKrr77iiSeewMHBgZSUlGyrNzNVq1blu+++w8fHBzu79D/2ly5dIjIyktmzZ1OvXj0ANm7cmO11OTg4AFjlOxERERERERF5GLTsTiwkJCRw9uxZzp49y8GDB3n++efNs4YAevbsScGCBWnbti0bNmzg2LFjrF+/nuHDh3Pq1CmOHTvGuHHj2LJlC8ePH2fVqlUcPnzYvO+Tj48Px44dIyIigosXL5KQkJBpLTdu3LBYthYREWHx9rl7MXToUKKjo+nevTvbt2/n6NGjrFy5kv79+5OSkkL+/PkpUKAAs2bN4siRI/z666+MHDnyvq51LwoXLoyzs7N5A/SYmJhsv6aIiIiIiIjIw6TwSSysWLECLy8vvLy8CA4OZvv27SxevJiGDRsCkCdPHn7//XdKlChBhw4dqFixIgMHDiQ+Ph43Nzfy5MnDoUOH6NixI+XLl2fw4MEMHTqUZ555BoCOHTsSEhLCk08+SaFChfj6668zreWvv/4yz6C6+evmee6Vt7c3mzZtIiUlhWbNmhEQEMCLL76Iu7s7NjY22NjYsGjRInbu3Im/vz8jRozg/fffv69r3Qs7OzumT5/Op59+ire3N23bts32a4qIiIiIiIg8TCbDuI9XogmxsbHky5ePmJiYdMvP4uPjOXbsGKVKlcLJySnD49Pt+SRyG3fzM5XbJSUlsXz5clq2bJlu/y8RuXd6pkSynp4rkaylZ0pyu9vlEo8apR4iIiIiIiIiIpJtFD6JiIiIiIiIiEi20dvuRERERERERCRXSUk12HYsmvNX4yns6kTNUh7Y2pisXdZjS+GTiIiIiIiIiOQaK/48Q+hPBzgTE29u88rnxIQ2lQjx97JiZY8vLbsTERERERERkVxhxZ9nGLJwl0XwBHA2Jp4hC3ex4s8zVqrs8abwKRvpRYKSVVJTU61dgoiIiIiISI6WkmoQ+tMBMvqb+s220J8OkJKqv8tnNS27ywb29vaYTCYuXLhAoUKFMJnSrxtNTU0lMTGR+Ph4bGyUAUrGDMMgMTGRCxcuYGNjg4ODg7VLEhERERERyZG2HYtON+PpVgZwJiaebceiqVWmwMMrLBdQ+JQNbG1tKVasGKdOnSIqKirDMYZhcOPGDZydnTMMp0RulSdPHkqUKKGgUkRERERE5D6dv5p58HQ/4+TuKXzKJnnz5qVcuXIkJSVl2J+UlMTvv/9O/fr1sbe3f8jVSU5ia2uLnZ2dQkoREREREZEHUNjVKUvHyd1T+JSNbG1tsbW1zbQvOTkZJycnhU8iIiIiIiIi2axmKQ+88jlxNiY+w32fTIBnPidqlvJ42KU99rSGR0REREREREQee7Y2Jia0qQSkBU03/t5J3KFN5s8AE9pUwtZGq06ymsInEREREREREckVQvy9mNmrKp75nDi/eAIXf5gEpM14mtmrKiH+Xlau8PGkZXciIiIiIiIikmuE+HvhbVyi8itpn1+tbseADo004ykbaeaTiIiIiIiIiOQq77w9kRIlSlCpUiWWzJ2q4CmbaeaTiIiIiIiISA5jGAaGkdG22XIn+/fvJzw8nJkzZ+Lu7k737t3ZvHkzTzzxhLVLuyepqanm/735e2swmUx3fDu7wicRERERERGRHCAqKorffvuNzZs3c/78eZKTk61dUo4UGRlJkSJF+OmnnzCZTHh7e9O7d28qVapk7dLuSUpKCu7u7vTo0QNbW1ur1WFra0uhQoUIDg6mQYMGlCtXLt0YhU8iIiIiIiIij7hNmzbx3nvv4eLiQu3atSlVqhQODg53nHEi6R0/fhw3Nzfy588PQExMDNHR0ZQqVcrKld2b5ORkatWqRY0aNbCzs168k5iYyPHjx/ntt9/48ccfef7552natKnFGIVPIiIiIiIiIo+w/fv3895771GvXj1efPFFqwYN8uhISkoiKSmJxo0bY29vb+1yeOaZZwgLC+Ojjz7C3d2dGjVqmPu04biIiIiIiIjII2zlypV4eXkxYsQIBU/yyLKxsWHIkCGULVuWlStXWvZZqSYRERERERERuYPk5GS2bt1KvXr1rLqvj8jdMJlM1K9fn507d3Ljxg1zu8InERERERERkUfUlStXuH79Or6+vtYuReSu+Pr6kpyczPnz581tCp9EREREREREHlHx8fEAODk53dNxPj4+REREZGktnTp14rPPPrvn41599VUCAgIICgoiKCiIRYsWZTq2X79+FC1a1Dz25ZdffoCKs9+VK1d49913bzvmlVdewdfXl8qVK1O9enWLJWmpqak8//zzlClThrJlyzJjxgxz3/Tp0/H39ycgIIDAwEAWLlyY7twJCQkEBgYSFBRkbouKiqJhw4bky5fPov2muXPnUq5cOcqUKcOgQYNISkoC4Ndff6VmzZpUqlQJPz8/Ro8eTWpqKgD79u2jfv36+Pr64u/vz4ABAyxmNt3K2dkZ+PdnFxQ+iYiIiIiIiDzycvJb7V5++WX27dtHREQEy5YtY/DgwVy8ePG24yMiIoiIiOD9999/iJXeu7sJn+rVq8fu3bvZs2cPc+fOpUuXLsTFxQGwcOFCDhw4wF9//cW2bdt4//332b9/PwB+fn5s2rSJffv2sWzZMl588UWOHj1qce4FCxZQu3ZtizY3NzcmTpzIV199la6WY8eO8frrr7NhwwaOHDnCuXPnmDVrFgD58+dn0aJFHDhwgJ07d7J582Y+//xzIC38nDFjBocOHWLPnj3ExcUxefLkDO83o59VhU8iIiIiIiIiOdiWLVuoW7culStXJjAwkB9++MGif8qUKdSoUYOgoCBq1KjBli1bzH3/nSFVvXp11q9fD8ChQ4eoXbs2fn5+tGvXjtjYWPO4q1evMmjQIGrWrElgYCCDBw8mMTExw/rc3d3Nv7927RqGYZhn1DyIiRMnUrFiRfMsqePHjwNpG7RXrVqVwMBAGjRowIEDBwBYv349/v7+PPfcc1SuXBk/Pz927NgBpM0Wcnd3Z8KECVSrVo2yZcuyfPly87W2b99Oo0aNqF69OlWqVGHx4sUAPPvss1y9epWgoCCqV6+eYZ0tWrQwzwYKCAjAMAwuXLgAQHh4OIMGDcLW1hYPDw+6du3K119/DUDjxo3Jly8fAMWLF8fT05OTJ0+az7t27VouXbpE9+7dLa7n4eFB3bp1cXFxSVfLt99+y1NPPYWnpycmk4lnn33WfL0qVapQunRpIC1sCgoKIioqCoBy5coRGBgIgK2tLTVq1DD33Q2FTyIiIiIiIiI5VHR0NO3atWPSpEns2bOHiIgI6tWrZzGmd+/ebN++nYiICD766CP69+9/V+fu3bs3AwcOZP/+/bz11lv89ttv5r5Ro0ZRr149tm3bxp49e0hNTWXatGmZnmv69OlUqFCBqlWrMmvWLAoXLpzp2GnTphEYGEjr1q0zXTp4+fJl/ve//7Fr1y4iIiLYvHkzRYoU4fz58/To0YMFCxawd+9eBg8eTKdOnTAMA0gL1Pr27cuePXt4/vnnefXVV83njImJITAwkJ07dzJjxgxGjBgBpM1uGjx4MF9++SU7duxg9erVjBo1in/++YewsDBcXV2JiIgwB1m3M3/+fEqXLk3JkiUBOHHihPn3kBYGnjhxIt1xa9as4fLly9SoUcNc07hx4xgyZMgdr3mru73e2bNn+fbbb2ndunW6vri4OObMmUPbtm3v+rp6R6OIiIiIiIhIDrVlyxYqVKhgDpxsbGzw8PCwGLN7927efvttLl26hJ2dHZGRkdy4ccM8GycjsbGxRERE0K9fPyBtxk7dunXN/UuXLmXLli1MmTIFgBs3btz2bXzDhw9n+PDh7Nmzh169etGsWTMKFCiQbtzbb7+Nl5cXNjY2fP/997Ro0YLDhw+TN29ei3Fubm6UK1fOfK5WrVpRrFgxVq9eTUBAAAEBAQD07NmToUOH8s8//wBQtmxZgoODAahVqxb/+9//zOd0cnKiQ4cO5r6bS9w2b97M33//TYsWLSxqiIyMNM8Uuhtr164lNDSU1atX39Myyn379tG/f3/Cw8PNs5mGDRvGmDFjMpzd9KBiY2Np06YNo0ePTjebKzExka5du9KsWTPat29/1+dU+CQiIiIiIiLymEpMTKRDhw6sW7eOGjVqEBsbS758+UhISMDZ2Rk7OztSUlLM42/dJPq/bg1MDMPgu+++o3z58hZjDhw4QI8ePQCoU6cOH3/8sUV/5cqVKVq0KOvXr6dixYrpxhYtWtQ8tn379owdO5bIyEicnZ3Tjf3jjz/YvHkz69ev54knnjAvH7udWzdut7W1JTk52fzZ0dHRfI+2trbm78UwDPz8/Ni8eXO68/136Vlm9//bb7/Rv39/fvrpJypUqGAeX6JECY4fP06tWrXM5ytRooTF+Vq3bs28efMswr+NGzeyceNGbty4gclkIjo6mgoVKhAZGXnb+y9RooTFvlH/vd7Vq1cJCQmhbdu2jBw50uLYpKQkunbtipeX121nuWVEy+5EREREREREcqjatWtz+PBhNmzYAKS9PS06OtrcHx8fT2Jiojlg+OijjyyOL1u2LFu3bgVg27Zt5vDCzc2NKlWqmDec3r9/Pxs3bjQf165dOyZPnmwOby5fvsyRI0eoVKmSebPwm8HLzT2XAI4ePcru3bupVKlShmNPnTplHvvHH39w6dIlypYtm27s1atXOXfuHPXq1eP111+nbt267N69myeeeIJ9+/bx559/ArBo0SKKFi1qEWrdz3d87Ngx1qxZY26LiIggMTERNzc3bty4Yd7vKqN7+v333+nduzc//PADlStXtjh3586dmT17NikpKURHRxMeHk7Xrl0BOHjwIC1btmTWrFk0bdrU4rioqCgOHz7MnDlzWLhwIZUqVbpj8ATQsWNHfvzxR86ePYthGISFhdGtWzcgbT+ukJAQQkJCeO211yyOS05Oplu3bnh4eDBr1qx73gBfM59EREREREREcqj8+fPz/fffM2rUKK5evYqNjQ1vvfWWuf/mm89q1qxJwYIFzUHDTRMnTqRv3758+umn1KpVCz8/P3Pf559/Tv/+/fnggw8oV64c9evXN/d9+OGHjB07lqCgIGxsbLCzs+O9996jbNmy6WocPXo0x44dw97eHjs7O2bMmEHFihUzvJ9+/fpx7tw5bG1tcXZ2ZvHixeZNt28VExNDp06diIuLw2QyUa5cOfr27Uu+fPn48ssv6dOnD8nJyeTPn5/Fixc/0NsC8+fPz7Jly3jppZcYNWoUSUlJlChRgqVLl+Lh4UGfPn0IDAwkb968Ge77NHDgQBISEiz22vriiy8ICAgw78dVrlw5TCYTI0eONC8ZHD58ODExMYwZM4YxY8YAMHnyZJo3b37beq9fv0758uVJSEggJiaGYsWK0bt3byZNmkTp0qUJDQ2lTp06ADRs2JBnnnkGSNtra9u2bcTFxbFkyRIgLRx79dVXCQ8PZ8mSJQQGBlKlShUg45ltmTEZN3fdkntyc6piTEwMbm5u93x8UlISy5cvp2XLltjb22dDhSK5i54pkaylZ0ok6+m5EslaueWZOnXqFEOGDGHy5MlUqlTJ2uXIIyQpKYkVK1YQEhLySD0DJ06cYOjQofzvf/8zLzHUsjsREREREREREck2Cp9ERERERERERCTbKHwSEREREREREZFso/BJRERERERERB6azp07s2XLFgCmT5+Ov78/AQEBBAYGsnDhQouxEydOpEyZMpQpU4ZXX33V3L5o0SKCgoLw9/fH39+fDz74IN11DMOgUaNGuLu7Z1rLtWvXaN68OQULFsxw3M8//4yvry/lypWjQ4cOxMbGZnieffv2Ub9+fXx9ffH392fAgAHcuHEDgNOnT9O8eXMqVKhAYGAgHTt25MKFC+Zj69Wrx7FjxzKt8XGg8ElEREREREREHopt27YRHR1NrVq1APDz82PTpk3s27ePZcuW8eKLL3L06FEAfv/9d77++mv27t3LgQMHWLlyJcuWLQOgePHirFixgj///JNNmzYxc+ZM1q9fb3GtDz/8kDJlyty2Hnt7e8aMGcOaNWvS9V27do2BAweydOlSDh8+jLe3t8WbBG/l5OTEjBkzOHToEHv27CEuLo7JkycDYGtry+uvv05kZCR79+6ldOnSvPzyy+ZjR40axYQJE+7uC8yhFD6JiIiIiIiIyEPx6aef0qNHD/Pnxo0bky9fPiAtUPL09OTkyZMAhIeH07t3b1xcXHB0dGTAgAF8/fXXANSpUwdPT08A8uXLh6+vL1FRUebz7t+/n6VLlzJ27Njb1uPo6Jjp7KhffvmFKlWq4OvrC8Bzzz1nvv5/lStXjsDAQCAtbKpRo4a5niJFilC3bl3z2ODgYItaW7VqxS+//EJMTMxta83JFD6JiIiIiIiIyEOxfv16goODM+xbs2YNly9fpkaNGgCcOHGCkiVLmvt9fHw4ceJEuuMOHDjAli1baNKkCQBJSUkMGjSITz/9FFtb2/uuNaPrnzlzhuTk5NseFxcXx5w5c2jbtm26vpSUFGbMmGHRZ29vT0BAABs2bLjvWh91Cp9ERERERERE5KE4deoURYoUSde+b98++vfvT3h4OC4uLvd0vrZt2xIWFkaxYsUACA0NpUOHDlSsWDHL6r5biYmJdO3alWbNmtG+fXuLPsMweO6558ifPz8vvPCCRZ+npyenTp16mKU+VAqfREREREREROShyJMnD/Hx8RZtBw4coHXr1sybN89ieVqJEiU4fvy4+XNUVBQlSpQwfz59+jRNmjThtddeo3Pnzub23377jY8++ggfHx/q1q1LbGwsPj4+XLhwgeHDhxMUFERQUBD79u27ba0ZXd/Lyws7O7sMz5OUlETXrl3x8vJi2rRp6c43fPhwTp48SXh4ODY2lnFMfHw8zs7Ot60nJ7OzdgEiIiIiIiIikjsEBgYSGRlJ8eLFATh48CAtW7Zk1qxZNG3a1GJs586dGTp0KM8//zx2dnbMmzePN954A4AzZ87QuHFjxowZQ9++fS2Ou3X5WlRUFEFBQeY9lqZPn37XtYaEhDB06FAOHTqEr68vn3zyCd26dcvwPMnJyXTr1g0PDw9mzZqFyWSy6B8+fDhHjhxh6dKlODg4pLvWwYMHGT9+/F3XltNo5pOIiIiIiIiIPBSdOnVi5cqV5s/Dhw8nJiaGMWPGmGcS3exv2LAhXbt2JSAggIoVK9K0aVNat24NwPjx4zlx4gTTpk0zHzd//vz7qikwMJBatWoRGxtLsWLF6N27NwCurq7MmTOHdu3aUbZsWU6dOsXrr7+e4TnCw8NZsmQJO3bsoEqVKgQFBTF06FAANm3axEcffURUVBTBwcEEBQVZLMmLiooiJSWFypUr31f9OYFmPomIiIiIiIjIQ9G/f39q167NG2+8gYuLC6tXr77t+PHjx2c4I2j27NnMnj37jtfz8fHhypUrtx2zd+/eTPueeuopnnrqqTtep2fPnvTs2TPDvjp16mAYRqbHhoWFMXr06HSzpR4nmvkkIiIiIiIi8oi7XXiRk+TNm5cPP/yQY8eOWbuUR4a3tzcDBgywdhlZJqOfVc18EhEREREREXlEOTo6ApCQkGDlSrJO48aNrV3CI2X48OHWLiFL3dxQ/ubPLmjmk4iIiIiIiMgjy93dHScnJ44cOWLtUkTuypEjR7C1taVQoULmNoVPIiIiIiIiIo8oe3t7qlevzoYNGx6bpXfy+DIMgw0bNlC5cmVcXFzM7QqfRERERERERB5hTZs2JSoqilmzZimAkkeWYRh8+eWX7N+/n6ZNm1r0ac8nERERERERkUdY1apVGTp0KB9//DE7d+6kbt26+Pj44Ojo+Fi/IU1uLzk5mb/++osCBQpgZ2edeMcwDBITEzlx4gSbNm3i5MmT9O/fn7p161qMU/gkIiIiIiIi8ogLCQmhaNGirFu3jhUrVnD16lVrlyRWlpKSwvbt26lRowa2trZWrSVPnjwEBwfz9NNPU7Vq1XT9Cp9EREREREREcoCAgAACAgJ4/vnniY+Pf6zegCf3LjY2lpIlSxIWFoabm5vV6nBwcMDZ2fm2s/AUPomIiIiIiIjkICaTCWdnZ5ydna1diliRjU3aNt7u7u5WDZ/uhjYcFxERERERERGRbKPwSUREREREREREso3CJxERERERERERyTYKn0REREREREREJNsofBIRERERERERkWyj8ElERERERERERLKNwicREREREREREck2Cp9ERERERERERCTbWD18+vjjj/Hx8cHJyYng4GC2bdt2V8ctWrQIk8lEu3btLNoNw2D8+PF4eXnh7OxMkyZNOHz4sMWY6OhoevbsiZubG+7u7gwcOJBr165l1S2JiIiIiIiIiMj/s2r4FB4ezsiRI5kwYQK7du2icuXKNG/enPPnz9/2uKioKF566SXq1auXru+9995j+vTphIWFsXXrVlxcXGjevDnx8fHmMT179mT//v2sXr2an3/+md9//53Bgwdn+f2JiIiIiIiIiOR2Vg2fpkyZwqBBg+jfvz+VKlUiLCyMPHnyMG/evEyPSUlJoWfPnoSGhlK6dGmLPsMwmDp1Kq+99hpt27YlMDCQzz//nNOnT7N06VIADh48yIoVK5gzZw7BwcHUrVuXjz76iEWLFnH69OnsvF0RERERERERkVzHauFTYmIiO3fupEmTJv8WY2NDkyZN2LJlS6bHvfnmmxQuXJiBAwem6zt27Bhnz561OGe+fPkIDg42n3PLli24u7tTvXp185gmTZpgY2PD1q1bs+LWRERERERERETk/9lZ68IXL14kJSWFIkWKWLQXKVKEQ4cOZXjMxo0bmTt3LhERERn2nz171nyO/57zZt/Zs2cpXLiwRb+dnR0eHh7mMRlJSEggISHB/Dk2NhaApKQkkpKSMj0uMzePuZ9jRSQ9PVMiWUvPlEjW03MlkrX0TElul5N+9q0WPt2rq1ev0rt3b2bPnk3BggUf+vUnTZpEaGhouvZVq1aRJ0+e+z7v6tWrH6QsEfkPPVMiWUvPlEjW03MlkrX0TEludf36dWuXcNesFj4VLFgQW1tbzp07Z9F+7tw5PD09040/evQoUVFRtGnTxtyWmpoKpM1cioyMNB937tw5vLy8LM4ZFBQEgKenZ7oNzZOTk4mOjs7wujeNGzeOkSNHmj/HxsZSvHhxmjVrhpub213e9b+SkpJYvXo1TZs2xd7e/p6PFxFLeqZEspaeKZGsp+dKJGvpmZLc7uaKrJzAauGTg4MD1apVY+3atbRr1w5IC5PWrl3LsGHD0o339fVl3759Fm2vvfYaV69eZdq0aRQvXhx7e3s8PT1Zu3atOWyKjY1l69atDBkyBIBatWpx5coVdu7cSbVq1QD49ddfSU1NJTg4ONN6HR0dcXR0TNdub2//QP+ge9DjRcSSnimRrKVnSiTr6bkSyVp6piS3ykk/91Zddjdy5Ej69u1L9erVqVmzJlOnTiUuLo7+/fsD0KdPH4oWLcqkSZNwcnLC39/f4nh3d3cAi/YXX3yRiRMnUq5cOUqVKsXrr7+Ot7e3OeCqWLEiISEhDBo0iLCwMJKSkhg2bBjdunXD29v7ody3iIiIiIiIiEhuYdXwqWvXrly4cIHx48dz9uxZgoKCWLFihXnD8BMnTmBjc28v5Bs9ejRxcXEMHjyYK1euULduXVasWIGTk5N5zJdffsmwYcNo3LgxNjY2dOzYkenTp2fpvYmIiIiIiIiIyCOw4fiwYcMyXGYHsH79+tse+9lnn6VrM5lMvPnmm7z55puZHufh4cFXX311L2WKiIiIiIiIiMh9uLdpRSIiIiIiIiIiIvdA4ZOIiIiIiIiIiGQbhU8iIiIiIiIiIpJtFD6JiIiIiIiIiEi2UfgkIiIiIiIiIiLZRuGTiIiIiIiIiIhkG4VPIiIiIiIiIiKSbRQ+iYiIiIiIiIhItlH4JCIiIiIiIiIi2Ubhk4iIiIiIiIiIZBuFTyIiIiIiIiIikm0UPomIiIiIiIiISLZR+CQiIiIiIiIiItlG4ZOIiIiIiIiIiGQbhU8iIiIiIiIiIpJtFD6JiIiIiIiIiEi2UfgkIiIiIiIiIiLZxs7aBYiIiIiIiIiI9aWkGmw7Fs35q/EUdnWiZikPbG1M1i5LHgMKn0RERERERERyuRV/niH0pwOciYk3t3nlc2JCm0qE+HtZsTJ5HGjZnYiIiIiIiEgutuLPMwxZuMsieAI4GxPPkIW7WPHnGStVJo8LhU8iIiIiIiIiuVRKqkHoTwcwMui72Rb60wFSUjMaIXJ3FD6JiIiIiIiI5FLbjkWnm/F0KwM4ExPPtmPRD68oeewofBIRERERERHJpc5fzTx4up9xIhlR+CQiIiIiIiKSSxV2dcrScSIZUfgkIiIiIiIikkvVLOWBVz4nTJn0m0h7613NUh4Psyx5zCh8EhEREREREcmlbG1MTGhTCUgLmuJP/8Xxya0xDMMcSE1oUwlbm8ziKZE7U/gkIiIiIiIikouF+Hsxs1dVPPM5Eb16JgCJZw/jmc+Jmb2qEuLvZeUKJaezs3YBIiIiIiIiImJdIf5ePFHcheLvnicJ8I/eyIoxL2rGk2QJzXwSEREREREREcJmfkJi/A1eeeUV1i77nr8iD1m7JHlMaOaTiIiIiIiI5HgJCQmcPHmS69evW7uUHCkuLo53332Xdu3a0b59e+bOncvIkSOZPHmytUvLkWxsbMiXLx/FihXDZNLsMYVPIiIiIiIikmMdPnyYn3/+me3btxMfH2/tcnKsixcv4u7uTkxMDKGhoZQuXZoDBw4wevRo7O3trV1ejlWwYEHq1q1Lly5dcHV1tXY5VqPwSURERERERHKkkydP8vnnn1O4cGE6d+5MUFAQrq6ummlyH65evcr169cpUqQIAKmpqZw6dQpvb2/s7BQd3Kvk5GQuXrzIli1bWL16Nfv27eOtt97KtQGUfoJEREREREQkx4mPj2fx4sXUqVOH8ePH4+TkZO2ScjRPT890bd7e3lao5PFRrFgxgoKCaNGiBa+88gozZsxg3Lhx1i7LKrThuIiIiIiIiOQ4O3bsAOD5559X8CSPNB8fH7p06cL27dtz7Z5kCp9EREREREQkx9m2bRvlypUzLxMTeZTVqVOHpKQkdu/ebe1SrELhk4iIiIiIiOQ4ly5dolixYtYuQ+SuFCpUCAcHBy5dumTtUqxC4ZOIiIiIiIjkOElJSff8FjYfHx8iIiKytI5OnTrx2Wef3fNxr776KgEBAQQFBREUFMSiRYsyHduvXz+KFi1qHvvyyy8/QMXZ78qVK7z77ru3HfPKK6/g6+tL5cqVqV69OitXrjT3paam8vzzz1OmTBnKli3LjBkzzH3Tp0/H39+fgIAAAgMDWbhwYbpz37hxg0qVKhEUFGTRPnfuXMqVK0eZMmUYNGgQSUlJ5r59+/bRsGFDKlasSMWKFVmyZAkAv/76KzVr1qRSpUr4+fkxevRoUlNTzcf9/PPP+Pr6Uq5cOTp06EBsbGym9+zo6EhiYuJtv5fHlcInERERERERkYfs5ZdfZt++fURERLBs2TIGDx7MxYsXbzs+IiKCiIgI3n///YdY6b27m/CpXr167N69mz179jB37ly6dOlCXFwcAAsXLuTAgQP89ddfbNu2jffff5/9+/cD4Ofnx6ZNm9i3bx/Lli3jxRdf5OjRoxbnHjNmDHXq1LFoO3bsGK+//jobNmzgyJEjnDt3jlmzZgFw/fp12rZty8SJEzl48CB//vkn9erVAyB//vwsWrSIAwcOsHPnTjZv3sznn38OwLVr1xg4cCBLly7l8OHDeHt789Zbbz34F/gYUvgkIiIiIiIij50tW7ZQt25dKleuTGBgID/88INF/5QpU6hRowZBQUHUqFGDLVu2mPv+O0OqevXqrF+/HoBDhw5Ru3Zt/Pz8aNeuncVMl6tXrzJo0CBq1qxJYGAggwcPznSmi7u7u/n3165dwzAMixk192vixIlUrFjRPEvq+PHjAKxcuZKqVasSGBhIgwYNOHDgAADr16/H39+f5557jsqVK+Pn52fezD0qKgp3d3cmTJhAtWrVKFu2LMuXLzdfa/v27TRq1Ijq1atTpUoVFi9eDMCzzz7L1atXCQoKonr16hnW2aJFC5ydnQEICAjAMAwuXLgAQHh4OIMGDcLW1hYPDw+6du3K119/DUDjxo3Jly8fAMWLF8fT05OTJ0+az7tmzRr++ecfevbsaXG9b7/9lqeeegpPT09MJhPPPvus+ZxfffUVTzzxBHXr1gXA1taWQoUKAVClShVKly4NgJOTE0FBQURFRQHwyy+/UKVKFXx9fQF47rnnzOcUSwqfRERERERE5LESHR1Nu3btmDRpEnv27CEiIsI8k+Wm3r17s337diIiIvjoo4/o37//XZ27d+/eDBw4kP379/PWW2/x22+/mftGjRpFvXr12LZtG3v27CE1NZVp06Zleq7p06dToUIFqlatyqxZsyhcuHCmY6dNm0ZgYCCtW7fOdOng5cuX+d///seuXbuIiIhg8+bNFClShPPnz9OjRw8WLFjA3r17GTx4MJ06dcIwDCAtUOvbty979uzh+eef59VXXzWfMyYmhsDAQHbu3MmMGTMYMWIEkDa7afDgwXz55Zfs2LGD1atXM2rUKP755x/CwsJwdXUlIiLCHGTdzvz58yldujQlS5YE4MSJE+bfQ1oYeOLEiXTHrVmzhsuXL1OjRg1zTaNHj2bmzJnpxt7unAcOHMDR0ZHWrVsTFBREnz59zEHYrc6ePcu3335L69atMz3nmTNnSE5OvuM95zYKn0REREREROSxsmXLFipUqGAOnGxsbPDw8LAYs3v3bho0aIC/vz/PPvsskZGR3Lhx47bnjY2NJSIign79+gFpM3ZuzpYBWLp0Ke+//z5BQUFUqVLFvMQrM8OHDycyMpLNmzfzzjvvZLoZ9dtvv83Ro0fZu3cvAwcOpEWLFly7di3dODc3N8qVK0evXr349NNPiY6OxsnJia1btxIQEEBAQAAAPXv25PTp0/zzzz8AlC1bluDgYABq1aplsYzNycmJDh06pOvbvHkzf//9Ny1atCAoKIgmTZoAEBkZedvv8L/Wrl1LaGgo4eHhmEymuz5u37599O/fn/DwcFxcXAAYNmwYr7zyym1DvIwkJyezZs0aPv30U3bv3k3RokUZMmSIxZjY2FjatGnD6NGjM53NJZmzs3YBIiIiIiIiIg9TYmIiHTp0YN26ddSoUYPY2Fjy5ctHQkICzs7O2NnZkZKSYh4fHx+f6bluDUwMw+C7776jfPnyFmMOHDhAjx49AKhTpw4ff/yxRX/lypUpWrQo69evp2LFiunGFi1a1Dy2ffv2jB07lsjISJydndON/eOPP9i8eTPr16/niSeeuKtlYE5OTubf29raWszccXR0NN+jra2t+XsxDAM/Pz82b96c7nw3l6Xd6f5/++03+vfvz08//USFChXM40uUKMHx48epVauW+XwlSpSwOF/r1q2ZN2+eRfi3ceNGNm7cyEsvvUR8fDzR0dFUqFCByMhISpQoYRGq3XrOEiVK8OSTT5q/5169etG8eXPz2KtXrxISEkLbtm0ZOXKkRZ2rV6+2OKeXlxd2dopa/kszn0REREREROSxUrt2bQ4fPsyGDRuAtLenRUdHm/vj4+NJTEw0hw8fffSRxfFly5Zl69atAGzbts08m8fNzY0qVaqYN5zev38/GzduNB/Xrl07Jk+ebA5vLl++zJEjR6hUqZJ5s/CbwcvNPZcAjh49yu7du6lUqVKGY0+dOmUe+8cff3Dp0iXKli2bbuzVq1c5d+4c9erV4/XXX6du3brs3r2bJ554gn379vHnn38CsGjRIooWLWoRat3Pd3zs2DHWrFljbouIiCAxMRE3Nzdu3Lhh3u8qo3v6/fff6d27Nz/88AOVK1e2OHfnzp2ZPXs2KSkpREdHEx4eTteuXQE4ePAgLVu2ZNasWTRt2tTiuKioKPOvRYsWUalSJfOfXceOHfnxxx85e/YshmEQFhZGt27dAOjSpQvbt28379+1fPlyc03Xrl0jJCSEkJAQXnvtNYvrhYSEsGvXLg4dOgTAJ598Yj6nWFIcJyIiIiIiIo+V/Pnz8/333zNq1CiuXr2KjY2NxVvI3NzcmDhxIjVr1qRgwYLpAoOJEyfSt29fPv30U2rVqoWfn5+57/PPP6d///588MEHlCtXjvr165v7PvzwQ8aOHUtQUBA2NjbY2dnx3nvvUbZs2XQ1jh49mmPHjmFvb4+dnR0zZsygYsWKGd5Pv379OHfuHLa2tjg7O7N48WLzptu3iomJoVOnTsTFxWEymShXrhx9+/YlX758fPnll/Tp04fk5GTy58/P4sWL72mZ23/lz5+fZcuW8dJLLzFq1CiSkpIoUaIES5cuxcPDgz59+hAYGEjevHkz3Pdp4MCBJCQkWOy19cUXXxAQEGDej6tcuXKYTCZGjhxpXjI4fPhwYmJiGDNmDGPGjAFg8uTJFjOVMlK6dGlCQ0PNb8Fr2LAhzzzzDJA2g+mVV16hdu3a2NjYULRoUfOb8KZNm8a2bduIi4tjyZIlQFo49uqrr+Lq6sqcOXNo164dycnJ+Pv7s2DBgvv+Th9nJuPmDmNyT25Oy4yJicHNze2ej09KSmL58uW0bNkSe3v7bKhQJHfRMyWStfRMiWQ9PVciWWvEiBEULFiQcePGYWOjRT3y6OvRowcdOnSgU6dOWXK+B80lHiY9oSIiIiIiIiIikm0UPomIiIiIiIiISLZR+CQiIiIiIiIiItlG4ZOIiIiIiIjII6Bz585s2bIFgOnTp+Pv709AQACBgYEsXLjQYuzEiRMpU6YMZcqU4dVXXzW3L1q0iKCgIPz9/fH39+eDDz5Idx3DMGjUqBHu7u63refnn3/G19eXcuXK0aFDB/Pb4ABOnDhBmzZtqFChApUqVUr3xsCb9u3bR/369fH19cXf358BAwZw48YNc//WrVupXLky5cuXp1GjRvzzzz9A2hsJq1WrRkxMzO2/NMkRFD6JiIiIiIiIWNm2bduIjo6mVq1aAPj5+bFp0yb27dvHsmXLePHFFzl69CgAv//+O19//TV79+7lwIEDrFy5kmXLlgFQvHhxVqxYwZ9//smmTZuYOXMm69evt7jWhx9+SJkyZW5bz7Vr1xg4cCBLly7l8OHDeHt7m98YaBgG7du3p0+fPkRGRnLgwAG6dOmS4XmcnJyYMWMGhw4dYs+ePcTFxTF58mQAUlNT6dmzJ1OnTuWvv/6iZcuWvPjii+bjevfunWF4JjmPwicRERERERERK/v000/p0aOH+XPjxo3Jly8fkBYoeXp6cvLkSQDCw8Pp3bs3Li4uODo6MmDAAL7++msA6tSpg6enJwD58uXD19eXqKgo83n379/P0qVLGTt27G3r+eWXX6hSpQq+vr4APPfcc+ZrrF27FkdHRzp37mweX6RIkQzPU65cOQIDAwGwtbWlRo0a5np27tyJnZ0dTz75JADPPPMMP/30E/Hx8QB069aN2bNnYxjGHb49edQpfBIRERERERGxsvXr1xMcHJxh35o1a7h8+TI1atQA0pa8lSxZ0tzv4+PDiRMn0h134MABtmzZQpMmTQBISkpi0KBBfPrpp9ja2t62noyucebMGZKTkzlw4ACFChWiW7duVKlShfbt2/P333/f8R7j4uKYM2cObdu2zfAarq6uuLm5cfr0aQA8PT1xdnZm//79dzy3PNoUPomIiIiIiIhY2alTpzKcPbRv3z769+9PeHg4Li4u93S+tm3bEhYWRrFixQAIDQ2lQ4cOVKxY8YFqTU5O5tdff+X1119n9+7dNG/ePNNldzclJibStWtXmjVrRvv27e/6Wp6enpw6deqB6hXrU/gkIiIiIiIiYmV58uQxLze76cCBA7Ru3Zp58+ZRt25dc3uJEiU4fvy4+XNUVBQlSpQwfz59+jRNmjThtddes1ga99tvv/HRRx/h4+ND3bp1iY2NxcfHhwsXLjB8+HCCgoIICgpi3759GV7Dy8sLOzs7SpQoQZUqVfDz8wOgd+/e7Nq1i6SkpHTngbQZV127dsXLy4tp06Zleh9Xr14lJiYGb29vc1t8fDzOzs73/b3Ko0Hhk4iIiIiIiIiVBQYGEhkZaf588OBBWrZsyaxZs2jatKnF2M6dO/PFF18QFxdHQkIC8+bNo1u3bgCcOXOGxo0bM2bMGPr27Wtx3IYNGzh+/DhRUVFs3LgRNzc3oqKiKFSoENOnTyciIoKIiAgCAgIICQlh165dHDp0CIBPPvnEfI0WLVpw6tQp85vpli9fTsWKFbG3t093nuTkZLp164aHhwezZs3CZDKZ66lWrRpJSUmsW7cOSNv3qk2bNjg5OQGQkpLC0aNHCQgIyMqvWqxA4ZOIiIiIiIiIlXXq1ImVK1eaPw8fPpyYmBjGjBljnkl0s79hw4Z07dqVgIAAKlasSNOmTWndujUA48eP58SJE0ybNs183Pz58++5HldXV+bMmUO7du0oW7Ysp06d4vXXXwfAxcWFsLAwWrVqReXKlfnoo49YtGhRhucJDw9nyZIl7NixgypVqhAUFMTQoUMBsLGxYeHChbzwwguUL1+en3/+mQ8//NB87MaNG6lRowYeHh73XL88WkyGto2/L7GxseTLl4+YmBjc3Nzu+fikpCSWL19Oy5Ytsbe3z4YKRXIXPVMiWUvPlEjW03MlkrVGjBhBwYIFGTduHDY2OX9exbVr16hduzZbtmy5p72dHmfdunVj4MCB6WZ+5VQ9evSgQ4cOdOrUKUvO96C5xMOU859QERERERERyXVMJhOP01yKvHnz8uGHH3Ls2DFrl/JIiI+Pp0GDBo9N8ARgGIbFssPcxM7aBYiIiIiIiIjcKycnJ65fv27tMrJU48aNrV3CI8PJyYkhQ4ZYu4wsk5qayvXr18mTJ4+1S7EKzXwSERERERGRHKdMmTLs37+flJQUa5cickf79+8nNTWV0qVLW7sUq1D4JCIiIiIiIjlO7dq1iY6OZuvWrdYuReS2DMNg9erVFCpUiPLly1u7HKtQ+CQiIiIiIiI5TpkyZfD29ubDDz9k+/btj9X+T/L4iI+P5/PPP2fdunV06tRJez6JiIiIiIiI5BQmk4nOnTuza9cu3nzzTQoUKEDlypVxdXV9LN5+JzlbcnIy58+fZ/fu3SQmJjJgwABatmxp7bKsRuGTiIiIiIiI5Ej29va88cYbHD58mI0bN3L48GHi4uI0C0qsztbWlnz58tG9e3fq1q2Lp6entUuyKoVPIiIiIiIikmOZTCb8/Pzw8/OzdikikgnNRRQRERERERERkWyj8ElERERERERERLKNwicREREREREREck2Vg+fPv74Y3x8fHByciI4OJht27ZlOnbJkiVUr14dd3d3XFxcCAoK4osvvrAYYzKZMvz1/vvvm8f4+Pik63/33Xez7R5FRERERERERHIrq244Hh4ezsiRIwkLCyM4OJipU6fSvHlzIiMjKVy4cLrxHh4evPrqq/j6+uLg4MDPP/9M//79KVy4MM2bNwfgzJkzFsf88ssvDBw4kI4dO1q0v/nmmwwaNMj82dXVNRvuUEREREREREQkd7Nq+DRlyhQGDRpE//79AQgLC2PZsmXMmzePsWPHphvfsGFDi88vvPACCxYsYOPGjebw6b+vL/zhhx948sknKV26tEW7q6trrn/VoYiIiIiIiIhIdrNa+JSYmMjOnTsZN26cuc3GxoYmTZqwZcuWOx5vGAa//vorkZGRTJ48OcMx586dY9myZSxYsCBd37vvvstbb71FiRIl6NGjByNGjMDOLvOvIyEhgYSEBPPn2NhYAJKSkkhKSrpjvf9185j7OVZE0tMzJZK19EyJZD09VyJZS8+U5HY56WffauHTxYsXSUlJoUiRIhbtRYoU4dChQ5keFxMTQ9GiRUlISMDW1pZPPvmEpk2bZjh2wYIFuLq60qFDB4v24cOHU7VqVTw8PNi8eTPjxo3jzJkzTJkyJdPrTpo0idDQ0HTtq1atIk+ePLe71dtavXr1fR8rIunpmRLJWnqmRLKeniuRrKVnSnKr69evW7uEu2bVZXf3w9XVlYiICK5du8batWsZOXIkpUuXTrckD2DevHn07NkTJycni/aRI0eafx8YGIiDgwPPPPMMkyZNwtHRMcPrjhs3zuK42NhYihcvTrNmzXBzc7vn+0hKSmL16tU0bdoUe3v7ez5eRCzpmRLJWnqmRLKeniuRrKVnSnK7myuycgKrhU8FCxbE1taWc+fOWbSfO3futnsx2djYULZsWQCCgoI4ePAgkyZNShc+bdiwgcjISMLDw+9YS3BwMMnJyURFRVGhQoUMxzg6OmYYTNnb2z/QP+ge9HgRsaRnSiRr6ZkSyXp6rkSylp4pya1y0s+9jbUu7ODgQLVq1Vi7dq25LTU1lbVr11KrVq27Pk9qaqrFXkw3zZ07l2rVqlG5cuU7niMiIgIbG5sM37AnIiIiIiIiIiL3z6rL7kaOHEnfvn2pXr06NWvWZOrUqcTFxZnfftenTx+KFi3KpEmTgLR9l6pXr06ZMmVISEhg+fLlfPHFF8ycOdPivLGxsSxevJgPPvgg3TW3bNnC1q1befLJJ3F1dWXLli2MGDGCXr16kT9//uy/aRERERERERGxnsREGDAAvvwSOneGb76xdkWPPauGT127duXChQuMHz+es2fPEhQUxIoVK8ybkJ84cQIbm38nZ8XFxfHcc89x6tQpnJ2d8fX1ZeHChXTt2tXivIsWLcIwDLp3757umo6OjixatIg33niDhIQESpUqxYgRIyz2cxIRERERERGRx8y1azB/Pgwf/m/b4sVgGGAyWa+uXMDqG44PGzaMYcOGZdi3fv16i88TJ05k4sSJdzzn4MGDGTx4cIZ9VatW5Y8//rjnOkVEREREREQkBzp1CpYtg7Fj4coVy749exQ8PQRWD59ERERERERERLLc6tXw+eewaBEUKAAeHlCoEIwYAX36gIuLtSvMNRQ+iYiIiIiIiMjjISUFhg2DsDDLdl9feOcdeOIJsLHau9dyLYVPIiIiIiIiIpKz3biRton4okWW7YULpy25q17dOnUJoPBJRERERERERHKqixdh+nSYOTPt97fatAlq17ZOXWJB4ZOIiIiIiIiI5Cz798OHH8KxY/Drr2ltJUtC0aJpb7Dz9rZufWJB4ZOIiIiIiIiIPPoMA8aNg8mT/21zcICBA6F5c2jfHuwUczyK9KciIiIiIiIiIo+uq1ehbVtYt86yvWNHGDUKatWyTl1y1xQ+iYiIiIiIiMijJzo67a11r76avk/7OeUoCp9ERERERERE5NFx+DD88ANMmADXr//bXqAAbN8OpUpZrza5LzbWLkBEREREREREcjnDgKVL05bXVagAX3wBNjZQpQosXAgJCWlvs1PwlCNp5pOIiIiIiIiIWMeNG9CtG/z4o2V7iRLw1VdQqRKYTNapTbKMwicRERERERERebhiYqBxY9i507K9SRP46CPw9bVOXZItFD6JiIiIiIiIyMNx4gR8+CHMmQPXrv3bbmcHe/dCxYrWq02yjcInEREREREREcleW7fClClw7hz89ltaW/ny4OWVtrl4vnzWrU+ylcInEREREREREcl6iYkwYAB8+eW/bcWKQe/e0KMHNG+u/ZxyCYVPIiIiIiIiIpJ1zp6F+vXh8GHL9n79YORICAiwSlliPQqfREREREREROTB/fNP2mbhkyen7/vrLyhX7uHXJI8EhU8iIiIiIiIicv8iIuC77+DddyE5+d/2wEBYuxYKFrRaafJosLF2ASIiIiIiIiKSw6SkwKJF0KgRVKkCv/6aFjzVr5+2gXhSEuzZo+BJAM18EhEREREREZG7dfkyNGsGO3b822ZrC76+MG8eVKhgvdrkkaXwSURERERERERu7/x5KFsWrl61bB86FEaPhhIlrFOX5AgKn0REREREREQkYwcPwgcfwMKFkJDwb3uJErB5MxQtar3aJMdQ+CQiIiIiIiIi/zIMWLMGpkxJm+m0aVNae8mSUKNGWhDl6GjdGiVHUfgkIiIiIiIiImlB01NPwfr1/7ZVqQJdusDw4VC7NphMVitPci6FTyIiIiIiIiK52eHDEBQE16//2+biAgMGwAsvQJkyVitNHg8Kn0RERERERERyo8OHYepU+OQTy/b8+dP6ChSwSlny+FH4JCIiIiIiIpJbGAZs3AiLF8OMGWmfb2reHL77Lm3Wk0gWsrF2ASIiIiIiIiKSzW7cgM8+g5o1oX592LUrLXhq1Sptc/HUVFixQsGTZAvNfBIRERERERF5XJ08CcHBcObMv21OTtCoEcyZA76+1qtNcg2FTyIiIiIiIiKPm6goKFUqfXtoKAwZAoUKPfSSJPfSsjsRERERERGRx8W2bdC1a/o31D3xBFy+DOPHK3iSh04zn0RERERERERyspQU+OGHtDfXJSbC1q1p7QULQo8eMGUK2NpatUTJ3RQ+iYiIiIiIiORE586lbR7+11//ttWtC337wogRULmy9WoTuYXCJxEREREREZGcZPv2tLfW3Sp//rS9nIYNAy8v69QlkgmFTyIiIiIiIiI5QUQEvPsuhIdbtletCr//Di4uVilL5E604biIiIiIiIjIoyo1FdatS9tEvEoVy+BpwIC0PZ527lTwJI80hU8iIiIiIiIij5rLl+HTT8HPDxo1gtOn0zYN79YNtmwBw4C5c8He3tqVityRlt2JiIiIiIiIPCr+/BMCAizb3NygXTv48ksoUcIqZYk8CIVPIiIiIiIiIta2bRsEB6dvnzIFBg5MC6BEcigtuxMRERERERGxBsOAtWuhZcv0wVOHDnDjBowYoeBJcjzNfBIRERERERF5mBIT4euvYcEC+Ocf+OsvMJkgTx54/XUYPTrts8hjQuGTiIiIiIiIyMNw5AhUrw4pKXDtWlpb48bQtCm8+CKULWvV8kSyi8InERERERERkey0YgW0aGHZ5u0Nzz8PzzwD+fNbpy6Rh0Thk4iIiIiIiEhWMwzYuBFGjYLt2y37OnVKe3Odg4N1ahN5yLThuIiIiIiIiEhWSU6G33+H2rWhfn3L4Om11yA1FRYvVvAkuYrCJxEREREREZEHdf48TJkCZcqk7eOUmgpOTjB4MOzZkzYT6q23tJG45EpadiciIiIiIiJyv37/HRo0sGwrVAiefhratUv7vUgup/BJRERERERE5F4tWQIdO6Zvnz0bevVKm/UkIoCW3YmIiIiIiIjcnZQUWLoU6tVLHzwNH56239PTTyt4EvkPzXwSERERERERuZ24OJg/H1asSHuDXUwM2Nun7d80Zw707m3tCkUeaQqfRERERERERDKyYwfUrQvOznDlSlpby5YQFARDh4K3tzWrE8kxFD6JiIiIiIiI3GrBAujX79/PCQlpb7EbMSKt3cXFWpWJ5EgKn0RERERERERSU9OW1bVtm7Z3061efhkmTQJbW+vUJpLDacNxERERERERyb3i42H5cvD3h1atLIOnjz8Gw4D33lPwJPIANPNJREREREREcp9//knbLPzjj8HGJm0pnasrDB4MzzwD5cpZu0KRx4bCJxEREREREck9liyBjh0t20qWhHfegRYtwM3NOnWJPMYUPomIiIiIiMjjzTBg2rS0DcP/KzwcOnQAO/31WCS7aM8nEREREREReTwlJsLnn0OVKumDp8mT0zYZ79JFwZNINtMTJiIiIiIiIo+X6Gj49FPYtg2WLk1ry5MHrl+HlSuhWTOrlieS2yh8EhERERERkcfDypVp+zkZRlrQ5OAAbdpA7dppG4l7eFi7QpFcSeGTiIiIiIiI5FyGAe++C+PGWbZXrgyjRkHXrmkhlIhYjcInERERERERyXmSk/HeuBH7du3S9338MQwZAibTQy9LRNJT+CQiIiIiIiI5R2wsLF+O3Zgx1DhxwrLv22/Tlt2JyCNF4ZOIiIiIiIg8+o4ehU8+gdmzoVQpiI4mwc0Nu+HDsX36aShZ0toVikgmFD6JiIiIiIjIo+vjj2HYMMu2pCRSvv6aVdevE9K+Pbb29tapTUTuio21CxARERERERGxkJICL76YtmfTrcFTwYKwfDn8+SdG8+akOjparUQRuXua+SQiIiIiIiKPhrg4+OwzmDoVjhyx7FuwAPr0+fdzSsrDrExEHoDVZz59/PHH+Pj44OTkRHBwMNu2bct07JIlS6hevTru7u64uLgQFBTEF198YTGmX79+mEwmi18hISEWY6Kjo+nZsydubm64u7szcOBArl27li33JyIiIiIiIndw+jS88gp06ZI20+nIEXB1Tevbvh0MwzJ4EpEcxaozn8LDwxk5ciRhYWEEBwczdepUmjdvTmRkJIULF0433sPDg1dffRVfX18cHBz4+eef6d+/P4ULF6Z58+bmcSEhIcyfP9/82fE/UzF79uzJmTNnWL16NUlJSfTv35/Bgwfz1VdfZd/NioiIiIiIiKWXX4YpU8DWFpKSoGhRaNwY2reHfv3AxcXaFYpIFrBq+DRlyhQGDRpE//79AQgLC2PZsmXMmzePsWPHphvfsGFDi88vvPACCxYsYOPGjRbhk6OjI56enhle8+DBg6xYsYLt27dTvXp1AD766CNatmzJ//73P7y9vbPo7kRERERERCSdlBSoWBEOH/63LTUV6taFkSPhqafSwigReWxYbdldYmIiO3fupEmTJv8WY2NDkyZN2LJlyx2PNwyDtWvXEhkZSf369S361q9fT+HChalQoQJDhgzh0qVL5r4tW7bg7u5uDp4AmjRpgo2NDVu3bs2COxMREREREZF0rlyBWrXAzs4yeAL46SfYsCFtxpOCJ5HHjtVmPl28eJGUlBSKFCli0V6kSBEOHTqU6XExMTEULVqUhIQEbG1t+eSTT2jatKm5PyQkhA4dOlCqVCmOHj3KK6+8QosWLdiyZQu2tracPXs23ZI+Ozs7PDw8OHv2bKbXTUhIICEhwfw5NjYWgKSkJJKSku7p3m8ed+v/isiD0TMlkrX0TIlkPT1XkmudP49d3bqYoqLSdSXPm4fRq1fah3t8NvRMSW6Xk372c9zb7lxdXYmIiODatWusXbuWkSNHUrp0afOSvG7dupnHBgQEEBgYSJkyZVi/fj2NGze+7+tOmjSJ0NDQdO2rVq0iT548933e1atX3/exIpKenimRrKVnSiTr6bmS3ML1+HFK//wzxdevx3TLX5JvFCjA5tBQrhUrltawfPkDXUfPlORW169ft3YJd81q4VPBggWxtbXl3LlzFu3nzp3LdL8mSFuaV7ZsWQCCgoI4ePAgkyZNSrcf1E2lS5emYMGCHDlyhMaNG+Pp6cn58+ctxiQnJxMdHX3b644bN46RI0eaP8fGxlK8eHGaNWuGm5vbnW43naSkJFavXk3Tpk2xt7e/5+NFxJKeKZGspWdKJOvpuZJcITUV2/r1sfnPW8yNAgUw2rYlZepU7JycqJ/J4fdCz5TkdjdXZOUEVgufHBwcqFatGmvXrqVdu3YApKamsnbtWoYNG3bX50lNTbVYDvdfp06d4tKlS3h5eQFQq1Ytrly5ws6dO6lWrRoAv/76K6mpqQQHB2d6HkdHx3RvzQOwt7d/oH/QPejxImJJz5RI1tIzJZL19FzJY+naNXB1Td/+5JPw5puY6tTBZDJly6bDeqYkt8pJP/dWXXY3cuRI+vbtS/Xq1alZsyZTp04lLi7O/Pa7Pn36ULRoUSZNmgSkLX2rXr06ZcqUISEhgeXLl/PFF18wc+ZMAK5du0ZoaCgdO3bE09OTo0ePMnr0aMqWLWt+G17FihUJCQlh0KBBhIWFkZSUxLBhw+jWrZvedCciIiIiInIvjh6FqlUhoxkYM2bA0KEPvyYReeRYNXzq2rUrFy5cYPz48Zw9e5agoCBWrFhh3oT8xIkT2Nj8m43HxcXx3HPPcerUKZydnfH19WXhwoV07doVAFtbW/bu3cuCBQu4cuUK3t7eNGvWjLfeesti1tKXX37JsGHDaNy4MTY2NnTs2JHp06c/3JsXERERERHJqY4ehSlT4JNP0vdt3Qo1az78mkTkkWX1DceHDRuW6TK79evXW3yeOHEiEydOzPRczs7OrFy58o7X9PDw4KuvvrqnOkVERERERHI1w4BOnWDTJjh/Pu3zTY0bw9KlkDev1coTkUeX1cMnEREREREReYTFxWUcKrVoAcOGpf2vyfTw6xKRHEPhk4iIiIiIiKT3zz9QqxacPJm+b/duCAp66CWJSM6k8ElERERERET+dfgwlC+fcd/atdCo0cOtR0RyvOx406WIiIiIiIjkNFu3QvfuULGiZXtQUNosKMNQ8CQi90Uzn0RERERERHKrhATw8oLLly3bvb3TNhefMgVsba1Tm4g8NhQ+iYiIiIiI5DYXLkDhwunbe/WCUaO0n5OIZCmFTyIiIiIiIrnFzp1QvXrGfUuXQtu2D7UcEckdtOeTiIiIiIjI427vXmjXLuPg6ejRtP2cFDyJSDbRzCcREREREZHHUUoKPPkknDoFx45Z9vXuDXPngr29dWoTkVxF4ZOIiIiIiMjj5Nw58PS0bLOxSdtAfNgwqFfPOnWJSK6l8ElERERERORxcOAA+PunLaH7r6NHwcfnoZckIgLa80lERERERCRn27IFTCbw80sfPO3bl9am4ElErEjhk4iIiIiISE5jGLB2LbRqBbVrW/Y1bgyxsWlj/P2tU5+IyC207E5ERERERCSnuHIF8ue3bDOZoGBBGDECxo5N+ywi8ghR+CQiIiIiIvKoO3QIKlZM3z50KLzwApQr9/BrEhG5SwqfREREREREHlWrV0OzZhn3/fEHBAc/3HpERO6DwicREREREZFHiWGkbSL+7LNpG4b/18WLUKDAw69LROQ+acNxERERERGRR0FcXNob6wICoE4dy+BpzBhISUkLphQ8iUgOo5lPIiIiIiIi1pTRfk6OjtCrFwwZAtWqWacuEZEsovBJRERERETEGjZtgrp1M+47fhyKFHm49YiIZBMtuxMREREREXmYVq8Gkynj4Omff9KW1il4EpHHiMInERERERGR7JaSAj/8APXrp397XffukJSUFjp5e1unPhGRbKRldyIiIiIiItnl+HHw8bFss7MDZ2eYPh369bNGVSIiD5VmPomIiIiIiGS1devSltb9N3gaOxaioiA2VsGTiOQamvkkIiIiIiKSVb78Mu0tdRk5ehRKl3649YiIPAIUPomIiIiIiDwIw4BVq9L2brp82bIvTx64dAmcnKxTm4jII0DL7kRERERERO7HuXNQvjwEBEBIiGXwNG1aWigVF6fgSURyPc18EhERERERuRcbNqS9te5Wrq7w9NMwaBBUrGidukREHlEKn0RERERERO7G0qXQvn369tKlYdcuyJfvoZckIpITKHwSERERERHJjGHAggXQv3/G/bGxabOeREQkU9rzSURERERE5L8SE2HhQqhWLX3wNHw4pKamBVMKnkRE7kgzn0RERERERG7avRuqVrVsc3QEGxv49lto2dI6dYmI5GCa+SQiIiIiIrJgAZhM6YOnt9+Gf/6B69cVPImI3CfNfBIRERERkdzrgw/gpZcy7rt0CTw8Hm49IiKPIYVPIiIiIiKSuyQnw/ffQ5cu6fuqVIEdO9KW2YmISJZQ+CQiIiIiIrnDoUPQuTNcuwZRUZZ94eEZh1EiIvLAFD6JiIiIiMjjbdEi6N7dsq1gQXjuOejbF0qXtk5dIiK5hMInERERERF5PH36KTz7bPr2Xr1g1ixwdn74NYmI5EIKn0RERERE5PGRmgpvvQVvvJG+r2RJOHwY7O0felkiIrmZdtETEREREZGc7/p1mDkTfH3TB08TJ4JhpO3zpOBJROSh08wnERERERHJuX75BVq2TN9eqBD8/DPUrPnwaxIREQtZNvPp8uXLfP7551l1OhERERERkcxNmAAmU/rgafp0uHoVzp9X8CQi8ojIsvDpxIkT9O/fP6tOJyIiIiIiYik1FUaNSgud3nzTss/RERIS4PnnIW9e69QnIiIZuutld7Gxsbftv3r16gMXIyIiIiIikk58PHz5JTz9dPq+rl1h0aKHX5OIiNy1uw6f3N3dMZlMmfYbhnHbfhERERERkXuycSO89BIcO5a2jO5W69ZBw4ZWKUtERO7NXYdPrq6uvPrqqwQHB2fYf/jwYZ555pksK0xERHKvlFSDbceiOX81nsKuTtQs5YGtjf4Dh4hIrvH++zB6tGVbsWIwbBj07QuentapS0RE7stdh09Vq1YFoEGDBhn2u7u7YxhG1lQlIiK51oo/zxD60wHOxMSb27zyOTGhTSVC/L2sWJmIiGQrw4A33ki/lxPAxIlpYZS9/UMvS0REHtxdbzjeo0cPnJycMu339PRkwoQJWVKUiIjkTiv+PMOQhbssgieAszHxDFm4ixV/nrFSZSIikm2SktJmM9nYpA+emjVL22T81VcVPImI5GB3PfNp0KBBt+0vUqSIwicREblvKakGoT8dIKM5tAZgAkJ/OkDTSp5agici8ji4cgVmzYLp0+Gffyz7Zs6EZ5+1SlkiIpL17jp8EhERyU7bjkWnm/F0KwM4ExPPtmPR1CpT4OEVJiIiWWvu3IzfWleuHPz8M5Qv//BrEhGRbHXP4VNKSgoLFy5k5cqVXL58mbJlyzJs2DAqVKiQHfWJiEgucf5q5sHT/YwTEZFHTPfusGiRZVuhQvDee2l9jo7WqUtERLLdPYVPFy5coEWLFri4uNC3b1+8vLzYuXMnjRo1YvHixdSuXTu76hQRkcdcYdfM9xW8n3EiIvIISEhI288pPDx9X9WqsH172l5PIiLyWLvrf9KnpKQQEhJCq1at+O233xgwYAAtWrTgtddeY/bs2bzwwgsATJs2jeTk5GwrWEREHk81S3nglc+JzHZzMpH21ruapTweZlkiInI/rl6FqVPBySl98PT662lvttu5U8GTiEgucdczn+bOnYuTkxOhoaEMGTKEhIQEc19qaiq7d+8mNjaWtWvXkpSUxEsvvZQtBYuIyOPJ1sbEhDaVGLJwFybg6v51GIaBq38jcyA1oU0lbTYuIvIoW7w4bRPxbdsgNtayb88eCAy0Tl0iImJVd/2fGsLDw3n2/984UbRoUb799lvs7Oxwd3dn1apVDBo0CDs7O8aOHUtYWFi2FSwiIo+vEH8vZvaqimc+Jy79/AHRy6YA4JnPiZm9qhLi72XlCkVEJEPPPgsmE3TpAmvWpAVPFSrA//6XNgvKMBQ8iYjkYnc98ykyMpLA//8/jE2bNhEWFkaPHj0AGDx4MM2aNePjjz8mODiYqKgooqOj8fDQ0ggREbk3If5e5Lt2gpu7CL5Ww57+7RtpxpOIyKMmORmGDIE5c9L3ff11WhClZXUiIsI97vmUlJQEwK5du6hUqZK5r2zZspw5c4bz589ja2uLjY2NxbI8ERGRezHxrTfx9fWlUqVKLJk7VcGTiMij5No1aNAA7O3TB09Dh6bNcurWTcGTiIiY3fXMp7Jly3Lo0CGqV69OjRo1CA0NJSwsjDx58jBx4kS8vLzw9PTk6NGjODg4UKRIkeysW0RE/l9qaio3btywdhlZZseOHSxfvpx58+ZhY2NDv379WL9+PTVq1LB2aVnG2dkZG/2lTERymrNn4eOPYeZMuHTJsu/bb6FjR+vUJSIij7y7Dp/atWvH7Nmz6dWrF59++il9+vTBy8sLk8mEn58fS5YsAeDzzz+nRYsW+pdqEZFsdObMGX799Vc2bdrEyZMnrV1Oljp06BDFihXju+++A6BYsWIMGjQIX19fK1eWtYoXL06dOnVo1KgRXl7ay0pEHmGvvgrvvJO+3c8vbX8nT8+HX5OIiOQodx0+Pfvss0yfPp158+YxYMAA1q5dy/Xr10lKSiJfvnwA7N69m+nTp7Nhw4ZsK1hEJLc7fPgwr7/+OgBPPPEE7dq1I0+ePFauKuscP36cfPny4e7uDkBMTAyXL1/Gx8fHqnVlpevXr3PgwAF++uknfvrpJ9566y3KlStn7bJERP6VmgpBQbBvn2V7jRowZgy0awe2ttaoTEREcqC7Dp9cXFxYsmQJrVq14ujRo7z88svmvxikpKTwxRdf8PLLLzNt2jT8/f2zq14RkVwtOjqa119/nWLFihEaGoqLi4u1S8pydevWtXYJD0WzZs24fv0648eP5/XXX+eTTz7RizpExPpiY6FVK9i4MX1fz56wcOHDr0lERHK8e1obV61aNbZu3cqxY8coWbIkQUFB1KpVi0KFCrFgwQJ+/PFH+vTpk121iojkeps2bSIhIYHx48c/lsFTbpMnTx7Gjx9PQkICmzZtsnY5IpKbXbwIr7wC+fKlD57mzk3bRFzBk4iI3Ke7nvl0U8mSJfnqq6+Ii4vjr7/+Ijk5mdKlS1OgQIHsqE9ERG6xefNmKleujJubm7VLkSzi5uZGUFAQmzdvpk2bNtYuR0Rym1mzYOlSWLcO4uP/bS9cGLZtg5IlrVaaiIg8Pu45fLrJ3t6ePHnyUKZMGezs7vs0IiJyD06fPk2zZs2sXYZksXLlyrFy5UprlyEiuYVhQKNGsH69ZXvVqjBoEPTrB05O1qhMREQeU/f8Srrr168zcOBA8uTJg5+fHydOnADg+eef5913383yAkVE5F8JCQk4Oztb5dqnT5+mXr16dzW2ZcuWREZGZtg3b948AgICsLOzY+rUqbc9j8lkIiAggKCgIIKCgqzyQovr16/TvXt3ypYtS/ny5fn222/vqu+VV17B19eXypUrU7169duGS87OzsTfOuNARCQ7XL8OLVuCjU364Gn9etixA559VsGTiIhkuXsOn8aNG8eePXtYv349Trf8H1OTJk0IDw/P0uJERCQ9k8lklet6e3vfdfizfPlyKlSokGFftWrV+Oabb+jRo8ddnWvDhg1EREQQERFx1+HX7SQnJ9/T+P/97384Ojpy5MgRVq5cyXPPPcelS5fu2FevXj12797Nnj17mDt3Ll26dCEuLu6B6xcRuWdnzkDZsuDiAr/8Ytn3wQdpM6EaNAAr/f+LiIg8/u45fFq6dCkzZsygbt26Fn8B8vPz4+jRo1lanIiI3JsffviBihUrUrlyZcaMGUPBggWJiori8OHDtGrViho1ahAYGMiMGTPMx5hMJt5++22Cg4Px8fFh6dKlTJo0ierVq1OuXDnW//9/HY+KijK/5fTmce+88w41a9akVKlSzJ8/39zn4+NDREREhjVWrlyZihUrYmNzz/8XlKmbtb300ksEBgbi5+fHmjVrLPrGjBlD1apVmTFjBkeOHKFJkyYEBgYSFBTE0qVLMz13eHg4zz77LAClSpWiYcOGfP/993fsa9GihXmWWkBAAIZhcOHChSy7ZxGROzp2DF58EYoWhf/+e/qmTWmh08iRVilNRERyl3v+N/8LFy5QuHDhdO1xcXFW+6/xIiIC58+fZ8CAAXz//ffs2bMHX19fLl26REpKCt27d+eDDz5g+/bt/PHHH8yaNYvt27ebj82bNy9bt25l7ty59OrVCy8vL3bs2ME777zDyy+/nOk1HR0d2bZtG7/88gvDhw+/51lFd6Nx48ZUrlyZkSNH3nbmUExMDBUrVmTv3r3MnTuXHj16cPXqVXOfn58fu3bt4sUXX6Rnz5507tyZvXv3snjxYgYOHMjx48czPO+JEycoecuGuz4+PuYl57fru9X8+fMpXbq0xVgRkWzTpUvaLKbSpWHatLSQCaB+fYiJSftcu7Z1axQRkVzlnsOn6tWrs2zZMvPnm4HTnDlzqFWr1j0X8PHHH+Pj44OTkxPBwcFs27Yt07FLliyhevXquLu74+LiQlBQEF988YW5PykpiTFjxhAQEICLiwve3t706dOH06dPW5zHx8cHk8lk8Uv7VYlITvfHH38QGBiIr68vAH379sXBwYGEhAT2799Pt27dCAoKonbt2ly9epUDBw6Yj+3atSuQ9s/4uLg4unXrBkDNmjU5fPhwptfs2bMnAL6+vtjZ2XH27Nksvafjx4+zc+dONm/ezIULF24bhNnZ2dGvXz8AnnjiCby9vdm9ezeQ9pKMXr16AXD16lV27drFwIEDgbTNvuvWrZtt+0mtXbuW0NBQwsPD9R9pRCT7xMeDvX1a6LR48b/tzZvDqlWQmgq//QZ6W6qIiFjBPb+m7p133qFFixYcOHCA5ORkpk2bxoEDB9i8eTO//fbbPZ0rPDyckSNHEhYWRnBwMFOnTqV58+ZERkZmOLvKw8ODV199lf9j797jc67/P44/rh1sDGOYTQ5jZNjJ+SyHOeSUlChK40eRiPqiSE6FEpJyjAqxDpIcvyjnhWhOQ8gMc8phY2y2XZ/fH9fXlcuusck2s+f9drtu9vm835/353Vd2zXba+/36+3n50eePHlYvnw5oaGheHp60rJlS65fv87u3bt59913CQoK4vLlywwYMID27dvz+++/24w1evRoevXqZT0uUKBARl8KEZEcwTAMPDw80lwGB1hr+Dk6OqY6vttspttr/9nrGxkZaa3tVL9+fT777LMMxV66dGkA3Nzc6Nu3L7179wZg/PjxLF68GIAJEyakWV/qVrInX758d13md6ufvXhLly7NiRMn8Pb2BizL+G7tOHi3NoCNGzcSGhrKzz//nGaMIiL/ypkz0KAB/PVX6rYxY2D48KyPSURE5A4ZnvnUoEEDIiIiSE5OJiAggP/+9794enoSHh5O9erVMzTWpEmT6NWrF6GhoVSuXJkZM2aQL18+5s6da7d/48aNefrpp6lUqRK+vr4MGDCAwMBAtmzZAoC7uztr167lueeeo2LFitSpU4dp06axa9euVMsgChQogJeXl/Xh5uaW0ZdCROShUqdOHfbu3WvdZW7BggXcvHkTFxcXChYsaFOT6ejRo1y6dCnTY6pcubK1WHhGE0+XL1/m+vXrAJjNZsLCwqhatSoAQ4cOtY7bsmVLwFJI/NZs2B07dhATE0NwcHCqcQsUKEC1atWsr8fRo0fZsmULjRo1shtvp06dmDFjBgDHjx9nw4YNdOjQ4Z5tmzZt4sUXX+Snn34iKCgoQ89dROSeTp2CLl2gRInUiac1ayxL65R4EhGRh0SGZz4B+Pr6Mnv27H9145s3b7Jr1y7efvtt6zkHBwdCQkIIDw+/5/WGYfDLL79w+PBhJkyYkGa/2NhYTCaTTZFcsPzVfMyYMZQuXZoXXniBgQMH4uSU9suRmJhIYmKi9TguLg6wLPVLSkq6Z7x3unXN/VwrIqnllveU2Wy2Pu5UtGhRZs2aRYcOHXBxcSEkJIT8+fPj4eHBsmXLGDhwIJMnTyYlJYWiRYuyYMEC6/fGO8e19++d5+48b6+fvTi//PJLRowYweXLl1m6dCkTJ07kp59+omrVqsyYMYMzZ84watQoIiMj6dOnDyaTieTkZKpWrcqUKVPsjmk2m3F3d2ffvn0EBQWRnJzMggULcHNzsxb5vv26+fPn07dvX6ZNm4bJZGLWrFmULFnS7thvvvkmPXv2xNfXF0dHR6ZOnYqHhwdms/mubT179iQxMZHQ0FDrWF999RUBAQFpfl4fpq/f3PKeEslKD+J95TB+PKbt2zGtWYPpttmmRnAwyatWQZEit272r2IVyQn0f5Xkdjnpa99kGLcqEKbtVqIlPQqmcx15TEwMjz32GNu2bbOpFTV48GA2btzI9u3b7V4XGxvLY489RmJiIo6Ojnz++ef06NHDbt+EhATq16+Pn58fCxcutJ6fNGkS1apVw8PDg23btvH2228TGhrKpEmT0ox35MiRjBo1KtX5b775hnz58qXrOYuI/FtTpkzhxRdfpHXr1nbbr127Rv78+QFYtWoVH3zwQabVMnqYnDx5kpCQEOusr5xm5cqVzJ8/nzfeeCO7QxGRh5ApOZkWvXrhevmyzfkL/v6cbNqUU088gfG/ZdMiIpJ7XL9+nRdeeIHY2Nh052KyS7pmPhUqVOieRVINw8BkMpGSkvJAAktLgQIFiIiI4Nq1a6xfv55BgwZRrlw5GjdubNMvKSmJ5557DsMwmD59uk3boNu2lA0MDCRPnjy88sorjBs3DhcXF7v3ffvtt22ui4uLo1SpUrRo0eK+PslJSUmsXbuW5s2b4+zsnOHrRcRWbnlPLVy4EHd3d7t18QC++OILvv32W1JSUihYsCCLFi1Ks++j5Pr165hMphz7XN3d3SlatGiaScXskFveUyJZKcPvq4sXcWrYENPRo6nH+u03ClWrRiEg9XxKkdxB/1dJbpeRiULZLV3Jp19//fWB37ho0aI4Ojpy7tw5m/Pnzp3Dy8srzescHBwoX748AMHBwRw8eJBx48bZJJ9uJZ5OnDjBL7/8cs/kUO3atUlOTiYqKirNgrAuLi52E1POzs7/6hvdv71eRGw96u8pBwcH68OeYcOGMWzYsCyOKvuVK1eOK1euZHcY9+3W5/Rh/Np91N9TItnhnu+rqCgoW9Z+27ffQqdO6F0p8g/9XyW5VU76uk9X8umJJ5544DfOkycP1atXZ/369dbirGazmfXr19OvX790j2M2m21qMd1KPB05coRff/2VIrfWvd9FREQEDg4OOfYv5iIiIiLyCNi/HyZNgts2iADAyQkOHIDHH8+euERERP6lDO92B5YdiCZOnEjPnj3p2bMnH3/88X3tmjRo0CBmz57NV199xcGDB+nTpw/x8fHW4qwvvfSSTUHycePGsXbtWv766y8OHjzIxx9/zPz58+nWrRtgSTw9++yz/P777yxcuJCUlBTOnj3L2bNnuXnzJgDh4eFMmTKFPXv28Ndff7Fw4UIGDhxIt27dKFy48P28HCIij5ROnTpZN36YOnUq/v7+BAQEEBgYyIIFC2z6jh07Fl9fX3x9fW1mXC1evJjg4GD8/f3x9/fn448/TnUfwzBo2rRpqg0h7rR8+XL8/PyoUKECHTt2tJle/NFHH+Hv70/lypV5+umn05z9FBMTQ8uWLalYsSKBgYE888wz1kLkt5s3bx4mk4mlS5favB7btm27a4wiIvctJQUCA8FkgoAA28RTly6QkGApHq7Ek4iI5GAZTj5t2rQJHx8fpk6dyuXLl7l8+TJTp06lbNmybNq0KUNjde7cmYkTJzJixAiCg4OJiIhg9erVFC9eHIDo6GjOnDlj7R8fH0/fvn2pUqUK9evX54cffmDBggX83//9HwCnT59m2bJlnDp1iuDgYLy9va2PW784uLi4sHjxYp544gmqVKnC+++/z8CBA5k1a1ZGXwoRkUfOjh07uHTpknUjiCpVqrB161b27dvHihUreOONNzh27Bhg+f9g0aJF7N27l8jISNasWcOKFSsAKFWqFKtXr2b//v1s3bqV6dOns2HDBpt7TZ48GV9f37vGc+3aNXr27MnSpUs5cuQIJUqUYMyYMQCsXbuWefPmER4eTmRkJNWrV09zyaGjoyPvvvsuhw8fZu/evZQrV47//Oc/Nn2ioqKYPXs2derUsTk/bNgwhg4dmr4XUEQkvf7+25JwcnKCffv+Of/ss7BtGxgGLFoEadQjFRERyUnStezudq+99hqdO3dm+vTpOP5vV42UlBT69u3La6+9xr7b//NMh379+qW5zO7OX1TGjh3L2LFj0xzLx8eHe23eV61aNX777bcMxSgiklvMnDmTF154wXrcrFkz68elSpXCy8uLkydP4uvrS1hYGC+++CJubm4A9OjRg0WLFtGmTRvq169vvc7d3R0/Pz+ioqKs5w4cOMDSpUuZN28e3333XZrxrFq1iqpVq+Ln5wdA3759adGiBR999BF79uyhQYMGFChQAIDWrVvTuHFjPvvss1TjFC9e3PqHDbDU+ps2bZr12Gw283//9398+umnvPnmmzbXBgcHc+HCBQ4ePEilSpXu+vqJiNxL/tOncSpQAG4rG2G1cCHc9j1YRETkUZHhmU9Hjx7lzTfftCaewPIX5UGDBnHUzk4cIiKSc2zYsIHatWvbbVu3bh2XL1+mZs2agGV2apkyZaztPj4+REdHp7ouMjKS8PBwQkJCAMsS6V69ejFz5kyb/0vssXePM2fOkJycTPXq1Vm3bh1nz57FMAwWLlzI1atX77kMPCUlhWnTpvHUU09Zz02aNIn69etTvXp1u9fUrVuX9evX33VcEZG7+vNPHENCaPbaa5juTDxFRFhmOinxJCIij6gMJ5+qVavGwYMHU50/ePAgQUFBDyQoERHJHqdOnbKZIXTLvn37CA0NJSwszDrTKb3jPfXUU8yYMYOSJUsCMGrUKDp27PivZxE1adKEt956i7Zt21KnTh2KFSsGgJNT2pN6DcOgb9++FC5cmAEDBgCwf/9+fvjhB4YPH57mdV5eXpw6depfxSsiuZBhwJAh0K4d+PnhcHuJijZtID7e0kc/Q4uIyCMuXcvu9u7da/24f//+DBgwgKNHj1rrYvz222989tlnjB8/PnOiFBGRLJEvXz4SEhJszkVGRtK2bVvmzp1LgwYNrOdLly7NiRMnrMdRUVGULl3aehwTE0NISAjDhw+nU6dO1vMbN24kOjqaadOmkZycTFxcHD4+PuzcuZMxY8ZY6wfOnz+f0qVLs3btWpt7eHt7WxNMffv2pW/fvoDl/6KSJUtSsGBBxo8fz+LFiwGYMGECLVu2BCz/h508eZKlS5fi4GD5+8vmzZuJioqiQoUKAJw9e5bevXtz5swZ+vTpA0BCQgLu7u7/5qUVkdwkLg7sfM8wt2nDrkqVCH7/fZzz5MmGwERERLJHupJPwcHBmEwmm3pKgwcPTtXvhRdeoHPnzg8uOhERyVKBgYEcPnyYUqVKAZZZra1bt2bWrFk0b97cpm+nTp147bXXeP3113FycmLu3LmMHDkSgDNnztCsWTOGDBlC9+7dba7bvHmz9eOoqCiCg4Ot9aCmTp1q09fHx4fXXnuNQ4cO4efnx+eff06XLl2s7WfOnMHb25vr168zYsQI6/9NQ4cOTVUkvH///hw9epSlS5eS57Zf+vr06WNNMgE0btyYN954gw4dOljPHTx4kFdeeSU9L6GI5GYnToCPj/22Q4dIKVeOmJUrCTaZsjQsERGR7Jau5NPx48czOw4REXkIPPvss6xZs8Zan6l///7ExsYyZMgQhgwZAvwzk6hx48Z07tyZgIAAwLKDadu2bQEYMWIE0dHRfPLJJ3zyyScADBgwgNDQ0AzFU6BAAebMmUOHDh1ITk7G39+fr776ytreokULzGYzN2/e5MUXX0xzA4utW7fy6aef4ufnZ61pVbZsWX788cd7xhAfH8++ffusr4mISCq7d0MaNePYvBluzRpNSsq6mERERB4i6Uo+3V7sVUREHl2hoaHUq1ePkSNH4ubmZrPkzZ4RI0YwYsSIVOdnz57N7Nmz73k/Hx8frly5ctc+7du3p3379nbb0rvDav369e+5G+otd+60On/+fF5++WXy58+frutFJBcJD4dJk+D7723PFy0KBw6Ap2f2xCUiIvKQSVfyadmyZTz55JM4OzuzbNmyu/ZN6xcEERF5MNKbRLkf+fPnZ/LkyRw/fhx/f/9Mu09O4uDgwNtvv53dYYjIw+LGDUs9J3uzmAYNgo8+AocM7+kjIiLySEtX8qlDhw6cPXsWT09PmxoYdzKZTKSkpDyo2ERE5A6urq7cuHEjU+/RrFmzTB0/p+ndu3em3+PGjRu4urpm+n1E5F84cgQefzz1+R49YOBAUMJeREQkTelKPpnNZrsfi4hI1ipRogRHjhzJ7jDkAfvzzz8pUaJEdochIvb89hvUrWu/7fZ6TiIiIpKmBzIn+F71OkRE5MGoV68eERERxMbGZnco8oDExsYSERFB/fr1szsUEbnd7t1Qrpz9xFN0NBiGEk8iIiLplOHk04QJEwgLC7Med+rUCQ8PDx577DH27NnzQIMTERFb9evXJ2/evIwePZr4+PjsDkf+pfj4eEaPHk3evHmVfBJ5GCQlwZtvQpMmlt3rbt/xuVcvS7thQKlS2RejiIhIDpSuZXe3mzFjBgsXLgRg7dq1rFu3jtWrV/Ptt9/yn//8h//+978PPEgREbEoXLgwY8eOZfjw4YSGhlKrVi0qV65Mvnz5cFCB2xzBMAyuX7/OgQMH2LFjB46OjowdO5bChQtnd2giudfp01CypO05R0fo3Bmefx7ats2euERERB4RGU4+nT17llL/+2vP8uXLee6552jRogU+Pj7Url37gQcoIiK2fH19mTJlCr/++itbtmxh06ZNmboDnjx4JpOJ0qVL07FjR5o0aULx4sWzOySR3GnvXggKSn2+TBlLPSfNcBIREXkgMpx8Kly4MCdPnqRUqVKsXr2asWPHApa/5GqnOxGRrFG8eHG6dOlCly5dMAyDxMTE7A7pvqWYDXZGXeLC1QSKFXClpo8Hjg6m7A4rU7m4uGAyPdrPUeShtmoVtG5tv+3wYfu72omIiMh9y3DyqWPHjrzwwgtUqFCBixcv8uSTTwLwxx9/UL58+QceoIiI3J3JZMLV1TW7w7gvq/efYdTPkZyJTbCe83Z35b12lWnl752NkYnII8cwYO1a+PhjuLNMRMWKlgLj+fJlT2wiIiKPuAwnnyZPnoyPjw8nT57kww8/JH/+/ACcOXOGvn37PvAARUTk0bR6/xn6LNjNnQsGz8Ym0GfBbqZ3q6YElIj8e3//DcWK2W+bONFSYFxEREQyVYaTT87Ozrz11lupzg8cOPCBBCQiIo++FLPBqJ8jUyWeAAzABIz6OZLmlb0e+SV4IpJJwsOhXr3U5wcMgP79oVy5rI9JREQkl8pw8unrr7++a/tLL71038GIiEjusOP4JZuldncygDOxCew4fom6vkWyLjARyfmWL4d27ey3HT0Kvr5ZG4+IiIhkPPk0YMAAm+OkpCSuX79Onjx5yJcvn5JPIiJyT+evpp14up9+IpLLGYZld7onnrDffuUKuLtnaUgiIiLyD4eMXnD58mWbx7Vr1zh8+DANGjRg0aJFmRGjiIg8YjwLpK9Aenr7iUguFRcHb70FNWumTjyNHAlmsyUxpcSTiIhItsrwzCd7KlSowPjx4+nWrRuHDh16EEOKiMgjrFZZD7zdXTkbm2C37pMJ8HJ3pVZZj6wOTURygn37IDDQ9pyrK3Ttank0aZI9cYmIiIhdGZ75lBYnJydiYmIe1HAiIvIIc3Qw8V67yoAl0XQjKoKE6L3WY4D32lVWsXERsbVhA5hMqRNPHTtCdDTMmaPEk4iIyEMowzOfli1bZnNsGAZnzpxh2rRp1K9f/4EFJiIij7ZW/t5M71aNUT9H8lvYcADKDFmOl7sr77WrTCt/72yOUEQeGl98Af/3f/bbzp0DT8+sjUdEREQyJMPJpw4dOtgcm0wmihUrRtOmTfn4448fVFwiIpILtPL3ptjNs9R4x3L8QePCdG5RVzOeRARSUmDpUpg0CbZts22rUwe2bAFHx2wJTURERDImw8kns9mcGXGIiEgu9f7YMfj6+pKUlMTPX33KC63qZXdIIpKdjh6FChXsty1YYKnpJCIiIjnKA6v5JCIiklERERH8+OOPvPvuuwwbNoywsDAiIyOzOywRyQ5LlljqOd2ZeBo2DGJiLLvWKfEkIiKSI93XbnenTp1i2bJlREdHc/PmTZu2SZMmPZDARETkH/Hx8Wzbto0tW7Zw9OhRbty4gWHY2ycuZ9m/fz9eXl78+OOPGIaBp6cnTz/9NJUrV87u0P41k8lEvnz5KF++PA0aNKBu3bq4ublld1giD5+5c6FnT/ttFy5A0aJZG4+IiIg8cBlOPq1fv5727dtTrlw5Dh06hL+/P1FRURiGQbVq1TIjRhGRXO3SpUu88847xMTE4O/vT7t27XBzc8PBIedPXj1+/DiFChWicOHCAHTq1InY2Fh8fHyyN7AHwGw2Ex8fT0REBFOnTmXJkiV88MEHFCpUKLtDE8l+ZjOsWgVt26ZuK1YMTp2CPHmyPi4RERHJFBlOPr399tu89dZbjBo1igIFCvDDDz/g6elJ165dadWqVWbEKCKSayUnJ/POO++QmJjI9OnTeeyxx7I7JMmgLl26cPLkSYYPH86wYcOYOnUqjiqSLLnV6dMwdSosWwaHDtm2zZgBr7ySPXGJiIhIpsrwn80PHjzISy+9BICTkxM3btwgf/78jB49mgkTJjzwAEVEcrOIiAhOnz7NO++8o8RTDlaqVCmGDh1KdHQ0+/fvz+5wRLLeunWWek4lS8KHH1oSTwULWpbb7d1rqeekxJOIiMgjK8PJJzc3N2udJ29vb44dO2Zt+/vvvx9cZCIiwtatW3nssccoX758doci/5Kfnx+enp5s3bo1u0MRyTrffmtJOjVvbnt+2DDL0ro5cyAgIHtiExERkSyT4WV3derUYcuWLVSqVInWrVvz5ptvsm/fPpYsWUKdOnUyI0YRkVzr5MmT+Pn5YTKZsjsU+ZdMJhOVKlXi5MmT2R2KSOYyDBg1yvK4k6MjxMVBvnxZH5eIiIhkmwzPfJo0aRK1a9cGYNSoUTRr1oywsDB8fHz44osvHniAIiK5WUJCAvke8C9pU6ZM4ezZs/fsd+PGDSpXrkxwcPB93eeXX36hVq1aVK5cmSpVqjB48GDMZrO1ffny5fj5+VGhQgU6duxIXFwcAPv27aNRo0b4+fnh7+9Pjx49uHHjRqrx33vvPUwmExEREWnGcOTIEerVq8fjjz9OzZo1OXDggLVt5cqVVKtWjeDgYPz9/fnqq6/SHOf8+fO0atWKChUq4O/vz6ZNm6xthmEwcuRIHn/8cQICAmjSpEma4+TLl8/ucxF5JCQmwpdfQlBQ6sTTM89YklLJyUo8iYiI5EIZTj6VK1eOwMBAwLIEb8aMGezdu5cffviBMmXKPPAARUTkwUpv8mnIkCHUr1//vu9TuHBhFi9eTGRkJLt27WLbtm18/fXXAFy7do2ePXuydOlSjhw5QokSJRgzZgwArq6uTJs2jUOHDrFnzx7i4+NT1RTcsWMHO3fuvOf/O6+88gq9e/fmzz//ZMiQIbz88suAJWHUrVs3vvzySyIiIli+fDmvvPIKV69etTvO0KFDqVOnDkeOHGHevHm88MILJCUlATB16lT27t3L/v372bdvH4sWLUozHs1gk0fSb79Zlta5ukJoKOzb90/b2rWWpNP332dffCIiIpLtcv4+3SIiudhPP/1EpUqVCAoKYsiQIRQtWpSoqCh8fHz4z3/+Q/Xq1SlfvjwfffQRAKNHjyYmJobOnTsTHByc5qyhdevWcfr0abp27WpzPiUlhf/85z/4+/vj7+/P66+/bq0DeKeqVatSrlw5wJJQCg4OJioqCoBVq1ZRtWpV/Pz8AOjbt681aVOhQgXrHzkcHR2pWbOm9TqA69ev069fP2bOnHnX1+b8+fP8/vvvdOvWDYBnnnmGkydPcvToUcCSCLpy5QoAcXFxFClSBBcXF7tjffvtt7z66qsA1KxZkxIlSrBx40YAPvroI8aPH0+e/20L7+Xldde4RB4Zn3xiSTrVrfvPOU9PmDABLl2yJJ1CQrIvPhEREXlopKvmU+HChdP919pLly79q4BERCR9zp8/T48ePdi6dSt+fn7MmzePixcvWtvPnTvH77//zsWLF6lWrRr169dnxIgRzJ07l7CwsDSX0125coXBgwezevVqIiMjbdpmzZrFzp072bVrF46OjrRv357JkyczZMiQu8Z69uxZvv/+e5YvXw5AdHS0zawlHx8fzpw5Q3JyMk5O//zXFB8fz5w5cxg3bpz13ODBg+nTpw+lSpW66z1PnjyJt7e3dTyTyUTp0qWJjo6mfPnyhIWF0bFjR9zc3Lh8+TJLliyxJpBud/HiRZKSkmySSj4+PkRHRxMXF8e5c+f46aef+P5/MzsGDRpE586d7xqbSI5lGPD++/Duu/bbo6Igb94sDUlEREQefulKPk2ZMiWTwxARkYz67bffCAwMtM4e6t69u3V2DkDPnj0xmUwULVqUjh07sm7dOurVq3fPcfv168c777yDp6dnquTTunXrePnll60zhHr16sVnn3121+RTXFwc7dq1Y/DgwdSoUSPdz+/mzZt07tyZFi1a8PTTTwOwdu1aTpw4wbRp09I9jj3JycmMHTuWJUuW0KhRI3bu3En79u3Zt28fRYsWzdA4ycnJ3Lhxg+3btxMVFUW9evXw8/MjKCjoX8Uo8lBJSoLFi+Gll1K3NWwIGzdaZkGJiIiI2JGu5FP37t0zOw4REclkac1grVevHtevX8fFxYXt27ezZcsWtmzZwltvvUVCQgKXLl2iYsWKHD58+K5jPvvss9YlbevXr6dIkSJcvXqVVq1a8dRTTzFo0CBr39KlS7N27VrrcVRUlM0spaSkJDp37oy3tzeffPKJtd8vv/zC7t278fHxAeDUqVO0bt2amTNncvnyZSZNmgTAgAEDaNOmjc1sKsMwiI6OpnTp0kRERBATE0OjRo0Ay1K6kiVL8scff2AymXjrrbcA6NSpE8OGDcPJyYmzZ89aZz9FRUVRunRpPDw8yJ8/v3Vpn4+PD/Xr12fnzp1KPsmj4c8/YfZsCAuDO3dq/PFH6NAhW8ISERGRnCXdNZ/MZjMTJkygfv361KxZk6FDh2rHHhGRbFSnTh327t1rTQotWLDApv7Sl19+CViWQ//44480a9YMgIIFCxIbG2vtt23bNiIiIti+fTtgSazceixevJjKlStb7xESEsLXX3/NzZs3SU5OZs6cObRo0QKA77//noiICCIiIihSpAjXrl2jVatWtGrViuHDh9vE3qpVK3bv3s2hQ4cA+Pzzz+nSpQtgmU3UpUsXPDw8mDVrlk2Ca9y4cZw+fdoaX8mSJVm5ciXt2rXjpZdest4/NDQUT09PqlWrxoIFCwD44YcfKFmyJOXLl6dUqVKcOXOGgwcPAnD06FGOHTtGxYoVCQkJsY4zbNgwwJKEmjFjBgA7d+7k9OnTPPHEEwA8//zzrF692vpa79ixw1qzSiTH+uory0ymihVh4kRL4snTE15/HY4csSy/U+JJRERE0ildM58A3n//fUaOHElISAh58+blk08+4fz588ydOzcz4xMRkTR4enoyZ84cOnTogIuLC82bNyd//vwUKlQIgGLFilG9enViY2Pp16+fdcld//796dWrF/ny5ePLL79Ms/aTPb179+bYsWNUq1YNgMaNG/PGG2/Y7fvJJ5+wY8cO4uPjWbJkCfDPTKICBQpYY09OTsbf35+vvvoKgLCwMJYsWUJgYCBVq1YFoH79+nz22WcZfo1mzpzJyy+/zAcffEDBggWZN28eAMWLF2fWrFk899xzODg4YDabmTZtGqVLl7Y7zoQJE3jxxRepUKECefLkYcGCBTg7OwOWhFhoaCiff/45YNklsFatWhmOVeShMHUqDBiQ+vzs2dCtm2VHOxEREZEMMhmGYaSnY4UKFXjrrbd45ZVXAEvdjzZt2nDjxg0cHHLfpnlxcXG4u7sTGxtLwYIFM3x9UlISK1eupHXr1tZfYETk/j2q76l+/foRGBhI79697bZfvXqVAgUKALB06VLefvttDh48iI+PD0uXLs1QYkky3/Tp0zl8+HCOqKX4qL6nxI6bN+G112DOnNRtlSvD3r3g6Jj1cT2C9L4SebD0npLc7t/mJbJSumc+RUdH07p1a+txSEgIJpOJmJgYSpYsmSnBiYjI3X366aeEhYWRkpJCwYIFWbhwYXaHJCI5xbVrMG+eZfe6c+ds24YMgfHjsycuEREReeSkO/mUnJyM6x1TrZ2dnUlKSnrgQYmISPq88847vPPOO6nOR0VFZX0wIpIzLF0K/9tBMpXdu+F/y11FREREHpR0J58Mw7DZXhsgISGBV199FTc3N+u5W3U9REREROQh8sYbcNvukQBUqAADB8JLL8FtP8+JiIiIPEjpLtbUvXt3PD09cXd3tz66detGiRIlbM6JiEjO0alTJ8LDwwGYOnUq/v7+BAQEEBgYaN0l7paxY8fi6+uLr6+vdRc4gMWLFxMcHIy/vz/+/v58/PHHqe5jGAZNmza1FkNPy/Lly/Hz86NChQp07NiRuLg4a9uECROoXLkywcHB1KlThx07dqQ5zvbt2wkKCuLxxx+nadOmnD592tp2+fJlunbtyuOPP06VKlUYOnQoYPmDyq0C7SKPjJQU6NvXsnPdnYknPz84dAj69FHiSURERDJVumc+3dohSEREHg07duzg0qVL1K1bF4AqVaqwdetW3N3dOXnyJFWrVqVu3br4+vqyadMmFi1axN69e3FycqJ+/frUq1ePNm3aUKpUKVavXo2XlxexsbFUr16d6tWr07hxY+u9Jk+ejK+vL7t3704znmvXrtGzZ082btyIn58f/fr1Y8yYMXz00UdERETw+eefc+DAAfLnz8+CBQvo16+f3QSU2Wyma9euzJ49myZNmjBx4kTeeOMNvvvuOwB69OhB/fr1rfWxzp49C4CrqysvvvgiH3/8MaNHj35QL7NI9rhxAyZOhBEjUrf17Gm/uLiIiIhIJsl929SJiAgAM2fO5IUXXrAeN2vWzDqDtVSpUnh5eXHy5EkAwsLCePHFF3Fzc8PFxYUePXqwaNEiAOrXr4+XlxcA7u7u+Pn52dScOnDgAEuXLrXOMErLqlWrqFq1Kn5+fgD07dvXeg+TyURSUhLx8fEAXLlyJc3NLnbt2oWTkxNNmjQB4JVXXuHnn38mISGBo0eP8vvvvzNo0CBr/1uxA3Tp0oXZs2eTzo1gRR4+v/8Ob74JpUunTjxt2QKGocSTiIiIZDkln0REcqkNGzZQu3Ztu23r1q3j8uXL1KxZE7DseFqmTBlru4+PD9HR0amui4yMJDw8nJCQEMCyBXKvXr2YOXMmjvfYqt3ePc6cOUNycjJBQUEMHDiQsmXLUrJkSSZPnsynn36arnEKFChAwYIFiYmJITIykpIlS9KnTx+qV69OixYt+OOPP6x9vby8yJs3LwcOHLhrrCIPnZEjLUvrataESZPg77+hTBl46y04dcqSdKpfP7ujFBERkVxKyScRkVzq1KlTFC9ePNX5ffv2ERoaSlhYmM2GEukZ76mnnmLGjBnWWUmjRo2iY8eOVKpU6V/Fevz4cZYsWcLRo0c5deoUAwcOpHPnzhkeJzk5mR07dtClSxd27drFwIEDadu2rc3OrV5eXpw6depfxSuSJcxmGDTIknQaNcq27dtv4ehR+OgjeOyx7IlPRERE5H+UfBIRyaXy5ctHQkKCzbnIyEjatm3L3LlzadCggfV86dKlOXHihPU4KiqK0qVLW49jYmIICQlh+PDhdOrUyXp+48aNfPrpp/j4+NCgQQPi4uLw8fHhwoUL9O/fn+DgYIKDg9m3b5/de3h7e+Pk5MQPP/xAQEAAJUqUACA0NJStW7dy8+ZNxo8fbx1nzZo1qca5evUqsbGxlChRgtKlS/PYY49Zl+Q9+eST3Lx506Z/QkICefPm/bcvr0jmuXEDQkLA0REmT7Zt69jRMsupUydwSndpTxEREZFMpeSTiEguFRgYyOHDh63HBw8epHXr1syaNYvmzZvb9O3UqRPz588nPj6exMRE5s6dS5cuXQA4c+YMzZo1Y8iQIXTv3t3mus2bN3PixAmioqLYsmULBQsWJCoqimLFijF16lQiIiKIiIggICCAVq1asXv3bg4dOgTA559/br1HuXLl2Lp1K9euXQMsu+I9/vjj5MmTh6FDh1rHadmyJdWrVycpKYlff/0VsNS2ateuHa6urlSvXp2CBQuyd+9ewFJ03TAMSpUqBUBKSgrHjh0jICDgQb/cIv/epUvwwQeQLx+sX2/bNmOGJen0ww/ZE5uIiIjIXaTrT2LLli1L94Dt27e/72BERCTrPPvss6xZs8Zan6l///7ExsYyZMgQhgwZAsCECRNo2bIljRs3pnPnztakTOfOnWnbti0AI0aMIDo6mk8++YRP/reV+4ABAwgNDc1QPAUKFGDOnDl06NCB5ORk/P39+eqrrwB4+umn2blzJzVq1MDFxQU3Nze++eYbu+M4ODiwYMECXnnlFRISEihRogTz588HLIXLv/rqK3r16sWNGzdwcXHhhx9+wMXFBYAtW7ZQs2ZNPDw8MhS7SKb69FPo3z/1eQ8PS4HxsmWzPiYRERGRDEhX8qlDhw7pGsxkMpGSkvJv4hERkSwSGhpKvXr1GDlyJG5ubqxdu/au/UeMGMEIO9u2z549m9mzZ9/zfj4+Ply5cuWufdq3b2/3jxgmk4lx48Yxbty4e94HoG7dutbZTXeqXr0627dvt9s2ffp0a+JNJFsZBjz5JKxZY3s+ONiym91zz0GePNkSmoiIiEhGpSv5ZDabMzsOERHJYvnz52fy5MkcP34cf3//7A4n2yUkJPDEE0+kWnL4IBmGkWljyyPixg14/nn46afUbZ07w6JFlgLjIiIiIjmIKlGKiDzE8uTJk6oo+IPUrFmzTBs7p3F1daVPnz6Zeo+EhATrEj8RG7GxMHw4TJuWuu2DD+Dtt7M+JhEREZEH5L6ST/Hx8WzcuJHo6Ghu3rxp09bfXk0CERG5L8WLF+f48ePZHYY8IH/99RflypXL7jDkYfLrr5ZZTl98Af8rqA9YdrLbuxcqV86+2EREREQekAwnn/744w9at27N9evXiY+Px8PDg7///pt8+fLh6emp5JOIyANUr149PvzwQ86cOYO3t3d2hyP/wsmTJzlx4gTdunXL7lDkYdCtGyxcaHuucmVo1w6GDoVChbIlLBEREZHM4JDRCwYOHEi7du24fPkyefPm5bfffuPEiRNUr16diRMnZkaMIiK5Vs2aNSlYsCATJkzg6tWr2R2O3Ke4uDg+/PBDChUqRLVq1bI7HMkuSUnQvLmlZtOdiadVq2D/fhg/XoknEREReeRkeOZTREQEM2fOxMHBAUdHRxITEylXrhwffvgh3bt3p2PHjpkRp4hIruTq6sr777/PsGHDePXVV6lXrx5BQUHkz58fk4oOP9QMw+Dq1avs2bOHbdu24eDgwLhx48ijHcpyn8uXoU4d+PPP1G3/+Q98+GHWxyQiIiKShTKcfHJ2dsbBwTJhytPTk+joaCpVqoS7uzsnT5584AGKiOR2Pj4+TJw4kTVr1rB582ZWr16d3SFJBnh5edGyZUtatmyJl5dXdocjWWnnTnjySbh4MXXb8uXQpk3WxyQiIiKSDTKcfKpatSo7d+6kQoUKPPHEE4wYMYK///6b+fPna6tuEZFM4u3tzcsvv0z37t25du0aN27cwDCM7A5L7sJkMpEvXz7c3Nw0Sy23KVIELl1Kfb5KFUuB8WLFsj4mERERkWyU4eTTBx98YK078v777/PSSy/Rp08fKlSowBdffPHAAxQRkX+YTCYKFChAgQIFsjsUEbldYiK4utpvGz4cRo607GAnIiIikgtlOPlUo0YN68eenp5a/iEiIiK515kzUKKE/bannoKlS7M0HBEREZGHUYZ3u2vatClXrlxJdT4uLo6mTZs+iJhEREREHm4xMZZd6+wlnvr2BcNQ4klERETkfzKcfNqwYQM3b95MdT4hIYHNmzc/kKBEREREHkpTpliSTo89lrrtt98sSafPPsvysEREREQeZuledrd3717rx5GRkZw9e9Z6nJKSwurVq3nM3g9iIiIiIjlZSgo4pfEj0+OPw+7d4OaWtTGJiIiI5CDpTj4FBwdjMpkwmUx2l9flzZuXTz/99IEGJyIiIpJtzp4Fb2/7bRMmwH/+Y5kFJSIiIiJ3le5ld8ePH+fYsWMYhsGOHTs4fvy49XH69Gni4uLo0aNHhgP47LPP8PHxwdXVldq1a7Njx440+y5ZsoQaNWpQqFAh3NzcCA4OZv78+TZ9DMNgxIgReHt7kzdvXkJCQjhy5IhNn0uXLtG1a1cKFixIoUKF6NmzJ9euXctw7CIiIvII+uMPS1LJXuKpQwfL0rrBg5V4EhEREUmndCefypQpg4+PD2azmRo1alCmTBnrw9vbG8f72D44LCyMQYMG8d5777F7926CgoJo2bIl58+ft9vfw8ODYcOGER4ezt69ewkNDSU0NJQ1a9ZY+3z44YdMnTqVGTNmsH37dtzc3GjZsiUJCQnWPl27duXAgQOsXbuW5cuXs2nTJnr37p3h+EVEROQRsno1FC8O1aqlbvv2W0vS6ccfsz4uERERkRwu3cvubnfs2DGmTJnCwYMHAahcuTIDBgzA19c3Q+NMmjSJXr16ERoaCsCMGTNYsWIFc+fOZejQoan6N27c2OZ4wIABfPXVV2zZsoWWLVtiGAZTpkxh+PDhPPXUUwB8/fXXFC9enKVLl9KlSxcOHjzI6tWr2blzJzVq1ADg008/pXXr1kycOJESaW2XLCIiIo8ewwCHu/wt7tIlKFw46+IREREReQRleLe7NWvWULlyZXbs2EFgYCCBgYFs376dKlWqsHbt2nSPc/PmTXbt2kVISMg/wTg4EBISQnh4+D2vNwyD9evXc/jwYRo1agRYlgaePXvWZkx3d3dq165tHTM8PJxChQpZE08AISEhODg4sH379nTHLyIiIjnY339bls3ZSzzNmgVmsyUxpcSTiIiIyL+W4ZlPQ4cOZeDAgYwfPz7V+SFDhtC8efN0jfP333+TkpJC8eLFbc4XL16cQ4cOpXldbGwsjz32GImJiTg6OvL5559b73lrBz57Y95qO3v2LJ6enjbtTk5OeHh42Ozgd6fExEQSExOtx3FxcQAkJSWRlJR0r6ebyq1r7udaEUlN7ymRB+uRfU9FRuIcHGy3KWX0aMy3Zl4nJ2ddTJJrPLLvK5FsoveU5HY56Ws/w8mngwcP8u2336Y636NHD6ZMmfIgYrqrAgUKEBERwbVr11i/fj2DBg2iXLlyqZbkPWjjxo1j1KhRqc7/97//JV++fPc9bkZmi4nIvek9JfJgPSrvqXznztH8lVfstu155RWinnzScrByZRZGJbnVo/K+EnlY6D0ludX169ezO4R0y3DyqVixYkRERFChQgWb8xEREalmFN1N0aJFcXR05Ny5czbnz507h5eXV5rXOTg4UL58eQCCg4M5ePAg48aNo3Hjxtbrzp07h/dtO9ScO3eO4P/9ldPLyytVQfPk5GQuXbp01/u+/fbbDBo0yHocFxdHqVKlaNGiBQULFkzfk75NUlISa9eupXnz5jg7O2f4ehGxpfeUyIP1qLynHEaMwPGO2dq3JP35J/j4UBmonLVhSS71qLyvRB4Wek9JbndrRVZOkO7k0+jRo3nrrbfo1asXvXv35q+//qJevXoAbN26lQkTJtgkZ+4lT548VK9enfXr19OhQwcAzGYz69evp1+/fukex2w2W5fDlS1bFi8vL9avX29NNsXFxbF9+3b69OkDQN26dbly5Qq7du2ievXqAPzyyy+YzWZq166d5n1cXFxwcXFJdd7Z2flffaP7t9eLiC29p0QerBz5nrp2DQoUsN/WoAH8+is4OZHDnpU8QnLk+0rkIab3lORWOenrPt3Jp1GjRvHqq6/y7rvvUqBAAT7++GPefvttAEqUKMHIkSPp379/hm4+aNAgunfvTo0aNahVqxZTpkwhPj7euvvdSy+9xGOPPca4ceMAy9K3GjVq4OvrS2JiIitXrmT+/PlMnz4dAJPJxBtvvMHYsWOpUKECZcuW5d1336VEiRLWBFelSpVo1aoVvXr1YsaMGSQlJdGvXz+6dOmine5ERERysv37ISDAftvXX8OLL2ZtPCIiIiICZCD5ZBgGYEnwDBw4kIEDB3L16lXAUofpfnTu3JkLFy4wYsQIzp49S3BwMKtXr7YWDI+Ojsbhtl1o4uPj6du3L6dOnSJv3rz4+fmxYMECOnfubO0zePBg4uPj6d27N1euXKFBgwasXr0aV1dXa5+FCxfSr18/mjVrhoODA8888wxTp069r+cgIiIi2WzlSmjTxn7byJHw3ntZGo6IiIiI2MpQzSeTyWRzfL9Jp9v169cvzWV2GzZssDkeO3YsY8eOvet4JpOJ0aNHM3r06DT7eHh48M0332Q4VhEREXmIfP01vP02xMSkbtuxA2rWzPqYRERERCSVDCWfHn/88VQJqDtdunTpXwUkIiIikqabN8FODUYACheGM2fSbhcRERGRbJGh5NOoUaNwd3fPrFhERERE7Dt4ECqnsSfdqlXQqlXWxiMiIiIi6Zah5FOXLl3w9PTMrFhEREREbP36KzRtar/thx+gY8esjUdEREREMizdyad7LbcTEREReWB+/z3tmk1r10JISNbGIyIiIiL3LcO73YmIiIhkCrMZ+vSBWbPst1++DIUKZWlIIiIiIvLvpTv5ZDabMzMOERERya2io6FMGfttL78Mc+eCZmCLiIiI5FgO2R2AiIiI5FJr1liSSvYST6tXg2HAvHlKPImIiIjkcEo+iYiISNaaMcOSULK3Q92iRZakU8uWWR+XiIiIiGSKDO12JyIiInJfDAMmTIBx4yAuLnV7dDSUKpX1cYmIiIhIplPySURERDLPxYtQtKj9tjp1YOtWcNBEbBEREZFHmX7aExERkQdv7VrL0jp7iaeICMtMqPBwJZ5EREREcgH9xCciIiIPzsKFlqRTixap27ZvtySdgoKyPi4RERERyTZadiciIiL/3tKl8PTT9tsOHgQ/vywNR0REREQeHko+iYiIyP1JSIAXXoAff7TfnpgIefJkbUwiIiIi8tDRsjsRERHJmB07LEvr8uZNnXh6913L0jrDUOJJRERERADNfBIREZH0mjULXnnFftvOnVCjRtbGIyIiIiI5gmY+iYiIyN0NHmyZ6WQv8fTbb5ZZTko8iYiIiEgaNPNJREREUktJIWDWLJw7dLDffvUq5M+fpSGJiIiISM6kmU8iIiLyj0OHwGTCOW9eyq1cadv24ov/1HNS4klERERE0knJJxEREYHPP7csratUKXXbn39aEk5ff531cYmIiIhIjqfkk4iISG72wQeWpNNrr6Vq+u/s2STdvAkVKmRDYCIiIiLyqFDySUREJLcxDBg71pJ0GjYsdfuFCyTdvMmNYsWyPjYREREReeSo4LiIiEhucfkytG8PW7akbitQAGJjLQkpgKSkrI1NRERERB5ZmvkkIiLyqPv2W0tSycMjdeJp2jTLTKi4uH8STyIiIiIiD5BmPomIiDyqBg2CyZNTny9QAHbvhvLlsz4mEREREcl1lHwSERF5lBgGdOgAy5bZbz9xAkqXztKQRERERCR3U/JJRETkUZCQAN27W5bY2ZOcDI6OWRuTiIiIiAiq+SQiIpKzrVtnqdWUN2/qxNPo0ZaZUIahxJOIiIiIZBvNfBIREcmJXnsNPv889flSpSxFxbW0TkREREQeEko+iYiI5CRdu8I339hvu3QJChfO2nhERERERO5ByScREZGHXUqKpZ7TwoX22xMSwMUla2MSEREREUkn1XwSERF5WJ04AZUrg5NT6sRTw4b/1HNS4klEREREHmJKPomIiDxsxoyxFBH38YGDB23bli61JJw2bcqOyEREREREMkzL7kRERB4WdevCb7+lPl+xImzcCMWLZ31MIiIiIiL/kpJPIiIi2SklxbK07s8/7bfHxUGBAlkbk4iIiIjIA6RldyIiItnhyhXo0MFSz8le4ulWPSclnkREREQkh1PySUREJCvNmGGp51S4MPz0k23bl1/+k3QSEREREXlEaNmdiIhIVqhTB7ZvT30+JAS+/hq8vbM+JhERERGRLKDkk4iISGYxDPD1hePH7bdfvw5582ZtTCIiIiIiWUzL7kRERB60mzehVi1wcLCfeDKbLYkpJZ5EREREJBdQ8klERORBiYy01HJycYGdO23b+vb9p56TyZQ98YmIiIiIZAMtuxMREfm3nn0WfvjBftv27ZZZUCIiIiIiuZSSTyIiIvfDMCzL6uxp0sSyk12BAlkbk4iIiIjIQ0jJJxERkYyIj4f8+dNuT04GR8esi0dERERE5CGnmk8iIiLpcfo0PPWU/cSTv/8/9ZyUeBIRERERsaGZTyIiInfz+uswbZr9trVrISQka+MRERF5RKSYDXYcv8T5qwl4FnClVlkPHB20KYfIo0jJJxEREXvS2pHulVfg/fehSJGsjUdEROQRsnr/GUb9HMmZ2ATrOW93V95rV5lW/t7ZGJmIZAYtuxMREbklMdGSdLKXeKpY0VLPacYMJZ5ERET+hdX7z9BnwW6bxBPA2dgE+izYzer9Z7IpMhHJLEo+iYiIXL9uSTi5uqZuc3e31HI6dEj1nERERP6lFLPBqJ8jMey03To36udIUsz2eohITqXkk4iI5F6//WZJOrm5pW6bPNmSdLpyJcvDEhEReVTtOH4p1Yyn2xnAmdgEdhy/lHVBiUimU80nERHJfUqVglOn7LcdPQq+vlkbj4iISC5x/mraiaf76SciOYNmPomISO6QnPxPPac7E0/dulnqPRmGEk8iIiKZyLOAnSXu/6KfiOQMmvkkIiKPtnPnwMsr7XZDNSVERESySq2yHni7u3I2NsFu3ScT4OXuSq2yHlkdmohkIs18EhGRR9PBg9C+vf3EU2ioJemkxJOIiEiWcnQw8V67yoAl0WQkJxHz1UAMcwq39pp9r11lHB3s7DwrIjmWkk8iIvJoadDAsrSucmX4+WfbtogIS8Jp7txsCU1ERESglb8307tVw8vdlStbFpJ09ghXd6/Ay92V6d2q0crfO7tDFJEHTMvuREQk5zObwdHRftuYMfDGG5A/f5aGJCIiImlr5e9NSKXiBIUNJhIon3CYLUOaasaTyCNKM59ERCTnunLFMsvJXuKpe3dLUmr4cCWeREREHkKbNm4gcs9uXnrpJXZu3ciu33dmd0gikkk080lERHKeCxfA09N+W8uWsHp11sYjIiKSyZKTk7l27RrJycnZHcoDYRgGw4YNIygoiA8//JBt27YxbNgwFi1alO4xkpKSiIuL4++//8bZ2TkTo70/zs7OuLm54eSkX7tF9C4QEZGcY9UqaN3aftsPP0DHjlkbj4iISCYym838+uuvbN68mT179jwyiSeAq1evcuzYMSpWrMj//d//UaxYMfbs2cNzzz2Hm5tbusYwDIMrV64QFhaGyfRwLtdzcnKiWrVqNGzYkCeeeOKhjVMksyn5JCIiDzfDAIe7rBK/cAGKFs26eERERLKA2Wxm8uTJbNy4kSpVqhAaGkrx4sUfmVk08fHxnD9/Hh8fH0wmE4Zh8Ndff1GiRAny5s2brjHMZjOXLl3Cw8MDh7v9rJBNkpOTiYmJITw8nI8//pgDBw7Qt29fJaAkV3o0vnOJiMijJy4O3N3ttw0ZAh98cPeklIiISA62YMECNm3axODBg2nQoEF2h5MlatSokaH+ZrOZ8+fP4+np+VAmn255+umnWbduHVOnTsXT05NOnTpld0giWe7hfYeKiEjudPiwpYi4vcSTv79lJtT48Uo8iYjII8swDNavX0+bNm1yTeLpURcSEkLTpk1Zt24dhmFkdzgiWU4/uYuIyMNh61Zo1gz8/FK3TZpkSTrt25f1cYmIiGSxQ4cOcenSJRo2bJjdocgD1LBhQ2JiYjhx4kR2hyKS5bTsTkREslehQhAba78tKgrKlMnKaERERLLd2bNnAfD19c3mSORBKl++PADnzp3Dx8cne4MRyWKa+SQiIlnv+nXL0jqTKXXi6Ysv4OZNy0wnJZ5ERCQXSkxMxGQykSdPniy/d0xMTLpnXLVu3ZrDhw/bbZs7dy4BAQE4OTkxZcqUu45jMpkICAggODiY4OBgNm/enNGw/7Xr16/z/PPPU758eR5//HG+//77dLVl5Hm6uLgAkJCQkCnPQeRhpplPIiKSdaKj004oTZgAgwdnbTwiIiJio0SJEulO/qxcuTLNturVq/Ptt98ybty4dI21efNmChUqlK6+6ZGcnJyhnQEnTpyIi4sLR48e5fjx49SuXZsmTZpQpEiRu7Zl5HlqlzvJzTTzSUREMt+tIuL2Ek+DB1tmOSnxJCIiki4//fQTlSpVIigoiCFDhlC0aFGioqI4cuQIbdq0oWbNmgQGBjJt2jTrNSaTiffff5/atWvj4+PD0qVLGTduHDVq1KBChQps2LABgKioKJskkMlk4oMPPqBWrVqULVuWefPmWdt8fHyIiIiwG2NQUBCVKlV6oLvQ3YrtrbfeIjAwkICAADZt2mTTNmTIEKpVq8a0adM4evQoISEhBAYGEhwczNKlS9McOywsjFdffRWAsmXL0rhxY3788cd7tmXG8xR5FOkdIiIimefrry1JJ3tFxLdtsySdJkzI+rhERERyqPPnz9OjRw9+/PFH9uzZg5+fHxcvXiQlJYXnn3+ejz/+mJ07d/Lbb78xa9Ysdu7cab02f/78bN++nS+++IJu3brh7e3N77//zgcffMB//vOfNO/p4uLCjh07WLVqFf379yc5OfmBP69mzZoRFBTEoEGDiI+PT7NfbGwslSpVYu/evcyePZu+ffty9epVa1uVKlXYvXs3b7zxBl27dqVTp07s3buX7777jp49e6ZZ7Ds6Opoyt/2RzMfHh+jo6Hu2iUj6ZHvy6bPPPsPHxwdXV1dq167Njh070uw7e/ZsGjZsSOHChSlcuDAhISGp+ptMJruPjz76yNrHx8cnVfv48eMz7TmKiOQqSUn/1HPq3t22zdvbUu/JMKBu3eyJT0REJAf77bffCAwMxO9/f9jp3r07efLkITExkQMHDtClSxeCg4OpV68eV69eJTIy0npt586dAahRowbx8fF06dIFgFq1anHkyJE079m1a1cA/Pz8cHJyshZEf1BOnDjBrl272LZtGxcuXLhrIszJyYmXX34ZgDp16uDl5cUff/wBgLOzM926dQPg6tWr7N69m549ewJQoUIFGjRokC31pEQkm5NPYWFhDBo0iPfee4/du3cTFBREy5YtOX/+vN3+GzZs4Pnnn+fXX38lPDycUqVK0aJFC06fPm3tc+bMGZvH3LlzMZlMPPPMMzZjjR492qbf66+/nqnPVUTkkXfypCXhZK846pQploRTTAzkzZvloYmIiDzqDMPAw8ODiIgI6+P48eN0v+0PQa6urgA4OjqmOr7bbKZb/dLqGxkZaS0W/tprr2U49tKlSwPg5uZG3759rQmi8ePHW8dds2ZNmtffqqWUL1++uy5/u9XPXrylS5e2mRUVFRVljetubSKSPtmafJo0aRK9evUiNDSUypUrM2PGDPLly8fcuXPt9l+4cCF9+/YlODgYPz8/5syZg9lsZv369dY+Xl5eNo+ffvqJJk2aUK5cOZuxChQoYNPPzc0tU5+riMgja8sWS9LJ3g9hPXtakk4DBmR9XCIiIo+gOnXqsHfvXusucwsWLODmzZu4uLhQsGBBm5pMR48e5dKlS5keU+XKla0Jr88++yxD116+fJnr168DYDabCQsLo2rVqgAMHTrUOm7Lli0BSyHx+fPnA7Bjxw7Onj1LcHBwqnELFChAtWrVrK/H0aNH2bJlC40aNbIbb6dOnZgxYwYAx48fZ8OGDXTo0OGebSKSPtm2293NmzfZtWsXb7/9tvWcg4MDISEhhIeHp2uM69evk5SUhIeHh932c+fOsWLFCr766qtUbePHj2fMmDGULl2aF154gYEDB951N4TExEQSExOtx3FxcQAkJSWRlJSUrnhvd+ua+7lWRFLTeyrrmX7+GcehQzHZmaafvHQpRuvWlgN9TnIkvadEHjy9ryS9kpOTMQwDs9mcqq1o0aLMmjWLDh064OLiQkhICPnz58fDw4Nly5YxcOBAJk+eTEpKCkWLFmXBggXWAuJms9n6uHV85793nrvzvL1+9uL88ssvGTFiBJcvX2bp0qVMnDiRn376iapVqzJjxgzOnDnDqFGjiIyMpE+fPphMJpKTk6latSpTpkyxO6bZbMbd3Z19+/YRFBREcnIyn3/+Ofnz5+fixYup4p4/fz59+/Zl2rRpmEwmZs2aRcmSJe2O/eabb9KzZ098fX1xdHRk6tSpeHh4YDab79p2t+dpL37DMEhOTtb3AXkgctLXkckwDCM7bhwTE8Njjz3Gtm3bqHtb3Y/BgwezceNGtm/ffs8x+vbty5o1azhw4IDNVNBbPvzwQ8aPH09MTIxN+6RJk6hWrRoeHh5s27aNt99+m9DQUCZNmpTmvUaOHMmoUaNSnf/mm2/Ily/fPWMVEXkkGAZPPf10ms0r588nqUCBLAxIRETk0bN79242b97MN998Y7f92rVr5M+fH4BVq1bxwQcf5IpaRidPniQkJMQ66yunSUxMpHv37jRv3hx/f//sDkceAdevX+eFF14gNjaWggULZnc4d5VtM5/+rfHjx7N48WI2bNhgN/EEMHfuXLp27ZqqfdCgQdaPAwMDyZMnD6+88grjxo3DxcXF7lhvv/22zXVxcXHWmlP380lOSkpi7dq1NG/eHGdn5wxfLyK29J7KZGfO4HzbLi+3S54/H+O558BkonkWhyWZR+8pkQdP7ytJL0dHR3bv3o2np6fd9i+++IJvv/2WlJQUChYsyKJFi9Ls+yi5fv06JpPJ+lwNw+DChQsUK1bMWs/pYZaYmEj+/PmpU6cOjRo1yu5w5BFwa0VWTpBtyaeiRYvi6OjIuXPnbM6fO3cOLy+vu147ceJExo8fz7p16wgMDLTbZ/PmzRw+fJiwsLB7xlK7dm2Sk5OJioqiYsWKdvu4uLjYTUw5Ozv/qx8e/u31ImJL76kHLCIC7EwbB+DHH6FDh5z7VwxJF72nRB48va/kXpycnDCZTGkWzx42bBjDhg3L4qiyX7ly5bhy5Yr1+Nbyubu9Vg8TBwcHTCYTTk5O+h4gD0RO+jrKtndonjx5qF69uk2x8FvFw+veZfvtDz/8kDFjxrB69Wpq1KiRZr8vvviC6tWrExQUdM9YIiIicHBwyBV/LRARSZe1ay1FxO0lnr780lJEXIU2RUREREQkHbI1PTxo0CBmz57NV199xcGDB+nTpw/x8fGEhoYC8NJLL9kUJJ8wYQLvvvsuc+fOxcfHh7Nnz3L27FmuXbtmM25cXBzfffcd//d//5fqnuHh4UyZMoU9e/bw119/sXDhQgYOHEi3bt0oXLhw5j5hEZGH3UcfWZJOLVqkbvvrL0vS6bYtm0VERCTn6tSpk3Wzp6lTp+Lv709AQACBgYEsWLDApu/YsWPx9fXF19fXZtbV4sWLCQ4Oxt/fH39/fz7++ONU9zEMg6ZNm1oLn6dl+fLl+Pn5UaFCBTp27GhdUhQVFYWjoyPBwcHWx7Fjx+yOsW/fPho1aoSfnx/+/v706NGDGzdupOr33nvvYTKZiIiIsJ5r2LAhx48fv2uMInJ/sjX51LlzZyZOnMiIESMIDg4mIiKC1atXU7x4cQCio6M5c+aMtf/06dO5efMmzz77LN7e3tbHxIkTbcZdvHgxhmHw/PPPp7qni4sLixcv5oknnqBKlSq8//77DBw4kFmzZmXukxUReVhduWJJOJlMMHiwbVu1apCSYkk6lS2bLeGJiIjIg7djxw4uXbpkXXVSpUoVtm7dyr59+1ixYgVvvPGGNcGzadMmFi1axN69e4mMjGTNmjWsWLECgFKlSrF69Wr279/P1q1bmT59Ohs2bLC51+TJk/H19b1rPNeuXaNnz54sXbqUI0eOUKJECcaMGWNtL1CgABEREdZHWuO5uroybdo0Dh06xJ49e4iPj2fChAmpnvvOnTspc0c9yzfffJP33nvv3i+eiGRYtpfq6NevH/369bPbduc3raioqHSN2bt3b3r37m23rVq1avz2228ZCVFE5NG0axektXx58WLo3Dlr4xEREZEsM3PmTF544QXrcbNmzawflypVCi8vL06ePImvry9hYWG8+OKLuLm5AdCjRw8WLVpEmzZtqF+/vvU6d3d3/Pz8bH5vO3DgAEuXLmXevHl89913acazatUqqlatip+fH2DZ2bxFixZ89NFHGXpeFSpUsH7s6OhIzZo12b9/v/Xc9evX6devHz/88AMNGza0ubZNmzb06tWL2NhY3N3dM3RfEbm7h78qm4iIPFjffmuZ5WQv8fTJJ5ZZTko8iYiIPNI2bNhA7dq17batW7eOy5cvU7NmTcCyIuX2WUI+Pj5ER0enui4yMpLw8HBCQkIAyw6PvXr1YubMmTg6Ot41Hnv3OHPmDMnJyQDEx8dTs2ZNqlWrxujRo0lJSbnnc4yPj2fOnDk89dRT1nODBw+mT58+lCpVKlV/Z2dnAgIC2Lx58z3HFpGMUfJJRCS3mDPHknSyl1jas8eSdOrfP+vjEhERkSx36tQpa7mT2+3bt4/Q0FDCwsKsM53SO95TTz3FjBkzKFmyJACjRo2iY8eOVKpU6V/F6u3tzenTp9m5cyfr1q1j8+bNdmtL3e7mzZt07tyZFi1a8PTTTwOwdu1aTpw4Ya0xbI+XlxenTp36V/GKSGpKPomIPMpu3PinnlOvXrZtxYtDYqIl6RQYmD3xiYiISLbIly8fCQkJNuciIyNp27Ytc+fOpUGDBtbzpUuX5sSJE9bjqKgoSpcubT2OiYkhJCSE4cOH06lTJ+v5jRs38umnn+Lj40ODBg2Ii4vDx8eHCxcu0L9/f2vx8H379tm9h7e3N05OTri4uFh3Jvfw8KBHjx7W2UnDhw+nWrVq1nHAMuOqc+fOeHt788knn1jH/OWXX9i9ezc+Pj74+Phw6tQpWrduzc8//2ztk5CQQN68ef/VaysiqSn5JCLyKIqIsCSc8uVL3fbjj5aE09mzkCdPlocmIiIi2S8wMJDDhw9bjw8ePEjr1q2ZNWsWzZs3t+nbqVMn5s+fT3x8PImJicydO5cuXboAcObMGZo1a8aQIUPofseOuJs3b+bEiRNERUWxZcsWChYsSFRUFMWKFWPq1KnW4uEBAQG0atWK3bt3c+jQIQA+//xz6z3Onz9PUlISAImJiSxZsoSqVasCll34du/ebR0nOTmZLl264OHhwaxZszCZTNZ4xo0bx+nTp4mKiiIqKoqSJUuycuVK2rVrZ/M6BAUFPaiXWUT+R8knEZFHycqVlqTT/34gsxEebkk6deiQabdPMRuEH7vITxGnCT92kRSzkWn3EhERkfv37LPPsmbNGutx//79iY2NZciQIdYZSbfaGzduTOfOnQkICKBSpUo0b96ctm3bAjBixAiio6P55JNPrNfNmzcvw/EUKFCAOXPm0KFDB8qXL8+pU6d49913AdiyZQtVq1YlKCiIatWq4eXlxbBhw+yOExYWxpIlS/j999+pWrUqwcHBvPbaa+mKISoqipSUFCWfRDJBtu92JyIiD8CcOamX1d2yeTPcNnU+s6zef4ZRP0dyJvafKfze7q68164yrfy9M/3+IiIikn6hoaHUq1ePkSNH4ubmxtq1a+/af8SIEYwYMSLV+dmzZzN79ux73s/Hx4crV67ctU/79u1p3759qvMdO3akY8eOqc6bzeZU57p27UrXrl3vGQ+k3k19xowZDB482Ga2lIg8GJr5JCKSU6WkwKBB9us5AVy5YpnplEWJpz4LdtskngDOxibQZ8FuVu8/k+kxiIiIPGoMI/NmEOfPn5/Jkydz/PjxTLtHTlOiRAl69OiRaeNn5udT5GGnmU8iIjnNsWNQvrz9tueeg7CwLA0nxWww6udI7P04ZQAmYNTPkTSv7IWjg/6SKCIici+urq4YhkFiYiKurq6Zdp9mzZpl2tg5Uf9M3vX3xo0bACpoLrmSZj6JiOQU335rmeVkL/H0yy+WWU5ZnHgC2HH8UqoZT7czgDOxCew4finrghIREcnBSpYsCWBTEFxyvlvF1G99fkVyEyWfREQedhMnWpJOnTunblu92pJ0atIk6+P6n/NX00483U8/ERGR3M7X15fixYvz66+/Znco8gBt2LCBsmXLUqJEiewORSTLKfkkIvIwMgyYPNmSdPrPf1K3nz1r6dOyZdbHdgfPAulbDpDefiIiIrmdyWSiTZs2rF+/np9++km1gnI4wzBYvHgx27Zto3Xr1tkdjki2UM0nEZGHydmz4J3GznD161t2rnvIdmCpVdYDb3dXzsYm2K37ZAK83F2pVdYjq0MTERHJsTp06EBsbCxz5sxh2bJl1K1bl+LFi+Ps7JzdoT00zGYzV65coVChQjg4PHzzKpKSkjhz5gzh4eH8/fffdO3alVatWmV3WCLZQsknEZGHwU8/QYcOqc/nzQs//ABPPpnlIaWXo4OJ99pVps+C3ZiAqAltyVelKcXaDuJWmuy9dpVVbFxERCQDTCYT3bt3p2rVqmzZsoWtW7cSGxtLcnJydof20DAMg0uXLuHh4YHpIfvjHICTkxOFCxemdu3aNGzYkCpVqmR3SCLZRsknEZHsNHkyDBpkv+3QIahYMWvjuU+t/L2Z3q0a7yzYSBRw4/AWaDsIL3dX3mtXmVb+aczmEhERkTSZTCaCgoIICgrK7lAeSklJSaxcuZLWrVtrRpjIQ07JJxGR7DByJIwaZb/t2DEoVy5Lw3kQWvl78/PVzUQ4OGAk3+Sd6g70fKapZjyJiIiIiORyD9/CWBGRR1ViIjz/vKVmk73EU1KSpYh4Dkw8AZw6dYo5c+YwetQo/P39+WHOFCWeREREREREM59ERP6tlJQUIiMjOX36NImJiak77N8Pw4fbv7hTJ+ja1fLxihWZF2QWmDlzJnny5MHX15fWrVvz4YcfMmHCBPz8/LI7tGxhMplwc3OjUqVK2lJZRERERHI1JZ9ERO6T2Wxm/vz5rF27ltjYWEwmEy4uLv90uHABLl60fOzvb3tx2bLg4mKZ6bRgQdYFnYlOnTpFjRo1WLJkCQDVqlXj559/5vfff8/myLKH2Wzm5s2bAJQrV45u3bpRs2bNbI5KRERERCTrKfkkInIfzGYzU6dO5ZdffqF9+/Y88cQTlC9f3rLTyr59EBVl/8ImTSB//iyNNatcvHiRwoULW7c6vnHjBikpKeR/RJ9veiQkJLB7925WrFjBBx98wNChQ6ldu3Z2hyUiIiIikqWUfBIRuQ/btm1j/fr1vPXWWzzxxBNgNlsKhR88aP+C1q3B0TFrg8xiRYoUsTnOmzdvNkXy8HB1daVevXrUqlWLCRMmMHHiRBYuXEiePHmyOzQRERERkSyjguMiIvdh69at+Pr68kRwMPz8s6Ve052Jp5IloV07y+MRTzzJ3Tk5OfHyyy+TkJDArl27sjscEREREZEspeSTiMh9+P2776ibJw9s2mTb4O4OdetaEk5Vq2ZPcPJQeuyxxyhVqhS7d+/O7lBERERERLKUkk8iIhnRvTs3TSYS/voLT3d327bmzaFRIyhaNHtik4eep6cnsbGx2R2GiIiIiEiWUvJJROReDAOefRZMJvj6a1IATCacbi2la9XKMtPJ1RVLk4krV64A4OPjQ0RERHZETXx8PLVr1yYoKIigoCBatWpFVBqF0Hfu3Em9evXIly8fHTp0SNf4N27coHLlygQHB9uc/+KLL6hQoQK+vr706tWLpKQkADZs2EDevHkJDg62Pm7cuAHAl19+me77Llu2jIEDB6arrz0REREsXrz4vq9Py5UrVxg/fvxd+zg5OZGcnPzA7y0iIiIi8jBT8klEJC1xcZaZTA4O8MMPtm0ODlC/viXp5OycPfHdQ968eVm3bh179uxhz549tGzZkgEDBtjt6+3tzZQpU5g8eXK6xx8yZAj169e3OXf8+HHeffddNm/ezNGjRzl37hyzZs2ytlesWJGIiAjr436Kkrdv3z5Dcd7pXsmn+00OpSf5JCIiIiKSGyn5JCJypy+/tMxycneHzZtt2+bMgevXoU6dDA87adIkatasSXBwMDVr1iQ8PNza5uPjw/Dhw6lXrx6lSpVixowZzJs3j7p16+Lj42OTLOnatSs1atQgMDCQNm3acPbsWbv3c3BwoECBAgAYhkFcXBwmk8lu35IlS1KrVi1cXFzS9VzWrVvH6dOn6dq1q83577//nvbt2+Pl5YXJZOLVV19l0aJF6RozLi6O9u3bU7lyZRo1apTmLK3bZ0lt2LABf39/+vbtS1BQEFWqVOH3338H4MKFC7Ro0YKAgAACAwMJDQ3l/PnzjBgxgl9//ZXg4GBeffVVwDJb7b333qNmzZq8/fbbqWZiLV++nMaNG1uP582bR3BwMEFBQdSoUYOoqCheffVVrl69SnBwMDVq1EjXcxYRERERyQ2csjsAEXn4xMfHc+XKFetyqZwgKSmJc+fOERUVhfP9zkR6+WXYuDH1eQ8P+Okny+51QMKJE1y/fp0zZ86kmSCJjo7mypUrJCcnc/78eRISEnjxxRcZNGgQAL/99hsvv/wyhw4dsl4THx/Ptm3bOHr0KAEBAQwbNozw8HB27txJ69at6dKlCwBTpkyhWLFiAIwfP56RI0cyY8aMNJ9WSEgI+/bto1ixYqxZs+Y+XhhbV65cYfDgwaxevZrIyMhUz7tMmTLWYx8fH6Kjo63Hx44do1q1ajg6OhIaGkrfvn2tbVu3biUiIoJKlSrx4Ycf0rt3b/773//eM55Dhw7xxRdf8PnnnzNjxgyGDRvGmjVrWLBgAWXLlrWOcenSJTw8PBg9ejRLly5l6dKlNuM4Ojqyc+dOwJLgSsuGDRsYPXo027Ztw9vbm+vXrwMwY8YMgoODs22ZpYiIiIjIw0rJJxEBwGw2s2bNGjZt2sSBAwcwDCO7Q8oQwzCIjY1l2bJlac7uSdOff8LVq5aPvb1t24KCwMkJJkywnjKbzcTExDB9+nTmz5+fajhvb2+GDh2Ko6MjTk5OTJgwgenTp5M/f3727t1LcnIyzs7OHD58mBs3bliXnnXu3BmA8uXL4+rqyrPPPgtAjRo1uHTpEleuXKFQoUJ88803zJ8/n4SEBBISEih6jwLn69atw2w28/777/P+++/z+eefZ+z1uUO/fv1455138PT0TJV8uptq1apx6tQp3N3dOXXqFK1bt6Zo0aI899xzANSrV49KlSoB0Lt3b4YPH05KSgqOt2prpaF8+fLUrl0bgLp16zJx4kQA6tSpw+TJk3nzzTdp1KgRrVq1uus4PXr0SNfzWLFiBS+++CLe//tayZcvX7quExERERHJrZR8EhHMZjNTp07ll19+oVq1avTr148SJUqQJ0+e7A4t3cxmMxcvXqRIkSI4OKRjRXFKCkRHw/Hj0KZN6vYmTSxL7+xemsKBAwcoVaoUhQsXTtX+yy+/0LBhQ5ydndm6dSsVK1bkwoULfPnllxQpUoSePXvStm1bChUqRGJiojX55Pq/guVgmYXjelsBc5PJRHJyMlu2bGHq1KmEh4fj6enJsmXLGDFiBGCZBXVred6ECRNo2bKldTwHBwd69epFhQoVMpx8qlevHtevX8fFxYXt27ezZcsWtmzZwltvvUVCQgKXLl2iYsWKHD58mNKlS3Ps2DHrtVFRUZQuXRqAggULWs+XLFmS559/ns2bN1uTT2l59tlnOXr0KADr169P1X7n63arZlPdunWJiIhg3bp1LFmyhHfffZc//vgjzfvkz5/f+rGTkxMpKSnW44SEhLvGKCIiIiIiacvRyaekpCTMZnO23DsxMdH6762PMyIpKYmkpCQSExOz7TnI/bs1o+VR8cMPP/DLL7/w1ltv0ahRo+wO576YzWbOnz+Pp6fn3ZNPZ8/C/5ZWAfDYY/98/PjjULHiPe+VkpLC1atX8fX1pUiRIqnaDx8+zOOPP46zszPR0dFUqVKFfPny4eTkxNWrV1m4cCG//vprRp6e1eXLlylQoABFihTh5s2bzJw509o2dOhQhg4dettTPYuLi4s1QRYWFkZgYGCG77lt2zab49uXGm7YsIE33njDutTsmWeeoUGDBowcOZLixYszY8YM63LBM2fOULx4cRwcHLh69SrLly+nZ8+e1rHCw8M5dOgQfn5+zJkzhyZNmuDo6Mj333+f4ZjBUvz8scce47nnnqNVq1Z4enpy7do1ChYsSGxs7F2vLV++PHv37uXGjRs4OzvzzTffWNvatWvHyy+/TJ8+fWyW3RUsWJAbN25w8+bNHJW4FRERERHJbDnqt+ekpCS2bt3Kli1b2LNnT7b+JTolJQUPDw+6d+9+zyUh9hiGweXLl/nyyy8zvkRIHgr58uWjWrVqNGjQgLp166Zvts1DyDAMfvnlF5o2bZpjE0/p8scfcOpU6vNeXpakk7t7pt7e2dmZihUrEhUVRf78+W3qIGVEq1atWLBgARUrVqRIkSKEhIRw+vRpu32jo6N55ZVXSElJwTAMfH19WbBggbW9devWjB49mho1anD48GGaNWvG9evXuXHjBiVLluSdd96xqcmUHuXKlWPUqFHWXfAaN27MK6+8AliSnNOnT8fJyYnk5GQ6depEaGio9dp69eoxZMgQjh49SpEiRfj6668z+vLY2LBhA5MmTbLOhvroo49wd3enWbNmTJw4kcDAQOrVq2e3XladOnVo3bo1/v7+eHt7U79+fbZv3w5Ao0aNeO+992jZsiUmk4k8efLw/fffU6ZMGV566SUCAwPJnz+/tfC5iIiIiEhuZzJySGGXpKQkxo0bx86dO/Hz86NWrVp4eHhk2+yT5ORkduzYQa1ate4rBrPZzOXLlylcuHCOTVrkZsnJyVy4cIHw8HD++usvmjVrRv/+/XPk5/LkyZP07duXESNGULNmzewO576lOfNpw4Z/6jndzsEBWrSA+yhOnpKSwq5du9Kc+XQvy5cvZ86cOXzzzTeqF5TLjB07FrPZbF0q+TBLSkpi5cqVtG7d+v6L+IuIDb2vRB4svackt4uLi8Pd3Z3Y2FibEhcPoxwz8+mzzz4jIiKCUaNGUa1atewOh6SkJK5fv06jRo3u6xtdupcIyUOtS5cubNq0iYkTJ1KoUCFefvnl7A4pw86fPw9YdiV7ZJjNlqRTfLz99jZtLMmnbOLj40NKSgqXL19W8klERERERB55OSLrER8fz8aNG+nWrdtDkXgSuV2jRo3o0KED//3vf20KFOcUSUlJABmqUVO0aFGbuj8PC4ebNzFt2AArVkB8PC9PmcKUn36yNBYuDO3aWR4ZSDy98847+Pn5ERQURI0aNVizZk2afX18fKhYsSLBwcEEBwcTFhZmt5+LiwvAfdWLExERERERyWlyxMyn33//neTk5Ee7Ho3kaE888QQ//vgj+/btIzg4OLvDuS85uvZYZCQOx47haa+tTBlLwuk+NWzYkHfffZe8efOyZ88eGjVqxMmTJ9PsHxYWds+vgRz9WouIiIiIiGRQjpj5dPr0aTw8PChatGh2hyJiV7ly5XB0dCQmJia7Q8kUy5Yto1KlSgQGBjJ48GDr+SNHjtCmTRtq1qxJYGAg06ZNs7bt3LmTpk2bUqNGDapWrcp3330HWHZKK1SoEG+99RaBgYFUqVKFdevWAXDhwgVatGhBQEAAgYGBNsWoJ06cSK1atahWrRqtWrXixIkTsH49ST/+yNARI6j15psEDxjAcxMmcNlkgpYtoVQpKFAAgM2bN1O5cmW7RaAff/xxm/NffvklTz/9NABPPvkkefPmBSAgIADDMLhw4cKDemkfqE6dOhEeHg7A1KlT8ff3t76WtxcaB0vtIV9fX3x9fRk2bJj1/OLFiwkODsbf3x9/f38+/vjjVPcxDIOmTZtSqFChu8azfPly/Pz8qFChAh07diQuLg6ANWvWWGeHBQcHU6JEiTRntcbExNCyZUsqVqxIYGAgzzzzjM3r36JFCwIDAwkODqZhw4b88ccf1raGDRty/Pjxu79oIiIiIiKS6XJE8ikhIcH6y9/DKqNLcypVqkRISAjVqlVLc2nOg3Dt2rUHMsvi+PHjVK9e3fpLaadOnbh8+TIA+/bto1GjRvj5+eHv70+PHj24ceMG8E+iIT1iYmJo2LDhfcd45coVxo8ff9/X382UKVM4e/Zsmu0mkwlXV9ds3YExs5w/f57Q0FB++OEH9u7dS/ny5bl48SIpKSk8//zzfPzxx+zcuZPffvuNWbNmsXPnTq5cuULv3r1ZuHAhv//+O2vXruXNN9+07soWGxtLpUqV2Lt3L1988QUvvPACV69eZcGCBZQtW5Z9+/axd+9ea+Ljm2++4fDhw4SHh7N71y66tm1L32efhevX+WjJEtxcXNjx8cdEfPIJ/s2bM3zVKrhtGWFYWBivv/46K1asoEaNGqme48svv8yXX35pPZ43bx49evRI1W/evHmUK1eOMmXKpPl6vfTSSwQEBNCzZ88sTVLt2LGDS5cuUbduXQCqVKnC1q1b2bdvHytWrOCNN97g2LFjAGzatIlFixaxd+9eIiMjWbNmDStWrACgVKlSrF69mv3797N161amT5/Ohg0bbO41efJkfH197xrPtWvX6NmzJ0uXLuXIkSOUKFGCMWPGANCyZUsiIiKsj2rVqtG1a1e74zg6OvLuu+9y+PBh9u7dS7ly5fjPf/5jbf/222/Zu3cvERERDBo0yKbu2ptvvsl7772XoddRREREREQevByRfMoJbv3Ffc+ePXzxxRc899xzxKdV7BhYtGgR69atY/fu3XTu3DkLI02f5ORkm+MSJUqwZcsWIiIi2L9/PyVKlGDkyJEAuLq6Mm3aNA4dOsSePXuIj49nwoQJGb5niRIl2Lx5833HfK/k053PKSPulXx6lP32228EBgZSuXJlAHr27EmePHlITEzkwIEDdOnSheDgYOrVq8fVq1eJjIxk27Zt/PXXXzz55JMEBwcTEhICwOHDhwFwcnKyJgnq1KlDiRIl+OOPP6hTpw6rVq3izTff5KeffsLNzQ2ApUuXsm7tWqr7+xPs58eHEycS/b/EztLt21mwcSPB776L/9tvszgszGa2y/z58/n444/59ddfKVu2rN3n+NJLLxEWFkZiYiJ//fUXf/75J08++aRNn/Xr1zNq1CjCwsLSTOhu2rSJvXv3snv3booWLUr37t3v81XPuJkzZ/LCCy9Yj5s1a4a7uztgSSh5eXlZlwuGhYXx4osv4ubmhouLCz169GDRokUA1K9fHy8vLwDc3d3x8/Ozqe914MABli5dytChQ+8az6pVq6hatSp+fn4A9O3b13qP28XExLB+/XpefPFFu+MUL16cBg0aWI9r165tE8/tye3Y2Fibz02bNm1YtWoVsbGxd41VREREREQy1yORfLpzSVDRokWZNWsWLVq0ACzbDzo7OzNr1iwAvv76a+ushrNnz/Lcc89Rq1YtAgICGD58uHVcHx8fRowYQd26dSlbtixjx45NM4bMWpoTHh5OgwYNCAoKIjAwkJ/+Vzz5999/p169egQGBlKrVi22bt1qvWbmzJlUqFCBqlWrMnnyZJvx7rUUasiQIVSrVs1m+RRYCiTfen4pKSnEx8dbf8mrUKECgYGBgGWWQs2aNVMVo7a3xOpOd86SMplMfPDBB9SqVYuyZcsyb948wLJTYL9+/ahUqRJBQUFUr16dhIQEXn31Va5evUpwcLB1dkvjxo3p378/devWpUWLFqnucefMMHuv9+jRo4mJiaFz584EBwcTERGR5ucrN7j1ehmGgYeHh80MluPHj9O9e3cMw6BKlSo2bdHR0TRt2vSu49atW5eIiAhq167NkiVLqFmzJilnz2KcPs3bbdoQ8eGHREybxr6vvmLfypXwxBMY7u58Oncuu3fvZt26dezfv5+VK1daxw0MDOTSpUvs27fPem78+PHWJV9r1qyhZMmS1KhRg59++omvvvqKbt264eT0T0m8jRs3Ehoays8//0zFihXTfA6lS5cGwNnZmTfeeONfJVMzasOGDdSuXdtu27p167h8+TI1a9YEIDo62mb2lo+PD9HR0amui4yMJDw83Jo8TEpKolevXsycORNHR8e7xmPvHmfOnEmVBP7yyy9p3bo1np52K3bZSElJYdq0aTz11FM251966SVKlSrFu+++y/z5863nnZ2dCQgIyNLPg4iIiIiI2GHkAF988YXxyiuv2G07d+6c4eHhYRw4cMAwDMOYOXOmARiRkZFG4cKFjYSEBGPp0qVG3bp1jU6dOhmGYRjdunUzFi5caBiGYbRo0cLYsGGDYRiGkZSUZLRs2dL49ttvDcMwjDJlyhivv/66YRiGceHCBaNgwYLGqVOnDMMwjJs3bxrLli0zbt68mSqmOXPmGEFBQYbZbLYbc5kyZYyAgADDz8/PCA0NNc6fP2+338WLFw1PT09j06ZNhmEYRkpKinHx4kUjMTHRKFWqlLF69WrDMAxj8+bNRvHixY2rV68a+/btM4oXL27ExMQYhmEYb7/9tnHr03z58mUjODjY2nbhwgWjVKlSxqlTp4zjx48bgPHVV1/Z/yQYhpGYmGgEBQUZhQoVMho1amRcuXIlVZ9r164ZFStWNJYsWWIYhmEdd86cOYZhGEZ4eLhRrFgxIy4uLtW1x48fN9zd3a3HgDFx4kTDMAzj4MGDRv78+Y2kpCRj9+7dhp+fn5GSkmIYhmFcuXLFSElJSXW9YRjGE088YbRs2dL6ebqzz9WrV62vT1qvt2FYPmd//PFHmq+NYRhG586djR9++OGufR5G4eHhRtu2bY3Y2Fi77efPnzc8PDyMgwcPGoZhGLNnzzYA48iRI4afn58xd+5ca98jR44YFy9eNC5dumR4eXkZa9eutbb98ccfRmJiovVrYt68eYZhGMb27dutXxN//fWXkZiYaBiGYcT+/rvh4uxsXFm0yFgwaJBRtVw54+LChYbx55/GzRs3jN27dxuGYRhjx441WrVqZVy9etU4c+aMcfXqVWP//v2GYRhG9+7djcmTJxuRkZGGr6+vsWrVqjRfh7CwMKNly5aGj4+PERkZaT2/ceNGo1SpUtb7GYZhJCcnG9u3bzf+/vtv67lr164Zly9fth5//PHHRsOGDe3e68iRI0bbtm2NY8eOpRlPRuXJk8fu95K9e/caJUuWNDZv3mw917ZtW+Obb76xHq9YsSJVrCdPnjTKly9v/X5oGIYxbNgw46OPPjIMI/V76U4TJ040evfubT2Oj483HBwcjKSkJOs5s9ls+Pr6GitWrLjn8zObzUbv3r2NDh06WN/7d/ryyy+NJ5980ubc888/b0yfPv2e42eVMWPGGKNGjcruMNLl5s2bxtKlS+3+Pyci90fvK5EHS+8pye1iY2MNIM3f5R4mOX7mU1pLgvLmzUtwcDBbt25l3bp1DB06lN27d2M2m/nll19o2rQp8fHxrF+/ngEDBlhnyxw9etS6NAiwLmMpWrQo5cqVu2fx2vQuzYmIiOC///3vXZfmhIeHU7FiRWsdJAcHBzw8PDh8+DAODg60bNkSgAYNGlC8eHEiIiL45ZdfePLJJ/H29gagT58+1vHutRTK2dmZbt26pfnc8uTJQ0REBOfOncPPz4+ZM2fatN+8eZPOnTvTokULa7FmSHuJVXrcqgPj5+eHk5MTZ8+epVy5ciQnJ9OjRw+++uorkpKScHBI+0u5W7duODs73/Neab3euV2xYsWYO3cuTz/9NEFBQRw5coQiRYrg5OTE8uXLWbJkiXVWW8+ePblx4waFCxdmxYoVfPDBBwQFBVG5cmWGDh2K2WwGLMu59u/fT1BQEKGhoXzzzTcUKFCADb/+allaV64c9Tp25KPQUNzd3OjauDEvt2tHkwkTCHr2WYKrV+eXX34BYMiQIdSsWZO6devStGlT6tWrl2p2WqVKlVizZg0DBgzghx9+sPs8n3rqKXbu3Enx4sWpVKmS9XzPnj1JTEwkNDTUOlvq1iyqVatW8X//938AnDt3jiZNmhAYGEhAQAAbN27k66+/ftCfjjTly5cvVc2xyMhI2rZty9y5c22WrpUuXdpSsP1/oqKirLO2wLIULiQkhOHDh9OpUyfr+Y0bN/Lpp5/i4+NDgwYNiIuLw8fHhwsXLtC/f3+b18fePby9vVPNKEtISLB+L4PUs9Ju6d+/PydPniQsLCzN93v37t359ddfuXjxovVcTqgZKCIiIiLyqHO6d5ec5faET0hICOvWrWPTpk2MHz+egIAAFixYQOHChfHy8uLatWuAJYHl6upqd7zbzzs6OpKcnExkZCTPP/88V69epWXLlkyfPh3I2NIcs9mMs7MzAwYMsNZE+frrr5k0aRIAAwYMSNcyFHvPO63zxv+WQm3bti1Vv6ioKPLly2f9pa5///5s2rQJsNTMCQgIsPbNkycPoaGh9OrVy7rzWVJSEp07d8bb25tPPvkkXfGOHz+exYsXAzBhwgS7r5m91/9W4mLjxo38+uuvvP3222zatMnml9rb5c+f3/qxk5MTKSkp1uNHsUB4ZnjqqadsljrdXtPr559/tntNtWrVrAkieyZOnPjPQUoKnD1LaLlyhN65u5q3N9SoQf927ehvZxwnJydGjx7NyJEjOX/+PJ6entav49uLiPv6+toklu/k4uJik7S45ciRI6nOpaSksGvXLp588klrwrZcuXLpTqpmhsDAQA4fPkypUqUAOHjwIK1bt2bWrFk0b97cpm+nTp147bXXeP3113FycmLu3LnWGm5nzpyhWbNmDBkyJFVi/Pbla1FRUQQHB1uX2E6dOtWmr4+PD6+99hqHDh3Cz8+Pzz//nC5dutj0+eKLL3j55ZdtlvANHTo0VT2p/v37c/ToUZYuXUqe2wrJX7lyhevXr1OiRAnAUhusSJEiNknjgwcPMmLEiHu+fiIiIiIiknly/MynunXrsnfvXg4dOgTA3LlzuXnzJmBJPn3zzTcUKlQINzc3QkJCGDFihHXGT/78+WnSpIlNkeqYmBhOnTp113ve2q79k08+sf7CtWnTJl588UV++ukngoKC0rw2Pj6eK1euWI8XL15M1apVAUvdklv1cUJDQ6lXrx5Hjhyx/sJnNpu5dOkSFStWxGw2s3btWsAyo+ns2bMEBwfTtGlTVq9ebS2OPWPGDOu96tWrx/Hjx21qLkVERFhfr9tNnTrVGktAQAAnTpzg+vXr1ji+++47a52n5ORkunTpgoeHB7NmzUqVCEtOTrbWYdmxYwcxMTEEBwczdOhQ6z1un/lwLxcuXCA+Pp4WLVrwwQcf4OPjQ2RkJAULFuTGjRt2n88tXl5eGIZBZGQkgM3MlLReb4CCBQuqaHFmuHYNVq60PI4dg6tX/2kLDoZ27cDO7nSS2rPPPptqplBsbCxDhgxJNZOocePGdO7cmYCAACpVqkTz5s1p27YtACNGjCA6OppPPvnEet2temsZUaBAAebMmUOHDh0oX748p06d4t1337W2x8bGsmTJEru7Ct5u69atfPrpp0RFRVG7dm2Cg4OtMytjY2Pp0KEDAQEBBAUFMW3aNJYvX279HhQVFUVKSspdvyeLiIiIiEjmy/Ezn25fEpQnTx5atWpFkSJFAKhRowaxsbE0a9YMgObNm9OvXz/rMcDChQsZNGgQ/v7+mEwm3NzcmDlzJiVLlsxQHLcvzbnl1oyhZcuWsWzZMubMmcO5c+d45plnSElJISkpiQoVKqS5NKdw4cL8+OOPvPnmm1y9ehUHBwfGjBlDu3btWLJkCf379+fNN9/E1dWV77//nvz58+Pv78/IkSNp2LAh+fPnp2PHjjbjrVixgrfeeos333yTpKQkSpcuzdKlS+/5/Pbu3cuwYcMAS1KmWrVq1sRbWFiYdenVrURa/fr1+eyzzwDbJVbJycnWJVb36+TJk/Tq1YukpCRSUlKoX78+Tz75JM7Ozrz00ksEBgaSP39+fv/991TXOjk58emnn9K2bVuKFCnCs88+m67Xu3///vTq1Yt8+fLx5ZdfEhwcfN/x53Y+Pj5c2b0b7pwxlZgIVatC8eKQjmWSYutWwnrkyJG4ublZk9NpGTFihN0ZQbNnz2b27Nn3vJ+Pj49NIt2e9u3b0759e7tt7u7ud90R9Jb69etjGIbdtjJlyrBjx440r50xYwaDBw9Oc2aoiIiIiIhkDZOR1k/1D5G5c+eyY8cOm1k8d1O0aFF+//13fHx8Mi2mpKQkVq9eTatWrdJVT+hOZrM51RIhydm6dOnCc889Z5Pwywl+++033n//fRYuXEjBggUz70aGATt2wPnzqds8PS0znO6xg9rdZOV76tayu3LlylG0aNEMX3/06FEGDhzIJ598Qrly5R5YXOvXr6d48eL4+/s/sDFzsqlTp9KvX7+H6nvs6NGjcXBwsNlZ9WGVlJTEypUrad269X39Pyciqel9JfJg6T0luV1cXBzu7u7ExsZm7u9yD8DD8xO5iOQYnTp1Ijw8HLD8gu/v709AQACBgYEsWLDApu/YMWPw9fHBt0QJht1Wz2nxpk0EDxqE/9tv49+zJx9PmZLqPoZh0LRpUwoVKnTXeJYvX07lypWpV68ezzzzDHFxcda2jz76CH9/fypXrszTTz9919k627dvJygoiMcff5ymTZty+vRpa5vJZCIgIIDg4GCqV69OREQEycnJJCQkUL169YdiWWazZs2UeLpN//79H6rEE1jqVN1eh05EREREJDd4uH4qf0D+/vvvTJ31JJKb7dixg0uXLlG3bl0AqlSpwtatW9m3bx8rVqzgjTfe4NixY3D9Opvmz2fRvHns/egjIj/7jDV//MGKnTuhUiVKdejA6s2b2b9/P1u3bmX69Ols2LDB5l6TJ0/G19f3rvFcu3aNnj17smTJErZt20aJEiUYM2YMAGvXrmXevHmEh4cTGRlJ9erVrctH72Q2m+natStTpkzhzz//pHXr1rzxxhs2fTZv3mytU9aoUSOuXLmCq6srL774Ih/fWShd5A5Xrlzh6NGjVKlSJbtDERERERHJUo9k8klEMs/MmTN54YUXrMfNmjXD3d0dgFKlSuFVpAgnw8Jg/XrCFi/mxebNcfPwwMXfnx59+7Lor7+gfHnq16+Pl5cXYKn/4+fnZ905DeDAgQMsXbo01c5nd1q1ahVVq1a17hrZp08fFi1aBMCePXto0KCBtcZY69atrcXv77Rr1y6cnJxo0qQJAK+88go///xzmjsienh4EBcXR3x8PF26dGH27Nlp1iYSAVi2bBkmk4k6depkdygiIiIiIllKyacsdvtypTlz5hAYGJj2cqWxY/H19cXX19dmtsbixYsJDg7G398ff39/uzMu0rNc6dq1a7Rs2ZKiRYum6ne3toyMs2/fPho1aoSfnx/+/v706NGDGzduADxUy5Uk/TZs2EDt2rVTN+zaxboxY7j899/UrFABgOgLFyjj7w9Nm8Ljj+NTsSLR0dGpLo2MjCQ8PNy6E2VSUhK9evVi5syZON6jDlR0dDRlypSxHvv4+HDmzBmSk5OpXr0669at4+zZsxiGwcKFC7l69ap1F8O7jVOgQAEKFixITEyM9VyzZs0ICgpi0KBBuLq64ubmxuHDh8mTJw958+blwIEDd3/xJFf6+++/+fLLL/nuu+/o0qXLv9pwQUREREQkJ8rxu93lJLcvVzKbzVSsWJHNmzdTuHBhTp48SdWqValbty6+vr5s2rSJRYsWsXfvXpycnKhfvz716tWjTZs2lCpVitWrV+Pl5UVsbCzVq1enevXqNG7c2HqvW8uVdu/enWY8zs7ODBkyBA8PD5tr79WWkXFcXV2ZNm0agYGBpKSk8MILLzBhwgRGjhxps1xp9OjRGXw1JbucOnWK4sWLWw4MA/bsgZMn2RcVRejUqYQNHoybqyuUKWPZua5oUbjLbmOnTp3iqaeeYsaMGdZdJkeNGkXHjh2pVKmSzWyojGrSpAlvvfUWbdu2xdHRkaeffhqw7HqYUSdOnKB06dLEx8fz6quvMnToUKZOncqRI0c4evQo+fPnZ+vWreka+8SJE8TExDBp0iQKFy6c4VgkZzCbzcTGxnLixAmcnJzo2rUrnTt3zu6wRERERESynJJPWejO5UoNGza0Xa7k5cXJkyfx9fUlLCyMF198ETc3NwB69OjBokWLaNOmDfXr17eOcbflSvPmzeO7775LMx4XFxeaNm1q95f7u7VlpG+F/82AAXB0dKRmzZrs37/feq5Lly5UrVqVUaNGaTv0HCJfvnwkXLsGiYlw+DBcv05kdDRtx4xh7uuv06B9e6hUCYDSpUtz4sQJ67VRUVGULl3aehwTE0NISAjDhw+nU6dO1vMbN24kOjqaadOmkZycTFxcHD4+PuzcuZMxY8awadMmAObPn0/p0qVZu3atzT28vb2tSaC+ffvSt29fwLKzX8mSJSlYsCDjx49n8eLFAEyYMCFVrFevXiU2NpYSJUpYnwuAm5sbffv2pXfv3jg5OVGpUiVu3LiBYRgULFgwXcknJycnHB0dyZcvn4pPP8IcHBwoUaIEzzzzDLVq1bJ+PxcRERERyW2UfMpCGzZsYODAgXbb1q1bx+XLl6lZsyZgWQLUoEEDa7uPj4/1F+Xb3VquNGPGDOCf5UpffPHFPZcrZbX4+HjmzJnDuHHjrOe8vLysy5W0S1cOcPkygY89xuEFCyjVtClcv87BkydpPXo0sz79lOZ3zOro1KkTr732Gq+//jpOTk7MnTuXkSNHAnDmzBmaNWvGkCFD6N69u811mzdvtn4cFRVFcHCwNbk5depUm74+Pj689tprHDp0CA8PD6ZPn06XLl2s7WfOnMHb25vr168zYsQIBg8eDMDQoUNt6kmZzWaSkpL49ddfadKkCTNnzqRdu3a4urpy+fJlXFxcyJcvH2azmbCwMKpWrWq9Nk+ePERHR9OyZUs8PDzS9VIWL16cV199lXLlyqWrv4iIiIiISE6lmk9ZyGa50m327dtHaGgoYWFhGfrL+L2WKz1Mbt68SefOnWnRooV16dMtXl5enDp1Kpsik3TZtw9+/hm2bOHZ+vVZ88cf4OAAQUH0X7KE2Js3GTJuHMHBwQQHB7NmzRoAGjduTOfOnQkICKBSpUo0b96ctm3bAjBixAiio6P55JNPrNfNmzcvw6EVKFCAOXPm0LFjR+rWrcupU6d49913re0tWrSgSpUqBAUF0aBBA/r162d3HAcHBxYsWMCAAQN4/PHHWb58OZMnTwbg0KFD1KlTh6CgIAICArh48SJTpkyxXrtlyxZq1qyZ7sSTiIiIiIhIbqKZT1koX758qXbOioyMpG3btsydO9dmplNWLFcKCAi4r+fRv3//DI2TlJRE586d8fb25pNPPknVnpCQQN68ee8rFslEhgHr18P/CsTfEtqsGfWGD2dkQABu+fOzdt26uw4zYsQIRowYker87NmzmT179j3D8PHx4cqVK3ft0759e9q2bcv58+fx9PTEweGfvPq+ffvueY9b6taty969e9N9/pbp06czZMiQdN9HREREREQkN1HyKQsFBgZy+PBhSpUqBcCff/7JSy+9xKxZs2jevLlN36xYrnS/MjJOcnIyXbp0wcPDg1mzZqWq65SSksKxY8fuOxEmD45hGJYPUlLg1Cmwl2wpXZr8QUFMLlKE41FRWiqJJXn6xBNPpHoP3431tRYREREREckFlHz6ly5cuEBcXBwJCQmYzea79q1duzZff/01Hh4eGIbBW2+9xaVLl+jfv7+1z+uvv069evUoWLAgDRs2pGLFigA0b96cEiVKsHv3bsaMGUNUVBTjx49n/PjxADz//PO0b9/e5n4xMTGkpKTcdce7zp07c/nyZeLi4ihevDg1atRgzJgx92xL7zgrV65kyZIlVKhQAT8/PwCCgoKstXZ27dplLZj+b3Y1yw4mkwlnZ2cKFSpEkSJFsjuc+3Zr1tn1c+dwj4mBK1fg779tO1WrBo89Zj1s1qxZFkb4cHN1daVPnz4ZuiY+Ph6wzIYUERERERF51Cn5dJ+uX7+Oo6Mjp06dwt3dnaJFi+Lg4HDXHdt69+5N+/btcXd3J2/evHz//fc4OTmlec17773He++9l+r8559/nq4Yvb29+fPPP+/a59byuYy2pbdvz5496dmzZ5rXLV++nIEDB+Lt7Z3uez0szGYzCQkJnDt3jpiYGGtCIacp9c03mMLDifz2W7yDgqBwYciXD0qXhlKlwNU1u0N85Bw4cIB8+fLl6KSliIiIiIhIein5dB8SEhI4cuQIRYsWJTg4mDx58qT72k8//ZQbN25Qrlw5EhMTcXFxuWvC6lGWkJBAq1atbHYmy4nMZjPR0dFcunSJQ4cOZXc46WM2Q40a8McfeACVnZz45Y8/aBoYiKl8eSheHHLp12VmS05OZvPmzdSpUwdnZ+fsDkdERERERCTT5Yjd7lxcXLhxR9Hj7PT3339jMpkoWbIkTk4Zy981a9ZMdXL+536WKz2MHBwcrMXg//jjj2yO5h4SE6FxY3B0hNtibZ+czL7oaGacPs1NDw8lnjLJjRs3GD9+POfOnePJJ5/M7nBERERERESyRI6Y+VSiRAkuXbrExYsXH4plKpcuXaJQoUI2O2pJ7hYVFYWzszPnz5/n0qVLeHh4ZHdIti5fhgUL4IMP4OxZ27aZM6nXuzevr13Lp59+yq+//krNmjV57LHHMjSrLysdPXqUYsWK4e7uDlhqr12/fh13d3cKFiz40L03ExMTiYqKYvfu3ZjNZoYPH26tgSYiIiIiIvKoyxHJp1q1auHk5MSWLVt46qmnsjUWwzBISEjAy8vrngXGJffYvHkzHh4eJCYmcurUqYcn+bRyJbRpY/m4fn3bxNPu3VC1qvWwefPm+Pn5sWXLFnbs2MH+/ftJSkrK4oDTZ+fOncTHx/PEE0+QkpLCL7/8QokSJShatCienp4PXfLJxcWFYsWK0a1bN+rXr4+np2d2hyQiIiIiIpJlckTyyc3NjQYNGvD1119TtmxZAgMDsy2WlJQUwLLU6mFOPh08eJCzZ89ai6D7+fml+QvvunXrcHBwwNHREYDy5cvz2P+3d+dxVVf5H8dfl8sqCLgB4hLuiqDgvpeJypBpmqZpro02Lqk5lVouWVlWaqWVmqWmZlnzK1tMzCX3BdNIFFwTlwRRQTZFlnt/fzDekVgUAy/o+/l48Bi+37N97hfOaB/POd+b3mx2Q3p6Ort377ZcZ2VlcfXqVbp06YK9vT3h4eHEx8djNBoxGo34+fnh7u4OwK5du6hZsyZeXl63jP3333+nSpUqVKxY8Q4+OZw9e5Zy5crh4uJyR+3zc+nSJUwmU67nuGvXLr799ls6derEzz//zNWrV4t03EIzmyE4GH7+Oef9qlVhxQp4NzjuKgAAV3xJREFU4gnIZ0VTtWrVePLJJ3nyySfvQqB3LiwsjJYtW9K9e3eio6P57rvv+O677zh48CAhISE6S0lERERERKQEKRXJJ4Bnn32WpKQkpkyZQsOGDWnRogUVKlSwJEzulszMTI4dO8alS5fIzMykXLlyd7TKwmw2k56ejr29fbEcOJ6QkICrqytGo5GUlBSWL19O8+bNOXv2LBUqVMDV1dVS7+jRo/j5+eHg4ABkbyGLjo7Os9+bz7i6cOECiYmJ7Nu3D4DLly9bnkd8fDzLli2jefPmAERERHDp0qXb3jZ59OhRjh49ekefPSIiAm9v73zHMpvNd/TMz5w5Q2ZmJjVr1iQzM5OLFy+ye/dujh07RocOHRg4cCA//zXhczelpkJ+CbdXX4UpU+6Zs5xatGhBSEgI06dP5/LlywwfPpyqVaty8OBBa4cmIiIiIiIif1Fqkk/29va8/PLLbNu2jR07drB8+XIyMzPvehxZWVkcP34cb29vsrKycHd3z5XISEhI4PTp0xgMBtzd3YmLi6N69erEx8fToEEDsrKy2LdvH9WrV6dy5cpcunSJpKQkatWqRUZGBqdOneL69euYTCbKly9PtWrVADhw4ACVKlUiMTGR9PR0PDw8qFq16i1jNpvN7Nu3j8aNG3Py5EkyMzNp1KgRZrOZ3377jYyMDPz8/HB2di7UswgPD6d69ep5bjHLyMhg//79tGzZEoPBYHm1fEpKiiVp5+Pjk2e/hw8fpnLlypQvX54TJ05gY2NDWloa169fp0yZMtSpUwcbGxsSEhI4c+aMpV21atXIyMjg9OnT2NraYjQaqV69OhkZGVy8eBFbW1vS0tKoWbMmZ86csYwBcOzYMdzd3fHw8CAzM5PTp0+TkpICgIuLC15eXkRFRWE2m7G3t6d8+fLUqlWLJk2a8Pzzz9OuXTvrrXhKTISFC2HSpNxlb70FL75492O6C6ZPn07Lli2xsbFhUl6fXUREREREREqEUpN8guwEVFBQEEFBQZjNZq5fv27ZBne3pKamMnjwYMaNG0dycjKdO3fOscUnLi6Opk2b8vPPP9OgQQOWLFnC2LFjWbt2LUFBQXz22Wds2LDBcnj6F198wYgRI+jcuTN9+/ale/fuvP/++7Rv357MzEwef/xxnnjiCXr16kWDBg1o3bo1s2fP5tKlS/j7+/PVV1/h7e1dYMyfffYZp0+f5ptvvmHr1q1069aNOXPmEBcXx9q1a/H09CQuLg6z2UzTpk159dVXqVSpUoF97tmzh/79+/PTTz/l+ca/V199FaPRyOrVqwEIDg7GaDSyY8cOMjIy6NKlCz179qRv37652gYHBzN69GgeffRRRowYwdGjR9myZQsODg506dKF3r1788QTT9CqVSuWLVtGy5YtMZlMJCUl4e7unqM9wMqVKxk/fjy7du2ibt26ucYAGDBgAP/4xz946qmneOaZZ6hatSpz587FxsaGixcvUqlSJWbOnEliYiJvv/02RqMRBweHYlm1dtv27IHvvoMNG2D//pxl27ZB+/bWiesuadose1WdyWTi7HUnKprMVo5IRERERERE8lKqkk83MxgMODo6WmVsW1tbnJycyMjIwNnZOUfyKSIigsaNG9OsWTMARo0axfPPP0+FChUIDAwkPDycHTt2MHnyZJ577jmcnJzYtm0b7777LgBbt27l8uXLlv5SUlI4ffo0zs7O2NjYMHjwYJydnXF2dqZWrVpcuHCBOnXq5Bvrpk2bmDVrFhs2bMDFxYWQkBDat2/Pm2++SXx8PL1792bOnDmWFUJTpkxh1KhR/PTTTwU+g1WrVjF48GDL28ZutnLlStasWcO2bdssq6mMRiNDhw61nAE1ePBgduzYwbBhw3K1NxqNODo6Wp5t7969Lcmw1q1b8+eff+Ls7Eznzp2ZNGkSvXv3pkuXLgQEBORqD9mHPbdt25bAmw7X/msdW1tbHBwccHZ2Zv369ezdu5eyZcsCWOrY29tjZ2dX6BViRe6pp+Dzz/933a4dNGwIgwfDiBGQx8/kXhN6KIYZP0Ti2X8WNg7OPLl4Dw+Uc2CCXiAnIiIiIiJS4pTa5FNpcfPKmKCgIDZu3Mi2bdt44403qF+/PitXrqRcuXJ4eXlZtnnt2bMn38TazfeNRiOZmZlERkbSv39/ANq2bcuHH34IZCeyhg4dyg8//EC9evUs8bzyyit06tQJgO+//57q1asDYGdnx/jx4y2rg5YvX87cuXMBGDduHEOHDgWyE2JfffWV5aynm61evZoZM2awadMmPD09b/ls8ov9Vp8ZYO7cuRw+fJhffvmFwYMHM2DAAF7MZ4vZXw8ft7W1zbFqLi0trcBYrS4tDcqXh2vXcpe9/jp06HDPnOd0K6GHYhi58gBmwLGan+X+haTsn+HGqAv8o9Gtt6OKiIiIiIjI3WH195F/+OGH+Pj44OjoSMuWLQkLC8u37uLFi2nfvj3lypWjXLlyBAUF5ao/ZMgQDAZDjq/g4OAcdeLj4xkwYACurq64u7vz9NNPWxI/f1fr1q05ePAgR44cAWDJkiWkp6cD2cmnVatW4e7ujrOzMx06dOCVV14hKCgIyE6QdOzYkVmzZln6O3/+POfOnStwTF9fX8LDwwkPD7ckb7Zt28bAgQP57rvvaNy4cY76Dz30kOV7d8+qJCQkWK6/+OILywqhQYMGWfq9kXiC7ART48aNqV8/5zKTr776iilTprBx40ZLQutmK1euJCMjg2vXrrFq1SqCgoLyjP12HTlyhIYNGzJmzBhGjhzJnj17AHB1dSUxMbHAtrVr12bv3r0AnDp1ih07dljKunfvzuzZsy1vM7x48eJt91vkLl+GypXBySl34mnlyuw32z344H2TeMoymZnxQyR5bbC7cW/WuiNkaQueiIiIiIhIiWHV5NPq1auZMGEC06dP58CBAzRu3JiuXbsSFxeXZ/0tW7bw5JNP8ssvv7B7926qVatGly5d+PPPP3PUCw4OJiYmxvL1xRdf5CgfMGAAhw8fZsOGDfz4449s27aNESNGFMlnqlSpEkuWLKFnz540btyY48ePW9661qxZMxITEy2rjjp06MDp06ct1wCff/45J06cwM/PD39/f3r16pVjG97tevrpp7l+/TpDhw4lICCAgIAAIiIiiEtK4+2PP8c3sDlT313MlvDjtGzbAV8/f/z9/dm6dSvLly8vsO9PP/2Up59+Otf9AQMGkJaWRo8ePSxj3hx7gwYNaNu2Lf7+/rRv355+/foV+nPd7KWXXqJhw4YEBgayYsUKXnnlFQBGjBjBG2+8QUBAQL7bB1988UV++eUX/P39mTx5Mi1btrSUvfvuu1y/fh1/f38CAgJ46aWXAOjZsyfh4eEEBATw6quv/q3YbykpCV5+GR54AGJjc5atXZuddBowoHhjKIHCTsUTk1jwKrXYpDTCTsXfpYhERERERETkVgxms9lqSwRatmxJ8+bN+eCDD4Dsg4OrVavGs88+e1tvr8rKyqJcuXJ88MEHDBo0CMhe+XTlyhXWrFmTZ5uoqCh8fX3Zt2+f5Vym0NBQQkJCOHfu3C0P705NTaVfv348//zzJCUlERwcnOPMp7xUrFiRX3/9Ncfb3UwmE3FxcXh4eGBjc3dygHFJaUT8mZhr1ciNNTP+VdzwcLXOOVr3guTkZPr378/LL79Mq1at7qyTZctg6FBwcIDGjeHGyj53dwgPz05G3ce+C/+TcV+G51nmYDTzdossXgwz8nafQHoEVLm7wYncYzIyMvjpp58ICQm55Z9zInJ7NK9EipbmlNzvkpKScHNzIzExEVdXV2uHUyCrrXxKT09n//79li1nADY2NgQFBbF79+7b6uPq1atkZGRQvnz5HPe3bNmCh4cH9erVY+TIkTlW3+zevRt3d3dL4gmyt8PZ2NhYtmHdi8xmM8cuJBe4XenYhWSsmIu8f2Vmgo9P9ta5G9sbr1+HgABYswaysiAh4b5PPAF4lL295Ojt1hMREREREZHiZ7UDxy9dukRWVlauQ6k9PT0t5yXdysSJE/H29s6RwAoODqZXr17UqFGDkydP8tJLL/GPf/yD3bt3YzQaiY2NxcPDI0c/tra2lC9fnti/bm+6yfXr17l+/TqpqalkZWVZDqs2m82Ws4Hyc2Mb4c31biR5bqd9UbhyNYP0LBM2BRwNlJ5lIiE1Hfcy+leDO2EymTCbzWRmZpKRkXHrBjEx2OWTUMr85BPM/13NR1ZW9pcQWLUsD5Rz4EJSWq5EqoNN9p3q7g4EVi17ez8DEcnXjTmkuSRSdDSvRIqW5pTc70rT736pfdvdrFmz+PLLL9myZUuOt6HdfI6Qv78/jRo1olatWmzZsiXH2UqF9eabbzJjxgwAKlSowL59+/D19eXixYsYjcY77vfGYdZ3g6/7reukpyQQVzRnr993UlJSSE5OZteuXQWe0+Vw5Qr1P/8cnw0bcpXte/55zrdrl32Rz3lV97sJ9QsuH1P3KutD192dYETuAxvy+P8qEfl7NK9EipbmlNyvrl69au0QbpvVkk8VK1bEaDRy4cKFHPcvXLiAl5dXgW1nz57NrFmz2LhxI40aNSqwbs2aNalYsSInTpygU6dOeHl55TrQPDMzk/j4+ALHnTx5MhMmTCA1NZWnn36a5s2bk5qaSqVKlbC1LfxjNJvNXLx4kUqVKmG4gzeVPfHEEzz33HO0bt2a+fPns3jxYsvb/Z5//nmeeuopS92ZM2eyZOlSrmea6BjyGE+PnwzA5rVr+PKT+WRlZgLQtVc/3pg6OcfKJ7PZTOfOnTlw4ADx8fkf4vzjjz/y4osvkpWVhZ+fH0uXLrXsOZ09ezbLly/HZDJRt25dlixZgru7e5799OnTh927dxMTE8Ply5dz1FuxYgVz5861rJj79NNPLW/Ve/DBB1m2bBk1atQo9LMsKk5OTpQtW5Y2bdrkOMD8BsO2bRi2bsXm448x/OX3PuPgQahfnwAg4K5EW7ptjLrArHVHiE363+Hj1d0dGFP3Kp07d9aef5EikJGRwYYNGzSnRIqQ5pVI0dKckvtdUlKStUO4bVZLPtnb29O0aVM2bdrEY489BmRvW9q0aRNjxozJt93bb7/NzJkzWb9+fY5zm/Jz7tw5Ll++TOXKlQFo3bo1V65cYf/+/TRt2hSAzZs3YzKZ8kwY3ODg4ICDgwNGo9HyBWAwGO7owPAbW+3upH1YWBgJCQm0bdsWAD8/P3bu3Imbmxtnz54lMDCQtm3bUqtWLbZt28aXX35JxMGDhJ2+wsi+j+Ab0IyWD3amopc3byz6gvKVPEhNTmJ0ny70DX6Qjh07WsaaO3cutWrV4sCBA/nGmZKSwvDhw9m6dSv169dnzJgxzJw5k3feeYcNGzawbNky9u7dS9myZXn99deZOnUqH374YZ59jRw5kgULFuDp6YmNjY1lzCNHjjBx4kR+++03KleuzMqVKxk9ejRr164F4N///jczZsy45Zv6ipONjQ0GgwFbW9v//eFnMkH79rBr1/8qtmuXfcZTv34wciQ4OKA/KgvnH42q0sWvCmGn4olLTsOjrCOBVcuyPnQddnZ2+suHSBHSnBIpeppXIkVLc0ruV6Xp995qB44DTJgwgcWLF/PZZ58RFRXFyJEjSU1NZeh/D10eNGgQkydPttR/6623mDp1KkuWLMHHx4fY2FhiY2NJScneJ5aSksILL7zAnj17iI6OZtOmTfTo0YPatWvTtWtXABo0aEBwcDDDhw8nLCyMnTt3MmbMGPr163fLN92VFIsWLaJ///6W606dOuHm5gZAtWrV8PLy4uzZswCsXr2agQMH4uLigl+1inTt9SS/rF0DgF+TFpSv5IEBcCnrSoMGDTh9+rSl38OHD7NmzZpbvnlw3bp1BAYGUr9+9n6oUaNG8cUXXwDw+++/065dO8qWLQtASEgIK1asyLevoKCgXGdyARw6dIhGjRpZkoghISGsW7fOsr3tkUceYd26dSQmJhYY611z+XL2AeJGY87EE8C8ebBnD4wfn/1WO7kjRhsDrWtVoEdAFVrXqoCxoAPNRERERERExGqsmnzq27cvs2fPZtq0aQQEBBAeHk5oaKjlEPIzZ84QExNjqb9gwQLS09Pp3bs3lStXtnzNnj0bAKPRyMGDB+nevTt169bl6aefpmnTpmzfvh2Hm/4j//PPP6d+/fp06tSJkJAQ2rVrx8cff3x3P/zfsGXLlnxXaW3cuJGEhASaN28OZD/DB/57qLWHqyOtGtXnUuyfOdo42Npgn3yeA/v2Wg5vz8jIYPjw4SxatOiWZ1rdPAaAj48PMTExZGZm0rRpUzZu3EhsbCxms5nPP/+c5OTkArfw5aVx48YcOHCAY8eOAbBy5UrMZrMlWWZnZ4e/vz/bt28vVL9FLj0dWreGihVzl/38M5jNEBh49+MSERERERERsRKrHzg+ZsyYfLfZbdmyJcd1dHR0gX05OTmxfv36W45Zvnx5Vq1adbshljjnzp3L9ZZAgIiICIYOHcrq1atxdnbOs617GXtcnexoUr0c6ZlZ2NsaSY2/wMMDnmDhwoVUrVoVgBkzZtCrVy8aNGhwy+dekI4dO/L888/TrVs3jEYjPXv2BCj0OVl16tRh4cKFDBo0iMzMTB555BHc3d1z9OPl5cW5c+fuONa/5fp1OHwY/pscy+HXX+G/WzxFRERERERE7jdWXfkkd6ZMmTKkpaXluBcZGUm3bt1YsmQJ7W68LQ2oXr16jq100dHRVK9enfLO9ni5OZGWeInOnTszZcoU+vTpY6m3detW5s+fj4+PD+3atSMpKQkfHx8uXrzI2LFjCQgIICAggIiIiDzHqFy5siUxNGrUKH799Vf27t3LQw89RNWqVXF1dWXWrFmWfm4nadi7d2/27NnDr7/+ysiRI7l27Rq1a9e2lKelpeHk5FT4B3qnzGY4fhx++AG2bYOb31zo4wMJCdl1lHgSERERERGR+5iST6VQo0aNOHr0qOU6KiqKkJAQPv74Yzp37pyjbp8+fVixYgWpqalcv36dJUuW0K9fPwBiYmLo1KkTEydOZPDgwTnabd++ndOnTxMdHc2OHTtwdXUlOjqaSpUqMW/ePMLDwwkPD8ff35/g4GAOHDjAkSNHAPjoo48sY9wYB7JfAzlt2jRefPFFACZNmmTp58aZXAW50U9WVhYTJ05k9OjRlClTJsdzaNy48W0/xzuWmZmdcPrxR/jvZyYtDby8oEaN7DOeTp2CfN7oJyIiIiIiInI/UfKpFOrdu3eOlUJjx44lMTGRiRMn5lpJ9NBDD9G3b1/8/f1p0KABnTt3plu3bgBMmzaNM2fO8P7771vaLV26tNDxlC1blk8++YTHHnuM2rVrc+7cOaZOnWop79KlCw0bNqRx48a0a9euwLcZPvLII5atfw0bNuShhx6ylA0bNgxfX1/q1q2Lm5sbb7zxhqUsOjqarKys4k0+JSVlJ53Wrctd1rIl1K8Pzs7ZB42LiIiIiIiICFACznySwhs6dCht2rThlVdewdnZmQ0bNhRYf9q0aUybNi3X/cWLF7N48eJbjufj48OVK1cKrNO9e3e6d++eZ1lERMQtx7hh7dq1+Zatyyvp818LFy7kxRdfxFAciZ+rV+HAgextdH/Vpg1UqJD9fXJy0Y8tIiIiIiIiUsop+XSHzGaz1cZ2cXHh3Xff5dSpU/j5+VktjpLE29ubYcOGFW2ncXHZCafjx7PPbrpZly5w0xsUwbq/EyIiIiIiIiIllZJPhWRnZwdAenq6VePo1KmTVccvacaOHVs0HWVlZR8enpKSfW1jA25uYGeXfabTAw/ku63u+vXrANjb2xdNLCIiIiIiIiL3ACWfCsne3h53d3dOnz6Nl5eXtcORopKaCps3577v4gJNmmSf5XQL0dHRAHh4eBRxcCIiIiIiIiKll5JPd6BVq1bs2rWLnj17WjsU+buuXIHt2/Mu69Ahe9XTbdqxYwdVq1alSpUqRRObiIiIiIiIyD1Ab7u7Ax07duTChQusW7dO5/yUVqmp8NtveSeeOnWCRx8tVOJp69at/PLLL3Ts2LF4Dj0XERERERERKaW08ukO+Pr6MmLECIYPH46NjQ0dO3akdu3aODk53XYfJpOJy5cvk5CQgI1N6csBXrhwAXt7e8qVKwfAtWvXiI2NpUaNGlaOrABmMxw7Bn/+mb2d7tq17DOeAMqWzd5eZzTC2bO31V16ejrnz59n165d/Pbbbzz88MP07t27GD+AiIiIiIiISOmj5NMdevjhh7l06RIeHh58+eWXlsOmb5fZbCYxMRE3N7dSuVImOjqa5ORkGjZsiI2NDX/88QdXr14tmW/fy8iAgwdz3/f2BlfX/53ntHp1obs2GAz4+fkxatQounTpUioTiSIiIiIiIiLFScmnv+m5557D0dGRhIQErl27dtvtMjIyLNu0brxBrzQ5efIkQUFB/POf/6R58+YEBwfz5ptv0q9fP2uH9j+7dsGAAXmXrV0Lvr5/q3s7Ozvc3d1xvo3DyEVERERERETuV0o+FQF7e3s8PT0L1SYjIwNPT098fHxKZfLJx8eH/v37s2jRIvbv34+Pjw8TJkzA3t7e2qFBZCS0bg1JSXmXNWhw92MSERERERERuU8p+SR3bOrUqfj6+nLu3DkWL15s3cST2Qzffgu7d8Ps2bnLU1L+t71ORERERERERO4aJZ/kjtWpW8/ytr+6bR8hy2TGaHOXz6+Kj89eyRQXl31dtSrUqAGBgfDIIzB0KJTCM7VERO5HWVlZnDlzhtTUVEwmk7XDkXwYjUbc3d3x9vYuledWioiIyN2n5JPckdBDMcz4IZLyIeNIO32QQZ8doLKbI9Mf9SXYr3LxBxAWBi1b5r7foQPMnQuF3AYpIiLWExsby3/+8x927dpFcnKytcOR21S5cmXatWvHE088gaOjo7XDERERkRJMyScptNBDMYxceQAzUNa/M2X9OwMQm5jGyJUHWPBUk+JLQK1fD8HBeZedPAk1axbPuCIiUixiYmJ46aWXMJlMdO3alWbNmlGuXDmMRqO1Q5N8ZGRkEBsby65du/j+++85evQoU6dOVQJKRERE8qXkkxRKlsnMjB8iMedRZgYMwIwfIuns61V0W/DMZggPh1dfhTVrcpfHx0O5ckUzloiI3DVms5mZM2fi4ODAG2+8Qfny5a0dktymqlWr0qxZM4KCgpg+fTpLly5l5MiR1g5LRERESigbawcgpUvYqXhiEtPyLTcDMYlphJ2K//uDpaVBz55gYwPPPpsz8dSlC5hM2YkpJZ5EREql06dPc/r0aZ5++mklnkopX19funXrxvbt28nKyrJ2OCIiIlJCKfkkhRKXnH/i6U7q5enw4exDwp2c/pdwioyEmTOz/9dszt5+p0NORURKtbCwMMqUKUNgYKC1Q5G/oU2bNiQnJxMVFWXtUERERKSE0rY7KRSPsrd3nsPt1sth5UoYODD3fRsbOHgw+012IiJyz7h06RJeXl7Y2uqvI6VZtWrVALh8+bKVIxEREZGSSiufpFBa1ChPZTdH8ltzZAAquznSokYhtk+EhWWvYsor8RQTA1lZSjyJiNyDMjIycHBw+Nv9nD9/nvbt2xdYJzo6moULF97xGMuWLeOxxx7Ls2zLli0EBATccd9FYejQodStW5fGjRvTtm1b9u3bl6tOVFQUZcqUYfz48ZZ7JpOJZ599llq1alG7dm0++OADS9no0aMJCAiwfDk6OjJv3rxc/drb2wOQnp5e9B9MRERE7glKPkmhGG0MTH/UFyBXAurG9fRHfW992HhGBqxaBSNGQMuWOcvq1MkuN5vBy6tI4hYRkXuXt7c327dvL7DOrZJPmZmZRR3WLRXlmD179iQyMpLff/+dyZMn06dPnxzlGRkZjBgxgp49e+a4v3LlSiIjIzl27BhhYWG88847HD58GIAPP/yQ8PBwwsPDCQ0NxWAw8MQTT+Qa26Bt8CIiInILSj5JoQX7VWbBU03wcsu5tc7LzZEFTzUh2K9y/o1PnQIHB7C3hwED4Ndfwc0NBg3KTkaZzXDsGGgLhojIfc9gMDBz5kxatmyJj48Pa9as4c0336RZs2bUqVOHLVu2ANmJJXd3dwCuXbtG37598fX1pXHjxnTp0gWAf/3rXxw9epSAgAC6d+8OgI+PDxMnTqRFixYMHjyY2NhYOnbsSNOmTWnYsCFjxozBZDIVKubMzEy6du1Ks2bNaNiwIf379yc1NRXIXiHVsGFDnn76aQICAvj222/ZtWsXAQEB+Pv7M2zYMBo3bmz5XLGxsTzxxBO0aNECf39/pkyZku+43bt3t2xfbNWqFX/++WeO5Narr75Knz59qFOnTo52q1evZvjw4RiNRsqXL0/fvn354osvcvX/2Wef0bVrV7z0j0IiIiJyB/Rf+HJHgv0q09nXi7BT8cQlp+FRNnurXb4rnr7/Hnr0yH2/Sxd4+WUoW7Z4AxYRkVLJxcWFvXv3smnTJnr06MEHH3zAr7/+ytdff80LL7yQa3tZaGgoV65cITIyEoD4+Oy3ry5cuJDx48cTHh6eo/7ly5fZu3cvBoOBtLQ0fvjhB1xcXMjKyqJHjx589dVX9OvX77bjNRqNrFq1igoVKmA2mxk1ahTz589n0qRJQPbWt48++ohPP/2U9PR0atWqxfLly+nYsSO//PILS5cutfQ1ePBgXnrpJR588EEyMzPp1q0bX3/9da5VTX/1/vvvExISYklG7d27l927d7NhwwZmzJiRo+6ZM2d44IEHLNc+Pj7s2bMnV59Llixh9uzZt/0cRERERG6m5JPcMaONgda1KhRcaflyGDw4930vL/j9d/DwKJ7gRETkntC3b18AmjVrRmpqqiUR1KJFC44fP56rfuPGjYmKimLUqFE8+OCDhISEFNj/kCFDLNvGTCYTEydOZMeOHZjNZuLi4vDz8ytU8slsNvPuu++ydu1aMjMzSUxMpE2bNpbymjVr8uCDDwJw5MgRbG1t6dixIwAdO3akVq1aAKSmprJp0yYuXLhgaZuSksLRo0cLHH/lypV89dVXbNu2DYCrV68yatQo/vOf/9zx9rjt27eTnJx8y2cpIiIikh8ln6TomUywbRu8/jps2pSzzN0dYmOzt96JiIjcgqNj9hZvo9GY6zqvM5Nq1qxJZGQkmzdvZuPGjbz44ou5VjvdzMXFxfL93LlziYuLY+/evTg6OjJhwgTS0tJytRk7dqwlubNixYocZatWrWLz5s1s3boVV1dX5s2bx+bNm/McLy83EkRmsxmAPXv2WD7zDRs3buT5558HoE+fPrz88stA9ha6GTNmsGnTJjw9PQE4efIkZ86csSS4rly5gslkIiEhgc8++4zq1atz+vRpWrduDWRvYaxevXqO8T799FMGDx5s+RmIiIiIFJbOfJKik5CQfXi40QhTpuRMPA0Zkn2eU0KCEk8iIlJszp07h8FgoHv37syePRuz2czZs2dxdXUlMTGxwLYJCQl4eXnh6OhIbGwsX3/9dZ715s2bZzmI29/fP1cfFStWxNXVleTkZJYtW5bvePXq1SMjI4OtW7cCsHXrVk6cOAFkJ6k6duzIrFmzLPXPnz/PuXPnCAoKsox/I/H01VdfMWXKFDZu3JgjeeTv78/FixeJjo4mOjqa8ePHM2zYMD777DMgO3m1ePFisrKyiI+PZ/Xq1ZbVZgBJSUn85z//YdiwYQU+OxEREZGCaOWT/H2//AIPP5zzXnIyTJ8Ow4bBX/4FVUREpLhEREQwefJkzGYzmZmZDBw4kEaNGpGZmUnDhg3x8/OjZs2afP/997najhs3jt69e9OwYUO8vb0JCgoq9PiDBg3iu+++o169elSqVIn27dtz+vTpPOs6ODjw5ZdfMnr0aEwmE02bNqVevXqWw9M///xzJkyYgJ+fHwaDAWdnZxYtWkTVqlVz9TVgwAC8vLzocdP5ips2baJChYK3xw8cOJB9+/ZRp04dDAYDEyZMyJFQ+/LLL2natGmug8pFRERECsNgvrGuWwolKSkJNzc3EhMTcXV1LXT7jIwMfvrpJ0JCQrCzsyuGCO+CqCjw9c1938cn+zynO3guInfqnphTIiXI3ZhT77//Pn/++Sdvv/12sfRfGiQnJ1P2vy/d2LdvH927d+fkyZOUKVPGypHdPrPZTPfu3Rk7diydO3e2djglmv6sEilamlNyv/u7eYm7SSuf5M699FLueykp4Ox892MREREphf7v//6Pd999F7PZjK2tLStWrChViScRERGR26Hkk9ye9HT48kvo0CF7ZRPAhAlw8SJ07w4vvAB3+BYdERGR+9WQIUMYMmSItcMQERERKVZKPknB4uNh0SKYPx9iYmDcOHjvveyy9u1hxw6rhiciIiIiIiIiJZvedid5O3ECxoyBatWyt9fFxIC3N9Ssae3IREREbkufPn3YvXs3kP2GOj8/P/z9/WnUqBErV67MUff111+nVq1a1KpVy/IGOcg+cDsgIAA/Pz/8/PyYM2dOrnHMZjMPP/yw5aDw/Pz444/Ur1+fOnXq0KtXL5KSkgBYv349AQEBli9vb2+aNGmSZx/nz5+na9eu1KtXj0aNGvH4449z8eLFXPWWLl2KwWBgzZo1OZ7Hrl27CoxRREREpDgo+SS5DRkCdevChx/C1avQuDEsXw6nTsHYsdaOTkRE5JbCwsKIj4+ndevWADRs2JCdO3cSERHB2rVrGT9+PCdPngRg27ZtfPHFFxw8eJDIyEjWr1/P2rVrAahWrRqhoaEcOnSInTt3smDBArZs2ZJjrHfffZdatWoVGE9KSgpPP/00a9as4fjx43h7e/Paa68B0LVrV8LDwy1fTZo0YcCAAXn2YzQamTp1KkePHuXgwYPUrFmTF154IUed6OhoFi9eTKtWrXLcf/nll5k0adLtPUARERGRIqTkk0BmJtz80sOKFbOvQ0Jg0yb47TcYOBDs7a0Xo4iISCEsWrSI/v37W647deqEm5sbkJ1Q8vLy4uzZswCsXr2agQMH4uzsjIODA8OGDeOLL74AoG3btnh5eQHg5uZG/fr1iY6OtvR7+PBh1qxZc8ukzrp16wgMDKR+/foAjBo1yjLGzc6fP8+mTZsYOHBgnv14enrSrl07y3XLli1zxGMymfjnP//J/PnzcXBwyNE2ICCAixcvEhUVVWCsIiIiIkVNyaf7WWIizJ0LtWrBzf+K+/zzEBkJa9fCww/rIHERESl1tmzZQsuWLfMs27hxIwkJCTRv3hyAM2fO8MADD1jKfXx8OHPmTK52kZGR7N69m6CgICD7Fd/Dhw9n0aJFGI3GAuPJa4yYmBgyMzNz1Fu2bBkhISF4eHjc8jNmZWXxwQcf0KNHD8u9uXPn0rZtW5o2bZpnm9atW7Np06Zb9i0iIiJSlHTg+P1q61Z49FFITs6+/uQT6Ngx+3svr+wvERGRUurcuXN4enrmuh8REcHQoUNZvXo1zs7OheqvR48eLFy4kKpVqwIwY8YMevXqRYMGDXKsPrpTZrOZJUuWMG/evNuqO2rUKMqVK8e4ceMAOHToEP/3f//Htm3b8m3n5eXFuXPn/nasIiIiIoWhlU/3q8DA7BVNDRrA4sXw6afWjkhERKTIlClThrS0tBz3IiMj6datG0uWLMmxda169eqcPn3ach0dHU316tUt1+fPnycoKIgpU6bQp08fy/2tW7cyf/58fHx8aNeuHUlJSfj4+HDx4kXGjh1rOUA8IiIizzEqV66Mra1tjv7S0tLo2rWr5d6sWbMs/axfv95yf+zYsZw9e5bVq1djY5P917nt27cTHR1NnTp18PHxYc+ePYwYMYIFCxZY2qWlpeHk5HRHz1RERETkTmnl0/3K1RXCwqBOHbBRDlJERO4tjRo14ujRo1SrVg2AqKgoQkJC+Pjjj+ncuXOOun369GH06NE8++yz2NrasmTJEl555RUAYmJi6NSpExMnTmTw4ME52m3fvt3yfXR0NAEBAZYVUH9dveTj48Po0aM5cuQI9evX56OPPqJfv3456nz66acMGTIkxxa+SZMm5TpPauzYsZw4cYI1a9Zgf9N5jCNHjmTkyJGW64ceeojx48fz2GOPWe5FRUXxzDPPFPToRERERIqcsg73s3r1lHgSEZF7Uu/evXOtFEpMTGTixIm5VhI99NBD9O3bF39/fxo0aEDnzp3p1q0bANOmTePMmTO8//77lnZLly4tdDxly5blk08+4bHHHqN27dqcO3eOqVOnWsoTExP55ptvGDZsWIH97Ny5k/nz5xMdHU3Lli0JCAigZ8+etxVDamoqERERljOrRERERO4WrXwSERGRe87QoUNp06YNr7zyCs7OzmzYsKHA+tOmTWPatGm57i9evJjFixffcjwfHx+uXLlSYJ3u3bvTvXv3PMvc3NxITU295Tht27bFfPMbaguw5eaXiQArVqxgyJAhuLi43FZ7ERERkaKiZS8iIiJiFQaDAZPJVCx9u7i48O6773Lq1Kli6b80srGxYfLkyUXe742foUFvxxUREZF8aOWTiIiIWIWTkxMpKSnF1n+nTp2Kre/SaMSIEcXS740VW2XKlCmW/kVERKT008onERERsYqaNWvy559/cvnyZWuHIn/DwYMHgeyfp4iIiEhelHwSERERq2jVqhW2trZs3LjR2qHIHTKbzWzcuJHatWvj5eVl7XBERESkhFLySURERKzC2dmZkJAQPv/8c3766ScyMzOtHZIUQmpqKh988AEHDhzg8ccft3Y4IiIiUoLpzCcRERGxmn/+85+kp6ezYMECVqxYQWBgIOXKlcNoNFo7tL8lISGB+Ph4atasicFgID09nT/++AMfHx8cHR2tHd7fkpGRQWxsLOHh4WRlZTFu3DjatWtn7bBERESkBFPySURERKzGYDAwatQoHnnkEbZv386hQ4eIjo4utrfg3S0XL14kNDSUDh068MADD7Bv3z5OnTrFY489hr29vbXD+1vs7Oxwd3dnyJAhtG3blooVK1o7JBERESnhlHwSERERqzIYDPj4+ODj42PtUIpUcHAwZ8+eZfHixdSuXZspU6YwZcoUa4clIiIictfpzCcRERGRYjB9+nQOHz5Mp06dKFOmDM8++6y1QxIRERGxCiWfRERERIpBi5atqOvrz7Fjx+jRfyguZV2tHZKIiIiIVSj5JCIiIlLEQg/F0O6tzZy3rQzAz9fr0e6tzYQeirFyZCIiIiJ3n5JPIiIiIkUo9FAMI1ceICYxjfLBY/Do+zp2FaoQm5jGyJUHlIASERGR+46STyIiIiJFJMtkZsYPkZj/e20w2ODkEwBguTfjh0iyTOa8mouIiIjck5R8EhERESkiYafiiUlMy7fcDMQkphF2Kv7uBSUiIiJiZUo+iYiIiBSRuOT8E093Uk9ERETkXqDkk4iIiEgR8SjrWKT1RERERO4FSj6JiIiIFJEWNcpT2c0RQz7lBqCymyMtapS/m2GJiIiIWJWSTyIiIiJFxGhjYPqjvgC5ElA3rqc/6ovRJr/0lIiIiMi9R8knERERkSIU7FeZBU81wcst59Y6LzdHFjzVhGC/ylaKTERERMQ6bK0dgIiIiMi9JtivMp19vQg7FU9cchoeZbO32mnFk4iIiNyPlHwSERERKQZGGwOta1WwdhgiIiIiVqdtdyIiIiIiIiIiUmxK7cqnzMxMTCaT1cZPT0+3/O+N7wsjIyODjIwM0tPTMZvNRR2elGI2NjbY2pbaqSkiIiIiIiKSQ6n5L1yz2UxYWBjbt29n//79pKSkWDWerKwsypUrx6BBgzAajYVubzabSUhIYNmyZRgMOv9BcnJ0dMTf35/27dvTtm1b7O3trR2SiIiIiIiIyB0pFckns9nMggULWLduHT4+PnTr1g1PT0+rrg7JzMwkLCyMFi1a3FEcJpOJK1eu4O7ujo2Ndj/K/2RlZZGQkEBYWBhz587ll19+YcqUKUpAiYiIiIiISKlUKpJPX3zxBaGhoYwbN46goCBrhwNkb5u7du0aDz74IHZ2doVubzKZiIuLw8PDQ8knyVPv3r05ePAgM2bM4L333uPFF1+0dkgiIiIiIiIihWb15NOHH37IO++8Q2xsLI0bN2b+/Pm0aNHCUm42m1m/fj0hISHUqVOHnTt3kpycDICbmxv169enXLlyQHZC58iRI8TFxXH16lXs7OyoWLEiDRo0wNHR0dLnxo0buXbtWo44GjRoQO3ate/CJxa5fY0aNWLo0KEsXryYpKQkXF1drR2SiIiIiIiISKFYdcnN6tWrmTBhAtOnT+fAgQM0btyYrl27EhcXZ6lz5MgR4uPjefDBB7l8+TJVqlShdevWtGvXDicnJ/bu3WtJJGVlZZGYmEjdunXp0KEDzZo1IyUlhbCwsFxj16tXj86dO1u+fHx87tbHFimUdu3aYTab2bt3r7VDERERERERESk0qyaf5s6dy/Dhwxk6dCi+vr4sXLiQMmXKsGTJEkudP//8E4A6derQpEkTfHx8cHNzw8XFhcaNG2M2m7l06RIAdnZ2tG7dGm9vb1xcXChXrhz+/v4kJibmWulka2uLo6Oj5UtvF5OSyt3dHU9PT86fP2/tUEREREREREQKzWoZl/T0dPbv38/kyZMt92xsbAgKCmL37t2We2lpadja2uaZHMrKyiIkJISjR48C4OPjw5o1awgICLDUycjIAMjV/sSJExw7dgwnJyeqVKlCzZo1Czx7KSsrC5PJZLnOzMwEsrcFmkwmUlNTCQoKIi0tDQAvLy8WLFiQ54qqffv2MX78eMLDw+nSpQvffvttvuNa2/vvv0/fvn3x8vIq1nHWr1+f43chLi4OLy8vfv31VwD27t3Lv/71L65du0bVqlX57LPPqFKlCtHR0TRp0oT4+PhbjnH+/HmefPJJtm7dekcxXrlyhUWLFjFx4sQ7al+QWz1nR0dHUlJSLL/PktuNZ6NnJFI0NKdEip7mlUjR0pyS+11p+t23WvLp0qVLZGVl4enpmeO+p6cnR44cyXHPYDDk2UdUVBQAFSpUyLM8KyuLqKgoqlSpkuNQ8Bo1auDm5oa9vT3x8fEcOXKE69ev07Bhw3zjvZGs+quLFy9iNBoxmUx8/vnnuLi4ALBo0SJGjRrFsmXLcrWxs7Nj2rRpREREsHnz5hzbDEuauXPn4u/vn2di7kYyrigOTA8MDCQ0NNRyPXDgQNq2bUtcXBwmk4n+/fsze/Zs2rZty4IFCxg1ahSLFy/m8uXLmM3m23qGtra2fP3113f8vM+ePcusWbMYOnRonuWZmZl3vIKuoOcMkJqayqFDh/jpp5/uqP/7yYYNG6wdgsg9RXNKpOhpXokULc0puV9dvXrV2iHctlK71+zEiROWLXlGozFX+Zw5c/j000/JyMjAzc2N+fPn07p1awA6derEU089xebNmzl79iwjR44kNDSUPXv2EBsby6xZs+jXrx8AAwYM4OjRo6Snp1O1alUWLVqEl5cXmZmZbNy4kUqVKuVKOJjNZsxmMw4ODnh4eOSKzcPDA7PZzLFjx/Ktc8OMGTOIiori6tWr/PHHH3h5efHVV19Rvnx5y+f8+uuvyczMpFKlSixcuJAHHniAGTNmEBkZybVr1zh27Bh16tThzTff5Pnnn7esFlq5ciU2NjbExcUxcuRITpw4gdlsZvTo0TzzzDO89tprXLhwgdGjR+Pk5MSSJUv47rvviIiIICUlhXPnzrF+/Xo2bNjAnDlzACzPqEqVKixbtoxVq1ZRsWJFDh8+jIODA19++SU1a9Ys8Gd7/vx5duzYwYoVK/Dw8GDfvn04ODjQs2dPACZMmICnpyeurq5UqFABg8HAO++8w4YNG8jKyuLdd9/N862If10lZTQaef311/nuu++4ePEiU6ZMYejQoZhMJsaNG8fmzZuxt7fH1taW7du3M2XKFFJSUggODsbW1pawsDAefvhh/P39+fXXX3FycuKTTz7JMUZKSgpubm5kZWUBsHv3biZOnEhycjJms5kZM2Zw8ODBXM/55tV7AC4uLtSrV4+QkJACn939LCMjgw0bNtC5c+c7egOliOSkOSVS9DSvRIqW5pTc75KSkqwdwm2zWvKpYsWKGI1GLly4kOP+hQsXbrnF6+TJk5w4cYJWrVrlWW4ymfD392fBggW0bt2aAwcOMGTIkBwrqlJTU9m1axcnTpzA39+fxx9/nI0bNxIVFUVISIgl+fTee+9RqVIlAGbNmsXMmTNZuHChpR+DwZBjtUpQUBARERFUqlSJ9evX57uS5eYtfAWtHDIYDISFhbF//34qVKhAv379WLx4MZMnT2bVqlUcO3aM3bt3YzQaWbFiBWPGjGHt2rUYDAb279/P/v37cXd356GHHmLEiBFs2LABJycnmjVrxvr163nkkUcYN24c9evX59tvvyUuLo6mTZsSGBjI9OnTWbp0KatXr7YkQ77//nv27NnDb7/9hqenJ4cOHWLixIns37+fKlWqMHPmTEaMGMG6deuwsbFh3759hIeHU6NGDSZNmsQ777zDokWLCvz5Ll++nJCQEMvvwblz53jggQcsz8nNzQ1XV1diY2OxsbEhMTERX19f5syZw549e+jevTsnT56kbNmyOfq90f7m5+3o6EhYWBhHjhyhefPmDB482LIi7fDhw5b+HR0dWbRoEQEBAYSHh+fo9/jx42zbtg07Ozuio6PzHMvGxob4+Hh69erFf/7zH9q3b4/JZOLKlSv07Nkz13PO6/fAaDTqD9XbYGdnp+ckUoQ0p0SKnuaVSNHSnJL7VWn6vbda8sne3p6mTZuyadMmHnvsMSA7IbNp0ybGjBmTb7sTJ05w/PhxWrVqhbu7e65yk8nE/v37+f333/n+++9JSEjA1taWo0ePcu3aNZycnADo27cvALVr18bBwYG2bdtib29Ps2bNiI+P58qVK7i7u7Nq1SpWrFhBWloaaWlpVKxYscDPtXHjRkwmEzNnzmTmzJl89NFHd/aAbhIcHGzZWti6dWsiIiIAWLNmDfv27aNp06YAltU1N3Tp0oVy5coB0KRJExwcHCwJmcDAQI4fP26Jef/+/UD2qqxevXqxcePGfJN7ISEhlu2Sv/zyC8HBwVSpUgWAUaNG8eqrr1piad26NTVq1LB8P3/+/AI/q9lsZsmSJcybN+92Hw+2trYMGTIEgFatWuHt7c1vv/1Ghw4dbtl2wIABANSvXx9bW1tiY2OpWbMmmZmZDBs2jI4dO/LII48UmCB86qmnbmvS7969m3r16tG+fXsgOyF1YwWbiIiIiIiIyL3Kqm+7mzBhAosXL+azzz4jKiqKkSNHkpqaajlTZ9CgQXz22WeW+idOnODo0aMEBATg5ORkOdz7xuHfAJGRkVy8eJEZM2bw5ptv8uuvv/Lzzz8DcP36deLj48nMzCQjI4PU1FTOnTuH2WymevXq2NvbYzAYMBgMZGZmsmPHDubNm8dPP/3EoUOHmDt3rmXMt99+m3HjxllWEN3MxsaG4cOHs2LFikI/kzZt2hAQEEDLli0t9xwdHS3fG43GHIedT548mfDwcMLDw4mIiLAkpvJql18/f5XfGVs33DjX6nba5jfm2LFjCQgIICAgIEfMW7duJS0tja5du1ruVa9endOnT1uuk5OTSUxMxNvbu8A4Zs2aZRnjrz+jguJzc3Pj0KFD9O/fnyNHjtCoUSNOnDiR71g3Pw9bW9scScAbvy8iIiIiIiIi9yurnvnUt29fLl68yLRp04iNjSUgIIDQ0FDLqpozZ85gNBpxc3MDss/sMZlMljeg3XDq1CkqVqyI2Wzm8uXL2NnZcf36df744w8SEhL46quvLHWNRiNZWVkcPHiQpKQkypQpg42NDfXr188VX0JCAmXLlqVChQqkp6fn2C724osv0qhRI4KDg7GzsyM2NhYHBwfLSqPVq1fTqFGjQj+TXbt23Xbdxx57jDlz5tC7d2/Kly9PRkYGhw4dIjAwsFBjBgUFsXjxYmbOnMnFixf55ptv+PrrrwFwdXUlMTEx37YdO3Zk5syZnD9/Hm9vbxYuXEinTp3yPIfrZvmtbPr0008ZMmRIjvZNmzYlIyODX375hY4dO7Jo0SIeffRRS+IoMzOTFStWMGTIEMLCwjh//jwBAQG0b9+eSZMmWfq5sSXuVm4cIt+lSxc6d+7M1q1biYyMpF27dly7do309HTs7e3zbOvl5YXZbCYyMhJfX1+WL19uKWvTpg3Hjx9n+/btObbdlS9f/pbPWURERERERKS0svqB42PGjMl3m92WLVv48ccfWbJkCUCeh0gD1KlTB8he7fLggw8SEBDA6dOnmTp1KhUrVrSc3wTZ5wXd2GZ343wdo9GYZ7IkODiYlStXUq9ePSpUqEBQUJDlkPO/OnPmDM888wxZWVmYzWZq1arFypUrLeUhISG8+uqrNGvWjKNHj9KpUydSU1NJS0ujatWqvPTSS4waNerWD+wmAwYM4PLly3Ts2BHAslWssMmnefPmMXLkSPz9/TGbzbz88suWlVdjx45l+PDhlClTJs839/n5+fHOO+8QHBwMQLVq1Vi8eHGhxr8hMTGRb775JsdKKMheSbZy5UqeeeYZ0tLS8Pb2zrGq7MZKpcaNG5OZmcmqVatynfdUGGfPnmX48OFkZGSQlZVF27Zt+cc//oGdnR2DBg2iUaNGuLi45EqCQvbKp/nz59OtWzcqVKhA7969LWXlypXj22+/5d///jfJycnY2Njw2muv8eijj+Z6zvmd/SQiIiIiIiJS2hjMZrPZ2kEU5Eby6ZtvvrF2KDlkZGQQGhpqWflUWCaTibi4ODw8PAo8T0gEYNy4cTRo0IB//etf1g6lxMrIyOCnn34iJCSkVB28J1JSaU6JFD3NK5GipTkl97ukpCTc3NxITEzE1dXV2uEUSFkPEREREREREREpNko+iYiIiIiIiIhIsVHySUREREREREREio2STyVcnz592L17N5B9MLifnx/+/v40atQox4HmAK+//jq1atWiVq1avPzyy5b7X375JQEBAfj5+eHn58ecOXNyjWM2m3n44Ydxd3fPN5aUlBS6du1KxYoV86z3448/Ur9+ferUqUOvXr1ISkoqdD/R0dEYjUYCAgIsXydPngTgwoULtGjRgszMzHxjFBEREREREZGSRcmnEiwsLIz4+Hhat24NQMOGDdm5cycRERGsXbuW8ePHWxIz27Zt44svvuDgwYNERkayfv161q5dC2S/gS40NJRDhw6xc+dOFixYwJYtW3KM9e6771KrVq0C47Gzs2PixIls3LgxV1lKSgpPP/00a9as4fjx43h7e/Paa68Vuh+AsmXLEh4ebvm6EZenpydt2rRh+fLlBcYpIiIiIiIiIiWHkk8l2KJFi+jfv7/lulOnTri5uQHZCSUvLy/Onj0LwOrVqxk4cCDOzs44ODgwbNgwvvjiCwDatm2Ll5cXAG5ubtSvX5/o6GhLv4cPH2bNmjVMmjSpwHgcHBzyXR21bt06AgMDqV+/PgCjRo2yjF+Yfm7lySefZNGiRYVuJyIiIiIiIiLWoeRTCbZlyxZatmyZZ9nGjRtJSEigefPmAJw5c4YHHnjAUu7j48OZM2dytYuMjGT37t0EBQUB2a8nHT58OIsWLcJoNN5xrHmNHxMTc0db5FJTU2nevDlNmjTh1VdfJSsry1LWtGlTDh48mO+WPhEREREREREpWZR8KsHOnTuHp6dnrvsREREMHTqU1atX4+zsXKj+evTowcKFC6latSoAM2bMoFevXjRo0KDI4v47KleuzJ9//sm+ffvYuHEj27dvz3FGla2tLeXKleP8+fNWjFJEREREREREbpeSTyVYmTJlSEtLy3EvMjKSbt26sWTJEtq1a2e5X716dU6fPm25jo6Opnr16pbr8+fPExQUxJQpU+jTp4/l/tatW5k/fz4+Pj60a9eOpKQkfHx8uHjxImPHjrUc+h0REVFgrHmNX7lyZWxtbQvVj4ODAx4eHgCUL1+eYcOGsX379hx10tLScHJyKrAfERERERERESkZbK0dgOSvUaNGHD16lGrVqgEQFRVFSEgIH3/8MZ07d85Rt0+fPowePZpnn30WW1tblixZwiuvvAJATEwMnTp1YuLEiQwePDhHu5sTO9HR0QQEBFjOg5o3b95txxocHMzo0aM5cuQI9evX56OPPqJfv36F7icuLo5y5cphZ2fH9evX+eabbwgMDLSUX7hwAYPBYHkmIiIiIiIiIlKyaeVTCda7d2/Wr19vuR47diyJiYlMnDjRspLoRvlDDz1E37598ff3p0GDBnTu3Jlu3boBMG3aNM6cOcP7779vabd06dI7iqlRo0a0bt2apKQkqlatysCBA4HsN9R98sknPPbYY9SuXZtz584xderUQvezY8cOAgMDady4MU2aNMHLy4uXX37Z0i40NJSePXtiY6NfXREREREREZHSQCufSrChQ4fSpk0bXnnlFZydndmwYUOB9adNm8a0adNy3V+8eDGLFy++5Xg+Pj5cuXKlwDoHDx7Mt6x79+507979luMU1E+vXr3o1atXvu0++eQTPv7449saQ0RERERERESsr1QsHzGbzdYOwSpcXFx49913OXXqlLVDKREuXLjAyJEjS8zh6HfT/ToHREREREREpPQr8SufHBwcyMzMJDMzE1vbEh9ukevUqZO1QygxPD096d+/v7XDsIq0tDQcHR2tHYaIiIiIiIhIoZX4lU+VK1cG4OTJk1aORMQ6EhMTiY2NtcwFERERERERkdKkxCeffH19cXd3Z9u2bdYORcQqdu7cCUCrVq2sHImIiIiIiIhI4ZX45JONjQ1dunThhx9+YOvWrdYOR+SuioqKYunSpbRq1Qo3NzdrhyMiIiIiIiJSaKXiEKUBAwZw+fJlZs+ezXfffUerVq3w9PTEzs7OajFlZmYSFRWFm5vbHZ1FZTKZSEhIoFy5ctjYlMwc4Llz5yhTpgzly5cHICUlhbi4OGrWrGnlyO5tmZmZJCQkEBYWRkREBH5+fkyYMMHaYYmIiIiIiIjckVKRfLKxsWHs2LE0bdqUHTt2sHr1atLT060aU1ZWFmFhYbRo0QKj0Vjo9maz2ZJ8MhgMxRDh33fy5EmuXLlCYGAgNjY2HD58GLPZjJ+fn7VDu+cZjUb8/f0ZM2YMDz74IA4ODtYOSUREREREROSOlIrkE2QnoNq3b0/79u0xm81cv36dzMxMq8WTlJRElSpV+OSTT3B1dS10+4yMDNavX0/Xrl2tuoKrIMeOHaNZs2Z06tSJunXr8uijj/Kf//yHrl27Wju0e5qNjQ1OTk4lNikpIiIiIiIiUhilJvl0M4PBYPXXzptMJgBcXFxwcXEpdPuMjAycnJxwcXEpscmnJk2aMGDAAObOnUu1atVo3rw5vXr1UlJERERERERERG5bqUw+yd0zZcoUPv/8c/7880/Wrl2rxJOIiIiIiIiIFErJPOlaSozadepiNpsBcK/bgiyT2coRiYiIiIiIiEhpopVPkq/QQzHM+CGSir2mkJkYR/9P9lLZzZHpj/oS7FfZ2uGJiIiIiIiISCmglU+Sp9BDMYxceYCYxDSc67TCrVl3AGIT0xi58gChh2KsHKGIiIiIiIiIlAZKPkkuWSYzM36IJK8NdjfuzfghUlvwREREREREROSWlHySXMJOxROTmJZvuRmISUwj7FT83QtKREREREREREolJZ8kl7jk/BNPd1JPRERERERERO5fSj5JLh5lHYu0noiIiIiIiIjcv5R8klxa1ChPZTdHDPmUG4DKbo60qFH+boYlIiIiIiIiIqWQkk+Si9HGwPRHfQFyJaBuXE9/1BejTX7pKRERERERERGRbEo+SZ6C/Sqz4KkmeLnl3Frn5ebIgqeaEOxX2UqRiYiIiIiIiEhpYmvtAKTkCvarTGdfL8JOxROXnIZH2eytdlrxJCIiIiIiIiK3S8knKZDRxkDrWhWsHYaIiIiIiIiIlFLadiciIiIiIiIiIsVGyScRERERERERESk2Sj6JiIiIiIiIiEixUfJJRERERERERESKjZJPIiIiIiIiIiJSbJR8EhERERERERGRYqPkk4iIiIiIiIiIFBsln0REREREREREpNgo+SQiIiIiIiIiIsVGyScRERERERERESk2Sj6JiIiIiIiIiEixUfJJRERERERERESKjZJPIiIiIiIiIiJSbJR8EhERERERERGRYqPkk4iIiIiIiIiIFBsln0REREREREREpNgo+SQiIiIiIiIiIsVGyScRERERERERESk2Sj6JiIiIiIiIiEixUfJJRERERERERESKjZJPIiIiIiIiIiJSbJR8EhERERERERGRYqPkk4iIiIiIiIiIFBsln0REREREREREpNjYWjuA0spsNgOQlJR0R+0zMjK4evUqSUlJ2NnZFWVoIvclzSmRoqU5JVL0NK9EipbmlNzvbuQjbuQnSjIln+5QcnIyANWqVbNyJCIiIiIiIiJyv0pOTsbNzc3aYRTIYC4NKbISyGQycf78ecqWLYvBYCh0+6SkJKpVq8bZs2dxdXUthghF7i+aUyJFS3NKpOhpXokULc0pud+ZzWaSk5Px9vbGxqZkn6qklU93yMbGhqpVq/7tflxdXfV/lCJFSHNKpGhpTokUPc0rkaKlOSX3s5K+4umGkp0aExERERERERGRUk3JJxERERERERERKTZKPlmJg4MD06dPx8HBwdqhiNwTNKdEipbmlEjR07wSKVqaUyKlhw4cFxERERERERGRYqOVTyIiIiIiIiIiUmyUfBIRERERERERkWKj5JOIiIiIiIiIiBQbJZ+s4MMPP8THxwdHR0datmxJWFiYtUMSKRXefPNNmjdvTtmyZfHw8OCxxx7j6NGjOeqkpaUxevRoKlSogIuLC48//jgXLlywUsQipcusWbMwGAyMHz/eck9zSqTw/vzzT5566ikqVKiAk5MT/v7+/Prrr5Zys9nMtGnTqFy5Mk5OTgQFBXH8+HErRixScmVlZTF16lRq1KiBk5MTtWrV4rXXXuPmo4s1p0RKPiWf7rLVq1czYcIEpk+fzoEDB2jcuDFdu3YlLi7O2qGJlHhbt25l9OjR7Nmzhw0bNpCRkUGXLl1ITU211Hnuuef44Ycf+Prrr9m6dSvnz5+nV69eVoxapHTYt28fixYtolGjRjnua06JFE5CQgJt27bFzs6OdevWERkZyZw5cyhXrpylzttvv828efNYuHAhe/fuxdnZma5du5KWlmbFyEVKprfeeosFCxbwwQcfEBUVxVtvvcXbb7/N/PnzLXU0p0RKPr3t7i5r2bIlzZs354MPPgDAZDJRrVo1nn32WSZNmmTl6ERKl4sXL+Lh4cHWrVvp0KEDiYmJVKpUiVWrVtG7d28Ajhw5QoMGDdi9ezetWrWycsQiJVNKSgpNmjTho48+4vXXXycgIID33ntPc0rkDkyaNImdO3eyffv2PMvNZjPe3t78+9//5vnnnwcgMTERT09Pli1bRr9+/e5muCIlXrdu3fD09OTTTz+13Hv88cdxcnJi5cqVmlMipYRWPt1F6enp7N+/n6CgIMs9GxsbgoKC2L17txUjEymdEhMTAShfvjwA+/fvJyMjI8ccq1+/PtWrV9ccEynA6NGjeeSRR3LMHdCcErkT33//Pc2aNaNPnz54eHgQGBjI4sWLLeWnTp0iNjY2x7xyc3OjZcuWmlcieWjTpg2bNm3i2LFjAPz+++/s2LGDf/zjH4DmlEhpYWvtAO4nly5dIisrC09Pzxz3PT09OXLkiJWiEimdTCYT48ePp23btvj5+QEQGxuLvb097u7uOep6enoSGxtrhShFSr4vv/ySAwcOsG/fvlxlmlMihffHH3+wYMECJkyYwEsvvcS+ffsYO3Ys9vb2DB482DJ38vr7oOaVSG6TJk0iKSmJ+vXrYzQaycrKYubMmQwYMABAc0qklFDySURKpdGjR3Po0CF27Nhh7VBESq2zZ88ybtw4NmzYgKOjo7XDEbknmEwmmjVrxhtvvAFAYGAghw4dYuHChQwePNjK0YmUPl999RWff/45q1atomHDhoSHhzN+/Hi8vb01p0RKEW27u4sqVqyI0WjM9ZagCxcu4OXlZaWoREqfMWPG8OOPP/LLL79QtWpVy30vLy/S09O5cuVKjvqaYyJ5279/P3FxcTRp0gRbW1tsbW3ZunUr8+bNw9bWFk9PT80pkUKqXLkyvr6+Oe41aNCAM2fOAFjmjv4+KHJ7XnjhBSZNmkS/fv3w9/dn4MCBPPfcc7z55puA5pRIaaHk011kb29P06ZN2bRpk+WeyWRi06ZNtG7d2oqRiZQOZrOZMWPG8O2337J582Zq1KiRo7xp06bY2dnlmGNHjx7lzJkzmmMieejUqRMRERGEh4dbvpo1a8aAAQMs32tOiRRO27ZtOXr0aI57x44d44EHHgCgRo0aeHl55ZhXSUlJ7N27V/NKJA9Xr17Fxibnf7YajUZMJhOgOSVSWmjb3V02YcIEBg8eTLNmzWjRogXvvfceqampDB061NqhiZR4o0ePZtWqVXz33XeULVvWso/fzc0NJycn3NzcePrpp5kwYQLly5fH1dWVZ599ltatW+utXCJ5KFu2rOXMtBucnZ2pUKGC5b7mlEjhPPfcc7Rp04Y33niDJ554grCwMD7++GM+/vhjAAwGA+PHj+f111+nTp061KhRg6lTp+Lt7c1jjz1m3eBFSqBHH32UmTNnUr16dRo2bMhvv/3G3LlzGTZsGKA5JVJaKPl0l/Xt25eLFy8ybdo0YmNjCQgIIDQ0NNcBeSKS24IFCwB46KGHctxfunQpQ4YMAeDdd9/FxsaGxx9/nOvXr9O1a1c++uijuxypyL1Dc0qkcJo3b863337L5MmTefXVV6lRowbvvfee5XBkgBdffJHU1FRGjBjBlStXaNeuHaGhoTp7TSQP8+fPZ+rUqYwaNYq4uDi8vb155plnmDZtmqWO5pRIyWcwm81mawchIiIiIiIiIiL3Jp35JCIiIiIiIiIixUbJJxERERERERERKTZKPomIiIiIiIiISLFR8klERERERERERIqNkk8iIiIiIiIiIlJslHwSEREREREREZFio+STiIiIiIiIiIgUGyWfRERERERERESk2Cj5JCIiInKHDAYDa9assXYYhdKhQwdWrVqV6/6WLVtYtmxZrvuXLl3Cw8ODc+fO3YXoRERE5F6k5JOIiIiUegaDocCvV155Jd+20dHRGAwGwsPDiyW22NhYnn32WWrWrImDgwPVqlXj0UcfZdOmTUXS/7Jly3B3d7+tut9//z0XLlygX79+t91/xYoVGTRoENOnT7/DCEVEROR+Z2vtAERERET+rpiYGMv3q1evZtq0aRw9etRyz8XFxRphER0dTdu2bXF3d+edd97B39+fjIwM1q9fz+jRozly5MhdjWfevHkMHToUG5v//ftjeHg4L7zwAgcOHCA9PZ05c+bw+OOP50jYDR06lKZNm/LOO+9Qvnz5uxqziIiIlH5a+SQiIiKlnpeXl+XLzc0Ng8Fgufbw8GDu3LlUrVoVBwcHAgICCA0NtbStUaMGAIGBgRgMBh566CEA9u3bR+fOnalYsSJubm48+OCDHDhwoFBxjRo1CoPBQFhYGI8//jh169alYcOGTJgwgT179ljqnTlzhh49euDi4oKrqytPPPEEFy5csJT//vvvdOzYkbJly+Lq6krTpk359ddf2bJlC0OHDiUxMfGWq7wuXrzI5s2befTRRy33zGYzPXr0wMnJiTfffJMXX3yRN954AycnpxxtGzZsiLe3N99++22hPr+IiIgIKPkkIiIi97j333+fOXPmMHv2bA4ePEjXrl3p3r07x48fByAsLAyAjRs3EhMTwzfffANAcnIygwcPZseOHezZs4c6deoQEhJCcnLybY0bHx9PaGgoo0ePxtnZOVf5ja1yJpOJHj16EB8fz9atW9mwYQN//PEHffv2tdQdMGAAVatWZd++fezfv59JkyZhZ2dHmzZteO+993B1dSUmJoaYmBief/75POPZsWMHZcqUoUGDBpZ7ly9f5syZM0ycOJG6detatgROnDgxV/sWLVqwffv22/rsIiIiIjfTtjsRERG5p82ePZuJEydazjl66623+OWXX3jvvff48MMPqVSpEgAVKlTAy8vL0u7hhx/O0c/HH3+Mu7s7W7dupVu3brcc98SJE5jNZurXr19gvU2bNhEREcGpU6eoVq0aAMuXL6dhw4bs27eP5s2bc+bMGV544QVLX3Xq1LG0v3mlV0FOnz6Np6dnji13FStWpF69erz22msEBwcXeHaUt7c3v/32260+toiIiEguWvkkIiIi96ykpCTOnz9P27Ztc9xv27YtUVFRBba9cOECw4cPp06dOri5ueHq6kpKSgpnzpy5rbHNZvNt1YuKiqJatWqWxBOAr68v7u7ulhgnTJjAP//5T4KCgpg1axYnT568rb5vdu3aNRwdHXPdX79+PZ6enrzxxhv861//olOnTmzevDlXPScnJ65evVrocUVERESUfBIRERHJw+DBgwkPD+f9999n165dhIeHU6FCBdLT02+rfZ06dTAYDEVyqPgrr7zC4cOHeeSRR9i8eTO+vr6FPn+pYsWKJCQk5Lr/wAMP8Nlnn/HVV18xceJEAgICCA4O5vDhwznqxcfHW1aJiYiIiBSGkk8iIiJyz3J1dcXb25udO3fmuL9z5058fX0BsLe3ByArKytXnbFjxxISEkLDhg1xcHDg0qVLtz12+fLl6dq1Kx9++CGpqam5yq9cuQJAgwYNOHv2LGfPnrWURUZGcuXKFUuMAHXr1uW5557j559/plevXixdutQS/19jz0tgYCCxsbF5JqBuqFGjBnPmzKFs2bI5DkQHOHToEIGBgbccR0REROSvlHwSERGRe9oLL7zAW2+9xerVqzl69CiTJk0iPDyccePGAeDh4YGTkxOhoaFcuHCBxMREIHvl0ooVK4iKimLv3r0MGDAg11vgbuXDDz8kKyuLFi1a8H//938cP36cqKgo5s2bR+vWrQEICgrC39+fAQMGcODAAcLCwhg0aBAPPvggzZo149q1a4wZM4YtW7Zw+vRpdu7cyb59+ywHh/v4+JCSksKmTZu4dOlSvlvjAgMDqVixYo5E3Pnz55kwYQIHDx7k+vXrXL16lUWLFnHlypUciaarV6+yf/9+unTpUqjPLyIiIgJKPomIiMg9buzYsUyYMIF///vf+Pv7Exoayvfff285tNvW1pZ58+axaNEivL296dGjBwCffvopCQkJNGnShIEDBzJ27Fg8PDwKNXbNmjU5cOAAHTt25N///jd+fn507tyZTZs2sWDBAgAMBgPfffcd5cqVo0OHDgQFBVGzZk1Wr14NgNFo5PLlywwaNIi6devyxBNP8I9//IMZM2YA0KZNG/71r3/Rt29fKlWqxNtvv51nLEajkaFDh/L5559b7rm6upKZmUnv3r3p0aMHzz33HO+99x5Lly6lSZMmlnrfffcd1atXp3379oX6/CIiIiIABvPtnoYpIiIiIqVabGwsDRs25MCBAzzwwAM5yrZs2UJ0dDRDhgzJ1a5Vq1aMHTuW/v3736VIRURE5F6ilU8iIiIi9wkvLy8+/fTT235jH8ClS5fo1asXTz75ZDFGJiIiIvcyrXwSEREREREREZFio5VPIiIiIiIiIiJSbJR8EhERERERERGRYqPkk4iIiIiIiIiIFBsln0REREREREREpNgo+SQiIiIiIiIiIsVGyScRERERERERESk2Sj6JiIiIiIiIiEixUfJJRERERERERESKjZJPIiIiIiIiIiJSbJR8EhERERERERGRYvP/C8b7n0PzywUAAAAASUVORK5CYII=", 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" ] @@ -175,8 +177,11 @@ "with open('../results/release_dates.json') as f:\n", " release_dates = json.load(f)\n", "\n", + "# Drop rows with missing data\n", + "df_total = df.dropna(subset=['total_cost', 'total_plausible@1'])\n", + "\n", "# Add labels for each point with release dates\n", - "for i, row in df.iterrows():\n", + "for i, row in df_total.iterrows():\n", " model_name = row['name']\n", " release_date = release_dates.get(model_name, 'N/A')\n", " \n", @@ -185,7 +190,7 @@ " \n", " # Adjust the position of the label to stay within the plot\n", " ha = 'center'\n", - " va = 'bottom' if y < df['total_plausible@1'].median() else 'top'\n", + " va = 'bottom' if y < df_total['total_plausible@1'].median() else 'top'\n", " xytext = (0, 10) if va == 'bottom' else (0, -10)\n", " \n", " plt.annotate(label, (x, y), \n", @@ -199,8 +204,8 @@ "plt.title('Performance (Plausible@1) vs Cost')\n", "\n", "# Add a best fit line\n", - "m, b = np.polyfit(df['total_cost'], df['total_plausible@1'], 1)\n", - "plt.plot(df['total_cost'], m*df['total_cost'] + b, color='red', linestyle='--', label='Best Linear Fit')\n", + "m, b = np.polyfit(df_total['total_cost'], df_total['total_plausible@1'], 1)\n", + "plt.plot(df_total['total_cost'], m*df_total['total_cost'] + b, color='red', linestyle='--', label='Best Linear Fit')\n", "\n", "plt.legend()\n", "plt.grid(True)\n", @@ -218,19 +223,115 @@ "print(f\"Best fit line equation: y = {m:.6f}x + {b:.4f}\")\n", "\n", "# Calculate and print correlation\n", - "correlation, p_value = stats.pearsonr(df['total_cost'], df['total_plausible@1'])\n", + "correlation, p_value = stats.pearsonr(df_total['total_cost'], df_total['total_plausible@1'])\n", "print(f\"Correlation between Total Cost and Total Plausible@1: {correlation:.4f}\")\n", "print(f\"P-value: {p_value:.4f}\")" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best fit line equation: y = 0.000488x + 0.1751\n", + "Correlation between GitBug-Java Cost and GitBug-Java Plausible@1: 0.7046\n", + "P-value: 0.0105\n" + ] + } + ], + "source": [ + "# Create a scatter plot of performance per cost\n", + "plt.figure(figsize=(12, 8))\n", + "scatter = plt.scatter(df['gitbugjava_cost'], df['gitbugjava_plausible@1'])\n", + "\n", + "# Define a dictionary with release dates for each model\n", + "with open('../results/release_dates.json') as f:\n", + " release_dates = json.load(f)\n", + "\n", + "# Add labels for each point with release dates\n", + "for i, row in df.iterrows():\n", + " model_name = row['name']\n", + " release_date = release_dates.get(model_name, 'N/A')\n", + " \n", + " label = f\"{model_name}\\n({release_date})\"\n", + " x, y = row['gitbugjava_cost'], row['gitbugjava_plausible@1']\n", + " \n", + " # Adjust the position of the label to stay within the plot\n", + " ha = 'center'\n", + " va = 'bottom' if y < df['gitbugjava_plausible@1'].median() else 'top'\n", + " xytext = (0, 10) if va == 'bottom' else (0, -10)\n", + " \n", + " plt.annotate(label, (x, y), \n", + " xytext=xytext, textcoords='offset points', \n", + " ha=ha, va=va, fontsize=8, \n", + " bbox=dict(boxstyle='round,pad=0.5', fc='white', alpha=0.7),\n", + " arrowprops=dict(arrowstyle='->', connectionstyle='arc3,rad=0'))\n", + "\n", + "plt.xlabel('GitBug-Java Cost ($)')\n", + "plt.ylabel('GitBug-Java Plausible@1')\n", + "plt.title('Performance (Plausible@1) vs Cost for GitBug-Java')\n", + "\n", + "# Add a best fit line\n", + "m, b = np.polyfit(df['gitbugjava_cost'], df['gitbugjava_plausible@1'], 1)\n", + "plt.plot(df['gitbugjava_cost'], m*df['gitbugjava_cost'] + b, color='red', linestyle='--', label='Best Linear Fit')\n", + "\n", + "plt.legend()\n", + "plt.grid(True)\n", + "\n", + "# Adjust the plot layout to make room for annotations\n", + "plt.tight_layout()\n", + "\n", + "# Save as pdf\n", + "plt.savefig('performance-vs-cost-gitbugjava.pdf', format='pdf', bbox_inches='tight')\n", + "plt.savefig('performance-vs-cost-gitbugjava.png', format='png', bbox_inches='tight')\n", + "\n", + "plt.show()\n", + "\n", + "# Print the equation of the best fit line\n", + "print(f\"Best fit line equation: y = {m:.6f}x + {b:.4f}\")\n", + "\n", + "# Calculate and print correlation\n", + "correlation, p_value = stats.pearsonr(df['gitbugjava_cost'], df['gitbugjava_plausible@1'])\n", + "print(f\"Correlation between GitBug-Java Cost and GitBug-Java Plausible@1: {correlation:.4f}\")\n", + "print(f\"P-value: {p_value:.4f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n", + "posx and posy should be finite values\n" + ] + }, + { + "data": { + "image/png": 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"text/plain": [ "
" ] @@ -254,8 +355,8 @@ "bars = plt.barh(df_sorted['name'], df_sorted['total_plausible@1'] * 100, align=\"center\", height=0.75) # Reduced height\n", "\n", "# Set labels and title with improved font size and bold text\n", - "plt.xlabel('Plausible@1', fontsize=14, weight='bold')\n", - "plt.title('RepairBench', fontsize=16, weight='bold')\n", + "plt.xlabel('Plausible@1', fontsize=14)\n", + "plt.title('RepairBench', fontsize=16)\n", "\n", "# Add text annotations to display the exact score at the end of each bar with some space and bold text\n", "for bar in bars:\n", @@ -268,7 +369,7 @@ "plt.grid(axis='x', linestyle='--', alpha=0.7)\n", "\n", "# Make the names bold\n", - "plt.yticks(fontsize=12, weight='bold')\n", + "plt.yticks(fontsize=12)\n", "\n", "# Adjust layout to make room for the labels\n", "plt.tight_layout()\n", diff --git a/scripts/box-plot.pdf b/scripts/box-plot.pdf index 93f6952c6358270b2379a7264884a37729367fb3..5af910ffef21cc2f602c48082ac2d4e60c3a9ae3 100644 GIT binary patch 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